From d3259f2b5cfddb714e63b5f3c7aced0c4736c813 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 10 Oct 2024 17:36:55 +0200 Subject: [PATCH 001/138] init commit --- .../BCDMS_NC_NOTFIXED_P/data_hepdata.yaml | 489 ++ .../commondata/BCDMS_NC_NOTFIXED_P/filter.py | 122 + .../kinematics_hepdata.yaml | 5857 +++++++++++++++++ .../BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv | 17 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv | 19 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv | 20 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv | 22 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table105.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv | 20 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv | 25 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv | 30 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv | 31 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv | 32 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv | 34 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv | 34 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv | 35 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv | 36 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv | 35 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv | 30 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table35.csv | 17 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table36.csv | 18 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table37.csv | 20 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table38.csv | 21 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table39.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table40.csv | 26 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table41.csv | 26 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table42.csv | 28 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table43.csv | 29 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table44.csv | 29 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table45.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table57.csv | 17 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table58.csv | 18 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table59.csv | 20 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table60.csv | 22 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table61.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table62.csv | 25 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table63.csv | 27 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table64.csv | 29 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table65.csv | 29 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table66.csv | 29 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table67.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table79.csv | 17 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table80.csv | 18 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table81.csv | 19 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table82.csv | 21 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table83.csv | 21 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table84.csv | 23 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table85.csv | 24 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table86.csv | 25 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table87.csv | 26 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table88.csv | 26 + .../BCDMS_NC_NOTFIXED_P/rawdata/Table89.csv | 24 + .../uncertainties_hepdata.yaml | 1478 +++++ 54 files changed, 9184 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_hepdata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table105.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table35.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table36.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table37.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table38.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table39.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table40.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table41.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table42.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table43.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table44.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table45.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table57.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table58.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table59.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table60.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table61.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table62.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table63.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table64.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table65.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table66.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table67.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table79.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table80.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table81.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table82.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table83.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table84.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table85.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table86.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table87.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table88.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table89.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_hepdata.yaml new file mode 100644 index 0000000000..ddadf0419e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_hepdata.yaml @@ -0,0 +1,489 @@ +data_central: +- 0.40205 +- 0.40205 +- 0.38468 +- 0.38468 +- 0.39363 +- 0.38956 +- 0.39179 +- 0.38926 +- 0.38926 +- 0.37768 +- 0.37768 +- 0.36886 +- 0.36886 +- 0.38982 +- 0.38982 +- 0.38772 +- 0.39249 +- 0.38958 +- 0.37965 +- 0.37965 +- 0.36592 +- 0.36592 +- 0.3412 +- 0.3412 +- 0.30476 +- 0.30476 +- 0.39066 +- 0.39066 +- 0.37641 +- 0.38505 +- 0.37955 +- 0.3667 +- 0.36127 +- 0.36481 +- 0.34635 +- 0.32331 +- 0.33792 +- 0.29971 +- 0.29971 +- 0.24021 +- 0.24021 +- 0.16027 +- 0.16027 +- 0.09289 +- 0.09289 +- 0.39239 +- 0.39239 +- 0.37062 +- 0.37936 +- 0.37406 +- 0.36497 +- 0.35757 +- 0.36218 +- 0.33805 +- 0.34116 +- 0.33915 +- 0.30213 +- 0.3008 +- 0.30167 +- 0.23373 +- 0.23713 +- 0.23489 +- 0.15606 +- 0.15964 +- 0.15729 +- 0.08787 +- 0.08787 +- 0.0439 +- 0.0439 +- 0.37847 +- 0.37987 +- 0.37906 +- 0.36523 +- 0.34979 +- 0.35909 +- 0.33659 +- 0.32619 +- 0.33268 +- 0.30414 +- 0.31145 +- 0.30664 +- 0.23122 +- 0.23446 +- 0.23229 +- 0.15503 +- 0.16152 +- 0.15712 +- 0.09002 +- 0.08496 +- 0.08806 +- 0.04265 +- 0.04265 +- 0.41459 +- 0.41459 +- 0.37759 +- 0.37759 +- 0.35727 +- 0.35267 +- 0.3554 +- 0.32138 +- 0.33525 +- 0.32655 +- 0.30467 +- 0.29635 +- 0.30151 +- 0.23727 +- 0.23473 +- 0.23633 +- 0.15335 +- 0.15248 +- 0.15303 +- 0.08473 +- 0.08002 +- 0.08275 +- 0.04167 +- 0.04112 +- 0.04144 +- 0.41972 +- 0.41972 +- 0.4018 +- 0.4018 +- 0.36935 +- 0.36935 +- 0.34847 +- 0.34847 +- 0.32395 +- 0.31776 +- 0.32145 +- 0.29035 +- 0.29636 +- 0.29265 +- 0.223 +- 0.22939 +- 0.22533 +- 0.15573 +- 0.15384 +- 0.15502 +- 0.08291 +- 0.09077 +- 0.08553 +- 0.04151 +- 0.04283 +- 0.04205 +- 0.40171 +- 0.40171 +- 0.38121 +- 0.38121 +- 0.36087 +- 0.35422 +- 0.35183 +- 0.31436 +- 0.32585 +- 0.31921 +- 0.29911 +- 0.29332 +- 0.29675 +- 0.23275 +- 0.22173 +- 0.22823 +- 0.14488 +- 0.15355 +- 0.14802 +- 0.08285 +- 0.08541 +- 0.08382 +- 0.04012 +- 0.04107 +- 0.0405 +- 0.40528 +- 0.40528 +- 0.38366 +- 0.38366 +- 0.33792 +- 0.35693 +- 0.36243 +- 0.32498 +- 0.31622 +- 0.32188 +- 0.28068 +- 0.28738 +- 0.28413 +- 0.22389 +- 0.23176 +- 0.22699 +- 0.14465 +- 0.14984 +- 0.14668 +- 0.0852 +- 0.09161 +- 0.08638 +- 0.04117 +- 0.03655 +- 0.04017 +- 0.01357 +- 0.01357 +- 0.37999 +- 0.37999 +- 0.36224 +- 0.36224 +- 0.31917 +- 0.31632 +- 0.32079 +- 0.32347 +- 0.29223 +- 0.28549 +- 0.28862 +- 0.28872 +- 0.22548 +- 0.22638 +- 0.22596 +- 0.14024 +- 0.14605 +- 0.14324 +- 0.08108 +- 0.0816 +- 0.0813 +- 0.03871 +- 0.03694 +- 0.03831 +- 0.01366 +- 0.01366 +- 0.40558 +- 0.40558 +- 0.37396 +- 0.37396 +- 0.35007 +- 0.35007 +- 0.32366 +- 0.32719 +- 0.32855 +- 0.28428 +- 0.28478 +- 0.28393 +- 0.28319 +- 0.22042 +- 0.22116 +- 0.22147 +- 0.22247 +- 0.1437 +- 0.14605 +- 0.14418 +- 0.14306 +- 0.08528 +- 0.07931 +- 0.08024 +- 0.07735 +- 0.03829 +- 0.03681 +- 0.0374 +- 0.03722 +- 0.01308 +- 0.01335 +- 0.0132 +- 0.40695 +- 0.40695 +- 0.37701 +- 0.37701 +- 0.34507 +- 0.3445 +- 0.34807 +- 0.31454 +- 0.31485 +- 0.3128 +- 0.27224 +- 0.28665 +- 0.27916 +- 0.27997 +- 0.27435 +- 0.21929 +- 0.2221 +- 0.22029 +- 0.22019 +- 0.14557 +- 0.1433 +- 0.14153 +- 0.13699 +- 0.08115 +- 0.0787 +- 0.08003 +- 0.08022 +- 0.03666 +- 0.04068 +- 0.03656 +- 0.03408 +- 0.0117 +- 0.01194 +- 0.0118 +- 0.37628 +- 0.37628 +- 0.35017 +- 0.34801 +- 0.36142 +- 0.31493 +- 0.31585 +- 0.30989 +- 0.27188 +- 0.27419 +- 0.2738 +- 0.27909 +- 0.21644 +- 0.21858 +- 0.21619 +- 0.2171 +- 0.20778 +- 0.14129 +- 0.14231 +- 0.13889 +- 0.13886 +- 0.08024 +- 0.07629 +- 0.07666 +- 0.07595 +- 0.03529 +- 0.03615 +- 0.03547 +- 0.03539 +- 0.01106 +- 0.01239 +- 0.01223 +- 0.01252 +- 0.3642 +- 0.3642 +- 0.3402 +- 0.3402 +- 0.31062 +- 0.30939 +- 0.31821 +- 0.27093 +- 0.27157 +- 0.2672 +- 0.20928 +- 0.21435 +- 0.21531 +- 0.21507 +- 0.13463 +- 0.13745 +- 0.13664 +- 0.13693 +- 0.07715 +- 0.07905 +- 0.07644 +- 0.07563 +- 0.03309 +- 0.03593 +- 0.03476 +- 0.03513 +- 0.01083 +- 0.01156 +- 0.01165 +- 0.01189 +- 0.38075 +- 0.38075 +- 0.34527 +- 0.34527 +- 0.31558 +- 0.31816 +- 0.31194 +- 0.27517 +- 0.27491 +- 0.2758 +- 0.21417 +- 0.21428 +- 0.21488 +- 0.21277 +- 0.13718 +- 0.13757 +- 0.13566 +- 0.13616 +- 0.07418 +- 0.07485 +- 0.07512 +- 0.07595 +- 0.03371 +- 0.03047 +- 0.0331 +- 0.03329 +- 0.01149 +- 0.0117 +- 0.01113 +- 0.01076 +- 0.34112 +- 0.34112 +- 0.31557 +- 0.31557 +- 0.26869 +- 0.27275 +- 0.26187 +- 0.20654 +- 0.20861 +- 0.20136 +- 0.13481 +- 0.13069 +- 0.13059 +- 0.07237 +- 0.06696 +- 0.07053 +- 0.07098 +- 0.02989 +- 0.03567 +- 0.03201 +- 0.0325 +- 0.00968 +- 0.01057 +- 0.01083 +- 0.01068 +- 0.30609 +- 0.30609 +- 0.26879 +- 0.26446 +- 0.27649 +- 0.20555 +- 0.20327 +- 0.20997 +- 0.12375 +- 0.12882 +- 0.12772 +- 0.07074 +- 0.07093 +- 0.07032 +- 0.03206 +- 0.03176 +- 0.03215 +- 0.03215 +- 0.01033 +- 0.00993 +- 0.0109 +- 0.01117 +- 0.30722 +- 0.30722 +- 0.26182 +- 0.26182 +- 0.20711 +- 0.20739 +- 0.20664 +- 0.12975 +- 0.13136 +- 0.07066 +- 0.07099 +- 0.07313 +- 0.03051 +- 0.03231 +- 0.03362 +- 0.00963 +- 0.00992 +- 0.01 +- 0.26097 +- 0.26097 +- 0.20334 +- 0.20279 +- 0.20421 +- 0.12922 +- 0.12791 +- 0.06788 +- 0.067 +- 0.03451 +- 0.03155 +- 0.03084 +- 0.00817 +- 0.00919 +- 0.00906 +- 0.26278 +- 0.26278 +- 0.20511 +- 0.20511 +- 0.12283 +- 0.12426 +- 0.06619 +- 0.06536 +- 0.02865 +- 0.02844 +- 0.0082 +- 0.00814 +- 0.20266 +- 0.20266 +- 0.11853 +- 0.06763 +- 0.06655 +- 0.02884 +- 0.02787 +- 0.0091 +- 0.00904 +- 0.11937 +- 0.06013 +- 0.02729 +- 0.00833 +- 0.06133 +- 0.02975 +- 0.00799 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py new file mode 100644 index 0000000000..7485e26b5c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py @@ -0,0 +1,122 @@ +"""Implement BCDMS_NC_NOTFIXED_P data from hepdata. We use data with R(QCD).""" + +import pathlib + +import numpy as np +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent +VARIANT = "hepdata" + + +def read_tables(): + """Parse Tables.""" + dfs = pd.DataFrame() + for file in pathlib.Path(HERE / "rawdata").iterdir(): + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[14:-1]], + columns=[ + "Q2", + "F2", + "stat+", + "stat-", + "sys+", + "sys-", + "norm+", + "norm-", + ], + ) + df["x"] = float(lines[12].split(",")[1]) + try: + df["sqrts"] = float(lines[11].split(",")[1]) + df["sqrts_min"] = df["sqrts"] + df["sqrts_max"] = df["sqrts"] + except ValueError: + df["sqrts_min"] = float(lines[11].split(",")[1].split("-")[0]) + df["sqrts_max"] = float(lines[11].split(",")[1].split("-")[1]) + df["sqrts"] = (df["sqrts_min"] + df["sqrts_max"]) / 2 + if dfs.empty: + dfs = df + else: + dfs = pd.concat([dfs, df], ignore_index=True) + dfs["norm+"] = [float(x[:-1]) for x in dfs["norm+"]] + dfs["norm-"] = [float(x[:-2]) for x in dfs["norm-"]] + dfs = dfs.astype(float) + dfs["norm+"] *= abs(dfs.F2) + dfs["norm-"] *= abs(dfs.F2) + + # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + return dfs.sort_values(["Q2", "x", "sqrts"]) + + +def write_files(df): + """Write kinemati, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(HERE / f"data_{VARIANT}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "y": { + "min": float(row.sqrts_min), + "mid": float(row.sqrts), + "max": float(row.sqrts_max), + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / f"kinematics_{VARIANT}.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "normalization uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + "norm": float(row["norm+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / f"uncertainties_{VARIANT}.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + df = read_tables() + write_files(df) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml new file mode 100644 index 0000000000..9816e124c8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml @@ -0,0 +1,5857 @@ +bins: +- Q2: + max: null + mid: 7.5 + min: null + x: + max: null + mid: 0.07 + min: null + y: + max: 13.729 + mid: 13.729 + min: 13.729 +- Q2: + max: null + mid: 7.5 + min: null + x: + max: null + mid: 0.07 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 7.5 + min: null + x: + max: null + mid: 0.1 + min: null + y: + max: 13.729 + mid: 13.729 + min: 13.729 +- Q2: + max: null + mid: 7.5 + min: null + x: + max: null + mid: 0.1 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 8.75 + min: null + x: + max: null + mid: 0.07 + min: null + y: + max: 13.729 + mid: 13.729 + min: 13.729 +- Q2: + max: null + mid: 8.75 + min: null + x: + max: null + mid: 0.07 + min: null + y: + max: 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mid: 0.65 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 175.0 + min: null + x: + max: null + mid: 0.75 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 230.0 + min: null + x: + max: null + mid: 0.55 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 230.0 + min: null + x: + max: null + mid: 0.65 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 +- Q2: + max: null + mid: 230.0 + min: null + x: + max: null + mid: 0.75 + min: null + y: + max: 22.938 + mid: 18.3335 + min: 13.729 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv new file mode 100644 index 0000000000..bcfc947db1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t100 +#: name: Table 100 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table100.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.40558,0.00572,-0.00572,0.00261,-0.00261,3.0%,-3.0% +37.5,0.40695,0.00651,-0.00651,0.00197,-0.00197,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv new file mode 100644 index 0000000000..c887a27d26 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv @@ -0,0 +1,19 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t101 +#: name: Table 101 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table101.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +37.5,0.37701,0.00661,-0.00661,0.00169,-0.00169,3.0%,-3.0% +43.0,0.37628,0.00655,-0.00655,0.00155,-0.00155,3.0%,-3.0% +49.5,0.3642,0.00675,-0.00675,0.00149,-0.00149,3.0%,-3.0% +57.0,0.38075,0.00825,-0.00825,0.00147,-0.00147,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv new file mode 100644 index 0000000000..1b9439d9cb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t102 +#: name: Table 102 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table102.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +37.5,0.34807,0.00699,-0.00699,0.00141,-0.00141,3.0%,-3.0% +43.0,0.36142,0.00699,-0.00699,0.00125,-0.00125,3.0%,-3.0% +49.5,0.3402,0.00713,-0.00713,0.00123,-0.00123,3.0%,-3.0% +57.0,0.34527,0.00481,-0.00481,0.00082,-0.00082,3.0%,-3.0% +65.5,0.34112,0.00513,-0.00513,0.00081,-0.00081,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv new file mode 100644 index 0000000000..1239298c87 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t103 +#: name: Table 103 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table103.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +37.5,0.3128,0.0066,-0.0066,0.00141,-0.00141,3.0%,-3.0% +43.0,0.30989,0.00633,-0.00633,0.00128,-0.00128,3.0%,-3.0% +49.5,0.31821,0.00662,-0.00662,0.0011,-0.0011,3.0%,-3.0% +57.0,0.31194,0.00438,-0.00438,0.00067,-0.00067,3.0%,-3.0% +65.5,0.31557,0.00474,-0.00474,0.00075,-0.00075,3.0%,-3.0% +75.0,0.30609,0.00505,-0.00505,0.00064,-0.00064,3.0%,-3.0% +86.0,0.30722,0.00542,-0.00542,0.00069,-0.00069,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv new file mode 100644 index 0000000000..6e9a0db1e2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t104 +#: name: Table 104 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table104.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +37.5,0.27435,0.00705,-0.00705,0.00105,-0.00105,3.0%,-3.0% +43.0,0.27909,0.0066,-0.0066,0.00094,-0.00094,3.0%,-3.0% +49.5,0.2672,0.00659,-0.00659,0.00101,-0.00101,3.0%,-3.0% +57.0,0.2758,0.00461,-0.00461,0.00098,-0.00098,3.0%,-3.0% +65.5,0.26187,0.00473,-0.00473,0.00081,-0.00081,3.0%,-3.0% +75.0,0.27649,0.00521,-0.00521,0.00087,-0.00087,3.0%,-3.0% +86.0,0.26182,0.00512,-0.00512,0.00045,-0.00045,3.0%,-3.0% +99.0,0.26097,0.00637,-0.00637,0.00045,-0.00045,3.0%,-3.0% +115.5,0.26278,0.00704,-0.00704,0.00046,-0.00046,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table105.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table105.csv new file mode 100644 index 0000000000..9d97d349fe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table105.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t105 +#: name: Table 105 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table105.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 22.938 +#: P [GeV],280.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],22.938 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +43.0,0.20778,0.00472,-0.00472,0.00091,-0.00091,3.0%,-3.0% +49.5,0.21507,0.00481,-0.00481,0.0008,-0.0008,3.0%,-3.0% +57.0,0.21277,0.0033,-0.0033,0.00075,-0.00075,3.0%,-3.0% +65.5,0.20136,0.00334,-0.00334,0.00062,-0.00062,3.0%,-3.0% +75.0,0.20997,0.00361,-0.00361,0.00056,-0.00056,3.0%,-3.0% +86.0,0.20664,0.00359,-0.00359,0.00073,-0.00073,3.0%,-3.0% +99.0,0.20421,0.00377,-0.00377,0.00062,-0.00062,3.0%,-3.0% +115.5,0.20511,0.00444,-0.00444,0.00041,-0.00041,3.0%,-3.0% +137.5,0.20266,0.00477,-0.00477,0.00041,-0.00041,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv new file mode 100644 index 0000000000..f623bc7f30 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t13 +#: name: Table 13 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table13.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.40205,0.0062,-0.0062,0.00736,-0.00736,3.0%,-3.0% +8.75,0.39179,0.00404,-0.00404,0.0079,-0.0079,3.0%,-3.0% +10.25,0.38982,0.00622,-0.00622,0.00779,-0.00779,3.0%,-3.0% +17.0,0.41459,0.00541,-0.00541,0.00689,-0.00689,3.0%,-3.0% +19.0,0.41972,0.00553,-0.00553,0.00701,-0.00701,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv new file mode 100644 index 0000000000..df1f87f89e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t14 +#: name: Table 14 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table14.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38468,0.00429,-0.00429,0.00485,-0.00485,3.0%,-3.0% +8.75,0.38926,0.00356,-0.00356,0.00532,-0.00532,3.0%,-3.0% +10.25,0.38958,0.00289,-0.00289,0.00514,-0.00514,3.0%,-3.0% +11.75,0.39066,0.00485,-0.00485,0.00516,-0.00516,3.0%,-3.0% +13.25,0.39239,0.00529,-0.00529,0.00482,-0.00482,3.0%,-3.0% +19.0,0.4018,0.00414,-0.00414,0.0035,-0.0035,3.0%,-3.0% +21.5,0.40171,0.00324,-0.00324,0.00393,-0.00393,3.0%,-3.0% +24.5,0.40528,0.00349,-0.00349,0.00336,-0.00336,3.0%,-3.0% +32.5,0.40558,0.00572,-0.00572,0.00452,-0.00452,3.0%,-3.0% +37.5,0.40695,0.00651,-0.00651,0.00341,-0.00341,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv new file mode 100644 index 0000000000..cdbfa8617d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t15 +#: name: Table 15 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table15.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.37768,0.00392,-0.00392,0.0043,-0.0043,3.0%,-3.0% +10.25,0.37965,0.00399,-0.00399,0.0045,-0.0045,3.0%,-3.0% +11.75,0.37955,0.00347,-0.00347,0.00445,-0.00445,3.0%,-3.0% +13.25,0.37406,0.00369,-0.00369,0.00416,-0.00416,3.0%,-3.0% +15.0,0.37906,0.00371,-0.00371,0.00435,-0.00435,3.0%,-3.0% +17.0,0.37759,0.00636,-0.00636,0.00404,-0.00404,3.0%,-3.0% +19.0,0.36935,0.00697,-0.00697,0.00388,-0.00388,3.0%,-3.0% +21.5,0.38121,0.00364,-0.00364,0.00319,-0.00319,3.0%,-3.0% +24.5,0.38366,0.00382,-0.00382,0.00359,-0.00359,3.0%,-3.0% +28.0,0.37999,0.00367,-0.00367,0.00253,-0.00253,3.0%,-3.0% +32.5,0.37396,0.00363,-0.00363,0.00267,-0.00267,3.0%,-3.0% +37.5,0.37701,0.00661,-0.00661,0.00293,-0.00293,3.0%,-3.0% +43.0,0.37628,0.00655,-0.00655,0.00268,-0.00268,3.0%,-3.0% +49.5,0.3642,0.00675,-0.00675,0.00258,-0.00258,3.0%,-3.0% +57.0,0.38075,0.00825,-0.00825,0.00255,-0.00255,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv new file mode 100644 index 0000000000..6cb708a164 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t16 +#: name: Table 16 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table16.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.36886,0.0049,-0.0049,0.00475,-0.00475,3.0%,-3.0% +10.25,0.36592,0.00476,-0.00476,0.0041,-0.0041,3.0%,-3.0% +11.75,0.36481,0.00406,-0.00406,0.00414,-0.00414,3.0%,-3.0% +13.25,0.36218,0.00424,-0.00424,0.00414,-0.00414,3.0%,-3.0% +15.0,0.35909,0.00408,-0.00408,0.00397,-0.00397,3.0%,-3.0% +17.0,0.3554,0.00445,-0.00445,0.00374,-0.00374,3.0%,-3.0% +19.0,0.34847,0.00752,-0.00752,0.00379,-0.00379,3.0%,-3.0% +21.5,0.35422,0.00361,-0.00361,0.00312,-0.00312,3.0%,-3.0% +24.5,0.35693,0.00384,-0.00384,0.00272,-0.00272,3.0%,-3.0% +28.0,0.36224,0.00416,-0.00416,0.00248,-0.00248,3.0%,-3.0% +32.5,0.35007,0.0029,-0.0029,0.00208,-0.00208,3.0%,-3.0% +37.5,0.34507,0.0028,-0.0028,0.00159,-0.00159,3.0%,-3.0% +43.0,0.35017,0.0028,-0.0028,0.00139,-0.00139,3.0%,-3.0% +49.5,0.3402,0.00713,-0.00713,0.00213,-0.00213,3.0%,-3.0% +57.0,0.34527,0.00481,-0.00481,0.00142,-0.00142,3.0%,-3.0% +65.5,0.34112,0.00513,-0.00513,0.0014,-0.0014,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv new file mode 100644 index 0000000000..2afa2c4500 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t17 +#: name: Table 17 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table17.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.3412,0.00482,-0.00482,0.00397,-0.00397,3.0%,-3.0% +11.75,0.33792,0.004,-0.004,0.00383,-0.00383,3.0%,-3.0% +13.25,0.33915,0.00419,-0.00419,0.00376,-0.00376,3.0%,-3.0% +15.0,0.33268,0.00389,-0.00389,0.00364,-0.00364,3.0%,-3.0% +17.0,0.32655,0.00416,-0.00416,0.0035,-0.0035,3.0%,-3.0% +19.0,0.32145,0.0045,-0.0045,0.00352,-0.00352,3.0%,-3.0% +21.5,0.31921,0.00423,-0.00423,0.00348,-0.00348,3.0%,-3.0% +24.5,0.32188,0.00425,-0.00425,0.00151,-0.00151,3.0%,-3.0% +28.0,0.32079,0.00277,-0.00277,0.00144,-0.00144,3.0%,-3.0% +32.5,0.32719,0.00311,-0.00311,0.00168,-0.00168,3.0%,-3.0% +37.5,0.31454,0.00256,-0.00256,0.00139,-0.00139,3.0%,-3.0% +43.0,0.31493,0.00249,-0.00249,0.00158,-0.00158,3.0%,-3.0% +49.5,0.31062,0.00248,-0.00248,0.00184,-0.00184,3.0%,-3.0% +57.0,0.31558,0.00282,-0.00282,0.00106,-0.00106,3.0%,-3.0% +65.5,0.31557,0.00474,-0.00474,0.0013,-0.0013,3.0%,-3.0% +75.0,0.30609,0.00505,-0.00505,0.00111,-0.00111,3.0%,-3.0% +86.0,0.30722,0.00542,-0.00542,0.0012,-0.0012,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv new file mode 100644 index 0000000000..ab566e3f37 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t18 +#: name: Table 18 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table18.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.30476,0.00537,-0.00537,0.00518,-0.00518,3.0%,-3.0% +11.75,0.29971,0.00546,-0.00546,0.00374,-0.00374,3.0%,-3.0% +13.25,0.30167,0.00464,-0.00464,0.00329,-0.00329,3.0%,-3.0% +15.0,0.30664,0.00428,-0.00428,0.00326,-0.00326,3.0%,-3.0% +17.0,0.30151,0.00446,-0.00446,0.00317,-0.00317,3.0%,-3.0% +19.0,0.29265,0.00467,-0.00467,0.00307,-0.00307,3.0%,-3.0% +21.5,0.29675,0.00433,-0.00433,0.0031,-0.0031,3.0%,-3.0% +24.5,0.28413,0.00349,-0.00349,0.00111,-0.00111,3.0%,-3.0% +28.0,0.28862,0.00264,-0.00264,0.00139,-0.00139,3.0%,-3.0% +32.5,0.28393,0.0025,-0.0025,0.00113,-0.00113,3.0%,-3.0% +37.5,0.27916,0.00228,-0.00228,0.00102,-0.00102,3.0%,-3.0% +43.0,0.27419,0.00234,-0.00234,0.00099,-0.00099,3.0%,-3.0% +49.5,0.27093,0.00253,-0.00253,0.00132,-0.00132,3.0%,-3.0% +57.0,0.27517,0.00248,-0.00248,0.00104,-0.00104,3.0%,-3.0% +65.5,0.26869,0.00289,-0.00289,0.00128,-0.00128,3.0%,-3.0% +75.0,0.26879,0.00313,-0.00313,0.00175,-0.00175,3.0%,-3.0% +86.0,0.26182,0.00512,-0.00512,0.00078,-0.00078,3.0%,-3.0% +99.0,0.26097,0.00637,-0.00637,0.00078,-0.00078,3.0%,-3.0% +115.5,0.26278,0.00704,-0.00704,0.0008,-0.0008,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv new file mode 100644 index 0000000000..8ce51e65e4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t19 +#: name: Table 19 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table19.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.24021,0.00427,-0.00427,0.00381,-0.00381,3.0%,-3.0% +13.25,0.23489,0.00353,-0.00353,0.00262,-0.00262,3.0%,-3.0% +15.0,0.23229,0.00314,-0.00314,0.00249,-0.00249,3.0%,-3.0% +17.0,0.23633,0.00326,-0.00326,0.00255,-0.00255,3.0%,-3.0% +19.0,0.22533,0.00332,-0.00332,0.00236,-0.00236,3.0%,-3.0% +21.5,0.22823,0.00299,-0.00299,0.00244,-0.00244,3.0%,-3.0% +24.5,0.22699,0.00221,-0.00221,0.00111,-0.00111,3.0%,-3.0% +28.0,0.22596,0.00243,-0.00243,0.0008,-0.0008,3.0%,-3.0% +32.5,0.22147,0.00175,-0.00175,0.0009,-0.0009,3.0%,-3.0% +37.5,0.22029,0.00165,-0.00165,0.00078,-0.00078,3.0%,-3.0% +43.0,0.21619,0.00154,-0.00154,0.00087,-0.00087,3.0%,-3.0% +49.5,0.21435,0.00167,-0.00167,0.00085,-0.00085,3.0%,-3.0% +57.0,0.21428,0.00164,-0.00164,0.00088,-0.00088,3.0%,-3.0% +65.5,0.20654,0.00178,-0.00178,0.00083,-0.00083,3.0%,-3.0% +75.0,0.20555,0.00211,-0.00211,0.00061,-0.00061,3.0%,-3.0% +86.0,0.20711,0.00219,-0.00219,0.00071,-0.00071,3.0%,-3.0% +99.0,0.20334,0.00235,-0.00235,0.00061,-0.00061,3.0%,-3.0% +115.5,0.20511,0.00444,-0.00444,0.00071,-0.00071,3.0%,-3.0% +137.5,0.20266,0.00477,-0.00477,0.00071,-0.00071,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv new file mode 100644 index 0000000000..155459a790 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t20 +#: name: Table 20 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table20.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.16027,0.00409,-0.00409,0.0026,-0.0026,3.0%,-3.0% +13.25,0.15729,0.00348,-0.00348,0.00251,-0.00251,3.0%,-3.0% +15.0,0.15712,0.00311,-0.00311,0.00248,-0.00248,3.0%,-3.0% +17.0,0.15303,0.00321,-0.00321,0.00218,-0.00218,3.0%,-3.0% +19.0,0.15502,0.00339,-0.00339,0.00222,-0.00222,3.0%,-3.0% +21.5,0.14802,0.00289,-0.00289,0.00196,-0.00196,3.0%,-3.0% +24.5,0.14668,0.002,-0.002,0.00125,-0.00125,3.0%,-3.0% +28.0,0.14324,0.00218,-0.00218,0.00097,-0.00097,3.0%,-3.0% +32.5,0.14418,0.00161,-0.00161,0.00116,-0.00116,3.0%,-3.0% +37.5,0.14153,0.00173,-0.00173,0.00104,-0.00104,3.0%,-3.0% +43.0,0.13889,0.00138,-0.00138,0.00106,-0.00106,3.0%,-3.0% +49.5,0.13664,0.00137,-0.00137,0.00094,-0.00094,3.0%,-3.0% +57.0,0.13566,0.00135,-0.00135,0.00092,-0.00092,3.0%,-3.0% +65.5,0.13069,0.00148,-0.00148,0.00087,-0.00087,3.0%,-3.0% +75.0,0.12882,0.00173,-0.00173,0.00071,-0.00071,3.0%,-3.0% +86.0,0.12975,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +99.0,0.12922,0.00198,-0.00198,0.00071,-0.00071,3.0%,-3.0% +115.5,0.12283,0.00195,-0.00195,0.00057,-0.00057,3.0%,-3.0% +137.5,0.11853,0.0039,-0.0039,0.00062,-0.00062,3.0%,-3.0% +175.0,0.11937,0.00368,-0.00368,0.00059,-0.00059,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv new file mode 100644 index 0000000000..40855d25ca --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv @@ -0,0 +1,36 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t21 +#: name: Table 21 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table21.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.09289,0.00316,-0.00316,0.0039,-0.0039,3.0%,-3.0% +13.25,0.08787,0.00329,-0.00329,0.00317,-0.00317,3.0%,-3.0% +15.0,0.08806,0.0024,-0.0024,0.00307,-0.00307,3.0%,-3.0% +17.0,0.08275,0.00235,-0.00235,0.00256,-0.00256,3.0%,-3.0% +19.0,0.08553,0.00261,-0.00261,0.00225,-0.00225,3.0%,-3.0% +21.5,0.08382,0.00228,-0.00228,0.00197,-0.00197,3.0%,-3.0% +24.5,0.08638,0.00186,-0.00186,0.00171,-0.00171,3.0%,-3.0% +28.0,0.0813,0.0015,-0.0015,0.00151,-0.00151,3.0%,-3.0% +32.5,0.08024,0.00126,-0.00126,0.0018,-0.0018,3.0%,-3.0% +37.5,0.08003,0.00139,-0.00139,0.00152,-0.00152,3.0%,-3.0% +43.0,0.07666,0.00105,-0.00105,0.00151,-0.00151,3.0%,-3.0% +49.5,0.07644,0.00106,-0.00106,0.00133,-0.00133,3.0%,-3.0% +57.0,0.07512,0.00104,-0.00104,0.00116,-0.00116,3.0%,-3.0% +65.5,0.07053,0.00106,-0.00106,0.00094,-0.00094,3.0%,-3.0% +75.0,0.07093,0.00125,-0.00125,0.0009,-0.0009,3.0%,-3.0% +86.0,0.07099,0.00141,-0.00141,0.00087,-0.00087,3.0%,-3.0% +99.0,0.06788,0.00153,-0.00153,0.00076,-0.00076,3.0%,-3.0% +115.5,0.06619,0.00152,-0.00152,0.00066,-0.00066,3.0%,-3.0% +137.5,0.06763,0.00168,-0.00168,0.00059,-0.00059,3.0%,-3.0% +175.0,0.06013,0.00274,-0.00274,0.00059,-0.00059,3.0%,-3.0% +230.0,0.06133,0.00369,-0.00369,0.0005,-0.0005,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv new file mode 100644 index 0000000000..1f212dd7b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t22 +#: name: Table 22 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table22.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.0439,0.00187,-0.00187,0.0048,-0.0048,3.0%,-3.0% +15.0,0.04265,0.00166,-0.00166,0.00404,-0.00404,3.0%,-3.0% +17.0,0.04144,0.0014,-0.0014,0.00369,-0.00369,3.0%,-3.0% +19.0,0.04205,0.00152,-0.00152,0.00324,-0.00324,3.0%,-3.0% +21.5,0.0405,0.00138,-0.00138,0.00274,-0.00274,3.0%,-3.0% +24.5,0.04017,0.00107,-0.00107,0.00206,-0.00206,3.0%,-3.0% +28.0,0.03831,0.00107,-0.00107,0.00175,-0.00175,3.0%,-3.0% +32.5,0.0374,0.00077,-0.00077,0.00208,-0.00208,3.0%,-3.0% +37.5,0.03656,0.00087,-0.00087,0.00185,-0.00185,3.0%,-3.0% +43.0,0.03547,0.00066,-0.00066,0.00182,-0.00182,3.0%,-3.0% +49.5,0.03476,0.00066,-0.00066,0.00159,-0.00159,3.0%,-3.0% +57.0,0.0331,0.00064,-0.00064,0.00133,-0.00133,3.0%,-3.0% +65.5,0.03201,0.00068,-0.00068,0.00109,-0.00109,3.0%,-3.0% +75.0,0.03215,0.00075,-0.00075,0.00092,-0.00092,3.0%,-3.0% +86.0,0.03231,0.00092,-0.00092,0.00087,-0.00087,3.0%,-3.0% +99.0,0.03155,0.00097,-0.00097,0.00076,-0.00076,3.0%,-3.0% +115.5,0.02865,0.001,-0.001,0.00061,-0.00061,3.0%,-3.0% +137.5,0.02884,0.00112,-0.00112,0.00048,-0.00048,3.0%,-3.0% +175.0,0.02729,0.00189,-0.00189,0.00052,-0.00052,3.0%,-3.0% +230.0,0.02975,0.00249,-0.00249,0.00047,-0.00047,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv new file mode 100644 index 0000000000..6a3df40755 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t23 +#: name: Table 23 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table23.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +24.5,0.01357,0.00064,-0.00064,0.00166,-0.00166,3.0%,-3.0% +28.0,0.01366,0.00068,-0.00068,0.00156,-0.00156,3.0%,-3.0% +32.5,0.0132,0.00049,-0.00049,0.0013,-0.0013,3.0%,-3.0% +37.5,0.0118,0.00056,-0.00056,0.001,-0.001,3.0%,-3.0% +43.0,0.01223,0.00034,-0.00034,0.00149,-0.00149,3.0%,-3.0% +49.5,0.01165,0.00036,-0.00036,0.00126,-0.00126,3.0%,-3.0% +57.0,0.01113,0.00035,-0.00035,0.00125,-0.00125,3.0%,-3.0% +65.5,0.01083,0.00039,-0.00039,0.00104,-0.00104,3.0%,-3.0% +75.0,0.0109,0.00043,-0.00043,0.00094,-0.00094,3.0%,-3.0% +86.0,0.00992,0.00046,-0.00046,0.00083,-0.00083,3.0%,-3.0% +99.0,0.00919,0.00048,-0.00048,0.00064,-0.00064,3.0%,-3.0% +115.5,0.0082,0.00051,-0.00051,0.00054,-0.00054,3.0%,-3.0% +137.5,0.0091,0.00057,-0.00057,0.00048,-0.00048,3.0%,-3.0% +175.0,0.00833,0.00098,-0.00098,0.00043,-0.00043,3.0%,-3.0% +230.0,0.00799,0.0013,-0.0013,0.00028,-0.00028,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table35.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table35.csv new file mode 100644 index 0000000000..07fb87eb1a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table35.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t35 +#: name: Table 35 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table35.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.40205,0.0062,-0.0062,0.00425,-0.00425,3.0%,-3.0% +8.75,0.39363,0.00545,-0.00545,0.0051,-0.0051,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table36.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table36.csv new file mode 100644 index 0000000000..6a2072a1a4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table36.csv @@ -0,0 +1,18 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t36 +#: name: Table 36 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table36.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38468,0.00429,-0.00429,0.0028,-0.0028,3.0%,-3.0% +8.75,0.38926,0.00356,-0.00356,0.00307,-0.00307,3.0%,-3.0% +10.25,0.38772,0.0037,-0.0037,0.00304,-0.00304,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table37.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table37.csv new file mode 100644 index 0000000000..25927be60a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table37.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t37 +#: name: Table 37 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table37.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.37768,0.00392,-0.00392,0.00248,-0.00248,3.0%,-3.0% +10.25,0.37965,0.00399,-0.00399,0.0026,-0.0026,3.0%,-3.0% +11.75,0.37641,0.00434,-0.00434,0.00265,-0.00265,3.0%,-3.0% +13.25,0.37062,0.00474,-0.00474,0.00231,-0.00231,3.0%,-3.0% +15.0,0.37847,0.00489,-0.00489,0.00254,-0.00254,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table38.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table38.csv new file mode 100644 index 0000000000..cceb214d60 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table38.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t38 +#: name: Table 38 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table38.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.36886,0.0049,-0.0049,0.00274,-0.00274,3.0%,-3.0% +10.25,0.36592,0.00476,-0.00476,0.00237,-0.00237,3.0%,-3.0% +11.75,0.3667,0.00503,-0.00503,0.0024,-0.0024,3.0%,-3.0% +13.25,0.36497,0.00537,-0.00537,0.00254,-0.00254,3.0%,-3.0% +15.0,0.36523,0.00525,-0.00525,0.00233,-0.00233,3.0%,-3.0% +17.0,0.35727,0.00577,-0.00577,0.0022,-0.0022,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table39.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table39.csv new file mode 100644 index 0000000000..5bc3115b56 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table39.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t39 +#: name: Table 39 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table39.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.3412,0.00482,-0.00482,0.00229,-0.00229,3.0%,-3.0% +11.75,0.34635,0.00502,-0.00502,0.00224,-0.00224,3.0%,-3.0% +13.25,0.33805,0.00522,-0.00522,0.00215,-0.00215,3.0%,-3.0% +15.0,0.33659,0.00492,-0.00492,0.00214,-0.00214,3.0%,-3.0% +17.0,0.32138,0.00525,-0.00525,0.00198,-0.00198,3.0%,-3.0% +19.0,0.32395,0.00582,-0.00582,0.0021,-0.0021,3.0%,-3.0% +21.5,0.31436,0.00557,-0.00557,0.00198,-0.00198,3.0%,-3.0% +24.5,0.32498,0.00528,-0.00528,0.00059,-0.00059,3.0%,-3.0% +28.0,0.31917,0.00538,-0.00538,0.00078,-0.00078,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table40.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table40.csv new file mode 100644 index 0000000000..9355ddf578 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table40.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t40 +#: name: Table 40 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table40.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.30476,0.00537,-0.00537,0.00299,-0.00299,3.0%,-3.0% +11.75,0.29971,0.00546,-0.00546,0.00216,-0.00216,3.0%,-3.0% +13.25,0.30213,0.00575,-0.00575,0.00196,-0.00196,3.0%,-3.0% +15.0,0.30414,0.00528,-0.00528,0.00187,-0.00187,3.0%,-3.0% +17.0,0.30467,0.00566,-0.00566,0.00185,-0.00185,3.0%,-3.0% +19.0,0.29035,0.00594,-0.00594,0.00182,-0.00182,3.0%,-3.0% +21.5,0.29911,0.00562,-0.00562,0.00181,-0.00181,3.0%,-3.0% +24.5,0.28068,0.00501,-0.00501,0.00049,-0.00049,3.0%,-3.0% +28.0,0.29223,0.00511,-0.00511,0.00084,-0.00084,3.0%,-3.0% +32.5,0.28428,0.00477,-0.00477,0.00061,-0.00061,3.0%,-3.0% +37.5,0.27224,0.00593,-0.00593,0.00047,-0.00047,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table41.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table41.csv new file mode 100644 index 0000000000..02b81f5693 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table41.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t41 +#: name: Table 41 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table41.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.24021,0.00427,-0.00427,0.0022,-0.0022,3.0%,-3.0% +13.25,0.23373,0.00434,-0.00434,0.00186,-0.00186,3.0%,-3.0% +15.0,0.23122,0.00383,-0.00383,0.00167,-0.00167,3.0%,-3.0% +17.0,0.23727,0.00411,-0.00411,0.00158,-0.00158,3.0%,-3.0% +19.0,0.223,0.00417,-0.00417,0.00143,-0.00143,3.0%,-3.0% +21.5,0.23275,0.00389,-0.00389,0.00142,-0.00142,3.0%,-3.0% +24.5,0.22389,0.00284,-0.00284,0.00074,-0.00074,3.0%,-3.0% +28.0,0.22548,0.00354,-0.00354,0.00064,-0.00064,3.0%,-3.0% +32.5,0.22042,0.00322,-0.00322,0.00044,-0.00044,3.0%,-3.0% +37.5,0.21929,0.00347,-0.00347,0.00038,-0.00038,3.0%,-3.0% +43.0,0.21644,0.00371,-0.00371,0.00035,-0.00035,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table42.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table42.csv new file mode 100644 index 0000000000..128239211c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table42.csv @@ -0,0 +1,28 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t42 +#: name: Table 42 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table42.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.16027,0.00409,-0.00409,0.0015,-0.0015,3.0%,-3.0% +13.25,0.15606,0.0043,-0.0043,0.00144,-0.00144,3.0%,-3.0% +15.0,0.15503,0.00378,-0.00378,0.0014,-0.0014,3.0%,-3.0% +17.0,0.15335,0.00403,-0.00403,0.00121,-0.00121,3.0%,-3.0% +19.0,0.15573,0.00429,-0.00429,0.00121,-0.00121,3.0%,-3.0% +21.5,0.14488,0.00362,-0.00362,0.00113,-0.00113,3.0%,-3.0% +24.5,0.14465,0.00256,-0.00256,0.00069,-0.00069,3.0%,-3.0% +28.0,0.14024,0.00314,-0.00314,0.00054,-0.00054,3.0%,-3.0% +32.5,0.1437,0.00283,-0.00283,0.0006,-0.0006,3.0%,-3.0% +37.5,0.14557,0.00311,-0.00311,0.00046,-0.00046,3.0%,-3.0% +43.0,0.14129,0.00312,-0.00312,0.00053,-0.00053,3.0%,-3.0% +49.5,0.13463,0.00312,-0.00312,0.00043,-0.00043,3.0%,-3.0% +57.0,0.13718,0.00357,-0.00357,0.00039,-0.00039,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table43.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table43.csv new file mode 100644 index 0000000000..3999ef5863 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table43.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t43 +#: name: Table 43 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table43.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.09289,0.00316,-0.00316,0.00225,-0.00225,3.0%,-3.0% +13.25,0.08787,0.00329,-0.00329,0.00183,-0.00183,3.0%,-3.0% +15.0,0.09002,0.00306,-0.00306,0.00165,-0.00165,3.0%,-3.0% +17.0,0.08473,0.00308,-0.00308,0.00138,-0.00138,3.0%,-3.0% +19.0,0.08291,0.00319,-0.00319,0.00121,-0.00121,3.0%,-3.0% +21.5,0.08285,0.00289,-0.00289,0.00105,-0.00105,3.0%,-3.0% +24.5,0.0852,0.00206,-0.00206,0.00094,-0.00094,3.0%,-3.0% +28.0,0.08108,0.00199,-0.00199,0.00084,-0.00084,3.0%,-3.0% +32.5,0.08528,0.00236,-0.00236,0.0007,-0.0007,3.0%,-3.0% +37.5,0.08115,0.00247,-0.00247,0.00058,-0.00058,3.0%,-3.0% +43.0,0.08024,0.00252,-0.00252,0.00047,-0.00047,3.0%,-3.0% +49.5,0.07715,0.00251,-0.00251,0.0004,-0.0004,3.0%,-3.0% +57.0,0.07418,0.00268,-0.00268,0.00039,-0.00039,3.0%,-3.0% +65.5,0.07237,0.00289,-0.00289,0.00035,-0.00035,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table44.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table44.csv new file mode 100644 index 0000000000..1f5d6c83cb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table44.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t44 +#: name: Table 44 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table44.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.0439,0.00187,-0.00187,0.00277,-0.00277,3.0%,-3.0% +15.0,0.04265,0.00166,-0.00166,0.00233,-0.00233,3.0%,-3.0% +17.0,0.04167,0.00184,-0.00184,0.00202,-0.00202,3.0%,-3.0% +19.0,0.04151,0.00198,-0.00198,0.00173,-0.00173,3.0%,-3.0% +21.5,0.04012,0.00178,-0.00178,0.00144,-0.00144,3.0%,-3.0% +24.5,0.04117,0.00121,-0.00121,0.00113,-0.00113,3.0%,-3.0% +28.0,0.03871,0.00121,-0.00121,0.00095,-0.00095,3.0%,-3.0% +32.5,0.03829,0.00143,-0.00143,0.00079,-0.00079,3.0%,-3.0% +37.5,0.03666,0.00161,-0.00161,0.00062,-0.00062,3.0%,-3.0% +43.0,0.03529,0.00166,-0.00166,0.0005,-0.0005,3.0%,-3.0% +49.5,0.03309,0.00166,-0.00166,0.0004,-0.0004,3.0%,-3.0% +57.0,0.03371,0.00184,-0.00184,0.00036,-0.00036,3.0%,-3.0% +65.5,0.02989,0.00187,-0.00187,0.00028,-0.00028,3.0%,-3.0% +75.0,0.03206,0.00218,-0.00218,0.00027,-0.00027,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table45.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table45.csv new file mode 100644 index 0000000000..f00b8a21be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table45.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t45 +#: name: Table 45 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table45.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729 +#: P [GeV],100.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729 +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +24.5,0.01357,0.00064,-0.00064,0.00096,-0.00096,3.0%,-3.0% +28.0,0.01366,0.00068,-0.00068,0.0009,-0.0009,3.0%,-3.0% +32.5,0.01308,0.00065,-0.00065,0.00069,-0.00069,3.0%,-3.0% +37.5,0.0117,0.00074,-0.00074,0.00051,-0.00051,3.0%,-3.0% +43.0,0.01106,0.00079,-0.00079,0.00043,-0.00043,3.0%,-3.0% +49.5,0.01083,0.00084,-0.00084,0.00035,-0.00035,3.0%,-3.0% +57.0,0.01149,0.001,-0.001,0.0003,-0.0003,3.0%,-3.0% +65.5,0.00968,0.00102,-0.00102,0.00022,-0.00022,3.0%,-3.0% +75.0,0.01033,0.00119,-0.00119,0.0002,-0.0002,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table57.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table57.csv new file mode 100644 index 0000000000..1c1fc3f0e9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table57.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t57 +#: name: Table 57 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table57.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.38956,0.006,-0.006,0.00417,-0.00417,3.0%,-3.0% +10.25,0.38982,0.00622,-0.00622,0.0045,-0.0045,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table58.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table58.csv new file mode 100644 index 0000000000..8c7321cbf5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table58.csv @@ -0,0 +1,18 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t58 +#: name: Table 58 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table58.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.39249,0.00462,-0.00462,0.00289,-0.00289,3.0%,-3.0% +11.75,0.39066,0.00485,-0.00485,0.00298,-0.00298,3.0%,-3.0% +13.25,0.39239,0.00529,-0.00529,0.00278,-0.00278,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table59.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table59.csv new file mode 100644 index 0000000000..6d62517bbd --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table59.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t59 +#: name: Table 59 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table59.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.38505,0.00575,-0.00575,0.00252,-0.00252,3.0%,-3.0% +13.25,0.37936,0.00588,-0.00588,0.00255,-0.00255,3.0%,-3.0% +15.0,0.37987,0.0057,-0.0057,0.00249,-0.00249,3.0%,-3.0% +17.0,0.37759,0.00636,-0.00636,0.00233,-0.00233,3.0%,-3.0% +19.0,0.36935,0.00697,-0.00697,0.00224,-0.00224,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table60.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table60.csv new file mode 100644 index 0000000000..3df68a52ac --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table60.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t60 +#: name: Table 60 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table60.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.36127,0.00688,-0.00688,0.00245,-0.00245,3.0%,-3.0% +13.25,0.35757,0.00691,-0.00691,0.00231,-0.00231,3.0%,-3.0% +15.0,0.34979,0.00646,-0.00646,0.00225,-0.00225,3.0%,-3.0% +17.0,0.35267,0.00698,-0.00698,0.00225,-0.00225,3.0%,-3.0% +19.0,0.34847,0.00752,-0.00752,0.00219,-0.00219,3.0%,-3.0% +21.5,0.36087,0.00702,-0.00702,0.00222,-0.00222,3.0%,-3.0% +24.5,0.33792,0.0081,-0.0081,0.00205,-0.00205,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table61.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table61.csv new file mode 100644 index 0000000000..5308ec2512 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table61.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t61 +#: name: Table 61 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table61.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.32331,0.00661,-0.00661,0.00219,-0.00219,3.0%,-3.0% +13.25,0.34116,0.00705,-0.00705,0.00224,-0.00224,3.0%,-3.0% +15.0,0.32619,0.00634,-0.00634,0.00207,-0.00207,3.0%,-3.0% +17.0,0.33525,0.0068,-0.0068,0.00212,-0.00212,3.0%,-3.0% +19.0,0.31776,0.00708,-0.00708,0.00196,-0.00196,3.0%,-3.0% +21.5,0.32585,0.00652,-0.00652,0.00205,-0.00205,3.0%,-3.0% +24.5,0.31622,0.00715,-0.00715,0.00192,-0.00192,3.0%,-3.0% +28.0,0.31632,0.00598,-0.00598,0.00077,-0.00077,3.0%,-3.0% +32.5,0.32366,0.00591,-0.00591,0.00067,-0.00067,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table62.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table62.csv new file mode 100644 index 0000000000..0240a9ab85 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table62.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t62 +#: name: Table 62 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table62.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.3008,0.00786,-0.00786,0.00197,-0.00197,3.0%,-3.0% +15.0,0.31145,0.00732,-0.00732,0.00222,-0.00222,3.0%,-3.0% +17.0,0.29635,0.00723,-0.00723,0.00183,-0.00183,3.0%,-3.0% +19.0,0.29636,0.00756,-0.00756,0.00199,-0.00199,3.0%,-3.0% +21.5,0.29332,0.00678,-0.00678,0.00177,-0.00177,3.0%,-3.0% +24.5,0.28738,0.00486,-0.00486,0.00097,-0.00097,3.0%,-3.0% +28.0,0.28549,0.00466,-0.00466,0.00089,-0.00089,3.0%,-3.0% +32.5,0.28478,0.00476,-0.00476,0.00062,-0.00062,3.0%,-3.0% +37.5,0.28665,0.00616,-0.00616,0.00076,-0.00076,3.0%,-3.0% +43.0,0.27188,0.00624,-0.00624,0.00101,-0.00101,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table63.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table63.csv new file mode 100644 index 0000000000..e3adfface7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table63.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t63 +#: name: Table 63 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table63.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.23713,0.00604,-0.00604,0.00164,-0.00164,3.0%,-3.0% +15.0,0.23446,0.00545,-0.00545,0.00162,-0.00162,3.0%,-3.0% +17.0,0.23473,0.00535,-0.00535,0.00141,-0.00141,3.0%,-3.0% +19.0,0.22939,0.0055,-0.0055,0.00147,-0.00147,3.0%,-3.0% +21.5,0.22173,0.00467,-0.00467,0.00138,-0.00138,3.0%,-3.0% +24.5,0.23176,0.00352,-0.00352,0.00085,-0.00085,3.0%,-3.0% +28.0,0.22638,0.00333,-0.00333,0.00075,-0.00075,3.0%,-3.0% +32.5,0.22116,0.0032,-0.0032,0.00053,-0.00053,3.0%,-3.0% +37.5,0.2221,0.00415,-0.00415,0.00036,-0.00036,3.0%,-3.0% +43.0,0.21858,0.00421,-0.00421,0.00062,-0.00062,3.0%,-3.0% +49.5,0.20928,0.00426,-0.00426,0.00036,-0.00036,3.0%,-3.0% +57.0,0.21417,0.00502,-0.00502,0.00061,-0.00061,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table64.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table64.csv new file mode 100644 index 0000000000..78666c6a3f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table64.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t64 +#: name: Table 64 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table64.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.15964,0.00593,-0.00593,0.0016,-0.0016,3.0%,-3.0% +15.0,0.16152,0.00548,-0.00548,0.00153,-0.00153,3.0%,-3.0% +17.0,0.15248,0.00528,-0.00528,0.00138,-0.00138,3.0%,-3.0% +19.0,0.15384,0.00554,-0.00554,0.00141,-0.00141,3.0%,-3.0% +21.5,0.15355,0.0048,-0.0048,0.00122,-0.00122,3.0%,-3.0% +24.5,0.14984,0.00319,-0.00319,0.00078,-0.00078,3.0%,-3.0% +28.0,0.14605,0.00303,-0.00303,0.00073,-0.00073,3.0%,-3.0% +32.5,0.14605,0.00292,-0.00292,0.00057,-0.00057,3.0%,-3.0% +37.5,0.1433,0.00317,-0.00317,0.00054,-0.00054,3.0%,-3.0% +43.0,0.14231,0.00366,-0.00366,0.00053,-0.00053,3.0%,-3.0% +49.5,0.13745,0.00369,-0.00369,0.00047,-0.00047,3.0%,-3.0% +57.0,0.13757,0.00388,-0.00388,0.00069,-0.00069,3.0%,-3.0% +65.5,0.13481,0.00424,-0.00424,0.00038,-0.00038,3.0%,-3.0% +75.0,0.12375,0.00484,-0.00484,0.00032,-0.00032,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table65.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table65.csv new file mode 100644 index 0000000000..0198caf1b8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table65.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t65 +#: name: Table 65 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table65.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +15.0,0.08496,0.00385,-0.00385,0.00193,-0.00193,3.0%,-3.0% +17.0,0.08002,0.00362,-0.00362,0.00162,-0.00162,3.0%,-3.0% +19.0,0.09077,0.00451,-0.00451,0.00151,-0.00151,3.0%,-3.0% +21.5,0.08541,0.00371,-0.00371,0.00132,-0.00132,3.0%,-3.0% +24.5,0.09161,0.00433,-0.00433,0.00124,-0.00124,3.0%,-3.0% +28.0,0.0816,0.00229,-0.00229,0.00091,-0.00091,3.0%,-3.0% +32.5,0.07931,0.0022,-0.0022,0.00074,-0.00074,3.0%,-3.0% +37.5,0.0787,0.00247,-0.00247,0.00068,-0.00068,3.0%,-3.0% +43.0,0.07629,0.00285,-0.00285,0.00056,-0.00056,3.0%,-3.0% +49.5,0.07905,0.00301,-0.00301,0.00052,-0.00052,3.0%,-3.0% +57.0,0.07485,0.0031,-0.0031,0.00044,-0.00044,3.0%,-3.0% +65.5,0.06696,0.00321,-0.00321,0.00035,-0.00035,3.0%,-3.0% +75.0,0.07074,0.00359,-0.00359,0.00033,-0.00033,3.0%,-3.0% +86.0,0.07066,0.00381,-0.00381,0.0003,-0.0003,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table66.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table66.csv new file mode 100644 index 0000000000..c5dc208d24 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table66.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t66 +#: name: Table 66 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table66.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +17.0,0.04112,0.00214,-0.00214,0.00227,-0.00227,3.0%,-3.0% +19.0,0.04283,0.00238,-0.00238,0.00208,-0.00208,3.0%,-3.0% +21.5,0.04107,0.00218,-0.00218,0.00181,-0.00181,3.0%,-3.0% +24.5,0.03655,0.0023,-0.0023,0.00138,-0.00138,3.0%,-3.0% +28.0,0.03694,0.00225,-0.00225,0.00121,-0.00121,3.0%,-3.0% +32.5,0.03681,0.00136,-0.00136,0.00095,-0.00095,3.0%,-3.0% +37.5,0.04068,0.0017,-0.0017,0.00088,-0.00088,3.0%,-3.0% +43.0,0.03615,0.00184,-0.00184,0.00067,-0.00067,3.0%,-3.0% +49.5,0.03593,0.00198,-0.00198,0.00057,-0.00057,3.0%,-3.0% +57.0,0.03047,0.00193,-0.00193,0.00041,-0.00041,3.0%,-3.0% +65.5,0.03567,0.00231,-0.00231,0.00043,-0.00043,3.0%,-3.0% +75.0,0.03176,0.00244,-0.00244,0.00033,-0.00033,3.0%,-3.0% +86.0,0.03051,0.00252,-0.00252,0.00029,-0.00029,3.0%,-3.0% +99.0,0.03451,0.00296,-0.00296,0.00029,-0.00029,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table67.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table67.csv new file mode 100644 index 0000000000..aabe395cfd --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table67.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t67 +#: name: Table 67 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table67.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.034 +#: P [GeV],120.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],15.034 +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.01335,0.00075,-0.00075,0.00084,-0.00084,3.0%,-3.0% +37.5,0.01194,0.00084,-0.00084,0.00066,-0.00066,3.0%,-3.0% +43.0,0.01239,0.00091,-0.00091,0.00061,-0.00061,3.0%,-3.0% +49.5,0.01156,0.00097,-0.00097,0.0005,-0.0005,3.0%,-3.0% +57.0,0.0117,0.00105,-0.00105,0.00043,-0.00043,3.0%,-3.0% +65.5,0.01057,0.00117,-0.00117,0.00034,-0.00034,3.0%,-3.0% +75.0,0.00993,0.00124,-0.00124,0.00026,-0.00026,3.0%,-3.0% +86.0,0.00963,0.00134,-0.00134,0.00022,-0.00022,3.0%,-3.0% +99.0,0.00817,0.00131,-0.00131,0.00016,-0.00016,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table79.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table79.csv new file mode 100644 index 0000000000..46482a7f6d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table79.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t79 +#: name: Table 79 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table79.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +17.0,0.41459,0.00541,-0.00541,0.00398,-0.00398,3.0%,-3.0% +19.0,0.41972,0.00553,-0.00553,0.00405,-0.00405,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table80.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table80.csv new file mode 100644 index 0000000000..e59c51612c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table80.csv @@ -0,0 +1,18 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t80 +#: name: Table 80 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table80.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +19.0,0.4018,0.00414,-0.00414,0.00202,-0.00202,3.0%,-3.0% +21.5,0.40171,0.00324,-0.00324,0.00227,-0.00227,3.0%,-3.0% +24.5,0.40528,0.00349,-0.00349,0.00194,-0.00194,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table81.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table81.csv new file mode 100644 index 0000000000..8408578705 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table81.csv @@ -0,0 +1,19 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t81 +#: name: Table 81 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table81.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +21.5,0.38121,0.00364,-0.00364,0.00184,-0.00184,3.0%,-3.0% +24.5,0.38366,0.00382,-0.00382,0.00207,-0.00207,3.0%,-3.0% +28.0,0.37999,0.00367,-0.00367,0.00146,-0.00146,3.0%,-3.0% +32.5,0.37396,0.00363,-0.00363,0.00154,-0.00154,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table82.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table82.csv new file mode 100644 index 0000000000..efe6c69ff9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table82.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t82 +#: name: Table 82 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table82.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +21.5,0.35183,0.0042,-0.0042,0.00176,-0.00176,3.0%,-3.0% +24.5,0.36243,0.00436,-0.00436,0.00146,-0.00146,3.0%,-3.0% +28.0,0.36224,0.00416,-0.00416,0.00143,-0.00143,3.0%,-3.0% +32.5,0.35007,0.0029,-0.0029,0.0012,-0.0012,3.0%,-3.0% +37.5,0.3445,0.00306,-0.00306,0.00084,-0.00084,3.0%,-3.0% +43.0,0.34801,0.00306,-0.00306,0.00075,-0.00075,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table83.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table83.csv new file mode 100644 index 0000000000..c35dfa10e0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table83.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t83 +#: name: Table 83 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table83.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +28.0,0.32347,0.00385,-0.00385,0.00137,-0.00137,3.0%,-3.0% +32.5,0.32855,0.00367,-0.00367,0.00118,-0.00118,3.0%,-3.0% +37.5,0.31485,0.00278,-0.00278,0.0007,-0.0007,3.0%,-3.0% +43.0,0.31585,0.00271,-0.00271,0.00086,-0.00086,3.0%,-3.0% +49.5,0.30939,0.00267,-0.00267,0.0011,-0.0011,3.0%,-3.0% +57.0,0.31816,0.00368,-0.00368,0.00066,-0.00066,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table84.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table84.csv new file mode 100644 index 0000000000..7e9fe932a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table84.csv @@ -0,0 +1,23 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t84 +#: name: Table 84 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table84.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +28.0,0.28872,0.0041,-0.0041,0.00111,-0.00111,3.0%,-3.0% +32.5,0.28319,0.00373,-0.00373,0.00116,-0.00116,3.0%,-3.0% +37.5,0.27997,0.00291,-0.00291,0.00069,-0.00069,3.0%,-3.0% +43.0,0.2738,0.00273,-0.00273,0.00065,-0.00065,3.0%,-3.0% +49.5,0.27157,0.00274,-0.00274,0.00084,-0.00084,3.0%,-3.0% +57.0,0.27491,0.00294,-0.00294,0.00061,-0.00061,3.0%,-3.0% +65.5,0.27275,0.00365,-0.00365,0.00072,-0.00072,3.0%,-3.0% +75.0,0.26446,0.00391,-0.00391,0.00112,-0.00112,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table85.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table85.csv new file mode 100644 index 0000000000..f5190a117a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table85.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t85 +#: name: Table 85 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table85.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.22247,0.00276,-0.00276,0.00078,-0.00078,3.0%,-3.0% +37.5,0.22019,0.00209,-0.00209,0.00058,-0.00058,3.0%,-3.0% +43.0,0.2171,0.00201,-0.00201,0.00066,-0.00066,3.0%,-3.0% +49.5,0.21531,0.00197,-0.00197,0.00057,-0.00057,3.0%,-3.0% +57.0,0.21488,0.00204,-0.00204,0.00075,-0.00075,3.0%,-3.0% +65.5,0.20861,0.00211,-0.00211,0.00043,-0.00043,3.0%,-3.0% +75.0,0.20327,0.0026,-0.0026,0.00035,-0.00035,3.0%,-3.0% +86.0,0.20739,0.00275,-0.00275,0.00079,-0.00079,3.0%,-3.0% +99.0,0.20279,0.00301,-0.00301,0.00048,-0.00048,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table86.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table86.csv new file mode 100644 index 0000000000..986120a9fb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table86.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t86 +#: name: Table 86 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table86.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.14306,0.00266,-0.00266,0.00106,-0.00106,3.0%,-3.0% +37.5,0.13699,0.00276,-0.00276,0.00086,-0.00086,3.0%,-3.0% +43.0,0.13886,0.00183,-0.00183,0.00074,-0.00074,3.0%,-3.0% +49.5,0.13693,0.00179,-0.00179,0.00058,-0.00058,3.0%,-3.0% +57.0,0.13616,0.00185,-0.00185,0.00055,-0.00055,3.0%,-3.0% +65.5,0.13059,0.00183,-0.00183,0.00053,-0.00053,3.0%,-3.0% +75.0,0.12772,0.00226,-0.00226,0.0004,-0.0004,3.0%,-3.0% +86.0,0.13136,0.00236,-0.00236,0.00054,-0.00054,3.0%,-3.0% +99.0,0.12791,0.00244,-0.00244,0.00038,-0.00038,3.0%,-3.0% +115.5,0.12426,0.00241,-0.00241,0.00039,-0.00039,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table87.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table87.csv new file mode 100644 index 0000000000..e8c89c7034 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table87.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t87 +#: name: Table 87 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table87.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.07735,0.00202,-0.00202,0.00155,-0.00155,3.0%,-3.0% +37.5,0.08022,0.00227,-0.00227,0.00137,-0.00137,3.0%,-3.0% +43.0,0.07595,0.00135,-0.00135,0.00104,-0.00104,3.0%,-3.0% +49.5,0.07563,0.00136,-0.00136,0.00093,-0.00093,3.0%,-3.0% +57.0,0.07595,0.00145,-0.00145,0.00074,-0.00074,3.0%,-3.0% +65.5,0.07098,0.00142,-0.00142,0.00055,-0.00055,3.0%,-3.0% +75.0,0.07032,0.00155,-0.00155,0.0005,-0.0005,3.0%,-3.0% +86.0,0.07313,0.00191,-0.00191,0.0005,-0.0005,3.0%,-3.0% +99.0,0.067,0.00188,-0.00188,0.00039,-0.00039,3.0%,-3.0% +115.5,0.06536,0.00186,-0.00186,0.00034,-0.00034,3.0%,-3.0% +137.5,0.06655,0.00197,-0.00197,0.00033,-0.00033,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table88.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table88.csv new file mode 100644 index 0000000000..d326c37050 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table88.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t88 +#: name: Table 88 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table88.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +32.5,0.03722,0.00122,-0.00122,0.00171,-0.00171,3.0%,-3.0% +37.5,0.03408,0.0013,-0.0013,0.00141,-0.00141,3.0%,-3.0% +43.0,0.03539,0.00078,-0.00078,0.00125,-0.00125,3.0%,-3.0% +49.5,0.03513,0.00083,-0.00083,0.00108,-0.00108,3.0%,-3.0% +57.0,0.03329,0.00086,-0.00086,0.00084,-0.00084,3.0%,-3.0% +65.5,0.0325,0.00092,-0.00092,0.00067,-0.00067,3.0%,-3.0% +75.0,0.03215,0.001,-0.001,0.00054,-0.00054,3.0%,-3.0% +86.0,0.03362,0.00126,-0.00126,0.00048,-0.00048,3.0%,-3.0% +99.0,0.03084,0.00128,-0.00128,0.00041,-0.00041,3.0%,-3.0% +115.5,0.02844,0.00125,-0.00125,0.00031,-0.00031,3.0%,-3.0% +137.5,0.02787,0.0013,-0.0013,0.00025,-0.00025,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table89.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table89.csv new file mode 100644 index 0000000000..65dcd0c6b4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table89.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t89 +#: name: Table 89 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table89.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 19.393 +#: P [GeV],200.0 +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],19.393 +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +43.0,0.01252,0.00042,-0.00042,0.00108,-0.00108,3.0%,-3.0% +49.5,0.01189,0.00044,-0.00044,0.00091,-0.00091,3.0%,-3.0% +57.0,0.01076,0.00046,-0.00046,0.00075,-0.00075,3.0%,-3.0% +65.5,0.01068,0.00052,-0.00052,0.00066,-0.00066,3.0%,-3.0% +75.0,0.01117,0.00058,-0.00058,0.00063,-0.00063,3.0%,-3.0% +86.0,0.01,0.00058,-0.00058,0.00048,-0.00048,3.0%,-3.0% +99.0,0.00906,0.0006,-0.0006,0.00039,-0.00039,3.0%,-3.0% +115.5,0.00814,0.00061,-0.00061,0.00029,-0.00029,3.0%,-3.0% +137.5,0.00904,0.00068,-0.00068,0.00026,-0.00026,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml new file mode 100644 index 0000000000..c9b187a9b4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml @@ -0,0 +1,1478 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0062 + sys: 0.00425 + norm: 1.20615 +- stat: 0.0062 + sys: 0.00736 + norm: 1.20615 +- stat: 0.00429 + sys: 0.0028 + norm: 1.1540400000000002 +- stat: 0.00429 + sys: 0.00485 + norm: 1.1540400000000002 +- stat: 0.00545 + sys: 0.0051 + norm: 1.18089 +- stat: 0.006 + sys: 0.00417 + norm: 1.1686800000000002 +- stat: 0.00404 + sys: 0.0079 + norm: 1.17537 +- stat: 0.00356 + sys: 0.00307 + norm: 1.16778 +- stat: 0.00356 + sys: 0.00532 + norm: 1.16778 +- stat: 0.00392 + sys: 0.00248 + norm: 1.13304 +- stat: 0.00392 + sys: 0.0043 + norm: 1.13304 +- stat: 0.0049 + sys: 0.00274 + norm: 1.1065800000000001 +- stat: 0.0049 + sys: 0.00475 + norm: 1.1065800000000001 +- stat: 0.00622 + sys: 0.0045 + norm: 1.16946 +- stat: 0.00622 + sys: 0.00779 + norm: 1.16946 +- stat: 0.0037 + sys: 0.00304 + norm: 1.16316 +- stat: 0.00462 + sys: 0.00289 + norm: 1.17747 +- stat: 0.00289 + sys: 0.00514 + norm: 1.16874 +- stat: 0.00399 + sys: 0.0026 + norm: 1.13895 +- stat: 0.00399 + sys: 0.0045 + norm: 1.13895 +- stat: 0.00476 + sys: 0.00237 + norm: 1.09776 +- stat: 0.00476 + sys: 0.0041 + norm: 1.09776 +- stat: 0.00482 + sys: 0.00229 + norm: 1.0236 +- stat: 0.00482 + sys: 0.00397 + norm: 1.0236 +- stat: 0.00537 + sys: 0.00299 + norm: 0.91428 +- stat: 0.00537 + sys: 0.00518 + norm: 0.91428 +- stat: 0.00485 + sys: 0.00298 + norm: 1.17198 +- stat: 0.00485 + sys: 0.00516 + norm: 1.17198 +- stat: 0.00434 + sys: 0.00265 + norm: 1.1292300000000002 +- stat: 0.00575 + sys: 0.00252 + norm: 1.15515 +- stat: 0.00347 + sys: 0.00445 + norm: 1.13865 +- stat: 0.00503 + sys: 0.0024 + norm: 1.1001 +- stat: 0.00688 + sys: 0.00245 + norm: 1.08381 +- stat: 0.00406 + sys: 0.00414 + norm: 1.09443 +- stat: 0.00502 + sys: 0.00224 + norm: 1.03905 +- stat: 0.00661 + sys: 0.00219 + norm: 0.96993 +- stat: 0.004 + sys: 0.00383 + norm: 1.01376 +- stat: 0.00546 + sys: 0.00216 + norm: 0.89913 +- stat: 0.00546 + sys: 0.00374 + norm: 0.89913 +- stat: 0.00427 + sys: 0.0022 + norm: 0.72063 +- stat: 0.00427 + sys: 0.00381 + norm: 0.72063 +- stat: 0.00409 + sys: 0.0015 + norm: 0.48080999999999996 +- stat: 0.00409 + sys: 0.0026 + norm: 0.48080999999999996 +- stat: 0.00316 + sys: 0.00225 + norm: 0.27867 +- stat: 0.00316 + sys: 0.0039 + norm: 0.27867 +- stat: 0.00529 + sys: 0.00278 + norm: 1.17717 +- stat: 0.00529 + sys: 0.00482 + norm: 1.17717 +- stat: 0.00474 + sys: 0.00231 + norm: 1.11186 +- stat: 0.00588 + sys: 0.00255 + norm: 1.13808 +- stat: 0.00369 + sys: 0.00416 + norm: 1.12218 +- stat: 0.00537 + sys: 0.00254 + norm: 1.09491 +- stat: 0.00691 + sys: 0.00231 + norm: 1.07271 +- stat: 0.00424 + sys: 0.00414 + norm: 1.08654 +- stat: 0.00522 + sys: 0.00215 + norm: 1.01415 +- stat: 0.00705 + sys: 0.00224 + norm: 1.0234800000000002 +- stat: 0.00419 + sys: 0.00376 + norm: 1.01745 +- stat: 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0.35811000000000004 +- stat: 0.00274 + sys: 0.00059 + norm: 0.18039 +- stat: 0.00189 + sys: 0.00052 + norm: 0.08187 +- stat: 0.00098 + sys: 0.00043 + norm: 0.024990000000000002 +- stat: 0.00369 + sys: 0.0005 + norm: 0.18399000000000001 +- stat: 0.00249 + sys: 0.00047 + norm: 0.08925 +- stat: 0.0013 + sys: 0.00028 + norm: 0.02397 From 93f191ced050db2d98f24e0fa8c1c0c007310664 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Fri, 11 Oct 2024 00:35:00 +0200 Subject: [PATCH 002/138] minor fixes --- .../commondata/BCDMS_NC_NOTFIXED_P/filter.py | 17 +- .../kinematics_hepdata.yaml | 6832 ++++++++--------- 2 files changed, 3424 insertions(+), 3425 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py index 7485e26b5c..9c7e4264b3 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py @@ -2,7 +2,6 @@ import pathlib -import numpy as np import pandas as pd import yaml @@ -48,12 +47,12 @@ def read_tables(): dfs["norm+"] *= abs(dfs.F2) dfs["norm-"] *= abs(dfs.F2) - # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) return dfs.sort_values(["Q2", "x", "sqrts"]) def write_files(df): - """Write kinemati, central value and uncertainties files.""" + """Write kinematics, central value and uncertainties files.""" # Write central data data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} @@ -64,17 +63,17 @@ def write_files(df): kin = [] for _, row in df.iterrows(): kin_value = { - "x": { + "Q2": { "min": None, - "mid": float(row.x), + "mid": float(row.Q2), "max": None, }, - "Q2": { + "x": { "min": None, - "mid": float(row.Q2), + "mid": float(row.x), "max": None, }, - "y": { + "sqrts": { "min": float(row.sqrts_min), "mid": float(row.sqrts), "max": float(row.sqrts_max), @@ -83,7 +82,7 @@ def write_files(df): kin.append(kin_value) kinematics_yaml = {"bins": kin} with open(HERE / f"kinematics_{VARIANT}.yaml", "w", encoding="utf-8") as file: - yaml.dump(kinematics_yaml, file) + yaml.dump(kinematics_yaml, file, sort_keys=False) # loop on data points error_definition = { diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml index 9816e124c8..cb3a027254 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml @@ -1,5857 +1,5857 @@ bins: - Q2: - max: null - mid: 7.5 min: null - x: + mid: 7.5 max: null - mid: 0.07 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.07 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 7.5 min: null - x: + mid: 7.5 max: null - mid: 0.07 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.07 + max: null + sqrts: min: 13.729 + mid: 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mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.14 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.14 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.14 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.18 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 13.25 min: null - x: + mid: 13.25 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.14 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.14 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.14 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.18 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 15.0 min: null - x: + mid: 15.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.07 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.07 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.07 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.07 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.14 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.14 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.18 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 17.0 min: null - x: + mid: 17.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.07 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.07 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.07 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.07 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.1 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.1 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.14 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.14 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 19.0 min: null - x: + mid: 19.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.1 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.1 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.14 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.14 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 21.5 min: null - x: + mid: 21.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.1 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.1 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.14 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.14 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.18 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.18 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 24.5 min: null - x: + mid: 24.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.14 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.14 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.225 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 28.0 min: null - x: + mid: 28.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.1 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.14 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.14 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.225 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.225 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 32.5 min: null - x: + mid: 32.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.1 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.1 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.1 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.14 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.18 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.275 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 37.5 min: null - x: + mid: 37.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.14 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.18 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.18 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.18 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.275 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.275 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.35 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 43.0 min: null - x: + mid: 43.0 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.14 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.18 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 49.5 min: null - x: + mid: 49.5 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.14 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.14 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.14 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.18 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.225 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.225 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.35 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.35 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.45 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 57.0 min: null - x: + mid: 57.0 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.18 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.18 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.18 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.55 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 65.5 min: null - x: + mid: 65.5 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.275 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.275 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.45 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.45 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.65 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.75 + x: min: null - y: - max: 13.729 - mid: 13.729 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 13.729 + max: 13.729 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 75.0 min: null - x: + mid: 75.0 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.225 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.225 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.225 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.275 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.275 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.275 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.35 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.35 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.55 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.55 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.65 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.65 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.75 + x: min: null - y: - max: 15.034 - mid: 15.034 + mid: 0.75 + max: null + sqrts: min: 15.034 + mid: 15.034 + max: 15.034 - Q2: - max: null - mid: 86.0 min: null - x: + mid: 86.0 max: null - mid: 0.75 + x: 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mid: 115.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.45 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.45 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 115.5 min: null - x: + mid: 115.5 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.35 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.35 + x: min: null - y: - max: 22.938 - mid: 22.938 + mid: 0.35 + max: null + sqrts: min: 22.938 + mid: 22.938 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.55 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.55 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.65 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.65 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 137.5 min: null - x: + mid: 137.5 max: null - mid: 0.75 + x: min: null - y: - max: 19.393 - mid: 19.393 + mid: 0.75 + max: null + sqrts: min: 19.393 + mid: 19.393 + max: 19.393 - Q2: - max: null - mid: 175.0 min: null - x: + mid: 175.0 max: null - mid: 0.45 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.45 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 175.0 min: null - x: + mid: 175.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 175.0 min: null - x: + mid: 175.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 175.0 min: null - x: + mid: 175.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 230.0 min: null - x: + mid: 230.0 max: null - mid: 0.55 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.55 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 230.0 min: null - x: + mid: 230.0 max: null - mid: 0.65 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.65 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: - max: null - mid: 230.0 min: null - x: + mid: 230.0 max: null - mid: 0.75 + x: min: null - y: - max: 22.938 - mid: 18.3335 + mid: 0.75 + max: null + sqrts: min: 13.729 + mid: 18.3335 + max: 22.938 From 7dcd327bb6d81634895ffe2476755b725b4093c3 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Fri, 11 Oct 2024 08:58:27 +0200 Subject: [PATCH 003/138] attempt to extend variants to support different kinematics --- doc/sphinx/source/data/commondata.rst | 3 +- .../BCDMS_NC_NOTFIXED_P/metadata.yaml | 62 ++++++++++++++++--- validphys2/src/validphys/commondataparser.py | 44 ++++++++----- .../src/validphys/tests/test_datafiles.py | 8 +-- 4 files changed, 90 insertions(+), 27 deletions(-) diff --git a/doc/sphinx/source/data/commondata.rst b/doc/sphinx/source/data/commondata.rst index d3b6a52253..220c2539ce 100644 --- a/doc/sphinx/source/data/commondata.rst +++ b/doc/sphinx/source/data/commondata.rst @@ -299,7 +299,8 @@ For instance, we might have two incompatible sources of uncertainties. In such c These variants can overwrite certain keys if necessary. When a variant is used, the key under the variant will be used instead of the key defined in the observable. -A ``variant`` can only overwrite the entries ``data_central``, ``theory`` and ``data_uncertainties``. +A ``variant`` can only overwrite the entries ``data_central``, ``theory``, ``data_uncertainties``, +``kinematic_coverage``, ``kinematics``, ``tables``, ``ndata`` and ``plotting``. Example: .. code-block:: yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index a4e93e8052..99c1eb69f1 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -1,17 +1,18 @@ setname: BCDMS_NC_NOTFIXED_P -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Port of old commondata and hepdata implementation nnpdf_metadata: nnpdf31_process: DIS NC experiment: BCDMS arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/194232 journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/276661 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins276661 + version: 2 + implemented_observables: - observable_name: EM-F2 observable: @@ -64,6 +65,8 @@ implemented_observables: FK_tables: - - BCDMS_NC_EM_P_F2 data_uncertainties: [] + data_central: data_legacy_EM-F2.yaml + ported_from: BCDMSP variants: legacy: data_uncertainties: @@ -71,5 +74,48 @@ implemented_observables: legacy_dwsh_DEFAULT: data_uncertainties: - uncertainties_EM-F2_sys_dwsh_DEFAULT.yaml - data_central: data_legacy_EM-F2.yaml - ported_from: BCDMSP + hepdata: + data_uncertainties: + - uncertainties_hepdata.yaml + data_central: data_hepdata.yaml + tables: [100,104,15, 19, 23, 38, 42, 57, 61, 65, 80, 84, 88, 101,105,16, 20, 35, 39, 43, 58, 62, 66, 81, 85, 89, 102,13, 17, 21, 36, 40, 44, 59, 63, 67, 82] + ndata: 488 + plotting: + kinematics_override: dis_sqrt_scale + dataset_label: BCDMS $p$ + y_label: $10^{i}F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + - sqrts + plot_x: Q2 + kinematic_coverage: + - x + - Q2 + - sqrts + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Factorization scale [GeV2] + label: Q2 + units: '' + sqrts: + description: "center of mass energy" + label: '$\sqrt{s}$' + units: "$GeV$" + file: kinematics_hepdata.yaml + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_HEPDATA_P_F2 diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 6def4d2dfd..3d117c3be2 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -286,20 +286,6 @@ def __hash__(self): ## Theory end -@dataclasses.dataclass(frozen=True) -class Variant: - """The new commondata format allow the usage of variants - A variant can overwrite a number of keys, as defined by this dataclass - """ - - data_uncertainties: Optional[list[ValidPath]] = None - theory: Optional[TheoryMeta] = None - data_central: Optional[ValidPath] = None - - -ValidVariants = Dict[str, Variant] - - ### Kinematic data @dataclasses.dataclass(frozen=True) class ValidVariable: @@ -362,6 +348,26 @@ def apply_label(self, var, value): ### kinematics end +### Variants +@dataclasses.dataclass(frozen=True) +class Variant: + """The new commondata format allow the usage of variants + A variant can overwrite a number of keys, as defined by this dataclass + """ + + data_uncertainties: Optional[list[ValidPath]] = None + theory: Optional[TheoryMeta] = None + data_central: Optional[ValidPath] = None + kinematic_coverage: Optional[list] = None + kinematics: Optional[ValidKinematics] = None + tables: Optional[list] = None + ndata: Optional[int] = None + plotting: Optional[PlottingOptions] = None + + +ValidVariants = Dict[str, Variant] + +### Variants end ### Observable and dataset definitions @dataclasses.dataclass(frozen=True, eq=True) @@ -472,6 +478,16 @@ def apply_variant(self, variant_name): variant_replacement["theory"] = variant.theory if variant.data_central is not None: variant_replacement["data_central"] = variant.data_central + if variant.kinematic_coverage is not None: + variant_replacement["kinematic_coverage"] = variant.kinematic_coverage + if variant.kinematics is not None: + variant_replacement["kinematics"] = variant.kinematics + if variant.tables is not None: + variant_replacement["tables"] = variant.tables + if variant.ndata is not None: + variant_replacement["ndata"] = variant.ndata + if variant.plotting is not None: + variant_replacement["plotting"] = variant.plotting return dataclasses.replace(self, applied_variant=variant_name, **variant_replacement) diff --git a/validphys2/src/validphys/tests/test_datafiles.py b/validphys2/src/validphys/tests/test_datafiles.py index 8b814a0fe9..9d21f653cf 100644 --- a/validphys2/src/validphys/tests/test_datafiles.py +++ b/validphys2/src/validphys/tests/test_datafiles.py @@ -70,10 +70,10 @@ def test_all_datasets(dataset_name, data_internal_cuts_new_theory_config): f"The dataset {dataset_name} uses {kin_cov} while accepted variables for {process_type} are {process_type.accepted_variables}" ) - # load the central data for every variant - all_dc = [cd.metadata.load_data_central() for cd in cds] - # and check they have the same lenght (it should've been tested internally already) - assert all(len(i) == ndata for i in all_dc) + # load the central data and ndata for every variant + all_dc = [(cd.metadata.load_data_central(), cd.ndata) for cd in cds] + # and check they have the same length (it should've been tested internally already) + assert all(len(i) == ndat for i, ndat in all_dc) # check the uncertainties can be loaded # note that due to legacy data there might be datasets without data_uncertainties From 08a25658c3b98fce8c8beb7992066224b92dbbfe Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Fri, 11 Oct 2024 11:47:58 +0200 Subject: [PATCH 004/138] Revert "attempt to extend variants to support different kinematics" This reverts commit 7dcd327bb6d81634895ffe2476755b725b4093c3. --- doc/sphinx/source/data/commondata.rst | 3 +- .../BCDMS_NC_NOTFIXED_P/metadata.yaml | 62 +++---------------- validphys2/src/validphys/commondataparser.py | 44 +++++-------- .../src/validphys/tests/test_datafiles.py | 8 +-- 4 files changed, 27 insertions(+), 90 deletions(-) diff --git a/doc/sphinx/source/data/commondata.rst b/doc/sphinx/source/data/commondata.rst index 220c2539ce..d3b6a52253 100644 --- a/doc/sphinx/source/data/commondata.rst +++ b/doc/sphinx/source/data/commondata.rst @@ -299,8 +299,7 @@ For instance, we might have two incompatible sources of uncertainties. In such c These variants can overwrite certain keys if necessary. When a variant is used, the key under the variant will be used instead of the key defined in the observable. -A ``variant`` can only overwrite the entries ``data_central``, ``theory``, ``data_uncertainties``, -``kinematic_coverage``, ``kinematics``, ``tables``, ``ndata`` and ``plotting``. +A ``variant`` can only overwrite the entries ``data_central``, ``theory`` and ``data_uncertainties``. Example: .. code-block:: yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index 99c1eb69f1..a4e93e8052 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -1,18 +1,17 @@ setname: BCDMS_NC_NOTFIXED_P -version: 2 -version_comment: Port of old commondata and hepdata implementation +version: 1 +version_comment: Port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: BCDMS arXiv: - url: https://cds.cern.ch/record/194232 + url: https://arxiv.org/abs/ journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: https://inspirehep.net/literature/276661 + url: '' hepdata: - url: https://www.hepdata.net/record/ins276661 - version: 2 - + url: '' + version: -1 implemented_observables: - observable_name: EM-F2 observable: @@ -65,8 +64,6 @@ implemented_observables: FK_tables: - - BCDMS_NC_EM_P_F2 data_uncertainties: [] - data_central: data_legacy_EM-F2.yaml - ported_from: BCDMSP variants: legacy: data_uncertainties: @@ -74,48 +71,5 @@ implemented_observables: legacy_dwsh_DEFAULT: data_uncertainties: - uncertainties_EM-F2_sys_dwsh_DEFAULT.yaml - hepdata: - data_uncertainties: - - uncertainties_hepdata.yaml - data_central: data_hepdata.yaml - tables: [100,104,15, 19, 23, 38, 42, 57, 61, 65, 80, 84, 88, 101,105,16, 20, 35, 39, 43, 58, 62, 66, 81, 85, 89, 102,13, 17, 21, 36, 40, 44, 59, 63, 67, 82] - ndata: 488 - plotting: - kinematics_override: dis_sqrt_scale - dataset_label: BCDMS $p$ - y_label: $10^{i}F_2(x,Q^2)$ - result_transform: qbindis - y_scale: symlog - line_by: - - x - normalize: - y_scale: linear - line_by: [] - figure_by: - - x - - sqrts - plot_x: Q2 - kinematic_coverage: - - x - - Q2 - - sqrts - kinematics: - variables: - x: - description: Bjorken x - label: $x$ - units: '' - Q2: - description: Factorization scale [GeV2] - label: Q2 - units: '' - sqrts: - description: "center of mass energy" - label: '$\sqrt{s}$' - units: "$GeV$" - file: kinematics_hepdata.yaml - theory: - conversion_factor: 1.0 - operation: 'NULL' - FK_tables: - - - BCDMS_NC_HEPDATA_P_F2 + data_central: data_legacy_EM-F2.yaml + ported_from: BCDMSP diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 3d117c3be2..6def4d2dfd 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -286,6 +286,20 @@ def __hash__(self): ## Theory end +@dataclasses.dataclass(frozen=True) +class Variant: + """The new commondata format allow the usage of variants + A variant can overwrite a number of keys, as defined by this dataclass + """ + + data_uncertainties: Optional[list[ValidPath]] = None + theory: Optional[TheoryMeta] = None + data_central: Optional[ValidPath] = None + + +ValidVariants = Dict[str, Variant] + + ### Kinematic data @dataclasses.dataclass(frozen=True) class ValidVariable: @@ -348,26 +362,6 @@ def apply_label(self, var, value): ### kinematics end -### Variants -@dataclasses.dataclass(frozen=True) -class Variant: - """The new commondata format allow the usage of variants - A variant can overwrite a number of keys, as defined by this dataclass - """ - - data_uncertainties: Optional[list[ValidPath]] = None - theory: Optional[TheoryMeta] = None - data_central: Optional[ValidPath] = None - kinematic_coverage: Optional[list] = None - kinematics: Optional[ValidKinematics] = None - tables: Optional[list] = None - ndata: Optional[int] = None - plotting: Optional[PlottingOptions] = None - - -ValidVariants = Dict[str, Variant] - -### Variants end ### Observable and dataset definitions @dataclasses.dataclass(frozen=True, eq=True) @@ -478,16 +472,6 @@ def apply_variant(self, variant_name): variant_replacement["theory"] = variant.theory if variant.data_central is not None: variant_replacement["data_central"] = variant.data_central - if variant.kinematic_coverage is not None: - variant_replacement["kinematic_coverage"] = variant.kinematic_coverage - if variant.kinematics is not None: - variant_replacement["kinematics"] = variant.kinematics - if variant.tables is not None: - variant_replacement["tables"] = variant.tables - if variant.ndata is not None: - variant_replacement["ndata"] = variant.ndata - if variant.plotting is not None: - variant_replacement["plotting"] = variant.plotting return dataclasses.replace(self, applied_variant=variant_name, **variant_replacement) diff --git a/validphys2/src/validphys/tests/test_datafiles.py b/validphys2/src/validphys/tests/test_datafiles.py index 9d21f653cf..8b814a0fe9 100644 --- a/validphys2/src/validphys/tests/test_datafiles.py +++ b/validphys2/src/validphys/tests/test_datafiles.py @@ -70,10 +70,10 @@ def test_all_datasets(dataset_name, data_internal_cuts_new_theory_config): f"The dataset {dataset_name} uses {kin_cov} while accepted variables for {process_type} are {process_type.accepted_variables}" ) - # load the central data and ndata for every variant - all_dc = [(cd.metadata.load_data_central(), cd.ndata) for cd in cds] - # and check they have the same length (it should've been tested internally already) - assert all(len(i) == ndat for i, ndat in all_dc) + # load the central data for every variant + all_dc = [cd.metadata.load_data_central() for cd in cds] + # and check they have the same lenght (it should've been tested internally already) + assert all(len(i) == ndata for i in all_dc) # check the uncertainties can be loaded # note that due to legacy data there might be datasets without data_uncertainties From 7a8d2e3194e76a77621b85ccf4cf80c4b95c735c Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Fri, 11 Oct 2024 12:02:45 +0200 Subject: [PATCH 005/138] move new implementation to new dataset --- .../data.yaml} | 0 .../filter.py | 9 ++- .../kinematics.yaml} | 0 .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 67 +++++++++++++++++++ .../rawdata/Table100.csv | 0 .../rawdata/Table101.csv | 0 .../rawdata/Table102.csv | 0 .../rawdata/Table103.csv | 0 .../rawdata/Table104.csv | 0 .../rawdata/Table105.csv | 0 .../rawdata/Table13.csv | 0 .../rawdata/Table14.csv | 0 .../rawdata/Table15.csv | 0 .../rawdata/Table16.csv | 0 .../rawdata/Table17.csv | 0 .../rawdata/Table18.csv | 0 .../rawdata/Table19.csv | 0 .../rawdata/Table20.csv | 0 .../rawdata/Table21.csv | 0 .../rawdata/Table22.csv | 0 .../rawdata/Table23.csv | 0 .../rawdata/Table35.csv | 0 .../rawdata/Table36.csv | 0 .../rawdata/Table37.csv | 0 .../rawdata/Table38.csv | 0 .../rawdata/Table39.csv | 0 .../rawdata/Table40.csv | 0 .../rawdata/Table41.csv | 0 .../rawdata/Table42.csv | 0 .../rawdata/Table43.csv | 0 .../rawdata/Table44.csv | 0 .../rawdata/Table45.csv | 0 .../rawdata/Table57.csv | 0 .../rawdata/Table58.csv | 0 .../rawdata/Table59.csv | 0 .../rawdata/Table60.csv | 0 .../rawdata/Table61.csv | 0 .../rawdata/Table62.csv | 0 .../rawdata/Table63.csv | 0 .../rawdata/Table64.csv | 0 .../rawdata/Table65.csv | 0 .../rawdata/Table66.csv | 0 .../rawdata/Table67.csv | 0 .../rawdata/Table79.csv | 0 .../rawdata/Table80.csv | 0 .../rawdata/Table81.csv | 0 .../rawdata/Table82.csv | 0 .../rawdata/Table83.csv | 0 .../rawdata/Table84.csv | 0 .../rawdata/Table85.csv | 0 .../rawdata/Table86.csv | 0 .../rawdata/Table87.csv | 0 .../rawdata/Table88.csv | 0 .../rawdata/Table89.csv | 0 .../uncertainties.yaml} | 0 55 files changed, 71 insertions(+), 5 deletions(-) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P/data_hepdata.yaml => BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/filter.py (90%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml => BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml} (100%) create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table100.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table101.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table102.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table103.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table104.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_P => BCDMS_NC_NOTFIXED_P_HEPDATA}/rawdata/Table105.csv 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a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py similarity index 90% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index 9c7e4264b3..f3fa2bb966 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -1,4 +1,4 @@ -"""Implement BCDMS_NC_NOTFIXED_P data from hepdata. We use data with R(QCD).""" +"""Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hpedata reference. We use tables with R=R(QCD).""" import pathlib @@ -6,7 +6,6 @@ import yaml HERE = pathlib.Path(__file__).parent -VARIANT = "hepdata" def read_tables(): @@ -56,7 +55,7 @@ def write_files(df): # Write central data data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} - with open(HERE / f"data_{VARIANT}.yaml", "w", encoding="utf-8") as file: + with open(HERE / "data.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) # Write kin file @@ -81,7 +80,7 @@ def write_files(df): } kin.append(kin_value) kinematics_yaml = {"bins": kin} - with open(HERE / f"kinematics_{VARIANT}.yaml", "w", encoding="utf-8") as file: + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: yaml.dump(kinematics_yaml, file, sort_keys=False) # loop on data points @@ -112,7 +111,7 @@ def write_files(df): error.append(e) uncertainties_yaml = {"definitions": error_definition, "bins": error} - with open(HERE / f"uncertainties_{VARIANT}.yaml", "w", encoding="utf-8") as file: + with open(HERE / "uncertainties.yaml", "w", encoding="utf-8") as file: yaml.dump(uncertainties_yaml, file, sort_keys=False) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_hepdata.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml new file mode 100644 index 0000000000..89df903a93 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -0,0 +1,67 @@ +setname: BCDMS_NC_NOTFIXED_P_HEPDATA +version: 1 +version_comment: Hepdata implementation of F2(R(QCD)) +nnpdf_metadata: + nnpdf31_process: DIS NC + experiment: BCDMS +arXiv: + url: https://cds.cern.ch/record/194232 + journal: Phys. Lett. B223 (1989) 485 +iNSPIRE: + url: https://inspirehep.net/literature/276661 +hepdata: + url: https://www.hepdata.net/record/ins276661 + version: 1 + +implemented_observables: +- observable_name: EM-F2 + observable: + description: Deep Inelastic Scattering + label: BCDMS $p$ + units: '' + process_type: DIS_F2P + tables: [100,104,15, 19, 23, 38, 42, 57, 61, 65, 80, 84, 88, 101,105,16, 20, 35, 39, 43, 58, 62, 66, 81, 85, 89, 102,13, 17, 21, 36, 40, 44, 59, 63, 67, 82] + npoints: [] + ndata: 488 + data_uncertainties: + - uncertainties.yaml + data_central: data.yaml + kinematic_coverage: + - x + - Q2 + - sqrts + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: Q2 + units: '$GeV^2$' + sqrts: + description: "center of mass energy" + label: '$\sqrt{s}$' + units: "$GeV$" + file: kinematics.yaml + plotting: + kinematics_override: dis_sqrt_scale + dataset_label: BCDMS $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + - sqrts + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_HEPDATA_P_F2 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table100.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table100.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table100.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table101.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table101.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table101.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table102.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table102.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table102.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table103.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table103.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table103.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table104.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table104.csv similarity index 100% rename from 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nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table89.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_hepdata.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml From 2f6eb90e6bb1990a7c36ff5ca667d24783c02f0d Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Sat, 12 Oct 2024 09:41:13 +0200 Subject: [PATCH 006/138] implement rzero and rqcd variants averaged on s --- .../BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml | 489 -- .../data_rqcd.yaml | 178 + .../data_rzero.yaml | 178 + .../BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py | 44 +- .../kinematics.yaml | 4792 ++--------------- .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 20 +- .../rawdata/Table10.csv | 36 + .../rawdata/Table100.csv | 17 - .../rawdata/Table101.csv | 19 - .../rawdata/Table102.csv | 20 - .../rawdata/Table103.csv | 22 - .../rawdata/Table104.csv | 24 - .../rawdata/Table105.csv | 24 - .../rawdata/Table11.csv | 35 + .../rawdata/Table12.csv | 30 + .../rawdata/Table2.csv | 20 + .../rawdata/Table3.csv | 25 + .../rawdata/Table35.csv | 17 - .../rawdata/Table36.csv | 18 - .../rawdata/Table37.csv | 20 - .../rawdata/Table38.csv | 21 - .../rawdata/Table39.csv | 24 - .../rawdata/Table4.csv | 30 + .../rawdata/Table40.csv | 26 - .../rawdata/Table41.csv | 26 - .../rawdata/Table42.csv | 28 - .../rawdata/Table43.csv | 29 - .../rawdata/Table44.csv | 29 - .../rawdata/Table45.csv | 24 - .../rawdata/Table5.csv | 31 + .../rawdata/Table57.csv | 17 - .../rawdata/Table58.csv | 18 - .../rawdata/Table59.csv | 20 - .../rawdata/Table6.csv | 32 + .../rawdata/Table60.csv | 22 - .../rawdata/Table61.csv | 24 - .../rawdata/Table62.csv | 25 - .../rawdata/Table63.csv | 27 - .../rawdata/Table64.csv | 29 - .../rawdata/Table65.csv | 29 - .../rawdata/Table66.csv | 29 - .../rawdata/Table67.csv | 24 - .../rawdata/Table7.csv | 34 + .../rawdata/Table79.csv | 17 - .../rawdata/Table8.csv | 34 + .../rawdata/Table80.csv | 18 - .../rawdata/Table81.csv | 19 - .../rawdata/Table82.csv | 21 - .../rawdata/Table83.csv | 21 - .../rawdata/Table84.csv | 23 - .../rawdata/Table85.csv | 24 - .../rawdata/Table86.csv | 25 - .../rawdata/Table87.csv | 26 - .../rawdata/Table88.csv | 26 - .../rawdata/Table89.csv | 24 - .../rawdata/Table9.csv | 35 + .../uncertainties.yaml | 1478 ----- .../uncertainties_rqcd.yaml | 545 ++ .../uncertainties_rzero.yaml | 545 ++ 59 files changed, 2360 insertions(+), 7147 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml create mode 100644 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100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rqcd.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml deleted file mode 100644 index ddadf0419e..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data.yaml +++ /dev/null @@ -1,489 +0,0 @@ -data_central: -- 0.40205 -- 0.40205 -- 0.38468 -- 0.38468 -- 0.39363 -- 0.38956 -- 0.39179 -- 0.38926 -- 0.38926 -- 0.37768 -- 0.37768 -- 0.36886 -- 0.36886 -- 0.38982 -- 0.38982 -- 0.38772 -- 0.39249 -- 0.38958 -- 0.37965 -- 0.37965 -- 0.36592 -- 0.36592 -- 0.3412 -- 0.3412 -- 0.30476 -- 0.30476 -- 0.39066 -- 0.39066 -- 0.37641 -- 0.38505 -- 0.37955 -- 0.3667 -- 0.36127 -- 0.36481 -- 0.34635 -- 0.32331 -- 0.33792 -- 0.29971 -- 0.29971 -- 0.24021 -- 0.24021 -- 0.16027 -- 0.16027 -- 0.09289 -- 0.09289 -- 0.39239 -- 0.39239 -- 0.37062 -- 0.37936 -- 0.37406 -- 0.36497 -- 0.35757 -- 0.36218 -- 0.33805 -- 0.34116 -- 0.33915 -- 0.30213 -- 0.3008 -- 0.30167 -- 0.23373 -- 0.23713 -- 0.23489 -- 0.15606 -- 0.15964 -- 0.15729 -- 0.08787 -- 0.08787 -- 0.0439 -- 0.0439 -- 0.37847 -- 0.37987 -- 0.37906 -- 0.36523 -- 0.34979 -- 0.35909 -- 0.33659 -- 0.32619 -- 0.33268 -- 0.30414 -- 0.31145 -- 0.30664 -- 0.23122 -- 0.23446 -- 0.23229 -- 0.15503 -- 0.16152 -- 0.15712 -- 0.09002 -- 0.08496 -- 0.08806 -- 0.04265 -- 0.04265 -- 0.41459 -- 0.41459 -- 0.37759 -- 0.37759 -- 0.35727 -- 0.35267 -- 0.3554 -- 0.32138 -- 0.33525 -- 0.32655 -- 0.30467 -- 0.29635 -- 0.30151 -- 0.23727 -- 0.23473 -- 0.23633 -- 0.15335 -- 0.15248 -- 0.15303 -- 0.08473 -- 0.08002 -- 0.08275 -- 0.04167 -- 0.04112 -- 0.04144 -- 0.41972 -- 0.41972 -- 0.4018 -- 0.4018 -- 0.36935 -- 0.36935 -- 0.34847 -- 0.34847 -- 0.32395 -- 0.31776 -- 0.32145 -- 0.29035 -- 0.29636 -- 0.29265 -- 0.223 -- 0.22939 -- 0.22533 -- 0.15573 -- 0.15384 -- 0.15502 -- 0.08291 -- 0.09077 -- 0.08553 -- 0.04151 -- 0.04283 -- 0.04205 -- 0.40171 -- 0.40171 -- 0.38121 -- 0.38121 -- 0.36087 -- 0.35422 -- 0.35183 -- 0.31436 -- 0.32585 -- 0.31921 -- 0.29911 -- 0.29332 -- 0.29675 -- 0.23275 -- 0.22173 -- 0.22823 -- 0.14488 -- 0.15355 -- 0.14802 -- 0.08285 -- 0.08541 -- 0.08382 -- 0.04012 -- 0.04107 -- 0.0405 -- 0.40528 -- 0.40528 -- 0.38366 -- 0.38366 -- 0.33792 -- 0.35693 -- 0.36243 -- 0.32498 -- 0.31622 -- 0.32188 -- 0.28068 -- 0.28738 -- 0.28413 -- 0.22389 -- 0.23176 -- 0.22699 -- 0.14465 -- 0.14984 -- 0.14668 -- 0.0852 -- 0.09161 -- 0.08638 -- 0.04117 -- 0.03655 -- 0.04017 -- 0.01357 -- 0.01357 -- 0.37999 -- 0.37999 -- 0.36224 -- 0.36224 -- 0.31917 -- 0.31632 -- 0.32079 -- 0.32347 -- 0.29223 -- 0.28549 -- 0.28862 -- 0.28872 -- 0.22548 -- 0.22638 -- 0.22596 -- 0.14024 -- 0.14605 -- 0.14324 -- 0.08108 -- 0.0816 -- 0.0813 -- 0.03871 -- 0.03694 -- 0.03831 -- 0.01366 -- 0.01366 -- 0.40558 -- 0.40558 -- 0.37396 -- 0.37396 -- 0.35007 -- 0.35007 -- 0.32366 -- 0.32719 -- 0.32855 -- 0.28428 -- 0.28478 -- 0.28393 -- 0.28319 -- 0.22042 -- 0.22116 -- 0.22147 -- 0.22247 -- 0.1437 -- 0.14605 -- 0.14418 -- 0.14306 -- 0.08528 -- 0.07931 -- 0.08024 -- 0.07735 -- 0.03829 -- 0.03681 -- 0.0374 -- 0.03722 -- 0.01308 -- 0.01335 -- 0.0132 -- 0.40695 -- 0.40695 -- 0.37701 -- 0.37701 -- 0.34507 -- 0.3445 -- 0.34807 -- 0.31454 -- 0.31485 -- 0.3128 -- 0.27224 -- 0.28665 -- 0.27916 -- 0.27997 -- 0.27435 -- 0.21929 -- 0.2221 -- 0.22029 -- 0.22019 -- 0.14557 -- 0.1433 -- 0.14153 -- 0.13699 -- 0.08115 -- 0.0787 -- 0.08003 -- 0.08022 -- 0.03666 -- 0.04068 -- 0.03656 -- 0.03408 -- 0.0117 -- 0.01194 -- 0.0118 -- 0.37628 -- 0.37628 -- 0.35017 -- 0.34801 -- 0.36142 -- 0.31493 -- 0.31585 -- 0.30989 -- 0.27188 -- 0.27419 -- 0.2738 -- 0.27909 -- 0.21644 -- 0.21858 -- 0.21619 -- 0.2171 -- 0.20778 -- 0.14129 -- 0.14231 -- 0.13889 -- 0.13886 -- 0.08024 -- 0.07629 -- 0.07666 -- 0.07595 -- 0.03529 -- 0.03615 -- 0.03547 -- 0.03539 -- 0.01106 -- 0.01239 -- 0.01223 -- 0.01252 -- 0.3642 -- 0.3642 -- 0.3402 -- 0.3402 -- 0.31062 -- 0.30939 -- 0.31821 -- 0.27093 -- 0.27157 -- 0.2672 -- 0.20928 -- 0.21435 -- 0.21531 -- 0.21507 -- 0.13463 -- 0.13745 -- 0.13664 -- 0.13693 -- 0.07715 -- 0.07905 -- 0.07644 -- 0.07563 -- 0.03309 -- 0.03593 -- 0.03476 -- 0.03513 -- 0.01083 -- 0.01156 -- 0.01165 -- 0.01189 -- 0.38075 -- 0.38075 -- 0.34527 -- 0.34527 -- 0.31558 -- 0.31816 -- 0.31194 -- 0.27517 -- 0.27491 -- 0.2758 -- 0.21417 -- 0.21428 -- 0.21488 -- 0.21277 -- 0.13718 -- 0.13757 -- 0.13566 -- 0.13616 -- 0.07418 -- 0.07485 -- 0.07512 -- 0.07595 -- 0.03371 -- 0.03047 -- 0.0331 -- 0.03329 -- 0.01149 -- 0.0117 -- 0.01113 -- 0.01076 -- 0.34112 -- 0.34112 -- 0.31557 -- 0.31557 -- 0.26869 -- 0.27275 -- 0.26187 -- 0.20654 -- 0.20861 -- 0.20136 -- 0.13481 -- 0.13069 -- 0.13059 -- 0.07237 -- 0.06696 -- 0.07053 -- 0.07098 -- 0.02989 -- 0.03567 -- 0.03201 -- 0.0325 -- 0.00968 -- 0.01057 -- 0.01083 -- 0.01068 -- 0.30609 -- 0.30609 -- 0.26879 -- 0.26446 -- 0.27649 -- 0.20555 -- 0.20327 -- 0.20997 -- 0.12375 -- 0.12882 -- 0.12772 -- 0.07074 -- 0.07093 -- 0.07032 -- 0.03206 -- 0.03176 -- 0.03215 -- 0.03215 -- 0.01033 -- 0.00993 -- 0.0109 -- 0.01117 -- 0.30722 -- 0.30722 -- 0.26182 -- 0.26182 -- 0.20711 -- 0.20739 -- 0.20664 -- 0.12975 -- 0.13136 -- 0.07066 -- 0.07099 -- 0.07313 -- 0.03051 -- 0.03231 -- 0.03362 -- 0.00963 -- 0.00992 -- 0.01 -- 0.26097 -- 0.26097 -- 0.20334 -- 0.20279 -- 0.20421 -- 0.12922 -- 0.12791 -- 0.06788 -- 0.067 -- 0.03451 -- 0.03155 -- 0.03084 -- 0.00817 -- 0.00919 -- 0.00906 -- 0.26278 -- 0.26278 -- 0.20511 -- 0.20511 -- 0.12283 -- 0.12426 -- 0.06619 -- 0.06536 -- 0.02865 -- 0.02844 -- 0.0082 -- 0.00814 -- 0.20266 -- 0.20266 -- 0.11853 -- 0.06763 -- 0.06655 -- 0.02884 -- 0.02787 -- 0.0091 -- 0.00904 -- 0.11937 -- 0.06013 -- 0.02729 -- 0.00833 -- 0.06133 -- 0.02975 -- 0.00799 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml new file mode 100644 index 0000000000..6fb3121593 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml @@ -0,0 +1,178 @@ +data_central: +- 0.40205 +- 0.38468 +- 0.39179 +- 0.38926 +- 0.37768 +- 0.36886 +- 0.38982 +- 0.38958 +- 0.37965 +- 0.36592 +- 0.3412 +- 0.30476 +- 0.39066 +- 0.37955 +- 0.36481 +- 0.33792 +- 0.29971 +- 0.24021 +- 0.16027 +- 0.09289 +- 0.39239 +- 0.37406 +- 0.36218 +- 0.33915 +- 0.30167 +- 0.23489 +- 0.15729 +- 0.08787 +- 0.0439 +- 0.37906 +- 0.35909 +- 0.33268 +- 0.30664 +- 0.23229 +- 0.15712 +- 0.08806 +- 0.04265 +- 0.41459 +- 0.37759 +- 0.3554 +- 0.32655 +- 0.30151 +- 0.23633 +- 0.15303 +- 0.08275 +- 0.04144 +- 0.41972 +- 0.4018 +- 0.36935 +- 0.34847 +- 0.32145 +- 0.29265 +- 0.22533 +- 0.15502 +- 0.08553 +- 0.04205 +- 0.40171 +- 0.38121 +- 0.35422 +- 0.31921 +- 0.29675 +- 0.22823 +- 0.14802 +- 0.08382 +- 0.0405 +- 0.40528 +- 0.38366 +- 0.35693 +- 0.32188 +- 0.28413 +- 0.22699 +- 0.14668 +- 0.08638 +- 0.04017 +- 0.01357 +- 0.37999 +- 0.36224 +- 0.32079 +- 0.28862 +- 0.22596 +- 0.14324 +- 0.0813 +- 0.03831 +- 0.01366 +- 0.40558 +- 0.37396 +- 0.35007 +- 0.32719 +- 0.28393 +- 0.22147 +- 0.14418 +- 0.08024 +- 0.0374 +- 0.0132 +- 0.40695 +- 0.37701 +- 0.34507 +- 0.31454 +- 0.27916 +- 0.22029 +- 0.14153 +- 0.08003 +- 0.03656 +- 0.0118 +- 0.37628 +- 0.35017 +- 0.31493 +- 0.27419 +- 0.21619 +- 0.13889 +- 0.07666 +- 0.03547 +- 0.01223 +- 0.3642 +- 0.3402 +- 0.31062 +- 0.27093 +- 0.21435 +- 0.13664 +- 0.07644 +- 0.03476 +- 0.01165 +- 0.38075 +- 0.34527 +- 0.31558 +- 0.27517 +- 0.21428 +- 0.13566 +- 0.07512 +- 0.0331 +- 0.01113 +- 0.34112 +- 0.31557 +- 0.26869 +- 0.20654 +- 0.13069 +- 0.07053 +- 0.03201 +- 0.01083 +- 0.30609 +- 0.26879 +- 0.20555 +- 0.12882 +- 0.07093 +- 0.03215 +- 0.0109 +- 0.30722 +- 0.26182 +- 0.20711 +- 0.12975 +- 0.07099 +- 0.03231 +- 0.00992 +- 0.26097 +- 0.20334 +- 0.12922 +- 0.06788 +- 0.03155 +- 0.00919 +- 0.26278 +- 0.20511 +- 0.12283 +- 0.06619 +- 0.02865 +- 0.0082 +- 0.20266 +- 0.11853 +- 0.06763 +- 0.02884 +- 0.0091 +- 0.11937 +- 0.06013 +- 0.02729 +- 0.00833 +- 0.06133 +- 0.02975 +- 0.00799 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml new file mode 100644 index 0000000000..f1dff10145 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml @@ -0,0 +1,178 @@ +data_central: +- 0.38934 +- 0.38055 +- 0.37713 +- 0.38347 +- 0.3756 +- 0.36786 +- 0.37381 +- 0.38249 +- 0.37676 +- 0.36457 +- 0.34051 +- 0.3044 +- 0.38341 +- 0.37616 +- 0.36324 +- 0.33715 +- 0.29925 +- 0.24001 +- 0.1602 +- 0.09286 +- 0.38291 +- 0.36979 +- 0.36021 +- 0.33816 +- 0.30115 +- 0.23467 +- 0.15722 +- 0.08784 +- 0.04389 +- 0.37348 +- 0.35659 +- 0.33145 +- 0.30599 +- 0.23203 +- 0.15703 +- 0.08803 +- 0.04264 +- 0.39928 +- 0.37197 +- 0.35217 +- 0.32498 +- 0.3007 +- 0.236 +- 0.15292 +- 0.08272 +- 0.04143 +- 0.39989 +- 0.39548 +- 0.36233 +- 0.34539 +- 0.31955 +- 0.29166 +- 0.22495 +- 0.15489 +- 0.08548 +- 0.04204 +- 0.39338 +- 0.37841 +- 0.35224 +- 0.31675 +- 0.29549 +- 0.22775 +- 0.14786 +- 0.08376 +- 0.04048 +- 0.39402 +- 0.37991 +- 0.35437 +- 0.31853 +- 0.2826 +- 0.22637 +- 0.14649 +- 0.08632 +- 0.04015 +- 0.01357 +- 0.37499 +- 0.36004 +- 0.31816 +- 0.28722 +- 0.22518 +- 0.143 +- 0.08123 +- 0.03829 +- 0.01365 +- 0.39629 +- 0.36709 +- 0.34712 +- 0.32484 +- 0.28208 +- 0.22074 +- 0.14395 +- 0.08018 +- 0.03738 +- 0.01319 +- 0.39408 +- 0.37285 +- 0.34144 +- 0.31287 +- 0.27748 +- 0.21952 +- 0.14124 +- 0.07995 +- 0.03653 +- 0.0118 +- 0.37063 +- 0.34514 +- 0.31267 +- 0.27271 +- 0.21533 +- 0.13863 +- 0.07659 +- 0.03545 +- 0.01222 +- 0.35668 +- 0.33701 +- 0.30754 +- 0.2695 +- 0.21359 +- 0.13629 +- 0.07634 +- 0.03474 +- 0.01164 +- 0.37001 +- 0.34082 +- 0.31203 +- 0.27336 +- 0.21341 +- 0.13527 +- 0.07501 +- 0.03307 +- 0.01113 +- 0.33512 +- 0.31282 +- 0.26645 +- 0.20568 +- 0.13036 +- 0.07039 +- 0.03198 +- 0.01083 +- 0.30247 +- 0.26569 +- 0.20445 +- 0.12838 +- 0.07081 +- 0.03212 +- 0.0109 +- 0.30229 +- 0.2596 +- 0.20565 +- 0.12934 +- 0.07083 +- 0.03227 +- 0.00991 +- 0.25794 +- 0.20141 +- 0.12868 +- 0.06773 +- 0.03151 +- 0.00918 +- 0.25851 +- 0.20358 +- 0.1221 +- 0.066 +- 0.02861 +- 0.00819 +- 0.20044 +- 0.11797 +- 0.06734 +- 0.02878 +- 0.00909 +- 0.11841 +- 0.0599 +- 0.02724 +- 0.00832 +- 0.06091 +- 0.02965 +- 0.00798 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index f3fa2bb966..13654561e7 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -1,17 +1,25 @@ -"""Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hpedata reference. We use tables with R=R(QCD).""" +""" +Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hpedata reference. +We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. +The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the unaverage $\sqrt{s}$ for R=0, +so it has almost the double ndata. +""" import pathlib +import numpy as np import pandas as pd import yaml HERE = pathlib.Path(__file__).parent +VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} -def read_tables(): +def read_tables(tables): """Parse Tables.""" dfs = pd.DataFrame() - for file in pathlib.Path(HERE / "rawdata").iterdir(): + for table_id in range(tables[0], tables[1] + 1): + file = HERE / "rawdata" / f"Table{table_id}.csv" with open(file, "r", encoding="utf-8") as f: lines = f.readlines() df = pd.DataFrame( @@ -28,14 +36,9 @@ def read_tables(): ], ) df["x"] = float(lines[12].split(",")[1]) - try: - df["sqrts"] = float(lines[11].split(",")[1]) - df["sqrts_min"] = df["sqrts"] - df["sqrts_max"] = df["sqrts"] - except ValueError: - df["sqrts_min"] = float(lines[11].split(",")[1].split("-")[0]) - df["sqrts_max"] = float(lines[11].split(",")[1].split("-")[1]) - df["sqrts"] = (df["sqrts_min"] + df["sqrts_max"]) / 2 + df["sqrts_min"] = float(lines[11].split(",")[1].split("-")[0]) + df["sqrts_max"] = float(lines[11].split(",")[1].split("-")[1]) + df["sqrts"] = (df["sqrts_min"] + df["sqrts_max"]) / 2 if dfs.empty: dfs = df else: @@ -50,12 +53,12 @@ def read_tables(): return dfs.sort_values(["Q2", "x", "sqrts"]) -def write_files(df): +def write_files(df, variant): """Write kinematics, central value and uncertainties files.""" # Write central data data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} - with open(HERE / "data.yaml", "w", encoding="utf-8") as file: + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) # Write kin file @@ -111,10 +114,19 @@ def write_files(df): error.append(e) uncertainties_yaml = {"definitions": error_definition, "bins": error} - with open(HERE / "uncertainties.yaml", "w", encoding="utf-8") as file: + with open(HERE / f"uncertainties_{variant}.yaml", "w", encoding="utf-8") as file: yaml.dump(uncertainties_yaml, file, sort_keys=False) if __name__ == "__main__": - df = read_tables() - write_files(df) + dfs = [] + for tables in VARIANTS.values(): + dfs.append(read_tables(tables)) + + # check kinematic is the same for the 2 variants + np.testing.assert_allclose(dfs[0].x, dfs[1].x) + np.testing.assert_allclose(dfs[0].Q2, dfs[1].Q2) + np.testing.assert_allclose(dfs[0].sqrts, dfs[1].sqrts) + + for df, variant in zip(dfs, VARIANTS): + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml index cb3a027254..bdc9ac96c7 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml @@ -9,15 +9,15 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null mid: 7.5 max: null x: min: null - mid: 0.07 + mid: 0.1 max: null sqrts: min: 13.729 @@ -25,19 +25,19 @@ bins: max: 22.938 - Q2: min: null - mid: 7.5 + mid: 8.75 max: null x: min: null - mid: 0.1 + mid: 0.07 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 7.5 + mid: 8.75 max: null x: min: null @@ -53,27 +53,27 @@ bins: max: null x: min: null - mid: 0.07 + mid: 0.14 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null mid: 8.75 max: null x: min: null - mid: 0.07 + mid: 0.18 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null @@ -85,7 +85,7 @@ bins: max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null @@ -93,15 +93,15 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null - mid: 0.1 + mid: 0.14 max: null sqrts: min: 13.729 @@ -109,23 +109,23 @@ bins: max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null - mid: 0.14 + mid: 0.18 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null - mid: 0.14 + mid: 0.225 max: null sqrts: min: 13.729 @@ -133,23 +133,23 @@ bins: max: 22.938 - Q2: min: null - mid: 8.75 + mid: 10.25 max: null x: min: null - mid: 0.18 + mid: 0.275 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 8.75 + mid: 11.75 max: null x: min: null - mid: 0.18 + mid: 0.1 max: null sqrts: min: 13.729 @@ -157,23 +157,23 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.07 + mid: 0.14 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.07 + mid: 0.18 max: null sqrts: min: 13.729 @@ -181,35 +181,35 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.1 + mid: 0.225 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.1 + mid: 0.275 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.1 + mid: 0.35 max: null sqrts: min: 13.729 @@ -217,23 +217,23 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.14 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 11.75 max: null x: min: null - mid: 0.14 + mid: 0.55 max: null sqrts: min: 13.729 @@ -241,23 +241,23 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null - mid: 0.18 + mid: 0.1 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null - mid: 0.18 + mid: 0.14 max: null sqrts: min: 13.729 @@ -265,19 +265,19 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null - mid: 0.225 + mid: 0.18 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null @@ -289,7 +289,7 @@ bins: max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null @@ -297,15 +297,15 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 10.25 + mid: 13.25 max: null x: min: null - mid: 0.275 + mid: 0.35 max: null sqrts: min: 13.729 @@ -313,23 +313,23 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 13.25 max: null x: min: null - mid: 0.1 + mid: 0.45 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 13.25 max: null x: min: null - mid: 0.1 + mid: 0.55 max: null sqrts: min: 13.729 @@ -337,35 +337,35 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 13.25 max: null x: min: null - mid: 0.14 + mid: 0.65 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null mid: 0.14 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.14 + mid: 0.18 max: null sqrts: min: 13.729 @@ -373,35 +373,35 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.18 + mid: 0.225 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.18 + mid: 0.275 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.18 + mid: 0.35 max: null sqrts: min: 13.729 @@ -409,35 +409,35 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.225 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.225 + mid: 0.55 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 15.0 max: null x: min: null - mid: 0.225 + mid: 0.65 max: null sqrts: min: 13.729 @@ -445,23 +445,23 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.275 + mid: 0.07 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.275 + mid: 0.14 max: null sqrts: min: 13.729 @@ -469,23 +469,23 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.35 + mid: 0.18 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.35 + mid: 0.225 max: null sqrts: min: 13.729 @@ -493,23 +493,23 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.45 + mid: 0.275 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.45 + mid: 0.35 max: null sqrts: min: 13.729 @@ -517,19 +517,19 @@ bins: max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null - mid: 0.55 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 11.75 + mid: 17.0 max: null x: min: null @@ -541,23 +541,23 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 17.0 max: null x: min: null - mid: 0.1 + mid: 0.65 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.1 + mid: 0.07 max: null sqrts: min: 13.729 @@ -565,35 +565,35 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.14 + mid: 0.1 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null mid: 0.14 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.14 + mid: 0.18 max: null sqrts: min: 13.729 @@ -601,35 +601,35 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.18 + mid: 0.225 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.18 + mid: 0.275 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.18 + mid: 0.35 max: null sqrts: min: 13.729 @@ -637,35 +637,35 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.225 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.225 + mid: 0.55 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 19.0 max: null x: min: null - mid: 0.225 + mid: 0.65 max: null sqrts: min: 13.729 @@ -673,35 +673,35 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.275 + mid: 0.1 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.275 + mid: 0.14 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.275 + mid: 0.18 max: null sqrts: min: 13.729 @@ -709,31 +709,31 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.35 + mid: 0.225 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.35 + mid: 0.275 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null @@ -745,7 +745,7 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null @@ -753,27 +753,27 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.45 + mid: 0.55 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 21.5 max: null x: min: null - mid: 0.45 + mid: 0.65 max: null sqrts: min: 13.729 @@ -781,23 +781,23 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 24.5 max: null x: min: null - mid: 0.55 + mid: 0.1 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 24.5 max: null x: min: null - mid: 0.55 + mid: 0.14 max: null sqrts: min: 13.729 @@ -805,23 +805,23 @@ bins: max: 22.938 - Q2: min: null - mid: 13.25 + mid: 24.5 max: null x: min: null - mid: 0.65 + mid: 0.18 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 13.25 + mid: 24.5 max: null x: min: null - mid: 0.65 + mid: 0.225 max: null sqrts: min: 13.729 @@ -829,35 +829,35 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.14 + mid: 0.275 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.14 + mid: 0.35 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.14 + mid: 0.45 max: null sqrts: min: 13.729 @@ -865,35 +865,35 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.18 + mid: 0.55 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.18 + mid: 0.65 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 24.5 max: null x: min: null - mid: 0.18 + mid: 0.75 max: null sqrts: min: 13.729 @@ -901,31 +901,31 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.225 + mid: 0.14 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.225 + mid: 0.18 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null @@ -937,7 +937,7 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null @@ -945,27 +945,27 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.275 + mid: 0.35 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.275 + mid: 0.45 max: null sqrts: min: 13.729 @@ -973,35 +973,35 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.35 + mid: 0.55 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.35 + mid: 0.65 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 28.0 max: null x: min: null - mid: 0.35 + mid: 0.75 max: null sqrts: min: 13.729 @@ -1009,35 +1009,35 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.45 + mid: 0.1 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.45 + mid: 0.14 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.45 + mid: 0.18 max: null sqrts: min: 13.729 @@ -1045,35 +1045,35 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.55 + mid: 0.225 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.55 + mid: 0.275 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.55 + mid: 0.35 max: null sqrts: min: 13.729 @@ -1081,23 +1081,23 @@ bins: max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.65 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 15.0 + mid: 32.5 max: null x: min: null - mid: 0.65 + mid: 0.55 max: null sqrts: min: 13.729 @@ -1105,11 +1105,11 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 32.5 max: null x: min: null - mid: 0.07 + mid: 0.65 max: null sqrts: min: 13.729 @@ -1117,31 +1117,31 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 32.5 max: null x: min: null - mid: 0.07 + mid: 0.75 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.14 + mid: 0.1 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null @@ -1153,7 +1153,7 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null @@ -1161,27 +1161,27 @@ bins: max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.18 + mid: 0.225 max: null sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.18 + mid: 0.275 max: null sqrts: min: 13.729 @@ -1189,35 +1189,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.225 + mid: 0.35 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.225 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.225 + mid: 0.45 max: null sqrts: min: 13.729 @@ -1225,35 +1213,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.275 + mid: 0.55 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.275 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.275 + mid: 0.65 max: null sqrts: min: 13.729 @@ -1261,35 +1237,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 37.5 max: null x: min: null - mid: 0.35 + mid: 0.75 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.35 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.35 + mid: 0.14 max: null sqrts: min: 13.729 @@ -1297,35 +1261,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.45 + mid: 0.18 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.45 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.45 + mid: 0.225 max: null sqrts: min: 13.729 @@ -1333,35 +1285,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.55 + mid: 0.275 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.55 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.55 + mid: 0.35 max: null sqrts: min: 13.729 @@ -1369,35 +1309,23 @@ bins: max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.65 + mid: 0.45 max: null sqrts: min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 17.0 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 17.0 + mid: 43.0 max: null x: min: null - mid: 0.65 + mid: 0.55 max: null sqrts: min: 13.729 @@ -1405,11 +1333,11 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 + mid: 43.0 max: null x: min: null - mid: 0.07 + mid: 0.65 max: null sqrts: min: 13.729 @@ -1417,23 +1345,11 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.07 - max: null - sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 -- Q2: - min: null - mid: 19.0 + mid: 43.0 max: null x: min: null - mid: 0.1 + mid: 0.75 max: null sqrts: min: 13.729 @@ -1441,31 +1357,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.1 - max: null - sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.14 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1477,19 +1369,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.18 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1501,31 +1381,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.225 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.225 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1537,31 +1393,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.275 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.275 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1573,31 +1405,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.35 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.35 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1609,31 +1417,7 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.45 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.45 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 + mid: 49.5 max: null x: min: null @@ -1645,3515 +1429,11 @@ bins: max: 22.938 - Q2: min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.55 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.55 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.55 - max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 19.0 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 15.034 - 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x: - min: null - mid: 0.65 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.65 - max: null - sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 13.729 - mid: 13.729 - max: 13.729 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 -- Q2: - min: null - mid: 49.5 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 19.393 - 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max: 13.729 -- Q2: - min: null - mid: 75.0 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 15.034 - mid: 15.034 - max: 15.034 -- Q2: - min: null - mid: 75.0 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 -- Q2: - min: null - mid: 75.0 - max: null - x: - min: null - mid: 0.75 - max: null - sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 -- Q2: - min: null - mid: 86.0 - max: null - x: - min: null - mid: 0.225 - max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 -- Q2: - min: null - mid: 86.0 - max: null - x: - min: null - mid: 0.225 - max: null - sqrts: - min: 22.938 - mid: 22.938 - max: 22.938 -- Q2: - min: null - mid: 86.0 + mid: 49.5 max: null x: min: null - mid: 0.275 + mid: 0.55 max: null sqrts: min: 13.729 @@ -5161,23 +1441,23 @@ bins: max: 22.938 - Q2: min: null - mid: 86.0 + mid: 49.5 max: null x: min: null - mid: 0.275 + mid: 0.65 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - 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min: 15.034 - mid: 15.034 - max: 15.034 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 86.0 + mid: 65.5 max: null x: min: null - mid: 0.75 + mid: 0.275 max: null sqrts: min: 13.729 @@ -5329,23 +1609,23 @@ bins: max: 22.938 - Q2: min: null - mid: 86.0 + mid: 65.5 max: null x: min: null - mid: 0.75 + mid: 0.35 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 99.0 + mid: 65.5 max: null x: min: null - mid: 0.275 + mid: 0.45 max: null sqrts: min: 13.729 @@ -5353,23 +1633,23 @@ bins: max: 22.938 - Q2: min: null - mid: 99.0 + mid: 65.5 max: null x: min: null - mid: 0.275 + mid: 0.55 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - Q2: min: null - mid: 99.0 + mid: 65.5 max: null x: min: null - mid: 0.35 + mid: 0.65 max: null sqrts: min: 13.729 @@ -5377,35 +1657,35 @@ bins: max: 22.938 - Q2: min: null - mid: 99.0 + mid: 65.5 max: null x: min: null - mid: 0.35 + mid: 0.75 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null - mid: 0.35 + mid: 0.225 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null - mid: 0.45 + mid: 0.275 max: null sqrts: min: 13.729 @@ -5413,23 +1693,23 @@ bins: max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null - mid: 0.45 + mid: 0.35 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null - mid: 0.55 + mid: 0.45 max: null sqrts: min: 13.729 @@ -5437,35 +1717,35 @@ bins: max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null mid: 0.55 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 99.0 + mid: 75.0 max: null x: min: null mid: 0.65 max: null sqrts: - 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mid: 0.275 + mid: 0.55 max: null sqrts: min: 13.729 @@ -5533,23 +1813,23 @@ bins: max: 22.938 - Q2: min: null - mid: 115.5 + mid: 86.0 max: null x: min: null - mid: 0.275 + mid: 0.65 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - Q2: min: null - mid: 115.5 + mid: 86.0 max: null x: min: null - mid: 0.35 + mid: 0.75 max: null sqrts: min: 13.729 @@ -5557,23 +1837,23 @@ bins: max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null - mid: 0.35 + mid: 0.275 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null - mid: 0.45 + mid: 0.35 max: null sqrts: min: 13.729 @@ -5581,19 +1861,19 @@ bins: max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null mid: 0.45 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null @@ -5605,23 +1885,23 @@ bins: max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null - mid: 0.55 + mid: 0.65 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 115.5 + mid: 99.0 max: null x: min: null - mid: 0.65 + mid: 0.75 max: null sqrts: min: 13.729 @@ -5633,19 +1913,19 @@ bins: max: null x: min: null - mid: 0.65 + mid: 0.275 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null mid: 115.5 max: null x: min: null - mid: 0.75 + mid: 0.35 max: null sqrts: min: 13.729 @@ -5657,19 +1937,19 @@ bins: max: null x: min: null - mid: 0.75 + mid: 0.45 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null - mid: 137.5 + mid: 115.5 max: null x: min: null - mid: 0.35 + mid: 0.55 max: null sqrts: min: 13.729 @@ -5677,23 +1957,23 @@ bins: max: 22.938 - Q2: min: null - mid: 137.5 + mid: 115.5 max: null x: min: null - mid: 0.35 + mid: 0.65 max: null sqrts: - min: 22.938 - mid: 22.938 + min: 13.729 + mid: 18.3335 max: 22.938 - Q2: min: null - mid: 137.5 + mid: 115.5 max: null x: min: null - mid: 0.45 + mid: 0.75 max: null sqrts: min: 13.729 @@ -5705,7 +1985,7 @@ bins: max: null x: min: null - mid: 0.55 + mid: 0.35 max: null sqrts: min: 13.729 @@ -5717,19 +1997,19 @@ bins: max: null x: min: null - mid: 0.55 + mid: 0.45 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null mid: 137.5 max: null x: min: null - mid: 0.65 + mid: 0.55 max: null sqrts: min: 13.729 @@ -5743,18 +2023,6 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 -- Q2: - min: null - mid: 137.5 - max: null - x: - min: null - mid: 0.75 - max: null sqrts: min: 13.729 mid: 18.3335 @@ -5768,9 +2036,9 @@ bins: mid: 0.75 max: null sqrts: - min: 19.393 - mid: 19.393 - max: 19.393 + min: 13.729 + mid: 18.3335 + max: 22.938 - Q2: min: null mid: 175.0 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index 89df903a93..54bcd9d04a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -1,6 +1,6 @@ setname: BCDMS_NC_NOTFIXED_P_HEPDATA version: 1 -version_comment: Hepdata implementation of F2(R(QCD)) +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) proton, averaged on $\sqrt{s}$ nnpdf_metadata: nnpdf31_process: DIS NC experiment: BCDMS @@ -20,12 +20,11 @@ implemented_observables: label: BCDMS $p$ units: '' process_type: DIS_F2P - tables: [100,104,15, 19, 23, 38, 42, 57, 61, 65, 80, 84, 88, 101,105,16, 20, 35, 39, 43, 58, 62, 66, 81, 85, 89, 102,13, 17, 21, 36, 40, 44, 59, 63, 67, 82] + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] npoints: [] - ndata: 488 - data_uncertainties: - - uncertainties.yaml - data_central: data.yaml + ndata: 177 + data_uncertainties: [] + data_central: data_rqcd.yaml kinematic_coverage: - x - Q2 @@ -65,3 +64,12 @@ implemented_observables: operation: 'NULL' FK_tables: - - BCDMS_NC_HEPDATA_P_F2 + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv new file mode 100644 index 0000000000..9086e1593c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv @@ -0,0 +1,36 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t10 +#: name: Table 10 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table10.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.55 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.09286,0.00316,-0.00316,0.0039,-0.0039,3.0%,-3.0% +13.25,0.08784,0.00329,-0.00329,0.00317,-0.00317,3.0%,-3.0% +15.0,0.08803,0.0024,-0.0024,0.00307,-0.00307,3.0%,-3.0% +17.0,0.08272,0.00235,-0.00235,0.00256,-0.00256,3.0%,-3.0% +19.0,0.08548,0.0026,-0.0026,0.00225,-0.00225,3.0%,-3.0% +21.5,0.08376,0.00228,-0.00228,0.00197,-0.00197,3.0%,-3.0% +24.5,0.08632,0.00186,-0.00186,0.00171,-0.00171,3.0%,-3.0% +28.0,0.08123,0.0015,-0.0015,0.00151,-0.00151,3.0%,-3.0% +32.5,0.08018,0.00126,-0.00126,0.0018,-0.0018,3.0%,-3.0% +37.5,0.07995,0.00138,-0.00138,0.00152,-0.00152,3.0%,-3.0% +43.0,0.07659,0.00105,-0.00105,0.00151,-0.00151,3.0%,-3.0% +49.5,0.07634,0.00106,-0.00106,0.00133,-0.00133,3.0%,-3.0% +57.0,0.07501,0.00104,-0.00104,0.00116,-0.00116,3.0%,-3.0% +65.5,0.07039,0.00106,-0.00106,0.00094,-0.00094,3.0%,-3.0% +75.0,0.07081,0.00125,-0.00125,0.0009,-0.0009,3.0%,-3.0% +86.0,0.07083,0.0014,-0.0014,0.00087,-0.00087,3.0%,-3.0% +99.0,0.06773,0.00153,-0.00153,0.00074,-0.00074,3.0%,-3.0% +115.5,0.066,0.00151,-0.00151,0.00066,-0.00066,3.0%,-3.0% +137.5,0.06734,0.00168,-0.00168,0.00059,-0.00059,3.0%,-3.0% +175.0,0.0599,0.00273,-0.00273,0.00059,-0.00059,3.0%,-3.0% +230.0,0.06091,0.00366,-0.00366,0.0005,-0.0005,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table100.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table100.csv deleted file mode 100644 index bcfc947db1..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table100.csv +++ /dev/null @@ -1,17 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t100 -#: name: Table 100 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table100.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.1 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.40558,0.00572,-0.00572,0.00261,-0.00261,3.0%,-3.0% -37.5,0.40695,0.00651,-0.00651,0.00197,-0.00197,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table101.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table101.csv deleted file mode 100644 index c887a27d26..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table101.csv +++ /dev/null @@ -1,19 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t101 -#: name: Table 101 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table101.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.14 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -37.5,0.37701,0.00661,-0.00661,0.00169,-0.00169,3.0%,-3.0% -43.0,0.37628,0.00655,-0.00655,0.00155,-0.00155,3.0%,-3.0% -49.5,0.3642,0.00675,-0.00675,0.00149,-0.00149,3.0%,-3.0% -57.0,0.38075,0.00825,-0.00825,0.00147,-0.00147,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table102.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table102.csv deleted file mode 100644 index 1b9439d9cb..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table102.csv +++ /dev/null @@ -1,20 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t102 -#: name: Table 102 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table102.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.18 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -37.5,0.34807,0.00699,-0.00699,0.00141,-0.00141,3.0%,-3.0% -43.0,0.36142,0.00699,-0.00699,0.00125,-0.00125,3.0%,-3.0% -49.5,0.3402,0.00713,-0.00713,0.00123,-0.00123,3.0%,-3.0% -57.0,0.34527,0.00481,-0.00481,0.00082,-0.00082,3.0%,-3.0% -65.5,0.34112,0.00513,-0.00513,0.00081,-0.00081,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table103.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table103.csv deleted file mode 100644 index 1239298c87..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table103.csv +++ /dev/null @@ -1,22 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t103 -#: name: Table 103 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table103.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.225 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -37.5,0.3128,0.0066,-0.0066,0.00141,-0.00141,3.0%,-3.0% -43.0,0.30989,0.00633,-0.00633,0.00128,-0.00128,3.0%,-3.0% -49.5,0.31821,0.00662,-0.00662,0.0011,-0.0011,3.0%,-3.0% -57.0,0.31194,0.00438,-0.00438,0.00067,-0.00067,3.0%,-3.0% -65.5,0.31557,0.00474,-0.00474,0.00075,-0.00075,3.0%,-3.0% -75.0,0.30609,0.00505,-0.00505,0.00064,-0.00064,3.0%,-3.0% -86.0,0.30722,0.00542,-0.00542,0.00069,-0.00069,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table104.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table104.csv deleted file mode 100644 index 6e9a0db1e2..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table104.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t104 -#: name: Table 104 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table104.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.275 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -37.5,0.27435,0.00705,-0.00705,0.00105,-0.00105,3.0%,-3.0% -43.0,0.27909,0.0066,-0.0066,0.00094,-0.00094,3.0%,-3.0% -49.5,0.2672,0.00659,-0.00659,0.00101,-0.00101,3.0%,-3.0% -57.0,0.2758,0.00461,-0.00461,0.00098,-0.00098,3.0%,-3.0% -65.5,0.26187,0.00473,-0.00473,0.00081,-0.00081,3.0%,-3.0% -75.0,0.27649,0.00521,-0.00521,0.00087,-0.00087,3.0%,-3.0% -86.0,0.26182,0.00512,-0.00512,0.00045,-0.00045,3.0%,-3.0% -99.0,0.26097,0.00637,-0.00637,0.00045,-0.00045,3.0%,-3.0% -115.5,0.26278,0.00704,-0.00704,0.00046,-0.00046,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table105.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table105.csv deleted file mode 100644 index 9d97d349fe..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table105.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t105 -#: name: Table 105 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table105.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 22.938 -#: P [GeV],280.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],22.938 -#: X,0.35 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -43.0,0.20778,0.00472,-0.00472,0.00091,-0.00091,3.0%,-3.0% -49.5,0.21507,0.00481,-0.00481,0.0008,-0.0008,3.0%,-3.0% -57.0,0.21277,0.0033,-0.0033,0.00075,-0.00075,3.0%,-3.0% -65.5,0.20136,0.00334,-0.00334,0.00062,-0.00062,3.0%,-3.0% -75.0,0.20997,0.00361,-0.00361,0.00056,-0.00056,3.0%,-3.0% -86.0,0.20664,0.00359,-0.00359,0.00073,-0.00073,3.0%,-3.0% -99.0,0.20421,0.00377,-0.00377,0.00062,-0.00062,3.0%,-3.0% -115.5,0.20511,0.00444,-0.00444,0.00041,-0.00041,3.0%,-3.0% -137.5,0.20266,0.00477,-0.00477,0.00041,-0.00041,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv new file mode 100644 index 0000000000..a2b9055dbc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t11 +#: name: Table 11 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table11.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.65 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.04389,0.00187,-0.00187,0.0048,-0.0048,3.0%,-3.0% +15.0,0.04264,0.00166,-0.00166,0.00404,-0.00404,3.0%,-3.0% +17.0,0.04143,0.0014,-0.0014,0.00369,-0.00369,3.0%,-3.0% +19.0,0.04204,0.00152,-0.00152,0.00324,-0.00324,3.0%,-3.0% +21.5,0.04048,0.00138,-0.00138,0.00274,-0.00274,3.0%,-3.0% +24.5,0.04015,0.00107,-0.00107,0.00206,-0.00206,3.0%,-3.0% +28.0,0.03829,0.00107,-0.00107,0.00175,-0.00175,3.0%,-3.0% +32.5,0.03738,0.00077,-0.00077,0.00206,-0.00206,3.0%,-3.0% +37.5,0.03653,0.00087,-0.00087,0.00185,-0.00185,3.0%,-3.0% +43.0,0.03545,0.00066,-0.00066,0.00182,-0.00182,3.0%,-3.0% +49.5,0.03474,0.00066,-0.00066,0.00159,-0.00159,3.0%,-3.0% +57.0,0.03307,0.00064,-0.00064,0.00133,-0.00133,3.0%,-3.0% +65.5,0.03198,0.00068,-0.00068,0.00107,-0.00107,3.0%,-3.0% +75.0,0.03212,0.00075,-0.00075,0.00092,-0.00092,3.0%,-3.0% +86.0,0.03227,0.00092,-0.00092,0.00087,-0.00087,3.0%,-3.0% +99.0,0.03151,0.00097,-0.00097,0.00076,-0.00076,3.0%,-3.0% +115.5,0.02861,0.001,-0.001,0.00061,-0.00061,3.0%,-3.0% +137.5,0.02878,0.00112,-0.00112,0.00048,-0.00048,3.0%,-3.0% +175.0,0.02724,0.00189,-0.00189,0.00052,-0.00052,3.0%,-3.0% +230.0,0.02965,0.00248,-0.00248,0.00047,-0.00047,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv new file mode 100644 index 0000000000..866571b8ce --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t12 +#: name: Table 12 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table12.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.75 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +24.5,0.01357,0.00064,-0.00064,0.00166,-0.00166,3.0%,-3.0% +28.0,0.01365,0.00068,-0.00068,0.00156,-0.00156,3.0%,-3.0% +32.5,0.01319,0.00049,-0.00049,0.0013,-0.0013,3.0%,-3.0% +37.5,0.0118,0.00056,-0.00056,0.001,-0.001,3.0%,-3.0% +43.0,0.01222,0.00034,-0.00034,0.00149,-0.00149,3.0%,-3.0% +49.5,0.01164,0.00036,-0.00036,0.00126,-0.00126,3.0%,-3.0% +57.0,0.01113,0.00035,-0.00035,0.00125,-0.00125,3.0%,-3.0% +65.5,0.01083,0.00039,-0.00039,0.00104,-0.00104,3.0%,-3.0% +75.0,0.0109,0.00042,-0.00042,0.00094,-0.00094,3.0%,-3.0% +86.0,0.00991,0.00046,-0.00046,0.00083,-0.00083,3.0%,-3.0% +99.0,0.00918,0.00048,-0.00048,0.00064,-0.00064,3.0%,-3.0% +115.5,0.00819,0.00051,-0.00051,0.00054,-0.00054,3.0%,-3.0% +137.5,0.00909,0.00057,-0.00057,0.00048,-0.00048,3.0%,-3.0% +175.0,0.00832,0.00098,-0.00098,0.00043,-0.00043,3.0%,-3.0% +230.0,0.00798,0.0013,-0.0013,0.00028,-0.00028,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv new file mode 100644 index 0000000000..84a1964fd5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t2 +#: name: Table 2 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table2.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.07 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38934,0.006,-0.006,0.00714,-0.00714,3.0%,-3.0% +8.75,0.37713,0.00388,-0.00388,0.00762,-0.00762,3.0%,-3.0% +10.25,0.37381,0.00596,-0.00596,0.00747,-0.00747,3.0%,-3.0% +17.0,0.39928,0.00521,-0.00521,0.00663,-0.00663,3.0%,-3.0% +19.0,0.39989,0.00527,-0.00527,0.00669,-0.00669,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv new file mode 100644 index 0000000000..6e4e27f3c5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t3 +#: name: Table 3 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table3.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.1 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38055,0.00424,-0.00424,0.0048,-0.0048,3.0%,-3.0% +8.75,0.38347,0.00351,-0.00351,0.00525,-0.00525,3.0%,-3.0% +10.25,0.38249,0.00284,-0.00284,0.00506,-0.00506,3.0%,-3.0% +11.75,0.38341,0.00476,-0.00476,0.00506,-0.00506,3.0%,-3.0% +13.25,0.38291,0.00516,-0.00516,0.00471,-0.00471,3.0%,-3.0% +19.0,0.39548,0.00407,-0.00407,0.00345,-0.00345,3.0%,-3.0% +21.5,0.39338,0.00317,-0.00317,0.00386,-0.00386,3.0%,-3.0% +24.5,0.39402,0.00339,-0.00339,0.00327,-0.00327,3.0%,-3.0% +32.5,0.39629,0.00559,-0.00559,0.00442,-0.00442,3.0%,-3.0% +37.5,0.39408,0.0063,-0.0063,0.00329,-0.00329,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table35.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table35.csv deleted file mode 100644 index 07fb87eb1a..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table35.csv +++ /dev/null @@ -1,17 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t35 -#: name: Table 35 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table35.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.07 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -7.5,0.40205,0.0062,-0.0062,0.00425,-0.00425,3.0%,-3.0% -8.75,0.39363,0.00545,-0.00545,0.0051,-0.0051,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table36.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table36.csv deleted file mode 100644 index 6a2072a1a4..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table36.csv +++ /dev/null @@ -1,18 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t36 -#: name: Table 36 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table36.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.1 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -7.5,0.38468,0.00429,-0.00429,0.0028,-0.0028,3.0%,-3.0% -8.75,0.38926,0.00356,-0.00356,0.00307,-0.00307,3.0%,-3.0% -10.25,0.38772,0.0037,-0.0037,0.00304,-0.00304,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table37.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table37.csv deleted file mode 100644 index 25927be60a..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table37.csv +++ /dev/null @@ -1,20 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t37 -#: name: Table 37 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table37.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.14 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -8.75,0.37768,0.00392,-0.00392,0.00248,-0.00248,3.0%,-3.0% -10.25,0.37965,0.00399,-0.00399,0.0026,-0.0026,3.0%,-3.0% -11.75,0.37641,0.00434,-0.00434,0.00265,-0.00265,3.0%,-3.0% -13.25,0.37062,0.00474,-0.00474,0.00231,-0.00231,3.0%,-3.0% -15.0,0.37847,0.00489,-0.00489,0.00254,-0.00254,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table38.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table38.csv deleted file mode 100644 index cceb214d60..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table38.csv +++ /dev/null @@ -1,21 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t38 -#: name: Table 38 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table38.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.18 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -8.75,0.36886,0.0049,-0.0049,0.00274,-0.00274,3.0%,-3.0% -10.25,0.36592,0.00476,-0.00476,0.00237,-0.00237,3.0%,-3.0% -11.75,0.3667,0.00503,-0.00503,0.0024,-0.0024,3.0%,-3.0% -13.25,0.36497,0.00537,-0.00537,0.00254,-0.00254,3.0%,-3.0% -15.0,0.36523,0.00525,-0.00525,0.00233,-0.00233,3.0%,-3.0% -17.0,0.35727,0.00577,-0.00577,0.0022,-0.0022,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table39.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table39.csv deleted file mode 100644 index 5bc3115b56..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table39.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t39 -#: name: Table 39 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table39.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.225 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -10.25,0.3412,0.00482,-0.00482,0.00229,-0.00229,3.0%,-3.0% -11.75,0.34635,0.00502,-0.00502,0.00224,-0.00224,3.0%,-3.0% -13.25,0.33805,0.00522,-0.00522,0.00215,-0.00215,3.0%,-3.0% -15.0,0.33659,0.00492,-0.00492,0.00214,-0.00214,3.0%,-3.0% -17.0,0.32138,0.00525,-0.00525,0.00198,-0.00198,3.0%,-3.0% -19.0,0.32395,0.00582,-0.00582,0.0021,-0.0021,3.0%,-3.0% -21.5,0.31436,0.00557,-0.00557,0.00198,-0.00198,3.0%,-3.0% -24.5,0.32498,0.00528,-0.00528,0.00059,-0.00059,3.0%,-3.0% -28.0,0.31917,0.00538,-0.00538,0.00078,-0.00078,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv new file mode 100644 index 0000000000..5cd19e0448 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t4 +#: name: Table 4 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table4.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.14 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.3756,0.0039,-0.0039,0.00426,-0.00426,3.0%,-3.0% +10.25,0.37676,0.00396,-0.00396,0.00447,-0.00447,3.0%,-3.0% +11.75,0.37616,0.00343,-0.00343,0.00442,-0.00442,3.0%,-3.0% +13.25,0.36979,0.00365,-0.00365,0.0041,-0.0041,3.0%,-3.0% +15.0,0.37348,0.00366,-0.00366,0.0043,-0.0043,3.0%,-3.0% +17.0,0.37197,0.00627,-0.00627,0.00397,-0.00397,3.0%,-3.0% +19.0,0.36233,0.00684,-0.00684,0.00379,-0.00379,3.0%,-3.0% +21.5,0.37841,0.00361,-0.00361,0.00317,-0.00317,3.0%,-3.0% +24.5,0.37991,0.00378,-0.00378,0.00355,-0.00355,3.0%,-3.0% +28.0,0.37499,0.00362,-0.00362,0.00249,-0.00249,3.0%,-3.0% +32.5,0.36709,0.00356,-0.00356,0.00262,-0.00262,3.0%,-3.0% +37.5,0.37285,0.00654,-0.00654,0.00289,-0.00289,3.0%,-3.0% +43.0,0.37063,0.00645,-0.00645,0.00265,-0.00265,3.0%,-3.0% +49.5,0.35668,0.00661,-0.00661,0.00253,-0.00253,3.0%,-3.0% +57.0,0.37001,0.00802,-0.00802,0.00248,-0.00248,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table40.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table40.csv deleted file mode 100644 index 9355ddf578..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table40.csv +++ /dev/null @@ -1,26 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t40 -#: name: Table 40 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table40.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.275 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -10.25,0.30476,0.00537,-0.00537,0.00299,-0.00299,3.0%,-3.0% -11.75,0.29971,0.00546,-0.00546,0.00216,-0.00216,3.0%,-3.0% -13.25,0.30213,0.00575,-0.00575,0.00196,-0.00196,3.0%,-3.0% -15.0,0.30414,0.00528,-0.00528,0.00187,-0.00187,3.0%,-3.0% -17.0,0.30467,0.00566,-0.00566,0.00185,-0.00185,3.0%,-3.0% -19.0,0.29035,0.00594,-0.00594,0.00182,-0.00182,3.0%,-3.0% -21.5,0.29911,0.00562,-0.00562,0.00181,-0.00181,3.0%,-3.0% -24.5,0.28068,0.00501,-0.00501,0.00049,-0.00049,3.0%,-3.0% -28.0,0.29223,0.00511,-0.00511,0.00084,-0.00084,3.0%,-3.0% -32.5,0.28428,0.00477,-0.00477,0.00061,-0.00061,3.0%,-3.0% -37.5,0.27224,0.00593,-0.00593,0.00047,-0.00047,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table41.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table41.csv deleted file mode 100644 index 02b81f5693..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table41.csv +++ /dev/null @@ -1,26 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t41 -#: name: Table 41 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table41.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.35 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.24021,0.00427,-0.00427,0.0022,-0.0022,3.0%,-3.0% -13.25,0.23373,0.00434,-0.00434,0.00186,-0.00186,3.0%,-3.0% -15.0,0.23122,0.00383,-0.00383,0.00167,-0.00167,3.0%,-3.0% -17.0,0.23727,0.00411,-0.00411,0.00158,-0.00158,3.0%,-3.0% -19.0,0.223,0.00417,-0.00417,0.00143,-0.00143,3.0%,-3.0% -21.5,0.23275,0.00389,-0.00389,0.00142,-0.00142,3.0%,-3.0% -24.5,0.22389,0.00284,-0.00284,0.00074,-0.00074,3.0%,-3.0% -28.0,0.22548,0.00354,-0.00354,0.00064,-0.00064,3.0%,-3.0% -32.5,0.22042,0.00322,-0.00322,0.00044,-0.00044,3.0%,-3.0% -37.5,0.21929,0.00347,-0.00347,0.00038,-0.00038,3.0%,-3.0% -43.0,0.21644,0.00371,-0.00371,0.00035,-0.00035,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table42.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table42.csv deleted file mode 100644 index 128239211c..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table42.csv +++ /dev/null @@ -1,28 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t42 -#: name: Table 42 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table42.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.45 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.16027,0.00409,-0.00409,0.0015,-0.0015,3.0%,-3.0% -13.25,0.15606,0.0043,-0.0043,0.00144,-0.00144,3.0%,-3.0% -15.0,0.15503,0.00378,-0.00378,0.0014,-0.0014,3.0%,-3.0% -17.0,0.15335,0.00403,-0.00403,0.00121,-0.00121,3.0%,-3.0% -19.0,0.15573,0.00429,-0.00429,0.00121,-0.00121,3.0%,-3.0% -21.5,0.14488,0.00362,-0.00362,0.00113,-0.00113,3.0%,-3.0% -24.5,0.14465,0.00256,-0.00256,0.00069,-0.00069,3.0%,-3.0% -28.0,0.14024,0.00314,-0.00314,0.00054,-0.00054,3.0%,-3.0% -32.5,0.1437,0.00283,-0.00283,0.0006,-0.0006,3.0%,-3.0% -37.5,0.14557,0.00311,-0.00311,0.00046,-0.00046,3.0%,-3.0% -43.0,0.14129,0.00312,-0.00312,0.00053,-0.00053,3.0%,-3.0% -49.5,0.13463,0.00312,-0.00312,0.00043,-0.00043,3.0%,-3.0% -57.0,0.13718,0.00357,-0.00357,0.00039,-0.00039,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table43.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table43.csv deleted file mode 100644 index 3999ef5863..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table43.csv +++ /dev/null @@ -1,29 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t43 -#: name: Table 43 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table43.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.55 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.09289,0.00316,-0.00316,0.00225,-0.00225,3.0%,-3.0% -13.25,0.08787,0.00329,-0.00329,0.00183,-0.00183,3.0%,-3.0% -15.0,0.09002,0.00306,-0.00306,0.00165,-0.00165,3.0%,-3.0% -17.0,0.08473,0.00308,-0.00308,0.00138,-0.00138,3.0%,-3.0% -19.0,0.08291,0.00319,-0.00319,0.00121,-0.00121,3.0%,-3.0% -21.5,0.08285,0.00289,-0.00289,0.00105,-0.00105,3.0%,-3.0% -24.5,0.0852,0.00206,-0.00206,0.00094,-0.00094,3.0%,-3.0% -28.0,0.08108,0.00199,-0.00199,0.00084,-0.00084,3.0%,-3.0% -32.5,0.08528,0.00236,-0.00236,0.0007,-0.0007,3.0%,-3.0% -37.5,0.08115,0.00247,-0.00247,0.00058,-0.00058,3.0%,-3.0% -43.0,0.08024,0.00252,-0.00252,0.00047,-0.00047,3.0%,-3.0% -49.5,0.07715,0.00251,-0.00251,0.0004,-0.0004,3.0%,-3.0% -57.0,0.07418,0.00268,-0.00268,0.00039,-0.00039,3.0%,-3.0% -65.5,0.07237,0.00289,-0.00289,0.00035,-0.00035,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table44.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table44.csv deleted file mode 100644 index 1f5d6c83cb..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table44.csv +++ /dev/null @@ -1,29 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t44 -#: name: Table 44 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table44.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.65 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -13.25,0.0439,0.00187,-0.00187,0.00277,-0.00277,3.0%,-3.0% -15.0,0.04265,0.00166,-0.00166,0.00233,-0.00233,3.0%,-3.0% -17.0,0.04167,0.00184,-0.00184,0.00202,-0.00202,3.0%,-3.0% -19.0,0.04151,0.00198,-0.00198,0.00173,-0.00173,3.0%,-3.0% -21.5,0.04012,0.00178,-0.00178,0.00144,-0.00144,3.0%,-3.0% -24.5,0.04117,0.00121,-0.00121,0.00113,-0.00113,3.0%,-3.0% -28.0,0.03871,0.00121,-0.00121,0.00095,-0.00095,3.0%,-3.0% -32.5,0.03829,0.00143,-0.00143,0.00079,-0.00079,3.0%,-3.0% -37.5,0.03666,0.00161,-0.00161,0.00062,-0.00062,3.0%,-3.0% -43.0,0.03529,0.00166,-0.00166,0.0005,-0.0005,3.0%,-3.0% -49.5,0.03309,0.00166,-0.00166,0.0004,-0.0004,3.0%,-3.0% -57.0,0.03371,0.00184,-0.00184,0.00036,-0.00036,3.0%,-3.0% -65.5,0.02989,0.00187,-0.00187,0.00028,-0.00028,3.0%,-3.0% -75.0,0.03206,0.00218,-0.00218,0.00027,-0.00027,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table45.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table45.csv deleted file mode 100644 index f00b8a21be..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table45.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t45 -#: name: Table 45 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table45.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 13.729 -#: P [GeV],100.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],13.729 -#: X,0.75 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -24.5,0.01357,0.00064,-0.00064,0.00096,-0.00096,3.0%,-3.0% -28.0,0.01366,0.00068,-0.00068,0.0009,-0.0009,3.0%,-3.0% -32.5,0.01308,0.00065,-0.00065,0.00069,-0.00069,3.0%,-3.0% -37.5,0.0117,0.00074,-0.00074,0.00051,-0.00051,3.0%,-3.0% -43.0,0.01106,0.00079,-0.00079,0.00043,-0.00043,3.0%,-3.0% -49.5,0.01083,0.00084,-0.00084,0.00035,-0.00035,3.0%,-3.0% -57.0,0.01149,0.001,-0.001,0.0003,-0.0003,3.0%,-3.0% -65.5,0.00968,0.00102,-0.00102,0.00022,-0.00022,3.0%,-3.0% -75.0,0.01033,0.00119,-0.00119,0.0002,-0.0002,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv new file mode 100644 index 0000000000..99294d3a85 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t5 +#: name: Table 5 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table5.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.18 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.36786,0.00489,-0.00489,0.00475,-0.00475,3.0%,-3.0% +10.25,0.36457,0.00474,-0.00474,0.00409,-0.00409,3.0%,-3.0% +11.75,0.36324,0.00405,-0.00405,0.00412,-0.00412,3.0%,-3.0% +13.25,0.36021,0.00422,-0.00422,0.00412,-0.00412,3.0%,-3.0% +15.0,0.35659,0.00405,-0.00405,0.00395,-0.00395,3.0%,-3.0% +17.0,0.35217,0.00441,-0.00441,0.00371,-0.00371,3.0%,-3.0% +19.0,0.34539,0.00745,-0.00745,0.00378,-0.00378,3.0%,-3.0% +21.5,0.35224,0.00359,-0.00359,0.0031,-0.0031,3.0%,-3.0% +24.5,0.35437,0.00381,-0.00381,0.0027,-0.0027,3.0%,-3.0% +28.0,0.36004,0.00413,-0.00413,0.00248,-0.00248,3.0%,-3.0% +32.5,0.34712,0.00288,-0.00288,0.00206,-0.00206,3.0%,-3.0% +37.5,0.34144,0.00277,-0.00277,0.00158,-0.00158,3.0%,-3.0% +43.0,0.34514,0.00276,-0.00276,0.00137,-0.00137,3.0%,-3.0% +49.5,0.33701,0.00706,-0.00706,0.00211,-0.00211,3.0%,-3.0% +57.0,0.34082,0.00475,-0.00475,0.0014,-0.0014,3.0%,-3.0% +65.5,0.33512,0.00504,-0.00504,0.00139,-0.00139,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table57.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table57.csv deleted file mode 100644 index 1c1fc3f0e9..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table57.csv +++ /dev/null @@ -1,17 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t57 -#: name: Table 57 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table57.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.07 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -8.75,0.38956,0.006,-0.006,0.00417,-0.00417,3.0%,-3.0% -10.25,0.38982,0.00622,-0.00622,0.0045,-0.0045,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table58.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table58.csv deleted file mode 100644 index 8c7321cbf5..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table58.csv +++ /dev/null @@ -1,18 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t58 -#: name: Table 58 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table58.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.1 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -10.25,0.39249,0.00462,-0.00462,0.00289,-0.00289,3.0%,-3.0% -11.75,0.39066,0.00485,-0.00485,0.00298,-0.00298,3.0%,-3.0% -13.25,0.39239,0.00529,-0.00529,0.00278,-0.00278,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table59.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table59.csv deleted file mode 100644 index 6d62517bbd..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table59.csv +++ /dev/null @@ -1,20 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t59 -#: name: Table 59 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table59.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.14 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.38505,0.00575,-0.00575,0.00252,-0.00252,3.0%,-3.0% -13.25,0.37936,0.00588,-0.00588,0.00255,-0.00255,3.0%,-3.0% -15.0,0.37987,0.0057,-0.0057,0.00249,-0.00249,3.0%,-3.0% -17.0,0.37759,0.00636,-0.00636,0.00233,-0.00233,3.0%,-3.0% -19.0,0.36935,0.00697,-0.00697,0.00224,-0.00224,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv new file mode 100644 index 0000000000..2af8fac8c6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t6 +#: name: Table 6 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table6.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.225 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.34051,0.00481,-0.00481,0.00395,-0.00395,3.0%,-3.0% +11.75,0.33715,0.00399,-0.00399,0.00383,-0.00383,3.0%,-3.0% +13.25,0.33816,0.00418,-0.00418,0.00376,-0.00376,3.0%,-3.0% +15.0,0.33145,0.00387,-0.00387,0.00364,-0.00364,3.0%,-3.0% +17.0,0.32498,0.00414,-0.00414,0.00348,-0.00348,3.0%,-3.0% +19.0,0.31955,0.00447,-0.00447,0.0035,-0.0035,3.0%,-3.0% +21.5,0.31675,0.0042,-0.0042,0.00345,-0.00345,3.0%,-3.0% +24.5,0.31853,0.0042,-0.0042,0.00149,-0.00149,3.0%,-3.0% +28.0,0.31816,0.00275,-0.00275,0.0014,-0.0014,3.0%,-3.0% +32.5,0.32484,0.00309,-0.00309,0.00166,-0.00166,3.0%,-3.0% +37.5,0.31287,0.00255,-0.00255,0.00137,-0.00137,3.0%,-3.0% +43.0,0.31267,0.00247,-0.00247,0.00156,-0.00156,3.0%,-3.0% +49.5,0.30754,0.00245,-0.00245,0.00182,-0.00182,3.0%,-3.0% +57.0,0.31203,0.00279,-0.00279,0.00104,-0.00104,3.0%,-3.0% +65.5,0.31282,0.0047,-0.0047,0.00128,-0.00128,3.0%,-3.0% +75.0,0.30247,0.00499,-0.00499,0.00109,-0.00109,3.0%,-3.0% +86.0,0.30229,0.00533,-0.00533,0.00118,-0.00118,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table60.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table60.csv deleted file mode 100644 index 3df68a52ac..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table60.csv +++ /dev/null @@ -1,22 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t60 -#: name: Table 60 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table60.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.18 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.36127,0.00688,-0.00688,0.00245,-0.00245,3.0%,-3.0% -13.25,0.35757,0.00691,-0.00691,0.00231,-0.00231,3.0%,-3.0% -15.0,0.34979,0.00646,-0.00646,0.00225,-0.00225,3.0%,-3.0% -17.0,0.35267,0.00698,-0.00698,0.00225,-0.00225,3.0%,-3.0% -19.0,0.34847,0.00752,-0.00752,0.00219,-0.00219,3.0%,-3.0% -21.5,0.36087,0.00702,-0.00702,0.00222,-0.00222,3.0%,-3.0% -24.5,0.33792,0.0081,-0.0081,0.00205,-0.00205,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table61.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table61.csv deleted file mode 100644 index 5308ec2512..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table61.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t61 -#: name: Table 61 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table61.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.225 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -11.75,0.32331,0.00661,-0.00661,0.00219,-0.00219,3.0%,-3.0% -13.25,0.34116,0.00705,-0.00705,0.00224,-0.00224,3.0%,-3.0% -15.0,0.32619,0.00634,-0.00634,0.00207,-0.00207,3.0%,-3.0% -17.0,0.33525,0.0068,-0.0068,0.00212,-0.00212,3.0%,-3.0% -19.0,0.31776,0.00708,-0.00708,0.00196,-0.00196,3.0%,-3.0% -21.5,0.32585,0.00652,-0.00652,0.00205,-0.00205,3.0%,-3.0% -24.5,0.31622,0.00715,-0.00715,0.00192,-0.00192,3.0%,-3.0% -28.0,0.31632,0.00598,-0.00598,0.00077,-0.00077,3.0%,-3.0% -32.5,0.32366,0.00591,-0.00591,0.00067,-0.00067,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table62.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table62.csv deleted file mode 100644 index 0240a9ab85..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table62.csv +++ /dev/null @@ -1,25 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t62 -#: name: Table 62 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table62.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.275 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -13.25,0.3008,0.00786,-0.00786,0.00197,-0.00197,3.0%,-3.0% -15.0,0.31145,0.00732,-0.00732,0.00222,-0.00222,3.0%,-3.0% -17.0,0.29635,0.00723,-0.00723,0.00183,-0.00183,3.0%,-3.0% -19.0,0.29636,0.00756,-0.00756,0.00199,-0.00199,3.0%,-3.0% -21.5,0.29332,0.00678,-0.00678,0.00177,-0.00177,3.0%,-3.0% -24.5,0.28738,0.00486,-0.00486,0.00097,-0.00097,3.0%,-3.0% -28.0,0.28549,0.00466,-0.00466,0.00089,-0.00089,3.0%,-3.0% -32.5,0.28478,0.00476,-0.00476,0.00062,-0.00062,3.0%,-3.0% -37.5,0.28665,0.00616,-0.00616,0.00076,-0.00076,3.0%,-3.0% -43.0,0.27188,0.00624,-0.00624,0.00101,-0.00101,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table63.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table63.csv deleted file mode 100644 index e3adfface7..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table63.csv +++ /dev/null @@ -1,27 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t63 -#: name: Table 63 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table63.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.35 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -13.25,0.23713,0.00604,-0.00604,0.00164,-0.00164,3.0%,-3.0% -15.0,0.23446,0.00545,-0.00545,0.00162,-0.00162,3.0%,-3.0% -17.0,0.23473,0.00535,-0.00535,0.00141,-0.00141,3.0%,-3.0% -19.0,0.22939,0.0055,-0.0055,0.00147,-0.00147,3.0%,-3.0% -21.5,0.22173,0.00467,-0.00467,0.00138,-0.00138,3.0%,-3.0% -24.5,0.23176,0.00352,-0.00352,0.00085,-0.00085,3.0%,-3.0% -28.0,0.22638,0.00333,-0.00333,0.00075,-0.00075,3.0%,-3.0% -32.5,0.22116,0.0032,-0.0032,0.00053,-0.00053,3.0%,-3.0% -37.5,0.2221,0.00415,-0.00415,0.00036,-0.00036,3.0%,-3.0% -43.0,0.21858,0.00421,-0.00421,0.00062,-0.00062,3.0%,-3.0% -49.5,0.20928,0.00426,-0.00426,0.00036,-0.00036,3.0%,-3.0% -57.0,0.21417,0.00502,-0.00502,0.00061,-0.00061,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table64.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table64.csv deleted file mode 100644 index 78666c6a3f..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table64.csv +++ /dev/null @@ -1,29 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t64 -#: name: Table 64 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table64.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.45 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -13.25,0.15964,0.00593,-0.00593,0.0016,-0.0016,3.0%,-3.0% -15.0,0.16152,0.00548,-0.00548,0.00153,-0.00153,3.0%,-3.0% -17.0,0.15248,0.00528,-0.00528,0.00138,-0.00138,3.0%,-3.0% -19.0,0.15384,0.00554,-0.00554,0.00141,-0.00141,3.0%,-3.0% -21.5,0.15355,0.0048,-0.0048,0.00122,-0.00122,3.0%,-3.0% -24.5,0.14984,0.00319,-0.00319,0.00078,-0.00078,3.0%,-3.0% -28.0,0.14605,0.00303,-0.00303,0.00073,-0.00073,3.0%,-3.0% -32.5,0.14605,0.00292,-0.00292,0.00057,-0.00057,3.0%,-3.0% -37.5,0.1433,0.00317,-0.00317,0.00054,-0.00054,3.0%,-3.0% -43.0,0.14231,0.00366,-0.00366,0.00053,-0.00053,3.0%,-3.0% -49.5,0.13745,0.00369,-0.00369,0.00047,-0.00047,3.0%,-3.0% -57.0,0.13757,0.00388,-0.00388,0.00069,-0.00069,3.0%,-3.0% -65.5,0.13481,0.00424,-0.00424,0.00038,-0.00038,3.0%,-3.0% -75.0,0.12375,0.00484,-0.00484,0.00032,-0.00032,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table65.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table65.csv deleted file mode 100644 index 0198caf1b8..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table65.csv +++ /dev/null @@ -1,29 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t65 -#: name: Table 65 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table65.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.55 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -15.0,0.08496,0.00385,-0.00385,0.00193,-0.00193,3.0%,-3.0% -17.0,0.08002,0.00362,-0.00362,0.00162,-0.00162,3.0%,-3.0% -19.0,0.09077,0.00451,-0.00451,0.00151,-0.00151,3.0%,-3.0% -21.5,0.08541,0.00371,-0.00371,0.00132,-0.00132,3.0%,-3.0% -24.5,0.09161,0.00433,-0.00433,0.00124,-0.00124,3.0%,-3.0% -28.0,0.0816,0.00229,-0.00229,0.00091,-0.00091,3.0%,-3.0% -32.5,0.07931,0.0022,-0.0022,0.00074,-0.00074,3.0%,-3.0% -37.5,0.0787,0.00247,-0.00247,0.00068,-0.00068,3.0%,-3.0% -43.0,0.07629,0.00285,-0.00285,0.00056,-0.00056,3.0%,-3.0% -49.5,0.07905,0.00301,-0.00301,0.00052,-0.00052,3.0%,-3.0% -57.0,0.07485,0.0031,-0.0031,0.00044,-0.00044,3.0%,-3.0% -65.5,0.06696,0.00321,-0.00321,0.00035,-0.00035,3.0%,-3.0% -75.0,0.07074,0.00359,-0.00359,0.00033,-0.00033,3.0%,-3.0% -86.0,0.07066,0.00381,-0.00381,0.0003,-0.0003,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table66.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table66.csv deleted file mode 100644 index c5dc208d24..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table66.csv +++ /dev/null @@ -1,29 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t66 -#: name: Table 66 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table66.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.65 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -17.0,0.04112,0.00214,-0.00214,0.00227,-0.00227,3.0%,-3.0% -19.0,0.04283,0.00238,-0.00238,0.00208,-0.00208,3.0%,-3.0% -21.5,0.04107,0.00218,-0.00218,0.00181,-0.00181,3.0%,-3.0% -24.5,0.03655,0.0023,-0.0023,0.00138,-0.00138,3.0%,-3.0% -28.0,0.03694,0.00225,-0.00225,0.00121,-0.00121,3.0%,-3.0% -32.5,0.03681,0.00136,-0.00136,0.00095,-0.00095,3.0%,-3.0% -37.5,0.04068,0.0017,-0.0017,0.00088,-0.00088,3.0%,-3.0% -43.0,0.03615,0.00184,-0.00184,0.00067,-0.00067,3.0%,-3.0% -49.5,0.03593,0.00198,-0.00198,0.00057,-0.00057,3.0%,-3.0% -57.0,0.03047,0.00193,-0.00193,0.00041,-0.00041,3.0%,-3.0% -65.5,0.03567,0.00231,-0.00231,0.00043,-0.00043,3.0%,-3.0% -75.0,0.03176,0.00244,-0.00244,0.00033,-0.00033,3.0%,-3.0% -86.0,0.03051,0.00252,-0.00252,0.00029,-0.00029,3.0%,-3.0% -99.0,0.03451,0.00296,-0.00296,0.00029,-0.00029,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table67.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table67.csv deleted file mode 100644 index aabe395cfd..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table67.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t67 -#: name: Table 67 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table67.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 15.034 -#: P [GeV],120.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],15.034 -#: X,0.75 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.01335,0.00075,-0.00075,0.00084,-0.00084,3.0%,-3.0% -37.5,0.01194,0.00084,-0.00084,0.00066,-0.00066,3.0%,-3.0% -43.0,0.01239,0.00091,-0.00091,0.00061,-0.00061,3.0%,-3.0% -49.5,0.01156,0.00097,-0.00097,0.0005,-0.0005,3.0%,-3.0% -57.0,0.0117,0.00105,-0.00105,0.00043,-0.00043,3.0%,-3.0% -65.5,0.01057,0.00117,-0.00117,0.00034,-0.00034,3.0%,-3.0% -75.0,0.00993,0.00124,-0.00124,0.00026,-0.00026,3.0%,-3.0% -86.0,0.00963,0.00134,-0.00134,0.00022,-0.00022,3.0%,-3.0% -99.0,0.00817,0.00131,-0.00131,0.00016,-0.00016,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv new file mode 100644 index 0000000000..ecf369800a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t7 +#: name: Table 7 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table7.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.275 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.3044,0.00536,-0.00536,0.00518,-0.00518,3.0%,-3.0% +11.75,0.29925,0.00545,-0.00545,0.00374,-0.00374,3.0%,-3.0% +13.25,0.30115,0.00463,-0.00463,0.00327,-0.00327,3.0%,-3.0% +15.0,0.30599,0.00427,-0.00427,0.00324,-0.00324,3.0%,-3.0% +17.0,0.3007,0.00444,-0.00444,0.00315,-0.00315,3.0%,-3.0% +19.0,0.29166,0.00466,-0.00466,0.00305,-0.00305,3.0%,-3.0% +21.5,0.29549,0.00431,-0.00431,0.00308,-0.00308,3.0%,-3.0% +24.5,0.2826,0.00347,-0.00347,0.00111,-0.00111,3.0%,-3.0% +28.0,0.28722,0.00262,-0.00262,0.00137,-0.00137,3.0%,-3.0% +32.5,0.28208,0.00248,-0.00248,0.00111,-0.00111,3.0%,-3.0% +37.5,0.27748,0.00226,-0.00226,0.001,-0.001,3.0%,-3.0% +43.0,0.27271,0.00233,-0.00233,0.00097,-0.00097,3.0%,-3.0% +49.5,0.2695,0.00251,-0.00251,0.00132,-0.00132,3.0%,-3.0% +57.0,0.27336,0.00246,-0.00246,0.00102,-0.00102,3.0%,-3.0% +65.5,0.26645,0.00287,-0.00287,0.00126,-0.00126,3.0%,-3.0% +75.0,0.26569,0.00309,-0.00309,0.00173,-0.00173,3.0%,-3.0% +86.0,0.2596,0.00508,-0.00508,0.00078,-0.00078,3.0%,-3.0% +99.0,0.25794,0.0063,-0.0063,0.00078,-0.00078,3.0%,-3.0% +115.5,0.25851,0.00693,-0.00693,0.00078,-0.00078,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table79.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table79.csv deleted file mode 100644 index 46482a7f6d..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table79.csv +++ /dev/null @@ -1,17 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t79 -#: name: Table 79 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table79.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.07 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -17.0,0.41459,0.00541,-0.00541,0.00398,-0.00398,3.0%,-3.0% -19.0,0.41972,0.00553,-0.00553,0.00405,-0.00405,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv new file mode 100644 index 0000000000..82d7d756a4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t8 +#: name: Table 8 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table8.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.35 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.24001,0.00427,-0.00427,0.00381,-0.00381,3.0%,-3.0% +13.25,0.23467,0.00352,-0.00352,0.00262,-0.00262,3.0%,-3.0% +15.0,0.23203,0.00313,-0.00313,0.00249,-0.00249,3.0%,-3.0% +17.0,0.236,0.00325,-0.00325,0.00255,-0.00255,3.0%,-3.0% +19.0,0.22495,0.00332,-0.00332,0.00236,-0.00236,3.0%,-3.0% +21.5,0.22775,0.00298,-0.00298,0.00242,-0.00242,3.0%,-3.0% +24.5,0.22637,0.0022,-0.0022,0.00111,-0.00111,3.0%,-3.0% +28.0,0.22518,0.00242,-0.00242,0.0008,-0.0008,3.0%,-3.0% +32.5,0.22074,0.00175,-0.00175,0.0009,-0.0009,3.0%,-3.0% +37.5,0.21952,0.00164,-0.00164,0.00078,-0.00078,3.0%,-3.0% +43.0,0.21533,0.00154,-0.00154,0.00087,-0.00087,3.0%,-3.0% +49.5,0.21359,0.00167,-0.00167,0.00085,-0.00085,3.0%,-3.0% +57.0,0.21341,0.00163,-0.00163,0.00088,-0.00088,3.0%,-3.0% +65.5,0.20568,0.00178,-0.00178,0.00083,-0.00083,3.0%,-3.0% +75.0,0.20445,0.0021,-0.0021,0.00061,-0.00061,3.0%,-3.0% +86.0,0.20565,0.00217,-0.00217,0.00071,-0.00071,3.0%,-3.0% +99.0,0.20141,0.00233,-0.00233,0.00059,-0.00059,3.0%,-3.0% +115.5,0.20358,0.00441,-0.00441,0.00071,-0.00071,3.0%,-3.0% +137.5,0.20044,0.00472,-0.00472,0.00069,-0.00069,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table80.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table80.csv deleted file mode 100644 index e59c51612c..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table80.csv +++ /dev/null @@ -1,18 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t80 -#: name: Table 80 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table80.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.1 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -19.0,0.4018,0.00414,-0.00414,0.00202,-0.00202,3.0%,-3.0% -21.5,0.40171,0.00324,-0.00324,0.00227,-0.00227,3.0%,-3.0% -24.5,0.40528,0.00349,-0.00349,0.00194,-0.00194,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table81.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table81.csv deleted file mode 100644 index 8408578705..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table81.csv +++ /dev/null @@ -1,19 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t81 -#: name: Table 81 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table81.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.14 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -21.5,0.38121,0.00364,-0.00364,0.00184,-0.00184,3.0%,-3.0% -24.5,0.38366,0.00382,-0.00382,0.00207,-0.00207,3.0%,-3.0% -28.0,0.37999,0.00367,-0.00367,0.00146,-0.00146,3.0%,-3.0% -32.5,0.37396,0.00363,-0.00363,0.00154,-0.00154,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table82.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table82.csv deleted file mode 100644 index efe6c69ff9..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table82.csv +++ /dev/null @@ -1,21 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t82 -#: name: Table 82 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table82.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.18 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -21.5,0.35183,0.0042,-0.0042,0.00176,-0.00176,3.0%,-3.0% -24.5,0.36243,0.00436,-0.00436,0.00146,-0.00146,3.0%,-3.0% -28.0,0.36224,0.00416,-0.00416,0.00143,-0.00143,3.0%,-3.0% -32.5,0.35007,0.0029,-0.0029,0.0012,-0.0012,3.0%,-3.0% -37.5,0.3445,0.00306,-0.00306,0.00084,-0.00084,3.0%,-3.0% -43.0,0.34801,0.00306,-0.00306,0.00075,-0.00075,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table83.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table83.csv deleted file mode 100644 index c35dfa10e0..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table83.csv +++ /dev/null @@ -1,21 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t83 -#: name: Table 83 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table83.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.225 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -28.0,0.32347,0.00385,-0.00385,0.00137,-0.00137,3.0%,-3.0% -32.5,0.32855,0.00367,-0.00367,0.00118,-0.00118,3.0%,-3.0% -37.5,0.31485,0.00278,-0.00278,0.0007,-0.0007,3.0%,-3.0% -43.0,0.31585,0.00271,-0.00271,0.00086,-0.00086,3.0%,-3.0% -49.5,0.30939,0.00267,-0.00267,0.0011,-0.0011,3.0%,-3.0% -57.0,0.31816,0.00368,-0.00368,0.00066,-0.00066,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table84.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table84.csv deleted file mode 100644 index 7e9fe932a1..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table84.csv +++ /dev/null @@ -1,23 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t84 -#: name: Table 84 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table84.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.275 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -28.0,0.28872,0.0041,-0.0041,0.00111,-0.00111,3.0%,-3.0% -32.5,0.28319,0.00373,-0.00373,0.00116,-0.00116,3.0%,-3.0% -37.5,0.27997,0.00291,-0.00291,0.00069,-0.00069,3.0%,-3.0% -43.0,0.2738,0.00273,-0.00273,0.00065,-0.00065,3.0%,-3.0% -49.5,0.27157,0.00274,-0.00274,0.00084,-0.00084,3.0%,-3.0% -57.0,0.27491,0.00294,-0.00294,0.00061,-0.00061,3.0%,-3.0% -65.5,0.27275,0.00365,-0.00365,0.00072,-0.00072,3.0%,-3.0% -75.0,0.26446,0.00391,-0.00391,0.00112,-0.00112,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table85.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table85.csv deleted file mode 100644 index f5190a117a..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table85.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t85 -#: name: Table 85 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table85.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.35 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.22247,0.00276,-0.00276,0.00078,-0.00078,3.0%,-3.0% -37.5,0.22019,0.00209,-0.00209,0.00058,-0.00058,3.0%,-3.0% -43.0,0.2171,0.00201,-0.00201,0.00066,-0.00066,3.0%,-3.0% -49.5,0.21531,0.00197,-0.00197,0.00057,-0.00057,3.0%,-3.0% -57.0,0.21488,0.00204,-0.00204,0.00075,-0.00075,3.0%,-3.0% -65.5,0.20861,0.00211,-0.00211,0.00043,-0.00043,3.0%,-3.0% -75.0,0.20327,0.0026,-0.0026,0.00035,-0.00035,3.0%,-3.0% -86.0,0.20739,0.00275,-0.00275,0.00079,-0.00079,3.0%,-3.0% -99.0,0.20279,0.00301,-0.00301,0.00048,-0.00048,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table86.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table86.csv deleted file mode 100644 index 986120a9fb..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table86.csv +++ /dev/null @@ -1,25 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t86 -#: name: Table 86 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table86.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.45 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.14306,0.00266,-0.00266,0.00106,-0.00106,3.0%,-3.0% -37.5,0.13699,0.00276,-0.00276,0.00086,-0.00086,3.0%,-3.0% -43.0,0.13886,0.00183,-0.00183,0.00074,-0.00074,3.0%,-3.0% -49.5,0.13693,0.00179,-0.00179,0.00058,-0.00058,3.0%,-3.0% -57.0,0.13616,0.00185,-0.00185,0.00055,-0.00055,3.0%,-3.0% -65.5,0.13059,0.00183,-0.00183,0.00053,-0.00053,3.0%,-3.0% -75.0,0.12772,0.00226,-0.00226,0.0004,-0.0004,3.0%,-3.0% -86.0,0.13136,0.00236,-0.00236,0.00054,-0.00054,3.0%,-3.0% -99.0,0.12791,0.00244,-0.00244,0.00038,-0.00038,3.0%,-3.0% -115.5,0.12426,0.00241,-0.00241,0.00039,-0.00039,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table87.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table87.csv deleted file mode 100644 index e8c89c7034..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table87.csv +++ /dev/null @@ -1,26 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t87 -#: name: Table 87 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table87.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.55 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.07735,0.00202,-0.00202,0.00155,-0.00155,3.0%,-3.0% -37.5,0.08022,0.00227,-0.00227,0.00137,-0.00137,3.0%,-3.0% -43.0,0.07595,0.00135,-0.00135,0.00104,-0.00104,3.0%,-3.0% -49.5,0.07563,0.00136,-0.00136,0.00093,-0.00093,3.0%,-3.0% -57.0,0.07595,0.00145,-0.00145,0.00074,-0.00074,3.0%,-3.0% -65.5,0.07098,0.00142,-0.00142,0.00055,-0.00055,3.0%,-3.0% -75.0,0.07032,0.00155,-0.00155,0.0005,-0.0005,3.0%,-3.0% -86.0,0.07313,0.00191,-0.00191,0.0005,-0.0005,3.0%,-3.0% -99.0,0.067,0.00188,-0.00188,0.00039,-0.00039,3.0%,-3.0% -115.5,0.06536,0.00186,-0.00186,0.00034,-0.00034,3.0%,-3.0% -137.5,0.06655,0.00197,-0.00197,0.00033,-0.00033,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table88.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table88.csv deleted file mode 100644 index d326c37050..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table88.csv +++ /dev/null @@ -1,26 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t88 -#: name: Table 88 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table88.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.65 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -32.5,0.03722,0.00122,-0.00122,0.00171,-0.00171,3.0%,-3.0% -37.5,0.03408,0.0013,-0.0013,0.00141,-0.00141,3.0%,-3.0% -43.0,0.03539,0.00078,-0.00078,0.00125,-0.00125,3.0%,-3.0% -49.5,0.03513,0.00083,-0.00083,0.00108,-0.00108,3.0%,-3.0% -57.0,0.03329,0.00086,-0.00086,0.00084,-0.00084,3.0%,-3.0% -65.5,0.0325,0.00092,-0.00092,0.00067,-0.00067,3.0%,-3.0% -75.0,0.03215,0.001,-0.001,0.00054,-0.00054,3.0%,-3.0% -86.0,0.03362,0.00126,-0.00126,0.00048,-0.00048,3.0%,-3.0% -99.0,0.03084,0.00128,-0.00128,0.00041,-0.00041,3.0%,-3.0% -115.5,0.02844,0.00125,-0.00125,0.00031,-0.00031,3.0%,-3.0% -137.5,0.02787,0.0013,-0.0013,0.00025,-0.00025,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table89.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table89.csv deleted file mode 100644 index 65dcd0c6b4..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table89.csv +++ /dev/null @@ -1,24 +0,0 @@ -#: table_doi: 10.17182/hepdata.12557.v1/t89 -#: name: Table 89 -#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). - -#: data_file: Table89.yaml -#: keyword reactions: MU+ P --> MU+ X -#: keyword observables: F2 -#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering -#: keyword cmenergies: 19.393 -#: P [GeV],200.0 -#: RE,MU+ P --> MU+ X -#: SQRT(S) [GeV],19.393 -#: X,0.75 -Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" -43.0,0.01252,0.00042,-0.00042,0.00108,-0.00108,3.0%,-3.0% -49.5,0.01189,0.00044,-0.00044,0.00091,-0.00091,3.0%,-3.0% -57.0,0.01076,0.00046,-0.00046,0.00075,-0.00075,3.0%,-3.0% -65.5,0.01068,0.00052,-0.00052,0.00066,-0.00066,3.0%,-3.0% -75.0,0.01117,0.00058,-0.00058,0.00063,-0.00063,3.0%,-3.0% -86.0,0.01,0.00058,-0.00058,0.00048,-0.00048,3.0%,-3.0% -99.0,0.00906,0.0006,-0.0006,0.00039,-0.00039,3.0%,-3.0% -115.5,0.00814,0.00061,-0.00061,0.00029,-0.00029,3.0%,-3.0% -137.5,0.00904,0.00068,-0.00068,0.00026,-0.00026,3.0%,-3.0% - diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv new file mode 100644 index 0000000000..27e9cac245 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t9 +#: name: Table 9 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table9.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.45 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.1602,0.00409,-0.00409,0.0026,-0.0026,3.0%,-3.0% +13.25,0.15722,0.00348,-0.00348,0.00251,-0.00251,3.0%,-3.0% +15.0,0.15703,0.00311,-0.00311,0.00248,-0.00248,3.0%,-3.0% +17.0,0.15292,0.0032,-0.0032,0.00218,-0.00218,3.0%,-3.0% +19.0,0.15489,0.00339,-0.00339,0.00222,-0.00222,3.0%,-3.0% +21.5,0.14786,0.00289,-0.00289,0.00196,-0.00196,3.0%,-3.0% +24.5,0.14649,0.002,-0.002,0.00125,-0.00125,3.0%,-3.0% +28.0,0.143,0.00218,-0.00218,0.00097,-0.00097,3.0%,-3.0% +32.5,0.14395,0.00161,-0.00161,0.00114,-0.00114,3.0%,-3.0% +37.5,0.14124,0.00173,-0.00173,0.00104,-0.00104,3.0%,-3.0% +43.0,0.13863,0.00138,-0.00138,0.00106,-0.00106,3.0%,-3.0% +49.5,0.13629,0.00136,-0.00136,0.00094,-0.00094,3.0%,-3.0% +57.0,0.13527,0.00134,-0.00134,0.00092,-0.00092,3.0%,-3.0% +65.5,0.13036,0.00147,-0.00147,0.00087,-0.00087,3.0%,-3.0% +75.0,0.12838,0.00173,-0.00173,0.00071,-0.00071,3.0%,-3.0% +86.0,0.12934,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +99.0,0.12868,0.00197,-0.00197,0.00071,-0.00071,3.0%,-3.0% +115.5,0.1221,0.00193,-0.00193,0.00057,-0.00057,3.0%,-3.0% +137.5,0.11797,0.00388,-0.00388,0.00061,-0.00061,3.0%,-3.0% +175.0,0.11841,0.00365,-0.00365,0.00057,-0.00057,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml deleted file mode 100644 index c9b187a9b4..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml +++ /dev/null @@ -1,1478 +0,0 @@ -definitions: - stat: - description: statistical uncertainty - treatment: ADD - type: UNCORR - sys: - description: systematical uncertainty - treatment: MULT - type: CORR - norm: - description: normalization uncertainty - treatment: MULT - type: CORR -bins: -- stat: 0.0062 - sys: 0.00425 - norm: 1.20615 -- stat: 0.0062 - sys: 0.00736 - norm: 1.20615 -- stat: 0.00429 - sys: 0.0028 - norm: 1.1540400000000002 -- stat: 0.00429 - sys: 0.00485 - norm: 1.1540400000000002 -- stat: 0.00545 - sys: 0.0051 - norm: 1.18089 -- stat: 0.006 - sys: 0.00417 - norm: 1.1686800000000002 -- stat: 0.00404 - sys: 0.0079 - norm: 1.17537 -- stat: 0.00356 - sys: 0.00307 - norm: 1.16778 -- stat: 0.00356 - sys: 0.00532 - norm: 1.16778 -- stat: 0.00392 - sys: 0.00248 - norm: 1.13304 -- stat: 0.00392 - sys: 0.0043 - norm: 1.13304 -- stat: 0.0049 - sys: 0.00274 - norm: 1.1065800000000001 -- stat: 0.0049 - sys: 0.00475 - norm: 1.1065800000000001 -- stat: 0.00622 - sys: 0.0045 - norm: 1.16946 -- stat: 0.00622 - sys: 0.00779 - norm: 1.16946 -- stat: 0.0037 - sys: 0.00304 - norm: 1.16316 -- stat: 0.00462 - sys: 0.00289 - norm: 1.17747 -- stat: 0.00289 - sys: 0.00514 - norm: 1.16874 -- stat: 0.00399 - sys: 0.0026 - norm: 1.13895 -- stat: 0.00399 - sys: 0.0045 - norm: 1.13895 -- stat: 0.00476 - sys: 0.00237 - norm: 1.09776 -- stat: 0.00476 - sys: 0.0041 - norm: 1.09776 -- stat: 0.00482 - sys: 0.00229 - norm: 1.0236 -- stat: 0.00482 - sys: 0.00397 - norm: 1.0236 -- stat: 0.00537 - sys: 0.00299 - norm: 0.91428 -- stat: 0.00537 - sys: 0.00518 - norm: 0.91428 -- stat: 0.00485 - sys: 0.00298 - norm: 1.17198 -- stat: 0.00485 - sys: 0.00516 - norm: 1.17198 -- stat: 0.00434 - sys: 0.00265 - norm: 1.1292300000000002 -- stat: 0.00575 - sys: 0.00252 - norm: 1.15515 -- stat: 0.00347 - sys: 0.00445 - norm: 1.13865 -- stat: 0.00503 - sys: 0.0024 - norm: 1.1001 -- stat: 0.00688 - sys: 0.00245 - norm: 1.08381 -- stat: 0.00406 - sys: 0.00414 - norm: 1.09443 -- stat: 0.00502 - sys: 0.00224 - norm: 1.03905 -- stat: 0.00661 - sys: 0.00219 - norm: 0.96993 -- stat: 0.004 - sys: 0.00383 - norm: 1.01376 -- stat: 0.00546 - sys: 0.00216 - norm: 0.89913 -- stat: 0.00546 - sys: 0.00374 - norm: 0.89913 -- stat: 0.00427 - sys: 0.0022 - norm: 0.72063 -- stat: 0.00427 - sys: 0.00381 - norm: 0.72063 -- stat: 0.00409 - sys: 0.0015 - norm: 0.48080999999999996 -- stat: 0.00409 - sys: 0.0026 - norm: 0.48080999999999996 -- stat: 0.00316 - sys: 0.00225 - norm: 0.27867 -- stat: 0.00316 - sys: 0.0039 - norm: 0.27867 -- stat: 0.00529 - sys: 0.00278 - norm: 1.17717 -- stat: 0.00529 - sys: 0.00482 - norm: 1.17717 -- stat: 0.00474 - sys: 0.00231 - norm: 1.11186 -- stat: 0.00588 - sys: 0.00255 - norm: 1.13808 -- stat: 0.00369 - sys: 0.00416 - norm: 1.12218 -- stat: 0.00537 - sys: 0.00254 - norm: 1.09491 -- stat: 0.00691 - sys: 0.00231 - norm: 1.07271 -- stat: 0.00424 - sys: 0.00414 - norm: 1.08654 -- stat: 0.00522 - sys: 0.00215 - norm: 1.01415 -- stat: 0.00705 - sys: 0.00224 - norm: 1.0234800000000002 -- stat: 0.00419 - sys: 0.00376 - norm: 1.01745 -- stat: 0.00575 - sys: 0.00196 - norm: 0.90639 -- stat: 0.00786 - sys: 0.00197 - norm: 0.9024000000000001 -- stat: 0.00464 - sys: 0.00329 - norm: 0.90501 -- stat: 0.00434 - sys: 0.00186 - norm: 0.70119 -- stat: 0.00604 - sys: 0.00164 - norm: 0.71139 -- stat: 0.00353 - sys: 0.00262 - norm: 0.7046699999999999 -- stat: 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-- stat: 0.00545 - sys: 0.00162 - norm: 0.70338 -- stat: 0.00314 - sys: 0.00249 - norm: 0.69687 -- stat: 0.00378 - sys: 0.0014 - norm: 0.46509 -- stat: 0.00548 - sys: 0.00153 - norm: 0.48456 -- stat: 0.00311 - sys: 0.00248 - norm: 0.47136 -- stat: 0.00306 - sys: 0.00165 - norm: 0.27006 -- stat: 0.00385 - sys: 0.00193 - norm: 0.25488 -- stat: 0.0024 - sys: 0.00307 - norm: 0.26417999999999997 -- stat: 0.00166 - sys: 0.00233 - norm: 0.12795 -- stat: 0.00166 - sys: 0.00404 - norm: 0.12795 -- stat: 0.00541 - sys: 0.00689 - norm: 1.24377 -- stat: 0.00541 - sys: 0.00398 - norm: 1.24377 -- stat: 0.00636 - sys: 0.00233 - norm: 1.1327699999999998 -- stat: 0.00636 - sys: 0.00404 - norm: 1.1327699999999998 -- stat: 0.00577 - sys: 0.0022 - norm: 1.07181 -- stat: 0.00698 - sys: 0.00225 - norm: 1.05801 -- stat: 0.00445 - sys: 0.00374 - norm: 1.0662 -- stat: 0.00525 - sys: 0.00198 - norm: 0.96414 -- stat: 0.0068 - sys: 0.00212 - norm: 1.00575 -- stat: 0.00416 - sys: 0.0035 - norm: 0.97965 -- stat: 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norm: 0.02397 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rqcd.yaml new file mode 100644 index 0000000000..70ae8d67d3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rqcd.yaml @@ -0,0 +1,545 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0062 + sys: 0.00736 + norm: 1.20615 +- stat: 0.00429 + sys: 0.00485 + norm: 1.1540400000000002 +- stat: 0.00404 + sys: 0.0079 + norm: 1.17537 +- stat: 0.00356 + sys: 0.00532 + norm: 1.16778 +- stat: 0.00392 + sys: 0.0043 + norm: 1.13304 +- stat: 0.0049 + sys: 0.00475 + norm: 1.1065800000000001 +- stat: 0.00622 + sys: 0.00779 + norm: 1.16946 +- stat: 0.00289 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b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rzero.yaml @@ -0,0 +1,545 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.006 + sys: 0.00714 + norm: 1.16802 +- stat: 0.00424 + sys: 0.0048 + norm: 1.14165 +- stat: 0.00388 + sys: 0.00762 + norm: 1.1313900000000001 +- stat: 0.00351 + sys: 0.00525 + norm: 1.15041 +- stat: 0.0039 + sys: 0.00426 + norm: 1.1268 +- stat: 0.00489 + sys: 0.00475 + norm: 1.10358 +- stat: 0.00596 + sys: 0.00747 + norm: 1.12143 +- stat: 0.00284 + sys: 0.00506 + norm: 1.14747 +- stat: 0.00396 + sys: 0.00447 + norm: 1.13028 +- stat: 0.00474 + sys: 0.00409 + norm: 1.09371 +- stat: 0.00481 + sys: 0.00395 + norm: 1.0215299999999998 +- stat: 0.00536 + sys: 0.00518 + norm: 0.9132 +- stat: 0.00476 + sys: 0.00506 + norm: 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0.00059 + norm: 0.20201999999999998 +- stat: 0.00112 + sys: 0.00048 + norm: 0.08634 +- stat: 0.00057 + sys: 0.00048 + norm: 0.027270000000000003 +- stat: 0.00365 + sys: 0.00057 + norm: 0.35523 +- stat: 0.00273 + sys: 0.00059 + norm: 0.1797 +- stat: 0.00189 + sys: 0.00052 + norm: 0.08172 +- stat: 0.00098 + sys: 0.00043 + norm: 0.024959999999999996 +- stat: 0.00366 + sys: 0.0005 + norm: 0.18273 +- stat: 0.00248 + sys: 0.00047 + norm: 0.08895 +- stat: 0.0013 + sys: 0.00028 + norm: 0.023939999999999996 From b20f5e207a04f84effac25e425a3d137984ae7fd Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Sat, 12 Oct 2024 09:54:49 +0200 Subject: [PATCH 007/138] improve variant error msg --- validphys2/src/validphys/commondataparser.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 6def4d2dfd..9583393b39 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -429,10 +429,8 @@ def check(self): raise ValidationError(f"Missing `data_central` field for {self.name}") if not self.data_uncertainties: - ermsg = f"Missing `data_uncertainties` for {self.name}." - # be polite - if "legacy" in self.variants: - ermsg += " Maybe you intended to use `variant: legacy`?" + ermsg = f"""Missing `data_uncertainties` for {self.name}. + Select one of the variants: {list(self.variants.keys())}""" raise ValidationError(ermsg) # Check that plotting.plot_x is being filled From a6eac0016dd7c1c4750cc5ba2f07f4516e57ab4c Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 14 Oct 2024 09:01:13 +0200 Subject: [PATCH 008/138] adding deuteron data --- .../data_rqcd.yaml | 160 +++ .../data_rzero.yaml | 160 +++ .../BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py | 122 ++ .../kinematics.yaml | 1273 +++++++++++++++++ .../BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 69 + .../rawdata/Table10.csv | 32 + .../rawdata/Table11.csv | 31 + .../rawdata/Table12.csv | 26 + .../rawdata/Table13.csv | 17 + .../rawdata/Table14.csv | 21 + .../rawdata/Table15.csv | 26 + .../rawdata/Table16.csv | 27 + .../rawdata/Table17.csv | 29 + .../rawdata/Table18.csv | 30 + .../rawdata/Table19.csv | 31 + .../rawdata/Table2.csv | 17 + .../rawdata/Table20.csv | 32 + .../rawdata/Table21.csv | 32 + .../rawdata/Table22.csv | 31 + .../rawdata/Table23.csv | 26 + .../rawdata/Table3.csv | 21 + .../rawdata/Table4.csv | 26 + .../rawdata/Table5.csv | 27 + .../rawdata/Table6.csv | 29 + .../rawdata/Table7.csv | 30 + .../rawdata/Table8.csv | 31 + .../rawdata/Table9.csv | 32 + .../uncertainties_rqcd.yaml | 491 +++++++ .../uncertainties_rzero.yaml | 491 +++++++ .../BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py | 6 +- 30 files changed, 3373 insertions(+), 3 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table11.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table12.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table13.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table14.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table15.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table16.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table2.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table3.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table4.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table5.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table6.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table7.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table8.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table9.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rqcd.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml new file mode 100644 index 0000000000..d27d01ea99 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml @@ -0,0 +1,160 @@ +data_central: +- 0.38165 +- 0.3836 +- 0.36055 +- 0.36655 +- 0.33304 +- 0.31578 +- 0.27821 +- 0.36055 +- 0.34403 +- 0.31458 +- 0.28755 +- 0.25894 +- 0.18309 +- 0.12077 +- 0.33974 +- 0.30259 +- 0.27928 +- 0.24846 +- 0.18897 +- 0.11864 +- 0.05873 +- 0.39517 +- 0.33773 +- 0.30863 +- 0.27217 +- 0.2397 +- 0.17921 +- 0.12121 +- 0.05719 +- 0.02809 +- 0.38663 +- 0.36425 +- 0.34631 +- 0.31282 +- 0.27346 +- 0.23833 +- 0.17414 +- 0.11297 +- 0.06293 +- 0.02872 +- 0.37191 +- 0.33812 +- 0.30169 +- 0.27142 +- 0.23372 +- 0.18573 +- 0.11777 +- 0.05927 +- 0.02676 +- 0.36414 +- 0.34444 +- 0.30175 +- 0.2684 +- 0.23571 +- 0.17887 +- 0.10969 +- 0.05603 +- 0.02864 +- 0.33278 +- 0.30764 +- 0.27095 +- 0.23997 +- 0.17794 +- 0.1094 +- 0.05914 +- 0.02373 +- 0.37969 +- 0.3278 +- 0.30751 +- 0.2644 +- 0.23397 +- 0.17863 +- 0.10807 +- 0.0555 +- 0.02496 +- 0.00868 +- 0.37547 +- 0.3337 +- 0.29904 +- 0.26675 +- 0.22177 +- 0.17134 +- 0.10665 +- 0.05434 +- 0.02529 +- 0.00986 +- 0.33244 +- 0.30168 +- 0.26706 +- 0.22432 +- 0.1715 +- 0.10488 +- 0.05401 +- 0.02384 +- 0.00895 +- 0.33497 +- 0.31585 +- 0.26203 +- 0.22336 +- 0.16813 +- 0.10201 +- 0.05363 +- 0.02474 +- 0.00917 +- 0.32518 +- 0.29215 +- 0.25251 +- 0.21766 +- 0.16549 +- 0.10335 +- 0.05314 +- 0.02346 +- 0.00854 +- 0.29697 +- 0.25211 +- 0.22559 +- 0.16244 +- 0.09967 +- 0.05192 +- 0.02228 +- 0.00794 +- 0.25361 +- 0.20918 +- 0.16033 +- 0.09833 +- 0.05267 +- 0.02283 +- 0.00796 +- 0.25124 +- 0.21299 +- 0.16099 +- 0.0958 +- 0.04833 +- 0.02083 +- 0.00749 +- 0.21647 +- 0.15219 +- 0.09372 +- 0.05057 +- 0.02226 +- 0.008 +- 0.20187 +- 0.1587 +- 0.09366 +- 0.04886 +- 0.02 +- 0.00658 +- 0.14921 +- 0.08823 +- 0.04519 +- 0.01974 +- 0.00634 +- 0.09061 +- 0.03951 +- 0.0182 +- 0.00542 +- 0.04192 +- 0.01614 +- 0.00642 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml new file mode 100644 index 0000000000..44800baf62 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml @@ -0,0 +1,160 @@ +data_central: +- 0.36575 +- 0.36092 +- 0.3536 +- 0.35702 +- 0.33013 +- 0.31451 +- 0.27761 +- 0.34834 +- 0.34016 +- 0.31298 +- 0.28678 +- 0.25851 +- 0.1829 +- 0.12068 +- 0.33475 +- 0.30061 +- 0.27833 +- 0.24795 +- 0.18873 +- 0.11853 +- 0.05869 +- 0.3742 +- 0.33123 +- 0.30601 +- 0.27099 +- 0.23909 +- 0.17893 +- 0.12108 +- 0.05714 +- 0.02807 +- 0.3604 +- 0.35627 +- 0.3378 +- 0.30947 +- 0.27198 +- 0.23758 +- 0.17382 +- 0.11283 +- 0.06287 +- 0.02869 +- 0.36119 +- 0.33493 +- 0.29923 +- 0.26953 +- 0.23279 +- 0.18531 +- 0.11759 +- 0.0592 +- 0.02673 +- 0.3501 +- 0.34013 +- 0.29883 +- 0.26596 +- 0.2345 +- 0.17836 +- 0.10949 +- 0.05595 +- 0.02861 +- 0.3272 +- 0.30541 +- 0.26906 +- 0.23886 +- 0.17729 +- 0.10915 +- 0.05904 +- 0.0237 +- 0.36758 +- 0.32015 +- 0.30445 +- 0.26196 +- 0.23258 +- 0.17803 +- 0.10785 +- 0.05542 +- 0.02494 +- 0.00867 +- 0.35901 +- 0.329 +- 0.29533 +- 0.26515 +- 0.2206 +- 0.17081 +- 0.10638 +- 0.05424 +- 0.02526 +- 0.00984 +- 0.32609 +- 0.2966 +- 0.26491 +- 0.22277 +- 0.17085 +- 0.10466 +- 0.05392 +- 0.02382 +- 0.00894 +- 0.32622 +- 0.31237 +- 0.25915 +- 0.22205 +- 0.16732 +- 0.10172 +- 0.05353 +- 0.0247 +- 0.00916 +- 0.31362 +- 0.28775 +- 0.24923 +- 0.21609 +- 0.16457 +- 0.10302 +- 0.05301 +- 0.02343 +- 0.00852 +- 0.2909 +- 0.24968 +- 0.22351 +- 0.16165 +- 0.09925 +- 0.05178 +- 0.02224 +- 0.00792 +- 0.25033 +- 0.20662 +- 0.15936 +- 0.09781 +- 0.05248 +- 0.02278 +- 0.00794 +- 0.24686 +- 0.21105 +- 0.15969 +- 0.09539 +- 0.04811 +- 0.02076 +- 0.00747 +- 0.2138 +- 0.15057 +- 0.09319 +- 0.0504 +- 0.02218 +- 0.00798 +- 0.19842 +- 0.15741 +- 0.09295 +- 0.04865 +- 0.01993 +- 0.00657 +- 0.14745 +- 0.08773 +- 0.04489 +- 0.01965 +- 0.00631 +- 0.08977 +- 0.0393 +- 0.01814 +- 0.00541 +- 0.04154 +- 0.01605 +- 0.00639 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py new file mode 100644 index 0000000000..da80c3f619 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py @@ -0,0 +1,122 @@ +""" +Implement BCDMS_NC_NOTFIXED_D_HEPDATA data form Hpedata reference. +We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. +The legacy implementation of BCDMS_NC_NOTFIXED_D is given by the not averaged $\sqrt{s}$ for R=0, +so it has almost twice number of datapoints. +""" + +import pathlib + +import numpy as np +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent +VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} + +def read_tables(tables): + """Parse Tables.""" + dfs = pd.DataFrame() + for table_id in range(tables[0], tables[1] + 1): + file = HERE / "rawdata" / f"Table{table_id}.csv" + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[12:-1]], + columns=[ + "Q2", + "F2", + "stat+", + "stat-", + "sys+", + "sys-", + "norm+", + "norm-", + ], + ) + df["x"] = float(lines[10].split(",")[1]) + if dfs.empty: + dfs = df + else: + dfs = pd.concat([dfs, df], ignore_index=True) + dfs["norm+"] = [float(x[:-1]) for x in dfs["norm+"]] + dfs["norm-"] = [float(x[:-2]) for x in dfs["norm-"]] + dfs = dfs.astype(float) + dfs["norm+"] *= abs(dfs.F2) + dfs["norm-"] *= abs(dfs.F2) + + # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + return dfs.sort_values(["Q2", "x"]) + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "normalization uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + "norm": float(row["norm+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / f"uncertainties_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + dfs = [] + for tables in VARIANTS.values(): + dfs.append(read_tables(tables)) + + # check kinematic is the same for the 2 variants + np.testing.assert_allclose(dfs[0].x, dfs[1].x) + np.testing.assert_allclose(dfs[0].Q2, dfs[1].Q2) + + for df, variant in zip(dfs, VARIANTS): + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml new file mode 100644 index 0000000000..208a7c0300 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml @@ -0,0 +1,1273 @@ +bins: +- Q2: + min: null + mid: 8.75 + max: null + x: + min: null + mid: 0.07 + max: null +- Q2: + min: null + mid: 10.25 + max: null + x: + min: null + mid: 0.07 + max: null +- Q2: + min: null + mid: 10.25 + max: null + x: + min: null + mid: 0.1 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + mid: 0.1 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + 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0.75 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml new file mode 100644 index 0000000000..6c6aca8396 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -0,0 +1,69 @@ +setname: BCDMS_NC_NOTFIXED_D_HEPDATA +version: 1 +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) deuteron, averaged on $\sqrt{s}$ +nnpdf_metadata: + nnpdf31_process: DIS NC + experiment: BCDMS +arXiv: + url: https://arxiv.org/abs/ + journal: Phys. Lett. B223 (1989) 485 +iNSPIRE: + url: https://inspirehep.net/literature/285497 +hepdata: + url: https://www.hepdata.net/record/ins285497 + version: 1 + +implemented_observables: +- observable_name: EM-F2 + observable: + description: Deep Inelastic Scattering + label: BCDMS $d$ + units: '' + process_type: DIS_F2D + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] + npoints: [] + ndata: 159 + data_uncertainties: [] + data_central: data_rqcd.yaml + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: Q2 + units: '$GeV^2$' + file: kinematics.yaml + plotting: + kinematics_override: dis_sqrt_scale + dataset_label: BCDMS $d$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_HEPDATA_D_F2 + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv new file mode 100644 index 0000000000..ecedad43e2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t10 +#: name: Table 10 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table10.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.55 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +15.0,0.05869,0.00241,-0.00241,0.00268,-0.00268,3.0%,-3.0% +17.0,0.05714,0.00256,-0.00256,0.00229,-0.00229,3.0%,-3.0% +19.0,0.06287,0.00303,-0.00303,0.00206,-0.00206,3.0%,-3.0% +21.5,0.0592,0.00264,-0.00264,0.00177,-0.00177,3.0%,-3.0% +24.5,0.05595,0.0028,-0.0028,0.00147,-0.00147,3.0%,-3.0% +28.0,0.05904,0.00172,-0.00172,0.0013,-0.0013,3.0%,-3.0% +32.5,0.05542,0.00128,-0.00128,0.00149,-0.00149,3.0%,-3.0% +37.5,0.05424,0.00144,-0.00144,0.00125,-0.00125,3.0%,-3.0% +43.0,0.05392,0.0011,-0.0011,0.00128,-0.00128,3.0%,-3.0% +49.5,0.05353,0.00114,-0.00114,0.00111,-0.00111,3.0%,-3.0% +57.0,0.05301,0.00114,-0.00114,0.00088,-0.00088,3.0%,-3.0% +65.5,0.05178,0.0012,-0.0012,0.00076,-0.00076,3.0%,-3.0% +75.0,0.05248,0.00132,-0.00132,0.00068,-0.00068,3.0%,-3.0% +86.0,0.04811,0.00142,-0.00142,0.00057,-0.00057,3.0%,-3.0% +99.0,0.0504,0.00176,-0.00176,0.00057,-0.00057,3.0%,-3.0% +115.5,0.04865,0.00175,-0.00175,0.00048,-0.00048,3.0%,-3.0% +137.5,0.04489,0.00184,-0.00184,0.00042,-0.00042,3.0%,-3.0% +175.0,0.0393,0.00312,-0.00312,0.0004,-0.0004,3.0%,-3.0% +230.0,0.04154,0.00459,-0.00459,0.00036,-0.00036,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table11.csv new file mode 100644 index 0000000000..c775e52a2b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table11.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t11 +#: name: Table 11 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table11.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.65 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +17.0,0.02807,0.00152,-0.00152,0.0032,-0.0032,3.0%,-3.0% +19.0,0.02869,0.00176,-0.00176,0.00284,-0.00284,3.0%,-3.0% +21.5,0.02673,0.00151,-0.00151,0.00241,-0.00241,3.0%,-3.0% +24.5,0.02861,0.00183,-0.00183,0.0022,-0.0022,3.0%,-3.0% +28.0,0.0237,0.00159,-0.00159,0.00154,-0.00154,3.0%,-3.0% +32.5,0.02494,0.00075,-0.00075,0.0017,-0.0017,3.0%,-3.0% +37.5,0.02526,0.00087,-0.00087,0.00152,-0.00152,3.0%,-3.0% +43.0,0.02382,0.00067,-0.00067,0.00151,-0.00151,3.0%,-3.0% +49.5,0.0247,0.0007,-0.0007,0.00137,-0.00137,3.0%,-3.0% +57.0,0.02343,0.00069,-0.00069,0.00107,-0.00107,3.0%,-3.0% +65.5,0.02224,0.00074,-0.00074,0.00081,-0.00081,3.0%,-3.0% +75.0,0.02278,0.00083,-0.00083,0.00071,-0.00071,3.0%,-3.0% +86.0,0.02076,0.00091,-0.00091,0.00054,-0.00054,3.0%,-3.0% +99.0,0.02218,0.00103,-0.00103,0.0005,-0.0005,3.0%,-3.0% +115.5,0.01993,0.0011,-0.0011,0.00042,-0.00042,3.0%,-3.0% +137.5,0.01965,0.00126,-0.00126,0.00035,-0.00035,3.0%,-3.0% +175.0,0.01814,0.00238,-0.00238,0.00033,-0.00033,3.0%,-3.0% +230.0,0.01605,0.00263,-0.00263,0.00024,-0.00024,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table12.csv new file mode 100644 index 0000000000..54e7f7bd73 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table12.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t12 +#: name: Table 12 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table12.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.75 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +32.5,0.00867,0.00054,-0.00054,0.00107,-0.00107,3.0%,-3.0% +37.5,0.00984,0.00073,-0.00073,0.00107,-0.00107,3.0%,-3.0% +43.0,0.00894,0.00038,-0.00038,0.00128,-0.00128,3.0%,-3.0% +49.5,0.00916,0.00042,-0.00042,0.00118,-0.00118,3.0%,-3.0% +57.0,0.00852,0.00042,-0.00042,0.00109,-0.00109,3.0%,-3.0% +65.5,0.00792,0.00044,-0.00044,0.0009,-0.0009,3.0%,-3.0% +75.0,0.00794,0.00048,-0.00048,0.0008,-0.0008,3.0%,-3.0% +86.0,0.00747,0.00051,-0.00051,0.00062,-0.00062,3.0%,-3.0% +99.0,0.00798,0.00059,-0.00059,0.00054,-0.00054,3.0%,-3.0% +115.5,0.00657,0.00063,-0.00063,0.00045,-0.00045,3.0%,-3.0% +137.5,0.00631,0.00067,-0.00067,0.00035,-0.00035,3.0%,-3.0% +175.0,0.00541,0.00116,-0.00116,0.00028,-0.00028,3.0%,-3.0% +230.0,0.00639,0.00172,-0.00172,0.00021,-0.00021,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table13.csv new file mode 100644 index 0000000000..2f3fba0249 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table13.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t13 +#: name: Table 13 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table13.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +8.75,0.38165,0.00671,-0.00671,0.00708,-0.00708,3.0%,-3.0% +10.25,0.3836,0.00644,-0.00644,0.00766,-0.00766,3.0%,-3.0% +17.0,0.39517,0.00724,-0.00724,0.00656,-0.00656,3.0%,-3.0% +19.0,0.38663,0.0064,-0.0064,0.00651,-0.00651,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table14.csv new file mode 100644 index 0000000000..7af87d0185 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table14.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t14 +#: name: Table 14 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table14.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +10.25,0.36055,0.00446,-0.00446,0.00469,-0.00469,3.0%,-3.0% +11.75,0.36655,0.00475,-0.00475,0.00488,-0.00488,3.0%,-3.0% +13.25,0.36055,0.00506,-0.00506,0.00443,-0.00443,3.0%,-3.0% +19.0,0.36425,0.00476,-0.00476,0.00333,-0.00333,3.0%,-3.0% +21.5,0.37191,0.00404,-0.00404,0.00364,-0.00364,3.0%,-3.0% +24.5,0.36414,0.00433,-0.00433,0.00303,-0.00303,3.0%,-3.0% +32.5,0.37969,0.00761,-0.00761,0.00535,-0.00535,3.0%,-3.0% +37.5,0.37547,0.0084,-0.0084,0.00459,-0.00459,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table15.csv new file mode 100644 index 0000000000..1eee96d370 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table15.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t15 +#: name: Table 15 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table15.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.33304,0.00508,-0.00508,0.00385,-0.00385,3.0%,-3.0% +13.25,0.34403,0.0055,-0.0055,0.00402,-0.00402,3.0%,-3.0% +15.0,0.33974,0.00505,-0.00505,0.00391,-0.00391,3.0%,-3.0% +17.0,0.33773,0.00565,-0.00565,0.00371,-0.00371,3.0%,-3.0% +19.0,0.34631,0.00648,-0.00648,0.00364,-0.00364,3.0%,-3.0% +21.5,0.33812,0.00438,-0.00438,0.00282,-0.00282,3.0%,-3.0% +24.5,0.34444,0.00463,-0.00463,0.00329,-0.00329,3.0%,-3.0% +28.0,0.33278,0.00426,-0.00426,0.00237,-0.00237,3.0%,-3.0% +32.5,0.3278,0.00431,-0.00431,0.00232,-0.00232,3.0%,-3.0% +37.5,0.3337,0.00837,-0.00837,0.00398,-0.00398,3.0%,-3.0% +43.0,0.33244,0.00834,-0.00834,0.00372,-0.00372,3.0%,-3.0% +49.5,0.33497,0.00884,-0.00884,0.00374,-0.00374,3.0%,-3.0% +57.0,0.32518,0.01028,-0.01028,0.00364,-0.00364,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table16.csv new file mode 100644 index 0000000000..cd9d19812f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table16.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t16 +#: name: Table 16 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table16.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.31578,0.00601,-0.00601,0.00371,-0.00371,3.0%,-3.0% +13.25,0.31458,0.00608,-0.00608,0.00357,-0.00357,3.0%,-3.0% +15.0,0.30259,0.00548,-0.00548,0.00338,-0.00338,3.0%,-3.0% +17.0,0.30863,0.00617,-0.00617,0.00346,-0.00346,3.0%,-3.0% +19.0,0.31282,0.00675,-0.00675,0.00352,-0.00352,3.0%,-3.0% +21.5,0.30169,0.00378,-0.00378,0.00275,-0.00275,3.0%,-3.0% +24.5,0.30175,0.00411,-0.00411,0.00236,-0.00236,3.0%,-3.0% +28.0,0.30764,0.00468,-0.00468,0.0022,-0.0022,3.0%,-3.0% +32.5,0.30751,0.00373,-0.00373,0.00199,-0.00199,3.0%,-3.0% +37.5,0.29904,0.00349,-0.00349,0.00149,-0.00149,3.0%,-3.0% +43.0,0.30168,0.00349,-0.00349,0.00137,-0.00137,3.0%,-3.0% +49.5,0.31585,0.00932,-0.00932,0.00336,-0.00336,3.0%,-3.0% +57.0,0.29215,0.00642,-0.00642,0.00158,-0.00158,3.0%,-3.0% +65.5,0.29697,0.00685,-0.00685,0.00173,-0.00173,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv new file mode 100644 index 0000000000..2f02405aa1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t17 +#: name: Table 17 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table17.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.27821,0.00563,-0.00563,0.0032,-0.0032,3.0%,-3.0% +13.25,0.28755,0.00596,-0.00596,0.00331,-0.00331,3.0%,-3.0% +15.0,0.27928,0.00537,-0.00537,0.00307,-0.00307,3.0%,-3.0% +17.0,0.27217,0.00562,-0.00562,0.00294,-0.00294,3.0%,-3.0% +19.0,0.27346,0.00618,-0.00618,0.00301,-0.00301,3.0%,-3.0% +21.5,0.27142,0.0056,-0.0056,0.00305,-0.00305,3.0%,-3.0% +24.5,0.2684,0.00627,-0.00627,0.00282,-0.00282,3.0%,-3.0% +28.0,0.27095,0.00349,-0.00349,0.0013,-0.0013,3.0%,-3.0% +32.5,0.2644,0.00337,-0.00337,0.00139,-0.00139,3.0%,-3.0% +37.5,0.26675,0.00313,-0.00313,0.00144,-0.00144,3.0%,-3.0% +43.0,0.26706,0.00308,-0.00308,0.00145,-0.00145,3.0%,-3.0% +49.5,0.26203,0.00313,-0.00313,0.00165,-0.00165,3.0%,-3.0% +57.0,0.25251,0.00354,-0.00354,0.00102,-0.00102,3.0%,-3.0% +65.5,0.25211,0.00603,-0.00603,0.00135,-0.00135,3.0%,-3.0% +75.0,0.25361,0.00653,-0.00653,0.00111,-0.00111,3.0%,-3.0% +86.0,0.25124,0.00711,-0.00711,0.00121,-0.00121,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv new file mode 100644 index 0000000000..a90e920d61 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t18 +#: name: Table 18 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table18.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.25894,0.00632,-0.00632,0.00291,-0.00291,3.0%,-3.0% +15.0,0.24846,0.00544,-0.00544,0.00319,-0.00319,3.0%,-3.0% +17.0,0.2397,0.0057,-0.0057,0.00263,-0.00263,3.0%,-3.0% +19.0,0.23833,0.00626,-0.00626,0.00282,-0.00282,3.0%,-3.0% +21.5,0.23372,0.00553,-0.00553,0.00244,-0.00244,3.0%,-3.0% +24.5,0.23571,0.00438,-0.00438,0.00137,-0.00137,3.0%,-3.0% +28.0,0.23997,0.00307,-0.00307,0.00135,-0.00135,3.0%,-3.0% +32.5,0.23397,0.00307,-0.00307,0.00114,-0.00114,3.0%,-3.0% +37.5,0.22177,0.00267,-0.00267,0.001,-0.001,3.0%,-3.0% +43.0,0.22432,0.00267,-0.00267,0.00088,-0.00088,3.0%,-3.0% +49.5,0.22336,0.00305,-0.00305,0.0012,-0.0012,3.0%,-3.0% +57.0,0.21766,0.00297,-0.00297,0.0009,-0.0009,3.0%,-3.0% +65.5,0.22559,0.00372,-0.00372,0.0012,-0.0012,3.0%,-3.0% +75.0,0.20918,0.00372,-0.00372,0.00154,-0.00154,3.0%,-3.0% +86.0,0.21299,0.00658,-0.00658,0.00094,-0.00094,3.0%,-3.0% +99.0,0.21647,0.00874,-0.00874,0.00081,-0.00081,3.0%,-3.0% +115.5,0.20187,0.00934,-0.00934,0.00083,-0.00083,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv new file mode 100644 index 0000000000..5800c9355c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t19 +#: name: Table 19 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table19.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.18309,0.00423,-0.00423,0.00236,-0.00236,3.0%,-3.0% +15.0,0.18897,0.00387,-0.00387,0.00241,-0.00241,3.0%,-3.0% +17.0,0.17921,0.00399,-0.00399,0.00191,-0.00191,3.0%,-3.0% +19.0,0.17414,0.00417,-0.00417,0.00197,-0.00197,3.0%,-3.0% +21.5,0.18573,0.00394,-0.00394,0.00204,-0.00204,3.0%,-3.0% +24.5,0.17887,0.00289,-0.00289,0.00132,-0.00132,3.0%,-3.0% +28.0,0.17794,0.00269,-0.00269,0.00109,-0.00109,3.0%,-3.0% +32.5,0.17863,0.00204,-0.00204,0.00097,-0.00097,3.0%,-3.0% +37.5,0.17134,0.0019,-0.0019,0.00074,-0.00074,3.0%,-3.0% +43.0,0.1715,0.00178,-0.00178,0.00099,-0.00099,3.0%,-3.0% +49.5,0.16813,0.00179,-0.00179,0.00076,-0.00076,3.0%,-3.0% +57.0,0.16549,0.0018,-0.0018,0.00087,-0.00087,3.0%,-3.0% +65.5,0.16244,0.00209,-0.00209,0.00078,-0.00078,3.0%,-3.0% +75.0,0.16033,0.00247,-0.00247,0.00102,-0.00102,3.0%,-3.0% +86.0,0.16099,0.00257,-0.00257,0.00073,-0.00073,3.0%,-3.0% +99.0,0.15219,0.00275,-0.00275,0.00057,-0.00057,3.0%,-3.0% +115.5,0.1587,0.00577,-0.00577,0.00066,-0.00066,3.0%,-3.0% +137.5,0.14921,0.00589,-0.00589,0.00062,-0.00062,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table2.csv new file mode 100644 index 0000000000..cd429ca093 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table2.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t2 +#: name: Table 2 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table2.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.07 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +8.75,0.36575,0.00643,-0.00643,0.00679,-0.00679,3.0%,-3.0% +10.25,0.36092,0.00606,-0.00606,0.00721,-0.00721,3.0%,-3.0% +17.0,0.3742,0.00686,-0.00686,0.00622,-0.00622,3.0%,-3.0% +19.0,0.3604,0.00597,-0.00597,0.00608,-0.00608,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv new file mode 100644 index 0000000000..6e8675bfce --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t20 +#: name: Table 20 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table20.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.12077,0.00403,-0.00403,0.00236,-0.00236,3.0%,-3.0% +15.0,0.11864,0.00364,-0.00364,0.00218,-0.00218,3.0%,-3.0% +17.0,0.12121,0.00388,-0.00388,0.00204,-0.00204,3.0%,-3.0% +19.0,0.11297,0.00402,-0.00402,0.00194,-0.00194,3.0%,-3.0% +21.5,0.11777,0.00368,-0.00368,0.00171,-0.00171,3.0%,-3.0% +24.5,0.10969,0.00246,-0.00246,0.00111,-0.00111,3.0%,-3.0% +28.0,0.1094,0.00232,-0.00232,0.00104,-0.00104,3.0%,-3.0% +32.5,0.10807,0.00176,-0.00176,0.00107,-0.00107,3.0%,-3.0% +37.5,0.10665,0.00197,-0.00197,0.00097,-0.00097,3.0%,-3.0% +43.0,0.10488,0.00154,-0.00154,0.00099,-0.00099,3.0%,-3.0% +49.5,0.10201,0.00154,-0.00154,0.0008,-0.0008,3.0%,-3.0% +57.0,0.10335,0.00154,-0.00154,0.0008,-0.0008,3.0%,-3.0% +65.5,0.09967,0.0016,-0.0016,0.00068,-0.00068,3.0%,-3.0% +75.0,0.09833,0.00191,-0.00191,0.00062,-0.00062,3.0%,-3.0% +86.0,0.0958,0.00218,-0.00218,0.00061,-0.00061,3.0%,-3.0% +99.0,0.09372,0.00227,-0.00227,0.00054,-0.00054,3.0%,-3.0% +115.5,0.09366,0.00229,-0.00229,0.00054,-0.00054,3.0%,-3.0% +137.5,0.08823,0.00488,-0.00488,0.00048,-0.00048,3.0%,-3.0% +175.0,0.09061,0.00464,-0.00464,0.00052,-0.00052,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv new file mode 100644 index 0000000000..73fbfb5522 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t21 +#: name: Table 21 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table21.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +15.0,0.05873,0.00241,-0.00241,0.00268,-0.00268,3.0%,-3.0% +17.0,0.05719,0.00256,-0.00256,0.0023,-0.0023,3.0%,-3.0% +19.0,0.06293,0.00303,-0.00303,0.00206,-0.00206,3.0%,-3.0% +21.5,0.05927,0.00264,-0.00264,0.00177,-0.00177,3.0%,-3.0% +24.5,0.05603,0.0028,-0.0028,0.00147,-0.00147,3.0%,-3.0% +28.0,0.05914,0.00172,-0.00172,0.00132,-0.00132,3.0%,-3.0% +32.5,0.0555,0.00128,-0.00128,0.00149,-0.00149,3.0%,-3.0% +37.5,0.05434,0.00144,-0.00144,0.00125,-0.00125,3.0%,-3.0% +43.0,0.05401,0.00111,-0.00111,0.0013,-0.0013,3.0%,-3.0% +49.5,0.05363,0.00114,-0.00114,0.00111,-0.00111,3.0%,-3.0% +57.0,0.05314,0.00114,-0.00114,0.0009,-0.0009,3.0%,-3.0% +65.5,0.05192,0.0012,-0.0012,0.00076,-0.00076,3.0%,-3.0% +75.0,0.05267,0.00132,-0.00132,0.00068,-0.00068,3.0%,-3.0% +86.0,0.04833,0.00143,-0.00143,0.00057,-0.00057,3.0%,-3.0% +99.0,0.05057,0.00177,-0.00177,0.00057,-0.00057,3.0%,-3.0% +115.5,0.04886,0.00176,-0.00176,0.00048,-0.00048,3.0%,-3.0% +137.5,0.04519,0.00185,-0.00185,0.00042,-0.00042,3.0%,-3.0% +175.0,0.03951,0.00314,-0.00314,0.00042,-0.00042,3.0%,-3.0% +230.0,0.04192,0.00463,-0.00463,0.00036,-0.00036,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv new file mode 100644 index 0000000000..e86e8cf5cf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t22 +#: name: Table 22 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table22.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +17.0,0.02809,0.00152,-0.00152,0.0032,-0.0032,3.0%,-3.0% +19.0,0.02872,0.00176,-0.00176,0.00284,-0.00284,3.0%,-3.0% +21.5,0.02676,0.00151,-0.00151,0.00241,-0.00241,3.0%,-3.0% +24.5,0.02864,0.00183,-0.00183,0.0022,-0.0022,3.0%,-3.0% +28.0,0.02373,0.00159,-0.00159,0.00156,-0.00156,3.0%,-3.0% +32.5,0.02496,0.00076,-0.00076,0.0017,-0.0017,3.0%,-3.0% +37.5,0.02529,0.00087,-0.00087,0.00152,-0.00152,3.0%,-3.0% +43.0,0.02384,0.00067,-0.00067,0.00152,-0.00152,3.0%,-3.0% +49.5,0.02474,0.0007,-0.0007,0.00137,-0.00137,3.0%,-3.0% +57.0,0.02346,0.00069,-0.00069,0.00107,-0.00107,3.0%,-3.0% +65.5,0.02228,0.00074,-0.00074,0.00081,-0.00081,3.0%,-3.0% +75.0,0.02283,0.00083,-0.00083,0.00071,-0.00071,3.0%,-3.0% +86.0,0.02083,0.00092,-0.00092,0.00054,-0.00054,3.0%,-3.0% +99.0,0.02226,0.00103,-0.00103,0.0005,-0.0005,3.0%,-3.0% +115.5,0.02,0.00111,-0.00111,0.00042,-0.00042,3.0%,-3.0% +137.5,0.01974,0.00127,-0.00127,0.00035,-0.00035,3.0%,-3.0% +175.0,0.0182,0.00239,-0.00239,0.00035,-0.00035,3.0%,-3.0% +230.0,0.01614,0.00264,-0.00264,0.00024,-0.00024,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv new file mode 100644 index 0000000000..4a20a582be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t23 +#: name: Table 23 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table23.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +32.5,0.00868,0.00054,-0.00054,0.00107,-0.00107,3.0%,-3.0% +37.5,0.00986,0.00073,-0.00073,0.00107,-0.00107,3.0%,-3.0% +43.0,0.00895,0.00039,-0.00039,0.00128,-0.00128,3.0%,-3.0% +49.5,0.00917,0.00042,-0.00042,0.0012,-0.0012,3.0%,-3.0% +57.0,0.00854,0.00042,-0.00042,0.00109,-0.00109,3.0%,-3.0% +65.5,0.00794,0.00044,-0.00044,0.0009,-0.0009,3.0%,-3.0% +75.0,0.00796,0.00049,-0.00049,0.0008,-0.0008,3.0%,-3.0% +86.0,0.00749,0.00051,-0.00051,0.00062,-0.00062,3.0%,-3.0% +99.0,0.008,0.0006,-0.0006,0.00054,-0.00054,3.0%,-3.0% +115.5,0.00658,0.00063,-0.00063,0.00045,-0.00045,3.0%,-3.0% +137.5,0.00634,0.00068,-0.00068,0.00035,-0.00035,3.0%,-3.0% +175.0,0.00542,0.00116,-0.00116,0.00028,-0.00028,3.0%,-3.0% +230.0,0.00642,0.00173,-0.00173,0.00021,-0.00021,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table3.csv new file mode 100644 index 0000000000..004d047087 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table3.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t3 +#: name: Table 3 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table3.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.1 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +10.25,0.3536,0.00437,-0.00437,0.00461,-0.00461,3.0%,-3.0% +11.75,0.35702,0.00463,-0.00463,0.00476,-0.00476,3.0%,-3.0% +13.25,0.34834,0.00489,-0.00489,0.00428,-0.00428,3.0%,-3.0% +19.0,0.35627,0.00466,-0.00466,0.00324,-0.00324,3.0%,-3.0% +21.5,0.36119,0.00392,-0.00392,0.00353,-0.00353,3.0%,-3.0% +24.5,0.3501,0.00416,-0.00416,0.00291,-0.00291,3.0%,-3.0% +32.5,0.36758,0.00737,-0.00737,0.00518,-0.00518,3.0%,-3.0% +37.5,0.35901,0.00803,-0.00803,0.0044,-0.0044,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table4.csv new file mode 100644 index 0000000000..0a508ac089 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table4.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t4 +#: name: Table 4 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table4.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.14 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.33013,0.00504,-0.00504,0.00381,-0.00381,3.0%,-3.0% +13.25,0.34016,0.00544,-0.00544,0.00397,-0.00397,3.0%,-3.0% +15.0,0.33475,0.00498,-0.00498,0.00386,-0.00386,3.0%,-3.0% +17.0,0.33123,0.00554,-0.00554,0.00364,-0.00364,3.0%,-3.0% +19.0,0.3378,0.00632,-0.00632,0.00355,-0.00355,3.0%,-3.0% +21.5,0.33493,0.00434,-0.00434,0.00281,-0.00281,3.0%,-3.0% +24.5,0.34013,0.00457,-0.00457,0.00324,-0.00324,3.0%,-3.0% +28.0,0.3272,0.00419,-0.00419,0.00234,-0.00234,3.0%,-3.0% +32.5,0.32015,0.00421,-0.00421,0.00227,-0.00227,3.0%,-3.0% +37.5,0.329,0.00825,-0.00825,0.00391,-0.00391,3.0%,-3.0% +43.0,0.32609,0.00818,-0.00818,0.00365,-0.00365,3.0%,-3.0% +49.5,0.32622,0.00861,-0.00861,0.00365,-0.00365,3.0%,-3.0% +57.0,0.31362,0.00991,-0.00991,0.0035,-0.0035,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table5.csv new file mode 100644 index 0000000000..72be9eb356 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table5.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t5 +#: name: Table 5 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table5.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.18 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.31451,0.00599,-0.00599,0.00369,-0.00369,3.0%,-3.0% +13.25,0.31298,0.00605,-0.00605,0.00355,-0.00355,3.0%,-3.0% +15.0,0.30061,0.00544,-0.00544,0.00334,-0.00334,3.0%,-3.0% +17.0,0.30601,0.00612,-0.00612,0.00343,-0.00343,3.0%,-3.0% +19.0,0.30947,0.00668,-0.00668,0.00348,-0.00348,3.0%,-3.0% +21.5,0.29923,0.00375,-0.00375,0.00274,-0.00274,3.0%,-3.0% +24.5,0.29883,0.00407,-0.00407,0.00234,-0.00234,3.0%,-3.0% +28.0,0.30541,0.00465,-0.00465,0.00218,-0.00218,3.0%,-3.0% +32.5,0.30445,0.00369,-0.00369,0.00197,-0.00197,3.0%,-3.0% +37.5,0.29533,0.00345,-0.00345,0.00145,-0.00145,3.0%,-3.0% +43.0,0.2966,0.00343,-0.00343,0.00133,-0.00133,3.0%,-3.0% +49.5,0.31237,0.00922,-0.00922,0.00333,-0.00333,3.0%,-3.0% +57.0,0.28775,0.00632,-0.00632,0.00154,-0.00154,3.0%,-3.0% +65.5,0.2909,0.00671,-0.00671,0.0017,-0.0017,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table6.csv new file mode 100644 index 0000000000..9219e25ed9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table6.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t6 +#: name: Table 6 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table6.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.225 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.27761,0.00562,-0.00562,0.0032,-0.0032,3.0%,-3.0% +13.25,0.28678,0.00594,-0.00594,0.00331,-0.00331,3.0%,-3.0% +15.0,0.27833,0.00535,-0.00535,0.00307,-0.00307,3.0%,-3.0% +17.0,0.27099,0.0056,-0.0056,0.00293,-0.00293,3.0%,-3.0% +19.0,0.27198,0.00615,-0.00615,0.003,-0.003,3.0%,-3.0% +21.5,0.26953,0.00556,-0.00556,0.00303,-0.00303,3.0%,-3.0% +24.5,0.26596,0.00621,-0.00621,0.00279,-0.00279,3.0%,-3.0% +28.0,0.26906,0.00347,-0.00347,0.00128,-0.00128,3.0%,-3.0% +32.5,0.26196,0.00334,-0.00334,0.00137,-0.00137,3.0%,-3.0% +37.5,0.26515,0.00311,-0.00311,0.00142,-0.00142,3.0%,-3.0% +43.0,0.26491,0.00305,-0.00305,0.00145,-0.00145,3.0%,-3.0% +49.5,0.25915,0.0031,-0.0031,0.00161,-0.00161,3.0%,-3.0% +57.0,0.24923,0.00349,-0.00349,0.00102,-0.00102,3.0%,-3.0% +65.5,0.24968,0.00597,-0.00597,0.00135,-0.00135,3.0%,-3.0% +75.0,0.25033,0.00645,-0.00645,0.00109,-0.00109,3.0%,-3.0% +86.0,0.24686,0.00699,-0.00699,0.00118,-0.00118,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table7.csv new file mode 100644 index 0000000000..0f939a7d1c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table7.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t7 +#: name: Table 7 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table7.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.275 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.25851,0.00631,-0.00631,0.00291,-0.00291,3.0%,-3.0% +15.0,0.24795,0.00543,-0.00543,0.00319,-0.00319,3.0%,-3.0% +17.0,0.23909,0.00569,-0.00569,0.00262,-0.00262,3.0%,-3.0% +19.0,0.23758,0.00624,-0.00624,0.00282,-0.00282,3.0%,-3.0% +21.5,0.23279,0.00551,-0.00551,0.00242,-0.00242,3.0%,-3.0% +24.5,0.2345,0.00436,-0.00436,0.00137,-0.00137,3.0%,-3.0% +28.0,0.23886,0.00306,-0.00306,0.00135,-0.00135,3.0%,-3.0% +32.5,0.23258,0.00305,-0.00305,0.00113,-0.00113,3.0%,-3.0% +37.5,0.2206,0.00266,-0.00266,0.001,-0.001,3.0%,-3.0% +43.0,0.22277,0.00266,-0.00266,0.00087,-0.00087,3.0%,-3.0% +49.5,0.22205,0.00303,-0.00303,0.0012,-0.0012,3.0%,-3.0% +57.0,0.21609,0.00295,-0.00295,0.0009,-0.0009,3.0%,-3.0% +65.5,0.22351,0.00369,-0.00369,0.00118,-0.00118,3.0%,-3.0% +75.0,0.20662,0.00367,-0.00367,0.00152,-0.00152,3.0%,-3.0% +86.0,0.21105,0.00652,-0.00652,0.00092,-0.00092,3.0%,-3.0% +99.0,0.2138,0.00863,-0.00863,0.0008,-0.0008,3.0%,-3.0% +115.5,0.19842,0.00918,-0.00918,0.00081,-0.00081,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table8.csv new file mode 100644 index 0000000000..25b63103ab --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table8.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t8 +#: name: Table 8 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table8.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.35 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.1829,0.00423,-0.00423,0.00236,-0.00236,3.0%,-3.0% +15.0,0.18873,0.00387,-0.00387,0.00241,-0.00241,3.0%,-3.0% +17.0,0.17893,0.00398,-0.00398,0.00191,-0.00191,3.0%,-3.0% +19.0,0.17382,0.00416,-0.00416,0.00197,-0.00197,3.0%,-3.0% +21.5,0.18531,0.00393,-0.00393,0.00204,-0.00204,3.0%,-3.0% +24.5,0.17836,0.00288,-0.00288,0.00132,-0.00132,3.0%,-3.0% +28.0,0.17729,0.00268,-0.00268,0.00109,-0.00109,3.0%,-3.0% +32.5,0.17803,0.00203,-0.00203,0.00095,-0.00095,3.0%,-3.0% +37.5,0.17081,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +43.0,0.17085,0.00177,-0.00177,0.00099,-0.00099,3.0%,-3.0% +49.5,0.16732,0.00178,-0.00178,0.00076,-0.00076,3.0%,-3.0% +57.0,0.16457,0.00179,-0.00179,0.00087,-0.00087,3.0%,-3.0% +65.5,0.16165,0.00208,-0.00208,0.00078,-0.00078,3.0%,-3.0% +75.0,0.15936,0.00246,-0.00246,0.001,-0.001,3.0%,-3.0% +86.0,0.15969,0.00255,-0.00255,0.00073,-0.00073,3.0%,-3.0% +99.0,0.15057,0.00272,-0.00272,0.00057,-0.00057,3.0%,-3.0% +115.5,0.15741,0.00572,-0.00572,0.00064,-0.00064,3.0%,-3.0% +137.5,0.14745,0.00582,-0.00582,0.00061,-0.00061,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table9.csv new file mode 100644 index 0000000000..60a8ff792e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table9.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t9 +#: name: Table 9 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table9.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.45 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.12068,0.00403,-0.00403,0.00236,-0.00236,3.0%,-3.0% +15.0,0.11853,0.00364,-0.00364,0.00218,-0.00218,3.0%,-3.0% +17.0,0.12108,0.00388,-0.00388,0.00204,-0.00204,3.0%,-3.0% +19.0,0.11283,0.00402,-0.00402,0.00194,-0.00194,3.0%,-3.0% +21.5,0.11759,0.00367,-0.00367,0.00171,-0.00171,3.0%,-3.0% +24.5,0.10949,0.00246,-0.00246,0.00111,-0.00111,3.0%,-3.0% +28.0,0.10915,0.00231,-0.00231,0.00104,-0.00104,3.0%,-3.0% +32.5,0.10785,0.00176,-0.00176,0.00106,-0.00106,3.0%,-3.0% +37.5,0.10638,0.00197,-0.00197,0.00097,-0.00097,3.0%,-3.0% +43.0,0.10466,0.00154,-0.00154,0.00099,-0.00099,3.0%,-3.0% +49.5,0.10172,0.00153,-0.00153,0.0008,-0.0008,3.0%,-3.0% +57.0,0.10302,0.00153,-0.00153,0.00078,-0.00078,3.0%,-3.0% +65.5,0.09925,0.00159,-0.00159,0.00068,-0.00068,3.0%,-3.0% +75.0,0.09781,0.0019,-0.0019,0.00061,-0.00061,3.0%,-3.0% +86.0,0.09539,0.00217,-0.00217,0.00061,-0.00061,3.0%,-3.0% +99.0,0.09319,0.00226,-0.00226,0.00052,-0.00052,3.0%,-3.0% +115.5,0.09295,0.00227,-0.00227,0.00054,-0.00054,3.0%,-3.0% +137.5,0.08773,0.00485,-0.00485,0.00048,-0.00048,3.0%,-3.0% +175.0,0.08977,0.0046,-0.0046,0.00052,-0.00052,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rqcd.yaml new file mode 100644 index 0000000000..1ef708c096 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rqcd.yaml @@ -0,0 +1,491 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.00671 + sys: 0.00708 + norm: 1.14495 +- stat: 0.00644 + sys: 0.00766 + norm: 1.1508 +- stat: 0.00446 + sys: 0.00469 + norm: 1.08165 +- stat: 0.00475 + sys: 0.00488 + norm: 1.09965 +- stat: 0.00508 + sys: 0.00385 + norm: 0.99912 +- stat: 0.00601 + sys: 0.00371 + norm: 0.9473400000000001 +- stat: 0.00563 + sys: 0.0032 + norm: 0.83463 +- stat: 0.00506 + sys: 0.00443 + norm: 1.08165 +- 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b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rzero.yaml new file mode 100644 index 0000000000..f256f7a734 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/uncertainties_rzero.yaml @@ -0,0 +1,491 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.00643 + sys: 0.00679 + norm: 1.09725 +- stat: 0.00606 + sys: 0.00721 + norm: 1.08276 +- stat: 0.00437 + sys: 0.00461 + norm: 1.0608 +- stat: 0.00463 + sys: 0.00476 + norm: 1.0710600000000001 +- stat: 0.00504 + sys: 0.00381 + norm: 0.9903899999999999 +- stat: 0.00599 + sys: 0.00369 + norm: 0.94353 +- stat: 0.00562 + sys: 0.0032 + norm: 0.8328300000000001 +- stat: 0.00489 + sys: 0.00428 + norm: 1.04502 +- stat: 0.00544 + sys: 0.00397 + norm: 1.02048 +- stat: 0.00605 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0.14595 +- stat: 0.0011 + sys: 0.00042 + norm: 0.059789999999999996 +- stat: 0.00063 + sys: 0.00045 + norm: 0.019710000000000002 +- stat: 0.00582 + sys: 0.00061 + norm: 0.44235 +- stat: 0.00485 + sys: 0.00048 + norm: 0.26319000000000004 +- stat: 0.00184 + sys: 0.00042 + norm: 0.13467 +- stat: 0.00126 + sys: 0.00035 + norm: 0.05895 +- stat: 0.00067 + sys: 0.00035 + norm: 0.01893 +- stat: 0.0046 + sys: 0.00052 + norm: 0.26931 +- stat: 0.00312 + sys: 0.0004 + norm: 0.1179 +- stat: 0.00238 + sys: 0.00033 + norm: 0.054419999999999996 +- stat: 0.00116 + sys: 0.00028 + norm: 0.01623 +- stat: 0.00459 + sys: 0.00036 + norm: 0.12462000000000001 +- stat: 0.00263 + sys: 0.00024 + norm: 0.04815 +- stat: 0.00172 + sys: 0.00021 + norm: 0.01917 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index 13654561e7..b8e8fdce59 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -1,8 +1,8 @@ -""" +r""" Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hpedata reference. We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. -The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the unaverage $\sqrt{s}$ for R=0, -so it has almost the double ndata. +The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the not averaged $\sqrt{s}$ for R=0, +so it has almost twice number of datapoints. """ import pathlib From 15be1d295190ae52c80037cd6deab7b53de3ac01 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 14 Oct 2024 11:50:10 +0200 Subject: [PATCH 009/138] add EMC from Hepdata --- .../EMC_NC_250GEV_DW/data_rzero.yaml | 22 ++ .../commondata/EMC_NC_250GEV_DW/filter.py | 92 +++++++ .../EMC_NC_250GEV_DW/kinematics.yaml | 253 ++++++++++++++++++ .../EMC_NC_250GEV_DW/kinematics_EM-F2C.yaml | 253 ------------------ .../commondata/EMC_NC_250GEV_DW/metadata.yaml | 53 ++-- .../rawdata/HEPData-ins180921-v1-Table_1.csv | 135 ++++++++++ .../EMC_NC_250GEV_DW/uncertainties_rzero.yaml | 27 ++ 7 files changed, 558 insertions(+), 277 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics_EM-F2C.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/rawdata/HEPData-ins180921-v1-Table_1.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml new file mode 100644 index 0000000000..43e7346b64 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml @@ -0,0 +1,22 @@ +data_central: +- 0.00543 +- 0.00347 +- 0.0105 +- 0.00627 +- 0.013 +- 0.00243 +- 0.00824 +- 0.0182 +- 0.00695 +- 0.0107 +- 0.02 +- 0.0029 +- 0.0115 +- 0.0181 +- 0.00377 +- 0.00664 +- 0.0106 +- 0.00262 +- 0.00271 +- 0.00708 +- 0.00274 diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py new file mode 100644 index 0000000000..e53078822f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py @@ -0,0 +1,92 @@ +"""Implement Hepdata F2 charm data from Table 1 (ie. fig 14 of the paper). EMC assumes R=0.""" +import pandas as pd +import pathlib +import yaml + +HERE = pathlib.Path(__file__).parent + +def read_tables(): + """Read Hepdata table.""" + + dfs = pd.DataFrame() + with open(HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8") as f: + lines = f.readlines() + + # loop on columns + for idx_line in range(11,137,14): + df = pd.DataFrame( + [l.split(",") for l in lines[idx_line+3:idx_line+11]], + columns=[ + "Q2", + "Q2_min", + "Q2_max", + "F2", + "error+", + "error-" + ] + ) + df = df[~df.F2.str.contains("-")].astype(float) + df["x_min"] = float(lines[idx_line+1].split("TO")[0].split(',')[-1]) + df["x_max"] = float(lines[idx_line+1].split("TO")[-1]) + df["x"] = (df.x_min + df.x_max)/2 + df["sqrts"] = float(lines[idx_line].split(",")[-1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + return dfs + +def write_files(df): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(HERE / "data_rzero.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": float(row.x_min), + "mid": float(row.x), + "max": float(row.x_max), + }, + "Q2": { + "min": float(row.Q2_min), + "mid": float(row.Q2), + "max": float(row.Q2_max), + }, + "sqrts": { + "min": None, + "mid": float(row.sqrts), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "Total experimental uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["error+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / "uncertainties_rzero.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + + df = read_tables() + write_files(df) \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics.yaml new file mode 100644 index 0000000000..242f5046a9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics.yaml @@ -0,0 +1,253 @@ +bins: +- x: + min: 0.0032 + mid: 0.0044 + max: 0.0056 + Q2: + min: 1.0 + mid: 1.3900000000000001 + max: 1.78 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0056 + mid: 0.0078 + max: 0.01 + Q2: + min: 1.0 + mid: 1.3900000000000001 + max: 1.78 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0056 + mid: 0.0078 + max: 0.01 + Q2: + min: 1.78 + mid: 2.47 + max: 3.16 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.01 + mid: 0.0139 + max: 0.0178 + Q2: + min: 1.78 + mid: 2.47 + max: 3.16 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.01 + mid: 0.0139 + max: 0.0178 + Q2: + min: 3.16 + mid: 4.390000000000001 + max: 5.62 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0178 + mid: 0.0247 + max: 0.0316 + Q2: + min: 1.78 + mid: 2.47 + max: 3.16 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0178 + mid: 0.0247 + max: 0.0316 + Q2: + min: 3.16 + mid: 4.390000000000001 + max: 5.62 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0178 + mid: 0.0247 + max: 0.0316 + Q2: + min: 5.62 + mid: 7.8100000000000005 + max: 10.0 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0316 + mid: 0.0439 + max: 0.0562 + Q2: + min: 3.16 + mid: 4.390000000000001 + max: 5.62 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0316 + mid: 0.0439 + max: 0.0562 + Q2: + min: 5.62 + mid: 7.8100000000000005 + max: 10.0 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0316 + mid: 0.0439 + max: 0.0562 + Q2: + min: 10.0 + mid: 13.9 + max: 17.8 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0562 + mid: 0.0781 + max: 0.1 + Q2: + min: 5.62 + mid: 7.8100000000000005 + max: 10.0 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0562 + mid: 0.0781 + max: 0.1 + Q2: + min: 10.0 + mid: 13.9 + max: 17.8 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.0562 + mid: 0.0781 + max: 0.1 + Q2: + min: 17.8 + mid: 24.700000000000003 + max: 31.6 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.1 + mid: 0.139 + max: 0.178 + Q2: + min: 10.0 + mid: 13.9 + max: 17.8 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.1 + mid: 0.139 + max: 0.178 + Q2: + min: 17.8 + mid: 24.700000000000003 + max: 31.6 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.1 + mid: 0.139 + max: 0.178 + Q2: + min: 31.6 + mid: 43.900000000000006 + max: 56.2 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.178 + mid: 0.247 + max: 0.316 + Q2: + min: 17.8 + mid: 24.700000000000003 + max: 31.6 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.178 + mid: 0.247 + max: 0.316 + Q2: + min: 31.6 + mid: 43.900000000000006 + max: 56.2 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.178 + mid: 0.247 + max: 0.316 + Q2: + min: 56.2 + mid: 78.1 + max: 100.0 + sqrts: + min: null + mid: 21.677 + max: null +- x: + min: 0.316 + mid: 0.43900000000000006 + max: 0.562 + Q2: + min: 56.2 + mid: 78.1 + max: 100.0 + sqrts: + min: null + mid: 21.677 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics_EM-F2C.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics_EM-F2C.yaml deleted file mode 100644 index dc8abaa437..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/kinematics_EM-F2C.yaml +++ /dev/null @@ -1,253 +0,0 @@ -bins: -- k1: - min: null - mid: 0.0044 - max: null - k2: - min: null - mid: 1.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0078 - max: null - k2: - min: null - mid: 1.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0078 - max: null - k2: - min: null - mid: 2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0139 - max: null - k2: - min: null - mid: 2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0139 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 43.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 43.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 78.1 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.439 - max: null - k2: - min: null - mid: 78.1 - max: null - k3: - min: null - mid: 0.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml index b900a1e8df..05e026a3f5 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml @@ -1,16 +1,17 @@ setname: EMC_NC_250GEV_DW -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Port of old commondata and hepdata implementation, it assumes R=0. nnpdf_metadata: nnpdf31_process: DIS NC experiment: NUCLEAR arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/140481 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/180921 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins180921 + version: 2 + implemented_observables: - observable_name: EM-F2C observable: @@ -25,32 +26,32 @@ implemented_observables: kinematics_override: dis_sqrt_scale theory_reference: Bertone:2013vaa dataset_label: EMC $F_2^c$ - y_label: $10^{qbin}F_2^c(x,Q^2)$ + y_label: $F_2^c(x,Q^2)$ y_scale: log x_scale: log result_transform: qbinexp line_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_EM-F2C.yaml + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + sqrts: + description: Center of mass energy + label: '$\sqrt{s}$' + units: '$GeV$' + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -61,5 +62,9 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_EM-F2C.yaml + rzero: + data_uncertainties: + - uncertainties_legacy_rzero.yaml + data_central: data_legacy_rzero.yaml data_central: data_legacy_EM-F2C.yaml ported_from: EMCF2C_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/rawdata/HEPData-ins180921-v1-Table_1.csv b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/rawdata/HEPData-ins180921-v1-Table_1.csv new file mode 100644 index 0000000000..c93b2e231e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/rawdata/HEPData-ins180921-v1-Table_1.csv @@ -0,0 +1,135 @@ +#: table_doi: 10.17182/hepdata.46965.v1/t1 +#: name: Table 1 +#: description: The charm contribution to the nucleon structure function from the dimuon data. + +#: data_file: Table1.yaml +#: keyword reactions: MU+ NUCLEON --> MU+ CHARM CHARMBAR X | MU+ NUCLEON --> MU+ CQ CQBAR X | MU+ NUCLEON --> MU+ MU- X | MU+ NUCLEON --> MU+ MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Di-Muon Production | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0032 TO 0.0056 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,0.00543,0.00035,-0.00035 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0056 TO 0.0100 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,0.00347,0.00058,-0.00058 +2.47,1.78,3.16,0.0105,0.0006,-0.0006 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0100 TO 0.0178 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,0.00627,0.00083,-0.00083 +4.390000000000001,3.16,5.62,0.013,0.0007,-0.0007 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0178 TO 0.0316 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,0.00243,0.00149,-0.00149 +4.390000000000001,3.16,5.62,0.00824,0.00088,-0.00088 +7.8100000000000005,5.62,10.0,0.0182,0.001,-0.001 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0316 TO 0.0562 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,0.00695,0.00322,-0.00322 +7.8100000000000005,5.62,10.0,0.0107,0.0011,-0.0011 +13.9,10.0,17.8,0.02,0.0013,-0.0013 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0562 TO 0.100 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,0.0029,0.00142,-0.00142 +13.9,10.0,17.8,0.0115,0.0013,-0.0013 +24.700000000000003,17.8,31.6,0.0181,0.0017,-0.0017 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.100 TO 0.178 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,0.00377,0.00172,-0.00172 +24.700000000000003,17.8,31.6,0.00664,0.00138,-0.00138 +43.900000000000006,31.6,56.2,0.0106,0.0017,-0.0017 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.178 TO 0.316 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,0.00262,0.00184,-0.00184 +43.900000000000006,31.6,56.2,0.00271,0.00102,-0.00102 +78.1,56.2,100.0,0.00708,0.00187,-0.00187 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.316 TO 0.562 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,0.00274,0.00152,-0.00152 + diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml new file mode 100644 index 0000000000..a7d0d88d22 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml @@ -0,0 +1,27 @@ +definitions: + stat: + description: Total experimental uncertainty + treatment: ADD + type: UNCORR +bins: +- stat: 0.00035 +- stat: 0.00058 +- stat: 0.0006 +- stat: 0.00083 +- stat: 0.0007 +- stat: 0.00149 +- stat: 0.00088 +- stat: 0.001 +- stat: 0.00322 +- stat: 0.0011 +- stat: 0.0013 +- stat: 0.00142 +- stat: 0.0013 +- stat: 0.0017 +- stat: 0.00172 +- stat: 0.00138 +- stat: 0.0017 +- stat: 0.00184 +- stat: 0.00102 +- stat: 0.00187 +- stat: 0.00152 From ceeedfd35e661590aba83433b90cc6d64f69cfc9 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 14 Oct 2024 12:02:01 +0200 Subject: [PATCH 010/138] minor fixes --- .../commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 2 +- .../commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 2 +- .../nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml | 4 ++-- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml index 6c6aca8396..7f234342b0 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -36,7 +36,7 @@ implemented_observables: units: '' Q2: description: Momentum transfer - label: Q2 + label: '$Q^2$' units: '$GeV^2$' file: kinematics.yaml plotting: diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index 54bcd9d04a..a86693a751 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -37,7 +37,7 @@ implemented_observables: units: '' Q2: description: Momentum transfer - label: Q2 + label: '$Q^2$' units: '$GeV^2$' sqrts: description: "center of mass energy" diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml index 05e026a3f5..a5818e1b64 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml @@ -64,7 +64,7 @@ implemented_observables: - uncertainties_legacy_EM-F2C.yaml rzero: data_uncertainties: - - uncertainties_legacy_rzero.yaml - data_central: data_legacy_rzero.yaml + - uncertainties_rzero.yaml + data_central: data_rzero.yaml data_central: data_legacy_EM-F2C.yaml ported_from: EMCF2C_dw_ite From e180dbb51ba9ab80008e71c17bed24bc3f0d30fd Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 14 Oct 2024 17:45:51 +0200 Subject: [PATCH 011/138] implement NMC F2 d/p ratio --- .../{data_legacy_EM-F2.yaml => data.yaml} | 0 .../commondata/NMC_NC_NOTFIXED/filter.py | 100 + ...{kinematics_EM-F2.yaml => kinematics.yaml} | 2080 ++++++++--------- .../commondata/NMC_NC_NOTFIXED/metadata.yaml | 53 +- .../NMC_NC_NOTFIXED/rawdata/Table10.csv | 31 + .../NMC_NC_NOTFIXED/rawdata/Table11.csv | 31 + .../NMC_NC_NOTFIXED/rawdata/Table12.csv | 31 + .../NMC_NC_NOTFIXED/rawdata/Table13.csv | 31 + .../NMC_NC_NOTFIXED/rawdata/Table14.csv | 30 + .../NMC_NC_NOTFIXED/rawdata/Table15.csv | 30 + .../NMC_NC_NOTFIXED/rawdata/Table16.csv | 29 + .../NMC_NC_NOTFIXED/rawdata/Table17.csv | 29 + .../NMC_NC_NOTFIXED/rawdata/Table18.csv | 28 + .../NMC_NC_NOTFIXED/rawdata/Table19.csv | 27 + .../NMC_NC_NOTFIXED/rawdata/Table2.csv | 20 + .../NMC_NC_NOTFIXED/rawdata/Table20.csv | 26 + .../NMC_NC_NOTFIXED/rawdata/Table21.csv | 25 + .../NMC_NC_NOTFIXED/rawdata/Table3.csv | 22 + .../NMC_NC_NOTFIXED/rawdata/Table4.csv | 24 + .../NMC_NC_NOTFIXED/rawdata/Table5.csv | 27 + .../NMC_NC_NOTFIXED/rawdata/Table6.csv | 29 + .../NMC_NC_NOTFIXED/rawdata/Table7.csv | 29 + .../NMC_NC_NOTFIXED/rawdata/Table8.csv | 30 + .../NMC_NC_NOTFIXED/rawdata/Table9.csv | 31 + .../uncertainties_hepdata.yaml | 530 +++++ 25 files changed, 2258 insertions(+), 1065 deletions(-) rename nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/{data_legacy_EM-F2.yaml => data.yaml} (100%) create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py rename nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/{kinematics_EM-F2.yaml => kinematics.yaml} (75%) create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data_legacy_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data_legacy_EM-F2.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py new file mode 100644 index 0000000000..952211d309 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py @@ -0,0 +1,100 @@ +r"""Implement data form Hepdata reference, data from Table 3.""" + +import pathlib + +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + + +def read_tables(): + """Parse Tables.""" + dfs = pd.DataFrame() + for table_id in range(2, 22): + file = HERE / "rawdata" / f"Table{table_id}.csv" + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[14:-1]], + columns=[ + "Q2", + "F2_ratio", + "stat+", + "stat-", + "sys+", + "sys-", + ], + ) + df["x"] = float(lines[12].split(",")[1]) + df["sqrts"] = float(lines[11].split(",")[1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + + dfs = dfs.astype(float) + + # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + return dfs + + +def write_files(df): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2_ratio"]]} + with open(HERE / f"data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "sqrts": { + "min": None, + "mid": float(row.sqrts), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / "uncertainties_hepdata.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + df = read_tables() + write_files(df) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml similarity index 75% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml index a91c3849c1..f7d55cf2f5 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml @@ -1,3121 +1,3121 @@ bins: -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.16 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.25 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.35 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.45 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.6 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.17 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.25 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.35 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.45 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.63 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.88 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 1.12 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.16 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.25 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.35 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.45 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.61 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 0.88 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 1.13 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: 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29.709 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 63.52 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 96.35 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 4.54 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 5.47 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 6.93 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 8.92 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 11.34 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 14.89 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 19.77 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 26.64 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 35.5 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 47.26 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 63.65 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 98.05 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 5.53 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 6.88 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 8.91 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 11.34 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 14.85 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 19.74 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 26.64 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 35.57 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 47.16 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 63.56 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 98.82 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 7.04 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 8.88 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 11.36 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 14.85 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 19.79 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 26.49 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 35.4 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 47.03 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 63.53 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 99.03 max: null - k3: + sqrts: min: null - mid: 0.0 + mid: 29.709 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml index c5136f28e2..e67a0afa57 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml @@ -1,6 +1,6 @@ setname: NMC_NC_NOTFIXED -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Port of old commondata and hepdata implementation. R and $\Delta R$ are simultaneously determined from the data. nnpdf_metadata: nnpdf31_process: DIS NC experiment: NMC @@ -8,18 +8,18 @@ arXiv: url: https://arxiv.org/abs/hep-ex/9611022 journal: Nucl. Phys. B487 (1997) 3 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/426595 hepdata: - url: 10.17182/hepdata.32750.v1 - version: -1 + url: https://www.hepdata.net/record/ins426595 + version: 1 implemented_observables: - observable_name: EM-F2 observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering F2 deuterium to proton ratio. label: NMC $d/p$ units: '' process_type: DIS_F2R - tables: [] + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21] npoints: [] ndata: 260 plotting: @@ -29,27 +29,27 @@ implemented_observables: y_label: $F_2^d/F_2^p(x,Q^2)$ data_reference: Arneodo:1996qe figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_EM-F2.yaml + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + sqrts: + description: Center of mass energy + label: '$\sqrt{s}$' + units: '$GeV$' + file: kinematics.yaml theory: conversion_factor: 1.0 operation: RATIO @@ -64,5 +64,8 @@ implemented_observables: legacy_D_DEFAULT: data_uncertainties: - uncertainties_EM-F2_sys_D_DEFAULT.yaml - data_central: data_legacy_EM-F2.yaml + hepdata: + data_uncertainties: + - uncertainties_hepdata.yaml + data_central: data.yaml ported_from: NMCPD diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv new file mode 100644 index 0000000000..490bb24904 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t10 +#: name: Table 10 +#: description: No description provided. +#: data_file: Table10.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.05 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.46,0.9101,0.0412,-0.0412,0.006,-0.006 +0.61,0.9539,0.0214,-0.0214,0.0063,-0.0063 +0.88,0.9204,0.0213,-0.0213,0.0029,-0.0029 +1.13,0.9738,0.0167,-0.0167,0.0025,-0.0025 +1.37,0.94,0.0138,-0.0138,0.0025,-0.0025 +1.74,0.9532,0.0092,-0.0092,0.0025,-0.0025 +2.25,0.9526,0.0077,-0.0077,0.0023,-0.0023 +2.74,0.9642,0.0077,-0.0077,0.002,-0.002 +3.46,0.9597,0.0058,-0.0058,0.0017,-0.0017 +4.46,0.9551,0.0069,-0.0069,0.0015,-0.0015 +5.46,0.9577,0.0085,-0.0085,0.0015,-0.0015 +6.9,0.9682,0.0076,-0.0076,0.0015,-0.0015 +8.93,0.9578,0.0097,-0.0097,0.0018,-0.0018 +11.44,0.9532,0.0087,-0.0087,0.0014,-0.0014 +14.82,0.9698,0.009,-0.009,0.0015,-0.0015 +19.19,0.9635,0.0119,-0.0119,0.0022,-0.0022 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv new file mode 100644 index 0000000000..2bf9d9b2e6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t11 +#: name: Table 11 +#: description: No description provided. +#: data_file: Table11.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.07 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.68,0.9488,0.0438,-0.0438,0.0063,-0.0063 +0.86,0.9595,0.0344,-0.0344,0.0063,-0.0063 +1.11,1.001,0.0542,-0.0542,0.0068,-0.0068 +1.38,0.981,0.0197,-0.0197,0.0028,-0.0028 +1.74,0.971,0.0117,-0.0117,0.0027,-0.0027 +2.24,0.9477,0.0111,-0.0111,0.0023,-0.0023 +2.75,0.9449,0.0096,-0.0096,0.0023,-0.0023 +3.47,0.9486,0.0069,-0.0069,0.0019,-0.0019 +4.47,0.937,0.0079,-0.0079,0.0016,-0.0016 +5.47,0.945,0.0095,-0.0095,0.0014,-0.0014 +6.91,0.9367,0.0082,-0.0082,0.0015,-0.0015 +8.91,0.9394,0.0105,-0.0105,0.0015,-0.0015 +11.4,0.9328,0.0105,-0.0105,0.0018,-0.0018 +14.89,0.9432,0.0103,-0.0103,0.0014,-0.0014 +19.63,0.9371,0.0103,-0.0103,0.0013,-0.0013 +26.07,0.9592,0.0157,-0.0157,0.0018,-0.0018 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv new file mode 100644 index 0000000000..44d395a9aa --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t12 +#: name: Table 12 +#: description: No description provided. +#: data_file: Table12.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.09 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.9,0.9678,0.054,-0.054,0.0065,-0.0065 +1.11,0.9351,0.0537,-0.0537,0.0062,-0.0062 +1.38,0.9385,0.0281,-0.0281,0.0032,-0.0032 +1.76,0.9413,0.014,-0.014,0.0028,-0.0028 +2.24,0.9313,0.0136,-0.0136,0.0025,-0.0025 +2.75,0.9445,0.0124,-0.0124,0.0024,-0.0024 +3.49,0.936,0.0082,-0.0082,0.0021,-0.0021 +4.47,0.9397,0.0089,-0.0089,0.0018,-0.0018 +5.46,0.942,0.0106,-0.0106,0.0016,-0.0016 +6.91,0.9245,0.0092,-0.0092,0.0016,-0.0016 +8.92,0.9218,0.0114,-0.0114,0.0014,-0.0014 +11.37,0.9254,0.0115,-0.0115,0.0017,-0.0017 +14.87,0.9291,0.0116,-0.0116,0.0014,-0.0014 +19.74,0.9319,0.0114,-0.0114,0.0013,-0.0013 +26.36,0.9554,0.0147,-0.0147,0.0012,-0.0012 +34.74,0.9233,0.0222,-0.0222,0.0017,-0.0017 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv new file mode 100644 index 0000000000..3349fca095 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t13 +#: name: Table 13 +#: description: No description provided. +#: data_file: Table13.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.11 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.13,0.9264,0.068,-0.068,0.0063,-0.0063 +1.38,0.9005,0.0306,-0.0306,0.0031,-0.0031 +1.75,0.9227,0.0169,-0.0169,0.0031,-0.0031 +2.24,0.915,0.0151,-0.0151,0.0026,-0.0026 +2.74,0.9292,0.0153,-0.0153,0.0027,-0.0027 +3.49,0.9205,0.0097,-0.0097,0.0022,-0.0022 +4.47,0.9114,0.0098,-0.0098,0.002,-0.002 +5.46,0.9409,0.0117,-0.0117,0.0018,-0.0018 +6.9,0.9291,0.0102,-0.0102,0.0017,-0.0017 +8.92,0.9266,0.0127,-0.0127,0.0014,-0.0014 +11.37,0.9263,0.0126,-0.0126,0.0017,-0.0017 +14.85,0.9272,0.013,-0.013,0.0015,-0.0015 +19.74,0.9123,0.0124,-0.0124,0.0012,-0.0012 +26.52,0.9272,0.0147,-0.0147,0.0011,-0.0011 +35.32,0.905,0.0209,-0.0209,0.0011,-0.0011 +44.94,0.9039,0.0345,-0.0345,0.0019,-0.0019 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv new file mode 100644 index 0000000000..ba6dbd4a2f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t14 +#: name: Table 14 +#: description: No description provided. +#: data_file: Table14.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.14 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.4,0.914,0.031,-0.031,0.0037,-0.0037 +1.75,0.9427,0.0143,-0.0143,0.0036,-0.0036 +2.24,0.9056,0.0127,-0.0127,0.003,-0.003 +2.74,0.9223,0.0125,-0.0125,0.0028,-0.0028 +3.47,0.8966,0.009,-0.009,0.0023,-0.0023 +4.48,0.9132,0.0087,-0.0087,0.0022,-0.0022 +5.47,0.9242,0.0095,-0.0095,0.002,-0.002 +6.9,0.9212,0.0081,-0.0081,0.0019,-0.0019 +8.92,0.9147,0.01,-0.01,0.0016,-0.0016 +11.37,0.8981,0.0097,-0.0097,0.0016,-0.0016 +14.84,0.9068,0.0101,-0.0101,0.0017,-0.0017 +19.76,0.9018,0.0098,-0.0098,0.0013,-0.0013 +26.55,0.8924,0.011,-0.011,0.0011,-0.0011 +35.28,0.905,0.0149,-0.0149,0.0011,-0.0011 +46.95,0.8453,0.0191,-0.0191,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv new file mode 100644 index 0000000000..26ae46d92a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t15 +#: name: Table 15 +#: description: No description provided. +#: data_file: Table15.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.18 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.82,0.8859,0.0193,-0.0193,0.0047,-0.0047 +2.24,0.8781,0.0146,-0.0146,0.0037,-0.0037 +2.75,0.9173,0.015,-0.015,0.0033,-0.0033 +3.47,0.8983,0.0106,-0.0106,0.0027,-0.0027 +4.47,0.8811,0.0117,-0.0117,0.0022,-0.0022 +5.49,0.9134,0.012,-0.012,0.0025,-0.0025 +6.92,0.8869,0.0093,-0.0093,0.0022,-0.0022 +8.93,0.8622,0.0108,-0.0108,0.0018,-0.0018 +11.37,0.8676,0.0109,-0.0109,0.0017,-0.0017 +14.85,0.8787,0.0114,-0.0114,0.0018,-0.0018 +19.75,0.862,0.0108,-0.0108,0.0014,-0.0014 +26.61,0.8684,0.0122,-0.0122,0.0013,-0.0013 +35.37,0.8641,0.0153,-0.0153,0.0011,-0.0011 +47.01,0.8715,0.0202,-0.0202,0.001,-0.001 +63.04,0.897,0.0297,-0.0297,0.0011,-0.0011 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv new file mode 100644 index 0000000000..9a5d5f88a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t16 +#: name: Table 16 +#: description: No description provided. +#: data_file: Table16.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.225 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +2.28,0.8552,0.0172,-0.0172,0.0055,-0.0055 +2.74,0.8761,0.0161,-0.0161,0.0044,-0.0044 +3.48,0.8714,0.0109,-0.0109,0.0032,-0.0032 +4.47,0.8702,0.0121,-0.0121,0.0027,-0.0027 +5.47,0.8445,0.0137,-0.0137,0.0023,-0.0023 +6.97,0.8607,0.0101,-0.0101,0.0024,-0.0024 +8.93,0.8464,0.0112,-0.0112,0.0021,-0.0021 +11.38,0.8534,0.0112,-0.0112,0.0018,-0.0018 +14.85,0.8549,0.0116,-0.0116,0.0019,-0.0019 +19.74,0.8617,0.0112,-0.0112,0.0017,-0.0017 +26.64,0.8651,0.0126,-0.0126,0.0015,-0.0015 +35.42,0.867,0.0155,-0.0155,0.0013,-0.0013 +46.95,0.8343,0.0186,-0.0186,0.0011,-0.0011 +63.23,0.8218,0.0248,-0.0248,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv new file mode 100644 index 0000000000..918fd44c0a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t17 +#: name: Table 17 +#: description: No description provided. +#: data_file: Table17.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.275 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +2.78,0.8219,0.0203,-0.0203,0.0068,-0.0068 +3.46,0.8637,0.0155,-0.0155,0.0051,-0.0051 +4.47,0.8542,0.0141,-0.0141,0.0033,-0.0033 +5.47,0.8505,0.0163,-0.0163,0.003,-0.003 +6.89,0.8302,0.0142,-0.0142,0.0023,-0.0023 +8.94,0.8377,0.0134,-0.0134,0.0025,-0.0025 +11.37,0.8202,0.0128,-0.0128,0.002,-0.002 +14.87,0.8459,0.0135,-0.0135,0.0022,-0.0022 +19.74,0.8269,0.0127,-0.0127,0.0019,-0.0019 +26.6,0.8334,0.014,-0.014,0.0017,-0.0017 +35.43,0.832,0.0169,-0.0169,0.0014,-0.0014 +46.98,0.8444,0.0214,-0.0214,0.0013,-0.0013 +63.48,0.8104,0.0265,-0.0265,0.001,-0.001 +90.68,0.8027,0.0349,-0.0349,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv new file mode 100644 index 0000000000..991cf5b3be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv @@ -0,0 +1,28 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t18 +#: name: Table 18 +#: description: No description provided. +#: data_file: Table18.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.35 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +3.57,0.8205,0.0158,-0.0158,0.008,-0.008 +4.51,0.7953,0.0134,-0.0134,0.0045,-0.0045 +5.48,0.8332,0.0143,-0.0143,0.0041,-0.0041 +6.9,0.7939,0.012,-0.012,0.0031,-0.0031 +8.91,0.8222,0.0165,-0.0165,0.0026,-0.0026 +11.43,0.8188,0.0118,-0.0118,0.0028,-0.0028 +14.85,0.7828,0.0113,-0.0113,0.0025,-0.0025 +19.74,0.792,0.0109,-0.0109,0.0023,-0.0023 +26.63,0.8055,0.012,-0.012,0.002,-0.002 +35.45,0.8197,0.0147,-0.0147,0.0018,-0.0018 +47.12,0.762,0.0162,-0.0162,0.0013,-0.0013 +63.52,0.7732,0.0213,-0.0213,0.0011,-0.0011 +96.35,0.7614,0.0253,-0.0253,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv new file mode 100644 index 0000000000..2586a206fa --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t19 +#: name: Table 19 +#: description: No description provided. +#: data_file: Table19.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.45 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +4.54,0.7771,0.0242,-0.0242,0.0092,-0.0092 +5.47,0.7608,0.0245,-0.0245,0.0066,-0.0066 +6.93,0.7698,0.0161,-0.0161,0.0044,-0.0044 +8.92,0.7793,0.0211,-0.0211,0.0035,-0.0035 +11.34,0.7754,0.0227,-0.0227,0.0026,-0.0026 +14.89,0.7626,0.0158,-0.0158,0.0036,-0.0036 +19.77,0.7529,0.0146,-0.0146,0.0027,-0.0027 +26.64,0.7705,0.016,-0.016,0.0025,-0.0025 +35.5,0.7474,0.0187,-0.0187,0.002,-0.002 +47.26,0.7575,0.0222,-0.0222,0.0015,-0.0015 +63.65,0.7632,0.0281,-0.0281,0.0012,-0.0012 +98.05,0.7254,0.0296,-0.0296,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv new file mode 100644 index 0000000000..aab6425bcc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t2 +#: name: Table 2 +#: description: No description provided. +#: data_file: Table2.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0015 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9815,0.0203,-0.0203,0.0109,-0.0109 +0.25,1.003,0.0212,-0.0212,0.0134,-0.0134 +0.35,0.9675,0.0205,-0.0205,0.0112,-0.0112 +0.45,1.033,0.0258,-0.0258,0.0195,-0.0195 +0.6,0.9912,0.0176,-0.0176,0.0121,-0.0121 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv new file mode 100644 index 0000000000..74455f87dc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t20 +#: name: Table 20 +#: description: No description provided. +#: data_file: Table20.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.55 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +5.53,0.7209,0.0356,-0.0356,0.0072,-0.0072 +6.88,0.7323,0.0296,-0.0296,0.0055,-0.0055 +8.91,0.7442,0.028,-0.028,0.0042,-0.0042 +11.34,0.728,0.03,-0.03,0.0032,-0.0032 +14.85,0.7345,0.0282,-0.0282,0.0037,-0.0037 +19.74,0.7419,0.0205,-0.0205,0.0037,-0.0037 +26.64,0.7263,0.0216,-0.0216,0.0029,-0.0029 +35.57,0.7281,0.0267,-0.0267,0.0023,-0.0023 +47.16,0.7641,0.0331,-0.0331,0.0021,-0.0021 +63.56,0.6626,0.0345,-0.0345,0.001,-0.001 +98.82,0.7622,0.0458,-0.0458,0.0012,-0.0012 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv new file mode 100644 index 0000000000..c8d4571ab3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t21 +#: name: Table 21 +#: description: No description provided. +#: data_file: Table21.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.675 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +7.04,0.6989,0.0361,-0.0361,0.0067,-0.0067 +8.88,0.7365,0.0465,-0.0465,0.0053,-0.0053 +11.36,0.7418,0.0353,-0.0353,0.0046,-0.0046 +14.85,0.7988,0.0395,-0.0395,0.0051,-0.0051 +19.79,0.7357,0.0281,-0.0281,0.0049,-0.0049 +26.49,0.6717,0.0235,-0.0235,0.0034,-0.0034 +35.4,0.7194,0.033,-0.033,0.0033,-0.0033 +47.03,0.6959,0.0373,-0.0373,0.0026,-0.0026 +63.53,0.702,0.0513,-0.0513,0.0029,-0.0029 +99.03,0.7724,0.0645,-0.0645,0.0034,-0.0034 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv new file mode 100644 index 0000000000..74e8f0bc0b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t3 +#: name: Table 3 +#: description: No description provided. +#: data_file: Table3.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.003 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.17,1.008,0.0277,-0.0277,0.007,-0.007 +0.25,0.9824,0.0171,-0.0171,0.0047,-0.0047 +0.35,0.9825,0.0137,-0.0137,0.0113,-0.0113 +0.45,0.9736,0.0129,-0.0129,0.0099,-0.0099 +0.63,0.9704,0.0118,-0.0118,0.0057,-0.0057 +0.88,0.9921,0.0108,-0.0108,0.0073,-0.0073 +1.12,0.9959,0.0116,-0.0116,0.0078,-0.0078 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv new file mode 100644 index 0000000000..da18a99967 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t4 +#: name: Table 4 +#: description: No description provided. +#: data_file: Table4.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.005 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,1.005,0.0615,-0.0615,0.003,-0.003 +0.25,1.0,0.025,-0.025,0.0037,-0.0037 +0.35,1.014,0.0208,-0.0208,0.0043,-0.0043 +0.45,0.9945,0.0172,-0.0172,0.0046,-0.0046 +0.61,0.9795,0.0092,-0.0092,0.0094,-0.0094 +0.88,0.9966,0.0157,-0.0157,0.0032,-0.0032 +1.13,0.9893,0.0137,-0.0137,0.0033,-0.0033 +1.38,0.9959,0.0128,-0.0128,0.0032,-0.0032 +1.71,0.9842,0.0098,-0.0098,0.0048,-0.0048 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv new file mode 100644 index 0000000000..a5fe02bca2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t5 +#: name: Table 5 +#: description: No description provided. +#: data_file: Table5.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.008 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9817,0.0547,-0.0547,0.0041,-0.0041 +0.25,1.011,0.025,-0.025,0.003,-0.003 +0.35,0.9993,0.0213,-0.0213,0.0028,-0.0028 +0.45,1.02,0.018,-0.018,0.0035,-0.0035 +0.64,0.9618,0.0091,-0.0091,0.0036,-0.0036 +0.86,0.9775,0.0083,-0.0083,0.0051,-0.0051 +1.12,0.9642,0.0088,-0.0088,0.0054,-0.0054 +1.37,0.9714,0.01,-0.01,0.0045,-0.0045 +1.75,0.9891,0.0083,-0.0083,0.002,-0.002 +2.24,0.975,0.0086,-0.0086,0.0023,-0.0023 +2.73,0.9837,0.0097,-0.0097,0.0042,-0.0042 +3.46,0.9924,0.0122,-0.0122,0.0084,-0.0084 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv new file mode 100644 index 0000000000..b7fb95b18d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t6 +#: name: Table 6 +#: description: No description provided. +#: data_file: Table6.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0125 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9683,0.0543,-0.0543,0.0065,-0.0065 +0.26,1.008,0.032,-0.032,0.0034,-0.0034 +0.35,0.953,0.0233,-0.0233,0.0026,-0.0026 +0.45,0.969,0.0205,-0.0205,0.0022,-0.0022 +0.62,0.9872,0.0127,-0.0127,0.0023,-0.0023 +0.88,0.968,0.0108,-0.0108,0.0025,-0.0025 +1.12,0.9624,0.0092,-0.0092,0.0035,-0.0035 +1.37,0.9797,0.0098,-0.0098,0.0035,-0.0035 +1.74,0.9747,0.0072,-0.0072,0.003,-0.003 +2.23,0.9738,0.0085,-0.0085,0.0041,-0.0041 +2.74,0.9813,0.0103,-0.0103,0.0016,-0.0016 +3.46,0.9844,0.0087,-0.0087,0.0022,-0.0022 +4.47,0.9734,0.0095,-0.0095,0.0043,-0.0043 +5.41,0.9821,0.0134,-0.0134,0.0058,-0.0058 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv new file mode 100644 index 0000000000..0932dfff63 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t7 +#: name: Table 7 +#: description: No description provided. +#: data_file: Table7.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0175 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.25,0.9573,0.0402,-0.0402,0.0064,-0.0064 +0.35,0.9747,0.0301,-0.0301,0.0033,-0.0033 +0.45,1.007,0.0268,-0.0268,0.0028,-0.0028 +0.62,0.9939,0.0161,-0.0161,0.0025,-0.0025 +0.88,0.9645,0.0155,-0.0155,0.0021,-0.0021 +1.12,0.9685,0.0129,-0.0129,0.0026,-0.0026 +1.37,0.9834,0.0119,-0.0119,0.0026,-0.0026 +1.75,0.9925,0.0084,-0.0084,0.0025,-0.0025 +2.24,0.9763,0.0087,-0.0087,0.0022,-0.0022 +2.73,0.968,0.0098,-0.0098,0.002,-0.002 +3.48,0.9761,0.0092,-0.0092,0.0018,-0.0018 +4.47,0.9716,0.01,-0.01,0.0028,-0.0028 +5.49,0.9817,0.0143,-0.0143,0.0027,-0.0027 +6.83,0.9942,0.0107,-0.0107,0.004,-0.004 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv new file mode 100644 index 0000000000..e663ce4395 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t8 +#: name: Table 8 +#: description: No description provided. +#: data_file: Table8.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.025 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.26,0.9493,0.0375,-0.0375,0.0063,-0.0063 +0.35,0.9601,0.0287,-0.0287,0.0064,-0.0064 +0.45,0.9408,0.0313,-0.0313,0.0037,-0.0037 +0.62,0.962,0.0131,-0.0131,0.0022,-0.0022 +0.86,0.9585,0.0154,-0.0154,0.002,-0.002 +1.13,0.9631,0.0124,-0.0124,0.0023,-0.0023 +1.37,0.9849,0.0107,-0.0107,0.0027,-0.0027 +1.74,0.9802,0.0076,-0.0076,0.0023,-0.0023 +2.24,0.9677,0.0071,-0.0071,0.002,-0.002 +2.74,0.9581,0.0074,-0.0074,0.0018,-0.0018 +3.45,0.979,0.0065,-0.0065,0.0023,-0.0023 +4.47,0.9764,0.0085,-0.0085,0.0017,-0.0017 +5.48,0.9592,0.0097,-0.0097,0.0017,-0.0017 +6.92,0.9893,0.0085,-0.0085,0.0032,-0.0032 +8.92,0.9738,0.01,-0.01,0.0043,-0.0043 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv new file mode 100644 index 0000000000..0dce45915b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t9 +#: name: Table 9 +#: description: No description provided. +#: data_file: Table9.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.035 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.36,0.9557,0.0375,-0.0375,0.0064,-0.0064 +0.45,0.9264,0.034,-0.034,0.0061,-0.0061 +0.64,0.9308,0.0207,-0.0207,0.003,-0.003 +0.86,0.9618,0.0179,-0.0179,0.0023,-0.0023 +1.13,0.9723,0.0183,-0.0183,0.0023,-0.0023 +1.38,0.9633,0.0138,-0.0138,0.0025,-0.0025 +1.74,0.9554,0.0089,-0.0089,0.0024,-0.0024 +2.24,0.9572,0.0087,-0.0087,0.0022,-0.0022 +2.74,0.9766,0.009,-0.009,0.0019,-0.0019 +3.46,0.9565,0.0069,-0.0069,0.0021,-0.0021 +4.45,0.9611,0.0088,-0.0088,0.0016,-0.0016 +5.47,0.9669,0.0111,-0.0111,0.0018,-0.0018 +6.92,0.9817,0.0101,-0.0101,0.0018,-0.0018 +8.96,0.9686,0.0115,-0.0115,0.0021,-0.0021 +11.45,0.9572,0.0107,-0.0107,0.0015,-0.0015 +14.36,0.9439,0.0144,-0.0144,0.0031,-0.0031 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml new file mode 100644 index 0000000000..2493a1d55c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml @@ -0,0 +1,530 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0203 + sys: 0.0109 +- stat: 0.0212 + sys: 0.0134 +- stat: 0.0205 + sys: 0.0112 +- stat: 0.0258 + sys: 0.0195 +- stat: 0.0176 + sys: 0.0121 +- stat: 0.0277 + sys: 0.007 +- stat: 0.0171 + sys: 0.0047 +- stat: 0.0137 + sys: 0.0113 +- stat: 0.0129 + sys: 0.0099 +- stat: 0.0118 + sys: 0.0057 +- stat: 0.0108 + sys: 0.0073 +- stat: 0.0116 + sys: 0.0078 +- stat: 0.0615 + sys: 0.003 +- stat: 0.025 + sys: 0.0037 +- stat: 0.0208 + sys: 0.0043 +- stat: 0.0172 + sys: 0.0046 +- stat: 0.0092 + sys: 0.0094 +- stat: 0.0157 + sys: 0.0032 +- stat: 0.0137 + sys: 0.0033 +- stat: 0.0128 + sys: 0.0032 +- stat: 0.0098 + sys: 0.0048 +- stat: 0.0547 + sys: 0.0041 +- stat: 0.025 + sys: 0.003 +- stat: 0.0213 + sys: 0.0028 +- stat: 0.018 + sys: 0.0035 +- stat: 0.0091 + sys: 0.0036 +- stat: 0.0083 + sys: 0.0051 +- stat: 0.0088 + sys: 0.0054 +- stat: 0.01 + sys: 0.0045 +- stat: 0.0083 + sys: 0.002 +- stat: 0.0086 + sys: 0.0023 +- stat: 0.0097 + sys: 0.0042 +- stat: 0.0122 + sys: 0.0084 +- stat: 0.0543 + sys: 0.0065 +- stat: 0.032 + sys: 0.0034 +- stat: 0.0233 + sys: 0.0026 +- stat: 0.0205 + sys: 0.0022 +- stat: 0.0127 + sys: 0.0023 +- stat: 0.0108 + sys: 0.0025 +- stat: 0.0092 + sys: 0.0035 +- stat: 0.0098 + sys: 0.0035 +- stat: 0.0072 + sys: 0.003 +- stat: 0.0085 + sys: 0.0041 +- stat: 0.0103 + sys: 0.0016 +- stat: 0.0087 + sys: 0.0022 +- stat: 0.0095 + sys: 0.0043 +- stat: 0.0134 + sys: 0.0058 +- stat: 0.0402 + sys: 0.0064 +- stat: 0.0301 + sys: 0.0033 +- stat: 0.0268 + sys: 0.0028 +- stat: 0.0161 + sys: 0.0025 +- stat: 0.0155 + sys: 0.0021 +- stat: 0.0129 + sys: 0.0026 +- stat: 0.0119 + sys: 0.0026 +- stat: 0.0084 + sys: 0.0025 +- stat: 0.0087 + sys: 0.0022 +- stat: 0.0098 + sys: 0.002 +- stat: 0.0092 + sys: 0.0018 +- stat: 0.01 + sys: 0.0028 +- stat: 0.0143 + sys: 0.0027 +- stat: 0.0107 + sys: 0.004 +- stat: 0.0375 + sys: 0.0063 +- stat: 0.0287 + sys: 0.0064 +- stat: 0.0313 + sys: 0.0037 +- stat: 0.0131 + sys: 0.0022 +- stat: 0.0154 + sys: 0.002 +- stat: 0.0124 + sys: 0.0023 +- stat: 0.0107 + sys: 0.0027 +- stat: 0.0076 + sys: 0.0023 +- stat: 0.0071 + sys: 0.002 +- stat: 0.0074 + sys: 0.0018 +- stat: 0.0065 + sys: 0.0023 +- stat: 0.0085 + sys: 0.0017 +- stat: 0.0097 + sys: 0.0017 +- stat: 0.0085 + sys: 0.0032 +- stat: 0.01 + sys: 0.0043 +- stat: 0.0375 + sys: 0.0064 +- stat: 0.034 + sys: 0.0061 +- stat: 0.0207 + sys: 0.003 +- stat: 0.0179 + sys: 0.0023 +- stat: 0.0183 + sys: 0.0023 +- stat: 0.0138 + sys: 0.0025 +- stat: 0.0089 + sys: 0.0024 +- stat: 0.0087 + sys: 0.0022 +- stat: 0.009 + sys: 0.0019 +- stat: 0.0069 + sys: 0.0021 +- stat: 0.0088 + sys: 0.0016 +- stat: 0.0111 + sys: 0.0018 +- stat: 0.0101 + sys: 0.0018 +- stat: 0.0115 + sys: 0.0021 +- stat: 0.0107 + sys: 0.0015 +- stat: 0.0144 + sys: 0.0031 +- stat: 0.0412 + sys: 0.006 +- stat: 0.0214 + sys: 0.0063 +- stat: 0.0213 + sys: 0.0029 +- stat: 0.0167 + sys: 0.0025 +- stat: 0.0138 + sys: 0.0025 +- stat: 0.0092 + sys: 0.0025 +- stat: 0.0077 + sys: 0.0023 +- stat: 0.0077 + sys: 0.002 +- stat: 0.0058 + sys: 0.0017 +- stat: 0.0069 + sys: 0.0015 +- stat: 0.0085 + sys: 0.0015 +- stat: 0.0076 + sys: 0.0015 +- stat: 0.0097 + sys: 0.0018 +- stat: 0.0087 + sys: 0.0014 +- stat: 0.009 + sys: 0.0015 +- stat: 0.0119 + sys: 0.0022 +- stat: 0.0438 + sys: 0.0063 +- stat: 0.0344 + sys: 0.0063 +- stat: 0.0542 + sys: 0.0068 +- stat: 0.0197 + sys: 0.0028 +- stat: 0.0117 + sys: 0.0027 +- stat: 0.0111 + sys: 0.0023 +- stat: 0.0096 + sys: 0.0023 +- stat: 0.0069 + sys: 0.0019 +- stat: 0.0079 + sys: 0.0016 +- stat: 0.0095 + sys: 0.0014 +- stat: 0.0082 + sys: 0.0015 +- stat: 0.0105 + sys: 0.0015 +- stat: 0.0105 + sys: 0.0018 +- stat: 0.0103 + sys: 0.0014 +- stat: 0.0103 + sys: 0.0013 +- stat: 0.0157 + sys: 0.0018 +- stat: 0.054 + sys: 0.0065 +- stat: 0.0537 + sys: 0.0062 +- stat: 0.0281 + sys: 0.0032 +- stat: 0.014 + sys: 0.0028 +- stat: 0.0136 + sys: 0.0025 +- stat: 0.0124 + sys: 0.0024 +- stat: 0.0082 + sys: 0.0021 +- stat: 0.0089 + sys: 0.0018 +- stat: 0.0106 + sys: 0.0016 +- stat: 0.0092 + sys: 0.0016 +- stat: 0.0114 + sys: 0.0014 +- stat: 0.0115 + sys: 0.0017 +- stat: 0.0116 + sys: 0.0014 +- stat: 0.0114 + sys: 0.0013 +- stat: 0.0147 + sys: 0.0012 +- stat: 0.0222 + sys: 0.0017 +- stat: 0.068 + sys: 0.0063 +- stat: 0.0306 + sys: 0.0031 +- stat: 0.0169 + sys: 0.0031 +- stat: 0.0151 + sys: 0.0026 +- stat: 0.0153 + sys: 0.0027 +- stat: 0.0097 + sys: 0.0022 +- stat: 0.0098 + sys: 0.002 +- stat: 0.0117 + sys: 0.0018 +- stat: 0.0102 + sys: 0.0017 +- stat: 0.0127 + sys: 0.0014 +- stat: 0.0126 + sys: 0.0017 +- stat: 0.013 + sys: 0.0015 +- stat: 0.0124 + sys: 0.0012 +- stat: 0.0147 + sys: 0.0011 +- stat: 0.0209 + sys: 0.0011 +- stat: 0.0345 + sys: 0.0019 +- stat: 0.031 + sys: 0.0037 +- stat: 0.0143 + sys: 0.0036 +- stat: 0.0127 + sys: 0.003 +- stat: 0.0125 + sys: 0.0028 +- stat: 0.009 + sys: 0.0023 +- stat: 0.0087 + sys: 0.0022 +- stat: 0.0095 + sys: 0.002 +- stat: 0.0081 + sys: 0.0019 +- stat: 0.01 + sys: 0.0016 +- stat: 0.0097 + sys: 0.0016 +- stat: 0.0101 + sys: 0.0017 +- stat: 0.0098 + sys: 0.0013 +- stat: 0.011 + sys: 0.0011 +- stat: 0.0149 + sys: 0.0011 +- stat: 0.0191 + sys: 0.001 +- stat: 0.0193 + sys: 0.0047 +- stat: 0.0146 + sys: 0.0037 +- stat: 0.015 + sys: 0.0033 +- stat: 0.0106 + sys: 0.0027 +- stat: 0.0117 + sys: 0.0022 +- stat: 0.012 + sys: 0.0025 +- stat: 0.0093 + sys: 0.0022 +- stat: 0.0108 + sys: 0.0018 +- stat: 0.0109 + sys: 0.0017 +- stat: 0.0114 + sys: 0.0018 +- stat: 0.0108 + sys: 0.0014 +- stat: 0.0122 + sys: 0.0013 +- stat: 0.0153 + sys: 0.0011 +- stat: 0.0202 + sys: 0.001 +- stat: 0.0297 + sys: 0.0011 +- stat: 0.0172 + sys: 0.0055 +- stat: 0.0161 + sys: 0.0044 +- stat: 0.0109 + sys: 0.0032 +- stat: 0.0121 + sys: 0.0027 +- stat: 0.0137 + sys: 0.0023 +- stat: 0.0101 + sys: 0.0024 +- stat: 0.0112 + sys: 0.0021 +- stat: 0.0112 + sys: 0.0018 +- stat: 0.0116 + sys: 0.0019 +- stat: 0.0112 + sys: 0.0017 +- stat: 0.0126 + sys: 0.0015 +- stat: 0.0155 + sys: 0.0013 +- stat: 0.0186 + sys: 0.0011 +- stat: 0.0248 + sys: 0.001 +- stat: 0.0203 + sys: 0.0068 +- stat: 0.0155 + sys: 0.0051 +- stat: 0.0141 + sys: 0.0033 +- stat: 0.0163 + sys: 0.003 +- stat: 0.0142 + sys: 0.0023 +- stat: 0.0134 + sys: 0.0025 +- stat: 0.0128 + sys: 0.002 +- stat: 0.0135 + sys: 0.0022 +- stat: 0.0127 + sys: 0.0019 +- stat: 0.014 + sys: 0.0017 +- stat: 0.0169 + sys: 0.0014 +- stat: 0.0214 + sys: 0.0013 +- stat: 0.0265 + sys: 0.001 +- stat: 0.0349 + sys: 0.001 +- stat: 0.0158 + sys: 0.008 +- stat: 0.0134 + sys: 0.0045 +- stat: 0.0143 + sys: 0.0041 +- stat: 0.012 + sys: 0.0031 +- stat: 0.0165 + sys: 0.0026 +- stat: 0.0118 + sys: 0.0028 +- stat: 0.0113 + sys: 0.0025 +- stat: 0.0109 + sys: 0.0023 +- stat: 0.012 + sys: 0.002 +- stat: 0.0147 + sys: 0.0018 +- stat: 0.0162 + sys: 0.0013 +- stat: 0.0213 + sys: 0.0011 +- stat: 0.0253 + sys: 0.001 +- stat: 0.0242 + sys: 0.0092 +- stat: 0.0245 + sys: 0.0066 +- stat: 0.0161 + sys: 0.0044 +- stat: 0.0211 + sys: 0.0035 +- stat: 0.0227 + sys: 0.0026 +- stat: 0.0158 + sys: 0.0036 +- stat: 0.0146 + sys: 0.0027 +- stat: 0.016 + sys: 0.0025 +- stat: 0.0187 + sys: 0.002 +- stat: 0.0222 + sys: 0.0015 +- stat: 0.0281 + sys: 0.0012 +- stat: 0.0296 + sys: 0.001 +- stat: 0.0356 + sys: 0.0072 +- stat: 0.0296 + sys: 0.0055 +- stat: 0.028 + sys: 0.0042 +- stat: 0.03 + sys: 0.0032 +- stat: 0.0282 + sys: 0.0037 +- stat: 0.0205 + sys: 0.0037 +- stat: 0.0216 + sys: 0.0029 +- stat: 0.0267 + sys: 0.0023 +- stat: 0.0331 + sys: 0.0021 +- stat: 0.0345 + sys: 0.001 +- stat: 0.0458 + sys: 0.0012 +- stat: 0.0361 + sys: 0.0067 +- stat: 0.0465 + sys: 0.0053 +- stat: 0.0353 + sys: 0.0046 +- stat: 0.0395 + sys: 0.0051 +- stat: 0.0281 + sys: 0.0049 +- stat: 0.0235 + sys: 0.0034 +- stat: 0.033 + sys: 0.0033 +- stat: 0.0373 + sys: 0.0026 +- stat: 0.0513 + sys: 0.0029 +- stat: 0.0645 + sys: 0.0034 From cf2b1b335f4d56a9984f564f40f4ee7b22053fac Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 14 Oct 2024 17:47:30 +0200 Subject: [PATCH 012/138] minor fixes --- .../BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py | 2 +- .../BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py | 2 +- .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 2 +- .../commondata/EMC_NC_250GEV_DW/filter.py | 32 ++++++++----------- .../commondata/EMC_NC_250GEV_DW/metadata.yaml | 4 +-- .../commondata/NMC_NC_NOTFIXED/filter.py | 4 ++- 6 files changed, 22 insertions(+), 24 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py index da80c3f619..cc3ed01dc7 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py @@ -1,5 +1,5 @@ """ -Implement BCDMS_NC_NOTFIXED_D_HEPDATA data form Hpedata reference. +Implement BCDMS_NC_NOTFIXED_D_HEPDATA data form Hepdata reference. We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. The legacy implementation of BCDMS_NC_NOTFIXED_D is given by the not averaged $\sqrt{s}$ for R=0, so it has almost twice number of datapoints. diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index b8e8fdce59..570fd3488d 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -1,5 +1,5 @@ r""" -Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hpedata reference. +Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hepdata reference. We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the not averaged $\sqrt{s}$ for R=0, so it has almost twice number of datapoints. diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index a86693a751..16e6badf72 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -16,7 +16,7 @@ hepdata: implemented_observables: - observable_name: EM-F2 observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering F2. label: BCDMS $p$ units: '' process_type: DIS_F2P diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py index e53078822f..b60f761277 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py @@ -5,34 +5,31 @@ HERE = pathlib.Path(__file__).parent + def read_tables(): """Read Hepdata table.""" dfs = pd.DataFrame() - with open(HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8") as f: - lines = f.readlines() + with open( + HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8" + ) as f: + lines = f.readlines() # loop on columns - for idx_line in range(11,137,14): + for idx_line in range(11, 137, 14): df = pd.DataFrame( - [l.split(",") for l in lines[idx_line+3:idx_line+11]], - columns=[ - "Q2", - "Q2_min", - "Q2_max", - "F2", - "error+", - "error-" - ] + [l.split(",") for l in lines[idx_line + 3 : idx_line + 11]], + columns=["Q2", "Q2_min", "Q2_max", "F2", "error+", "error-"], ) df = df[~df.F2.str.contains("-")].astype(float) - df["x_min"] = float(lines[idx_line+1].split("TO")[0].split(',')[-1]) - df["x_max"] = float(lines[idx_line+1].split("TO")[-1]) - df["x"] = (df.x_min + df.x_max)/2 + df["x_min"] = float(lines[idx_line + 1].split("TO")[0].split(",")[-1]) + df["x_max"] = float(lines[idx_line + 1].split("TO")[-1]) + df["x"] = (df.x_min + df.x_max) / 2 df["sqrts"] = float(lines[idx_line].split(",")[-1]) - dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df return dfs + def write_files(df): """Write kinematics, central value and uncertainties files.""" @@ -87,6 +84,5 @@ def write_files(df): if __name__ == "__main__": - df = read_tables() - write_files(df) \ No newline at end of file + write_files(df) diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml index a5818e1b64..d2551e2d01 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml @@ -10,12 +10,12 @@ iNSPIRE: url: https://inspirehep.net/literature/180921 hepdata: url: https://www.hepdata.net/record/ins180921 - version: 2 + version: 1 implemented_observables: - observable_name: EM-F2C observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering on iron target label: EMC $F_2^c$ units: '' process_type: DIS_F2C diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py index 952211d309..98acba49d5 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py @@ -1,4 +1,6 @@ -r"""Implement data form Hepdata reference, data from Table 3.""" +r"""Implement data form Hepdata reference, data from Table 3. +R and $\Delta R$ are simultaneously determined from the data. +""" import pathlib From 99f772df8a541a37e59471c014f4daf67e41edec Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 15 Oct 2024 16:04:24 +0200 Subject: [PATCH 013/138] add NMC F2_p and F2_d --- .../BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 2 +- .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 2 +- .../commondata/EMC_NC_250GEV_DW/metadata.yaml | 2 +- .../NMC_NC_NOTFIXED_D_HEPDATA/data.yaml | 159 +++ .../NMC_NC_NOTFIXED_D_HEPDATA/filter.py | 17 + .../NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml | 1265 +++++++++++++++++ .../NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 60 + .../rawdata/Table17.csv | 17 + .../rawdata/Table18.csv | 18 + .../rawdata/Table19.csv | 20 + .../rawdata/Table20.csv | 20 + .../rawdata/Table21.csv | 22 + .../rawdata/Table22.csv | 23 + .../rawdata/Table23.csv | 24 + .../rawdata/Table24.csv | 25 + .../rawdata/Table25.csv | 25 + .../rawdata/Table26.csv | 25 + .../rawdata/Table27.csv | 25 + .../rawdata/Table28.csv | 25 + .../rawdata/Table29.csv | 25 + .../rawdata/Table30.csv | 25 + .../rawdata/Table31.csv | 24 + .../rawdata/Table32.csv | 23 + .../uncertainties.yaml | 326 +++++ .../NMC_NC_NOTFIXED_P_HEPDATA/data.yaml | 159 +++ .../NMC_NC_NOTFIXED_P_HEPDATA/filter.py | 95 ++ .../NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml | 1265 +++++++++++++++++ .../NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 60 + .../rawdata/Table1.csv | 19 + .../rawdata/Table10.csv | 27 + .../rawdata/Table11.csv | 27 + .../rawdata/Table12.csv | 27 + .../rawdata/Table13.csv | 27 + .../rawdata/Table14.csv | 27 + .../rawdata/Table15.csv | 26 + .../rawdata/Table16.csv | 25 + .../rawdata/Table2.csv | 20 + .../rawdata/Table3.csv | 22 + .../rawdata/Table4.csv | 22 + .../rawdata/Table5.csv | 24 + .../rawdata/Table6.csv | 25 + .../rawdata/Table7.csv | 26 + .../rawdata/Table8.csv | 27 + .../rawdata/Table9.csv | 27 + .../uncertainties.yaml | 326 +++++ 45 files changed, 4499 insertions(+), 3 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table24.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table25.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table26.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table27.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table28.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table29.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table30.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table31.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table32.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/uncertainties.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table13.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table14.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table15.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table16.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml index 7f234342b0..4822a072c1 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -16,7 +16,7 @@ hepdata: implemented_observables: - observable_name: EM-F2 observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering F2 on deuteron target. label: BCDMS $d$ units: '' process_type: DIS_F2D diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index 16e6badf72..3e670be6e5 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -16,7 +16,7 @@ hepdata: implemented_observables: - observable_name: EM-F2 observable: - description: Deep Inelastic Scattering F2. + description: Deep Inelastic Scattering F2 on proton target. label: BCDMS $p$ units: '' process_type: DIS_F2P diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml index d2551e2d01..301448ce04 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml @@ -15,7 +15,7 @@ hepdata: implemented_observables: - observable_name: EM-F2C observable: - description: Deep Inelastic Scattering on iron target + description: Deep Inelastic Scattering F2 charm on iron target label: EMC $F_2^c$ units: '' process_type: DIS_F2C diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml new file mode 100644 index 0000000000..db80c1098a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml @@ -0,0 +1,159 @@ +data_central: +- 0.2576 +- 0.3218 +- 0.3595 +- 0.4116 +- 0.2595 +- 0.2983 +- 0.3354 +- 0.3673 +- 0.4056 +- 0.2538 +- 0.2947 +- 0.3256 +- 0.3622 +- 0.3897 +- 0.4026 +- 0.4389 +- 0.2966 +- 0.3277 +- 0.3465 +- 0.3686 +- 0.3996 +- 0.4017 +- 0.4279 +- 0.2955 +- 0.3191 +- 0.3398 +- 0.3621 +- 0.3865 +- 0.3961 +- 0.3998 +- 0.4331 +- 0.4552 +- 0.3037 +- 0.3154 +- 0.3416 +- 0.3622 +- 0.3719 +- 0.3785 +- 0.3983 +- 0.4008 +- 0.4227 +- 0.442 +- 0.3211 +- 0.3188 +- 0.3346 +- 0.3549 +- 0.3599 +- 0.3711 +- 0.385 +- 0.3871 +- 0.4034 +- 0.4129 +- 0.4316 +- 0.3138 +- 0.3227 +- 0.3344 +- 0.3545 +- 0.3491 +- 0.3613 +- 0.3728 +- 0.3717 +- 0.3845 +- 0.3948 +- 0.3924 +- 0.4279 +- 0.3258 +- 0.3221 +- 0.3382 +- 0.3372 +- 0.3541 +- 0.3607 +- 0.3616 +- 0.3656 +- 0.3673 +- 0.3698 +- 0.3742 +- 0.3876 +- 0.322 +- 0.331 +- 0.3382 +- 0.3373 +- 0.3377 +- 0.3434 +- 0.3412 +- 0.348 +- 0.3611 +- 0.3616 +- 0.3583 +- 0.3862 +- 0.3471 +- 0.3294 +- 0.3302 +- 0.3212 +- 0.3291 +- 0.3246 +- 0.341 +- 0.328 +- 0.3326 +- 0.3307 +- 0.3322 +- 0.3421 +- 0.3267 +- 0.3062 +- 0.3121 +- 0.3015 +- 0.3059 +- 0.3014 +- 0.3061 +- 0.3081 +- 0.2992 +- 0.3021 +- 0.3016 +- 0.3207 +- 0.2939 +- 0.2904 +- 0.2796 +- 0.2853 +- 0.2799 +- 0.2798 +- 0.2876 +- 0.2614 +- 0.2695 +- 0.2686 +- 0.2599 +- 0.2611 +- 0.2667 +- 0.2656 +- 0.2581 +- 0.2481 +- 0.2471 +- 0.2402 +- 0.2439 +- 0.2347 +- 0.2284 +- 0.2311 +- 0.2347 +- 0.1704 +- 0.2123 +- 0.2192 +- 0.2153 +- 0.2014 +- 0.1842 +- 0.1716 +- 0.1819 +- 0.1706 +- 0.1728 +- 0.1659 +- 0.158 +- 0.1158 +- 0.1237 +- 0.1046 +- 0.1025 +- 0.1077 +- 0.0901 +- 0.0864 +- 0.0828 +- 0.081 +- 0.0729 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py new file mode 100644 index 0000000000..25f4f82c73 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py @@ -0,0 +1,17 @@ +r"""Implement data form Hepdata reference, data from Table 6. +R is simultaneously determined from the data. +Results are averaged over different $\sqrt{s}$. +""" + +import pathlib + +HERE = pathlib.Path(__file__).parent + +from nnpdf_data.commondata.NMC_NC_NOTFIXED_P_HEPDATA.filter import ( + read_tables, + write_files, +) + +if __name__ == "__main__": + df = read_tables(HERE / "rawdata", header_line=12) + write_files(df, HERE) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml new file mode 100644 index 0000000000..1adc7b086c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml @@ -0,0 +1,1265 @@ +bins: +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 0.75 + max: null +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 1.25 + max: null +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 1.75 + max: null +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 2.5 + max: null +- x: + min: null + mid: 0.008 + max: null + Q2: + min: null + mid: 0.75 + max: null +- x: + min: null + mid: 0.008 + max: null + Q2: + min: null + mid: 1.25 + max: null +- x: + min: null + mid: 0.008 + max: null + Q2: + min: null + mid: 1.75 + max: null +- x: + min: null + mid: 0.008 + max: null + Q2: + min: null + mid: 2.5 + max: null +- x: + min: null + mid: 0.008 + max: null + Q2: + min: null + mid: 3.5 + max: null +- x: + min: null + mid: 0.0125 + max: null + Q2: + min: null + mid: 0.75 + max: null +- x: + min: null + mid: 0.0125 + max: null + Q2: + min: null + mid: 1.25 + max: null +- x: + min: null + mid: 0.0125 + max: null + Q2: + min: null + mid: 1.75 + max: null +- x: + min: null + mid: 0.0125 + max: null + Q2: + min: null + mid: 2.5 + max: null +- x: + min: null + mid: 0.0125 + 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+ max: null + Q2: + min: null + mid: 48.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 65.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml new file mode 100644 index 0000000000..eb17611fe1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -0,0 +1,60 @@ +setname: NMC_NC_NOTFIXED_D_HEPDATA +version: 1 +version_comment: Hepdata implementation of F2 deuteron averaged over different $\sqrt{s}$. +nnpdf_metadata: + nnpdf31_process: DIS NC + experiment: NMC +arXiv: + url: https://arxiv.org/abs/hep-ph/9610231 + journal: Nucl. Phys. B483 (1997) 3 +iNSPIRE: + url: https://inspirehep.net/literature/424154 +hepdata: + url: https://www.hepdata.net/record/ins424154 + version: 1 +implemented_observables: +- observable_name: EM-F2 + observable: + description: Deep Inelastic Scattering F2 on deuteron target. + label: NMC $d$ + units: '' + process_type: DIS_NCE + tables: [17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32] + npoints: [] + ndata: 158 + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics.yaml + plotting: + kinematics_override: dis_sqrt_scale + dataset_label: NMC $d$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - NMC_NC_HEPDATA_D_F2 + data_uncertainties: + - uncertainties.yaml + data_central: data.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv new file mode 100644 index 0000000000..d92d7c5b81 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table17.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t17 +#: name: Table 17 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table17.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0045 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.537,0.2576,0.0073,-0.0073,0.0169,-0.0169 +1.25,0.537,0.3218,0.0041,-0.0041,0.0156,-0.0156 +1.75,0.537,0.3595,0.0054,-0.0054,0.0145,-0.0145 +2.5,0.537,0.4116,0.0119,-0.0119,0.0157,-0.0157 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv new file mode 100644 index 0000000000..df65e5afd2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table18.csv @@ -0,0 +1,18 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t18 +#: name: Table 18 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table18.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.008 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.337,0.2595,0.0026,-0.0026,0.0072,-0.0072 +1.25,0.337,0.2983,0.0038,-0.0038,0.0089,-0.0089 +1.75,0.337,0.3354,0.0047,-0.0047,0.0134,-0.0134 +2.5,0.337,0.3673,0.0038,-0.0038,0.0131,-0.0131 +3.5,0.337,0.4056,0.0061,-0.0061,0.0137,-0.0137 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv new file mode 100644 index 0000000000..4e51a94b83 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table19.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t19 +#: name: Table 19 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table19.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0125 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.246,0.2538,0.0051,-0.0051,0.0073,-0.0073 +1.25,0.246,0.2947,0.0027,-0.0027,0.0067,-0.0067 +1.75,0.246,0.3256,0.0039,-0.0039,0.0077,-0.0077 +2.5,0.246,0.3622,0.004,-0.004,0.0118,-0.0118 +3.5,0.246,0.3897,0.0045,-0.0045,0.012,-0.012 +4.5,0.246,0.4026,0.0047,-0.0047,0.0133,-0.0133 +5.5,0.246,0.4389,0.0085,-0.0085,0.0156,-0.0156 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv new file mode 100644 index 0000000000..8c70f18862 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table20.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t20 +#: name: Table 20 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table20.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0175 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.19,0.2966,0.0039,-0.0039,0.0067,-0.0067 +1.75,0.19,0.3277,0.0035,-0.0035,0.0066,-0.0066 +2.5,0.19,0.3465,0.0036,-0.0036,0.0079,-0.0079 +3.5,0.19,0.3686,0.0054,-0.0054,0.01,-0.01 +4.5,0.19,0.3996,0.0057,-0.0057,0.0115,-0.0115 +5.5,0.19,0.4017,0.0079,-0.0079,0.0114,-0.0114 +7.0,0.19,0.4279,0.0055,-0.0055,0.0136,-0.0136 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv new file mode 100644 index 0000000000..b96c7aa706 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table21.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t21 +#: name: Table 21 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table21.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.025 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.099,0.2955,0.0048,-0.0048,0.0071,-0.0071 +1.75,0.099,0.3191,0.0033,-0.0033,0.0056,-0.0056 +2.5,0.099,0.3398,0.0024,-0.0024,0.0056,-0.0056 +3.5,0.099,0.3621,0.0036,-0.0036,0.0086,-0.0086 +4.5,0.099,0.3865,0.005,-0.005,0.0099,-0.0099 +5.5,0.099,0.3961,0.0051,-0.0051,0.0104,-0.0104 +7.0,0.099,0.3998,0.0047,-0.0047,0.0098,-0.0098 +9.0,0.099,0.4331,0.0047,-0.0047,0.0123,-0.0123 +11.5,0.099,0.4552,0.0086,-0.0086,0.0152,-0.0152 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv new file mode 100644 index 0000000000..73e964ba54 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table22.csv @@ -0,0 +1,23 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t22 +#: name: Table 22 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table22.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.035 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.108,0.3037,0.0076,-0.0076,0.0081,-0.0081 +1.75,0.108,0.3154,0.0049,-0.0049,0.0053,-0.0053 +2.5,0.108,0.3416,0.0031,-0.0031,0.0047,-0.0047 +3.5,0.108,0.3622,0.0039,-0.0039,0.0057,-0.0057 +4.5,0.108,0.3719,0.0049,-0.0049,0.0087,-0.0087 +5.5,0.108,0.3785,0.006,-0.006,0.009,-0.009 +7.0,0.108,0.3983,0.0051,-0.0051,0.0092,-0.0092 +9.0,0.108,0.4008,0.0053,-0.0053,0.0089,-0.0089 +11.5,0.108,0.4227,0.0046,-0.0046,0.0113,-0.0113 +15.0,0.108,0.442,0.0077,-0.0077,0.0148,-0.0148 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv new file mode 100644 index 0000000000..6c80286141 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table23.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t23 +#: name: Table 23 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table23.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.05 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.117,0.3211,0.0089,-0.0089,0.0102,-0.0102 +1.75,0.117,0.3188,0.005,-0.005,0.0063,-0.0063 +2.5,0.117,0.3346,0.003,-0.003,0.0042,-0.0042 +3.5,0.117,0.3549,0.0032,-0.0032,0.0045,-0.0045 +4.5,0.117,0.3599,0.0041,-0.0041,0.0054,-0.0054 +5.5,0.117,0.3711,0.0047,-0.0047,0.0072,-0.0072 +7.0,0.117,0.385,0.0041,-0.0041,0.0083,-0.0083 +9.0,0.117,0.3871,0.0045,-0.0045,0.0076,-0.0076 +11.5,0.117,0.4034,0.0039,-0.0039,0.008,-0.008 +15.0,0.117,0.4129,0.0038,-0.0038,0.0102,-0.0102 +20.0,0.117,0.4316,0.0056,-0.0056,0.0139,-0.0139 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table24.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table24.csv new file mode 100644 index 0000000000..fa3b6c91e0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table24.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t24 +#: name: Table 24 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table24.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.07 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.113,0.3138,0.0131,-0.0131,0.0136,-0.0136 +1.75,0.113,0.3227,0.0073,-0.0073,0.0088,-0.0088 +2.5,0.113,0.3344,0.0041,-0.0041,0.0053,-0.0053 +3.5,0.113,0.3545,0.0041,-0.0041,0.0041,-0.0041 +4.5,0.113,0.3491,0.0046,-0.0046,0.0046,-0.0046 +5.5,0.113,0.3613,0.006,-0.006,0.0051,-0.0051 +7.0,0.113,0.3728,0.0057,-0.0057,0.0066,-0.0066 +9.0,0.113,0.3717,0.0059,-0.0059,0.0073,-0.0073 +11.5,0.113,0.3845,0.005,-0.005,0.0065,-0.0065 +15.0,0.113,0.3948,0.0044,-0.0044,0.0072,-0.0072 +20.0,0.113,0.3924,0.0042,-0.0042,0.0091,-0.0091 +27.0,0.113,0.4279,0.0091,-0.0091,0.0142,-0.0142 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table25.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table25.csv new file mode 100644 index 0000000000..88bfc226ad --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table25.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t25 +#: name: Table 25 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table25.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.09 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.096,0.3258,0.0195,-0.0195,0.0176,-0.0176 +1.75,0.096,0.3221,0.0096,-0.0096,0.0116,-0.0116 +2.5,0.096,0.3382,0.0054,-0.0054,0.0067,-0.0067 +3.5,0.096,0.3372,0.0048,-0.0048,0.0047,-0.0047 +4.5,0.096,0.3541,0.0057,-0.0057,0.0043,-0.0043 +5.5,0.096,0.3607,0.0067,-0.0067,0.005,-0.005 +7.0,0.096,0.3616,0.0064,-0.0064,0.0054,-0.0054 +9.0,0.096,0.3656,0.0077,-0.0077,0.0066,-0.0066 +11.5,0.096,0.3673,0.0059,-0.0059,0.0064,-0.0064 +15.0,0.096,0.3698,0.0052,-0.0052,0.0057,-0.0057 +20.0,0.096,0.3742,0.0045,-0.0045,0.0068,-0.0068 +27.0,0.096,0.3876,0.0058,-0.0058,0.0094,-0.0094 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table26.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table26.csv new file mode 100644 index 0000000000..5d1a1f10b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table26.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t26 +#: name: Table 26 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table26.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.11 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.043,0.322,0.0117,-0.0117,0.0141,-0.0141 +2.5,0.043,0.331,0.0065,-0.0065,0.0084,-0.0084 +3.5,0.043,0.3382,0.0059,-0.0059,0.0056,-0.0056 +4.5,0.043,0.3373,0.0062,-0.0062,0.0046,-0.0046 +5.5,0.043,0.3377,0.0073,-0.0073,0.0046,-0.0046 +7.0,0.043,0.3434,0.0066,-0.0066,0.0052,-0.0052 +9.0,0.043,0.3412,0.0093,-0.0093,0.006,-0.006 +11.5,0.043,0.348,0.007,-0.007,0.0063,-0.0063 +15.0,0.043,0.3611,0.0061,-0.0061,0.0059,-0.0059 +20.0,0.043,0.3616,0.0051,-0.0051,0.0055,-0.0055 +27.0,0.043,0.3583,0.0055,-0.0055,0.0067,-0.0067 +36.0,0.043,0.3862,0.011,-0.011,0.01,-0.01 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table27.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table27.csv new file mode 100644 index 0000000000..48dd592dd5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table27.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t27 +#: name: Table 27 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table27.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.14 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.295,0.3471,0.0198,-0.0198,0.0168,-0.0168 +2.5,0.27,0.3294,0.006,-0.006,0.0104,-0.0104 +3.5,0.232,0.3302,0.005,-0.005,0.0067,-0.0067 +4.5,0.2,0.3212,0.005,-0.005,0.005,-0.005 +5.5,0.175,0.3291,0.0059,-0.0059,0.0047,-0.0047 +7.0,0.15,0.3246,0.0051,-0.0051,0.0047,-0.0047 +9.0,0.129,0.341,0.0082,-0.0082,0.0054,-0.0054 +11.5,0.114,0.328,0.0066,-0.0066,0.0059,-0.0059 +15.0,0.1,0.3326,0.0049,-0.0049,0.0061,-0.0061 +20.0,0.089,0.3307,0.0039,-0.0039,0.0059,-0.0059 +27.0,0.079,0.3322,0.004,-0.004,0.006,-0.006 +36.0,0.072,0.3421,0.0067,-0.0067,0.0071,-0.0071 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table28.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table28.csv new file mode 100644 index 0000000000..70729af2f0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table28.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t28 +#: name: Table 28 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table28.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.18 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.251,0.3267,0.0091,-0.0091,0.0103,-0.0103 +3.5,0.21,0.3062,0.0061,-0.0061,0.0073,-0.0073 +4.5,0.178,0.3121,0.006,-0.006,0.0057,-0.0057 +5.5,0.155,0.3015,0.0064,-0.0064,0.0048,-0.0048 +7.0,0.132,0.3059,0.0056,-0.0056,0.0044,-0.0044 +9.0,0.113,0.3014,0.0084,-0.0084,0.0045,-0.0045 +11.5,0.098,0.3061,0.0078,-0.0078,0.0049,-0.0049 +15.0,0.085,0.3081,0.0061,-0.0061,0.0057,-0.0057 +20.0,0.075,0.2992,0.0043,-0.0043,0.0057,-0.0057 +27.0,0.066,0.3021,0.0043,-0.0043,0.0061,-0.0061 +36.0,0.059,0.3016,0.0053,-0.0053,0.0067,-0.0067 +48.0,0.054,0.3207,0.0099,-0.0099,0.0081,-0.0081 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table29.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table29.csv new file mode 100644 index 0000000000..4e9135747d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table29.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t29 +#: name: Table 29 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table29.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.225 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.234,0.2939,0.026,-0.026,0.008,-0.008 +3.5,0.191,0.2904,0.007,-0.007,0.0065,-0.0065 +4.5,0.161,0.2796,0.006,-0.006,0.0052,-0.0052 +5.5,0.14,0.2853,0.0066,-0.0066,0.0046,-0.0046 +7.0,0.118,0.2799,0.0056,-0.0056,0.0038,-0.0038 +9.0,0.1,0.2798,0.0075,-0.0075,0.0038,-0.0038 +11.5,0.086,0.2876,0.0077,-0.0077,0.0041,-0.0041 +15.0,0.074,0.2614,0.0057,-0.0057,0.0043,-0.0043 +20.0,0.064,0.2695,0.0042,-0.0042,0.0046,-0.0046 +27.0,0.056,0.2686,0.0041,-0.0041,0.0053,-0.0053 +36.0,0.05,0.2599,0.0047,-0.0047,0.0058,-0.0058 +48.0,0.045,0.2611,0.0075,-0.0075,0.0071,-0.0071 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table30.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table30.csv new file mode 100644 index 0000000000..eb371aa611 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table30.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t30 +#: name: Table 30 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table30.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.275 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +3.5,0.178,0.2667,0.0117,-0.0117,0.0062,-0.0062 +4.5,0.149,0.2656,0.0078,-0.0078,0.0051,-0.0051 +5.5,0.129,0.2581,0.0074,-0.0074,0.0041,-0.0041 +7.0,0.108,0.2481,0.0059,-0.0059,0.0033,-0.0033 +9.0,0.091,0.2471,0.0083,-0.0083,0.0029,-0.0029 +11.5,0.078,0.2402,0.0079,-0.0079,0.003,-0.003 +15.0,0.066,0.2439,0.0078,-0.0078,0.0031,-0.0031 +20.0,0.056,0.2347,0.0046,-0.0046,0.0031,-0.0031 +27.0,0.048,0.2284,0.0041,-0.0041,0.0035,-0.0035 +36.0,0.042,0.2311,0.0047,-0.0047,0.0046,-0.0046 +48.0,0.038,0.2347,0.0071,-0.0071,0.006,-0.006 +65.0,0.034,0.1704,0.0183,-0.0183,0.0057,-0.0057 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table31.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table31.csv new file mode 100644 index 0000000000..1440f1c85a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table31.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t31 +#: name: Table 31 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table31.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.35 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +4.5,0.138,0.2123,0.0081,-0.0081,0.0093,-0.0093 +5.5,0.119,0.2192,0.0069,-0.0069,0.0074,-0.0074 +7.0,0.099,0.2153,0.0049,-0.0049,0.0046,-0.0046 +9.0,0.083,0.2014,0.0058,-0.0058,0.0027,-0.0027 +11.5,0.07,0.1842,0.0074,-0.0074,0.0019,-0.0019 +15.0,0.059,0.1716,0.0053,-0.0053,0.0022,-0.0022 +20.0,0.049,0.1819,0.0039,-0.0039,0.0028,-0.0028 +27.0,0.042,0.1706,0.0028,-0.0028,0.0029,-0.0029 +36.0,0.036,0.1728,0.003,-0.003,0.003,-0.003 +48.0,0.032,0.1659,0.0038,-0.0038,0.0032,-0.0032 +65.0,0.028,0.158,0.0105,-0.0105,0.0047,-0.0047 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table32.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table32.csv new file mode 100644 index 0000000000..9d277fe093 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/rawdata/Table32.csv @@ -0,0 +1,23 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t32 +#: name: Table 32 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table32.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.5 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +5.5,0.109,0.1158,0.0101,-0.0101,0.0122,-0.0122 +7.0,0.091,0.1237,0.0047,-0.0047,0.0102,-0.0102 +9.0,0.075,0.1046,0.0039,-0.0039,0.0064,-0.0064 +11.5,0.063,0.1025,0.0046,-0.0046,0.0049,-0.0049 +15.0,0.052,0.1077,0.0061,-0.0061,0.004,-0.004 +20.0,0.043,0.0901,0.0037,-0.0037,0.0043,-0.0043 +27.0,0.035,0.0864,0.0021,-0.0021,0.0045,-0.0045 +36.0,0.03,0.0828,0.0017,-0.0017,0.0041,-0.0041 +48.0,0.026,0.081,0.002,-0.002,0.0037,-0.0037 +65.0,0.022,0.0729,0.0047,-0.0047,0.0032,-0.0032 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/uncertainties.yaml new file mode 100644 index 0000000000..7e2a1bf9a9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/uncertainties.yaml @@ -0,0 +1,326 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0073 + sys: 0.0169 +- stat: 0.0041 + sys: 0.0156 +- stat: 0.0054 + sys: 0.0145 +- stat: 0.0119 + sys: 0.0157 +- stat: 0.0026 + sys: 0.0072 +- stat: 0.0038 + sys: 0.0089 +- stat: 0.0047 + sys: 0.0134 +- stat: 0.0038 + sys: 0.0131 +- stat: 0.0061 + sys: 0.0137 +- stat: 0.0051 + sys: 0.0073 +- stat: 0.0027 + sys: 0.0067 +- stat: 0.0039 + sys: 0.0077 +- stat: 0.004 + sys: 0.0118 +- stat: 0.0045 + sys: 0.012 +- stat: 0.0047 + sys: 0.0133 +- stat: 0.0085 + sys: 0.0156 +- stat: 0.0039 + sys: 0.0067 +- stat: 0.0035 + sys: 0.0066 +- stat: 0.0036 + sys: 0.0079 +- stat: 0.0054 + sys: 0.01 +- stat: 0.0057 + sys: 0.0115 +- stat: 0.0079 + sys: 0.0114 +- stat: 0.0055 + sys: 0.0136 +- stat: 0.0048 + sys: 0.0071 +- stat: 0.0033 + sys: 0.0056 +- stat: 0.0024 + sys: 0.0056 +- stat: 0.0036 + sys: 0.0086 +- stat: 0.005 + sys: 0.0099 +- stat: 0.0051 + sys: 0.0104 +- stat: 0.0047 + sys: 0.0098 +- stat: 0.0047 + sys: 0.0123 +- stat: 0.0086 + sys: 0.0152 +- stat: 0.0076 + sys: 0.0081 +- stat: 0.0049 + sys: 0.0053 +- stat: 0.0031 + sys: 0.0047 +- stat: 0.0039 + sys: 0.0057 +- stat: 0.0049 + sys: 0.0087 +- stat: 0.006 + sys: 0.009 +- stat: 0.0051 + sys: 0.0092 +- stat: 0.0053 + sys: 0.0089 +- stat: 0.0046 + sys: 0.0113 +- stat: 0.0077 + sys: 0.0148 +- stat: 0.0089 + sys: 0.0102 +- stat: 0.005 + sys: 0.0063 +- stat: 0.003 + sys: 0.0042 +- stat: 0.0032 + sys: 0.0045 +- stat: 0.0041 + sys: 0.0054 +- stat: 0.0047 + sys: 0.0072 +- stat: 0.0041 + sys: 0.0083 +- stat: 0.0045 + sys: 0.0076 +- stat: 0.0039 + sys: 0.008 +- stat: 0.0038 + sys: 0.0102 +- stat: 0.0056 + sys: 0.0139 +- stat: 0.0131 + sys: 0.0136 +- stat: 0.0073 + sys: 0.0088 +- stat: 0.0041 + sys: 0.0053 +- stat: 0.0041 + sys: 0.0041 +- stat: 0.0046 + sys: 0.0046 +- stat: 0.006 + sys: 0.0051 +- stat: 0.0057 + sys: 0.0066 +- stat: 0.0059 + sys: 0.0073 +- stat: 0.005 + sys: 0.0065 +- stat: 0.0044 + sys: 0.0072 +- stat: 0.0042 + sys: 0.0091 +- stat: 0.0091 + sys: 0.0142 +- stat: 0.0195 + sys: 0.0176 +- stat: 0.0096 + sys: 0.0116 +- stat: 0.0054 + sys: 0.0067 +- stat: 0.0048 + sys: 0.0047 +- stat: 0.0057 + sys: 0.0043 +- stat: 0.0067 + sys: 0.005 +- stat: 0.0064 + sys: 0.0054 +- stat: 0.0077 + sys: 0.0066 +- stat: 0.0059 + sys: 0.0064 +- stat: 0.0052 + sys: 0.0057 +- stat: 0.0045 + sys: 0.0068 +- stat: 0.0058 + sys: 0.0094 +- stat: 0.0117 + sys: 0.0141 +- stat: 0.0065 + sys: 0.0084 +- stat: 0.0059 + sys: 0.0056 +- stat: 0.0062 + sys: 0.0046 +- stat: 0.0073 + sys: 0.0046 +- stat: 0.0066 + sys: 0.0052 +- stat: 0.0093 + sys: 0.006 +- stat: 0.007 + sys: 0.0063 +- stat: 0.0061 + sys: 0.0059 +- stat: 0.0051 + sys: 0.0055 +- stat: 0.0055 + sys: 0.0067 +- stat: 0.011 + sys: 0.01 +- stat: 0.0198 + sys: 0.0168 +- stat: 0.006 + sys: 0.0104 +- stat: 0.005 + sys: 0.0067 +- stat: 0.005 + sys: 0.005 +- stat: 0.0059 + sys: 0.0047 +- stat: 0.0051 + sys: 0.0047 +- stat: 0.0082 + sys: 0.0054 +- stat: 0.0066 + sys: 0.0059 +- stat: 0.0049 + sys: 0.0061 +- stat: 0.0039 + sys: 0.0059 +- stat: 0.004 + sys: 0.006 +- stat: 0.0067 + sys: 0.0071 +- stat: 0.0091 + sys: 0.0103 +- stat: 0.0061 + sys: 0.0073 +- stat: 0.006 + sys: 0.0057 +- stat: 0.0064 + sys: 0.0048 +- stat: 0.0056 + sys: 0.0044 +- stat: 0.0084 + sys: 0.0045 +- stat: 0.0078 + sys: 0.0049 +- stat: 0.0061 + sys: 0.0057 +- stat: 0.0043 + sys: 0.0057 +- stat: 0.0043 + sys: 0.0061 +- stat: 0.0053 + sys: 0.0067 +- stat: 0.0099 + sys: 0.0081 +- stat: 0.026 + sys: 0.008 +- stat: 0.007 + sys: 0.0065 +- stat: 0.006 + sys: 0.0052 +- stat: 0.0066 + sys: 0.0046 +- stat: 0.0056 + sys: 0.0038 +- stat: 0.0075 + sys: 0.0038 +- stat: 0.0077 + sys: 0.0041 +- stat: 0.0057 + sys: 0.0043 +- stat: 0.0042 + sys: 0.0046 +- stat: 0.0041 + sys: 0.0053 +- stat: 0.0047 + sys: 0.0058 +- stat: 0.0075 + sys: 0.0071 +- stat: 0.0117 + sys: 0.0062 +- stat: 0.0078 + sys: 0.0051 +- stat: 0.0074 + sys: 0.0041 +- stat: 0.0059 + sys: 0.0033 +- stat: 0.0083 + sys: 0.0029 +- stat: 0.0079 + sys: 0.003 +- stat: 0.0078 + sys: 0.0031 +- stat: 0.0046 + sys: 0.0031 +- stat: 0.0041 + sys: 0.0035 +- stat: 0.0047 + sys: 0.0046 +- stat: 0.0071 + sys: 0.006 +- stat: 0.0183 + sys: 0.0057 +- stat: 0.0081 + sys: 0.0093 +- stat: 0.0069 + sys: 0.0074 +- stat: 0.0049 + sys: 0.0046 +- stat: 0.0058 + sys: 0.0027 +- stat: 0.0074 + sys: 0.0019 +- stat: 0.0053 + sys: 0.0022 +- stat: 0.0039 + sys: 0.0028 +- stat: 0.0028 + sys: 0.0029 +- stat: 0.003 + sys: 0.003 +- stat: 0.0038 + sys: 0.0032 +- stat: 0.0105 + sys: 0.0047 +- stat: 0.0101 + sys: 0.0122 +- stat: 0.0047 + sys: 0.0102 +- stat: 0.0039 + sys: 0.0064 +- stat: 0.0046 + sys: 0.0049 +- stat: 0.0061 + sys: 0.004 +- stat: 0.0037 + sys: 0.0043 +- stat: 0.0021 + sys: 0.0045 +- stat: 0.0017 + sys: 0.0041 +- stat: 0.002 + sys: 0.0037 +- stat: 0.0047 + sys: 0.0032 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/data.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/data.yaml new file mode 100644 index 0000000000..1f09d447eb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/data.yaml @@ -0,0 +1,159 @@ +data_central: +- 0.2695 +- 0.3237 +- 0.3674 +- 0.4281 +- 0.2647 +- 0.3088 +- 0.3483 +- 0.3869 +- 0.4209 +- 0.26 +- 0.3031 +- 0.3303 +- 0.3729 +- 0.3992 +- 0.4164 +- 0.4548 +- 0.2976 +- 0.3299 +- 0.3576 +- 0.3808 +- 0.4129 +- 0.4206 +- 0.4287 +- 0.3041 +- 0.3247 +- 0.3501 +- 0.3757 +- 0.3912 +- 0.4058 +- 0.4176 +- 0.4458 +- 0.4835 +- 0.3061 +- 0.3305 +- 0.3578 +- 0.3783 +- 0.3978 +- 0.3947 +- 0.413 +- 0.4164 +- 0.4406 +- 0.4643 +- 0.3309 +- 0.3314 +- 0.3448 +- 0.3695 +- 0.3747 +- 0.3831 +- 0.3926 +- 0.3974 +- 0.4254 +- 0.4314 +- 0.464 +- 0.314 +- 0.3444 +- 0.3494 +- 0.3754 +- 0.3704 +- 0.3793 +- 0.3915 +- 0.3962 +- 0.4143 +- 0.4095 +- 0.4274 +- 0.479 +- 0.3376 +- 0.3394 +- 0.3635 +- 0.3609 +- 0.3699 +- 0.3712 +- 0.3908 +- 0.3688 +- 0.3968 +- 0.4025 +- 0.4007 +- 0.408 +- 0.3454 +- 0.3549 +- 0.3684 +- 0.367 +- 0.3657 +- 0.3627 +- 0.3757 +- 0.3679 +- 0.3845 +- 0.3891 +- 0.3764 +- 0.433 +- 0.3688 +- 0.363 +- 0.3685 +- 0.354 +- 0.341 +- 0.3542 +- 0.3775 +- 0.3737 +- 0.37 +- 0.365 +- 0.3746 +- 0.3642 +- 0.3628 +- 0.3343 +- 0.3609 +- 0.3277 +- 0.3461 +- 0.3468 +- 0.3527 +- 0.3382 +- 0.3392 +- 0.3413 +- 0.3548 +- 0.3715 +- 0.333 +- 0.3297 +- 0.3213 +- 0.3318 +- 0.3217 +- 0.3117 +- 0.3485 +- 0.3149 +- 0.308 +- 0.3164 +- 0.3031 +- 0.3166 +- 0.3016 +- 0.3036 +- 0.3032 +- 0.3035 +- 0.3031 +- 0.2789 +- 0.2933 +- 0.2828 +- 0.2645 +- 0.2817 +- 0.2764 +- 0.1887 +- 0.2727 +- 0.2526 +- 0.269 +- 0.249 +- 0.2354 +- 0.2192 +- 0.2257 +- 0.2156 +- 0.2163 +- 0.2207 +- 0.2333 +- 0.1558 +- 0.1654 +- 0.1377 +- 0.1443 +- 0.1344 +- 0.1192 +- 0.1185 +- 0.1112 +- 0.1042 +- 0.1092 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py new file mode 100644 index 0000000000..cda726c28f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py @@ -0,0 +1,95 @@ +r"""Implement data form Hepdata reference, data from Table 5. +R is simultaneously determined from the data. +Results are averaged onver different $\sqrt{s}$. +""" + +import pathlib + +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + + +def read_tables(store_path, header_line): + """Parse Tables.""" + dfs = pd.DataFrame() + for file in sorted(store_path.iterdir()): + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[header_line:-1]], + columns=[ + "Q2", + "R", + "F2", + "stat+", + "stat-", + "sys+", + "sys-", + ], + ) + df["x"] = float(lines[header_line - 2].split(",")[1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + + dfs = dfs.astype(float) + return dfs.sort_values(["x", "Q2"]) + + +def write_files(df, store_path): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(store_path / "data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(store_path / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(store_path / "uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + df = read_tables(HERE / "rawdata", header_line=14) + write_files(df, HERE) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml new file mode 100644 index 0000000000..1adc7b086c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml @@ -0,0 +1,1265 @@ +bins: +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 0.75 + max: 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min: null + mid: 36.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 48.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 65.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml new file mode 100644 index 0000000000..dd7efcdf3e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -0,0 +1,60 @@ +setname: NMC_NC_NOTFIXED_P_HEPDATA +version: 1 +version_comment: Hepdata implementation of F2 proton averaged over different $\sqrt{s}$. +nnpdf_metadata: + nnpdf31_process: DIS NC + experiment: NMC +arXiv: + url: https://arxiv.org/abs/hep-ph/9610231 + journal: Nucl. Phys. B483 (1997) 3 +iNSPIRE: + url: https://inspirehep.net/literature/424154 +hepdata: + url: https://www.hepdata.net/record/ins424154 + version: 1 +implemented_observables: +- observable_name: EM-F2 + observable: + description: Deep Inelastic Scattering F2 on proton target. + label: NMC $p$ + units: '' + process_type: DIS_NCE + tables: [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] + npoints: [] + ndata: 158 + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics.yaml + plotting: + kinematics_override: dis_sqrt_scale + dataset_label: NMC $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - NMC_NC_HEPDATA_P_F2 + data_uncertainties: + - uncertainties.yaml + data_central: data.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv new file mode 100644 index 0000000000..7ca3743282 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv @@ -0,0 +1,19 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t1 +#: name: Table 1 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table1.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0045 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.537,0.2695,0.0099,-0.0099,0.0134,-0.0134 +1.25,0.537,0.3237,0.0053,-0.0053,0.0152,-0.0152 +1.75,0.537,0.3674,0.007,-0.007,0.0149,-0.0149 +2.5,0.537,0.4281,0.0162,-0.0162,0.0158,-0.0158 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv new file mode 100644 index 0000000000..f5b616dc5e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t10 +#: name: Table 10 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table10.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.11 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.043,0.3454,0.0133,-0.0133,0.0105,-0.0105 +2.5,0.043,0.3549,0.0076,-0.0076,0.008,-0.008 +3.5,0.043,0.3684,0.0074,-0.0074,0.0062,-0.0062 +4.5,0.043,0.367,0.0082,-0.0082,0.0053,-0.0053 +5.5,0.043,0.3657,0.01,-0.01,0.0045,-0.0045 +7.0,0.043,0.3627,0.009,-0.009,0.0051,-0.0051 +9.0,0.043,0.3757,0.0128,-0.0128,0.0066,-0.0066 +11.5,0.043,0.3679,0.0092,-0.0092,0.0068,-0.0068 +15.0,0.043,0.3845,0.0082,-0.0082,0.0072,-0.0072 +20.0,0.043,0.3891,0.0071,-0.0071,0.0079,-0.0079 +27.0,0.043,0.3764,0.0078,-0.0078,0.0091,-0.0091 +36.0,0.043,0.433,0.017,-0.017,0.0131,-0.0131 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv new file mode 100644 index 0000000000..1d9cb442a8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table11.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t11 +#: name: Table 11 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table11.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.14 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.295,0.3688,0.022,-0.022,0.0138,-0.0138 +2.5,0.27,0.363,0.0071,-0.0071,0.0101,-0.0101 +3.5,0.232,0.3685,0.0063,-0.0063,0.0073,-0.0073 +4.5,0.2,0.354,0.0064,-0.0064,0.0057,-0.0057 +5.5,0.175,0.341,0.0076,-0.0076,0.005,-0.005 +7.0,0.15,0.3542,0.007,-0.007,0.0051,-0.0051 +9.0,0.129,0.3775,0.0114,-0.0114,0.006,-0.006 +11.5,0.114,0.3737,0.0092,-0.0092,0.0068,-0.0068 +15.0,0.1,0.37,0.0067,-0.0067,0.0074,-0.0074 +20.0,0.089,0.365,0.0054,-0.0054,0.0078,-0.0078 +27.0,0.079,0.3746,0.0059,-0.0059,0.009,-0.009 +36.0,0.072,0.3642,0.01,-0.01,0.0103,-0.0103 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv new file mode 100644 index 0000000000..4d946b95fc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table12.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t12 +#: name: Table 12 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table12.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.18 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.251,0.3628,0.0109,-0.0109,0.0114,-0.0114 +3.5,0.21,0.3343,0.0074,-0.0074,0.0082,-0.0082 +4.5,0.178,0.3609,0.0079,-0.0079,0.0071,-0.0071 +5.5,0.155,0.3277,0.0084,-0.0084,0.0055,-0.0055 +7.0,0.132,0.3461,0.0078,-0.0078,0.0053,-0.0053 +9.0,0.113,0.3468,0.0119,-0.0119,0.0056,-0.0056 +11.5,0.098,0.3527,0.0111,-0.0111,0.0062,-0.0062 +15.0,0.085,0.3382,0.0081,-0.0081,0.0069,-0.0069 +20.0,0.075,0.3392,0.0062,-0.0062,0.0073,-0.0073 +27.0,0.066,0.3413,0.0063,-0.0063,0.0081,-0.0081 +36.0,0.059,0.3548,0.0083,-0.0083,0.0096,-0.0096 +48.0,0.054,0.3715,0.0157,-0.0157,0.0114,-0.0114 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table13.csv new file mode 100644 index 0000000000..a585aded0e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table13.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t13 +#: name: Table 13 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table13.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.225 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.234,0.333,0.0315,-0.0315,0.0101,-0.0101 +3.5,0.191,0.3297,0.0087,-0.0087,0.0082,-0.0082 +4.5,0.161,0.3213,0.0078,-0.0078,0.0065,-0.0065 +5.5,0.14,0.3318,0.009,-0.009,0.0058,-0.0058 +7.0,0.118,0.3217,0.0078,-0.0078,0.0048,-0.0048 +9.0,0.1,0.3117,0.0104,-0.0104,0.0049,-0.0049 +11.5,0.086,0.3485,0.0112,-0.0112,0.0063,-0.0063 +15.0,0.074,0.3149,0.0081,-0.0081,0.0064,-0.0064 +20.0,0.064,0.308,0.0059,-0.0059,0.0065,-0.0065 +27.0,0.056,0.3164,0.0061,-0.0061,0.0072,-0.0072 +36.0,0.05,0.3031,0.0071,-0.0071,0.0076,-0.0076 +48.0,0.045,0.3166,0.0121,-0.0121,0.0089,-0.0089 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table14.csv new file mode 100644 index 0000000000..55d63c8d3c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table14.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t14 +#: name: Table 14 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table14.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.275 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +3.5,0.178,0.3016,0.0147,-0.0147,0.0076,-0.0076 +4.5,0.149,0.3036,0.0101,-0.0101,0.006,-0.006 +5.5,0.129,0.3032,0.0101,-0.0101,0.0051,-0.0051 +7.0,0.108,0.3035,0.0086,-0.0086,0.0049,-0.0049 +9.0,0.091,0.3031,0.0125,-0.0125,0.0047,-0.0047 +11.5,0.078,0.2789,0.0113,-0.0113,0.005,-0.005 +15.0,0.066,0.2933,0.0111,-0.0111,0.0055,-0.0055 +20.0,0.056,0.2828,0.0066,-0.0066,0.0058,-0.0058 +27.0,0.048,0.2645,0.0061,-0.0061,0.0056,-0.0056 +36.0,0.042,0.2817,0.0073,-0.0073,0.0064,-0.0064 +48.0,0.038,0.2764,0.0113,-0.0113,0.0068,-0.0068 +65.0,0.034,0.1887,0.0289,-0.0289,0.0055,-0.0055 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table15.csv new file mode 100644 index 0000000000..732813a266 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table15.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t15 +#: name: Table 15 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table15.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.35 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +4.5,0.138,0.2727,0.0116,-0.0116,0.0127,-0.0127 +5.5,0.119,0.2526,0.0093,-0.0093,0.0092,-0.0092 +7.0,0.099,0.269,0.0073,-0.0073,0.0063,-0.0063 +9.0,0.083,0.249,0.0088,-0.0088,0.0055,-0.0055 +11.5,0.07,0.2354,0.0118,-0.0118,0.0048,-0.0048 +15.0,0.059,0.2192,0.0081,-0.0081,0.0045,-0.0045 +20.0,0.049,0.2257,0.0058,-0.0058,0.0045,-0.0045 +27.0,0.042,0.2156,0.0044,-0.0044,0.0046,-0.0046 +36.0,0.036,0.2163,0.0048,-0.0048,0.0054,-0.0054 +48.0,0.032,0.2207,0.0065,-0.0065,0.0061,-0.0061 +65.0,0.028,0.2333,0.0192,-0.0192,0.0074,-0.0074 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table16.csv new file mode 100644 index 0000000000..6bf151abcf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table16.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t16 +#: name: Table 16 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table16.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.5 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +5.5,0.109,0.1558,0.0158,-0.0158,0.0182,-0.0182 +7.0,0.091,0.1654,0.0077,-0.0077,0.0161,-0.0161 +9.0,0.075,0.1377,0.0063,-0.0063,0.0107,-0.0107 +11.5,0.063,0.1443,0.0081,-0.0081,0.0085,-0.0085 +15.0,0.052,0.1344,0.0101,-0.0101,0.0055,-0.0055 +20.0,0.043,0.1192,0.0059,-0.0059,0.005,-0.005 +27.0,0.035,0.1185,0.0035,-0.0035,0.0051,-0.0051 +36.0,0.03,0.1112,0.0028,-0.0028,0.0049,-0.0049 +48.0,0.026,0.1042,0.0034,-0.0034,0.0049,-0.0049 +65.0,0.022,0.1092,0.0088,-0.0088,0.0057,-0.0057 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv new file mode 100644 index 0000000000..7ae9e45d94 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t2 +#: name: Table 2 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table2.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.008 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.337,0.2647,0.0033,-0.0033,0.0078,-0.0078 +1.25,0.337,0.3088,0.005,-0.005,0.0102,-0.0102 +1.75,0.337,0.3483,0.0062,-0.0062,0.0127,-0.0127 +2.5,0.337,0.3869,0.005,-0.005,0.0139,-0.0139 +3.5,0.337,0.4209,0.0082,-0.0082,0.0143,-0.0143 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv new file mode 100644 index 0000000000..4645145514 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t3 +#: name: Table 3 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table3.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0125 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.246,0.26,0.006,-0.006,0.0051,-0.0051 +1.25,0.246,0.3031,0.0035,-0.0035,0.0066,-0.0066 +1.75,0.246,0.3303,0.005,-0.005,0.0084,-0.0084 +2.5,0.246,0.3729,0.0051,-0.0051,0.0117,-0.0117 +3.5,0.246,0.3992,0.0059,-0.0059,0.012,-0.012 +4.5,0.246,0.4164,0.0064,-0.0064,0.0143,-0.0143 +5.5,0.246,0.4548,0.0114,-0.0114,0.0178,-0.0178 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv new file mode 100644 index 0000000000..05b7400e9b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t4 +#: name: Table 4 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table4.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0175 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.19,0.2976,0.0047,-0.0047,0.0045,-0.0045 +1.75,0.19,0.3299,0.0045,-0.0045,0.0063,-0.0063 +2.5,0.19,0.3576,0.0047,-0.0047,0.0084,-0.0084 +3.5,0.19,0.3808,0.0068,-0.0068,0.0105,-0.0105 +4.5,0.19,0.4129,0.0076,-0.0076,0.0118,-0.0118 +5.5,0.19,0.4206,0.0104,-0.0104,0.0138,-0.0138 +7.0,0.19,0.4287,0.0073,-0.0073,0.0152,-0.0152 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv new file mode 100644 index 0000000000..edf8fb7a3f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t5 +#: name: Table 5 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table5.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.025 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.099,0.3041,0.0056,-0.0056,0.0039,-0.0039 +1.75,0.099,0.3247,0.004,-0.004,0.0042,-0.0042 +2.5,0.099,0.3501,0.0032,-0.0032,0.0054,-0.0054 +3.5,0.099,0.3757,0.0048,-0.0048,0.0089,-0.0089 +4.5,0.099,0.3912,0.0063,-0.0063,0.0098,-0.0098 +5.5,0.099,0.4058,0.0067,-0.0067,0.0106,-0.0106 +7.0,0.099,0.4176,0.0062,-0.0062,0.0111,-0.0111 +9.0,0.099,0.4458,0.0064,-0.0064,0.0137,-0.0137 +11.5,0.099,0.4835,0.012,-0.012,0.0173,-0.0173 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv new file mode 100644 index 0000000000..8faaf25648 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t6 +#: name: Table 6 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table6.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.035 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.108,0.3061,0.0084,-0.0084,0.0044,-0.0044 +1.75,0.108,0.3305,0.0059,-0.0059,0.0037,-0.0037 +2.5,0.108,0.3578,0.004,-0.004,0.0043,-0.0043 +3.5,0.108,0.3783,0.0052,-0.0052,0.0059,-0.0059 +4.5,0.108,0.3978,0.0066,-0.0066,0.0091,-0.0091 +5.5,0.108,0.3947,0.0078,-0.0078,0.0089,-0.0089 +7.0,0.108,0.413,0.0068,-0.0068,0.0094,-0.0094 +9.0,0.108,0.4164,0.0071,-0.0071,0.0095,-0.0095 +11.5,0.108,0.4406,0.0063,-0.0063,0.0123,-0.0123 +15.0,0.108,0.4643,0.011,-0.011,0.016,-0.016 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv new file mode 100644 index 0000000000..fb6ce69790 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table7.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t7 +#: name: Table 7 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table7.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.05 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.117,0.3309,0.0098,-0.0098,0.0071,-0.0071 +1.75,0.117,0.3314,0.0058,-0.0058,0.0051,-0.0051 +2.5,0.117,0.3448,0.0036,-0.0036,0.004,-0.004 +3.5,0.117,0.3695,0.0041,-0.0041,0.0047,-0.0047 +4.5,0.117,0.3747,0.0056,-0.0056,0.0054,-0.0054 +5.5,0.117,0.3831,0.0063,-0.0063,0.0071,-0.0071 +7.0,0.117,0.3926,0.0053,-0.0053,0.0078,-0.0078 +9.0,0.117,0.3974,0.0059,-0.0059,0.0074,-0.0074 +11.5,0.117,0.4254,0.0053,-0.0053,0.0083,-0.0083 +15.0,0.117,0.4314,0.0053,-0.0053,0.0106,-0.0106 +20.0,0.117,0.464,0.0082,-0.0082,0.0147,-0.0147 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv new file mode 100644 index 0000000000..e493868d13 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table8.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t8 +#: name: Table 8 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table8.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.07 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.113,0.314,0.0139,-0.0139,0.0088,-0.0088 +1.75,0.113,0.3444,0.0084,-0.0084,0.007,-0.007 +2.5,0.113,0.3494,0.0049,-0.0049,0.0054,-0.0054 +3.5,0.113,0.3754,0.0052,-0.0052,0.0046,-0.0046 +4.5,0.113,0.3704,0.0062,-0.0062,0.0048,-0.0048 +5.5,0.113,0.3793,0.0082,-0.0082,0.0048,-0.0048 +7.0,0.113,0.3915,0.0076,-0.0076,0.0067,-0.0067 +9.0,0.113,0.3962,0.0078,-0.0078,0.0073,-0.0073 +11.5,0.113,0.4143,0.0068,-0.0068,0.0069,-0.0069 +15.0,0.113,0.4095,0.006,-0.006,0.0072,-0.0072 +20.0,0.113,0.4274,0.0061,-0.0061,0.0098,-0.0098 +27.0,0.113,0.479,0.014,-0.014,0.0155,-0.0155 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv new file mode 100644 index 0000000000..ecd0e89200 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t9 +#: name: Table 9 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table9.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.09 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.096,0.3376,0.021,-0.021,0.0109,-0.0109 +1.75,0.096,0.3394,0.0107,-0.0107,0.0088,-0.0088 +2.5,0.096,0.3635,0.0064,-0.0064,0.0068,-0.0068 +3.5,0.096,0.3609,0.006,-0.006,0.0054,-0.0054 +4.5,0.096,0.3699,0.0074,-0.0074,0.0047,-0.0047 +5.5,0.096,0.3712,0.009,-0.009,0.0049,-0.0049 +7.0,0.096,0.3908,0.0089,-0.0089,0.0054,-0.0054 +9.0,0.096,0.3688,0.0099,-0.0099,0.0075,-0.0075 +11.5,0.096,0.3968,0.0079,-0.0079,0.0071,-0.0071 +15.0,0.096,0.4025,0.0072,-0.0072,0.0072,-0.0072 +20.0,0.096,0.4007,0.0064,-0.0064,0.0083,-0.0083 +27.0,0.096,0.408,0.0084,-0.0084,0.0108,-0.0108 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml new file mode 100644 index 0000000000..eb178f5ef5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml @@ -0,0 +1,326 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0099 + sys: 0.0134 +- stat: 0.0053 + sys: 0.0152 +- stat: 0.007 + sys: 0.0149 +- stat: 0.0162 + sys: 0.0158 +- stat: 0.0033 + sys: 0.0078 +- stat: 0.005 + sys: 0.0102 +- stat: 0.0062 + sys: 0.0127 +- stat: 0.005 + sys: 0.0139 +- stat: 0.0082 + sys: 0.0143 +- stat: 0.006 + sys: 0.0051 +- stat: 0.0035 + sys: 0.0066 +- stat: 0.005 + sys: 0.0084 +- stat: 0.0051 + sys: 0.0117 +- stat: 0.0059 + sys: 0.012 +- stat: 0.0064 + sys: 0.0143 +- stat: 0.0114 + sys: 0.0178 +- stat: 0.0047 + sys: 0.0045 +- stat: 0.0045 + sys: 0.0063 +- stat: 0.0047 + sys: 0.0084 +- stat: 0.0068 + sys: 0.0105 +- stat: 0.0076 + sys: 0.0118 +- stat: 0.0104 + sys: 0.0138 +- stat: 0.0073 + sys: 0.0152 +- stat: 0.0056 + sys: 0.0039 +- stat: 0.004 + sys: 0.0042 +- stat: 0.0032 + sys: 0.0054 +- stat: 0.0048 + sys: 0.0089 +- stat: 0.0063 + sys: 0.0098 +- stat: 0.0067 + sys: 0.0106 +- stat: 0.0062 + sys: 0.0111 +- stat: 0.0064 + sys: 0.0137 +- stat: 0.012 + sys: 0.0173 +- stat: 0.0084 + sys: 0.0044 +- stat: 0.0059 + sys: 0.0037 +- stat: 0.004 + sys: 0.0043 +- stat: 0.0052 + sys: 0.0059 +- stat: 0.0066 + sys: 0.0091 +- stat: 0.0078 + sys: 0.0089 +- stat: 0.0068 + sys: 0.0094 +- stat: 0.0071 + sys: 0.0095 +- stat: 0.0063 + sys: 0.0123 +- stat: 0.011 + sys: 0.016 +- stat: 0.0098 + sys: 0.0071 +- stat: 0.0058 + sys: 0.0051 +- stat: 0.0036 + sys: 0.004 +- stat: 0.0041 + sys: 0.0047 +- stat: 0.0056 + sys: 0.0054 +- stat: 0.0063 + sys: 0.0071 +- stat: 0.0053 + sys: 0.0078 +- stat: 0.0059 + sys: 0.0074 +- stat: 0.0053 + sys: 0.0083 +- stat: 0.0053 + sys: 0.0106 +- stat: 0.0082 + sys: 0.0147 +- stat: 0.0139 + sys: 0.0088 +- stat: 0.0084 + sys: 0.007 +- stat: 0.0049 + sys: 0.0054 +- stat: 0.0052 + sys: 0.0046 +- stat: 0.0062 + sys: 0.0048 +- stat: 0.0082 + sys: 0.0048 +- stat: 0.0076 + sys: 0.0067 +- stat: 0.0078 + sys: 0.0073 +- stat: 0.0068 + sys: 0.0069 +- stat: 0.006 + sys: 0.0072 +- stat: 0.0061 + sys: 0.0098 +- stat: 0.014 + sys: 0.0155 +- stat: 0.021 + sys: 0.0109 +- stat: 0.0107 + sys: 0.0088 +- stat: 0.0064 + sys: 0.0068 +- stat: 0.006 + sys: 0.0054 +- stat: 0.0074 + sys: 0.0047 +- stat: 0.009 + sys: 0.0049 +- stat: 0.0089 + sys: 0.0054 +- stat: 0.0099 + sys: 0.0075 +- stat: 0.0079 + sys: 0.0071 +- stat: 0.0072 + sys: 0.0072 +- stat: 0.0064 + sys: 0.0083 +- stat: 0.0084 + sys: 0.0108 +- stat: 0.0133 + sys: 0.0105 +- stat: 0.0076 + sys: 0.008 +- stat: 0.0074 + sys: 0.0062 +- stat: 0.0082 + sys: 0.0053 +- stat: 0.01 + sys: 0.0045 +- stat: 0.009 + sys: 0.0051 +- stat: 0.0128 + sys: 0.0066 +- stat: 0.0092 + sys: 0.0068 +- stat: 0.0082 + sys: 0.0072 +- stat: 0.0071 + sys: 0.0079 +- stat: 0.0078 + sys: 0.0091 +- stat: 0.017 + sys: 0.0131 +- stat: 0.022 + sys: 0.0138 +- stat: 0.0071 + sys: 0.0101 +- stat: 0.0063 + sys: 0.0073 +- stat: 0.0064 + sys: 0.0057 +- stat: 0.0076 + sys: 0.005 +- stat: 0.007 + sys: 0.0051 +- stat: 0.0114 + sys: 0.006 +- stat: 0.0092 + sys: 0.0068 +- stat: 0.0067 + sys: 0.0074 +- stat: 0.0054 + sys: 0.0078 +- stat: 0.0059 + sys: 0.009 +- stat: 0.01 + sys: 0.0103 +- stat: 0.0109 + sys: 0.0114 +- stat: 0.0074 + sys: 0.0082 +- stat: 0.0079 + sys: 0.0071 +- stat: 0.0084 + sys: 0.0055 +- stat: 0.0078 + sys: 0.0053 +- stat: 0.0119 + sys: 0.0056 +- stat: 0.0111 + sys: 0.0062 +- stat: 0.0081 + sys: 0.0069 +- stat: 0.0062 + sys: 0.0073 +- stat: 0.0063 + sys: 0.0081 +- stat: 0.0083 + sys: 0.0096 +- stat: 0.0157 + sys: 0.0114 +- stat: 0.0315 + sys: 0.0101 +- stat: 0.0087 + sys: 0.0082 +- stat: 0.0078 + sys: 0.0065 +- stat: 0.009 + sys: 0.0058 +- stat: 0.0078 + sys: 0.0048 +- stat: 0.0104 + sys: 0.0049 +- stat: 0.0112 + sys: 0.0063 +- stat: 0.0081 + sys: 0.0064 +- stat: 0.0059 + sys: 0.0065 +- stat: 0.0061 + sys: 0.0072 +- stat: 0.0071 + sys: 0.0076 +- stat: 0.0121 + sys: 0.0089 +- stat: 0.0147 + sys: 0.0076 +- stat: 0.0101 + sys: 0.006 +- stat: 0.0101 + sys: 0.0051 +- stat: 0.0086 + sys: 0.0049 +- stat: 0.0125 + sys: 0.0047 +- stat: 0.0113 + sys: 0.005 +- stat: 0.0111 + sys: 0.0055 +- stat: 0.0066 + sys: 0.0058 +- stat: 0.0061 + sys: 0.0056 +- stat: 0.0073 + sys: 0.0064 +- stat: 0.0113 + sys: 0.0068 +- stat: 0.0289 + sys: 0.0055 +- stat: 0.0116 + sys: 0.0127 +- stat: 0.0093 + sys: 0.0092 +- stat: 0.0073 + sys: 0.0063 +- stat: 0.0088 + sys: 0.0055 +- stat: 0.0118 + sys: 0.0048 +- stat: 0.0081 + sys: 0.0045 +- stat: 0.0058 + sys: 0.0045 +- stat: 0.0044 + sys: 0.0046 +- stat: 0.0048 + sys: 0.0054 +- stat: 0.0065 + sys: 0.0061 +- stat: 0.0192 + sys: 0.0074 +- stat: 0.0158 + sys: 0.0182 +- stat: 0.0077 + sys: 0.0161 +- stat: 0.0063 + sys: 0.0107 +- stat: 0.0081 + sys: 0.0085 +- stat: 0.0101 + sys: 0.0055 +- stat: 0.0059 + sys: 0.005 +- stat: 0.0035 + sys: 0.0051 +- stat: 0.0028 + sys: 0.0049 +- stat: 0.0034 + sys: 0.0049 +- stat: 0.0088 + sys: 0.0057 From db8d173ca4137a3c9a51e191c4afcda7d21f6910 Mon Sep 17 00:00:00 2001 From: Ella Cole Date: Tue, 15 Oct 2024 15:24:31 +0100 Subject: [PATCH 014/138] added rawdata to folder --- .../rawdata/ATLAS-49fb-Zhighmass.sys | 19 +++ .../HEPData-ins1234228-v1-Table_1.yaml | 137 ++++++++++++++++++ 2 files changed, 156 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys new file mode 100644 index 0000000000..11171ba3bb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys @@ -0,0 +1,19 @@ +Born level +============================================================================================================ +mee mee Stat. Nbkg CDY Nbkg Reco. Id. Energy Unfolding Trigger MC Theoretical Lumi +xmin xmax stat. stat. scale&res modelling + GeV <-uncorrelated (%)-> <---------------------bin-to-bin correlated (%)---------------------> +============================================================================================================ +116 130 1.1 0.1 0.7 1.3 1.6 2.3 2.1 1.5 0.8 0.2 0.3 1.8 +130 150 1.4 0.2 0.7 1.8 1.6 2.3 1.7 1.5 0.8 0.5 0.2 1.8 +150 170 2.0 0.3 1.0 2.5 1.6 2.3 1.6 1.5 0.8 0.2 0.2 1.8 +170 190 2.7 0.4 1.3 2.8 1.6 2.3 1.0 1.5 0.8 0.2 0.2 1.8 +190 210 3.0 0.5 1.7 3.4 1.6 2.4 1.5 1.5 0.8 0.3 0.4 1.8 +210 230 4.4 0.9 2.0 4.1 1.6 2.4 2.0 1.5 0.8 0.8 0.5 1.8 +230 250 5.2 0.9 2.4 3.8 1.6 2.4 1.2 1.5 0.8 0.2 0.3 1.8 +250 300 4.3 0.7 0.9 4.1 1.6 2.4 1.7 1.5 0.8 0.2 0.2 1.8 +300 400 5.1 0.9 1.0 4.4 1.6 2.5 1.7 1.5 0.8 0.3 0.3 1.8 +400 500 9.4 2.0 0.9 4.0 1.6 2.6 2.3 1.5 0.8 0.5 0.4 1.8 +500 700 11 2.0 0.8 3.1 1.6 2.6 2.4 1.5 0.8 0.2 0.3 1.8 +700 1000 24 4.0 0.6 4.3 1.6 2.6 2.8 1.5 0.8 0.2 0.4 1.8 +1000 1500 50 7.6 0.4 3.1 1.7 2.5 3.3 1.5 0.8 0.3 0.4 1.8 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml new file mode 100644 index 0000000000..b696003121 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml @@ -0,0 +1,137 @@ +dependent_variables: +- header: {name: D(SIG)/DM(EE), units: PB/GEV} + qualifiers: + - {name: ABS(ETARAP(EE)), value: < 2.5} + - {name: PT(C=E), units: GEV, value: '> 25'} + - {name: RE, value: P P --> E+ E- X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + - {name: '', value: BORN} + values: + - errors: + - {label: stat, symerror: 1.1%} + - {label: sys, symerror: 4.2%} + value: 0.224 + - errors: + - {label: stat, symerror: 1.4%} + - {label: sys, symerror: 4.3%} + value: 0.102 + - errors: + - {label: stat, symerror: 2.0%} + - {label: sys, symerror: 4.6%} + value: 0.0512 + - errors: + - {label: stat, symerror: 2.7%} + - {label: sys, symerror: 4.7%} + value: 0.0284 + - errors: + - {label: stat, symerror: 3.0%} + - {label: sys, symerror: 5.3%} + value: 0.0187 + - errors: + - {label: stat, symerror: 4.4%} + - {label: sys, symerror: 6.1%} + value: 0.0107 + - errors: + - {label: stat, symerror: 5.2%} + - {label: sys, symerror: 5.9%} + value: 0.00823 + - errors: + - {label: stat, symerror: 4.3%} + - {label: sys, symerror: 5.8%} + value: 0.00466 + - errors: + - {label: stat, symerror: 5.1%} + - {label: sys, symerror: 5.9%} + value: 0.0017 + - errors: + - {label: stat, symerror: 9.4%} + - {label: sys, symerror: 6.3%} + value: 0.000474 + - errors: + - {label: stat, symerror: 11.0%} + - {label: sys, symerror: 5.7%} + value: 0.000146 + - errors: + - {label: stat, symerror: 24.0%} + - {label: sys, symerror: 7.5%} + value: 2.21e-05 + - errors: + - {label: stat, symerror: 50.0%} + - {label: sys, symerror: 9.8%} + value: 2.88e-06 +- header: {name: D(SIG)/DM(EE), units: PB/GEV} + qualifiers: + - {name: ABS(ETARAP(EE)), value: < 2.5} + - {name: PT(C=E), units: GEV, value: '> 25'} + - {name: RE, value: P P --> E+ E- X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + - {name: '', value: DRESSED} + values: + - errors: + - {label: stat, symerror: 1.1%} + - {label: sys, symerror: 4.2%} + value: 0.215 + - errors: + - {label: stat, symerror: 1.4%} + - {label: sys, symerror: 4.3%} + value: 0.0984 + - errors: + - {label: stat, symerror: 2.0%} + - {label: sys, symerror: 4.6%} + value: 0.0493 + - errors: + - {label: stat, symerror: 2.7%} + - {label: sys, symerror: 4.7%} + value: 0.0276 + - errors: + - {label: stat, symerror: 3.0%} + - {label: sys, symerror: 5.3%} + value: 0.0182 + - errors: + - {label: stat, symerror: 4.4%} + - {label: sys, symerror: 6.1%} + value: 0.0104 + - errors: + - {label: stat, symerror: 5.2%} + - {label: sys, symerror: 5.9%} + value: 0.00798 + - errors: + - {label: stat, symerror: 4.3%} + - {label: sys, symerror: 5.8%} + value: 0.00452 + - errors: + - {label: stat, symerror: 5.1%} + - {label: sys, symerror: 5.9%} + value: 0.00165 + - errors: + - {label: stat, symerror: 9.4%} + - {label: sys, symerror: 6.3%} + value: 0.000458 + - errors: + - {label: stat, symerror: 11.0%} + - {label: sys, symerror: 5.7%} + value: 0.000141 + - errors: + - {label: stat, symerror: 24.0%} + - {label: sys, symerror: 7.5%} + value: 2.13e-05 + - errors: + - {label: stat, symerror: 50.0%} + - {label: sys, symerror: 9.8%} + value: 2.76e-06 +independent_variables: +- header: {name: M(EE), units: GEV} + values: + - {high: 130.0, low: 116.0} + - {high: 150.0, low: 130.0} + - {high: 170.0, low: 150.0} + - {high: 190.0, low: 170.0} + - {high: 210.0, low: 190.0} + - {high: 230.0, low: 210.0} + - {high: 250.0, low: 230.0} + - {high: 300.0, low: 250.0} + - {high: 400.0, low: 300.0} + - {high: 500.0, low: 400.0} + - {high: 700.0, low: 500.0} + - {high: 1000.0, low: 700.0} + - {high: 1500.0, low: 1000.0} From 74be7cb10126631b6e1030aa04bb7f1aaa39061e Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 16 Oct 2024 10:24:27 +0100 Subject: [PATCH 015/138] Added filter scripts --- .../commondata/ATLAS_Z0_7TEV_49FB/data.yaml | 14 +++++++++ .../commondata/ATLAS_Z0_7TEV_49FB/filter.py | 25 +++++++++++++++ .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 31 +++++++++++++++++++ .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 6 ++-- 4 files changed, 73 insertions(+), 3 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml new file mode 100644 index 0000000000..16a0ad0e84 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml @@ -0,0 +1,14 @@ +data_central: +- 224.0 +- 102.0 +- 51.2 +- 28.400000000000002 +- 18.700000000000003 +- 10.7 +- 8.229999999999999 +- 4.66 +- 1.7 +- 0.474 +- 0.146 +- 0.022099999999999998 +- 0.0028799999999999997 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py new file mode 100644 index 0000000000..442eea2641 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py @@ -0,0 +1,25 @@ +""" +filter.py module for ATLAS_Z0_7TEV_49FB dataset +When running `python filter.py` the relevant data yaml +file will be created in the `nnpdf_data/commondata/ATLAS_Z0_7TEV_LOMASS` directory. +""" + +import yaml +from filter_utils import get_data_values + + +def filter_ATLAS_Z0_7TEV_49FB_data_central(): + """ + This function writes the central values to yaml files. + """ + central_values = list(get_data_values()) + + data_central_yaml = {"data_central": central_values} + + # write central values and kinematics to yaml file + with open("data.yaml", "w") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + filter_ATLAS_Z0_7TEV_49FB_data_central() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py new file mode 100644 index 0000000000..77bb360da5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -0,0 +1,31 @@ +""" +This module contains helper functions that are used to extract the uncertainties, kinematics and data values +from the rawdata files. +""" + +import yaml + + +def get_data_values(): + """ + returns the central data values in the form of a list. + """ + + data_central = [] + + hepdata_table = f"rawdata/HEPData-ins1234228-v1-Table_1.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + values = input['dependent_variables'][0]['values'] + + for value in values: + # store data central and convert the units + data_central.append(value['value'] * 1000) + + return data_central + + +if __name__ == "__main__": + get_data_values() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 8ea136e9dc..a0a553a40f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -8,9 +8,9 @@ arXiv: url: https://arxiv.org/abs/1305.4192 journal: Phys.Lett. B725 (2013) 223 iNSPIRE: - url: '' + url: 'https://inspirehep.net/literature/1234228' hepdata: - url: 10.17182/hepdata.61422.v1/t1 + url: https://www.hepdata.net/record/ins1234228 version: -1 implemented_observables: - observable_name: HIMASS @@ -19,7 +19,7 @@ implemented_observables: label: ATLAS HM DY 7 TeV units: '' process_type: EWK_MLL - tables: [] + tables: [1] npoints: [] ndata: 13 plotting: From 7124d22812fff2d5cc9d600c4ba84e7ee6923e91 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 17 Oct 2024 14:33:20 +0200 Subject: [PATCH 016/138] minor on fks names --- .../commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 2 +- .../commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 2 +- .../commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 2 +- .../nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py | 2 +- .../commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 2 +- 5 files changed, 5 insertions(+), 5 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml index 4822a072c1..69301edd60 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -57,7 +57,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - BCDMS_NC_HEPDATA_D_F2 + - - BCDMS_NC_D_HEPDATA_F2 variants: rzero: data_uncertainties: diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index 3e670be6e5..145bcbb02b 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -63,7 +63,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - BCDMS_NC_HEPDATA_P_F2 + - - BCDMS_NC_EM_P_HEPDATA_F2 variants: rzero: data_uncertainties: diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml index eb17611fe1..4c66c9234e 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -54,7 +54,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - NMC_NC_HEPDATA_D_F2 + - - NMC_NC_D_HEPDATA_F2 data_uncertainties: - uncertainties.yaml data_central: data.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py index cda726c28f..56ac729316 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py @@ -14,7 +14,7 @@ def read_tables(store_path, header_line): """Parse Tables.""" dfs = pd.DataFrame() - for file in sorted(store_path.iterdir()): + for file in store_path.iterdir(): with open(file, "r", encoding="utf-8") as f: lines = f.readlines() df = pd.DataFrame( diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml index dd7efcdf3e..d2a79d7a62 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -54,7 +54,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - NMC_NC_HEPDATA_P_F2 + - - NMC_NC_P_HEPDATA_F2 data_uncertainties: - uncertainties.yaml data_central: data.yaml \ No newline at end of file From 37624d485555f65a5acad7522f4937890eac34db Mon Sep 17 00:00:00 2001 From: ecole41 Date: Thu, 17 Oct 2024 14:47:40 +0100 Subject: [PATCH 017/138] Added kinematics to filter --- .../commondata/ATLAS_Z0_7TEV_49FB/filter.py | 13 +++- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 59 ++++++++++++++++++- 2 files changed, 68 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py index 442eea2641..45919472c1 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py @@ -5,21 +5,28 @@ """ import yaml -from filter_utils import get_data_values +from filter_utils import get_data_values, get_kinematics -def filter_ATLAS_Z0_7TEV_49FB_data_central(): +def filter_ATLAS_Z0_7TEV_49FB_data_kinetic(): """ This function writes the central values to yaml files. """ central_values = list(get_data_values()) + kin = get_kinematics() + data_central_yaml = {"data_central": central_values} + kinematics_yaml = {"bins": kin} + # write central values and kinematics to yaml file with open("data.yaml", "w") as file: yaml.dump(data_central_yaml, file, sort_keys=False) + with open("kinematics.yaml", "w") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + if __name__ == "__main__": - filter_ATLAS_Z0_7TEV_49FB_data_central() + filter_ATLAS_Z0_7TEV_49FB_data_kinetic() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index 77bb360da5..4a87dd6b29 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -1,5 +1,5 @@ """ -This module contains helper functions that are used to extract the uncertainties, kinematics and data values +This module contains helper functions that are used to extract the data values from the rawdata files. """ @@ -27,5 +27,62 @@ def get_data_values(): return data_central +def get_kinematics(): + """ + returns the kinematics in the form of a list of dictionaries. + """ + kin = [] + + hepdata_table = f"rawdata/HEPData-ins1234228-v1-Table_1.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + for i, M in enumerate(input["independent_variables"][0]['values']): + + kin_value = { + 'y': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, # y~M(EE)? + 'M2': { + 'min': M['low'] ** 2, + 'mid': (0.5 * (M['low'] + M['high'])) ** 2, + 'max': M['high'] ** 2, + }, + 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, + } + + kin.append(kin_value) + + return kin + + +def get_systematics_dataframe(): + """ + returns the absolute systematic uncertainties in the form of a pandas dataframe. + """ + sys_rawdata_path = "rawdata/ATLAS-49fb-Zhighmass.sys" + + df = pd.read_csv(sys_rawdata_path) + data_central = np.array(get_data_values()) + + # convert (MULT) percentage unc to absolute unc + abs_unc_df = (df.T[3:] * data_central).T / 100 + + return abs_unc_df + + +def get_systematics(): + """ """ + abs_unc_df = get_systematics_dataframe() + + uncertainties = [] + + for i, unc_dp in enumerate(abs_unc_df.values.T): + name = f"{abs_unc_df.columns[i]}" + values = [unc_dp[j] for j in range(len(unc_dp))] + uncertainties.append([{"name": name, "values": values}]) + + return uncertainties + + if __name__ == "__main__": get_data_values() From 792ee553945f1c2101e65af72d31f059fa627daf Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 22 Oct 2024 15:48:21 +0200 Subject: [PATCH 018/138] add hepdata source for chorus --- ...a_legacy_NB-SIGMARED.yaml => data_nb.yaml} | 0 ...a_legacy_NU-SIGMARED.yaml => data_nu.yaml} | 0 .../CHORUS_CC_NOTFIXED_PB/filter.py | 145 + .../CHORUS_CC_NOTFIXED_PB/kinematics.yaml | 7285 +++++++++++++++++ .../CHORUS_CC_NOTFIXED_PB/metadata.yaml | 100 +- .../rawdata/Table100.csv | 33 + .../rawdata/Table101.csv | 33 + .../rawdata/Table102.csv | 33 + .../rawdata/Table103.csv | 33 + .../rawdata/Table104.csv | 33 + .../rawdata/Table105.csv | 33 + .../rawdata/Table106.csv | 33 + .../rawdata/Table107.csv | 33 + .../rawdata/Table108.csv | 33 + .../rawdata/Table109.csv | 33 + .../rawdata/Table110.csv | 33 + .../rawdata/Table111.csv | 29 + .../rawdata/Table112.csv | 29 + .../rawdata/Table113.csv | 29 + .../rawdata/Table114.csv | 29 + .../rawdata/Table115.csv | 29 + .../rawdata/Table116.csv | 29 + .../rawdata/Table117.csv | 29 + .../rawdata/Table118.csv | 29 + .../rawdata/Table119.csv | 29 + .../rawdata/Table120.csv | 29 + .../rawdata/Table121.csv | 29 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv | 29 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv | 29 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv | 27 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv | 27 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv | 31 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv | 33 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv | 37 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv | 35 + .../CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv | 35 + .../uncertainties_nb_hepdata.yaml | 1224 +++ .../uncertainties_nu_hepdata.yaml | 1224 +++ 106 files changed, 13223 insertions(+), 48 deletions(-) rename nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/{data_legacy_NB-SIGMARED.yaml => data_nb.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/{data_legacy_NU-SIGMARED.yaml => data_nu.yaml} (100%) create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv create mode 100644 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nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nu_hepdata.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nb.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nb.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NU-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nu.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NU-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nu.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py new file mode 100644 index 0000000000..8ad7679bb6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py @@ -0,0 +1,145 @@ +r"""Implement data form Hepdata reference, data from Fig 4,5. +The last points for (nu and nb) for Table121 have been copied manually from the +legacy version of the dataset, as they are not present in the original Hepdata tables. +""" + +import pathlib + +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + +# Nucleon Mass determined using scikithep/particle for Pb208 in GeV +M_NEUTRON = 939.565346 * 0.001 +M_PROTON = 938.272013 * 0.001 +A = 208 # A(Pb): Atomic Mass +Z = 82 # Z(Pb): Atomic Number +MN = 193.729 / (Z * M_PROTON + (A - Z) * M_NEUTRON) + +# Normalization factor, to match old implementation +NORM_FACT = 10 + + +def read_tables(): + """Parse Tables.""" + dfs_nu = pd.DataFrame() + dfs_nub = pd.DataFrame() + columns = [ + "y", + "sigma", + "stat+", + "stat-", + "sys+", + "sys-", + ] + + # here we want to keep the same ordering as + # the hepdata tables + for tab_idx in range(23, 122): + file = HERE / "rawdata" / f"Table{tab_idx}.csv" + with open(file, "r", encoding="utf-8") as f: + # skip intro + lines = f.readlines()[9:] + # determine df size + size = int((len(lines) - 2) / 2) + + # read values + df_nu = pd.DataFrame([l.split(",") for l in lines[5:size]], columns=columns) + df_nub = pd.DataFrame( + [l.split(",") for l in lines[size + 6 : -1]], columns=columns + ) + df_nu["x"] = float(lines[3].split(",")[1]) + df_nub["x"] = float(lines[size + 4].split(",")[1]) + df_nu["E"] = float(lines[0].split(",")[1]) + df_nub["E"] = float(lines[size + 1].split(",")[1]) + + dfs_nu = ( + pd.concat([dfs_nu, df_nu], ignore_index=True) + if not dfs_nu.empty + else df_nu + ) + dfs_nub = ( + pd.concat([dfs_nub, df_nub], ignore_index=True) + if not dfs_nub.empty + else df_nub + ) + + dfs_nu = dfs_nu.astype(float) + dfs_nub = dfs_nub.astype(float) + + # compute Q2 + dfs_nu["Q2"] = 2 * MN * dfs_nu.x * dfs_nu.y * dfs_nu.E + dfs_nub["Q2"] = 2 * MN * dfs_nub.x * dfs_nub.y * dfs_nub.E + + return dfs_nu, dfs_nub + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = { + "data_central": [round(float(x), 4) for x in df["sigma"] / NORM_FACT] + } + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "y": { + "min": None, + "mid": float(row.y), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + # note kinematics is the same for nu and nb + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]) / NORM_FACT, + "sys": float(row["sys+"]) / NORM_FACT, + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open( + HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8" + ) as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + dfs_nu, dfs_nub = read_tables() + write_files(dfs_nu, "nu") + write_files(dfs_nub, "nb") diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml new file mode 100644 index 0000000000..0d0dd4f25f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml @@ -0,0 +1,7285 @@ +bins: +- x: + min: null + mid: 0.02 + max: null + Q2: + min: null + mid: 0.2975509270317502 + max: null + y: + min: null + mid: 0.3 + max: null +- x: + min: null + mid: 0.02 + max: null + Q2: + min: null + mid: 0.396734569375667 + max: null + y: + min: null + mid: 0.4 + max: null +- x: + min: null + mid: 0.02 + max: null + Q2: + min: null + mid: 0.49591821171958367 + max: null + y: + min: null + mid: 0.5 + max: null +- x: + min: null + mid: 0.02 + max: null + Q2: + min: null + mid: 0.5951018540635004 + max: null + y: + min: null + mid: 0.6 + max: null +- x: + min: null + mid: 0.02 + max: null + Q2: + 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min: null + mid: 0.3 + max: null +- x: + min: null + mid: 0.65 + max: null + Q2: + min: null + mid: 87.6783398320224 + max: null + y: + min: null + mid: 0.4 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml index 0fc349ebf3..5aae9dcd84 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml @@ -1,25 +1,25 @@ setname: CHORUS_CC_NOTFIXED_PB -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Port of old commondata and Hepdata implementation nnpdf_metadata: nnpdf31_process: DIS CC experiment: CHORUS arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/906644 journal: Phys. Lett. B632 (2006) 65 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/699123 hepdata: - url: 10.17182/hepdata.6187.v1 - version: -1 + url: https://www.hepdata.net/record/ins699123 + version: 1 implemented_observables: - observable_name: NB-SIGMARED observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering reduced cross-section antineutrino-nucleon label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ units: '' process_type: DIS_SNB - tables: [] + tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: @@ -28,35 +28,34 @@ implemented_observables: dataset_label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ y_label: $10^{i}\sigma_{CC}^{\bar{\nu}}(x,Q^2)$ result_transform: qbindis - data_reference: Onengut:2005kv y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_NB-SIGMARED.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -67,15 +66,18 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_NB-SIGMARED.yaml - data_central: data_legacy_NB-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_nb_hepdata.yaml + data_central: data_nb.yaml ported_from: CHORUSNB - observable_name: NU-SIGMARED observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering reduced cross-section neutrino-nucleon label: CHORUS $\sigma_{CC}^{\nu}$ units: '' process_type: DIS_SNU - tables: [] + tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: @@ -84,35 +86,34 @@ implemented_observables: dataset_label: CHORUS $\sigma_{CC}^{\nu}$ y_label: $10^{i}\sigma_{CC}^{\nu}(x,Q^2)$ result_transform: qbindis - data_reference: Onengut:2005kv y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_NU-SIGMARED.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -123,5 +124,8 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_NU-SIGMARED.yaml - data_central: data_legacy_NU-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_nu_hepdata.yaml + data_central: data_nu.yaml ported_from: CHORUSNU diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv new file mode 100644 index 0000000000..d3bb38d15b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t100 +#: name: Table 100 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.020. + +#: data_file: Table100.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.556,1.419,-1.419,0.595,-0.595 +0.2,17.305,1.369,-1.369,0.797,-0.797 +0.3,20.332,1.442,-1.442,0.903,-0.903 +0.4,15.965,1.239,-1.239,1.144,-1.144 +0.5,16.12,1.241,-1.241,1.095,-1.095 +0.6,13.343,1.094,-1.094,1.29,-1.29 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.527,3.288,-3.288,1.139,-1.139 +0.2,10.571,2.702,-2.702,0.585,-0.585 +0.3,17.163,3.37,-3.37,0.806,-0.806 +0.4,11.39,2.618,-2.618,0.759,-0.759 +0.5,8.735,2.31,-2.31,0.869,-0.869 +0.6,14.381,3.116,-3.116,2.266,-2.266 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv new file mode 100644 index 0000000000..ccfe68edf3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t101 +#: name: Table 101 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.045. + +#: data_file: Table101.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.279,1.126,-1.126,0.881,-0.881 +0.2,24.395,1.355,-1.355,1.117,-1.117 +0.3,22.166,1.233,-1.233,1.042,-1.042 +0.4,20.26,1.146,-1.146,1.276,-1.276 +0.5,18.861,1.119,-1.119,1.359,-1.359 +0.6,17.877,1.061,-1.061,1.446,-1.446 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.468,2.747,-2.747,1.008,-1.008 +0.2,22.794,3.231,-3.231,1.499,-1.499 +0.3,16.47,2.677,-2.677,0.473,-0.473 +0.4,11.192,2.077,-2.077,0.892,-0.892 +0.5,12.749,2.279,-2.279,1.286,-1.286 +0.6,9.294,1.919,-1.919,0.889,-0.889 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv new file mode 100644 index 0000000000..bda6bc95e0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t102 +#: name: Table 102 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.080. + +#: data_file: Table102.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,23.698,1.193,-1.193,1.093,-1.093 +0.2,21.846,1.117,-1.117,0.685,-0.685 +0.3,20.861,1.025,-1.025,0.915,-0.915 +0.4,19.62,0.995,-0.995,1.091,-1.091 +0.5,20.781,1.022,-1.022,1.53,-1.53 +0.6,18.275,0.944,-0.944,1.498,-1.498 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.086,2.322,-2.322,1.055,-1.055 +0.2,13.228,2.08,-2.08,0.842,-0.842 +0.3,11.974,1.929,-1.929,0.528,-0.528 +0.4,9.463,1.671,-1.671,0.638,-0.638 +0.5,11.756,2.008,-2.008,1.055,-1.055 +0.6,8.985,1.73,-1.73,0.916,-0.916 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv new file mode 100644 index 0000000000..b55ccc80a3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t103 +#: name: Table 103 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.125. + +#: data_file: Table103.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,21.018,1.0,-1.0,0.868,-0.868 +0.2,20.706,0.967,-0.967,0.652,-0.652 +0.3,20.384,0.924,-0.924,0.807,-0.807 +0.4,19.776,0.903,-0.903,0.698,-0.698 +0.5,18.255,0.859,-0.859,1.003,-1.003 +0.6,18.88,0.883,-0.883,1.245,-1.245 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.433,2.395,-2.395,1.217,-1.217 +0.2,14.524,1.998,-1.998,0.865,-0.865 +0.3,14.699,1.888,-1.888,0.687,-0.687 +0.4,11.08,1.662,-1.662,0.604,-0.604 +0.5,9.895,1.636,-1.636,0.876,-0.876 +0.6,6.143,1.203,-1.203,0.33,-0.33 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv new file mode 100644 index 0000000000..5c07ddcbd8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t104 +#: name: Table 104 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.175. + +#: data_file: Table104.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.234,0.992,-0.992,0.882,-0.882 +0.2,21.246,1.005,-1.005,0.61,-0.61 +0.3,19.711,0.932,-0.932,0.62,-0.62 +0.4,17.987,0.868,-0.868,0.746,-0.746 +0.5,17.516,0.852,-0.852,0.901,-0.901 +0.6,16.151,0.823,-0.823,1.04,-1.04 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.268,2.019,-2.019,0.538,-0.538 +0.2,12.398,1.778,-1.778,0.802,-0.802 +0.3,10.757,1.627,-1.627,0.535,-0.535 +0.4,7.604,1.339,-1.339,0.505,-0.505 +0.5,7.8,1.388,-1.388,0.761,-0.761 +0.6,5.523,1.232,-1.232,0.73,-0.73 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv new file mode 100644 index 0000000000..af7b07c52d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t105 +#: name: Table 105 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.225. + +#: data_file: Table105.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.778,0.908,-0.908,0.667,-0.667 +0.2,16.062,0.869,-0.869,0.612,-0.612 +0.3,16.752,0.863,-0.863,0.621,-0.621 +0.4,17.129,0.868,-0.868,0.653,-0.653 +0.5,16.432,0.853,-0.853,0.695,-0.695 +0.6,16.576,0.856,-0.856,1.011,-1.011 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.728,1.799,-1.799,0.975,-0.975 +0.2,10.995,1.79,-1.79,0.625,-0.625 +0.3,7.917,1.343,-1.343,0.341,-0.341 +0.4,7.467,1.383,-1.383,0.37,-0.37 +0.5,6.294,1.35,-1.35,0.837,-0.837 +0.6,3.442,0.953,-0.953,0.448,-0.448 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv new file mode 100644 index 0000000000..6d5d9ce41f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t106 +#: name: Table 106 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.275. + +#: data_file: Table106.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.229,0.865,-0.865,1.048,-1.048 +0.2,13.923,0.817,-0.817,0.684,-0.684 +0.3,14.222,0.799,-0.799,0.537,-0.537 +0.4,13.099,0.762,-0.762,0.343,-0.343 +0.5,13.366,0.775,-0.775,0.549,-0.549 +0.6,12.012,0.713,-0.713,0.446,-0.446 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.643,1.534,-1.534,0.716,-0.716 +0.2,11.72,1.791,-1.791,0.97,-0.97 +0.3,7.282,1.437,-1.437,0.392,-0.392 +0.4,6.397,1.259,-1.259,0.279,-0.279 +0.5,3.665,1.015,-1.015,0.289,-0.289 +0.6,2.792,0.842,-0.842,0.394,-0.394 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv new file mode 100644 index 0000000000..ce1b798f9b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t107 +#: name: Table 107 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.350. + +#: data_file: Table107.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.162,0.544,-0.544,0.918,-0.918 +0.2,11.14,0.521,-0.521,0.799,-0.799 +0.3,10.246,0.48,-0.48,0.655,-0.655 +0.4,10.513,0.48,-0.48,0.407,-0.407 +0.5,9.678,0.462,-0.462,0.24,-0.24 +0.6,8.963,0.452,-0.452,0.332,-0.332 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.322,0.981,-0.981,0.77,-0.77 +0.2,6.442,0.909,-0.909,0.305,-0.305 +0.3,4.219,0.721,-0.721,0.282,-0.282 +0.4,4.203,0.71,-0.71,0.227,-0.227 +0.5,2.28,0.543,-0.543,0.185,-0.185 +0.6,1.846,0.48,-0.48,0.082,-0.082 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv new file mode 100644 index 0000000000..1cd10b7d05 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t108 +#: name: Table 108 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.450. + +#: data_file: Table108.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.739,0.412,-0.412,0.897,-0.897 +0.2,6.725,0.384,-0.384,0.705,-0.705 +0.3,6.202,0.368,-0.368,0.58,-0.58 +0.4,5.844,0.347,-0.347,0.39,-0.39 +0.5,5.31,0.336,-0.336,0.209,-0.209 +0.6,5.838,0.362,-0.362,0.343,-0.343 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.339,0.696,-0.696,0.581,-0.581 +0.2,3.805,0.686,-0.686,0.548,-0.548 +0.3,2.169,0.516,-0.516,0.117,-0.117 +0.4,2.654,0.564,-0.564,0.245,-0.245 +0.5,0.675,0.282,-0.282,0.095,-0.095 +0.6,0.458,0.234,-0.234,0.08,-0.08 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv new file mode 100644 index 0000000000..d849a152ab --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t109 +#: name: Table 109 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.550. + +#: data_file: Table109.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.055,0.275,-0.275,0.622,-0.622 +0.2,3.657,0.262,-0.262,0.494,-0.494 +0.3,3.314,0.243,-0.243,0.299,-0.299 +0.4,3.2,0.246,-0.246,0.254,-0.254 +0.5,3.545,0.264,-0.264,0.279,-0.279 +0.6,2.892,0.242,-0.242,0.158,-0.158 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.622,0.482,-0.482,0.591,-0.591 +0.2,1.71,0.404,-0.404,0.229,-0.229 +0.3,1.145,0.344,-0.344,0.233,-0.233 +0.4,0.859,0.299,-0.299,0.091,-0.091 +0.5,0.507,0.218,-0.218,0.041,-0.041 +0.6,0.232,0.168,-0.168,0.044,-0.044 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv new file mode 100644 index 0000000000..ef8e26796b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t110 +#: name: Table 110 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.650. + +#: data_file: Table110.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.761,0.154,-0.154,0.352,-0.352 +0.2,1.638,0.147,-0.147,0.302,-0.302 +0.3,1.622,0.147,-0.147,0.283,-0.283 +0.4,1.461,0.144,-0.144,0.174,-0.174 +0.5,1.267,0.136,-0.136,0.14,-0.14 +0.6,1.041,0.124,-0.124,0.093,-0.093 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.646,0.339,-0.339,0.317,-0.317 +0.2,0.641,0.197,-0.197,0.073,-0.073 +0.3,0.782,0.241,-0.241,0.135,-0.135 +0.4,0.425,0.184,-0.184,0.085,-0.085 +0.5,0.118,0.12,-0.12,0.028,-0.028 +0.6,0.058,0.031,-0.031,0.007,-0.007 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv new file mode 100644 index 0000000000..c4c3e46231 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t111 +#: name: Table 111 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.020. + +#: data_file: Table111.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.672,1.168,-1.168,0.65,-0.65 +0.2,21.493,1.353,-1.353,1.131,-1.131 +0.3,19.329,1.225,-1.225,1.242,-1.242 +0.4,19.764,1.236,-1.236,1.674,-1.674 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.438,3.623,-3.623,0.874,-0.874 +0.2,19.092,3.617,-3.617,1.141,-1.141 +0.3,16.218,3.425,-3.425,1.014,-1.014 +0.4,13.727,3.096,-3.096,1.381,-1.381 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv new file mode 100644 index 0000000000..636633684f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t112 +#: name: Table 112 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.045. + +#: data_file: Table112.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,21.907,1.146,-1.146,1.363,-1.363 +0.2,22.697,1.12,-1.12,1.236,-1.236 +0.3,23.119,1.122,-1.122,1.337,-1.337 +0.4,22.021,1.075,-1.075,1.684,-1.684 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.55,2.61,-2.61,0.898,-0.898 +0.2,24.655,3.545,-3.545,1.557,-1.557 +0.3,12.013,2.224,-2.224,0.552,-0.552 +0.4,13.012,2.453,-2.453,1.468,-1.468 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv new file mode 100644 index 0000000000..8a5be4c1a3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t113 +#: name: Table 113 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.080. + +#: data_file: Table113.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,22.22,0.988,-0.988,0.921,-0.921 +0.2,23.501,0.993,-0.993,0.992,-0.992 +0.3,23.593,0.981,-0.981,1.016,-1.016 +0.4,22.101,0.954,-0.954,1.666,-1.666 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.786,2.717,-2.717,1.357,-1.357 +0.2,17.964,2.433,-2.433,0.909,-0.909 +0.3,14.314,2.191,-2.191,1.03,-1.03 +0.4,13.75,2.233,-2.233,1.476,-1.476 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv new file mode 100644 index 0000000000..be46414eea --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t114 +#: name: Table 114 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.125. + +#: data_file: Table114.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.886,0.866,-0.866,0.768,-0.768 +0.2,22.681,0.884,-0.884,0.532,-0.532 +0.3,20.629,0.813,-0.813,0.704,-0.704 +0.4,20.744,0.825,-0.825,1.447,-1.447 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.992,2.279,-2.279,0.989,-0.989 +0.2,15.237,2.032,-2.032,0.462,-0.462 +0.3,14.457,1.982,-1.982,0.66,-0.66 +0.4,9.169,1.54,-1.54,0.736,-0.736 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv new file mode 100644 index 0000000000..8bfdc9a36b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t115 +#: name: Table 115 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.175. + +#: data_file: Table115.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.878,0.862,-0.862,0.889,-0.889 +0.2,19.172,0.797,-0.797,0.678,-0.678 +0.3,20.497,0.83,-0.83,0.607,-0.607 +0.4,17.999,0.77,-0.77,0.993,-0.993 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.236,2.145,-2.145,1.165,-1.165 +0.2,17.238,2.211,-2.211,0.838,-0.838 +0.3,10.536,1.675,-1.675,0.339,-0.339 +0.4,6.159,1.225,-1.225,0.366,-0.366 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv new file mode 100644 index 0000000000..d5d7ac7d46 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t116 +#: name: Table 116 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.225. + +#: data_file: Table116.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.036,0.777,-0.777,0.752,-0.752 +0.2,17.235,0.768,-0.768,0.517,-0.517 +0.3,15.928,0.724,-0.724,0.497,-0.497 +0.4,17.327,0.778,-0.778,0.908,-0.908 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.224,1.774,-1.774,0.937,-0.937 +0.2,9.377,1.541,-1.541,0.351,-0.351 +0.3,7.897,1.434,-1.434,0.352,-0.352 +0.4,6.639,1.355,-1.355,0.501,-0.501 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv new file mode 100644 index 0000000000..660d4ef89d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t117 +#: name: Table 117 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.275. + +#: data_file: Table117.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.714,0.707,-0.707,0.909,-0.909 +0.2,14.219,0.693,-0.693,0.59,-0.59 +0.3,13.867,0.678,-0.678,0.386,-0.386 +0.4,13.525,0.677,-0.677,0.422,-0.422 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.02,1.639,-1.639,0.889,-0.889 +0.2,6.86,1.282,-1.282,0.464,-0.464 +0.3,6.894,1.324,-1.324,0.316,-0.316 +0.4,4.111,1.004,-1.004,0.41,-0.41 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv new file mode 100644 index 0000000000..4e24e2b6b1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t118 +#: name: Table 118 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.350. + +#: data_file: Table118.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,10.48,0.414,-0.414,0.815,-0.815 +0.2,10.26,0.409,-0.409,0.576,-0.576 +0.3,10.925,0.421,-0.421,0.414,-0.414 +0.4,9.903,0.406,-0.406,0.335,-0.335 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.34,0.979,-0.979,0.564,-0.564 +0.2,7.149,0.961,-0.961,0.332,-0.332 +0.3,4.163,0.687,-0.687,0.174,-0.174 +0.4,3.189,0.589,-0.589,0.158,-0.158 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv new file mode 100644 index 0000000000..cd92a2a86b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t119 +#: name: Table 119 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.450. + +#: data_file: Table119.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,6.75,0.314,-0.314,0.667,-0.667 +0.2,6.767,0.319,-0.319,0.573,-0.573 +0.3,6.031,0.298,-0.298,0.395,-0.395 +0.4,5.885,0.297,-0.297,0.27,-0.27 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.852,0.681,-0.681,0.456,-0.456 +0.2,3.869,0.625,-0.625,0.362,-0.362 +0.3,1.918,0.456,-0.456,0.07,-0.07 +0.4,1.453,0.391,-0.391,0.141,-0.141 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv new file mode 100644 index 0000000000..e8acec603c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t120 +#: name: Table 120 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.550. + +#: data_file: Table120.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,3.607,0.203,-0.203,0.529,-0.529 +0.2,3.322,0.198,-0.198,0.405,-0.405 +0.3,3.074,0.191,-0.191,0.298,-0.298 +0.4,3.097,0.201,-0.201,0.211,-0.211 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.027,0.388,-0.388,0.389,-0.389 +0.2,1.644,0.37,-0.37,0.18,-0.18 +0.3,1.011,0.285,-0.285,0.082,-0.082 +0.4,0.722,0.253,-0.253,0.056,-0.056 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv new file mode 100644 index 0000000000..e54b1d62ba --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t121 +#: name: Table 121 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.650. + +#: data_file: Table121.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.703,0.117,-0.117,0.321,-0.321 +0.2,1.431,0.109,-0.109,0.206,-0.206 +0.3,1.328,0.107,-0.107,0.142,-0.142 +0.4,1.093,0.098,-0.098,0.175,-0.175 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.18,0.238,-0.238,0.279,-0.279 +0.2,0.736,0.2,-0.2,0.08,-0.08 +0.3,0.686,0.199,-0.199,0.126,-0.126 +0.4,0.415,0.181,-0.181,0.079,-0.079 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv new file mode 100644 index 0000000000..3c3f72b8d2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t23 +#: name: Table 23 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.020. + +#: data_file: Table23.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.985,0.336,-0.336,0.843,-0.843 +0.4,11.256,0.371,-0.371,0.851,-0.851 +0.5,10.676,0.37,-0.37,0.815,-0.815 +0.6,11.091,0.384,-0.384,0.88,-0.88 +0.7,9.809,0.36,-0.36,0.572,-0.572 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.726,0.506,-0.506,0.865,-0.865 +0.4,8.352,0.48,-0.48,0.73,-0.73 +0.5,7.845,0.477,-0.477,0.585,-0.585 +0.6,6.889,0.447,-0.447,0.57,-0.57 +0.7,7.115,0.472,-0.472,0.549,-0.549 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv new file mode 100644 index 0000000000..09f49b4020 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t24 +#: name: Table 24 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.045. + +#: data_file: Table24.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,13.752,0.329,-0.329,0.846,-0.846 +0.4,14.092,0.345,-0.345,0.919,-0.919 +0.5,13.549,0.345,-0.345,0.914,-0.914 +0.6,14.04,0.354,-0.354,0.944,-0.944 +0.7,13.152,0.345,-0.345,1.033,-1.033 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,11.285,0.446,-0.446,0.666,-0.666 +0.4,10.321,0.44,-0.44,0.567,-0.567 +0.5,8.994,0.422,-0.422,0.517,-0.517 +0.6,8.728,0.421,-0.421,0.595,-0.595 +0.7,6.94,0.378,-0.378,0.463,-0.463 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv new file mode 100644 index 0000000000..e95d90eaa8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t25 +#: name: Table 25 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.080. + +#: data_file: Table25.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,16.976,0.327,-0.327,1.076,-1.076 +0.4,16.733,0.333,-0.333,1.034,-1.034 +0.5,16.814,0.34,-0.34,1.018,-1.018 +0.6,16.599,0.339,-0.339,1.146,-1.146 +0.7,16.254,0.342,-0.342,1.058,-1.058 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,12.428,0.412,-0.412,0.634,-0.634 +0.4,11.304,0.404,-0.404,0.591,-0.591 +0.5,9.467,0.374,-0.374,0.606,-0.606 +0.6,7.89,0.344,-0.344,0.451,-0.451 +0.7,6.493,0.321,-0.321,0.334,-0.334 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv new file mode 100644 index 0000000000..047f972c4d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t26 +#: name: Table 26 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.125. + +#: data_file: Table26.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,17.556,0.3,-0.3,0.939,-0.939 +0.4,17.623,0.308,-0.308,0.948,-0.948 +0.5,18.311,0.322,-0.322,0.965,-0.965 +0.6,18.257,0.324,-0.324,0.998,-0.998 +0.7,17.601,0.321,-0.321,0.985,-0.985 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,11.873,0.365,-0.365,0.521,-0.521 +0.4,9.785,0.34,-0.34,0.409,-0.409 +0.5,9.502,0.339,-0.339,0.445,-0.445 +0.6,7.194,0.3,-0.3,0.368,-0.368 +0.7,5.19,0.253,-0.253,0.215,-0.215 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv new file mode 100644 index 0000000000..af3445a771 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t27 +#: name: Table 27 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.175. + +#: data_file: Table27.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,17.667,0.308,-0.308,0.718,-0.718 +0.4,17.164,0.309,-0.309,0.699,-0.699 +0.5,17.397,0.315,-0.315,0.817,-0.817 +0.6,17.481,0.321,-0.321,0.817,-0.817 +0.7,16.75,0.316,-0.316,0.883,-0.883 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.937,0.336,-0.336,0.411,-0.411 +0.4,9.014,0.328,-0.328,0.346,-0.346 +0.5,7.461,0.303,-0.303,0.342,-0.342 +0.6,5.886,0.268,-0.268,0.273,-0.273 +0.7,4.23,0.23,-0.23,0.166,-0.166 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv new file mode 100644 index 0000000000..72092861ac --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t28 +#: name: Table 28 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.225. + +#: data_file: Table28.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,16.307,0.302,-0.302,0.57,-0.57 +0.4,16.442,0.308,-0.308,0.593,-0.593 +0.5,16.435,0.312,-0.312,0.598,-0.598 +0.6,16.708,0.318,-0.318,0.688,-0.688 +0.7,15.439,0.307,-0.307,0.69,-0.69 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.041,0.323,-0.323,0.32,-0.32 +0.4,8.052,0.311,-0.311,0.307,-0.307 +0.5,6.053,0.274,-0.274,0.263,-0.263 +0.6,4.247,0.227,-0.227,0.22,-0.22 +0.7,3.185,0.202,-0.202,0.222,-0.222 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv new file mode 100644 index 0000000000..16e741685e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t29 +#: name: Table 29 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.275. + +#: data_file: Table29.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,15.002,0.293,-0.293,0.465,-0.465 +0.4,14.798,0.298,-0.298,0.37,-0.37 +0.5,14.9,0.301,-0.301,0.402,-0.402 +0.6,14.765,0.302,-0.302,0.426,-0.426 +0.7,14.271,0.3,-0.3,0.407,-0.407 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,7.733,0.304,-0.304,0.295,-0.295 +0.4,6.277,0.278,-0.278,0.197,-0.197 +0.5,4.45,0.235,-0.235,0.187,-0.187 +0.6,3.483,0.21,-0.21,0.143,-0.143 +0.7,2.528,0.18,-0.18,0.115,-0.115 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv new file mode 100644 index 0000000000..ec566066ec --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t30 +#: name: Table 30 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.350. + +#: data_file: Table30.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,12.152,0.19,-0.19,0.452,-0.452 +0.4,11.929,0.192,-0.192,0.428,-0.428 +0.5,11.634,0.19,-0.19,0.34,-0.34 +0.6,11.374,0.189,-0.189,0.285,-0.285 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,5.95,0.191,-0.191,0.317,-0.317 +0.4,4.13,0.161,-0.161,0.183,-0.183 +0.5,3.357,0.145,-0.145,0.151,-0.151 +0.6,2.231,0.119,-0.119,0.098,-0.098 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv new file mode 100644 index 0000000000..0f106917c6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t31 +#: name: Table 31 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.450. + +#: data_file: Table31.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,8.318,0.158,-0.158,0.672,-0.672 +0.4,7.478,0.152,-0.152,0.498,-0.498 +0.5,7.532,0.155,-0.155,0.444,-0.444 +0.6,7.614,0.159,-0.159,0.434,-0.434 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,4.098,0.162,-0.162,0.309,-0.309 +0.4,2.7,0.13,-0.13,0.169,-0.169 +0.5,1.894,0.109,-0.109,0.113,-0.113 +0.6,1.094,0.083,-0.083,0.067,-0.067 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv new file mode 100644 index 0000000000..07b03d10fe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t32 +#: name: Table 32 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.550. + +#: data_file: Table32.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,4.931,0.119,-0.119,0.613,-0.613 +0.4,4.383,0.114,-0.114,0.457,-0.457 +0.5,4.54,0.119,-0.119,0.441,-0.441 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,2.144,0.113,-0.113,0.293,-0.293 +0.4,1.46,0.096,-0.096,0.204,-0.204 +0.5,0.956,0.076,-0.076,0.11,-0.11 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv new file mode 100644 index 0000000000..12d8870e20 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t33 +#: name: Table 33 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.650. + +#: data_file: Table33.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,2.46,0.078,-0.078,0.451,-0.451 +0.4,2.309,0.077,-0.077,0.369,-0.369 +0.5,2.155,0.078,-0.078,0.325,-0.325 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,1.072,0.074,-0.074,0.201,-0.201 +0.4,0.635,0.058,-0.058,0.097,-0.097 +0.5,0.414,0.049,-0.049,0.069,-0.069 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv new file mode 100644 index 0000000000..96dfc74a14 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t34 +#: name: Table 34 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.020. + +#: data_file: Table34.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.026,0.445,-0.445,0.995,-0.995 +0.3,11.09,0.462,-0.462,0.781,-0.781 +0.4,12.21,0.501,-0.501,0.685,-0.685 +0.5,12.348,0.493,-0.493,0.741,-0.741 +0.6,11.806,0.475,-0.475,0.731,-0.731 +0.7,11.024,0.452,-0.452,0.911,-0.911 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.951,0.676,-0.676,0.79,-0.79 +0.3,9.668,0.683,-0.683,0.644,-0.644 +0.4,9.069,0.67,-0.67,0.576,-0.576 +0.5,8.216,0.629,-0.629,0.604,-0.604 +0.6,8.931,0.657,-0.657,0.591,-0.591 +0.7,8.428,0.637,-0.637,0.588,-0.588 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv new file mode 100644 index 0000000000..6dcf7efc25 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t35 +#: name: Table 35 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.045. + +#: data_file: Table35.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.058,0.428,-0.428,0.817,-0.817 +0.3,14.654,0.442,-0.442,0.725,-0.725 +0.4,15.893,0.47,-0.47,0.967,-0.967 +0.5,16.19,0.469,-0.469,1.118,-1.118 +0.6,14.912,0.44,-0.44,1.046,-1.046 +0.7,14.922,0.438,-0.438,1.147,-1.147 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.006,0.63,-0.63,0.622,-0.622 +0.3,11.468,0.611,-0.611,0.687,-0.687 +0.4,11.756,0.642,-0.642,0.742,-0.742 +0.5,10.585,0.587,-0.587,0.611,-0.611 +0.6,9.708,0.572,-0.572,0.652,-0.652 +0.7,7.678,0.492,-0.492,0.637,-0.637 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv new file mode 100644 index 0000000000..287f089eed --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t36 +#: name: Table 36 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.080. + +#: data_file: Table36.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.932,0.42,-0.42,0.954,-0.954 +0.3,17.871,0.433,-0.433,0.913,-0.913 +0.4,17.917,0.437,-0.437,0.903,-0.903 +0.5,18.329,0.44,-0.44,1.075,-1.075 +0.6,16.765,0.412,-0.412,1.021,-1.021 +0.7,17.209,0.415,-0.415,1.185,-1.185 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.345,0.587,-0.587,0.65,-0.65 +0.3,12.352,0.561,-0.561,0.566,-0.566 +0.4,11.434,0.548,-0.548,0.549,-0.549 +0.5,10.012,0.505,-0.505,0.462,-0.462 +0.6,8.201,0.449,-0.449,0.508,-0.508 +0.7,6.96,0.407,-0.407,0.467,-0.467 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv new file mode 100644 index 0000000000..3717b7b877 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t37 +#: name: Table 37 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.125. + +#: data_file: Table37.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.402,0.386,-0.386,0.732,-0.732 +0.3,18.167,0.394,-0.394,0.723,-0.723 +0.4,17.986,0.396,-0.396,0.733,-0.733 +0.5,18.561,0.398,-0.398,0.962,-0.962 +0.6,18.693,0.396,-0.396,0.973,-0.973 +0.7,16.965,0.371,-0.371,1.121,-1.121 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.153,0.548,-0.548,0.554,-0.554 +0.3,12.201,0.498,-0.498,0.381,-0.381 +0.4,10.098,0.458,-0.458,0.45,-0.45 +0.5,8.087,0.405,-0.405,0.388,-0.388 +0.6,6.787,0.367,-0.367,0.331,-0.331 +0.7,5.751,0.333,-0.333,0.382,-0.382 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv new file mode 100644 index 0000000000..8515246dd9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t38 +#: name: Table 38 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.175. + +#: data_file: Table38.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.722,0.383,-0.383,0.625,-0.625 +0.3,18.204,0.402,-0.402,0.606,-0.606 +0.4,17.9,0.399,-0.399,0.618,-0.618 +0.5,17.841,0.395,-0.395,0.649,-0.649 +0.6,17.316,0.386,-0.386,0.805,-0.805 +0.7,17.382,0.381,-0.381,0.95,-0.95 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.44,0.497,-0.497,0.477,-0.477 +0.3,11.011,0.484,-0.484,0.433,-0.433 +0.4,8.622,0.428,-0.428,0.344,-0.344 +0.5,6.899,0.379,-0.379,0.328,-0.328 +0.6,5.674,0.335,-0.335,0.288,-0.288 +0.7,4.353,0.287,-0.287,0.216,-0.216 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv new file mode 100644 index 0000000000..930fd4250e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t39 +#: name: Table 39 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.225. + +#: data_file: Table39.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.952,0.384,-0.384,0.534,-0.534 +0.3,16.671,0.39,-0.39,0.426,-0.426 +0.4,15.978,0.382,-0.382,0.457,-0.457 +0.5,16.374,0.385,-0.385,0.517,-0.517 +0.6,16.822,0.385,-0.385,0.576,-0.576 +0.7,15.771,0.366,-0.366,0.831,-0.831 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.503,0.482,-0.482,0.56,-0.56 +0.3,9.531,0.453,-0.453,0.29,-0.29 +0.4,7.372,0.406,-0.406,0.333,-0.333 +0.5,5.262,0.329,-0.329,0.269,-0.269 +0.6,3.865,0.277,-0.277,0.174,-0.174 +0.7,3.245,0.248,-0.248,0.167,-0.167 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv new file mode 100644 index 0000000000..821a81a2a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t40 +#: name: Table 40 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.275. + +#: data_file: Table40.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.113,0.381,-0.381,0.557,-0.557 +0.3,14.825,0.373,-0.373,0.408,-0.408 +0.4,14.235,0.368,-0.368,0.353,-0.353 +0.5,14.924,0.377,-0.377,0.377,-0.377 +0.6,14.187,0.36,-0.36,0.427,-0.427 +0.7,14.66,0.364,-0.364,0.589,-0.589 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.276,0.472,-0.472,0.498,-0.498 +0.3,7.617,0.412,-0.412,0.27,-0.27 +0.4,6.14,0.367,-0.367,0.237,-0.237 +0.5,4.337,0.302,-0.302,0.164,-0.164 +0.6,3.419,0.26,-0.26,0.122,-0.122 +0.7,2.684,0.234,-0.234,0.181,-0.181 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv new file mode 100644 index 0000000000..a57837ae32 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t41 +#: name: Table 41 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.350. + +#: data_file: Table41.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.397,0.237,-0.237,0.718,-0.718 +0.3,11.505,0.233,-0.233,0.447,-0.447 +0.4,11.482,0.236,-0.236,0.417,-0.417 +0.5,10.492,0.221,-0.221,0.3,-0.3 +0.6,11.106,0.227,-0.227,0.407,-0.407 +0.7,10.781,0.219,-0.219,0.299,-0.299 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.104,0.296,-0.296,0.622,-0.622 +0.3,5.744,0.25,-0.25,0.241,-0.241 +0.4,4.358,0.219,-0.219,0.132,-0.132 +0.5,2.797,0.172,-0.172,0.126,-0.126 +0.6,1.975,0.14,-0.14,0.075,-0.075 +0.7,1.226,0.106,-0.106,0.07,-0.07 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv new file mode 100644 index 0000000000..cc3e8ffea3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t42 +#: name: Table 42 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.450. + +#: data_file: Table42.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.274,0.193,-0.193,0.876,-0.876 +0.3,7.631,0.19,-0.19,0.664,-0.664 +0.4,7.1,0.184,-0.184,0.473,-0.473 +0.5,7.179,0.186,-0.186,0.401,-0.401 +0.6,7.051,0.184,-0.184,0.359,-0.359 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.965,0.23,-0.23,0.542,-0.542 +0.3,3.609,0.2,-0.2,0.289,-0.289 +0.4,2.478,0.169,-0.169,0.196,-0.196 +0.5,1.699,0.136,-0.136,0.108,-0.108 +0.6,1.222,0.112,-0.112,0.067,-0.067 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv new file mode 100644 index 0000000000..c5bcbe68b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t43 +#: name: Table 43 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.550. + +#: data_file: Table43.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,5.153,0.149,-0.149,0.751,-0.751 +0.3,4.003,0.131,-0.131,0.492,-0.492 +0.4,4.019,0.136,-0.136,0.45,-0.45 +0.5,3.829,0.133,-0.133,0.399,-0.399 +0.6,3.748,0.132,-0.132,0.371,-0.371 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.682,0.16,-0.16,0.421,-0.421 +0.3,1.708,0.128,-0.128,0.211,-0.211 +0.4,1.199,0.113,-0.113,0.124,-0.124 +0.5,1.004,0.105,-0.105,0.082,-0.082 +0.6,0.489,0.073,-0.073,0.056,-0.056 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv new file mode 100644 index 0000000000..00314fe576 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t44 +#: name: Table 44 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.650. + +#: data_file: Table44.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.438,0.092,-0.092,0.521,-0.521 +0.3,2.102,0.087,-0.087,0.371,-0.371 +0.4,1.896,0.086,-0.086,0.275,-0.275 +0.5,1.78,0.083,-0.083,0.271,-0.271 +0.6,1.603,0.081,-0.081,0.188,-0.188 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.295,0.101,-0.101,0.247,-0.247 +0.3,0.808,0.081,-0.081,0.127,-0.127 +0.4,0.496,0.065,-0.065,0.075,-0.075 +0.5,0.365,0.058,-0.058,0.047,-0.047 +0.6,0.203,0.042,-0.042,0.027,-0.027 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv new file mode 100644 index 0000000000..a44fdb4bbc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t45 +#: name: Table 45 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.020. + +#: data_file: Table45.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.797,0.632,-0.632,0.694,-0.694 +0.3,12.867,0.647,-0.647,0.766,-0.766 +0.4,11.938,0.62,-0.62,0.789,-0.789 +0.5,13.108,0.641,-0.641,0.763,-0.763 +0.6,13.671,0.652,-0.652,0.959,-0.959 +0.7,11.611,0.577,-0.577,0.781,-0.781 +0.8,12.982,0.626,-0.626,1.216,-1.216 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.808,0.862,-0.862,0.513,-0.513 +0.3,10.592,1.004,-1.004,0.542,-0.542 +0.4,8.628,0.879,-0.879,0.528,-0.528 +0.5,10.045,0.941,-0.941,0.638,-0.638 +0.6,8.585,0.832,-0.832,0.667,-0.667 +0.7,7.3,0.769,-0.769,0.519,-0.519 +0.8,7.689,0.789,-0.789,0.625,-0.625 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv new file mode 100644 index 0000000000..eedbe37dcb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t46 +#: name: Table 46 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.045. + +#: data_file: Table46.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.27,0.574,-0.574,0.743,-0.743 +0.3,16.395,0.613,-0.613,0.853,-0.853 +0.4,15.218,0.582,-0.582,0.797,-0.797 +0.5,16.315,0.601,-0.601,1.072,-1.072 +0.6,16.412,0.587,-0.587,1.087,-1.087 +0.7,15.576,0.558,-0.558,1.224,-1.224 +0.8,14.996,0.552,-0.552,1.402,-1.402 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.899,0.823,-0.823,0.523,-0.523 +0.3,13.21,0.916,-0.916,0.762,-0.762 +0.4,11.505,0.831,-0.831,0.653,-0.653 +0.5,10.928,0.802,-0.802,0.563,-0.563 +0.6,9.709,0.739,-0.739,0.712,-0.712 +0.7,8.334,0.664,-0.664,0.62,-0.62 +0.8,7.585,0.643,-0.643,0.632,-0.632 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv new file mode 100644 index 0000000000..b4789ae601 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t47 +#: name: Table 47 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.080. + +#: data_file: Table47.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.914,0.551,-0.551,0.801,-0.801 +0.3,19.083,0.588,-0.588,0.732,-0.732 +0.4,18.668,0.566,-0.566,0.896,-0.896 +0.5,19.162,0.572,-0.572,1.031,-1.031 +0.6,18.269,0.539,-0.539,1.079,-1.079 +0.7,17.46,0.519,-0.519,1.136,-1.136 +0.8,17.297,0.524,-0.524,1.504,-1.504 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.708,0.787,-0.787,0.6,-0.6 +0.3,14.286,0.833,-0.833,0.672,-0.672 +0.4,11.316,0.719,-0.719,0.521,-0.521 +0.5,9.578,0.648,-0.648,0.492,-0.492 +0.6,8.621,0.597,-0.597,0.475,-0.475 +0.7,6.81,0.518,-0.518,0.546,-0.546 +0.8,6.785,0.536,-0.536,0.616,-0.616 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv new file mode 100644 index 0000000000..049e60c16e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t48 +#: name: Table 48 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.125. + +#: data_file: Table48.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.462,0.505,-0.505,0.627,-0.627 +0.3,19.269,0.535,-0.535,0.663,-0.663 +0.4,18.468,0.516,-0.516,0.684,-0.684 +0.5,18.758,0.51,-0.51,0.757,-0.757 +0.6,17.64,0.478,-0.478,1.053,-1.053 +0.7,17.746,0.473,-0.473,1.035,-1.035 +0.8,17.412,0.47,-0.47,1.505,-1.505 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.993,0.71,-0.71,0.487,-0.487 +0.3,12.83,0.712,-0.712,0.41,-0.41 +0.4,10.276,0.62,-0.62,0.342,-0.342 +0.5,8.819,0.563,-0.563,0.378,-0.378 +0.6,7.145,0.497,-0.497,0.42,-0.42 +0.7,5.441,0.416,-0.416,0.388,-0.388 +0.8,3.902,0.355,-0.355,0.384,-0.384 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv new file mode 100644 index 0000000000..c6a8720169 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t49 +#: name: Table 49 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.175. + +#: data_file: Table49.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.418,0.514,-0.514,0.56,-0.56 +0.3,18.628,0.529,-0.529,0.438,-0.438 +0.4,18.6,0.528,-0.528,0.494,-0.494 +0.5,18.17,0.51,-0.51,0.594,-0.594 +0.6,17.459,0.486,-0.486,0.751,-0.751 +0.7,16.513,0.463,-0.463,0.972,-0.972 +0.8,17.645,0.482,-0.482,1.121,-1.121 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.857,0.693,-0.693,0.479,-0.479 +0.3,11.638,0.675,-0.675,0.422,-0.422 +0.4,9.993,0.621,-0.621,0.335,-0.335 +0.5,7.182,0.513,-0.513,0.376,-0.376 +0.6,4.7,0.395,-0.395,0.273,-0.273 +0.7,3.892,0.356,-0.356,0.27,-0.27 +0.8,2.72,0.297,-0.297,0.179,-0.179 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv new file mode 100644 index 0000000000..627196ea3a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t50 +#: name: Table 50 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.225. + +#: data_file: Table50.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.423,0.504,-0.504,0.448,-0.448 +0.3,15.788,0.491,-0.491,0.446,-0.446 +0.4,16.565,0.502,-0.502,0.392,-0.392 +0.5,16.372,0.488,-0.488,0.43,-0.43 +0.6,15.701,0.468,-0.468,0.546,-0.546 +0.7,15.032,0.445,-0.445,0.652,-0.652 +0.8,15.134,0.448,-0.448,1.109,-1.109 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.902,0.673,-0.673,0.502,-0.502 +0.3,9.52,0.623,-0.623,0.34,-0.34 +0.4,7.099,0.515,-0.515,0.276,-0.276 +0.5,4.647,0.411,-0.411,0.202,-0.202 +0.6,3.881,0.372,-0.372,0.196,-0.196 +0.7,3.338,0.337,-0.337,0.227,-0.227 +0.8,2.365,0.285,-0.285,0.201,-0.201 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv new file mode 100644 index 0000000000..4c9be05ead --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t51 +#: name: Table 51 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.275. + +#: data_file: Table51.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.817,0.469,-0.469,0.513,-0.513 +0.3,16.099,0.511,-0.511,0.603,-0.603 +0.4,15.133,0.487,-0.487,0.448,-0.448 +0.5,13.884,0.457,-0.457,0.328,-0.328 +0.6,14.257,0.452,-0.452,0.407,-0.407 +0.7,13.594,0.433,-0.433,0.481,-0.481 +0.8,12.941,0.422,-0.422,0.874,-0.874 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.16,0.626,-0.626,0.487,-0.487 +0.3,7.792,0.572,-0.572,0.425,-0.425 +0.4,5.674,0.473,-0.473,0.254,-0.254 +0.5,4.981,0.437,-0.437,0.296,-0.296 +0.6,3.01,0.327,-0.327,0.109,-0.109 +0.7,2.509,0.291,-0.291,0.241,-0.241 +0.8,1.223,0.192,-0.192,0.084,-0.084 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv new file mode 100644 index 0000000000..0435e81efe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t52 +#: name: Table 52 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.350. + +#: data_file: Table52.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.125,0.305,-0.305,0.666,-0.666 +0.3,12.069,0.311,-0.311,0.579,-0.579 +0.4,11.377,0.3,-0.3,0.49,-0.49 +0.5,10.877,0.287,-0.287,0.298,-0.298 +0.6,10.054,0.269,-0.269,0.25,-0.25 +0.7,9.982,0.262,-0.262,0.4,-0.4 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.058,0.371,-0.371,0.48,-0.48 +0.3,5.38,0.33,-0.33,0.279,-0.279 +0.4,4.094,0.287,-0.287,0.134,-0.134 +0.5,2.898,0.233,-0.233,0.154,-0.154 +0.6,2.068,0.188,-0.188,0.072,-0.072 +0.7,1.214,0.14,-0.14,0.085,-0.085 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv new file mode 100644 index 0000000000..f2c152ca68 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t53 +#: name: Table 53 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.450. + +#: data_file: Table53.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.025,0.244,-0.244,0.824,-0.824 +0.3,6.997,0.234,-0.234,0.603,-0.603 +0.4,7.066,0.238,-0.238,0.525,-0.525 +0.5,6.787,0.232,-0.232,0.477,-0.477 +0.6,6.37,0.216,-0.216,0.34,-0.34 +0.7,6.436,0.217,-0.217,0.33,-0.33 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.659,0.298,-0.298,0.557,-0.557 +0.3,3.604,0.274,-0.274,0.358,-0.358 +0.4,2.251,0.21,-0.21,0.179,-0.179 +0.5,1.381,0.161,-0.161,0.112,-0.112 +0.6,0.773,0.114,-0.114,0.036,-0.036 +0.7,0.674,0.106,-0.106,0.062,-0.062 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv new file mode 100644 index 0000000000..1fd644e812 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t54 +#: name: Table 54 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.550. + +#: data_file: Table54.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.822,0.181,-0.181,0.74,-0.74 +0.3,4.126,0.173,-0.173,0.503,-0.503 +0.4,4.038,0.173,-0.173,0.495,-0.495 +0.5,3.626,0.164,-0.164,0.36,-0.36 +0.6,3.69,0.162,-0.162,0.261,-0.261 +0.7,3.14,0.149,-0.149,0.254,-0.254 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.855,0.227,-0.227,0.388,-0.388 +0.3,1.699,0.171,-0.171,0.196,-0.196 +0.4,1.412,0.168,-0.168,0.135,-0.135 +0.5,0.744,0.116,-0.116,0.095,-0.095 +0.6,0.382,0.076,-0.076,0.044,-0.044 +0.7,0.255,0.059,-0.059,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv new file mode 100644 index 0000000000..5f1577ae88 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t55 +#: name: Table 55 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.650. + +#: data_file: Table55.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.166,0.108,-0.108,0.427,-0.427 +0.3,1.863,0.105,-0.105,0.334,-0.334 +0.4,1.764,0.104,-0.104,0.263,-0.263 +0.5,1.62,0.101,-0.101,0.236,-0.236 +0.6,1.424,0.096,-0.096,0.225,-0.225 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.281,0.128,-0.128,0.235,-0.235 +0.3,0.824,0.113,-0.113,0.157,-0.157 +0.4,0.589,0.095,-0.095,0.11,-0.11 +0.5,0.275,0.066,-0.066,0.049,-0.049 +0.6,0.09,0.037,-0.037,0.014,-0.014 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv new file mode 100644 index 0000000000..39fb54fdd4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t56 +#: name: Table 56 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.020. + +#: data_file: Table56.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.977,0.776,-0.776,0.716,-0.716 +0.3,13.554,0.823,-0.823,0.616,-0.616 +0.4,12.585,0.767,-0.767,0.674,-0.674 +0.5,15.035,0.827,-0.827,0.761,-0.761 +0.6,13.568,0.772,-0.772,0.853,-0.853 +0.7,12.692,0.736,-0.736,0.941,-0.941 +0.8,13.066,0.746,-0.746,1.14,-1.14 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.193,1.329,-1.329,0.944,-0.944 +0.3,12.903,1.396,-1.396,0.909,-0.909 +0.4,9.24,1.122,-1.122,0.33,-0.33 +0.5,10.826,1.206,-1.206,1.059,-1.059 +0.6,9.6,1.158,-1.158,0.609,-0.609 +0.7,8.129,1.013,-1.013,0.821,-0.821 +0.8,8.065,1.029,-1.029,0.816,-0.816 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv new file mode 100644 index 0000000000..9bf77b23a6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t57 +#: name: Table 57 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.045. + +#: data_file: Table57.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.034,0.723,-0.723,0.918,-0.918 +0.3,17.698,0.776,-0.776,0.874,-0.874 +0.4,17.085,0.743,-0.743,0.979,-0.979 +0.5,15.212,0.691,-0.691,0.895,-0.895 +0.6,16.019,0.684,-0.684,0.962,-0.962 +0.7,15.783,0.674,-0.674,1.095,-1.095 +0.8,15.216,0.651,-0.651,1.134,-1.134 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.008,1.172,-1.172,0.637,-0.637 +0.3,13.159,1.142,-1.142,0.606,-0.606 +0.4,10.964,1.011,-1.011,0.49,-0.49 +0.5,11.719,1.028,-1.028,0.745,-0.745 +0.6,9.372,0.887,-0.887,0.633,-0.633 +0.7,8.421,0.836,-0.836,0.715,-0.715 +0.8,6.394,0.723,-0.723,0.585,-0.585 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv new file mode 100644 index 0000000000..91b234efde --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t58 +#: name: Table 58 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.080. + +#: data_file: Table58.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,20.0,0.729,-0.729,0.827,-0.827 +0.3,20.312,0.743,-0.743,0.91,-0.91 +0.4,19.654,0.71,-0.71,0.77,-0.77 +0.5,18.726,0.673,-0.673,0.998,-0.998 +0.6,19.74,0.685,-0.685,1.058,-1.058 +0.7,18.741,0.656,-0.656,1.461,-1.461 +0.8,17.278,0.619,-0.619,1.341,-1.341 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.643,1.042,-1.042,0.652,-0.652 +0.3,14.856,1.07,-1.07,0.564,-0.564 +0.4,12.893,0.958,-0.958,0.836,-0.836 +0.5,11.557,0.901,-0.901,0.559,-0.559 +0.6,8.535,0.76,-0.76,0.549,-0.549 +0.7,6.688,0.653,-0.653,0.335,-0.335 +0.8,5.162,0.573,-0.573,0.475,-0.475 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv new file mode 100644 index 0000000000..d74fec2eb2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t59 +#: name: Table 59 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.125. + +#: data_file: Table59.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.023,0.636,-0.636,0.613,-0.613 +0.3,19.785,0.661,-0.661,0.593,-0.593 +0.4,19.538,0.638,-0.638,0.776,-0.776 +0.5,18.525,0.606,-0.606,0.716,-0.716 +0.6,18.521,0.597,-0.597,0.998,-0.998 +0.7,18.547,0.595,-0.595,1.103,-1.103 +0.8,17.113,0.557,-0.557,1.229,-1.229 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.979,0.884,-0.884,0.446,-0.446 +0.3,12.779,0.889,-0.889,0.637,-0.637 +0.4,11.045,0.814,-0.814,0.473,-0.473 +0.5,9.603,0.73,-0.73,0.45,-0.45 +0.6,5.617,0.543,-0.543,0.374,-0.374 +0.7,5.407,0.536,-0.536,0.323,-0.323 +0.8,4.178,0.454,-0.454,0.252,-0.252 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv new file mode 100644 index 0000000000..c2d5d33a4f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t60 +#: name: Table 60 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.175. + +#: data_file: Table60.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.105,0.631,-0.631,0.514,-0.514 +0.3,18.287,0.641,-0.641,0.602,-0.602 +0.4,18.716,0.64,-0.64,0.684,-0.684 +0.5,17.688,0.605,-0.605,0.439,-0.439 +0.6,17.494,0.597,-0.597,0.756,-0.756 +0.7,17.641,0.583,-0.583,1.035,-1.035 +0.8,16.267,0.549,-0.549,1.011,-1.011 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.292,0.907,-0.907,0.439,-0.439 +0.3,12.019,0.874,-0.874,0.433,-0.433 +0.4,9.211,0.738,-0.738,0.443,-0.443 +0.5,6.702,0.608,-0.608,0.275,-0.275 +0.6,4.917,0.509,-0.509,0.298,-0.298 +0.7,4.677,0.501,-0.501,0.369,-0.369 +0.8,3.317,0.423,-0.423,0.266,-0.266 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv new file mode 100644 index 0000000000..e8a27d307b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t61 +#: name: Table 61 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.225. + +#: data_file: Table61.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.742,0.613,-0.613,0.603,-0.603 +0.3,16.161,0.609,-0.609,0.388,-0.388 +0.4,15.994,0.601,-0.601,0.4,-0.4 +0.5,17.877,0.622,-0.622,0.524,-0.524 +0.6,16.471,0.588,-0.588,0.622,-0.622 +0.7,15.696,0.563,-0.563,0.676,-0.676 +0.8,14.596,0.531,-0.531,0.854,-0.854 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.927,0.836,-0.836,0.365,-0.365 +0.3,8.464,0.734,-0.734,0.246,-0.246 +0.4,5.595,0.588,-0.588,0.2,-0.2 +0.5,5.825,0.581,-0.581,0.225,-0.225 +0.6,4.138,0.479,-0.479,0.2,-0.2 +0.7,3.366,0.427,-0.427,0.256,-0.256 +0.8,2.272,0.338,-0.338,0.194,-0.194 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv new file mode 100644 index 0000000000..50a6617a4b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t62 +#: name: Table 62 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.275. + +#: data_file: Table62.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.995,0.595,-0.595,0.545,-0.545 +0.3,14.796,0.6,-0.6,0.55,-0.55 +0.4,14.398,0.577,-0.577,0.405,-0.405 +0.5,14.184,0.566,-0.566,0.34,-0.34 +0.6,14.0,0.546,-0.546,0.479,-0.479 +0.7,13.31,0.523,-0.523,0.476,-0.476 +0.8,13.44,0.52,-0.52,0.657,-0.657 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.809,0.802,-0.802,0.524,-0.524 +0.3,8.095,0.732,-0.732,0.398,-0.398 +0.4,6.914,0.666,-0.666,0.237,-0.237 +0.5,4.224,0.501,-0.501,0.2,-0.2 +0.6,3.113,0.425,-0.425,0.262,-0.262 +0.7,1.812,0.302,-0.302,0.144,-0.144 +0.8,1.491,0.273,-0.273,0.118,-0.118 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv new file mode 100644 index 0000000000..0e527a886e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t63 +#: name: Table 63 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.350. + +#: data_file: Table63.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.008,0.358,-0.358,0.631,-0.631 +0.3,11.765,0.378,-0.378,0.594,-0.594 +0.4,10.37,0.347,-0.347,0.436,-0.436 +0.5,11.252,0.359,-0.359,0.344,-0.344 +0.6,10.824,0.344,-0.344,0.337,-0.337 +0.7,10.78,0.341,-0.341,0.413,-0.413 +0.8,10.356,0.325,-0.325,0.521,-0.521 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,6.349,0.441,-0.441,0.499,-0.499 +0.3,5.505,0.424,-0.424,0.229,-0.229 +0.4,3.976,0.349,-0.349,0.194,-0.194 +0.5,2.892,0.292,-0.292,0.12,-0.12 +0.6,1.272,0.183,-0.183,0.052,-0.052 +0.7,0.88,0.147,-0.147,0.051,-0.051 +0.8,0.858,0.15,-0.15,0.101,-0.101 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv new file mode 100644 index 0000000000..e562beb540 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t64 +#: name: Table 64 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.450. + +#: data_file: Table64.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.286,0.289,-0.289,0.792,-0.792 +0.3,6.953,0.287,-0.287,0.631,-0.631 +0.4,7.202,0.291,-0.291,0.627,-0.627 +0.5,7.206,0.288,-0.288,0.474,-0.474 +0.6,6.269,0.262,-0.262,0.339,-0.339 +0.7,6.697,0.27,-0.27,0.373,-0.373 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.422,0.376,-0.376,0.528,-0.528 +0.3,3.254,0.322,-0.322,0.323,-0.323 +0.4,2.074,0.25,-0.25,0.134,-0.134 +0.5,1.191,0.187,-0.187,0.095,-0.095 +0.6,0.879,0.159,-0.159,0.076,-0.076 +0.7,0.692,0.145,-0.145,0.119,-0.119 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv new file mode 100644 index 0000000000..04de66c4ec --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t65 +#: name: Table 65 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.550. + +#: data_file: Table65.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.215,0.208,-0.208,0.635,-0.635 +0.3,4.09,0.211,-0.211,0.52,-0.52 +0.4,3.424,0.192,-0.192,0.409,-0.409 +0.5,3.766,0.203,-0.203,0.336,-0.336 +0.6,3.255,0.187,-0.187,0.277,-0.277 +0.7,3.317,0.188,-0.188,0.27,-0.27 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.198,0.244,-0.244,0.313,-0.313 +0.3,1.163,0.18,-0.18,0.151,-0.151 +0.4,1.322,0.197,-0.197,0.187,-0.187 +0.5,0.718,0.142,-0.142,0.057,-0.057 +0.6,0.37,0.099,-0.099,0.026,-0.026 +0.7,0.235,0.077,-0.077,0.023,-0.023 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv new file mode 100644 index 0000000000..7686e9c834 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t66 +#: name: Table 66 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.650. + +#: data_file: Table66.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.02,0.126,-0.126,0.412,-0.412 +0.3,1.788,0.124,-0.124,0.302,-0.302 +0.4,1.734,0.126,-0.126,0.268,-0.268 +0.5,1.444,0.114,-0.114,0.189,-0.189 +0.6,1.61,0.124,-0.124,0.217,-0.217 +0.7,1.293,0.112,-0.112,0.167,-0.167 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,0.821,0.13,-0.13,0.179,-0.179 +0.3,0.642,0.132,-0.132,0.114,-0.114 +0.4,0.376,0.088,-0.088,0.073,-0.073 +0.5,0.192,0.066,-0.066,0.043,-0.043 +0.6,0.232,0.075,-0.075,0.072,-0.072 +0.7,0.085,0.044,-0.044,0.019,-0.019 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv new file mode 100644 index 0000000000..dffc3ffe30 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t67 +#: name: Table 67 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.020. + +#: data_file: Table67.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.471,0.688,-0.688,0.682,-0.682 +0.3,15.816,0.743,-0.743,0.739,-0.739 +0.4,14.637,0.69,-0.69,0.839,-0.839 +0.5,14.665,0.678,-0.678,0.825,-0.825 +0.6,14.46,0.652,-0.652,0.89,-0.89 +0.7,14.65,0.663,-0.663,1.02,-1.02 +0.8,11.962,0.584,-0.584,0.938,-0.938 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.907,1.051,-1.051,0.623,-0.623 +0.3,12.662,1.23,-1.23,0.545,-0.545 +0.4,11.235,1.083,-1.083,0.765,-0.765 +0.5,10.952,1.08,-1.08,0.58,-0.58 +0.6,7.971,0.905,-0.905,0.566,-0.566 +0.7,8.39,0.905,-0.905,0.473,-0.473 +0.8,6.376,0.779,-0.779,0.548,-0.548 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv new file mode 100644 index 0000000000..83619b12f5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t68 +#: name: Table 68 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.045. + +#: data_file: Table68.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.419,0.667,-0.667,1.041,-1.041 +0.3,18.37,0.658,-0.658,0.918,-0.918 +0.4,17.715,0.632,-0.632,0.864,-0.864 +0.5,17.803,0.614,-0.614,1.042,-1.042 +0.6,17.11,0.595,-0.595,0.885,-0.885 +0.7,15.048,0.545,-0.545,0.951,-0.951 +0.8,14.664,0.535,-0.535,1.09,-1.09 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.293,1.064,-1.064,0.723,-0.723 +0.3,14.748,1.097,-1.097,0.795,-0.795 +0.4,12.371,0.959,-0.959,0.633,-0.633 +0.5,12.021,0.911,-0.911,0.584,-0.584 +0.6,10.062,0.837,-0.837,0.785,-0.785 +0.7,7.616,0.713,-0.713,0.514,-0.514 +0.8,7.661,0.72,-0.72,0.703,-0.703 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv new file mode 100644 index 0000000000..3c17b908fe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t69 +#: name: Table 69 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.080. + +#: data_file: Table69.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.882,0.614,-0.614,0.893,-0.893 +0.3,20.383,0.612,-0.612,0.857,-0.857 +0.4,20.756,0.605,-0.605,0.965,-0.965 +0.5,19.115,0.569,-0.569,0.994,-0.994 +0.6,18.882,0.554,-0.554,1.039,-1.039 +0.7,18.814,0.545,-0.545,1.139,-1.139 +0.8,16.883,0.511,-0.511,1.255,-1.255 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.93,1.01,-1.01,0.594,-0.594 +0.3,14.948,0.957,-0.957,0.438,-0.438 +0.4,13.346,0.886,-0.886,0.63,-0.63 +0.5,11.323,0.797,-0.797,0.6,-0.6 +0.6,9.141,0.69,-0.69,0.657,-0.657 +0.7,6.418,0.571,-0.571,0.462,-0.462 +0.8,6.608,0.573,-0.573,0.532,-0.532 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv new file mode 100644 index 0000000000..6f599b0064 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t70 +#: name: Table 70 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.125. + +#: data_file: Table70.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.759,0.555,-0.555,0.647,-0.647 +0.3,19.852,0.551,-0.551,0.667,-0.667 +0.4,19.613,0.536,-0.536,0.627,-0.627 +0.5,18.421,0.507,-0.507,0.762,-0.762 +0.6,19.772,0.52,-0.52,0.886,-0.886 +0.7,19.328,0.502,-0.502,1.04,-1.04 +0.8,17.373,0.467,-0.467,1.058,-1.058 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.455,0.855,-0.855,0.451,-0.451 +0.3,12.218,0.769,-0.769,0.413,-0.413 +0.4,11.565,0.74,-0.74,0.443,-0.443 +0.5,8.236,0.611,-0.611,0.346,-0.346 +0.6,6.566,0.53,-0.53,0.387,-0.387 +0.7,5.407,0.469,-0.469,0.283,-0.283 +0.8,4.807,0.448,-0.448,0.314,-0.314 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv new file mode 100644 index 0000000000..3f25e7c548 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t71 +#: name: Table 71 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.175. + +#: data_file: Table71.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.245,0.525,-0.525,0.486,-0.486 +0.3,17.929,0.53,-0.53,0.503,-0.503 +0.4,19.081,0.541,-0.541,0.526,-0.526 +0.5,18.03,0.509,-0.509,0.638,-0.638 +0.6,18.066,0.506,-0.506,0.709,-0.709 +0.7,17.281,0.485,-0.485,0.78,-0.78 +0.8,16.83,0.469,-0.469,0.943,-0.943 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.584,0.866,-0.866,0.465,-0.465 +0.3,11.122,0.753,-0.753,0.394,-0.394 +0.4,8.841,0.652,-0.652,0.33,-0.33 +0.5,6.757,0.55,-0.55,0.336,-0.336 +0.6,6.546,0.548,-0.548,0.264,-0.264 +0.7,3.847,0.404,-0.404,0.246,-0.246 +0.8,3.454,0.376,-0.376,0.258,-0.258 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv new file mode 100644 index 0000000000..c8f98d01b1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t72 +#: name: Table 72 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.225. + +#: data_file: Table72.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.696,0.506,-0.506,0.378,-0.378 +0.3,16.495,0.52,-0.52,0.378,-0.378 +0.4,16.42,0.508,-0.508,0.375,-0.375 +0.5,15.417,0.481,-0.481,0.468,-0.468 +0.6,15.902,0.482,-0.482,0.495,-0.495 +0.7,16.204,0.476,-0.476,0.629,-0.629 +0.8,15.419,0.462,-0.462,0.852,-0.852 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.781,0.814,-0.814,0.555,-0.555 +0.3,9.357,0.689,-0.689,0.435,-0.435 +0.4,7.267,0.589,-0.589,0.27,-0.27 +0.5,4.852,0.469,-0.469,0.226,-0.226 +0.6,3.591,0.403,-0.403,0.245,-0.245 +0.7,3.085,0.37,-0.37,0.182,-0.182 +0.8,2.161,0.291,-0.291,0.157,-0.157 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv new file mode 100644 index 0000000000..ae41b49ae2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t73 +#: name: Table 73 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.275. + +#: data_file: Table73.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.496,0.496,-0.496,0.617,-0.617 +0.3,15.012,0.51,-0.51,0.673,-0.673 +0.4,13.267,0.46,-0.46,0.392,-0.392 +0.5,14.049,0.47,-0.47,0.366,-0.366 +0.6,13.746,0.451,-0.451,0.348,-0.348 +0.7,13.746,0.449,-0.449,0.458,-0.458 +0.8,12.851,0.424,-0.424,0.652,-0.652 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.279,0.693,-0.693,0.366,-0.366 +0.3,7.273,0.627,-0.627,0.422,-0.422 +0.4,6.205,0.567,-0.567,0.299,-0.299 +0.5,3.505,0.407,-0.407,0.192,-0.192 +0.6,2.575,0.338,-0.338,0.127,-0.127 +0.7,1.955,0.288,-0.288,0.14,-0.14 +0.8,1.652,0.262,-0.262,0.201,-0.201 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv new file mode 100644 index 0000000000..31ecaeb9f5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t74 +#: name: Table 74 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.350. + +#: data_file: Table74.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.166,0.314,-0.314,0.69,-0.69 +0.3,10.472,0.298,-0.298,0.567,-0.567 +0.4,10.461,0.294,-0.294,0.518,-0.518 +0.5,10.073,0.282,-0.282,0.361,-0.361 +0.6,10.354,0.281,-0.281,0.314,-0.314 +0.7,10.093,0.274,-0.274,0.318,-0.318 +0.8,10.244,0.274,-0.274,0.45,-0.45 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,6.582,0.418,-0.418,0.44,-0.44 +0.3,4.915,0.366,-0.366,0.258,-0.258 +0.4,3.769,0.302,-0.302,0.162,-0.162 +0.5,2.718,0.26,-0.26,0.103,-0.103 +0.6,1.644,0.194,-0.194,0.072,-0.072 +0.7,0.963,0.144,-0.144,0.07,-0.07 +0.8,0.801,0.13,-0.13,0.051,-0.051 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv new file mode 100644 index 0000000000..465ef685af --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t75 +#: name: Table 75 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.450. + +#: data_file: Table75.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.427,0.251,-0.251,0.685,-0.685 +0.3,7.553,0.256,-0.256,0.622,-0.622 +0.4,6.352,0.227,-0.227,0.506,-0.506 +0.5,6.599,0.23,-0.23,0.486,-0.486 +0.6,5.953,0.214,-0.214,0.343,-0.343 +0.7,6.072,0.216,-0.216,0.32,-0.32 +0.8,5.885,0.214,-0.214,0.317,-0.317 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,3.851,0.315,-0.315,0.371,-0.371 +0.3,3.021,0.283,-0.283,0.3,-0.3 +0.4,2.163,0.231,-0.231,0.196,-0.196 +0.5,1.316,0.176,-0.176,0.045,-0.045 +0.6,0.839,0.136,-0.136,0.052,-0.052 +0.7,0.387,0.091,-0.091,0.027,-0.027 +0.8,0.348,0.084,-0.084,0.03,-0.03 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv new file mode 100644 index 0000000000..6f262870be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t76 +#: name: Table 76 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.550. + +#: data_file: Table76.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.086,0.177,-0.177,0.558,-0.558 +0.3,3.696,0.17,-0.17,0.567,-0.567 +0.4,3.732,0.172,-0.172,0.47,-0.47 +0.5,3.403,0.16,-0.16,0.335,-0.335 +0.6,3.385,0.16,-0.16,0.319,-0.319 +0.7,3.028,0.149,-0.149,0.223,-0.223 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.377,0.239,-0.239,0.382,-0.382 +0.3,1.541,0.193,-0.193,0.144,-0.144 +0.4,1.051,0.16,-0.16,0.14,-0.14 +0.5,0.76,0.131,-0.131,0.084,-0.084 +0.6,0.423,0.099,-0.099,0.062,-0.062 +0.7,0.191,0.06,-0.06,0.013,-0.013 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv new file mode 100644 index 0000000000..c1208a6cd9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t77 +#: name: Table 77 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.650. + +#: data_file: Table77.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.727,0.099,-0.099,0.315,-0.315 +0.3,1.58,0.099,-0.099,0.234,-0.234 +0.4,1.457,0.096,-0.096,0.214,-0.214 +0.5,1.404,0.092,-0.092,0.204,-0.204 +0.6,1.306,0.089,-0.089,0.157,-0.157 +0.7,1.518,0.101,-0.101,0.167,-0.167 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,0.823,0.119,-0.119,0.136,-0.136 +0.3,0.601,0.106,-0.106,0.114,-0.114 +0.4,0.484,0.096,-0.096,0.089,-0.089 +0.5,0.354,0.079,-0.079,0.057,-0.057 +0.6,0.141,0.049,-0.049,0.024,-0.024 +0.7,0.113,0.043,-0.043,0.018,-0.018 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv new file mode 100644 index 0000000000..23af87be85 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t78 +#: name: Table 78 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.020. + +#: data_file: Table78.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.825,0.766,-0.766,0.616,-0.616 +0.2,15.434,0.866,-0.866,0.849,-0.849 +0.3,14.872,0.816,-0.816,0.708,-0.708 +0.4,16.087,0.843,-0.843,0.815,-0.815 +0.5,14.31,0.768,-0.768,0.769,-0.769 +0.6,14.739,0.768,-0.768,0.76,-0.76 +0.7,15.04,0.774,-0.774,1.111,-1.111 +0.8,13.127,0.709,-0.709,0.958,-0.958 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.961,1.538,-1.538,1.003,-1.003 +0.2,11.843,1.513,-1.513,0.544,-0.544 +0.3,10.611,1.385,-1.385,0.388,-0.388 +0.4,10.98,1.385,-1.385,0.649,-0.649 +0.5,11.83,1.417,-1.417,0.829,-0.829 +0.6,10.214,1.34,-1.34,0.754,-0.754 +0.7,7.408,1.089,-1.089,0.542,-0.542 +0.8,6.242,0.991,-0.991,0.509,-0.509 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv new file mode 100644 index 0000000000..e17f4b5b13 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t79 +#: name: Table 79 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.045. + +#: data_file: Table79.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.443,0.721,-0.721,0.966,-0.966 +0.2,19.744,0.813,-0.813,0.843,-0.843 +0.3,19.286,0.787,-0.787,0.846,-0.846 +0.4,18.792,0.747,-0.747,0.993,-0.993 +0.5,18.498,0.727,-0.727,1.072,-1.072 +0.6,17.181,0.692,-0.692,1.023,-1.023 +0.7,18.28,0.707,-0.707,1.246,-1.246 +0.8,15.504,0.643,-0.643,0.992,-0.992 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.575,1.439,-1.439,0.822,-0.822 +0.2,16.835,1.538,-1.538,0.779,-0.779 +0.3,16.94,1.473,-1.473,0.953,-0.953 +0.4,14.812,1.355,-1.355,0.715,-0.715 +0.5,11.894,1.19,-1.19,0.74,-0.74 +0.6,10.706,1.095,-1.095,0.781,-0.781 +0.7,10.1,1.083,-1.083,1.154,-1.154 +0.8,6.48,0.824,-0.824,0.429,-0.429 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv new file mode 100644 index 0000000000..ae9a6b4e25 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t80 +#: name: Table 80 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.080. + +#: data_file: Table80.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.335,0.719,-0.719,0.852,-0.852 +0.2,21.3,0.745,-0.745,0.837,-0.837 +0.3,20.231,0.702,-0.702,0.777,-0.777 +0.4,20.748,0.698,-0.698,0.939,-0.939 +0.5,20.048,0.673,-0.673,0.971,-0.971 +0.6,20.083,0.663,-0.663,1.126,-1.126 +0.7,18.462,0.628,-0.628,0.981,-0.981 +0.8,17.086,0.59,-0.59,1.261,-1.261 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.23,1.296,-1.296,0.751,-0.751 +0.2,16.727,1.318,-1.318,0.664,-0.664 +0.3,15.949,1.247,-1.247,0.645,-0.645 +0.4,11.839,1.04,-1.04,0.568,-0.568 +0.5,9.178,0.887,-0.887,0.516,-0.516 +0.6,7.529,0.797,-0.797,0.556,-0.556 +0.7,7.92,0.845,-0.845,0.65,-0.65 +0.8,6.391,0.753,-0.753,0.647,-0.647 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv new file mode 100644 index 0000000000..9b7afa59da --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t81 +#: name: Table 81 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.125. + +#: data_file: Table81.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.21,0.647,-0.647,0.644,-0.644 +0.2,20.827,0.669,-0.669,0.596,-0.596 +0.3,19.199,0.621,-0.621,0.736,-0.736 +0.4,19.956,0.626,-0.626,0.569,-0.569 +0.5,18.258,0.58,-0.58,0.706,-0.706 +0.6,19.623,0.604,-0.604,0.944,-0.944 +0.7,18.504,0.576,-0.576,1.176,-1.176 +0.8,17.855,0.559,-0.559,1.078,-1.078 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.922,1.181,-1.181,0.737,-0.737 +0.2,13.439,1.052,-1.052,0.592,-0.592 +0.3,11.322,0.936,-0.936,0.34,-0.34 +0.4,12.02,0.951,-0.951,0.575,-0.575 +0.5,8.638,0.784,-0.784,0.35,-0.35 +0.6,6.77,0.688,-0.688,0.345,-0.345 +0.7,5.233,0.597,-0.597,0.44,-0.44 +0.8,4.299,0.561,-0.561,0.345,-0.345 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv new file mode 100644 index 0000000000..a780b40599 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t82 +#: name: Table 82 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.175. + +#: data_file: Table82.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.918,0.637,-0.637,0.513,-0.513 +0.2,19.277,0.656,-0.656,0.491,-0.491 +0.3,18.449,0.626,-0.626,0.49,-0.49 +0.4,18.825,0.618,-0.618,0.452,-0.452 +0.5,17.481,0.579,-0.579,0.521,-0.521 +0.6,17.657,0.578,-0.578,0.684,-0.684 +0.7,17.322,0.57,-0.57,0.998,-0.998 +0.8,16.661,0.55,-0.55,1.014,-1.014 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.78,1.098,-1.098,0.642,-0.642 +0.2,12.867,1.042,-1.042,0.511,-0.511 +0.3,10.903,0.94,-0.94,0.4,-0.4 +0.4,6.601,0.698,-0.698,0.325,-0.325 +0.5,6.142,0.669,-0.669,0.357,-0.357 +0.6,4.624,0.573,-0.573,0.2,-0.2 +0.7,3.847,0.51,-0.51,0.187,-0.187 +0.8,2.905,0.446,-0.446,0.27,-0.27 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv new file mode 100644 index 0000000000..c750d17d28 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t83 +#: name: Table 83 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.225. + +#: data_file: Table83.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.883,0.608,-0.608,0.826,-0.826 +0.2,17.317,0.632,-0.632,0.571,-0.571 +0.3,17.233,0.611,-0.611,0.444,-0.444 +0.4,15.543,0.569,-0.569,0.411,-0.411 +0.5,14.807,0.542,-0.542,0.401,-0.401 +0.6,14.869,0.536,-0.536,0.479,-0.479 +0.7,15.382,0.542,-0.542,0.643,-0.643 +0.8,15.726,0.552,-0.552,0.594,-0.594 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.335,1.099,-1.099,0.774,-0.774 +0.2,11.231,0.994,-0.994,0.612,-0.612 +0.3,10.68,0.957,-0.957,0.326,-0.326 +0.4,6.46,0.71,-0.71,0.209,-0.209 +0.5,5.346,0.616,-0.616,0.213,-0.213 +0.6,3.725,0.515,-0.515,0.296,-0.296 +0.7,2.971,0.464,-0.464,0.345,-0.345 +0.8,2.632,0.439,-0.439,0.198,-0.198 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv new file mode 100644 index 0000000000..028a35abbf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t84 +#: name: Table 84 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.275. + +#: data_file: Table84.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.456,0.571,-0.571,0.565,-0.565 +0.2,14.275,0.577,-0.577,0.734,-0.734 +0.3,15.234,0.591,-0.591,0.721,-0.721 +0.4,13.732,0.546,-0.546,0.388,-0.388 +0.5,14.315,0.548,-0.548,0.408,-0.408 +0.6,13.212,0.517,-0.517,0.354,-0.354 +0.7,13.745,0.526,-0.526,0.471,-0.471 +0.8,13.377,0.521,-0.521,0.727,-0.727 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.893,1.056,-1.056,0.706,-0.706 +0.2,9.465,0.915,-0.915,0.466,-0.466 +0.3,7.398,0.791,-0.791,0.329,-0.329 +0.4,5.19,0.635,-0.635,0.22,-0.22 +0.5,3.352,0.502,-0.502,0.16,-0.16 +0.6,3.104,0.485,-0.485,0.142,-0.142 +0.7,2.039,0.383,-0.383,0.138,-0.138 +0.8,1.461,0.325,-0.325,0.061,-0.061 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv new file mode 100644 index 0000000000..1a160ea841 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t85 +#: name: Table 85 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.350. + +#: data_file: Table85.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.706,0.365,-0.365,0.872,-0.872 +0.2,11.021,0.364,-0.364,0.615,-0.615 +0.3,11.254,0.362,-0.362,0.696,-0.696 +0.4,10.328,0.335,-0.335,0.6,-0.6 +0.5,10.011,0.326,-0.326,0.366,-0.366 +0.6,9.734,0.316,-0.316,0.269,-0.269 +0.7,9.176,0.304,-0.304,0.279,-0.279 +0.8,9.881,0.32,-0.32,0.465,-0.465 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.597,0.549,-0.549,0.554,-0.554 +0.2,7.468,0.575,-0.575,0.486,-0.486 +0.3,5.326,0.483,-0.483,0.293,-0.293 +0.4,3.836,0.401,-0.401,0.237,-0.237 +0.5,2.665,0.323,-0.323,0.11,-0.11 +0.6,1.894,0.26,-0.26,0.126,-0.126 +0.7,1.125,0.2,-0.2,0.049,-0.049 +0.8,0.729,0.158,-0.158,0.08,-0.08 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv new file mode 100644 index 0000000000..a9f05eb958 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t86 +#: name: Table 86 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.450. + +#: data_file: Table86.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.579,0.289,-0.289,0.954,-0.954 +0.2,7.294,0.292,-0.292,0.745,-0.745 +0.3,6.958,0.284,-0.284,0.691,-0.691 +0.4,6.548,0.268,-0.268,0.526,-0.526 +0.5,6.009,0.252,-0.252,0.417,-0.417 +0.6,5.818,0.247,-0.247,0.332,-0.332 +0.7,5.756,0.245,-0.245,0.322,-0.322 +0.8,5.289,0.235,-0.235,0.28,-0.28 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,5.524,0.471,-0.471,0.855,-0.855 +0.2,3.559,0.384,-0.384,0.367,-0.367 +0.3,3.149,0.349,-0.349,0.358,-0.358 +0.4,1.673,0.253,-0.253,0.117,-0.117 +0.5,1.803,0.255,-0.255,0.082,-0.082 +0.6,0.909,0.186,-0.186,0.08,-0.08 +0.7,0.713,0.157,-0.157,0.067,-0.067 +0.8,0.26,0.096,-0.096,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv new file mode 100644 index 0000000000..c3eb5c3d74 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t87 +#: name: Table 87 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.550. + +#: data_file: Table87.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.269,0.203,-0.203,0.692,-0.692 +0.2,4.429,0.219,-0.219,0.616,-0.616 +0.3,3.382,0.186,-0.186,0.454,-0.454 +0.4,3.608,0.192,-0.192,0.371,-0.371 +0.5,3.02,0.17,-0.17,0.326,-0.326 +0.6,3.044,0.175,-0.175,0.243,-0.243 +0.7,2.87,0.171,-0.171,0.225,-0.225 +0.8,2.661,0.169,-0.169,0.238,-0.238 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.661,0.299,-0.299,0.46,-0.46 +0.2,1.999,0.272,-0.272,0.282,-0.282 +0.3,1.618,0.253,-0.253,0.13,-0.13 +0.4,0.708,0.156,-0.156,0.092,-0.092 +0.5,0.385,0.106,-0.106,0.033,-0.033 +0.6,0.383,0.121,-0.121,0.065,-0.065 +0.7,0.148,0.068,-0.068,0.021,-0.021 +0.8,0.311,0.108,-0.108,0.033,-0.033 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv new file mode 100644 index 0000000000..8470948abb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t88 +#: name: Table 88 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.650. + +#: data_file: Table88.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.746,0.112,-0.112,0.376,-0.376 +0.2,1.595,0.114,-0.114,0.348,-0.348 +0.3,1.685,0.117,-0.117,0.309,-0.309 +0.4,1.396,0.103,-0.103,0.222,-0.222 +0.5,1.194,0.095,-0.095,0.164,-0.164 +0.6,1.144,0.092,-0.092,0.153,-0.153 +0.7,1.073,0.096,-0.096,0.11,-0.11 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.857,0.218,-0.218,0.396,-0.396 +0.2,0.845,0.148,-0.148,0.183,-0.183 +0.3,0.743,0.151,-0.151,0.124,-0.124 +0.4,0.35,0.102,-0.102,0.075,-0.075 +0.5,0.343,0.098,-0.098,0.055,-0.055 +0.6,0.114,0.059,-0.059,0.01,-0.01 +0.7,0.094,0.05,-0.05,0.018,-0.018 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv new file mode 100644 index 0000000000..a7fc75f9a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t89 +#: name: Table 89 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.020. + +#: data_file: Table89.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.502,1.019,-1.019,0.722,-0.722 +0.2,16.872,1.083,-1.083,0.687,-0.687 +0.3,17.208,1.082,-1.082,0.69,-0.69 +0.4,16.933,1.03,-1.03,0.862,-0.862 +0.5,15.306,0.953,-0.953,1.012,-1.012 +0.6,14.122,0.913,-0.913,0.966,-0.966 +0.7,14.472,0.907,-0.907,1.044,-1.044 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.429,2.062,-2.062,0.525,-0.525 +0.2,14.694,2.202,-2.202,1.176,-1.176 +0.3,11.563,1.907,-1.907,0.609,-0.609 +0.4,10.559,1.811,-1.811,0.515,-0.515 +0.5,10.65,1.81,-1.81,1.3,-1.3 +0.6,10.193,1.696,-1.696,0.849,-0.849 +0.7,9.16,1.627,-1.627,1.194,-1.194 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv new file mode 100644 index 0000000000..b878d9a339 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t90 +#: name: Table 90 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.045. + +#: data_file: Table90.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.423,0.949,-0.949,0.954,-0.954 +0.2,21.561,1.025,-1.025,0.914,-0.914 +0.3,21.093,0.97,-0.97,1.05,-1.05 +0.4,20.84,0.946,-0.946,0.792,-0.792 +0.5,16.288,0.797,-0.797,0.958,-0.958 +0.6,19.745,0.913,-0.913,1.543,-1.543 +0.7,16.53,0.811,-0.811,1.243,-1.243 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.696,2.189,-2.189,1.189,-1.189 +0.2,17.97,2.051,-2.051,0.943,-0.943 +0.3,14.162,1.804,-1.804,0.466,-0.466 +0.4,14.797,1.729,-1.729,0.596,-0.596 +0.5,10.828,1.45,-1.45,0.951,-0.951 +0.6,9.82,1.425,-1.425,0.902,-0.902 +0.7,6.977,1.138,-1.138,0.641,-0.641 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv new file mode 100644 index 0000000000..862a36db58 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t91 +#: name: Table 91 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.080. + +#: data_file: Table91.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.968,0.871,-0.871,0.875,-0.875 +0.2,20.921,0.873,-0.873,0.779,-0.779 +0.3,20.849,0.843,-0.843,0.754,-0.754 +0.4,21.154,0.84,-0.84,1.004,-1.004 +0.5,20.471,0.808,-0.808,0.977,-0.977 +0.6,19.008,0.775,-0.775,1.179,-1.179 +0.7,19.097,0.779,-0.779,1.297,-1.297 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.654,1.767,-1.767,1.109,-1.109 +0.2,17.632,1.778,-1.778,0.54,-0.54 +0.3,14.61,1.509,-1.509,0.794,-0.794 +0.4,13.237,1.443,-1.443,0.658,-0.658 +0.5,9.266,1.2,-1.2,0.658,-0.658 +0.6,7.161,1.018,-1.018,0.711,-0.711 +0.7,8.429,1.146,-1.146,0.723,-0.723 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv new file mode 100644 index 0000000000..461570a128 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t92 +#: name: Table 92 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.125. + +#: data_file: Table92.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.106,0.768,-0.768,0.612,-0.612 +0.2,20.153,0.772,-0.772,0.905,-0.905 +0.3,19.782,0.745,-0.745,0.606,-0.606 +0.4,19.862,0.737,-0.737,0.571,-0.571 +0.5,19.666,0.717,-0.717,0.917,-0.917 +0.6,18.049,0.682,-0.682,0.969,-0.969 +0.7,18.977,0.707,-0.707,1.204,-1.204 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.186,1.563,-1.563,0.736,-0.736 +0.2,15.941,1.522,-1.522,0.696,-0.696 +0.3,12.866,1.299,-1.299,0.48,-0.48 +0.4,9.687,1.119,-1.119,0.459,-0.459 +0.5,8.679,1.01,-1.01,0.478,-0.478 +0.6,6.731,0.92,-0.92,0.414,-0.414 +0.7,4.921,0.761,-0.761,0.521,-0.521 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv new file mode 100644 index 0000000000..be5a538713 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t93 +#: name: Table 93 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.175. + +#: data_file: Table93.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.599,0.762,-0.762,0.735,-0.735 +0.2,18.741,0.755,-0.755,0.828,-0.828 +0.3,18.551,0.725,-0.725,0.961,-0.961 +0.4,18.829,0.729,-0.729,0.461,-0.461 +0.5,18.042,0.706,-0.706,0.77,-0.77 +0.6,17.241,0.693,-0.693,0.661,-0.661 +0.7,16.4,0.666,-0.666,0.923,-0.923 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.996,1.358,-1.358,0.809,-0.809 +0.2,13.509,1.382,-1.382,0.743,-0.743 +0.3,11.095,1.214,-1.214,0.401,-0.401 +0.4,10.939,1.22,-1.22,0.419,-0.419 +0.5,6.228,0.856,-0.856,0.346,-0.346 +0.6,4.419,0.718,-0.718,0.372,-0.372 +0.7,4.658,0.791,-0.791,0.466,-0.466 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv new file mode 100644 index 0000000000..ed139fc3cb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t94 +#: name: Table 94 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.225. + +#: data_file: Table94.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.096,0.736,-0.736,0.678,-0.678 +0.2,15.514,0.695,-0.695,0.87,-0.87 +0.3,16.511,0.704,-0.704,0.364,-0.364 +0.4,15.377,0.664,-0.664,0.466,-0.466 +0.5,15.78,0.672,-0.672,0.47,-0.47 +0.6,15.205,0.659,-0.659,0.665,-0.665 +0.7,14.902,0.649,-0.649,0.784,-0.784 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,13.405,1.402,-1.402,0.81,-0.81 +0.2,11.603,1.299,-1.299,0.752,-0.752 +0.3,7.446,0.986,-0.986,0.322,-0.322 +0.4,9.178,1.155,-1.155,0.917,-0.917 +0.5,3.944,0.709,-0.709,0.251,-0.251 +0.6,3.489,0.653,-0.653,0.153,-0.153 +0.7,2.498,0.58,-0.58,0.27,-0.27 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv new file mode 100644 index 0000000000..4efca304d1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t95 +#: name: Table 95 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.275. + +#: data_file: Table95.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.383,0.676,-0.676,0.784,-0.784 +0.2,15.508,0.712,-0.712,0.716,-0.716 +0.3,14.869,0.675,-0.675,0.635,-0.635 +0.4,14.398,0.66,-0.66,0.457,-0.457 +0.5,13.045,0.615,-0.615,0.385,-0.385 +0.6,13.526,0.636,-0.636,0.487,-0.487 +0.7,13.003,0.622,-0.622,0.62,-0.62 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.345,1.339,-1.339,1.031,-1.031 +0.2,8.519,1.122,-1.122,0.604,-0.604 +0.3,5.315,0.814,-0.814,0.209,-0.209 +0.4,4.729,0.798,-0.798,0.265,-0.265 +0.5,4.375,0.747,-0.747,0.231,-0.231 +0.6,3.312,0.628,-0.628,0.322,-0.322 +0.7,1.31,0.39,-0.39,0.133,-0.133 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv new file mode 100644 index 0000000000..8b8089333c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t96 +#: name: Table 96 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.350. + +#: data_file: Table96.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.23,0.423,-0.423,1.034,-1.034 +0.2,10.325,0.407,-0.407,0.748,-0.748 +0.3,10.61,0.404,-0.404,0.624,-0.624 +0.4,11.247,0.422,-0.422,0.555,-0.555 +0.5,11.091,0.409,-0.409,0.463,-0.463 +0.6,10.291,0.391,-0.391,0.353,-0.353 +0.7,10.204,0.393,-0.393,0.52,-0.52 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,9.722,0.83,-0.83,0.92,-0.92 +0.2,5.518,0.636,-0.636,0.399,-0.399 +0.3,4.856,0.568,-0.568,0.355,-0.355 +0.4,4.175,0.527,-0.527,0.249,-0.249 +0.5,2.462,0.405,-0.405,0.152,-0.152 +0.6,1.788,0.335,-0.335,0.142,-0.142 +0.7,0.805,0.222,-0.222,0.074,-0.074 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv new file mode 100644 index 0000000000..8b2945b64e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t97 +#: name: Table 97 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.450. + +#: data_file: Table97.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.142,0.361,-0.361,0.986,-0.986 +0.2,6.95,0.328,-0.328,0.823,-0.823 +0.3,6.782,0.32,-0.32,0.702,-0.702 +0.4,6.5,0.308,-0.308,0.487,-0.487 +0.5,5.899,0.294,-0.294,0.37,-0.37 +0.6,6.266,0.307,-0.307,0.27,-0.27 +0.7,5.593,0.287,-0.287,0.193,-0.193 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,5.121,0.569,-0.569,0.71,-0.71 +0.2,3.109,0.432,-0.432,0.404,-0.404 +0.3,3.1,0.447,-0.447,0.199,-0.199 +0.4,1.264,0.278,-0.278,0.095,-0.095 +0.5,1.181,0.268,-0.268,0.066,-0.066 +0.6,0.97,0.254,-0.254,0.067,-0.067 +0.7,0.722,0.22,-0.22,0.079,-0.079 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv new file mode 100644 index 0000000000..8dfc1ec28d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t98 +#: name: Table 98 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.550. + +#: data_file: Table98.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.009,0.228,-0.228,0.668,-0.668 +0.2,3.564,0.221,-0.221,0.485,-0.485 +0.3,3.325,0.213,-0.213,0.431,-0.431 +0.4,3.385,0.212,-0.212,0.379,-0.379 +0.5,3.136,0.202,-0.202,0.347,-0.347 +0.6,2.947,0.202,-0.202,0.177,-0.177 +0.7,3.134,0.214,-0.214,0.259,-0.259 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.822,0.393,-0.393,0.616,-0.616 +0.2,2.229,0.363,-0.363,0.336,-0.336 +0.3,1.214,0.241,-0.241,0.189,-0.189 +0.4,1.325,0.294,-0.294,0.221,-0.221 +0.5,0.412,0.15,-0.15,0.047,-0.047 +0.6,0.229,0.106,-0.106,0.024,-0.024 +0.7,0.059,0.059,-0.059,0.009,-0.009 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv new file mode 100644 index 0000000000..7870449830 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t99 +#: name: Table 99 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.650. + +#: data_file: Table99.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.776,0.129,-0.129,0.35,-0.35 +0.2,1.443,0.119,-0.119,0.284,-0.284 +0.3,1.487,0.122,-0.122,0.249,-0.249 +0.4,1.565,0.13,-0.13,0.234,-0.234 +0.5,1.454,0.126,-0.126,0.185,-0.185 +0.6,1.31,0.121,-0.121,0.159,-0.159 +0.7,1.067,0.11,-0.11,0.106,-0.106 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.8,0.272,-0.272,0.337,-0.337 +0.2,0.622,0.143,-0.143,0.127,-0.127 +0.3,0.734,0.181,-0.181,0.09,-0.09 +0.4,0.519,0.156,-0.156,0.103,-0.103 +0.5,0.294,0.112,-0.112,0.034,-0.034 +0.6,0.134,0.081,-0.081,0.029,-0.029 +0.7,0.173,0.096,-0.096,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml new file mode 100644 index 0000000000..2a710bc1f2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml @@ -0,0 +1,1224 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0506 + sys: 0.0865 +- stat: 0.048 + sys: 0.073 +- stat: 0.0477 + sys: 0.058499999999999996 +- stat: 0.044700000000000004 + sys: 0.056999999999999995 +- stat: 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sys: 0.0298 +- stat: 0.0201 + sys: 0.0211 +- stat: 0.0117 + sys: 0.032100000000000004 +- stat: 0.0109 + sys: 0.0206 +- stat: 0.0107 + sys: 0.014199999999999999 +- stat: 0.0098 + sys: 0.017499999999999998 From 7b55cac905bc05b98b8e1acd5641c6fdabe16c16 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 22 Oct 2024 15:56:34 +0200 Subject: [PATCH 019/138] fix BR in EMC data --- .../EMC_NC_250GEV_DW/data_legacy_EM-F2C.yaml | 22 ---------- .../EMC_NC_250GEV_DW/data_rzero.yaml | 42 +++++++++---------- .../commondata/EMC_NC_250GEV_DW/metadata.yaml | 3 +- .../EMC_NC_250GEV_DW/uncertainties_rzero.yaml | 42 +++++++++---------- 4 files changed, 43 insertions(+), 66 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_legacy_EM-F2C.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_legacy_EM-F2C.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_legacy_EM-F2C.yaml deleted file mode 100644 index 7cd3983b78..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_legacy_EM-F2C.yaml +++ /dev/null @@ -1,22 +0,0 @@ -data_central: -- 0.0044526 -- 0.0028454 -- 0.00861 -- 0.0051414 -- 0.01066 -- 0.0019926 -- 0.0067568 -- 0.014924 -- 0.005699 -- 0.008774 -- 0.0164 -- 0.002378 -- 0.00943 -- 0.014842 -- 0.0030914 -- 0.0054448 -- 0.008692 -- 0.0021484 -- 0.0022222 -- 0.0058056 -- 0.0022468 diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml index 43e7346b64..7cd3983b78 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/data_rzero.yaml @@ -1,22 +1,22 @@ data_central: -- 0.00543 -- 0.00347 -- 0.0105 -- 0.00627 -- 0.013 -- 0.00243 -- 0.00824 -- 0.0182 -- 0.00695 -- 0.0107 -- 0.02 -- 0.0029 -- 0.0115 -- 0.0181 -- 0.00377 -- 0.00664 -- 0.0106 -- 0.00262 -- 0.00271 -- 0.00708 -- 0.00274 +- 0.0044526 +- 0.0028454 +- 0.00861 +- 0.0051414 +- 0.01066 +- 0.0019926 +- 0.0067568 +- 0.014924 +- 0.005699 +- 0.008774 +- 0.0164 +- 0.002378 +- 0.00943 +- 0.014842 +- 0.0030914 +- 0.0054448 +- 0.008692 +- 0.0021484 +- 0.0022222 +- 0.0058056 +- 0.0022468 diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml index 301448ce04..d238c54a9a 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/metadata.yaml @@ -65,6 +65,5 @@ implemented_observables: rzero: data_uncertainties: - uncertainties_rzero.yaml - data_central: data_rzero.yaml - data_central: data_legacy_EM-F2C.yaml + data_central: data_rzero.yaml ported_from: EMCF2C_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml index a7d0d88d22..7cca568ff3 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/uncertainties_rzero.yaml @@ -4,24 +4,24 @@ definitions: treatment: ADD type: UNCORR bins: -- stat: 0.00035 -- stat: 0.00058 -- stat: 0.0006 -- stat: 0.00083 -- stat: 0.0007 -- stat: 0.00149 -- stat: 0.00088 -- stat: 0.001 -- stat: 0.00322 -- stat: 0.0011 -- stat: 0.0013 -- stat: 0.00142 -- stat: 0.0013 -- stat: 0.0017 -- stat: 0.00172 -- stat: 0.00138 -- stat: 0.0017 -- stat: 0.00184 -- stat: 0.00102 -- stat: 0.00187 -- stat: 0.00152 +- stat: 0.000287 +- stat: 0.0004756 +- stat: 0.000492 +- stat: 0.0006806 +- stat: 0.000574 +- stat: 0.0012218 +- stat: 0.0007216 +- stat: 0.00082 +- stat: 0.0026404 +- stat: 0.000902 +- stat: 0.001066 +- stat: 0.0011644 +- stat: 0.001066 +- stat: 0.001394 +- stat: 0.0014104 +- stat: 0.0011316 +- stat: 0.001394 +- stat: 0.0015088 +- stat: 0.0008364 +- stat: 0.0015334 +- stat: 0.0012464 From 14ac0f5ab8ccc62bad69b7c787de17d7224df175 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 22 Oct 2024 16:00:11 +0200 Subject: [PATCH 020/138] fix BR in EMC data --- .../nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py index b60f761277..c735845189 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV_DW/filter.py @@ -1,10 +1,15 @@ -"""Implement Hepdata F2 charm data from Table 1 (ie. fig 14 of the paper). EMC assumes R=0.""" +"""Implement Hepdata F2 charm data from Table 1 (ie. fig 14 of the paper). EMC assumes R=0. +Branching Ration of 0.82 has been included to match the normalization of the legacy version.""" import pandas as pd import pathlib import yaml HERE = pathlib.Path(__file__).parent +# Normalization factor, to match old implementation +# Most likely due to the Branching Ratio +NORM = 0.82 + def read_tables(): """Read Hepdata table.""" @@ -34,7 +39,7 @@ def write_files(df): """Write kinematics, central value and uncertainties files.""" # Write central data - data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + data_central_yaml = {"data_central": [round(float(x) * NORM, 7) for x in df["F2"]]} with open(HERE / "data_rzero.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) @@ -74,7 +79,7 @@ def write_files(df): error = [] for _, row in df.iterrows(): e = { - "stat": float(row["error+"]), + "stat": round(float(row["error+"]) * NORM, 7), } error.append(e) From ac33ad36b7984aa233ba6cd70102db499ae2ddd9 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Wed, 23 Oct 2024 09:55:12 +0200 Subject: [PATCH 021/138] check degeneracy --- .../BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py | 4 +++- .../BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py | 4 +++- .../NMC_NC_NOTFIXED_P_HEPDATA/filter.py | 3 +++ nnpdf_data/nnpdf_data/filter_utils/utils.py | 21 +++++++++++++++---- 4 files changed, 26 insertions(+), 6 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py index cc3ed01dc7..037144c07f 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py @@ -11,6 +11,8 @@ import pandas as pd import yaml +from nnpdf_data.filter_utils.utils import check_xq2_degenearcy + HERE = pathlib.Path(__file__).parent VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} @@ -45,7 +47,7 @@ def read_tables(tables): dfs["norm+"] *= abs(dfs.F2) dfs["norm-"] *= abs(dfs.F2) - # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) return dfs.sort_values(["Q2", "x"]) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index 570fd3488d..9d0bcc1d77 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -11,6 +11,8 @@ import pandas as pd import yaml +from nnpdf_data.filter_utils.utils import check_xq2_degenearcy + HERE = pathlib.Path(__file__).parent VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} @@ -49,7 +51,7 @@ def read_tables(tables): dfs["norm+"] *= abs(dfs.F2) dfs["norm-"] *= abs(dfs.F2) - # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) return dfs.sort_values(["Q2", "x", "sqrts"]) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py index 56ac729316..90c054a9ac 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py @@ -8,6 +8,8 @@ import pandas as pd import yaml +from nnpdf_data.filter_utils.utils import check_xq2_degenearcy + HERE = pathlib.Path(__file__).parent @@ -33,6 +35,7 @@ def read_tables(store_path, header_line): dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df dfs = dfs.astype(float) + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) return dfs.sort_values(["x", "Q2"]) diff --git a/nnpdf_data/nnpdf_data/filter_utils/utils.py b/nnpdf_data/nnpdf_data/filter_utils/utils.py index e38dacb70a..20f7669fde 100644 --- a/nnpdf_data/nnpdf_data/filter_utils/utils.py +++ b/nnpdf_data/nnpdf_data/filter_utils/utils.py @@ -159,7 +159,7 @@ def covmat_to_artunc(ndata, covmat_list, no_of_norm_mat=0): elif eigval[j] > 0: continue if not psd_check: - raise ValueError('The covariance matrix is not positive-semidefinite') + raise ValueError("The covariance matrix is not positive-semidefinite") else: for i in range(ndata): for j in range(ndata): @@ -241,7 +241,7 @@ def matlist_to_matrix(rows, columns, mat_list): matrix = np.array(matrix) return matrix else: - raise Exception('rows * columns != len(mat_list)') + raise Exception("rows * columns != len(mat_list)") def concat_matrices(rows, columns, list_of_matrices): @@ -360,7 +360,7 @@ def trimat_to_fullmat(mode, tri_mat_list): matrix[i][j] = tri_mat_list[list_el] matrix[j][i] = tri_mat_list[list_el] else: - raise Exception('Mode should be 0 or 1, refer to the function for usage') + raise Exception("Mode should be 0 or 1, refer to the function for usage") mat_list = [] for i in range(dim): for j in range(dim): @@ -419,5 +419,18 @@ def prettify_float(dumper, value): ret = dumper.represent_float(value) if len(ret.value) > 8: ret_str = f"{value:.8e}" - ret = dumper.represent_scalar('tag:yaml.org,2002:float', ret_str) + ret = dumper.represent_scalar("tag:yaml.org,2002:float", ret_str) return ret + + +def check_xq2_degenearcy(Q2, x): + """Check is the pair of (x,Q2) is unique.""" + size = len(x) + unique_pairs = np.unique(np.array([Q2, x]), axis=1) + try: + assert unique_pairs.shape[1] == size + except AssertionError as exc: + raise ValueError( + f"""(x,Q2) kinematic is degenerate need to store 3rd kinematic variable as well. + unique kinematics are: {unique_pairs.shape[1]}, original size: {size}""" + ) from exc From 5044f966e46c94054b1d46d044bcb904cee7725f Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Wed, 23 Oct 2024 14:04:52 +0200 Subject: [PATCH 022/138] small amends to the slac metadata --- .../nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml | 7 ++++--- .../nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml | 7 ++++--- 2 files changed, 8 insertions(+), 6 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml index 640680cae4..0276e295d8 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml @@ -1,13 +1,14 @@ setname: SLAC_NC_NOTFIXED_D version: 1 -version_comment: Port of old commondata +version_comment: Port of old commondata. Data are in agreement with Fig. 4 of the reference and corresponds to a re-analysis of the SLAC data of E49a, E49b, E61, E87, E89a, E89b, E139, E140. Source not available. nnpdf_metadata: nnpdf31_process: DIS NC experiment: SLAC arXiv: - url: https://arxiv.org/abs/Phys. Lett. B282 (1992) 475 -iNSPIRE: url: '' + journal: Phys. Lett. B282 (1992) 475 +iNSPIRE: + url: https://inspirehep.net/literature/319089 hepdata: url: '' version: -1 diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml index 2570a2fde4..ecdaa6e0f6 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml @@ -1,13 +1,14 @@ setname: SLAC_NC_NOTFIXED_P version: 1 -version_comment: Port of old commondata +version_comment: Port of old commondata. Data are in agreement with Fig. 2 of the reference and corresponds to a re-analysis of the SLAC data of E49a, E49b, E61, E87, E89a, E89b, E139, E140. Source not available. nnpdf_metadata: nnpdf31_process: DIS NC experiment: SLAC arXiv: - url: https://arxiv.org/abs/Phys. Lett. B282 (1992) 475 -iNSPIRE: url: '' + journal: Phys. Lett. B282 (1992) 475 +iNSPIRE: + url: https://inspirehep.net/literature/319089 hepdata: url: '' version: -1 From 59ad92c67c4e782f1484c5e1d728f744b4109d09 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 23 Oct 2024 14:13:55 +0100 Subject: [PATCH 023/138] Added systematics to filter and filter_utils --- .../commondata/ATLAS_Z0_7TEV_49FB/filter.py | 61 ++++++++++++++++++- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 7 ++- 2 files changed, 65 insertions(+), 3 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py index 45919472c1..1c0de7dca1 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py @@ -5,7 +5,7 @@ """ import yaml -from filter_utils import get_data_values, get_kinematics +from filter_utils import get_data_values, get_kinematics, get_systematics def filter_ATLAS_Z0_7TEV_49FB_data_kinetic(): @@ -28,5 +28,64 @@ def filter_ATLAS_Z0_7TEV_49FB_data_kinetic(): yaml.dump(kinematics_yaml, file, sort_keys=False) +def filter_ATLAS_Z0_7TEV_49FB_systematics(): + """ + This function writes the systematics to a yaml file. + """ + + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + systematics = get_systematics() + + # error definition + error_definitions = {} + errors = [] + + for sys in systematics: + if sys[0]['name'] == 'Stat': + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "ADD", + "type": "UNCORR", + } + + elif (sys[0]['name'] == 'Nbkg_stat') or (sys[0]['name'] == 'CDY_stat'): + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "UNCORR", + } + + elif sys[0]['name'] == 'Lumi': + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "ATLASLUMI11", + } + + else: + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "CORR", + } + + for i in range(metadata['implemented_observables'][0]['ndata']): + error_value = {} + + for sys in systematics: + error_value[sys[0]['name']] = float(sys[0]['values'][i]) + + errors.append(error_value) + + uncertainties_yaml = {"definitions": error_definitions, "bins": errors} + + # write uncertainties + with open(f"uncertainties.yaml", 'w') as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + if __name__ == "__main__": filter_ATLAS_Z0_7TEV_49FB_data_kinetic() + filter_ATLAS_Z0_7TEV_49FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index 4a87dd6b29..77dc9a57c3 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -4,6 +4,8 @@ """ import yaml +import pandas as pd +import numpy as np def get_data_values(): @@ -59,13 +61,13 @@ def get_systematics_dataframe(): """ returns the absolute systematic uncertainties in the form of a pandas dataframe. """ - sys_rawdata_path = "rawdata/ATLAS-49fb-Zhighmass.sys" + sys_rawdata_path = "rawdata/ATLAS-49fb-Zhighmass.csv" df = pd.read_csv(sys_rawdata_path) data_central = np.array(get_data_values()) # convert (MULT) percentage unc to absolute unc - abs_unc_df = (df.T[3:] * data_central).T / 100 + abs_unc_df = (df.T[2:] * data_central).T / 100 return abs_unc_df @@ -86,3 +88,4 @@ def get_systematics(): if __name__ == "__main__": get_data_values() + get_systematics_dataframe() From f2726f5f9c5438bebc667c87fb37d6e5ad7c3bfb Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 23 Oct 2024 14:17:32 +0100 Subject: [PATCH 024/138] Added raw data csv file --- .../rawdata/ATLAS-49fb-Zhighmass.csv | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv new file mode 100644 index 0000000000..bb18e4d58f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv @@ -0,0 +1,14 @@ +mee_xmin,mee_xmax,Stat,Nbkg_stat,CDY_stat,Nbkg,Reco,Id,Energy_scale_res,Unfolding,Trigger,MC_Modelling,Theoretical,Lumi +116,130,1.1,0.1,0.7,1.3,1.6,2.3,2.1,1.5,0.8,0.2,0.3,1.8 +130,150,1.4,0.2,0.7,1.8,1.6,2.3,1.7,1.5,0.8,0.5,0.2,1.8 +150,170,2.0,0.3,1.0,2.5,1.6,2.3,1.6,1.5,0.8,0.2,0.2,1.8 +170,190,2.7,0.4,1.3,2.8,1.6,2.3,1.0,1.5,0.8,0.2,0.2,1.8 +190,210,3.0,0.5,1.7,3.4,1.6,2.4,1.5,1.5,0.8,0.3,0.4,1.8 +210,230,4.4,0.9,2.0,4.1,1.6,2.4,2.0,1.5,0.8,0.8,0.5,1.8 +230,250,5.2,0.9,2.4,3.8,1.6,2.4,1.2,1.5,0.8,0.2,0.3,1.8 +250,300,4.3,0.7,0.9,4.1,1.6,2.4,1.7,1.5,0.8,0.2,0.2,1.8 +300,400,5.1,0.9,1.0,4.4,1.6,2.5,1.7,1.5,0.8,0.3,0.3,1.8 +400,500,9.4,2.0,0.9,4.0,1.6,2.6,2.3,1.5,0.8,0.5,0.4,1.8 +500,700,11,2.0,0.8,3.1,1.6,2.6,2.4,1.5,0.8,0.2,0.3,1.8 +700,1000,24,4.0,0.6,4.3,1.6,2.6,2.8,1.5,0.8,0.2,0.4,1.8 +1000,1500,50,7.6,0.4,3.1,1.7,2.5,3.3,1.5,0.8,0.3,0.4,1.8 From e049fd752c5f32fdc2657a67efdbfbc8d967cc97 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 23 Oct 2024 14:45:26 +0100 Subject: [PATCH 025/138] uncertainties.yaml added --- .../ATLAS_Z0_7TEV_49FB/uncertainties.yaml | 206 ++++++++++++++++++ 1 file changed, 206 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml new file mode 100644 index 0000000000..3b75481b7a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml @@ -0,0 +1,206 @@ +definitions: + Stat: + description: Stat + treatment: ADD + type: UNCORR + Nbkg_stat: + description: Nbkg_stat + treatment: MULT + type: UNCORR + CDY_stat: + description: CDY_stat + treatment: MULT + type: UNCORR + Nbkg: + description: Nbkg + treatment: MULT + type: CORR + Reco: + description: Reco + treatment: MULT + type: CORR + Id: + description: Id + treatment: MULT + type: CORR + Energy_scale_res: + description: Energy_scale_res + treatment: MULT + type: CORR + Unfolding: + description: Unfolding + treatment: MULT + type: CORR + Trigger: + description: Trigger + treatment: MULT + type: CORR + MC_Modelling: + description: MC_Modelling + treatment: MULT + type: CORR + Theoretical: + description: Theoretical + treatment: MULT + type: CORR + Lumi: + description: Lumi + treatment: MULT + type: ATLASLUMI11 +bins: +- Stat: 2.4640000000000004 + Nbkg_stat: 0.22400000000000003 + CDY_stat: 1.5679999999999998 + Nbkg: 2.912 + Reco: 3.5840000000000005 + Id: 5.151999999999999 + Energy_scale_res: 4.704000000000001 + Unfolding: 3.36 + Trigger: 1.7920000000000003 + MC_Modelling: 0.44800000000000006 + Theoretical: 0.672 + Lumi: 4.032 +- Stat: 1.428 + Nbkg_stat: 0.20400000000000001 + CDY_stat: 0.714 + Nbkg: 1.8359999999999999 + Reco: 1.6320000000000001 + Id: 2.346 + Energy_scale_res: 1.734 + Unfolding: 1.53 + Trigger: 0.8160000000000001 + MC_Modelling: 0.51 + Theoretical: 0.20400000000000001 + Lumi: 1.8359999999999999 +- Stat: 1.024 + Nbkg_stat: 0.1536 + CDY_stat: 0.512 + Nbkg: 1.28 + Reco: 0.8192000000000002 + Id: 1.1776 + Energy_scale_res: 0.8192000000000002 + Unfolding: 0.7680000000000001 + Trigger: 0.4096000000000001 + MC_Modelling: 0.10240000000000002 + Theoretical: 0.10240000000000002 + Lumi: 0.9216000000000001 +- Stat: 0.7668 + Nbkg_stat: 0.1136 + CDY_stat: 0.36920000000000003 + Nbkg: 0.7951999999999999 + Reco: 0.4544 + Id: 0.6531999999999999 + Energy_scale_res: 0.28400000000000003 + Unfolding: 0.426 + Trigger: 0.2272 + MC_Modelling: 0.0568 + Theoretical: 0.0568 + Lumi: 0.5112000000000001 +- Stat: 0.561 + Nbkg_stat: 0.09350000000000001 + CDY_stat: 0.3179 + Nbkg: 0.6358 + Reco: 0.2992000000000001 + Id: 0.44880000000000003 + Energy_scale_res: 0.2805 + Unfolding: 0.2805 + Trigger: 0.14960000000000004 + MC_Modelling: 0.056100000000000004 + Theoretical: 0.07480000000000002 + Lumi: 0.3366 +- Stat: 0.4708 + Nbkg_stat: 0.0963 + CDY_stat: 0.214 + Nbkg: 0.4386999999999999 + Reco: 0.17120000000000002 + Id: 0.2568 + Energy_scale_res: 0.214 + Unfolding: 0.16049999999999998 + Trigger: 0.08560000000000001 + MC_Modelling: 0.08560000000000001 + Theoretical: 0.0535 + Lumi: 0.1926 +- Stat: 0.4279599999999999 + Nbkg_stat: 0.07407 + CDY_stat: 0.19751999999999995 + Nbkg: 0.31273999999999996 + Reco: 0.13168 + Id: 0.19751999999999995 + Energy_scale_res: 0.09875999999999997 + Unfolding: 0.12344999999999999 + Trigger: 0.06584 + MC_Modelling: 0.01646 + Theoretical: 0.024689999999999993 + Lumi: 0.14814 +- Stat: 0.20038 + Nbkg_stat: 0.03262 + CDY_stat: 0.04194 + Nbkg: 0.19105999999999998 + Reco: 0.07456 + Id: 0.11184 + Energy_scale_res: 0.07922 + Unfolding: 0.0699 + Trigger: 0.03728 + MC_Modelling: 0.00932 + Theoretical: 0.00932 + Lumi: 0.08388 +- Stat: 0.0867 + Nbkg_stat: 0.015300000000000001 + CDY_stat: 0.017 + Nbkg: 0.0748 + Reco: 0.027200000000000002 + Id: 0.0425 + Energy_scale_res: 0.028899999999999995 + Unfolding: 0.0255 + Trigger: 0.013600000000000001 + MC_Modelling: 0.0051 + Theoretical: 0.0051 + Lumi: 0.030600000000000002 +- Stat: 0.044556 + Nbkg_stat: 0.009479999999999999 + CDY_stat: 0.004266 + Nbkg: 0.018959999999999998 + Reco: 0.007584 + Id: 0.012324 + Energy_scale_res: 0.010901999999999998 + Unfolding: 0.00711 + Trigger: 0.003792 + MC_Modelling: 0.0023699999999999997 + Theoretical: 0.001896 + Lumi: 0.008532 +- Stat: 0.016059999999999998 + Nbkg_stat: 0.00292 + CDY_stat: 0.001168 + Nbkg: 0.004526 + Reco: 0.002336 + Id: 0.003796 + Energy_scale_res: 0.0035039999999999997 + Unfolding: 0.0021899999999999997 + Trigger: 0.001168 + MC_Modelling: 0.000292 + Theoretical: 0.00043799999999999997 + Lumi: 0.0026279999999999997 +- Stat: 0.005304 + Nbkg_stat: 0.0008839999999999999 + CDY_stat: 0.0001326 + Nbkg: 0.0009502999999999998 + Reco: 0.0003536 + Id: 0.0005746 + Energy_scale_res: 0.0006187999999999999 + Unfolding: 0.0003315 + Trigger: 0.0001768 + MC_Modelling: 4.42e-05 + Theoretical: 8.84e-05 + Lumi: 0.00039779999999999997 +- Stat: 0.0014399999999999999 + Nbkg_stat: 0.00021887999999999996 + CDY_stat: 1.152e-05 + Nbkg: 8.928e-05 + Reco: 4.895999999999999e-05 + Id: 7.2e-05 + Energy_scale_res: 9.503999999999998e-05 + Unfolding: 4.319999999999999e-05 + Trigger: 2.304e-05 + MC_Modelling: 8.639999999999999e-06 + Theoretical: 1.152e-05 + Lumi: 5.183999999999999e-05 From 279cb95a2fb2d0c61b6432bdaab205ca5f8f935c Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 24 Oct 2024 15:46:36 +0200 Subject: [PATCH 026/138] init cleaning plotting options; replacesqrts with y and use MP everywhere --- .../BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 4 +- .../BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py | 15 +- .../kinematics.yaml | 1416 ++++++++--------- .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 16 +- .../CHORUS_CC_NOTFIXED_PB/filter.py | 4 +- .../CHORUS_CC_NOTFIXED_PB/kinematics.yaml | 1214 +++++++------- .../CHORUS_CC_NOTFIXED_PB/metadata.yaml | 8 +- .../commondata/EMC_NC_250GEV/filter.py | 7 +- .../commondata/EMC_NC_250GEV/kinematics.yaml | 84 +- .../commondata/EMC_NC_250GEV/metadata.yaml | 14 +- .../commondata/NMC_NC_NOTFIXED/filter.py | 10 +- .../NMC_NC_NOTFIXED/kinematics.yaml | 1040 ++++++------ .../commondata/NMC_NC_NOTFIXED/metadata.yaml | 14 +- .../NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 4 +- 14 files changed, 1927 insertions(+), 1923 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml index 69301edd60..a31df10825 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -19,7 +19,7 @@ implemented_observables: description: Deep Inelastic Scattering F2 on deuteron target. label: BCDMS $d$ units: '' - process_type: DIS_F2D + process_type: DIS_NC tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] npoints: [] ndata: 159 @@ -40,7 +40,7 @@ implemented_observables: units: '$GeV^2$' file: kinematics.yaml plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity dataset_label: BCDMS $d$ y_label: $F_2(x,Q^2)$ result_transform: qbindis diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py index 9d0bcc1d77..93ad6b34c2 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py @@ -15,7 +15,7 @@ HERE = pathlib.Path(__file__).parent VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} - +M_P = 0.938 def read_tables(tables): """Parse Tables.""" @@ -52,7 +52,10 @@ def read_tables(tables): dfs["norm-"] *= abs(dfs.F2) check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) - return dfs.sort_values(["Q2", "x", "sqrts"]) + dfs["y"] = dfs.Q2 / (dfs.x * (dfs.sqrts ** 2 - M_P ** 2)) + dfs["y_min"] = dfs.Q2 / (dfs.x * (dfs.sqrts_max ** 2 - M_P ** 2)) + dfs["y_max"] = dfs.Q2 / (dfs.x * (dfs.sqrts_min ** 2 - M_P ** 2)) + return dfs.sort_values(["Q2", "x", "y"]) def write_files(df, variant): @@ -77,10 +80,10 @@ def write_files(df, variant): "mid": float(row.x), "max": None, }, - "sqrts": { - "min": float(row.sqrts_min), - "mid": float(row.sqrts), - "max": float(row.sqrts_max), + "y": { + "min": float(row.y_min), + "mid": float(row.y), + "max": float(row.y_max), }, } kin.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml index bdc9ac96c7..ddcb378a8c 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml @@ -7,10 +7,10 @@ bins: min: null mid: 0.07 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.20397595368277227 + mid: 0.31960295627582547 + max: 0.571106933141537 - Q2: min: null mid: 7.5 @@ -19,10 +19,10 @@ bins: min: null mid: 0.1 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.1427831675779406 + mid: 0.22372206939307784 + max: 0.39977485319907596 - Q2: min: null mid: 8.75 @@ -31,10 +31,10 @@ bins: min: null mid: 0.07 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.23797194596323432 + mid: 0.3728701156551297 + max: 0.6662914219984599 - Q2: min: null mid: 8.75 @@ -43,10 +43,10 @@ bins: min: null mid: 0.1 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.16658036217426403 + mid: 0.2610090809585908 + max: 0.46640399539892197 - Q2: min: null mid: 8.75 @@ -55,10 +55,10 @@ bins: min: null mid: 0.14 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.11898597298161716 + mid: 0.18643505782756484 + max: 0.33314571099922996 - Q2: min: null mid: 8.75 @@ -67,10 +67,10 @@ bins: min: null mid: 0.18 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.0925446456523689 + mid: 0.1450050449769949 + max: 0.25911333077717885 - Q2: min: null mid: 10.25 @@ -79,10 +79,10 @@ bins: min: null mid: 0.07 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.27876713669978875 + mid: 0.43679070691029476 + max: 0.7805128086267673 - Q2: min: null mid: 10.25 @@ -91,10 +91,10 @@ bins: min: null mid: 0.1 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.19513699568985213 + mid: 0.30575349483720643 + max: 0.5463589660387371 - Q2: min: null mid: 10.25 @@ -103,10 +103,10 @@ bins: min: null mid: 0.14 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.13938356834989438 + mid: 0.21839535345514738 + max: 0.39025640431338365 - Q2: min: null mid: 10.25 @@ -115,10 +115,10 @@ bins: min: null mid: 0.18 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.10840944204991787 + mid: 0.1698630526873369 + max: 0.30353275891040954 - Q2: min: null mid: 10.25 @@ -127,10 +127,10 @@ bins: min: null mid: 0.225 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.08672755363993429 + mid: 0.1358904421498695 + max: 0.24282620712832761 - Q2: min: null mid: 10.25 @@ -139,10 +139,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.0709589075235826 + mid: 0.11118308903171141 + max: 0.19867598765044986 - Q2: min: null mid: 11.75 @@ -151,10 +151,10 @@ bins: min: null mid: 0.1 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.22369362920544025 + mid: 0.350497908715822 + max: 0.6263139366785524 - Q2: min: null mid: 11.75 @@ -163,10 +163,10 @@ bins: min: null mid: 0.14 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.1597811637181716 + mid: 0.25035564908272995 + max: 0.44736709762753735 - Q2: min: null mid: 11.75 @@ -175,10 +175,10 @@ bins: min: null mid: 0.18 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.12427423844746682 + mid: 0.19472106039767886 + max: 0.34795218704364017 - Q2: min: null mid: 11.75 @@ -187,10 +187,10 @@ bins: min: null mid: 0.225 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.09941939075797344 + mid: 0.1557768483181431 + max: 0.2783617496349121 - Q2: min: null mid: 11.75 @@ -199,10 +199,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.08134313789288737 + mid: 0.12745378498757162 + max: 0.22775052242856447 - Q2: min: null mid: 11.75 @@ -211,10 +211,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.06391246548726864 + mid: 0.10014225963309199 + max: 0.17894683905101494 - Q2: min: null mid: 11.75 @@ -223,10 +223,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.04970969537898672 + mid: 0.07788842415907155 + max: 0.13918087481745606 - Q2: min: null mid: 11.75 @@ -235,10 +235,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.040671568946443686 + mid: 0.06372689249378581 + max: 0.11387526121428224 - Q2: min: null mid: 13.25 @@ -247,10 +247,10 @@ bins: min: null mid: 0.1 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.25225026272102835 + mid: 0.39524232259443753 + max: 0.7062689073183676 - Q2: min: null mid: 13.25 @@ -259,10 +259,10 @@ bins: min: null mid: 0.14 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.18017875908644884 + mid: 0.28231594471031246 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0.4655156068362573 - Q2: min: null mid: 75.0 @@ -1675,10 +1675,10 @@ bins: min: null mid: 0.225 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.6345918559019582 + mid: 0.9943203084136794 + max: 1.7767771253292264 - Q2: min: null mid: 75.0 @@ -1687,10 +1687,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.5192115184652385 + mid: 0.8135347977930103 + max: 1.4537267389057307 - Q2: min: null mid: 75.0 @@ -1699,10 +1699,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.40795190736554454 + mid: 0.639205912551651 + max: 1.142213866283074 - Q2: min: null mid: 75.0 @@ -1711,10 +1711,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.3172959279509791 + mid: 0.4971601542068397 + max: 0.8883885626646132 - Q2: min: null mid: 75.0 @@ -1723,10 +1723,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.25960575923261925 + mid: 0.40676739889650515 + max: 0.7268633694528653 - Q2: min: null mid: 75.0 @@ -1735,10 +1735,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.21966641165837014 + mid: 0.3441877990662736 + max: 0.6150382356908861 - Q2: min: null mid: 75.0 @@ -1747,10 +1747,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.19037755677058746 + mid: 0.29829609252410383 + max: 0.5330331375987679 - Q2: min: null mid: 86.0 @@ -1759,10 +1759,10 @@ bins: min: null mid: 0.225 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.727665328100912 + mid: 1.1401539536476857 + max: 2.0373711037108464 - Q2: min: null mid: 86.0 @@ -1771,10 +1771,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.5953625411734735 + mid: 0.9328532348026518 + max: 1.6669399939452378 - Q2: min: null mid: 86.0 @@ -1783,10 +1783,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.46778485377915774 + mid: 0.7329561130592265 + max: 1.3097385666712582 - Q2: min: null mid: 86.0 @@ -1795,10 +1795,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.363832664050456 + mid: 0.5700769768238428 + max: 1.0186855518554232 - Q2: min: null mid: 86.0 @@ -1807,10 +1807,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.29768127058673677 + mid: 0.4664266174013259 + max: 0.8334699969726189 - Q2: min: null mid: 86.0 @@ -1819,10 +1819,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.2518841520349311 + mid: 0.3946686762626604 + max: 0.705243843592216 - Q2: min: null mid: 86.0 @@ -1831,10 +1831,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.2182995984302736 + mid: 0.3420461860943057 + max: 0.6112113311132539 - Q2: min: null mid: 99.0 @@ -1843,10 +1843,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.6853592043741148 + mid: 1.0738659330867737 + max: 1.9189192953555645 - Q2: min: null mid: 99.0 @@ -1855,10 +1855,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.5384965177225188 + mid: 0.8437518045681793 + max: 1.5077223034936578 - Q2: min: null mid: 99.0 @@ -1867,10 +1867,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.4188306248952924 + mid: 0.6562514035530284 + max: 1.1726729027172893 - Q2: min: null mid: 99.0 @@ -1879,10 +1879,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.3426796021870574 + mid: 0.5369329665433868 + max: 0.9594596476777822 - Q2: min: null mid: 99.0 @@ -1891,10 +1891,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.2899596633890486 + mid: 0.45432789476748114 + max: 0.8118504711119696 - Q2: min: null mid: 99.0 @@ -1903,10 +1903,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.25129837493717544 + mid: 0.39375084213181705 + max: 0.7036037416303736 - Q2: min: null mid: 115.5 @@ -1915,10 +1915,10 @@ bins: min: null mid: 0.275 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.7995857384364673 + mid: 1.252843588601236 + max: 2.2387391779148254 - Q2: min: null mid: 115.5 @@ -1927,10 +1927,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.6282459373429385 + mid: 0.9843771053295426 + max: 1.7590093540759342 - Q2: min: null mid: 115.5 @@ -1939,10 +1939,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.4886357290445078 + mid: 0.7656266374785331 + max: 1.3681183865035043 - Q2: min: null mid: 115.5 @@ -1951,10 +1951,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.39979286921823365 + mid: 0.626421794300618 + max: 1.1193695889574127 - Q2: min: null mid: 115.5 @@ -1963,10 +1963,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.33828627395389 + mid: 0.5300492105620613 + max: 0.9471588829639646 - Q2: min: null mid: 115.5 @@ -1975,10 +1975,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.29318143742670466 + mid: 0.45937598248711986 + max: 0.8208710319021026 - Q2: min: null mid: 137.5 @@ -1987,10 +1987,10 @@ bins: min: null mid: 0.35 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.7479118301701649 + mid: 1.1718775063446936 + max: 2.0940587548523024 - Q2: min: null mid: 137.5 @@ -1999,10 +1999,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.5817092012434617 + mid: 0.9114602827125394 + max: 1.628712364885124 - Q2: min: null mid: 137.5 @@ -2011,10 +2011,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.47594389192646863 + mid: 0.7457402313102595 + max: 1.3325828439969198 - Q2: min: null mid: 137.5 @@ -2023,10 +2023,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.40272175470701194 + mid: 0.6310109649548349 + max: 1.1275700987666246 - Q2: min: null mid: 137.5 @@ -2035,10 +2035,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.349025520746077 + mid: 0.5468761696275236 + max: 0.9772274189310746 - Q2: min: null mid: 175.0 @@ -2047,10 +2047,10 @@ bins: min: null mid: 0.45 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.7403571652189512 + mid: 1.1600403598159592 + max: 2.072906646217431 - Q2: min: null mid: 175.0 @@ -2059,10 +2059,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.6057467715427782 + mid: 0.9491239307585121 + max: 1.6960145287233523 - Q2: min: null mid: 175.0 @@ -2071,10 +2071,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.512554960536197 + mid: 0.8031048644879717 + max: 1.4350892166120677 - Q2: min: null mid: 175.0 @@ -2083,10 +2083,10 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.4442142991313707 + mid: 0.6960242158895755 + max: 1.2437439877304586 - Q2: min: null mid: 230.0 @@ -2095,10 +2095,10 @@ bins: min: null mid: 0.55 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.7961243283133657 + mid: 1.2474200232826158 + max: 2.22904766632212 - Q2: min: null mid: 230.0 @@ -2107,10 +2107,10 @@ bins: min: null mid: 0.65 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.6736436624190018 + mid: 1.0555092504699057 + max: 1.8861172561187174 - Q2: min: null mid: 230.0 @@ -2119,7 +2119,7 @@ bins: min: null mid: 0.75 max: null - sqrts: - min: 13.729 - mid: 18.3335 - max: 22.938 + y: + min: 0.5838245074298015 + mid: 0.914774683740585 + max: 1.6346349553028883 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml index 145bcbb02b..59dfd4cd9a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -19,7 +19,7 @@ implemented_observables: description: Deep Inelastic Scattering F2 on proton target. label: BCDMS $p$ units: '' - process_type: DIS_F2P + process_type: DIS_NC tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] npoints: [] ndata: 177 @@ -28,7 +28,7 @@ implemented_observables: kinematic_coverage: - x - Q2 - - sqrts + - y kinematics: variables: x: @@ -39,13 +39,13 @@ implemented_observables: description: Momentum transfer label: '$Q^2$' units: '$GeV^2$' - sqrts: - description: "center of mass energy" - label: '$\sqrt{s}$' - units: "$GeV$" + y: + description: Inelasticity + label: '$y$' + units: '' file: kinematics.yaml plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity dataset_label: BCDMS $p$ y_label: $F_2(x,Q^2)$ result_transform: qbindis @@ -57,7 +57,7 @@ implemented_observables: line_by: [] figure_by: - x - - sqrts + - y plot_x: Q2 theory: conversion_factor: 1.0 diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py index 8ad7679bb6..72471f43f6 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py @@ -69,8 +69,8 @@ def read_tables(): dfs_nub = dfs_nub.astype(float) # compute Q2 - dfs_nu["Q2"] = 2 * MN * dfs_nu.x * dfs_nu.y * dfs_nu.E - dfs_nub["Q2"] = 2 * MN * dfs_nub.x * dfs_nub.y * dfs_nub.E + dfs_nu["Q2"] = 2 * M_PROTON * dfs_nu.x * dfs_nu.y * dfs_nu.E + dfs_nub["Q2"] = 2 * M_PROTON * dfs_nub.x * dfs_nub.y * dfs_nub.E return dfs_nu, dfs_nub diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml index 0d0dd4f25f..59dbe6ff96 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml @@ -5,7 +5,7 @@ bins: max: null Q2: min: null - mid: 0.2975509270317502 + mid: 0.28148160390000004 max: null y: min: null @@ -17,7 +17,7 @@ bins: max: null Q2: min: null - mid: 0.396734569375667 + mid: 0.37530880520000004 max: null y: min: null @@ -29,7 +29,7 @@ bins: max: null Q2: min: null - mid: 0.49591821171958367 + mid: 0.46913600650000004 max: null y: min: null @@ -41,7 +41,7 @@ bins: max: null Q2: min: null - mid: 0.5951018540635004 + mid: 0.5629632078000001 max: null y: min: null @@ -53,7 +53,7 @@ bins: max: null Q2: min: null - mid: 0.6942854964074171 + mid: 0.6567904091000001 max: null y: min: null @@ -65,7 +65,7 @@ bins: max: null Q2: min: null - mid: 0.6694895858214379 + mid: 0.633333608775 max: null y: min: null @@ -77,7 +77,7 @@ bins: max: null Q2: min: null - mid: 0.8926527810952507 + mid: 0.8444448117000001 max: null y: min: null @@ -89,7 +89,7 @@ bins: max: null Q2: min: null - mid: 1.1158159763690632 + mid: 1.055556014625 max: null y: min: null @@ -101,7 +101,7 @@ bins: max: null Q2: min: null - mid: 1.3389791716428758 + mid: 1.26666721755 max: null y: min: null @@ -113,7 +113,7 @@ bins: max: null Q2: min: null - mid: 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mid: 11.1654369547 max: null y: min: null @@ -6977,7 +6977,7 @@ bins: max: null Q2: min: null - mid: 17.704280158389135 + mid: 16.748155432049998 max: null y: min: null @@ -6989,7 +6989,7 @@ bins: max: null Q2: min: null - mid: 23.60570687785218 + mid: 22.3308739094 max: null y: min: null @@ -7001,7 +7001,7 @@ bins: max: null Q2: min: null - mid: 7.58754863930963 + mid: 7.177780899450001 max: null y: min: null @@ -7013,7 +7013,7 @@ bins: max: null Q2: min: null - mid: 15.17509727861926 + mid: 14.355561798900002 max: null y: min: null @@ -7025,7 +7025,7 @@ bins: max: null Q2: min: null - mid: 22.76264591792889 + mid: 21.53334269835 max: null y: min: null @@ -7037,7 +7037,7 @@ bins: max: null Q2: min: null - mid: 30.35019455723852 + mid: 28.711123597800004 max: null y: min: null @@ -7049,7 +7049,7 @@ bins: max: null Q2: min: null - mid: 9.273670559156217 + mid: 8.77284332155 max: null y: min: null @@ -7061,7 +7061,7 @@ bins: max: null Q2: min: null - mid: 18.547341118312435 + mid: 17.5456866431 max: null y: min: null @@ -7073,7 +7073,7 @@ bins: max: null Q2: min: null - mid: 27.821011677468643 + mid: 26.31852996465 max: null y: min: null @@ -7085,7 +7085,7 @@ bins: max: null Q2: min: null - mid: 37.09468223662487 + mid: 35.0913732862 max: null y: min: null @@ -7097,7 +7097,7 @@ bins: max: null Q2: min: null - mid: 11.80285343892609 + mid: 11.1654369547 max: null y: min: null @@ -7109,7 +7109,7 @@ bins: max: null Q2: min: null - mid: 23.60570687785218 + mid: 22.3308739094 max: null y: min: null @@ -7121,7 +7121,7 @@ bins: max: null Q2: min: null - mid: 35.40856031677827 + mid: 33.496310864099996 max: null y: min: null @@ -7133,7 +7133,7 @@ bins: max: null Q2: min: null - mid: 47.21141375570436 + mid: 44.6617478188 max: null y: min: null @@ -7145,7 +7145,7 @@ bins: max: null Q2: min: null - mid: 15.17509727861926 + mid: 14.355561798900002 max: null y: min: null @@ -7157,7 +7157,7 @@ bins: max: null Q2: min: null - mid: 30.35019455723852 + mid: 28.711123597800004 max: null y: min: null @@ -7169,7 +7169,7 @@ bins: max: null Q2: min: null - mid: 45.52529183585778 + mid: 43.0666853967 max: null y: min: null @@ -7181,7 +7181,7 @@ bins: max: null Q2: min: null - mid: 60.70038911447704 + mid: 57.42224719560001 max: null y: min: null @@ -7193,7 +7193,7 @@ bins: max: null Q2: min: null - mid: 18.547341118312435 + mid: 17.5456866431 max: null y: min: null @@ -7205,7 +7205,7 @@ bins: max: null Q2: min: null - mid: 37.09468223662487 + mid: 35.0913732862 max: null y: min: null @@ -7217,7 +7217,7 @@ bins: max: null Q2: min: null - mid: 55.64202335493729 + mid: 52.6370599293 max: null y: min: null @@ -7229,7 +7229,7 @@ bins: max: null Q2: min: null - mid: 74.18936447324974 + mid: 70.1827465724 max: null y: min: null @@ -7241,7 +7241,7 @@ bins: max: null Q2: min: null - mid: 21.9195849580056 + mid: 20.7358114873 max: null y: min: null @@ -7253,7 +7253,7 @@ bins: max: null Q2: min: null - mid: 43.8391699160112 + mid: 41.4716229746 max: null y: min: null @@ -7265,7 +7265,7 @@ bins: max: null Q2: min: null - mid: 65.7587548740168 + mid: 62.2074344619 max: null y: min: null @@ -7277,7 +7277,7 @@ bins: max: null Q2: min: null - mid: 87.6783398320224 + mid: 82.9432459492 max: null y: min: null diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml index ec2c6e938b..2ff68cf3d2 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering reduced cross-section antineutrino-nucleon label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ units: '' - process_type: DIS_SNB + process_type: DIS_CC tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ y_label: $10^{i}\sigma_{CC}^{\bar{\nu}}(x,Q^2)$ @@ -82,12 +82,12 @@ implemented_observables: description: Deep Inelastic Scattering reduced cross-section neutrino-nucleon label: CHORUS $\sigma_{CC}^{\nu}$ units: '' - process_type: DIS_SNU + process_type: DIS_CC tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: CHORUS $\sigma_{CC}^{\nu}$ y_label: $10^{i}\sigma_{CC}^{\nu}(x,Q^2)$ diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py index c735845189..1b2e761a17 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py @@ -9,7 +9,7 @@ # Normalization factor, to match old implementation # Most likely due to the Branching Ratio NORM = 0.82 - +M_P = 0.938 def read_tables(): """Read Hepdata table.""" @@ -31,6 +31,7 @@ def read_tables(): df["x_max"] = float(lines[idx_line + 1].split("TO")[-1]) df["x"] = (df.x_min + df.x_max) / 2 df["sqrts"] = float(lines[idx_line].split(",")[-1]) + df["y"] = df.Q2 / (df.x * (df.sqrts ** 2 - M_P ** 2)) dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df return dfs @@ -57,9 +58,9 @@ def write_files(df): "mid": float(row.Q2), "max": float(row.Q2_max), }, - "sqrts": { + "y": { "min": None, - "mid": float(row.sqrts), + "mid": float(row.y), "max": None, }, } diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml index 242f5046a9..b9cd6ed6f4 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml @@ -7,9 +7,9 @@ bins: min: 1.0 mid: 1.3900000000000001 max: 1.78 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6735622206498211 max: null - x: min: 0.0056 @@ -19,9 +19,9 @@ bins: min: 1.0 mid: 1.3900000000000001 max: 1.78 - sqrts: + y: min: null - mid: 21.677 + mid: 0.37995817575118124 max: null - x: min: 0.0056 @@ -31,9 +31,9 @@ bins: min: 1.78 mid: 2.47 max: 3.16 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6751774777736818 max: null - x: min: 0.01 @@ -43,9 +43,9 @@ bins: min: 1.78 mid: 2.47 max: 3.16 - sqrts: + y: min: null - mid: 21.677 + mid: 0.37887657026149046 max: null - x: min: 0.01 @@ -55,9 +55,9 @@ bins: min: 3.16 mid: 4.390000000000001 max: 5.62 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6733879123271025 max: null - x: min: 0.0178 @@ -67,9 +67,9 @@ bins: min: 1.78 mid: 2.47 max: 3.16 - sqrts: + y: min: null - mid: 21.677 + mid: 0.21321394034958369 max: null - x: min: 0.0178 @@ -79,9 +79,9 @@ bins: min: 3.16 mid: 4.390000000000001 max: 5.62 - sqrts: + y: min: null - mid: 21.677 + mid: 0.3789510923622156 max: null - x: min: 0.0178 @@ -91,9 +91,9 @@ bins: min: 5.62 mid: 7.8100000000000005 max: 10.0 - sqrts: + y: min: null - mid: 21.677 + mid: 0.674170394384716 max: null - x: min: 0.0316 @@ -103,9 +103,9 @@ bins: min: 3.16 mid: 4.390000000000001 max: 5.62 - sqrts: + y: min: null - mid: 21.677 + mid: 0.21321394034958369 max: null - x: min: 0.0316 @@ -115,9 +115,9 @@ bins: min: 5.62 mid: 7.8100000000000005 max: 10.0 - sqrts: + y: min: null - mid: 21.677 + mid: 0.3793168278201022 max: null - x: min: 0.0316 @@ -127,9 +127,9 @@ bins: min: 10.0 mid: 13.9 max: 17.8 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6750965309474289 max: null - x: min: 0.0562 @@ -139,9 +139,9 @@ bins: min: 5.62 mid: 7.8100000000000005 max: 10.0 - sqrts: + y: min: null - mid: 21.677 + mid: 0.21321394034958369 max: null - x: min: 0.0562 @@ -151,9 +151,9 @@ bins: min: 10.0 mid: 13.9 max: 17.8 - sqrts: + y: min: null - mid: 21.677 + mid: 0.379471673605533 max: null - x: min: 0.0562 @@ -163,9 +163,9 @@ bins: min: 17.8 mid: 24.700000000000003 max: 31.6 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6743129739609113 max: null - x: min: 0.1 @@ -175,9 +175,9 @@ bins: min: 10.0 mid: 13.9 max: 17.8 - sqrts: + y: min: null - mid: 21.677 + mid: 0.21321394034958366 max: null - x: min: 0.1 @@ -187,9 +187,9 @@ bins: min: 17.8 mid: 24.700000000000003 max: 31.6 - sqrts: + y: min: null - mid: 21.677 + mid: 0.3788765702614904 max: null - x: min: 0.1 @@ -199,9 +199,9 @@ bins: min: 31.6 mid: 43.900000000000006 max: 56.2 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6733879123271024 max: null - x: min: 0.178 @@ -211,9 +211,9 @@ bins: min: 17.8 mid: 24.700000000000003 max: 31.6 - sqrts: + y: min: null - mid: 21.677 + mid: 0.2132139403495837 max: null - x: min: 0.178 @@ -223,9 +223,9 @@ bins: min: 31.6 mid: 43.900000000000006 max: 56.2 - sqrts: + y: min: null - mid: 21.677 + mid: 0.3789510923622156 max: null - x: min: 0.178 @@ -235,9 +235,9 @@ bins: min: 56.2 mid: 78.1 max: 100.0 - sqrts: + y: min: null - mid: 21.677 + mid: 0.6741703943847159 max: null - x: min: 0.316 @@ -247,7 +247,7 @@ bins: min: 56.2 mid: 78.1 max: 100.0 - sqrts: + y: min: null - mid: 21.677 + mid: 0.37931682782010206 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml index de11c18adb..8baf4b7563 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering F2 charm on iron target label: EMC $F_2^c$ units: '' - process_type: DIS_F2C + process_type: DIS_NC tables: [] npoints: [] ndata: 21 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: EMC $F_2^c$ y_label: $F_2^c(x,Q^2)$ @@ -36,7 +36,7 @@ implemented_observables: kinematic_coverage: - x - Q2 - - sqrts + - y kinematics: variables: x: @@ -47,10 +47,10 @@ implemented_observables: description: Momentum transfer label: '$Q^2$' units: '$GeV^2$' - sqrts: - description: Center of mass energy - label: '$\sqrt{s}$' - units: '$GeV$' + y: + description: inelasticity + label: $y$ + units: '' file: kinematics.yaml theory: conversion_factor: 1.0 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py index 98acba49d5..3967ebc1b8 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py @@ -8,7 +8,7 @@ import yaml HERE = pathlib.Path(__file__).parent - +M_P = 0.938 def read_tables(): """Parse Tables.""" @@ -34,7 +34,7 @@ def read_tables(): dfs = dfs.astype(float) - # dfs["y"] = dfs.Q2 /( dfs.x * dfs.sqrts**2) + dfs["y"] = dfs.Q2 /( dfs.x * (dfs.sqrts**2 - M_P ** 2)) return dfs @@ -43,7 +43,7 @@ def write_files(df): # Write central data data_central_yaml = {"data_central": [float(x) for x in df["F2_ratio"]]} - with open(HERE / f"data.yaml", "w", encoding="utf-8") as file: + with open(HERE / "data.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) # Write kin file @@ -60,9 +60,9 @@ def write_files(df): "mid": float(row.Q2), "max": None, }, - "sqrts": { + "y": { "min": None, - "mid": float(row.sqrts), + "mid": float(row.y), "max": None, }, } diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml index f7d55cf2f5..99745d8db4 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml @@ -7,9 +7,9 @@ bins: min: null mid: 0.16 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.12097226112441266 max: null - x: min: null @@ -19,9 +19,9 @@ bins: min: null mid: 0.25 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.18901915800689476 max: null - x: min: null @@ -31,9 +31,9 @@ bins: min: null mid: 0.35 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.26462682120965264 max: null - x: min: null @@ -43,9 +43,9 @@ bins: min: null mid: 0.45 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.3402344844124106 max: null - x: min: null @@ -55,9 +55,9 @@ bins: min: null mid: 0.6 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.4536459792165474 max: null - x: min: null @@ -67,9 +67,9 @@ bins: min: null mid: 0.17 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.06426651372234422 max: null - x: min: null @@ -79,9 +79,9 @@ bins: min: null mid: 0.25 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.09450957900344738 max: null - x: min: null @@ -91,9 +91,9 @@ bins: min: null mid: 0.35 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.13231341060482632 max: null - x: min: null @@ -103,9 +103,9 @@ bins: min: null mid: 0.45 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.1701172422062053 max: null - x: min: null @@ -115,9 +115,9 @@ bins: min: null mid: 0.63 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.23816413908868742 max: null - x: min: null @@ -127,9 +127,9 @@ bins: min: null mid: 0.88 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.3326737180921348 max: null - x: min: null @@ -139,9 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0.01418674698640839 max: null - x: min: null @@ -2899,9 +2899,9 @@ bins: min: null mid: 8.91 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.01837266215827017 max: null - x: min: null @@ -2911,9 +2911,9 @@ bins: min: null mid: 11.34 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.02338338820143476 max: null - x: min: null @@ -2923,9 +2923,9 @@ bins: min: null mid: 14.85 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.03062110359711695 max: null - x: min: null @@ -2935,9 +2935,9 @@ bins: min: null mid: 19.74 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.04070441649879384 max: null - x: min: null @@ -2947,9 +2947,9 @@ bins: min: null mid: 26.64 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.054932404028767375 max: null - x: min: null @@ -2959,9 +2959,9 @@ bins: min: null mid: 35.57 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.07334630673060269 max: null - x: min: null @@ -2971,9 +2971,9 @@ bins: min: null mid: 47.16 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.0972452017266017 max: null - x: min: null @@ -2983,9 +2983,9 @@ bins: min: null mid: 63.56 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.13106244745001705 max: null - x: min: null @@ -2995,9 +2995,9 @@ bins: min: null mid: 98.82 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.20376952575536006 max: null - x: min: null @@ -3007,9 +3007,9 @@ bins: min: null mid: 7.04 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.011828398865498125 max: null - x: min: null @@ -3019,9 +3019,9 @@ bins: min: null mid: 8.88 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.014919912205344226 max: null - x: min: null @@ -3031,9 +3031,9 @@ bins: min: null mid: 11.36 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.019086734532962883 max: null - x: min: null @@ -3043,9 +3043,9 @@ bins: min: null mid: 14.85 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.024950528856910105 max: null - x: min: null @@ -3055,9 +3055,9 @@ bins: min: null mid: 19.79 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.03325057010627953 max: null - x: min: null @@ -3067,9 +3067,9 @@ bins: min: null mid: 26.49 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.04450771107202348 max: null - x: min: null @@ -3079,9 +3079,9 @@ bins: min: null mid: 35.4 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.05947802838616954 max: null - x: min: null @@ -3091,9 +3091,9 @@ bins: min: null mid: 47.03 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.07901840889834898 max: null - x: min: null @@ -3103,9 +3103,9 @@ bins: min: null mid: 63.53 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.10674121873936021 max: null - x: min: null @@ -3115,7 +3115,7 @@ bins: min: null mid: 99.03 max: null - sqrts: + y: min: null - mid: 29.709 + mid: 0.1663872641548692 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml index a3e5690451..656ab35513 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering F2 deuterium to proton ratio. label: NMC $d/p$ units: '' - process_type: DIS_F2R + process_type: DIS_NC tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21] npoints: [] ndata: 260 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: NMC $d/p$ y_label: $F_2^d/F_2^p(x,Q^2)$ @@ -34,7 +34,7 @@ implemented_observables: kinematic_coverage: - x - Q2 - - sqrts + - y kinematics: variables: x: @@ -45,10 +45,10 @@ implemented_observables: description: Momentum transfer label: '$Q^2$' units: '$GeV^2$' - sqrts: - description: Center of mass energy - label: '$\sqrt{s}$' - units: '$GeV$' + y: + description: inelasticity + label: $y$ + units: '' file: kinematics.yaml theory: conversion_factor: 1.0 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml index 4c66c9234e..4ae19e79d1 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering F2 on deuteron target. label: NMC $d$ units: '' - process_type: DIS_NCE + process_type: DIS_NC tables: [17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32] npoints: [] ndata: 158 @@ -37,7 +37,7 @@ implemented_observables: units: '$GeV^2$' file: kinematics.yaml plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity dataset_label: NMC $d$ y_label: $F_2(x,Q^2)$ result_transform: qbindis From 9d98a0e951e68632fff510a9f87a5b48cf1fcbea Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 24 Oct 2024 15:57:15 +0200 Subject: [PATCH 027/138] continue cleaning --- .../commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml index d2a79d7a62..dd6ee776e2 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering F2 on proton target. label: NMC $p$ units: '' - process_type: DIS_NCE + process_type: DIS_NC tables: [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] npoints: [] ndata: 158 @@ -37,7 +37,7 @@ implemented_observables: units: '$GeV^2$' file: kinematics.yaml plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity dataset_label: NMC $p$ y_label: $F_2(x,Q^2)$ result_transform: qbindis From 664368e914356e435be9a7a129a2a552e00c2971 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 29 Oct 2024 00:17:17 +0100 Subject: [PATCH 028/138] add old implementation of nutev data --- ...egacy_dw_NB-SIGMARED.yaml => data_NB.yaml} | 44 +-- ...egacy_dw_NU-SIGMARED.yaml => data_NU.yaml} | 22 +- .../commondata/NUTEV_CC_NOTFIXED_FE/filter.py | 135 +++++++ ...cs_NB-SIGMARED.yaml => kinematics_NB.yaml} | 360 +++++++++--------- ...cs_NU-SIGMARED.yaml => kinematics_NU.yaml} | 360 +++++++++--------- .../NUTEV_CC_NOTFIXED_FE/metadata.yaml | 99 ++--- .../rawdata/NuTeVtable_bar.dat | 45 +++ .../rawdata/NuTeVtable_nu.dat | 45 +++ .../NUTEV_CC_NOTFIXED_FE/rawdata/README.md | 213 +++++++++++ .../rawdata/nf20-1.25-0.60.bar.cor | 46 +++ .../rawdata/nf20-1.25-0.60.nu.cor | 46 +++ .../uncertainties_NB_hepdata.yaml | 198 ++++++++++ .../uncertainties_NU_hepdata.yaml | 198 ++++++++++ 13 files changed, 1372 insertions(+), 439 deletions(-) rename nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/{data_legacy_dw_NB-SIGMARED.yaml => data_NB.yaml} (51%) rename nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/{data_legacy_dw_NU-SIGMARED.yaml => data_NU.yaml} (75%) create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py rename nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/{kinematics_NB-SIGMARED.yaml => kinematics_NB.yaml} (72%) rename nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/{kinematics_NU-SIGMARED.yaml => kinematics_NU.yaml} (72%) create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.nu.cor create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/uncertainties_NB_hepdata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/uncertainties_NU_hepdata.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml similarity index 51% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml index 8f79a9b458..983fdda486 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml @@ -2,45 +2,45 @@ data_central: - 11.80452078599 - 12.16483616888 - 11.04737081105 -- 8.644196942431 -- 2.552783687296 -- 9.165662429768 +- 8.64419694243 +- 2.5527836873 +- 9.16566242977 - 10.42862087181 - 11.47526161491 -- 6.036467631028 -- 3.094278990413 -- 9.447763494494 -- 8.515955716326 -- 7.953596834122 -- 7.045061694462 -- 2.474287437295 +- 6.03646763103 +- 3.09427899041 +- 9.44776349449 +- 8.51595571633 +- 7.95359683412 +- 7.04506169446 +- 2.4742874373 - 14.98324109043 - 14.49534689162 - 14.22932346621 -- 8.318414332213 -- 3.057289948749 +- 8.31841433221 +- 3.05728994875 - 18.41657871484 - 14.48913471943 - 11.33342174343 -- 9.777395317494 -- 3.451094979152 +- 9.77739531749 +- 3.45109497915 - 11.17874467445 - 15.54014675025 - 10.29748333133 -- 7.557912070838 -- 3.263312021879 +- 7.55791207084 +- 3.26331202188 - 16.38439037189 - 16.70186367728 - 11.44685886144 -- 7.239226588753 -- 4.409385305966 +- 7.23922658875 +- 4.40938530597 - 17.25229582754 - 14.57353621894 - 11.59268795157 -- 7.827772283748 -- 3.830724155268 +- 7.82777228375 +- 3.83072415527 - 12.08624009395 - 16.02669783285 - 13.34722566774 -- 6.333875293209 -- 2.427649012271 +- 6.33387529321 +- 2.42764901227 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml similarity index 75% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml index 93f100d92b..12b1f1b065 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml @@ -2,45 +2,45 @@ data_central: - 13.84518875834 - 16.37747669877 - 12.70772238514 -- 9.792092884995 -- 4.171932282586 +- 9.792092885 +- 4.17193228259 - 15.43148037711 - 15.65819456307 - 15.27845575803 -- 9.727416723071 -- 4.305182568593 +- 9.72741672307 +- 4.30518256859 - 12.86003584553 - 15.23383060622 - 14.40302366832 - 11.49359051422 -- 3.542341257507 +- 3.54234125751 - 21.32842122168 - 15.88066681461 - 15.60476223121 - 10.25531119412 -- 4.506612679395 +- 4.50661267939 - 21.55520066196 - 20.25222158144 - 17.8813439871 - 11.3337020057 -- 4.122349578173 +- 4.12234957817 - 21.07832183991 - 17.16860282583 - 14.85447712254 - 11.60107038033 -- 4.209813497474 +- 4.20981349747 - 22.17379466749 - 22.90776787991 - 16.45607004656 - 12.03906936429 -- 4.396157575171 +- 4.39615757517 - 23.04488211576 - 21.60461201729 - 15.54136157247 - 10.01235784283 -- 4.290507875066 +- 4.29050787507 - 22.01707916891 - 18.36848260771 - 14.5158198887 - 11.68931397857 -- 3.957547719939 +- 3.95754771994 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py new file mode 100644 index 0000000000..63163eba52 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py @@ -0,0 +1,135 @@ +""" +This filter is to construct an updated version of the legacy variant, starting from the old +Buildmaster rawdata which do not include nuclear uncertainties, but have the correct updated BR. +""" +import pathlib + +import numpy as np +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + +M_NEUTRON = 939.565346 * 0.001 +M_PROTON = 938.272013 * 0.001 +# The old implementation used the isoscalar average. +MN = (M_PROTON + M_NEUTRON) / 2 + + +# The value of BrC 0.086 +- 0.005 according to the PDG(2017) +# The uncertainty on the BR is now accounted for as +# an additional fully correlated systematic uncertainty +BRC = 0.087 +BRC_err = 0.005 + +# 2.1 % Normalization error, from old implementation +NORM_err = 0.021 + + +def read_table(projectile): + """Parse the old tables.""" + with open(HERE / "rawdata" / f"NuTeVtable_{projectile}.dat", encoding="utf-8") as f: + raw_data = np.loadtxt(f) + + with open( + HERE / "rawdata" / f"nf20-1.25-0.60.{projectile}.cor", encoding="utf-8" + ) as f: + acc_corr = np.loadtxt(f) + + df = pd.DataFrame() + df["E"] = raw_data[:, 1] + df["y"] = raw_data[:, 2] + df["x"] = raw_data[:, 3] + df["Q2"] = 2 * df.x * df.y * df.E * MN + df["sigma"] = raw_data[:, 4] + df["stat"] = raw_data[:, 5] + df["sys"] = raw_data[:, 6] + df["acc"] = acc_corr[:, 0] + # df["acc_err"] = acc_corr[:,1] # TODO: why not used ?? + df["BRC_err"] = BRC_err / BRC * df["sigma"] + df["norm"] = NORM_err * df["sigma"] + + return df + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + NORM_FACT = 1 / (BRC * df["acc"]) + + # Write central data + data_central_yaml = { + "data_central": [round(float(x), 11) for x in df["sigma"] * NORM_FACT] + } + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "y": { + "min": None, + "mid": float(row.y), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / f"kinematics_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "Normalization uncertainty", + "treatment": "MULT", + "type": "NUTEVNORM1", + }, + "brunc": { + "description": "Branching ratio uncertainty", + "treatment": "MULT", + "type": "NUTEVBRC1", + }, + } + error = [] + for k, row in df.iterrows(): + e = { + "stat": float(row["stat"] * NORM_FACT[k]), + "sys": float(row["sys"] * NORM_FACT[k]), + "norm": float(row["norm"] * NORM_FACT[k]), + "brunc": float(row["BRC_err"] * NORM_FACT[k]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open( + HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8" + ) as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + for proj, variant in [("nu", "NU"), ("bar", "NB")]: + df = read_table(proj) + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml similarity index 72% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml index 73efde55b9..6b90b3fd3c 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml @@ -1,541 +1,541 @@ bins: -- k1: +- x: min: null mid: 0.015 max: null - k2: + Q2: min: null - mid: 0.7648485767999997 + mid: 0.765597671371546 max: null - k3: + y: min: null mid: 0.349 max: null -- k1: +- x: min: null mid: 0.042 max: null - k2: + Q2: min: null - mid: 2.14157601504 + mid: 2.143673479840329 max: null - k3: + y: min: null mid: 0.349 max: null -- k1: +- x: min: null mid: 0.072 max: null - k2: + Q2: min: null - mid: 3.671273168639999 + mid: 3.674868822583421 max: null - k3: + y: min: null mid: 0.349 max: null -- k1: +- x: min: null mid: 0.114 max: null - k2: + Q2: min: null - mid: 5.812849183679999 + mid: 5.818542302423751 max: null - k3: + y: min: null mid: 0.349 max: null -- k1: +- x: min: null mid: 0.207 max: null - k2: + Q2: min: null - mid: 10.55491035984 + mid: 10.565247864927334 max: null - k3: + y: min: null mid: 0.349 max: null -- k1: +- x: min: null mid: 0.015 max: null - k2: + Q2: min: null - mid: 1.2689035128 + mid: 1.27014628001182 max: null - k3: + y: min: null mid: 0.579 max: null -- k1: +- x: min: null mid: 0.042 max: null - k2: + Q2: min: 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k2: + Q2: min: null - mid: 36.08324101199999 + mid: 36.118581026724186 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.167 max: null - k2: + Q2: min: null - mid: 59.662388604 + mid: 59.72082209369247 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.326 max: null - k2: + Q2: min: null - mid: 116.466698712 + mid: 116.58076648229786 max: null - k3: + y: min: null mid: 0.771 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml index 6845a80f72..1721521117 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml @@ -1,16 +1,15 @@ setname: NUTEV_CC_NOTFIXED_FE version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata. This version refers to D.A. Mason thesis, appendix D. Data data_legacy_N* use an older BR. nnpdf_metadata: nnpdf31_process: DIS CC experiment: null arXiv: - url: https://arxiv.org/abs/hep-ex/0102049 - journal: Phys. Rev. D64 (2001) 112006 -iNSPIRE: url: '' +iNSPIRE: + url: https://inspirehep.net/literature/712244 hepdata: - url: 10.17182/hepdata.42034.v1 + url: '' version: -1 implemented_observables: - observable_name: NB-SIGMARED @@ -18,7 +17,7 @@ implemented_observables: description: Deep Inelastic Scattering label: NuTeV $\sigma_{c}^{\bar{\nu}}$ units: '' - process_type: DIS_DM_NB + process_type: DIS_CC tables: [] npoints: [] ndata: 45 @@ -28,35 +27,35 @@ implemented_observables: dataset_label: NuTeV $\sigma_{c}^{\bar{\nu}}$ y_label: $10^{i}\sigma_{\bar{\nu}}^{cc}(x,Q^2)$ result_transform: qbindis - data_reference: Goncharov:2001qe,MasonPhD + data_reference: Mason:2006qa y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: $x$ units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - file: kinematics_NB-SIGMARED.yaml + file: kinematics_NB.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -68,12 +67,16 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NB-SIGMARED.yaml experiment: NTVDMN + data_central: data_legacy_NB-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_NB_hepdata.yaml + experiment: NTVDM legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NB-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_dw_NB-SIGMARED.yaml - data_central: data_legacy_NB-SIGMARED.yaml + data_central: data_NB.yaml ported_from: NTVNBDMN - observable_name: NU-SIGMARED observable: @@ -90,35 +93,35 @@ implemented_observables: dataset_label: NuTeV $\sigma_{c}^{\nu}$ y_label: $10^{i}\sigma_{\nu}^{cc}(x,Q^2)$ result_transform: qbindis - data_reference: Goncharov:2001qe,MasonPhD + data_reference: Mason:2006qa y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: $x$ units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - file: kinematics_NU-SIGMARED.yaml + file: kinematics_NU.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -130,10 +133,14 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NU-SIGMARED.yaml experiment: NTVDMN + data_central: data_legacy_NU-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_NU_hepdata.yaml + experiment: NTVDMN legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NU-SIGMARED.yaml - data_central: data_legacy_dw_NU-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_NU-SIGMARED.yaml + data_central: data_NU.yaml ported_from: NTVNUDMN diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat new file mode 100644 index 0000000000..eaac96ffb9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat @@ -0,0 +1,45 @@ + 2. 77.88 0.349 0.015 0.3622 0.0994 0.0305 0.0017 0.0055 0.0021 0.0001 0.0080 0.0257 0.0129 0.0024 0.3503 0.5950 + 2. 77.88 0.349 0.042 0.3688 0.1032 0.0343 0.0076 0.0165 0.0116 0.0095 0.0075 0.0125 0.0186 0.0079 0.3531 0.3570 + 2. 77.88 0.349 0.072 0.3367 0.0919 0.0284 0.0098 0.0041 0.0079 0.0063 0.0132 0.0160 0.0066 0.0110 0.3624 0.3070 + 2. 77.88 0.349 0.114 0.2666 0.0706 0.0147 0.0023 0.0036 0.0032 0.0013 0.0071 0.0101 0.0053 0.0019 0.3624 0.3630 + 2. 77.88 0.349 0.207 0.0797 0.0185 0.0121 0.0017 0.0084 0.0040 0.0017 0.0034 0.0028 0.0059 0.0008 0.3665 0.5690 + 2. 77.88 0.579 0.015 0.4438 0.0965 0.0229 0.0036 0.0110 0.0094 0.0013 0.0025 0.0147 0.0084 0.0029 0.5644 0.5670 + 2. 77.88 0.579 0.042 0.5038 0.1082 0.0449 0.0127 0.0187 0.0060 0.0040 0.0060 0.0228 0.0297 0.0032 0.5648 0.3800 + 2. 77.88 0.579 0.072 0.5559 0.1201 0.0420 0.0054 0.0202 0.0062 0.0060 0.0168 0.0114 0.0284 0.0057 0.5686 0.3590 + 2. 77.88 0.579 0.114 0.2950 0.0581 0.0175 0.0065 0.0093 0.0025 0.0066 0.0023 0.0068 0.0077 0.0042 0.5636 0.4030 + 2. 77.88 0.579 0.207 0.1526 0.0314 0.0137 0.0022 0.0051 0.0020 0.0026 0.0022 0.0045 0.0109 0.0016 0.5754 0.6170 + 2. 77.88 0.776 0.015 0.5388 0.1423 0.1289 0.0385 0.0602 0.0487 0.0321 0.0703 0.0201 0.0525 0.0035 0.6632 0.5520 + 2. 77.88 0.776 0.042 0.4840 0.1136 0.0786 0.0075 0.0281 0.0394 0.0059 0.0327 0.0209 0.0472 0.0050 0.6520 0.3550 + 2. 77.88 0.776 0.072 0.4539 0.1033 0.0391 0.0131 0.0188 0.0028 0.0089 0.0125 0.0255 0.0101 0.0035 0.6661 0.3640 + 2. 77.88 0.776 0.114 0.4037 0.0966 0.0363 0.0135 0.0140 0.0035 0.0054 0.0074 0.0198 0.0211 0.0026 0.6646 0.4130 + 2. 77.88 0.776 0.207 0.1427 0.0357 0.0147 0.0019 0.0064 0.0037 0.0014 0.0063 0.0085 0.0066 0.0009 0.6649 0.5810 + 2. 143.74 0.349 0.015 0.7666 0.1826 0.0755 0.0060 0.0246 0.0161 0.0073 0.0088 0.0359 0.0560 0.0160 0.5934 0.6270 + 2. 143.74 0.349 0.042 0.7388 0.1802 0.0995 0.0218 0.0195 0.0348 0.0199 0.0280 0.0608 0.0540 0.0060 0.6036 0.3990 + 2. 143.74 0.349 0.072 0.7282 0.1795 0.0496 0.0063 0.0164 0.0117 0.0087 0.0363 0.0114 0.0193 0.0112 0.6022 0.3450 + 2. 143.74 0.349 0.114 0.4271 0.1006 0.0264 0.0060 0.0105 0.0026 0.0048 0.0158 0.0146 0.0071 0.0031 0.6022 0.3580 + 2. 143.74 0.349 0.207 0.1585 0.0349 0.0222 0.0112 0.0113 0.0110 0.0063 0.0059 0.0062 0.0015 0.0014 0.6111 0.5300 + 2. 143.74 0.579 0.015 1.1747 0.3059 0.0497 0.0128 0.0074 0.0238 0.0067 0.0130 0.0245 0.0207 0.0210 0.7428 0.4820 + 2. 143.74 0.579 0.042 0.9226 0.2273 0.0587 0.0052 0.0293 0.0171 0.0125 0.0220 0.0271 0.0284 0.0095 0.7471 0.3350 + 2. 143.74 0.579 0.072 0.7230 0.1763 0.1220 0.0372 0.0707 0.0235 0.0435 0.0498 0.0254 0.0521 0.0146 0.7353 0.3180 + 2. 143.74 0.579 0.114 0.6265 0.1591 0.0725 0.0205 0.0265 0.0043 0.0276 0.0472 0.0306 0.0108 0.0083 0.7454 0.3260 + 2. 143.74 0.579 0.207 0.2228 0.0562 0.0202 0.0065 0.0086 0.0090 0.0046 0.0051 0.0083 0.0097 0.0020 0.7494 0.4780 + 2. 143.74 0.776 0.015 0.7770 0.1676 0.0543 0.0055 0.0170 0.0164 0.0036 0.0149 0.0380 0.0212 0.0152 0.8014 0.5200 + 2. 143.74 0.776 0.042 1.0767 0.2389 0.1045 0.0160 0.0317 0.0660 0.0457 0.0225 0.0487 0.0103 0.0156 0.8103 0.4010 + 2. 143.74 0.776 0.072 0.7158 0.1600 0.0785 0.0087 0.0121 0.0386 0.0074 0.0103 0.0310 0.0574 0.0045 0.8106 0.3630 + 2. 143.74 0.776 0.114 0.5268 0.1207 0.0260 0.0044 0.0123 0.0041 0.0007 0.0050 0.0142 0.0158 0.0034 0.8084 0.4240 + 2. 143.74 0.776 0.207 0.2286 0.0604 0.0196 0.0033 0.0113 0.0062 0.0012 0.0079 0.0109 0.0048 0.0019 0.8086 0.5720 + 2. 226.79 0.349 0.015 1.0216 0.2329 0.1452 0.0069 0.0835 0.0452 0.0075 0.0719 0.0508 0.0641 0.0099 0.7282 0.7940 + 2. 226.79 0.349 0.042 1.0366 0.2376 0.1412 0.0590 0.0506 0.0190 0.0231 0.0323 0.0211 0.1057 0.0184 0.7324 0.4850 + 2. 226.79 0.349 0.072 0.7125 0.1569 0.1133 0.0159 0.0530 0.0457 0.0437 0.0381 0.0512 0.0374 0.0172 0.7301 0.4290 + 2. 226.79 0.349 0.114 0.4523 0.0999 0.0417 0.0014 0.0249 0.0080 0.0030 0.0032 0.0278 0.0158 0.0034 0.7317 0.4080 + 2. 226.79 0.349 0.207 0.2777 0.0619 0.0300 0.0083 0.0146 0.0087 0.0072 0.0055 0.0058 0.0206 0.0024 0.7432 0.6350 + 2. 226.79 0.579 0.015 1.2327 0.3232 0.4047 0.0874 0.2054 0.1647 0.1376 0.1547 0.1049 0.1813 0.0085 0.8402 0.6040 + 2. 226.79 0.579 0.042 1.0396 0.2672 0.0937 0.0250 0.0396 0.0214 0.0161 0.0427 0.0573 0.0268 0.0069 0.8356 0.4130 + 2. 226.79 0.579 0.072 0.8291 0.2159 0.0954 0.0351 0.0301 0.0237 0.0354 0.0275 0.0437 0.0483 0.0122 0.8347 0.4040 + 2. 226.79 0.579 0.114 0.5616 0.1426 0.1371 0.0511 0.0578 0.0748 0.0433 0.0597 0.0362 0.0204 0.0086 0.8281 0.4250 + 2. 226.79 0.579 0.207 0.2762 0.0744 0.0400 0.0064 0.0128 0.0065 0.0069 0.0071 0.0123 0.0332 0.0022 0.8410 0.6290 + 2. 226.79 0.776 0.015 0.9120 0.1873 0.0729 0.0100 0.0412 0.0285 0.0058 0.0202 0.0452 0.0131 0.0071 0.8827 0.6340 + 2. 226.79 0.776 0.042 1.2103 0.2621 0.1017 0.0143 0.0439 0.0268 0.0096 0.0314 0.0636 0.0470 0.0127 0.8759 0.4870 + 2. 226.79 0.776 0.072 1.0088 0.2288 0.0445 0.0108 0.0032 0.0034 0.0021 0.0087 0.0264 0.0305 0.0117 0.8770 0.4350 + 2. 226.79 0.776 0.114 0.4794 0.1067 0.0476 0.0112 0.0193 0.0200 0.0085 0.0204 0.0282 0.0084 0.0040 0.8774 0.4990 + 2. 226.79 0.776 0.207 0.1843 0.0458 0.0236 0.0026 0.0116 0.0042 0.0035 0.0025 0.0168 0.0094 0.0021 0.8792 0.6540 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat new file mode 100644 index 0000000000..1b214ed300 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat @@ -0,0 +1,45 @@ + 1. 88.29 0.324 0.021 0.4487 0.0790 0.0499 0.0135 0.0060 0.0156 0.0159 0.0110 0.0161 0.0353 0.0123 0.3682 0.6490 + 1. 88.29 0.324 0.057 0.5292 0.0918 0.0381 0.0137 0.0029 0.0079 0.0222 0.0126 0.0071 0.0213 0.0061 0.3738 0.4030 + 1. 88.29 0.324 0.101 0.4147 0.0672 0.0352 0.0238 0.0049 0.0059 0.0118 0.0069 0.0083 0.0188 0.0010 0.3831 0.4190 + 1. 88.29 0.324 0.167 0.3248 0.0505 0.0196 0.0053 0.0021 0.0005 0.0035 0.0019 0.0047 0.0176 0.0013 0.3801 0.4310 + 1. 88.29 0.324 0.326 0.1440 0.0204 0.0099 0.0064 0.0021 0.0017 0.0034 0.0041 0.0023 0.0042 0.0001 0.3925 0.6430 + 1. 88.29 0.558 0.021 0.7856 0.1108 0.0668 0.0168 0.0238 0.0122 0.0246 0.0225 0.0104 0.0468 0.0076 0.5896 0.5700 + 1. 88.29 0.558 0.057 0.7980 0.1050 0.0602 0.0139 0.0066 0.0139 0.0194 0.0175 0.0227 0.0446 0.0019 0.5898 0.4380 + 1. 88.29 0.558 0.101 0.7831 0.1027 0.0473 0.0298 0.0148 0.0192 0.0170 0.0033 0.0115 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1.5197 0.2043 0.0725 0.0421 0.0063 0.0103 0.0081 0.0367 0.0293 0.0323 0.0045 0.8375 0.5670 + 1. 174.29 0.771 0.057 1.2397 0.1631 0.0680 0.0240 0.0316 0.0265 0.0205 0.0192 0.0167 0.0356 0.0017 0.8322 0.4050 + 1. 174.29 0.771 0.101 1.0748 0.1493 0.0621 0.0306 0.0046 0.0044 0.0042 0.0047 0.0134 0.0516 0.0008 0.8358 0.4120 + 1. 174.29 0.771 0.167 0.8417 0.1301 0.0410 0.0104 0.0049 0.0071 0.0063 0.0033 0.0188 0.0322 0.0072 0.8454 0.4600 + 1. 174.29 0.771 0.326 0.3081 0.0530 0.0147 0.0116 0.0018 0.0028 0.0032 0.0017 0.0074 0.0020 0.0003 0.8423 0.5760 + 1. 247.00 0.324 0.021 1.3837 0.1989 0.0862 0.0340 0.0097 0.0180 0.0162 0.0209 0.0606 0.0382 0.0041 0.7301 0.7390 + 1. 247.00 0.324 0.057 1.4300 0.2144 0.0451 0.0068 0.0041 0.0252 0.0097 0.0129 0.0254 0.0199 0.0059 0.7365 0.5010 + 1. 247.00 0.324 0.101 1.0336 0.1499 0.0430 0.0223 0.0060 0.0138 0.0056 0.0084 0.0297 0.0117 0.0009 0.7377 0.4290 + 1. 247.00 0.324 0.167 0.7617 0.1072 0.0466 0.0184 0.0012 0.0104 0.0058 0.0023 0.0171 0.0353 0.0122 0.7453 0.4130 + 1. 247.00 0.324 0.326 0.2833 0.0345 0.0247 0.0172 0.0036 0.0093 0.0027 0.0051 0.0082 0.0102 0.0030 0.7515 0.6220 + 1. 247.00 0.558 0.021 1.6596 0.2650 0.0788 0.0481 0.0122 0.0208 0.0105 0.0289 0.0375 0.0311 0.0003 0.8390 0.6340 + 1. 247.00 0.558 0.057 1.5574 0.2548 0.0960 0.0593 0.0010 0.0226 0.0298 0.0161 0.0529 0.0303 0.0180 0.8409 0.4420 + 1. 247.00 0.558 0.101 1.1250 0.1826 0.0514 0.0289 0.0083 0.0131 0.0132 0.0168 0.0283 0.0164 0.0060 0.8464 0.4100 + 1. 247.00 0.558 0.167 0.7274 0.1150 0.0460 0.0350 0.0069 0.0069 0.0078 0.0072 0.0158 0.0207 0.0013 0.8458 0.4340 + 1. 247.00 0.558 0.326 0.3147 0.0470 0.0273 0.0168 0.0007 0.0048 0.0034 0.0040 0.0117 0.0164 0.0019 0.8503 0.5980 + 1. 247.00 0.771 0.021 1.6790 0.2230 0.1668 0.1266 0.0103 0.0381 0.0511 0.0145 0.0556 0.0650 0.0105 0.8853 0.6560 + 1. 247.00 0.771 0.057 1.4022 0.1883 0.0871 0.0532 0.0061 0.0433 0.0191 0.0136 0.0450 0.0160 0.0033 0.8904 0.4900 + 1. 247.00 0.771 0.101 1.1095 0.1536 0.0474 0.0158 0.0030 0.0184 0.0141 0.0211 0.0252 0.0192 0.0015 0.8883 0.4620 + 1. 247.00 0.771 0.167 0.8959 0.1360 0.0760 0.0612 0.0015 0.0127 0.0162 0.0155 0.0207 0.0306 0.0017 0.8890 0.5180 + 1. 247.00 0.771 0.326 0.3054 0.0508 0.0343 0.0277 0.0006 0.0035 0.0049 0.0061 0.0106 0.0150 0.0003 0.8914 0.6700 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md new file mode 100644 index 0000000000..4b360927e1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md @@ -0,0 +1,213 @@ +## Copied from old Buildmaster implementation. +/* + * + * The NuteV dimuon cross sectio measurements + * + * The NuTev dimuon table is the cross section + * of neutrino and antineutrino produced charged current dimuons + * from charm production such that the muon from the decay of the + * charmed meson has an energy greater than 5 GeV (hence "forward"). + * The data has been corrected for detector smearing and acceptance + * effects, as well as for the background due to semileptonic pion + * and kaon decays. Rather than a model dependent charm production + * cross section, we are providing a model independent neutrino DIMUON + * production cross section. This has the advantage that users + * of the data are not subjected to our choice of fragmentation and + * decay models. They are however subject to the freedom and + * responsibility of providing their own. Further details regarding the + * table and its use are outlined in the references below. They are + * included with this package as gentle encouragement that they be + * read. It should be noted that the results included with this package + * supercede the NuTeV cross section values included in reference 1.) + * + * References: + * + * 1.) M. Goncharov et al, PRECISE MEASUREMENT OF DIMUON + * PRODUCTION CROSS-SECTIONS IN MUON NEUTRINO + * FE AND MUON ANTI-NEUTRINO FE DEEP INELASTIC + * SCATTERING AT THE TEVATRON + * Phys.Rev.D64:112006,2001, hep-ex/0102049 + * + * 2.) D. Mason, NUTEV STRANGE/ANTISTRANGE SEA MEASUREMENTS + * FROM NEUTRINO CHARM PRODUCTION + * DIS 2005 Proceedings pp 851-854 + * + * + * + * NuTeVtable.dat the data + * + * Data file: + * + * CROSS SECTION VALUES REPORTED HERE ARE: + * + * PI dsigma (E,x,y) + * 100 * ------------ * --------------- + * G^2 M_p E_nu dx dy + * + * The data file is formatted: 'f3.0,f7.2,2f6.3,13f8.4' + * There are 90 (2 polarities * 3 nu energies * 3 y * 5 x) data points. + * The data columns are as follows: + * + * 1. Polarity, 1=neutrino, 2=antineutrino + * 2. Neutrino energy of bin + * 3. y, inelasticity of bin + * 4. Bjorken x of bin + * 5. Cross section value + * 6. Cross section statistical error + * 7. Cross section total systematic error + * 8-15. Individual systematics to make up value in 7. as follows: + * 8 pi-K model numode + * 9 pi-K model nubarmode + * 10 toroid muon energy scale 1% + * 11 hadronic energy scale 0.5% + * 12 R_Longitudinal 20% + * 13 Muon range-out energy 2.5% + * 14 MC statistics + * 15 nu/nubar relative normalization 0.67% + * 16. Example 5GeV muon energy cut acceptance correction * + * 17. DOF for each bin. + * + * + * Important assumption -> + * The included acceptance corrections assume leading order kinematics, + * and were calculated within our leading order model (see ref. 1.) + * + * The updated NLO acceptance corrections can be determined + * from D. Mason's Ph. D. Thesis. Compare LO and NLO + * acceptances for each different value of Q2 + * + * How to use the experimental NuTev dimuon data: + * + * Fitting a charm cross section to this table entails modeling + * the fragmentation and semi-muonic decay of the charmed particle + * to find an acceptance correction for the 5 GeV cut on the decay muon, + * as outlined in reference 1.). As an example an acceptance correction + * is included in row 16 assuming NuTeV's LO model. The errors on + * each cross section point are constructed so that one may assume the + * bins to be independent of each other, and the correlations are taken + * into account via the degree of freedom for each bin. A good fit + * should give you a chi^2 around the sum of the DOF's of each bin, or + * around 40. A chi^2 of 90 is not a good fit. + * + * Questions regarding the use of this table may be addressed to: + * + * David Mason + * dmason@jeckyll.uoregon.edu + * + * The number for this observable (Dimuon cross sections from + * NuteV) is ITARGET=21 for nuetrinos and ITARGET=22 for + * antineutrinos + * + * NuTev target is iron, so it can be considered up to + * a good approximation an isoscalar target. Non-isoscalarity + * corrections can be easily applied at the level + * of PDF decomposition + * + * Note that this experiment must be divided into + * two data sets, one for neutrino DIS dimuons and the + * other for antineutrino DIS dimuons + * + * The statistical uncertainties in the neutrino set are + * much smaller than those in the antineutrino set, since + * in the first case the sample is almost five times larger + * than in the second + * + * For the time being CHORUS does not provide model-independent + * infor on neutrino dimuon cross sections but only + * a LO analysis, which cannot be used for us + * Ref: Nuclear Physics B 798 2008 1-16 + * + * The NuTev dimuon cross section table is indeed shown to be + * model independent in D. Mason's Ph.D. thesis, where it + * is shown that cross sections extracted from the NLO MC + * are essentially the same as those from the LO MC ones, + * which are publicly available + * + * The values of Q2 and W2 (required to be known both + * to implement acceptance corrections and to check if kinematical + * cuts should be imposed also for the NuTeV dimuon cross section + * data) + * The kinematical relations are the followning + * Q2 = s * x * y = 2 * MN * Enu * x * y + * W2 = Q2 * ( 1 - x ) / x + * + * To know Q2 is also important for the kinematical + * plance coverage plots! + * + * With the standard kinematical cuts, 4 points out of the total + * sample of 90 dimuon cross section points will be excluded, + * since they correspond to too small values of Q2 + * Update selkin.f with also Nutev dimuon data included + * for the kinematical cuts + * + * From the NuTeV acceptance correction plots we observe that + * Q2 is bounded to be in the range + * 2 GeV2 < Q2 < 250 GeV2 + * This is certainly wrong, there is a problem with that + * plot? Repeat with the acceptance corrections from + * the NuTev table! + * + * + * The kinematic variables are chosen to be (x,Q2,y), in order + * to be consistent with the other DIS observables + * The conversion between Q2 and E is straightforward, for + * fixed target kinematics + * + * Q2 = 2 MN Enu * ( x * y ) + * Enu = Q2 / ( 2 * MN * x * y ) + * + * Since we are going to use in any case the NLO acceptance + * corrections from NuTeV, we correct experimental data + * for these at the level of the filtering, to avoind + * having to do so at the level of the computation of the + * observable + * + * Similar considerations for the branching ratio of averaged + * charmed mesons into muons + * BRC = 0.099 \pm 0.012, same as used in NuTeV dimuon analysis + * from a reanalysis of 125 charm events measured by FNAL E531 + * + * Effects of finite charm mass, which are potentially important, + * can be implemented with a slow reescaling as in the + * case of the I-ZM-VFN for all other inclusive observables, + * just a modification of the x variable + * + * Important to understand if systematic uncertainties are + * completely correlated among them, or if we choose them + * to be completely uncorrelated + * In principle we have the full covariance matrix so we can + * choose to keep full dependence with the correlations + * + * Check the effective number of degrees of freedom quoted + * by the NuTev people, divided by Ndat it should give + * the expected reasonable value of the chi2 when all + * uncertainties are added in quadrature. + * DOFtot/fNData = 0.4867 for all 90 Nutev dimuon data points + * (some of them cut by kinematics) + * + * So finally the Nutev dimuon data takes errors in quadrature + * + * Possibility of adding nuclear corrections + * + * No absolute normalization uncertaintis are mentioned + * in the NuTeV dimuon papers, but a 2.1% normalization is + * quoted in the NuTeV inclusive structure function papers, + * Phys.Rev.D74:012008,2006. + * e-Print: hep-ex/0509010 + * + * NLO acceptance tables have been provided + * by D. Mason both for the NuTeV data and + * can be found in the data files + * + * nf20-1.25-0.60.nu.cor + * nf20-1.25-0.60.bar.cor + * + */ + +/* Note added by ERN 16th April 2018: + The value of BrC is updated from 0.099 +- 0.012 to + 0.086 +- 0.005 according to the PDG(2017) + The uncertainty on the BR is now accounted for as + an additional fully correlated systematic uncertainty +*/ + diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor new file mode 100644 index 0000000000..f09ff253a8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor @@ -0,0 +1,46 @@ + 0.35268 0.00062 + 0.34847 0.00059 + 0.35032 0.00059 + 0.35450 0.00059 + 0.35886 0.00058 + 0.55655 0.00059 + 0.55528 0.00056 + 0.55682 0.00056 + 0.56172 0.00056 + 0.56686 0.00056 + 0.65551 0.00055 + 0.65327 0.00052 + 0.65596 0.00052 + 0.65865 0.00052 + 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description: Normalization uncertainty + treatment: MULT + type: NUTEVNORM1 + brunc: + description: Branching ratio uncertainty + treatment: MULT + type: NUTEVBRC1 +bins: +- stat: 2.437641880785735 + sys: 1.5397256943190911 + norm: 0.2907489639250601 + brunc: 0.795700503352655 +- stat: 2.840990855908843 + sys: 1.1791040480405983 + norm: 0.3439270106741411 + brunc: 0.9412342930326796 +- stat: 2.0592209893453703 + sys: 1.078639565847575 + norm: 0.26686217008797664 + brunc: 0.7303288727092957 +- stat: 1.5224774959737255 + sys: 0.5909021568531687 + norm: 0.20563395058490272 + brunc: 0.5627639589077797 +- stat: 0.5910237400329931 + sys: 0.28682034442777604 + norm: 0.08761057793430249 + brunc: 0.23976622313711685 +- stat: 2.1764358780347335 + sys: 1.3121472622086658 + norm: 0.3240610879193666 + brunc: 0.8868666883398101 +- stat: 2.0602887582992846 + sys: 1.1812322214249231 + norm: 0.32882208582456585 + brunc: 0.899896239257159 +- stat: 2.0036999187204105 + sys: 0.9228335555547752 + norm: 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0.6717996539410687 +- stat: 0.6582954295118505 + sys: 0.4444790006349699 + norm: 0.08310850211872643 + brunc: 0.2274452712608824 From 2b03d8bca6cb35f0053b7705b36693520b7eaea8 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 29 Oct 2024 09:44:22 +0100 Subject: [PATCH 029/138] minor fixes --- .../CHORUS_CC_NOTFIXED_PB/filter.py | 12 +- .../CHORUS_CC_NOTFIXED_PB/kinematics.yaml | 1214 ++++++++--------- .../commondata/NMC_NC_NOTFIXED/metadata.yaml | 1 - 3 files changed, 614 insertions(+), 613 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py index 72471f43f6..e7aeeee84d 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py @@ -13,9 +13,11 @@ # Nucleon Mass determined using scikithep/particle for Pb208 in GeV M_NEUTRON = 939.565346 * 0.001 M_PROTON = 938.272013 * 0.001 -A = 208 # A(Pb): Atomic Mass -Z = 82 # Z(Pb): Atomic Number -MN = 193.729 / (Z * M_PROTON + (A - Z) * M_NEUTRON) +# A = 208 # A(Pb): Atomic Mass +# Z = 82 # Z(Pb): Atomic Number +# MN = 193.729 / (Z * M_PROTON + (A - Z) * M_NEUTRON) +# The old implementation used the isoscalar average. +MN = (M_PROTON + M_NEUTRON)/2 # Normalization factor, to match old implementation NORM_FACT = 10 @@ -69,8 +71,8 @@ def read_tables(): dfs_nub = dfs_nub.astype(float) # compute Q2 - dfs_nu["Q2"] = 2 * M_PROTON * dfs_nu.x * dfs_nu.y * dfs_nu.E - dfs_nub["Q2"] = 2 * M_PROTON * dfs_nub.x * dfs_nub.y * dfs_nub.E + dfs_nu["Q2"] = 2 * MN * dfs_nu.x * dfs_nu.y * dfs_nu.E + dfs_nub["Q2"] = 2 * MN * dfs_nub.x * dfs_nub.y * dfs_nub.E return dfs_nu, dfs_nub diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml index 59dbe6ff96..5459218fa5 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml 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max: null Q2: min: null - mid: 62.2074344619 + mid: 62.25030845085 max: null y: min: null @@ -7277,7 +7277,7 @@ bins: max: null Q2: min: null - mid: 82.9432459492 + mid: 83.0004112678 max: null y: min: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml index 656ab35513..5914d53f10 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml @@ -27,7 +27,6 @@ implemented_observables: theory_reference: Bertone:2013vaa dataset_label: NMC $d/p$ y_label: $F_2^d/F_2^p(x,Q^2)$ - data_reference: Arneodo:1996qe figure_by: - x plot_x: Q2 From bd4001490832f1844d735a06be20ff75d16a3006 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 09:58:30 +0000 Subject: [PATCH 030/138] Added kinematics.yaml --- .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 157 ++++++++++++++++++ 1 file changed, 157 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml new file mode 100644 index 0000000000..aa89034126 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -0,0 +1,157 @@ +bins: +- y: + min: null + mid: 123.0 + max: null + M2: + min: 13456.0 + mid: 15129.0 + max: 16900.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: null + mid: 140.0 + max: null + M2: + min: 16900.0 + mid: 19600.0 + max: 22500.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: null + mid: 160.0 + max: null + M2: + min: 22500.0 + mid: 25600.0 + max: 28900.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: null + mid: 180.0 + max: null + M2: + min: 28900.0 + mid: 32400.0 + max: 36100.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: null + mid: 200.0 + max: null + 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min: 490000.0 + mid: 722500.0 + max: 1000000.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: null + mid: 1250.0 + max: null + M2: + min: 1000000.0 + mid: 1562500.0 + max: 2250000.0 + sqrts: + min: null + mid: 7000.0 + max: null From 59e04bd0a0a40991e75a4bf44f68063b337e1440 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 11:08:02 +0000 Subject: [PATCH 031/138] Added raw data --- .../HEPData-ins1502620-v1-Table_10.yaml | 92 +++++++++++++++++++ .../HEPData-ins1502620-v1-Table_9.yaml | 92 +++++++++++++++++++ 2 files changed, 184 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml new file mode 100644 index 0000000000..9970522c8f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml @@ -0,0 +1,92 @@ + +independent_variables: +- header: {name: absolute lepton eta} + values: + - {low: 0.00, high: 0.21} + - {low: 0.21, high: 0.42} + - {low: 0.42, high: 0.63} + - {low: 0.63, high: 0.84} + - {low: 0.84, high: 1.05} + - {low: 1.05, high: 1.37} + - {low: 1.37, high: 1.52} + - {low: 1.52, high: 1.74} + - {low: 1.74, high: 1.95} + - {low: 1.95, high: 2.18} + - {low: 2.18, high: 2.50} + +dependent_variables: +- header: {name: '$d\sigma / d|\eta_\ell|$', units: PB} + qualifiers: + - {name: SQRT(S), units: GEV, value: 7000} + - {name: RE, value: P P --> W- X} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=LEPTON), units: GEV, value: '> 25'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + values: + - value: 436.45 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 432.78 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.16%} + - {label: 'cor', symerror: 0.48%} + - {label: 'lumi', symerror: 1.8%} + - value: 429.29 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 423.38 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 413.64 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.15%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 405.26 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.56%} + - {label: 'lumi', symerror: 1.8%} + - value: 388.02 + errors: + - {label: stat, symerror: 0.17%} + - {label: 'uncor', symerror: 0.34%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 377.51 + errors: + - {label: stat, symerror: 0.14%} + - {label: 'uncor', symerror: 0.16%} + - {label: 'cor', symerror: 0.58%} + - {label: 'lumi', symerror: 1.8%} + - value: 365.82 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.20%} + - {label: 'cor', symerror: 0.58%} + - {label: 'lumi', symerror: 1.8%} + - value: 344.70 + errors: + - {label: stat, symerror: 0.13%} + - {label: 'uncor', symerror: 0.17%} + - {label: 'cor', symerror: 0.59%} + - {label: 'lumi', symerror: 1.8%} + - value: 319.04 + errors: + - {label: stat, symerror: 0.14%} + - {label: 'uncor', symerror: 0.19%} + - {label: 'cor', symerror: 0.75%} + - {label: 'lumi', symerror: 1.8%} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml new file mode 100644 index 0000000000..bb874e0363 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml @@ -0,0 +1,92 @@ + +independent_variables: +- header: {name: absolute lepton eta} + values: + - {low: 0.00, high: 0.21} + - {low: 0.21, high: 0.42} + - {low: 0.42, high: 0.63} + - {low: 0.63, high: 0.84} + - {low: 0.84, high: 1.05} + - {low: 1.05, high: 1.37} + - {low: 1.37, high: 1.52} + - {low: 1.52, high: 1.74} + - {low: 1.74, high: 1.95} + - {low: 1.95, high: 2.18} + - {low: 2.18, high: 2.50} + +dependent_variables: +- header: {name: '$d\sigma / d|\eta_\ell|$', units: PB} + qualifiers: + - {name: SQRT(S), units: GEV, value: 7000} + - {name: RE, value: P P --> W+ X} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=LEPTON), units: GEV, value: '> 25'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + values: + - value: 577.15 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 576.87 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.15%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 581.75 + errors: + - {label: stat, symerror: 0.09%} + - {label: 'uncor', symerror: 0.12%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 586.07 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.11%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 586.33 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 599.07 + errors: + - {label: stat, symerror: 0.08%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.51%} + - {label: 'lumi', symerror: 1.8%} + - value: 596.75 + errors: + - {label: stat, symerror: 0.13%} + - {label: 'uncor', symerror: 0.33%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 604.17 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.55%} + - {label: 'lumi', symerror: 1.8%} + - value: 606.93 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.18%} + - {label: 'cor', symerror: 0.54%} + - {label: 'lumi', symerror: 1.8%} + - value: 593.40 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.53%} + - {label: 'lumi', symerror: 1.8%} + - value: 558.46 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.62%} + - {label: 'lumi', symerror: 1.8%} From 7bba9fb946d73f7c6500241a543655ec5b97a2ed Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 11:13:01 +0000 Subject: [PATCH 032/138] Added data central and kinematics to filter.py --- .../commondata/ATLAS_WPWM_7TEV_46FB/data.yaml | 23 ++ .../commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 31 ++ .../ATLAS_WPWM_7TEV_46FB/filter_utils.py | 82 ++++++ .../ATLAS_WPWM_7TEV_46FB/kinematics.yaml | 265 ++++++++++++++++++ 4 files changed, 401 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml new file mode 100644 index 0000000000..0b10ffdb22 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml @@ -0,0 +1,23 @@ +data_central: +- 577150.0 +- 576870.0 +- 581750.0 +- 586070.0 +- 586330.0 +- 599070.0 +- 596750.0 +- 604170.0 +- 606930.0 +- 593400.0 +- 558460.0 +- 436450.0 +- 432780.0 +- 429290.0 +- 423380.0 +- 413640.0 +- 405260.0 +- 388020.0 +- 377510.0 +- 365820.0 +- 344700.0 +- 319040.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py new file mode 100644 index 0000000000..1d7120efd3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -0,0 +1,31 @@ +""" +When running `python filter.py` the relevant data yaml +file will be created in the `nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB` directory. +""" + +import yaml +from filter_utils import get_data_values, get_kinematics + + +def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): + """ + This function writes the central values to yaml files. + """ + central_values = list(get_data_values()) + + kin = get_kinematics() + + data_central_yaml = {"data_central": central_values} + + kinematics_yaml = {"bins": kin} + + # write central values and kinematics to yaml file + with open("data.yaml", "w") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + with open("kinematics.yaml", "w") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + filter_ATLAS_WPWM_7TEV_46FB_data_kinematic() \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py new file mode 100644 index 0000000000..fb6a8b4bd7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py @@ -0,0 +1,82 @@ +""" +This module contains helper functions that are used to extract the data values +from the rawdata files. +""" + +import yaml +import pandas as pd +import numpy as np + + +def get_data_values(): + """ + returns the central data values in the form of a list. + """ + + data_central = [] + + hepdata_table_1 = f"rawdata/HEPData-ins1502620-v1-Table_9.yaml" + hepdata_table_2 = f"rawdata/HEPData-ins1502620-v1-Table_10.yaml" + + with open(hepdata_table_1, 'r') as file: + input_1 = yaml.safe_load(file) + + with open(hepdata_table_2, 'r') as file: + input_2 = yaml.safe_load(file) + + values_1 = input_1['dependent_variables'][0]['values'] + values_2 = input_2['dependent_variables'][0]['values'] + + values = values_1 + values_2 + + for value in values: + # store data central and convert the units + data_central.append(value['value'] * 1000) + + return data_central + + +def get_kinematics(): + """ + returns the kinematics in the form of a list of dictionaries. + """ + kin = [] + + hepdata_table_1 = f"rawdata/HEPData-ins1502620-v1-Table_9.yaml" + hepdata_table_2 = f"rawdata/HEPData-ins1502620-v1-Table_10.yaml" + + with open(hepdata_table_1, 'r') as file: + input_1 = yaml.safe_load(file) + + with open(hepdata_table_2, 'r') as file: + input_2 = yaml.safe_load(file) + + for i, M in enumerate(input_1["independent_variables"][0]['values']): + + kin_value = { + 'k1': { + 'min': None, + 'mid': (0.5 * (M['low'] + M['high'])), + 'max': None, + }, # absolute lepton eta + 'k2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'k3': {'min': None, 'mid': 7000.0, 'max': None}, + } + + kin.append(kin_value) + + for i, M in enumerate(input_2["independent_variables"][0]['values']): + + kin_value = { + 'k1': { + 'min': None, + 'mid': (0.5 * (M['low'] + M['high'])), + 'max': None, + }, # absolute lepton eta + 'k2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'k3': {'min': None, 'mid': 7000.0, 'max': None}, + } + + kin.append(kin_value) + + return kin \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml new file mode 100644 index 0000000000..b129d0f161 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -0,0 +1,265 @@ +bins: +- k1: + min: null + mid: 0.105 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.315 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.525 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.735 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.9450000000000001 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.21 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.445 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.63 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.845 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 2.065 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 2.34 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.105 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.315 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.525 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.735 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 0.9450000000000001 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.21 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.445 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.63 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 1.845 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 2.065 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null +- k1: + min: null + mid: 2.34 + max: null + k2: + min: null + mid: 6463.838404 + max: null + k3: + min: null + mid: 7000.0 + max: null From 8b3607cb627a651150668287d26385db107bbeea Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 12:39:18 +0000 Subject: [PATCH 033/138] Added uncertainty data and added function to produce uncertainties.yaml --- .../commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 56 +- .../ATLAS_WPWM_7TEV_46FB/filter_utils.py | 36 +- .../rawdata/wzrap11_full.csv | 23 + .../ATLAS_WPWM_7TEV_46FB/uncertainties.yaml | 3486 +++++++++++++++++ 4 files changed, 3598 insertions(+), 3 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py index 1d7120efd3..ef0baa9fd5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -4,7 +4,7 @@ """ import yaml -from filter_utils import get_data_values, get_kinematics +from filter_utils import get_data_values, get_kinematics, get_systematics def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): @@ -27,5 +27,57 @@ def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): yaml.dump(kinematics_yaml, file, sort_keys=False) +def filter_ATLAS_Z0_7TEV_49FB_systematics(): + """ + This function writes the systematics to a yaml file. + """ + + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + systematics = get_systematics() + + # error definition + error_definitions = {} + errors = [] + + counter = 1 + + for sys in systematics: + if sys[0]['name'] == 'stat': + error_definitions[sys[0]['name']] = { + "description": "Uncorrelated statistical uncertainties", + "treatment": "ADD", + "type": "UNCORR", + } + + else: + error_definitions['sys_corr_' + str(counter)] = { + "description": "Sys uncertainty idx: " + str(counter), + "treatment": "MULT", + "type": f"{sys[0]['name']}", + } + counter += 1 + + for i in range(metadata['implemented_observables'][0]['ndata']): + error_value = {} + counter_2 = 0 + for sys in systematics: + if counter_2 == 0: + error_value[sys[0]['name']] = float(sys[0]['values'][i]) + else: + error_value['sys_corr_' + str(counter_2)] = float(sys[0]['values'][i]) + counter_2 += 1 + + errors.append(error_value) + + uncertainties_yaml = {"definitions": error_definitions, "bins": errors} + + # write uncertainties + with open(f"uncertainties.yaml", 'w') as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + if __name__ == "__main__": - filter_ATLAS_WPWM_7TEV_46FB_data_kinematic() \ No newline at end of file + filter_ATLAS_WPWM_7TEV_46FB_data_kinematic() + filter_ATLAS_Z0_7TEV_49FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py index fb6a8b4bd7..aeab4bf98b 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py @@ -79,4 +79,38 @@ def get_kinematics(): kin.append(kin_value) - return kin \ No newline at end of file + return kin + + +def get_systematics_dataframe(): + """ + returns the absolute systematic uncertainties in the form of a pandas dataframe. + """ + sys_rawdata_path = "rawdata/wzrap11_full.csv" + + df = pd.read_csv(sys_rawdata_path) + data_central = np.array(get_data_values()) + + # convert (MULT) percentage unc to absolute unc + abs_unc_df = (df.T[2:] * data_central).T / 100 + + return abs_unc_df + + +def get_systematics(): + """ """ + abs_unc_df = get_systematics_dataframe() + + uncertainties = [] + + for i, unc_dp in enumerate(abs_unc_df.values.T): + name = f"{abs_unc_df.columns[i]}" + values = [unc_dp[j] for j in range(len(unc_dp))] + uncertainties.append([{"name": name, "values": values}]) + + return uncertainties + + +if __name__ == "__main__": + get_data_values() + get_systematics_dataframe() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv new file mode 100644 index 0000000000..33345c3593 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv @@ -0,0 +1,23 @@ 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b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml new file mode 100644 index 0000000000..3d2b3461c8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml @@ -0,0 +1,3486 @@ +definitions: + stat: + description: Uncorrelated statistical uncertainties + treatment: ADD + type: UNCORR + sys_corr_1: + description: 'Sys uncertainty idx: 1' + treatment: MULT + type: UNCORR + sys_corr_2: + description: 'Sys uncertainty idx: 2' + treatment: MULT + type: ATLASWZRAP11_1001 + sys_corr_3: + description: 'Sys uncertainty idx: 3' + treatment: MULT + type: ATLASWZRAP11_1002 + sys_corr_4: + description: 'Sys uncertainty idx: 4' + treatment: MULT + type: ATLASWZRAP11_1003 + sys_corr_5: + description: 'Sys uncertainty idx: 5' + treatment: MULT + type: ATLASWZRAP11_1004 + sys_corr_6: + description: 'Sys uncertainty idx: 6' + treatment: MULT + type: ATLASWZRAP11_1005 + sys_corr_7: + description: 'Sys uncertainty idx: 7' + treatment: MULT + type: ATLASWZRAP11_1006 + sys_corr_8: + description: 'Sys uncertainty idx: 8' + treatment: MULT + type: ATLASWZRAP11_1007 + sys_corr_9: + description: 'Sys uncertainty idx: 9' + treatment: MULT + type: ATLASWZRAP11_1008 + sys_corr_10: + description: 'Sys uncertainty idx: 10' + treatment: MULT + type: ATLASWZRAP11_1009 + sys_corr_11: + description: 'Sys uncertainty idx: 11' + treatment: MULT + type: ATLASWZRAP11_1010 + sys_corr_12: + description: 'Sys uncertainty idx: 12' + treatment: MULT + type: ATLASWZRAP11_1011 + sys_corr_13: + description: 'Sys uncertainty idx: 13' + treatment: MULT + type: ATLASWZRAP11_1012 + sys_corr_14: + description: 'Sys uncertainty idx: 14' + treatment: MULT + type: ATLASWZRAP11_1013 + sys_corr_15: + description: 'Sys uncertainty idx: 15' + treatment: MULT + type: ATLASWZRAP11_1014 + sys_corr_16: + description: 'Sys uncertainty idx: 16' + treatment: MULT + type: ATLASWZRAP11_1015 + sys_corr_17: + description: 'Sys uncertainty idx: 17' + treatment: MULT + type: ATLASWZRAP11_1016 + sys_corr_18: + description: 'Sys uncertainty idx: 18' + treatment: MULT + type: ATLASWZRAP11_1017 + sys_corr_19: + description: 'Sys uncertainty idx: 19' + treatment: MULT + type: ATLASWZRAP11_1018 + sys_corr_20: + description: 'Sys uncertainty idx: 20' + treatment: MULT + type: ATLASWZRAP11_1019 + sys_corr_21: + description: 'Sys uncertainty idx: 21' + treatment: MULT + type: ATLASWZRAP11_1020 + sys_corr_22: + description: 'Sys uncertainty idx: 22' + treatment: MULT + type: ATLASWZRAP11_1021 + sys_corr_23: + description: 'Sys uncertainty idx: 23' + treatment: MULT + type: ATLASWZRAP11_1022 + sys_corr_24: + description: 'Sys uncertainty idx: 24' + treatment: MULT + type: ATLASWZRAP11_1023 + sys_corr_25: + description: 'Sys uncertainty idx: 25' + treatment: MULT + type: ATLASWZRAP11_1024 + sys_corr_26: + description: 'Sys uncertainty idx: 26' + treatment: MULT + type: ATLASWZRAP11_1025 + sys_corr_27: + description: 'Sys uncertainty idx: 27' + treatment: MULT + type: ATLASWZRAP11_1026 + sys_corr_28: + description: 'Sys uncertainty idx: 28' + treatment: MULT + type: ATLASWZRAP11_1027 + sys_corr_29: + description: 'Sys uncertainty idx: 29' + treatment: MULT + type: ATLASWZRAP11_1028 + sys_corr_30: + description: 'Sys uncertainty idx: 30' + treatment: MULT + type: ATLASWZRAP11_1029 + sys_corr_31: + description: 'Sys uncertainty idx: 31' + treatment: MULT + type: ATLASWZRAP11_1030 + sys_corr_32: + description: 'Sys uncertainty idx: 32' + treatment: MULT + type: ATLASWZRAP11_1031 + sys_corr_33: + description: 'Sys uncertainty idx: 33' + treatment: MULT + type: ATLASWZRAP11_1032 + sys_corr_34: + description: 'Sys uncertainty idx: 34' + treatment: MULT + type: ATLASWZRAP11_1033 + sys_corr_35: + description: 'Sys uncertainty idx: 35' + treatment: MULT + type: ATLASWZRAP11_1034 + sys_corr_36: + description: 'Sys uncertainty idx: 36' + treatment: MULT + type: ATLASWZRAP11_1035 + sys_corr_37: + description: 'Sys uncertainty idx: 37' + treatment: MULT + type: ATLASWZRAP11_1036 + sys_corr_38: + description: 'Sys uncertainty idx: 38' + treatment: MULT + type: ATLASWZRAP11_1037 + sys_corr_39: + description: 'Sys uncertainty idx: 39' + treatment: MULT + type: ATLASWZRAP11_1038 + sys_corr_40: + description: 'Sys uncertainty idx: 40' + treatment: MULT + type: ATLASWZRAP11_1039 + sys_corr_41: + description: 'Sys uncertainty idx: 41' + treatment: MULT + type: ATLASWZRAP11_1040 + sys_corr_42: + description: 'Sys uncertainty idx: 42' + treatment: MULT + type: ATLASWZRAP11_1041 + sys_corr_43: + description: 'Sys uncertainty idx: 43' + treatment: MULT + type: ATLASWZRAP11_1042 + sys_corr_44: + description: 'Sys uncertainty idx: 44' + treatment: MULT + type: ATLASWZRAP11_1043 + sys_corr_45: + description: 'Sys uncertainty idx: 45' + treatment: MULT + type: ATLASWZRAP11_1044 + sys_corr_46: + description: 'Sys uncertainty idx: 46' + treatment: MULT + type: ATLASWZRAP11_1045 + sys_corr_47: + description: 'Sys uncertainty idx: 47' + treatment: MULT + type: ATLASWZRAP11_1046 + sys_corr_48: + description: 'Sys uncertainty idx: 48' + treatment: MULT + type: ATLASWZRAP11_1047 + sys_corr_49: + description: 'Sys uncertainty idx: 49' + treatment: MULT + type: ATLASWZRAP11_1048 + sys_corr_50: + description: 'Sys uncertainty idx: 50' + treatment: MULT + type: ATLASWZRAP11_1049 + sys_corr_51: + description: 'Sys uncertainty idx: 51' + treatment: MULT + type: ATLASWZRAP11_1050 + sys_corr_52: + description: 'Sys uncertainty idx: 52' + treatment: MULT + type: ATLASWZRAP11_1051 + sys_corr_53: + description: 'Sys uncertainty idx: 53' + treatment: MULT + type: ATLASWZRAP11_1052 + sys_corr_54: + description: 'Sys uncertainty idx: 54' + treatment: MULT + type: ATLASWZRAP11_1053 + sys_corr_55: + description: 'Sys uncertainty idx: 55' + treatment: MULT + type: ATLASWZRAP11_1054 + sys_corr_56: + description: 'Sys uncertainty idx: 56' + treatment: MULT + type: ATLASWZRAP11_1055 + sys_corr_57: + description: 'Sys uncertainty idx: 57' + treatment: MULT + type: ATLASWZRAP11_1056 + sys_corr_58: + description: 'Sys uncertainty idx: 58' + treatment: MULT + type: ATLASWZRAP11_1057 + sys_corr_59: + description: 'Sys uncertainty idx: 59' + treatment: MULT + type: ATLASWZRAP11_1058 + sys_corr_60: + description: 'Sys uncertainty idx: 60' + treatment: MULT + type: ATLASWZRAP11_1059 + sys_corr_61: + description: 'Sys uncertainty idx: 61' + treatment: MULT + type: ATLASWZRAP11_1060 + sys_corr_62: + description: 'Sys uncertainty idx: 62' + treatment: MULT + type: ATLASWZRAP11_1061 + sys_corr_63: + description: 'Sys uncertainty idx: 63' + treatment: MULT + type: ATLASWZRAP11_1062 + sys_corr_64: + description: 'Sys uncertainty idx: 64' + treatment: MULT + type: ATLASWZRAP11_1063 + sys_corr_65: + description: 'Sys uncertainty idx: 65' + treatment: MULT + type: ATLASWZRAP11_1064 + sys_corr_66: + description: 'Sys uncertainty idx: 66' + treatment: MULT + type: ATLASWZRAP11_1065 + sys_corr_67: + description: 'Sys uncertainty idx: 67' + treatment: MULT + type: ATLASWZRAP11_1066 + sys_corr_68: + description: 'Sys uncertainty idx: 68' + treatment: MULT + type: ATLASWZRAP11_1067 + sys_corr_69: + description: 'Sys uncertainty idx: 69' + treatment: MULT + type: ATLASWZRAP11_1068 + sys_corr_70: + description: 'Sys uncertainty idx: 70' + treatment: MULT + type: ATLASWZRAP11_1069 + sys_corr_71: + description: 'Sys uncertainty idx: 71' + treatment: MULT + type: ATLASWZRAP11_1070 + sys_corr_72: + description: 'Sys uncertainty idx: 72' + treatment: MULT + type: ATLASWZRAP11_1071 + sys_corr_73: + description: 'Sys uncertainty idx: 73' + treatment: MULT + type: ATLASWZRAP11_1072 + sys_corr_74: + description: 'Sys uncertainty idx: 74' + treatment: MULT + type: ATLASWZRAP11_1073 + sys_corr_75: + description: 'Sys uncertainty idx: 75' + treatment: MULT + type: ATLASWZRAP11_1074 + sys_corr_76: + description: 'Sys uncertainty idx: 76' + treatment: MULT + type: ATLASWZRAP11_1075 + sys_corr_77: + description: 'Sys uncertainty idx: 77' + treatment: MULT + type: ATLASWZRAP11_1076 + sys_corr_78: + description: 'Sys uncertainty idx: 78' + treatment: MULT + type: ATLASWZRAP11_1077 + sys_corr_79: + description: 'Sys uncertainty idx: 79' + treatment: MULT + type: ATLASWZRAP11_1078 + sys_corr_80: + description: 'Sys uncertainty idx: 80' + treatment: MULT + type: ATLASWZRAP11_1079 + sys_corr_81: + description: 'Sys uncertainty idx: 81' + treatment: MULT + type: ATLASWZRAP11_1080 + sys_corr_82: + description: 'Sys uncertainty idx: 82' + treatment: MULT + type: ATLASWZRAP11_1081 + sys_corr_83: + description: 'Sys uncertainty idx: 83' + treatment: MULT + type: ATLASWZRAP11_1082 + sys_corr_84: + description: 'Sys uncertainty idx: 84' + treatment: MULT + type: ATLASWZRAP11_1083 + sys_corr_85: + description: 'Sys uncertainty idx: 85' + treatment: MULT + type: ATLASWZRAP11_1084 + sys_corr_86: + description: 'Sys uncertainty idx: 86' + treatment: MULT + type: ATLASWZRAP11_1085 + sys_corr_87: + description: 'Sys uncertainty idx: 87' + treatment: MULT + type: ATLASWZRAP11_1086 + sys_corr_88: + description: 'Sys uncertainty idx: 88' + treatment: MULT + type: ATLASWZRAP11_1087 + sys_corr_89: + description: 'Sys uncertainty idx: 89' + treatment: MULT + type: ATLASWZRAP11_1088 + sys_corr_90: + description: 'Sys uncertainty idx: 90' + treatment: MULT + type: ATLASWZRAP11_1089 + sys_corr_91: + description: 'Sys uncertainty idx: 91' + treatment: MULT + type: ATLASWZRAP11_1090 + sys_corr_92: + description: 'Sys uncertainty idx: 92' + treatment: MULT + type: ATLASWZRAP11_1091 + sys_corr_93: + description: 'Sys uncertainty idx: 93' + treatment: MULT + type: ATLASWZRAP11_1092 + sys_corr_94: + description: 'Sys uncertainty idx: 94' + treatment: MULT + type: ATLASWZRAP11_1093 + sys_corr_95: + description: 'Sys uncertainty idx: 95' + treatment: MULT + type: ATLASWZRAP11_1094 + sys_corr_96: + description: 'Sys uncertainty idx: 96' + treatment: MULT + type: ATLASWZRAP11_1095 + sys_corr_97: + description: 'Sys uncertainty idx: 97' + treatment: MULT + type: ATLASWZRAP11_1096 + sys_corr_98: + description: 'Sys uncertainty idx: 98' + treatment: MULT + type: ATLASWZRAP11_1097 + sys_corr_99: + description: 'Sys uncertainty idx: 99' + treatment: MULT + type: ATLASWZRAP11_1098 + sys_corr_100: + description: 'Sys uncertainty idx: 100' + treatment: MULT + type: ATLASWZRAP11_1099 + sys_corr_101: + description: 'Sys uncertainty idx: 101' + treatment: MULT + type: ATLASWZRAP11_1100 + sys_corr_102: + description: 'Sys uncertainty idx: 102' + treatment: MULT + type: ATLASWZRAP11_1101 + sys_corr_103: + description: 'Sys uncertainty idx: 103' + treatment: MULT + type: ATLASWZRAP11_1102 + sys_corr_104: + description: 'Sys uncertainty idx: 104' + treatment: MULT + type: ATLASWZRAP11_1103 + sys_corr_105: + description: 'Sys uncertainty idx: 105' + treatment: MULT + type: ATLASWZRAP11_1104 + sys_corr_106: + description: 'Sys uncertainty idx: 106' + treatment: MULT + type: ATLASWZRAP11_1105 + sys_corr_107: + description: 'Sys uncertainty idx: 107' + treatment: MULT + type: ATLASWZRAP11_1106 + sys_corr_108: + description: 'Sys uncertainty idx: 108' + treatment: MULT + type: ATLASWZRAP11_1107 + sys_corr_109: + description: 'Sys uncertainty idx: 109' + treatment: MULT + type: ATLASWZRAP11_1108 + sys_corr_110: + description: 'Sys uncertainty idx: 110' + treatment: MULT + type: ATLASWZRAP11_1109 + sys_corr_111: + description: 'Sys uncertainty idx: 111' + treatment: MULT + type: ATLASWZRAP11_1110 + sys_corr_112: + description: 'Sys uncertainty idx: 112' + treatment: MULT + type: ATLASWZRAP11_1111 + sys_corr_113: + description: 'Sys uncertainty idx: 113' + treatment: MULT + type: ATLASWZRAP11_1112 + sys_corr_114: + description: 'Sys uncertainty idx: 114' + treatment: MULT + type: ATLASWZRAP11_1113 + sys_corr_115: + description: 'Sys uncertainty idx: 115' + treatment: MULT + type: ATLASWZRAP11_1114 + sys_corr_116: + description: 'Sys uncertainty idx: 116' + treatment: MULT + type: ATLASWZRAP11_1115 + sys_corr_117: + description: 'Sys uncertainty idx: 117' + treatment: MULT + type: ATLASWZRAP11_1116 + sys_corr_118: + description: 'Sys uncertainty idx: 118' + treatment: MULT + type: ATLASWZRAP11_1117 + sys_corr_119: + description: 'Sys uncertainty idx: 119' + treatment: MULT + type: ATLASWZRAP11_1118 + sys_corr_120: + description: 'Sys uncertainty idx: 120' + treatment: MULT + type: ATLASWZRAP11_1119 + sys_corr_121: + description: 'Sys uncertainty idx: 121' + treatment: MULT + type: ATLASWZRAP11_1120 + sys_corr_122: + description: 'Sys uncertainty idx: 122' + treatment: MULT + type: ATLASWZRAP11_1121 + sys_corr_123: + description: 'Sys uncertainty idx: 123' + treatment: MULT + type: ATLASWZRAP11_1122 + sys_corr_124: + description: 'Sys uncertainty idx: 124' + treatment: MULT + type: ATLASWZRAP11_1123 + sys_corr_125: + description: 'Sys uncertainty idx: 125' + treatment: MULT + type: ATLASWZRAP11_1124 + sys_corr_126: + description: 'Sys uncertainty idx: 126' + treatment: MULT + type: ATLASWZRAP11_1125 + sys_corr_127: + description: 'Sys uncertainty idx: 127' + treatment: MULT + type: ATLASWZRAP11_1126 + sys_corr_128: + description: 'Sys uncertainty idx: 128' + treatment: MULT + type: ATLASWZRAP11_1127 + sys_corr_129: + description: 'Sys uncertainty idx: 129' + treatment: MULT + type: ATLASWZRAP11_1128 + sys_corr_130: + description: 'Sys uncertainty idx: 130' + treatment: MULT + type: ATLASWZRAP11_1129 + sys_corr_131: + description: 'Sys uncertainty idx: 131' + treatment: MULT + type: ATLASWZRAP11_1130 + sys_corr_132: + description: 'Sys uncertainty idx: 132' + treatment: MULT + type: ATLASLUMI11 + sys_corr_133: + description: 'Sys uncertainty idx: 133' + treatment: MULT + type: UNCORR.1 +bins: +- stat: 626.380895 + sys_corr_1: 760.91456 + sys_corr_2: -126.973 + sys_corr_3: 5.7715 + sys_corr_4: 5.7715 + sys_corr_5: 0.0 + sys_corr_6: -5.7715 + sys_corr_7: 28.8575 + sys_corr_8: -69.258 + sys_corr_9: 819.5529999999999 + sys_corr_10: 1644.8775 + sys_corr_11: 277.032 + sys_corr_12: 28.8575 + sys_corr_13: 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sys_corr_68: 37.917 + sys_corr_69: 113.751 + sys_corr_70: 27.576 + sys_corr_71: 0.0 + sys_corr_72: 203.373 + sys_corr_73: -82.728 + sys_corr_74: 44.81099999999999 + sys_corr_75: 175.79699999999997 + sys_corr_76: 68.94 + sys_corr_77: -182.69099999999997 + sys_corr_78: -24.129 + sys_corr_79: -20.682 + sys_corr_80: 151.668 + sys_corr_81: 72.387 + sys_corr_82: -58.599000000000004 + sys_corr_83: 48.258 + sys_corr_84: -79.28099999999999 + sys_corr_85: 93.069 + sys_corr_86: -113.751 + sys_corr_87: 44.81099999999999 + sys_corr_88: 62.04599999999999 + sys_corr_89: 13.788 + sys_corr_90: 0.0 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: 34.47 + sys_corr_101: 17.235 + sys_corr_102: -89.62199999999999 + sys_corr_103: 6.894 + sys_corr_104: -79.28099999999999 + sys_corr_105: 20.682 + sys_corr_106: 0.0 + sys_corr_107: -34.47 + sys_corr_108: 24.129 + sys_corr_109: 34.47 + sys_corr_110: 24.129 + sys_corr_111: 93.069 + sys_corr_112: -31.022999999999996 + sys_corr_113: -827.28 + sys_corr_114: -189.585 + sys_corr_115: -310.23 + sys_corr_116: -55.152 + sys_corr_117: -68.94 + sys_corr_118: 517.05 + sys_corr_119: 230.949 + sys_corr_120: 420.534 + sys_corr_121: 975.5009999999999 + sys_corr_122: 382.61699999999996 + sys_corr_123: -113.751 + sys_corr_124: 96.516 + sys_corr_125: -62.04599999999999 + sys_corr_126: 162.009 + sys_corr_127: 65.493 + sys_corr_128: 141.327 + sys_corr_129: 168.903 + sys_corr_130: 68.94 + sys_corr_131: -55.152 + sys_corr_132: 6204.6 + sys_corr_133: 441.216 +- stat: 444.10367999999994 + sys_corr_1: 618.203808 + sys_corr_2: 12.761600000000001 + sys_corr_3: 57.42719999999999 + sys_corr_4: -0.0 + sys_corr_5: -9.5712 + sys_corr_6: -15.952 + sys_corr_7: 38.2848 + sys_corr_8: 44.665600000000005 + sys_corr_9: 293.5168 + sys_corr_10: 826.3136 + sys_corr_11: -638.08 + sys_corr_12: -194.6144 + sys_corr_13: 35.09439999999999 + sys_corr_14: -0.0 + sys_corr_15: 357.32480000000004 + sys_corr_16: 35.09439999999999 + sys_corr_17: 6.380800000000001 + sys_corr_18: 19.1424 + sys_corr_19: 6.380800000000001 + sys_corr_20: 41.475199999999994 + sys_corr_21: 9.5712 + sys_corr_22: -15.952 + sys_corr_23: 12.761600000000001 + sys_corr_24: -3.1904000000000003 + sys_corr_25: -3.1904000000000003 + sys_corr_26: 9.5712 + sys_corr_27: 6.380800000000001 + sys_corr_28: -3.1904000000000003 + sys_corr_29: 0.0 + sys_corr_30: -3.1904000000000003 + sys_corr_31: -3.1904000000000003 + sys_corr_32: -6.380800000000001 + sys_corr_33: 15.952 + sys_corr_34: -0.0 + sys_corr_35: 12.761600000000001 + sys_corr_36: -9.5712 + sys_corr_37: 92.52159999999999 + sys_corr_38: 9.5712 + sys_corr_39: -44.665600000000005 + sys_corr_40: 15.952 + sys_corr_41: 47.855999999999995 + sys_corr_42: 35.09439999999999 + sys_corr_43: -28.713599999999996 + sys_corr_44: -35.09439999999999 + sys_corr_45: -3.1904000000000003 + sys_corr_46: -15.952 + sys_corr_47: 19.1424 + sys_corr_48: -63.808 + sys_corr_49: 3.1904000000000003 + sys_corr_50: -3.1904000000000003 + sys_corr_51: 19.1424 + sys_corr_52: -60.6176 + sys_corr_53: 51.046400000000006 + sys_corr_54: 9.5712 + sys_corr_55: -57.42719999999999 + sys_corr_56: -204.18560000000002 + sys_corr_57: -111.66400000000002 + sys_corr_58: -60.6176 + sys_corr_59: -188.2336 + sys_corr_60: 54.2368 + sys_corr_61: -146.7584 + sys_corr_62: -133.9968 + sys_corr_63: -105.2832 + sys_corr_64: 73.3792 + sys_corr_65: -38.2848 + sys_corr_66: 54.2368 + sys_corr_67: -108.4736 + sys_corr_68: 47.855999999999995 + sys_corr_69: -38.2848 + sys_corr_70: 178.66240000000002 + sys_corr_71: 0.0 + sys_corr_72: 267.9936 + sys_corr_73: -261.61280000000005 + sys_corr_74: 66.9984 + sys_corr_75: -169.0912 + sys_corr_76: -98.9024 + sys_corr_77: 41.475199999999994 + sys_corr_78: -6.380800000000001 + sys_corr_79: 15.952 + sys_corr_80: 66.9984 + sys_corr_81: -6.380800000000001 + sys_corr_82: 22.332800000000002 + sys_corr_83: 47.855999999999995 + sys_corr_84: 197.8048 + sys_corr_85: -12.761600000000001 + sys_corr_86: 9.5712 + sys_corr_87: 22.332800000000002 + sys_corr_88: 76.5696 + sys_corr_89: 3.1904000000000003 + sys_corr_90: 6.380800000000001 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: -57.42719999999999 + sys_corr_101: 41.475199999999994 + sys_corr_102: -47.855999999999995 + sys_corr_103: -38.2848 + sys_corr_104: 76.5696 + sys_corr_105: -44.665600000000005 + sys_corr_106: -19.1424 + sys_corr_107: 6.380800000000001 + sys_corr_108: -162.7104 + sys_corr_109: -54.2368 + sys_corr_110: -28.713599999999996 + sys_corr_111: -25.523200000000003 + sys_corr_112: -35.09439999999999 + sys_corr_113: -851.8368 + sys_corr_114: -236.0896 + sys_corr_115: -386.03839999999997 + sys_corr_116: -57.42719999999999 + sys_corr_117: -175.472 + sys_corr_118: 513.6544 + sys_corr_119: 239.28 + sys_corr_120: 405.18080000000003 + sys_corr_121: 992.2144000000001 + sys_corr_122: 491.3216 + sys_corr_123: -38.2848 + sys_corr_124: 245.6608 + sys_corr_125: -108.4736 + sys_corr_126: 274.3744 + sys_corr_127: 60.6176 + sys_corr_128: 676.3648 + sys_corr_129: 153.1392 + sys_corr_130: -513.6544 + sys_corr_131: -548.7488 + sys_corr_132: 5742.72 + sys_corr_133: 379.65759999999995 From 3128820547d3b490ff356df3f92a54baf8f9f87a Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 12:53:29 +0000 Subject: [PATCH 034/138] Prettify floats --- .../nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py index ef0baa9fd5..e2dddb9856 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -6,6 +6,11 @@ import yaml from filter_utils import get_data_values, get_kinematics, get_systematics +def prettify_float(representer, value): + return representer.represent_scalar('tag:yaml.org,2002:float', '{:.4f}'.format(value)) + + +yaml.add_representer(float, prettify_float) def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): """ From a8ac03f77e723a5c1f79127e3c6b43d2ea7dc42e Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 8 Nov 2024 13:15:54 +0000 Subject: [PATCH 035/138] Added new HEP link to metadata --- .../nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index 67804678c9..065f99045d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -10,7 +10,7 @@ arXiv: iNSPIRE: url: '' hepdata: - url: 10.17182/hepdata.76541.v1/t9-t10 + url: https://www.hepdata.net/record/ins1502620 version: -1 implemented_observables: - observable_name: CC-ETA @@ -19,7 +19,7 @@ implemented_observables: label: ATLAS $W$ 7 TeV 2011 Central selection units: '' process_type: EWK_RAP - tables: [] + tables: [9,10] npoints: [] ndata: 22 plotting: From c3a96841f8fc06145e5849ffdafcbb72d39a53fc Mon Sep 17 00:00:00 2001 From: ecole41 Date: Sat, 9 Nov 2024 10:17:18 +0000 Subject: [PATCH 036/138] Prettify floats --- .../commondata/ATLAS_WPWM_7TEV_46FB/data.yaml | 44 +- .../ATLAS_WPWM_7TEV_46FB/kinematics.yaml | 132 +- .../ATLAS_WPWM_7TEV_46FB/metadata.yaml | 5 +- .../ATLAS_WPWM_7TEV_46FB/uncertainties.yaml | 3100 ++++++++--------- 4 files changed, 1641 insertions(+), 1640 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml index 0b10ffdb22..57d170a485 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml @@ -1,23 +1,23 @@ data_central: -- 577150.0 -- 576870.0 -- 581750.0 -- 586070.0 -- 586330.0 -- 599070.0 -- 596750.0 -- 604170.0 -- 606930.0 -- 593400.0 -- 558460.0 -- 436450.0 -- 432780.0 -- 429290.0 -- 423380.0 -- 413640.0 -- 405260.0 -- 388020.0 -- 377510.0 -- 365820.0 -- 344700.0 -- 319040.0 +- 577150.0000 +- 576870.0000 +- 581750.0000 +- 586070.0000 +- 586330.0000 +- 599070.0000 +- 596750.0000 +- 604170.0000 +- 606930.0000 +- 593400.0000 +- 558460.0000 +- 436450.0000 +- 432780.0000 +- 429290.0000 +- 423380.0000 +- 413640.0000 +- 405260.0000 +- 388020.0000 +- 377510.0000 +- 365820.0000 +- 344700.0000 +- 319040.0000 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml index b129d0f161..51e9324194 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -1,265 +1,265 @@ bins: - k1: min: null - mid: 0.105 + mid: 0.1050 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.315 + mid: 0.3150 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.525 + mid: 0.5250 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.735 + mid: 0.7350 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.9450000000000001 + mid: 0.9450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.21 + mid: 1.2100 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.445 + mid: 1.4450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.63 + mid: 1.6300 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.845 + mid: 1.8450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 2.065 + mid: 2.0650 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 2.34 + mid: 2.3400 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.105 + mid: 0.1050 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.315 + mid: 0.3150 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.525 + mid: 0.5250 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.735 + mid: 0.7350 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 0.9450000000000001 + mid: 0.9450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.21 + mid: 1.2100 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.445 + mid: 1.4450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.63 + mid: 1.6300 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 1.845 + mid: 1.8450 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 2.065 + mid: 2.0650 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null - k1: min: null - mid: 2.34 + mid: 2.3400 max: null k2: min: null - mid: 6463.838404 + mid: 6463.8384 max: null k3: min: null - mid: 7000.0 + mid: 7000.0000 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index 065f99045d..89d5444b0d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -83,10 +83,11 @@ implemented_observables: FK_tables: - - ATLAS_WP_7TEV - ATLAS_WM_7TEV - data_uncertainties: [] + data_uncertainties: + - uncertainties.yaml variants: legacy: data_uncertainties: - uncertainties_legacy_CC-ETA.yaml - data_central: data_legacy_CC-ETA.yaml + data_central: data.yaml ported_from: ATLASWRAP11CC diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml index 3d2b3461c8..7b1bef8e3b 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml @@ -536,179 +536,179 @@ definitions: treatment: MULT type: UNCORR.1 bins: -- stat: 626.380895 - sys_corr_1: 760.91456 - sys_corr_2: -126.973 +- stat: 626.3809 + sys_corr_1: 760.9146 + sys_corr_2: -126.9730 sys_corr_3: 5.7715 sys_corr_4: 5.7715 - sys_corr_5: 0.0 + sys_corr_5: 0.0000 sys_corr_6: -5.7715 sys_corr_7: 28.8575 - sys_corr_8: -69.258 - sys_corr_9: 819.5529999999999 + sys_corr_8: -69.2580 + sys_corr_9: 819.5530 sys_corr_10: 1644.8775 - sys_corr_11: 277.032 + sys_corr_11: 277.0320 sys_corr_12: 28.8575 - sys_corr_13: 202.00250000000003 - sys_corr_14: 0.0 - sys_corr_15: 657.951 - sys_corr_16: 51.94349999999999 + sys_corr_13: 202.0025 + sys_corr_14: 0.0000 + sys_corr_15: 657.9510 + sys_corr_16: 51.9435 sys_corr_17: 17.3145 sys_corr_18: 40.4005 - sys_corr_19: 121.20150000000001 - sys_corr_20: 69.258 + sys_corr_19: 121.2015 + sys_corr_20: 69.2580 sys_corr_21: -259.7175 - sys_corr_22: -11.543 - sys_corr_23: -23.086 + sys_corr_22: -11.5430 + sys_corr_23: -23.0860 sys_corr_24: -28.8575 sys_corr_25: -5.7715 - sys_corr_26: 51.94349999999999 - sys_corr_27: -46.172 + sys_corr_26: 51.9435 + sys_corr_27: -46.1720 sys_corr_28: 40.4005 sys_corr_29: -40.4005 sys_corr_30: 5.7715 - sys_corr_31: 0.0 + sys_corr_31: 0.0000 sys_corr_32: -5.7715 - sys_corr_33: 23.086 - sys_corr_34: 34.629 + sys_corr_33: 23.0860 + sys_corr_34: 34.6290 sys_corr_35: 5.7715 - sys_corr_36: -23.086 - sys_corr_37: 69.258 + sys_corr_36: -23.0860 + sys_corr_37: 69.2580 sys_corr_38: 317.4325 - sys_corr_39: -115.43 + sys_corr_39: -115.4300 sys_corr_40: 40.4005 - sys_corr_41: 219.317 + sys_corr_41: 219.3170 sys_corr_42: 144.2875 sys_corr_43: 28.8575 sys_corr_44: -75.0295 - sys_corr_45: 11.543 - sys_corr_46: 103.88699999999999 - sys_corr_47: 23.086 - sys_corr_48: 51.94349999999999 - sys_corr_49: -46.172 + sys_corr_45: 11.5430 + sys_corr_46: 103.8870 + sys_corr_47: 23.0860 + sys_corr_48: 51.9435 + sys_corr_49: -46.1720 sys_corr_50: 109.6585 - sys_corr_51: 11.543 - sys_corr_52: 173.145 - sys_corr_53: -115.43 - sys_corr_54: -11.543 - sys_corr_55: 92.344 + sys_corr_51: 11.5430 + sys_corr_52: 173.1450 + sys_corr_53: -115.4300 + sys_corr_54: -11.5430 + sys_corr_55: 92.3440 sys_corr_56: 109.6585 sys_corr_57: 75.0295 - sys_corr_58: 225.08849999999998 - sys_corr_59: 46.172 - sys_corr_60: -11.543 + sys_corr_58: 225.0885 + sys_corr_59: 46.1720 + sys_corr_60: -11.5430 sys_corr_61: 28.8575 - sys_corr_62: 184.688 + sys_corr_62: 184.6880 sys_corr_63: 178.9165 - sys_corr_64: 103.88699999999999 - sys_corr_65: 126.973 - sys_corr_66: -103.88699999999999 + sys_corr_64: 103.8870 + sys_corr_65: 126.9730 + sys_corr_66: -103.8870 sys_corr_67: 40.4005 sys_corr_68: -40.4005 sys_corr_69: -28.8575 sys_corr_70: -109.6585 - sys_corr_71: -0.0 + sys_corr_71: -0.0000 sys_corr_72: 132.7445 - sys_corr_73: 80.801 - sys_corr_74: 57.715 - sys_corr_75: 103.88699999999999 - sys_corr_76: -461.72 - sys_corr_77: -242.40300000000002 + sys_corr_73: 80.8010 + sys_corr_74: 57.7150 + sys_corr_75: 103.8870 + sys_corr_76: -461.7200 + sys_corr_77: -242.4030 sys_corr_78: -132.7445 - sys_corr_79: 150.059 - sys_corr_80: 34.629 - sys_corr_81: -277.032 - sys_corr_82: -253.946 + sys_corr_79: 150.0590 + sys_corr_80: 34.6290 + sys_corr_81: -277.0320 + sys_corr_82: -253.9460 sys_corr_83: -28.8575 sys_corr_84: 109.6585 sys_corr_85: 132.7445 sys_corr_86: -86.5725 - sys_corr_87: 69.258 - sys_corr_88: 46.172 - sys_corr_89: 51.94349999999999 + sys_corr_87: 69.2580 + sys_corr_88: 46.1720 + sys_corr_89: 51.9435 sys_corr_90: 17.3145 - sys_corr_91: -0.0 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: 0.0 - sys_corr_99: 0.0 - sys_corr_100: 150.059 + sys_corr_91: -0.0000 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: 0.0000 + sys_corr_99: 0.0000 + sys_corr_100: 150.0590 sys_corr_101: 144.2875 - sys_corr_102: -0.0 - sys_corr_103: 57.715 + sys_corr_102: -0.0000 + sys_corr_103: 57.7150 sys_corr_104: -28.8575 - sys_corr_105: -69.258 - sys_corr_106: -92.344 - sys_corr_107: 265.489 + sys_corr_105: -69.2580 + sys_corr_106: -92.3440 + sys_corr_107: 265.4890 sys_corr_108: 28.8575 - sys_corr_109: 51.94349999999999 - sys_corr_110: -202.00250000000003 - sys_corr_111: 80.801 - sys_corr_112: 11.543 - sys_corr_113: -1148.5285000000001 - sys_corr_114: -196.23100000000002 - sys_corr_115: -502.12049999999994 - sys_corr_116: 34.629 - sys_corr_117: -161.602 + sys_corr_109: 51.9435 + sys_corr_110: -202.0025 + sys_corr_111: 80.8010 + sys_corr_112: 11.5430 + sys_corr_113: -1148.5285 + sys_corr_114: -196.2310 + sys_corr_115: -502.1205 + sys_corr_116: 34.6290 + sys_corr_117: -161.6020 sys_corr_118: 548.2925 - sys_corr_119: 51.94349999999999 + sys_corr_119: 51.9435 sys_corr_120: 663.7225 - sys_corr_121: 640.6365000000001 + sys_corr_121: 640.6365 sys_corr_122: 721.4375 - sys_corr_123: -150.059 - sys_corr_124: -554.064 - sys_corr_125: 103.88699999999999 - sys_corr_126: 23.086 - sys_corr_127: -11.543 + sys_corr_123: -150.0590 + sys_corr_124: -554.0640 + sys_corr_125: 103.8870 + sys_corr_126: 23.0860 + sys_corr_127: -11.5430 sys_corr_128: -86.5725 - sys_corr_129: 23.086 - sys_corr_130: 23.086 - sys_corr_131: 409.77649999999994 - sys_corr_132: 10388.7 - sys_corr_133: 715.666 -- stat: 620.942868 - sys_corr_1: 845.5760459999999 + sys_corr_129: 23.0860 + sys_corr_130: 23.0860 + sys_corr_131: 409.7765 + sys_corr_132: 10388.7000 + sys_corr_133: 715.6660 +- stat: 620.9429 + sys_corr_1: 845.5760 sys_corr_2: -92.2992 sys_corr_3: 11.5374 sys_corr_4: 11.5374 sys_corr_5: 5.7687 - sys_corr_6: -0.0 + sys_corr_6: -0.0000 sys_corr_7: 28.8435 sys_corr_8: -69.2244 - sys_corr_9: 669.1691999999999 + sys_corr_9: 669.1692 sys_corr_10: 1488.3246 sys_corr_11: -5.7687 sys_corr_12: -46.1496 - sys_corr_13: 196.13580000000002 - sys_corr_14: -0.0 - sys_corr_15: 663.4005000000001 + sys_corr_13: 196.1358 + sys_corr_14: -0.0000 + sys_corr_15: 663.4005 sys_corr_16: 51.9183 sys_corr_17: 17.3061 - sys_corr_18: 40.380900000000004 - sys_corr_19: 115.374 + sys_corr_18: 40.3809 + sys_corr_19: 115.3740 sys_corr_20: 63.4557 - sys_corr_21: -80.76180000000001 + sys_corr_21: -80.7618 sys_corr_22: -11.5374 sys_corr_23: -11.5374 sys_corr_24: -23.0748 sys_corr_25: -5.7687 - sys_corr_26: 40.380900000000004 + sys_corr_26: 40.3809 sys_corr_27: -28.8435 sys_corr_28: 34.6122 - sys_corr_29: -40.380900000000004 + sys_corr_29: -40.3809 sys_corr_30: 23.0748 - sys_corr_31: 40.380900000000004 + sys_corr_31: 40.3809 sys_corr_32: -17.3061 sys_corr_33: 28.8435 sys_corr_34: 17.3061 sys_corr_35: 5.7687 sys_corr_36: -23.0748 - sys_corr_37: 98.06790000000001 - sys_corr_38: 86.53049999999999 + sys_corr_37: 98.0679 + sys_corr_38: 86.5305 sys_corr_39: 11.5374 sys_corr_40: 51.9183 sys_corr_41: 253.8228 @@ -720,164 +720,164 @@ bins: sys_corr_47: 11.5374 sys_corr_48: 23.0748 sys_corr_49: -28.8435 - sys_corr_50: 86.53049999999999 + sys_corr_50: 86.5305 sys_corr_51: 28.8435 - sys_corr_52: 167.29229999999998 - sys_corr_53: -109.60529999999999 - sys_corr_54: -0.0 + sys_corr_52: 167.2923 + sys_corr_53: -109.6053 + sys_corr_54: -0.0000 sys_corr_55: -155.7549 sys_corr_56: -138.4488 sys_corr_57: 28.8435 - sys_corr_58: 173.06099999999998 - sys_corr_59: -115.374 + sys_corr_58: 173.0610 + sys_corr_59: -115.3740 sys_corr_60: 11.5374 - sys_corr_61: -109.60529999999999 + sys_corr_61: -109.6053 sys_corr_62: 51.9183 sys_corr_63: 28.8435 sys_corr_64: -5.7687 sys_corr_65: 23.0748 sys_corr_66: 23.0748 - sys_corr_67: 167.29229999999998 - sys_corr_68: -98.06790000000001 - sys_corr_69: -248.05409999999995 + sys_corr_67: 167.2923 + sys_corr_68: -98.0679 + sys_corr_69: -248.0541 sys_corr_70: -74.9931 - sys_corr_71: -0.0 + sys_corr_71: -0.0000 sys_corr_72: 149.9862 - sys_corr_73: 109.60529999999999 + sys_corr_73: 109.6053 sys_corr_74: -28.8435 sys_corr_75: 5.7687 sys_corr_76: -74.9931 - sys_corr_77: -57.687 + sys_corr_77: -57.6870 sys_corr_78: -74.9931 - sys_corr_79: -230.748 - sys_corr_80: 346.12199999999996 + sys_corr_79: -230.7480 + sys_corr_80: 346.1220 sys_corr_81: -51.9183 - sys_corr_82: -346.12199999999996 - sys_corr_83: -0.0 + sys_corr_82: -346.1220 + sys_corr_83: -0.0000 sys_corr_84: -11.5374 sys_corr_85: 138.4488 sys_corr_86: 28.8435 - sys_corr_87: 80.76180000000001 - sys_corr_88: 40.380900000000004 + sys_corr_87: 80.7618 + sys_corr_88: 40.3809 sys_corr_89: 34.6122 sys_corr_90: 11.5374 sys_corr_91: -5.7687 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: 224.9793 sys_corr_101: -17.3061 sys_corr_102: 34.6122 sys_corr_103: -34.6122 sys_corr_104: -46.1496 sys_corr_105: -92.2992 - sys_corr_106: 86.53049999999999 + sys_corr_106: 86.5305 sys_corr_107: 63.4557 sys_corr_108: 28.8435 sys_corr_109: -17.3061 sys_corr_110: -5.7687 sys_corr_111: 5.7687 - sys_corr_112: -40.380900000000004 - sys_corr_113: -1130.6652000000001 - sys_corr_114: -236.51670000000001 - sys_corr_115: -496.1081999999999 + sys_corr_112: -40.3809 + sys_corr_113: -1130.6652 + sys_corr_114: -236.5167 + sys_corr_115: -496.1082 sys_corr_116: 92.2992 sys_corr_117: 23.0748 sys_corr_118: 997.9851 sys_corr_119: 92.2992 sys_corr_120: 640.3257 - sys_corr_121: 594.1760999999999 - sys_corr_122: 674.9379000000001 + sys_corr_121: 594.1761 + sys_corr_122: 674.9379 sys_corr_123: -132.6801 sys_corr_124: -317.2785 sys_corr_125: 23.0748 sys_corr_126: 46.1496 - sys_corr_127: 0.0 + sys_corr_127: 0.0000 sys_corr_128: -155.7549 - sys_corr_129: 40.380900000000004 + sys_corr_129: 40.3809 sys_corr_130: -63.4557 sys_corr_131: 184.5984 - sys_corr_132: 10383.66 - sys_corr_133: 663.4005000000001 -- stat: 534.6224325 + sys_corr_132: 10383.6600 + sys_corr_133: 663.4005 +- stat: 534.6224 sys_corr_1: 719.2757 sys_corr_2: -215.2475 - sys_corr_3: 23.27 + sys_corr_3: 23.2700 sys_corr_4: 17.4525 sys_corr_5: -5.8175 - sys_corr_6: 11.635 + sys_corr_6: 11.6350 sys_corr_7: 75.6275 - sys_corr_8: -127.985 + sys_corr_8: -127.9850 sys_corr_9: 785.3625 sys_corr_10: 1320.5725 sys_corr_11: -261.7875 - sys_corr_12: -104.715 + sys_corr_12: -104.7150 sys_corr_13: 191.9775 - sys_corr_14: -0.0 - sys_corr_15: 663.195 + sys_corr_14: -0.0000 + sys_corr_15: 663.1950 sys_corr_16: 52.3575 sys_corr_17: 17.4525 - sys_corr_18: 34.905 - sys_corr_19: 104.715 + sys_corr_18: 34.9050 + sys_corr_19: 104.7150 sys_corr_20: 63.9925 - sys_corr_21: -23.27 + sys_corr_21: -23.2700 sys_corr_22: -17.4525 - sys_corr_23: -0.0 - sys_corr_24: -23.27 - sys_corr_25: -0.0 - sys_corr_26: 34.905 + sys_corr_23: -0.0000 + sys_corr_24: -23.2700 + sys_corr_25: -0.0000 + sys_corr_26: 34.9050 sys_corr_27: -40.7225 sys_corr_28: 29.0875 sys_corr_29: -17.4525 sys_corr_30: 17.4525 sys_corr_31: -40.7225 - sys_corr_32: 0.0 + sys_corr_32: 0.0000 sys_corr_33: 87.2625 sys_corr_34: 5.8175 - sys_corr_35: 0.0 + sys_corr_35: 0.0000 sys_corr_36: -29.0875 - sys_corr_37: 104.715 - sys_corr_38: 23.27 + sys_corr_37: 104.7150 + sys_corr_38: 23.2700 sys_corr_39: -238.5175 - sys_corr_40: 209.43 - sys_corr_41: 186.16 + sys_corr_40: 209.4300 + sys_corr_41: 186.1600 sys_corr_42: 63.9925 sys_corr_43: -5.8175 sys_corr_44: -87.2625 sys_corr_45: -29.0875 - sys_corr_46: 58.175 - sys_corr_47: -11.635 - sys_corr_48: -23.27 + sys_corr_46: 58.1750 + sys_corr_47: -11.6350 + sys_corr_48: -23.2700 sys_corr_49: -17.4525 sys_corr_50: 40.7225 sys_corr_51: 5.8175 - sys_corr_52: 174.525 + sys_corr_52: 174.5250 sys_corr_53: -122.1675 sys_corr_54: 5.8175 - sys_corr_55: -151.255 - sys_corr_56: -151.255 + sys_corr_55: -151.2550 + sys_corr_56: -151.2550 sys_corr_57: 52.3575 sys_corr_58: 98.8975 sys_corr_59: 5.8175 sys_corr_60: 29.0875 sys_corr_61: -5.8175 sys_corr_62: 168.7075 - sys_corr_63: 93.08 - sys_corr_64: -46.54 - sys_corr_65: -69.81 + sys_corr_63: 93.0800 + sys_corr_64: -46.5400 + sys_corr_65: -69.8100 sys_corr_66: -98.8975 - sys_corr_67: 34.905 - sys_corr_68: -93.08 - sys_corr_69: -383.955 - sys_corr_70: -46.54 - sys_corr_71: 0.0 + sys_corr_67: 34.9050 + sys_corr_68: -93.0800 + sys_corr_69: -383.9550 + sys_corr_70: -46.5400 + sys_corr_71: 0.0000 sys_corr_72: 226.8825 - sys_corr_73: 197.795 + sys_corr_73: 197.7950 sys_corr_74: 40.7225 sys_corr_75: -17.4525 sys_corr_76: -5.8175 @@ -885,50 +885,50 @@ bins: sys_corr_78: -52.3575 sys_corr_79: -343.2325 sys_corr_80: 366.5025 - sys_corr_81: 11.635 + sys_corr_81: 11.6350 sys_corr_82: -87.2625 sys_corr_83: -98.8975 sys_corr_84: 40.7225 - sys_corr_85: -11.635 + sys_corr_85: -11.6350 sys_corr_86: 75.6275 sys_corr_87: 98.8975 - sys_corr_88: 34.905 - sys_corr_89: 23.27 + sys_corr_88: 34.9050 + sys_corr_89: 23.2700 sys_corr_90: 5.8175 - sys_corr_91: -11.635 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 - sys_corr_100: 81.445 + sys_corr_91: -11.6350 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 + sys_corr_100: 81.4450 sys_corr_101: -5.8175 sys_corr_102: 5.8175 sys_corr_103: -29.0875 sys_corr_104: -87.2625 - sys_corr_105: -93.08 + sys_corr_105: -93.0800 sys_corr_106: 52.3575 - sys_corr_107: -11.635 - sys_corr_108: 58.175 - sys_corr_109: 23.27 + sys_corr_107: -11.6350 + sys_corr_108: 58.1750 + sys_corr_109: 23.2700 sys_corr_110: -5.8175 - sys_corr_111: -11.635 - sys_corr_112: -58.175 + sys_corr_111: -11.6350 + sys_corr_112: -58.1750 sys_corr_113: -1169.3175 - sys_corr_114: -203.61250000000004 - sys_corr_115: -488.67 + sys_corr_114: -203.6125 + sys_corr_115: -488.6700 sys_corr_116: 29.0875 sys_corr_117: 17.4525 - sys_corr_118: 756.275 + sys_corr_118: 756.2750 sys_corr_119: 133.8025 - sys_corr_120: 674.83 + sys_corr_120: 674.8300 sys_corr_121: 622.4725 sys_corr_122: 622.4725 sys_corr_123: -52.3575 - sys_corr_124: -442.13 + sys_corr_124: -442.1300 sys_corr_125: 122.1675 sys_corr_126: 180.3425 sys_corr_127: 5.8175 @@ -936,297 +936,297 @@ bins: sys_corr_129: -5.8175 sys_corr_130: 319.9625 sys_corr_131: 459.5825 - sys_corr_132: 10471.5 - sys_corr_133: 605.02 -- stat: 585.132288 - sys_corr_1: 673.1013949999999 - sys_corr_2: -41.024899999999995 - sys_corr_3: 52.74629999999999 - sys_corr_4: 23.442800000000002 - sys_corr_5: 5.8607000000000005 - sys_corr_6: 5.8607000000000005 - sys_corr_7: 58.607 + sys_corr_132: 10471.5000 + sys_corr_133: 605.0200 +- stat: 585.1323 + sys_corr_1: 673.1014 + sys_corr_2: -41.0249 + sys_corr_3: 52.7463 + sys_corr_4: 23.4428 + sys_corr_5: 5.8607 + sys_corr_6: 5.8607 + sys_corr_7: 58.6070 sys_corr_8: -87.9105 - sys_corr_9: 761.8910000000001 + sys_corr_9: 761.8910 sys_corr_10: 1213.1649 sys_corr_11: -492.2988 sys_corr_12: -152.3782 - sys_corr_13: 181.68169999999998 - sys_corr_14: -0.0 + sys_corr_13: 181.6817 + sys_corr_14: -0.0000 sys_corr_15: 662.2591 - sys_corr_16: 52.74629999999999 + sys_corr_16: 52.7463 sys_corr_17: 17.5821 - sys_corr_18: 41.024899999999995 + sys_corr_18: 41.0249 sys_corr_19: 99.6319 sys_corr_20: 64.4677 - sys_corr_21: -23.442800000000002 - sys_corr_22: -5.8607000000000005 - sys_corr_23: -5.8607000000000005 - sys_corr_24: -23.442800000000002 - sys_corr_25: -5.8607000000000005 - sys_corr_26: 23.442800000000002 + sys_corr_21: -23.4428 + sys_corr_22: -5.8607 + sys_corr_23: -5.8607 + sys_corr_24: -23.4428 + sys_corr_25: -5.8607 + sys_corr_26: 23.4428 sys_corr_27: -17.5821 - sys_corr_28: 5.8607000000000005 - sys_corr_29: -11.721400000000001 - sys_corr_30: -5.8607000000000005 + sys_corr_28: 5.8607 + sys_corr_29: -11.7214 + sys_corr_30: -5.8607 sys_corr_31: -17.5821 sys_corr_32: -70.3284 - sys_corr_33: 11.721400000000001 + sys_corr_33: 11.7214 sys_corr_34: 17.5821 - sys_corr_35: 11.721400000000001 + sys_corr_35: 11.7214 sys_corr_36: 140.6568 sys_corr_37: 316.4778 sys_corr_38: 87.9105 sys_corr_39: -70.3284 - sys_corr_40: 11.721400000000001 - sys_corr_41: 93.77120000000001 + sys_corr_40: 11.7214 + sys_corr_41: 93.7712 sys_corr_42: 87.9105 - sys_corr_43: -5.8607000000000005 - sys_corr_44: -58.607 - sys_corr_45: 5.8607000000000005 - sys_corr_46: 23.442800000000002 + sys_corr_43: -5.8607 + sys_corr_44: -58.6070 + sys_corr_45: 5.8607 + sys_corr_46: 23.4428 sys_corr_47: 17.5821 - sys_corr_48: -23.442800000000002 - sys_corr_49: 0.0 - sys_corr_50: 23.442800000000002 + sys_corr_48: -23.4428 + sys_corr_49: 0.0000 + sys_corr_50: 23.4428 sys_corr_51: 17.5821 - sys_corr_52: 175.821 + sys_corr_52: 175.8210 sys_corr_53: -123.0747 - sys_corr_54: 11.721400000000001 - sys_corr_55: -187.54240000000001 + sys_corr_54: 11.7214 + sys_corr_55: -187.5424 sys_corr_56: -146.5175 - sys_corr_57: 93.77120000000001 - sys_corr_58: -210.98519999999996 - sys_corr_59: 46.885600000000004 - sys_corr_60: 41.024899999999995 - sys_corr_61: 105.49259999999998 + sys_corr_57: 93.7712 + sys_corr_58: -210.9852 + sys_corr_59: 46.8856 + 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11.721400000000001 - sys_corr_90: -5.8607000000000005 - sys_corr_91: -5.8607000000000005 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_89: 11.7214 + sys_corr_90: -5.8607 + sys_corr_91: -5.8607 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: 29.3035 sys_corr_101: 70.3284 - sys_corr_102: 46.885600000000004 - sys_corr_103: 41.024899999999995 + sys_corr_102: 46.8856 + sys_corr_103: 41.0249 sys_corr_104: -17.5821 - sys_corr_105: 46.885600000000004 + sys_corr_105: 46.8856 sys_corr_106: -152.3782 sys_corr_107: -76.1891 sys_corr_108: 76.1891 - sys_corr_109: -58.607 + sys_corr_109: -58.6070 sys_corr_110: 17.5821 sys_corr_111: -17.5821 sys_corr_112: 35.1642 - sys_corr_113: -1201.4434999999999 - sys_corr_114: -357.50269999999995 - sys_corr_115: -509.88089999999994 + sys_corr_113: -1201.4435 + sys_corr_114: -357.5027 + sys_corr_115: -509.8809 sys_corr_116: -70.3284 - sys_corr_117: -117.214 - sys_corr_118: 814.6373000000001 + sys_corr_117: -117.2140 + sys_corr_118: 814.6373 sys_corr_119: 99.6319 - sys_corr_120: 668.1197999999999 + sys_corr_120: 668.1198 sys_corr_121: 738.4482 sys_corr_122: 673.9805 sys_corr_123: -152.3782 - sys_corr_124: -498.15950000000004 + sys_corr_124: -498.1595 sys_corr_125: 222.7066 sys_corr_126: 140.6568 - sys_corr_127: 11.721400000000001 - sys_corr_128: 357.50269999999995 + sys_corr_127: 11.7214 + sys_corr_128: 357.5027 sys_corr_129: 35.1642 - sys_corr_130: 46.885600000000004 + sys_corr_130: 46.8856 sys_corr_131: 298.8957 - sys_corr_132: 10549.26 - sys_corr_133: 750.1696000000001 -- stat: 605.854789 - sys_corr_1: 847.481382 - sys_corr_2: 23.453200000000002 + sys_corr_132: 10549.2600 + sys_corr_133: 750.1696 +- stat: 605.8548 + sys_corr_1: 847.4814 + sys_corr_2: 23.4532 sys_corr_3: 76.2229 sys_corr_4: 29.3165 - sys_corr_5: 5.863300000000001 - sys_corr_6: 5.863300000000001 + sys_corr_5: 5.8633 + sys_corr_6: 5.8633 sys_corr_7: 70.3596 - sys_corr_8: -93.81280000000001 - sys_corr_9: 897.0849000000001 + sys_corr_8: -93.8128 + sys_corr_9: 897.0849 sys_corr_10: 1108.1637 - sys_corr_11: -686.0061000000001 - sys_corr_12: -181.76229999999998 + sys_corr_11: -686.0061 + sys_corr_12: -181.7623 sys_corr_13: 164.1724 - sys_corr_14: -0.0 - sys_corr_15: 662.5529000000001 - sys_corr_16: 46.906400000000005 + sys_corr_14: -0.0000 + sys_corr_15: 662.5529 + sys_corr_16: 46.9064 sys_corr_17: 17.5899 sys_corr_18: 35.1798 - sys_corr_19: 93.81280000000001 - sys_corr_20: 64.49629999999999 - sys_corr_21: -5.863300000000001 - sys_corr_22: -5.863300000000001 - sys_corr_23: 5.863300000000001 - sys_corr_24: -117.266 + sys_corr_19: 93.8128 + sys_corr_20: 64.4963 + sys_corr_21: -5.8633 + sys_corr_22: -5.8633 + sys_corr_23: 5.8633 + sys_corr_24: -117.2660 sys_corr_25: -17.5899 sys_corr_26: 17.5899 - sys_corr_27: 11.726600000000001 - sys_corr_28: -0.0 - sys_corr_29: -5.863300000000001 - sys_corr_30: -5.863300000000001 - sys_corr_31: -5.863300000000001 - sys_corr_32: -0.0 - sys_corr_33: 11.726600000000001 - sys_corr_34: 0.0 - sys_corr_35: 11.726600000000001 - sys_corr_36: -252.12189999999998 - sys_corr_37: 257.98519999999996 - sys_corr_38: 52.76969999999999 - sys_corr_39: -64.49629999999999 - sys_corr_40: -0.0 + sys_corr_27: 11.7266 + sys_corr_28: -0.0000 + sys_corr_29: -5.8633 + sys_corr_30: -5.8633 + sys_corr_31: -5.8633 + sys_corr_32: -0.0000 + sys_corr_33: 11.7266 + sys_corr_34: 0.0000 + sys_corr_35: 11.7266 + sys_corr_36: -252.1219 + sys_corr_37: 257.9852 + sys_corr_38: 52.7697 + sys_corr_39: -64.4963 + sys_corr_40: -0.0000 sys_corr_41: 70.3596 - sys_corr_42: 46.906400000000005 + sys_corr_42: 46.9064 sys_corr_43: -29.3165 - sys_corr_44: -46.906400000000005 - sys_corr_45: -5.863300000000001 - sys_corr_46: -0.0 - sys_corr_47: 11.726600000000001 - sys_corr_48: -46.906400000000005 - sys_corr_49: 11.726600000000001 - sys_corr_50: 5.863300000000001 + sys_corr_44: -46.9064 + sys_corr_45: -5.8633 + sys_corr_46: -0.0000 + sys_corr_47: 11.7266 + sys_corr_48: -46.9064 + sys_corr_49: 11.7266 + sys_corr_50: 5.8633 sys_corr_51: 35.1798 - sys_corr_52: 181.76229999999998 - sys_corr_53: -128.99259999999998 + sys_corr_52: 181.7623 + sys_corr_53: -128.9926 sys_corr_54: 17.5899 sys_corr_55: -82.0862 - sys_corr_56: -93.81280000000001 + sys_corr_56: -93.8128 sys_corr_57: 99.6761 sys_corr_58: -152.4458 sys_corr_59: -17.5899 - sys_corr_60: 58.633 - sys_corr_61: 128.99259999999998 + sys_corr_60: 58.6330 + sys_corr_61: 128.9926 sys_corr_62: 76.2229 sys_corr_63: 246.2586 sys_corr_64: -146.5825 sys_corr_65: -35.1798 - sys_corr_66: 23.453200000000002 + sys_corr_66: 23.4532 sys_corr_67: 35.1798 - sys_corr_68: 11.726600000000001 + sys_corr_68: 11.7266 sys_corr_69: -170.0357 sys_corr_70: -29.3165 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 193.4889 - sys_corr_73: 175.89899999999997 + sys_corr_73: 175.8990 sys_corr_74: 82.0862 - sys_corr_75: -11.726600000000001 + sys_corr_75: -11.7266 sys_corr_76: 41.0431 - sys_corr_77: 11.726600000000001 + sys_corr_77: 11.7266 sys_corr_78: 152.4458 - sys_corr_79: 205.21550000000002 + sys_corr_79: 205.2155 sys_corr_80: 345.9347 - sys_corr_81: -351.79799999999994 + sys_corr_81: -351.7980 sys_corr_82: 328.3448 - sys_corr_83: 93.81280000000001 + sys_corr_83: 93.8128 sys_corr_84: -29.3165 sys_corr_85: -76.2229 sys_corr_86: -123.1293 sys_corr_87: 134.8559 sys_corr_88: 29.3165 - sys_corr_89: 11.726600000000001 - sys_corr_90: 5.863300000000001 - sys_corr_91: -11.726600000000001 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 - sys_corr_100: -105.53939999999999 + sys_corr_89: 11.7266 + sys_corr_90: 5.8633 + sys_corr_91: -11.7266 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: 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sys_corr_122: 650.8263 - sys_corr_123: -87.94949999999999 + sys_corr_123: -87.9495 sys_corr_124: -199.3522 sys_corr_125: 199.3522 - sys_corr_126: 469.064 - sys_corr_127: 11.726600000000001 - sys_corr_128: -551.1501999999999 - sys_corr_129: 205.21550000000002 + sys_corr_126: 469.0640 + sys_corr_127: 11.7266 + sys_corr_128: -551.1502 + sys_corr_129: 205.2155 sys_corr_130: -134.8559 - sys_corr_131: -222.80540000000002 - sys_corr_132: 10553.94 + sys_corr_131: -222.8054 + sys_corr_132: 10553.9400 sys_corr_133: 738.7758 -- stat: 466.8013347 - sys_corr_1: 766.929414 +- stat: 466.8013 + sys_corr_1: 766.9294 sys_corr_2: 113.8233 sys_corr_3: 137.7861 - sys_corr_4: 53.91629999999999 + sys_corr_4: 53.9163 sys_corr_5: 5.9907 sys_corr_6: -5.9907 sys_corr_7: 137.7861 - sys_corr_8: -125.80470000000001 - sys_corr_9: 730.8653999999999 - sys_corr_10: 1006.4376000000001 + sys_corr_8: -125.8047 + sys_corr_9: 730.8654 + sys_corr_10: 1006.4376 sys_corr_11: -874.6422 - sys_corr_12: -233.63729999999998 + sys_corr_12: -233.6373 sys_corr_13: 143.7768 - sys_corr_14: -0.0 + sys_corr_14: -0.0000 sys_corr_15: 664.9677 sys_corr_16: 47.9256 sys_corr_17: 17.9721 sys_corr_18: 35.9442 sys_corr_19: 77.8791 - sys_corr_20: 59.907 + sys_corr_20: 59.9070 sys_corr_21: 11.9814 sys_corr_22: 5.9907 sys_corr_23: 155.7582 @@ -1235,58 +1235,58 @@ bins: sys_corr_26: 17.9721 sys_corr_27: 17.9721 sys_corr_28: -11.9814 - sys_corr_29: -0.0 - sys_corr_30: -0.0 + sys_corr_29: -0.0000 + sys_corr_30: -0.0000 sys_corr_31: -5.9907 sys_corr_32: -5.9907 sys_corr_33: 11.9814 sys_corr_34: -5.9907 sys_corr_35: 17.9721 - sys_corr_36: -0.0 - sys_corr_37: 89.86049999999999 + sys_corr_36: -0.0000 + sys_corr_37: 89.8605 sys_corr_38: -5.9907 sys_corr_39: -65.8977 sys_corr_40: 11.9814 sys_corr_41: 11.9814 - sys_corr_42: 53.91629999999999 + sys_corr_42: 53.9163 sys_corr_43: -29.9535 sys_corr_44: -29.9535 sys_corr_45: 47.9256 sys_corr_46: -11.9814 sys_corr_47: 47.9256 - sys_corr_48: -239.628 + sys_corr_48: -239.6280 sys_corr_49: -5.9907 sys_corr_50: 77.8791 sys_corr_51: 35.9442 sys_corr_52: 167.7396 - sys_corr_53: -119.814 + sys_corr_53: -119.8140 sys_corr_54: 23.9628 sys_corr_55: -95.8512 sys_corr_56: 149.7675 sys_corr_57: 137.7861 - sys_corr_58: -215.66519999999997 + sys_corr_58: -215.6652 sys_corr_59: 11.9814 sys_corr_60: 83.8698 - sys_corr_61: 125.80470000000001 + sys_corr_61: 125.8047 sys_corr_62: -35.9442 - sys_corr_63: -299.535 + sys_corr_63: -299.5350 sys_corr_64: 167.7396 sys_corr_65: -83.8698 - sys_corr_66: 0.0 + sys_corr_66: 0.0000 sys_corr_67: 47.9256 sys_corr_68: -221.6559 sys_corr_69: -257.6001 sys_corr_70: -65.8977 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 209.6745 sys_corr_73: 161.7489 sys_corr_74: 95.8512 sys_corr_75: 5.9907 sys_corr_76: 23.9628 sys_corr_77: 29.9535 - sys_corr_78: 371.42339999999996 + sys_corr_78: 371.4234 sys_corr_79: 65.8977 - sys_corr_80: 197.69310000000002 + sys_corr_80: 197.6931 sys_corr_81: -83.8698 sys_corr_82: 113.8233 sys_corr_83: 167.7396 @@ -1294,214 +1294,214 @@ bins: sys_corr_85: -65.8977 sys_corr_86: -149.7675 sys_corr_87: 131.7954 - sys_corr_88: 53.91629999999999 + sys_corr_88: 53.9163 sys_corr_89: 5.9907 sys_corr_90: -5.9907 sys_corr_91: -11.9814 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: -305.5257 sys_corr_101: 17.9721 sys_corr_102: 29.9535 sys_corr_103: -23.9628 sys_corr_104: 29.9535 - sys_corr_105: 59.907 + sys_corr_105: 59.9070 sys_corr_106: 77.8791 - sys_corr_107: -101.84190000000001 + sys_corr_107: -101.8419 sys_corr_108: 95.8512 sys_corr_109: -17.9721 sys_corr_110: -29.9535 sys_corr_111: -11.9814 sys_corr_112: -5.9907 - sys_corr_113: -1264.0376999999999 + sys_corr_113: -1264.0377 sys_corr_114: -155.7582 sys_corr_115: -545.1537 sys_corr_116: 77.8791 sys_corr_117: 35.9442 - sys_corr_118: 718.8839999999999 - sys_corr_119: 185.71169999999998 - sys_corr_120: 730.8653999999999 + sys_corr_118: 718.8840 + sys_corr_119: 185.7117 + sys_corr_120: 730.8654 sys_corr_121: 892.6143 - sys_corr_122: 742.8467999999999 + sys_corr_122: 742.8468 sys_corr_123: 17.9721 - sys_corr_124: -425.33969999999994 - sys_corr_125: 419.349 + sys_corr_124: -425.3397 + sys_corr_125: 419.3490 sys_corr_126: 161.7489 sys_corr_127: 29.9535 sys_corr_128: 641.0049 sys_corr_129: -41.9349 sys_corr_130: 281.5629 - sys_corr_131: -299.535 - sys_corr_132: 10783.26 + sys_corr_131: -299.5350 + sys_corr_132: 10783.2600 sys_corr_133: 623.0328 -- stat: 795.22905 - sys_corr_1: 1951.0144500000001 - sys_corr_2: -143.22 - sys_corr_3: 310.31 +- stat: 795.2291 + sys_corr_1: 1951.0145 + sys_corr_2: -143.2200 + sys_corr_3: 310.3100 sys_corr_4: 113.3825 sys_corr_5: -53.7075 sys_corr_6: -29.8375 - sys_corr_7: 405.79 - sys_corr_8: -346.115 + sys_corr_7: 405.7900 + sys_corr_8: -346.1150 sys_corr_9: 757.8725 - sys_corr_10: 1098.02 - sys_corr_11: -513.2049999999999 - sys_corr_12: -190.96 + sys_corr_10: 1098.0200 + sys_corr_11: -513.2050 + sys_corr_12: -190.9600 sys_corr_13: 113.3825 - sys_corr_14: -0.0 + sys_corr_14: -0.0000 sys_corr_15: 674.3275 - sys_corr_16: 47.74 + sys_corr_16: 47.7400 sys_corr_17: 17.9025 - sys_corr_18: 35.805 - sys_corr_19: 59.675 + sys_corr_18: 35.8050 + sys_corr_19: 59.6750 sys_corr_20: 65.6425 - sys_corr_21: 47.74 - sys_corr_22: -23.87 - sys_corr_23: -83.545 - sys_corr_24: 23.87 + sys_corr_21: 47.7400 + sys_corr_22: -23.8700 + sys_corr_23: -83.5450 + sys_corr_24: 23.8700 sys_corr_25: -5.9675 - sys_corr_26: -11.935 - sys_corr_27: 0.0 + sys_corr_26: -11.9350 + sys_corr_27: 0.0000 sys_corr_28: 77.5775 sys_corr_29: 29.8375 sys_corr_30: 268.5375 sys_corr_31: -113.3825 - sys_corr_32: 47.74 + sys_corr_32: 47.7400 sys_corr_33: -125.3175 - sys_corr_34: 35.805 - sys_corr_35: 23.87 - sys_corr_36: -35.805 - sys_corr_37: -83.545 + sys_corr_34: 35.8050 + sys_corr_35: 23.8700 + sys_corr_36: -35.8050 + sys_corr_37: -83.5450 sys_corr_38: 53.7075 sys_corr_39: 29.8375 - sys_corr_40: 35.805 + sys_corr_40: 35.8050 sys_corr_41: -149.1875 sys_corr_42: 5.9675 - sys_corr_43: -537.075 - sys_corr_44: -441.595 + sys_corr_43: -537.0750 + sys_corr_44: -441.5950 sys_corr_45: 626.5875 sys_corr_46: 328.2125 sys_corr_47: -41.7725 - sys_corr_48: 179.025 - sys_corr_49: -35.805 + sys_corr_48: 179.0250 + sys_corr_49: -35.8050 sys_corr_50: -113.3825 - sys_corr_51: -47.74 - sys_corr_52: 155.155 + sys_corr_51: -47.7400 + sys_corr_52: 155.1550 sys_corr_53: -101.4475 sys_corr_54: 17.9025 - sys_corr_55: -23.87 + sys_corr_55: -23.8700 sys_corr_56: 65.6425 - sys_corr_57: 47.74 + sys_corr_57: 47.7400 sys_corr_58: -17.9025 sys_corr_59: -29.8375 - sys_corr_60: 71.61 - sys_corr_61: 11.935 - sys_corr_62: 83.545 + sys_corr_60: 71.6100 + sys_corr_61: 11.9350 + sys_corr_62: 83.5450 sys_corr_63: 17.9025 - sys_corr_64: -11.935 - sys_corr_65: 23.87 - sys_corr_66: -23.87 + sys_corr_64: -11.9350 + sys_corr_65: 23.8700 + sys_corr_66: -23.8700 sys_corr_67: 29.8375 - sys_corr_68: -59.675 + sys_corr_68: -59.6750 sys_corr_69: -101.4475 - sys_corr_70: -35.805 - sys_corr_71: 0.0 - sys_corr_72: 256.60249999999996 + sys_corr_70: -35.8050 + sys_corr_71: 0.0000 + sys_corr_72: 256.6025 sys_corr_73: 77.5775 sys_corr_74: 5.9675 sys_corr_75: 5.9675 - sys_corr_76: -23.87 + sys_corr_76: -23.8700 sys_corr_77: -5.9675 sys_corr_78: 29.8375 sys_corr_79: -17.9025 - sys_corr_80: 256.60249999999996 - sys_corr_81: -47.74 - sys_corr_82: 11.935 - sys_corr_83: 11.935 + sys_corr_80: 256.6025 + sys_corr_81: -47.7400 + sys_corr_82: 11.9350 + sys_corr_83: 11.9350 sys_corr_84: 17.9025 sys_corr_85: 17.9025 - sys_corr_86: -23.87 - sys_corr_87: 107.415 + sys_corr_86: -23.8700 + sys_corr_87: 107.4150 sys_corr_88: 65.6425 - sys_corr_89: 23.87 - sys_corr_90: 0.0 + sys_corr_89: 23.8700 + sys_corr_90: 0.0000 sys_corr_91: -5.9675 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 - sys_corr_100: 0.0 - sys_corr_101: 35.805 - sys_corr_102: 0.0 - sys_corr_103: -0.0 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 + sys_corr_100: 0.0000 + sys_corr_101: 35.8050 + sys_corr_102: 0.0000 + sys_corr_103: -0.0000 sys_corr_104: -5.9675 sys_corr_105: -5.9675 sys_corr_106: 17.9025 sys_corr_107: -5.9675 - sys_corr_108: 35.805 + sys_corr_108: 35.8050 sys_corr_109: 5.9675 - sys_corr_110: -11.935 + sys_corr_110: -11.9350 sys_corr_111: -5.9675 - sys_corr_112: -23.87 + sys_corr_112: -23.8700 sys_corr_113: -1271.0775 - sys_corr_114: -119.35 + sys_corr_114: -119.3500 sys_corr_115: -435.6275 sys_corr_116: 53.7075 sys_corr_117: -77.5775 sys_corr_118: 817.5475 sys_corr_119: 113.3825 sys_corr_120: 853.3525 - sys_corr_121: 1062.215 - sys_corr_122: 835.4500000000002 + sys_corr_121: 1062.2150 + sys_corr_122: 835.4500 sys_corr_123: 137.2525 - sys_corr_124: -358.05 + sys_corr_124: -358.0500 sys_corr_125: 173.0575 sys_corr_126: 184.9925 - sys_corr_127: 35.805 + sys_corr_127: 35.8050 sys_corr_128: 316.2775 - sys_corr_129: 83.545 - sys_corr_130: 95.48 + sys_corr_129: 83.5450 + sys_corr_130: 95.4800 sys_corr_131: -41.7725 - sys_corr_132: 10741.5 + sys_corr_132: 10741.5000 sys_corr_133: 853.3525 -- stat: 636.916014 - sys_corr_1: 784.1522429999999 +- stat: 636.9160 + sys_corr_1: 784.1522 sys_corr_2: -36.2502 - sys_corr_3: 84.58380000000001 + sys_corr_3: 84.5838 sys_corr_4: 24.1668 sys_corr_5: -6.0417 sys_corr_6: -12.0834 - sys_corr_7: 108.75059999999999 + sys_corr_7: 108.7506 sys_corr_8: -96.6672 - sys_corr_9: 779.3793000000001 + sys_corr_9: 779.3793 sys_corr_10: 960.6303 - sys_corr_11: -1027.0890000000002 - sys_corr_12: -271.87649999999996 - sys_corr_13: 102.70890000000001 - sys_corr_14: -0.0 - sys_corr_15: 676.6704000000001 + sys_corr_11: -1027.0890 + sys_corr_12: -271.8765 + sys_corr_13: 102.7089 + sys_corr_14: -0.0000 + sys_corr_15: 676.6704 sys_corr_16: 48.3336 sys_corr_17: 18.1251 sys_corr_18: 30.2085 - sys_corr_19: 54.375299999999996 - sys_corr_20: 60.417 - sys_corr_21: 42.291900000000005 + sys_corr_19: 54.3753 + sys_corr_20: 60.4170 + sys_corr_21: 42.2919 sys_corr_22: -24.1668 sys_corr_23: 12.0834 sys_corr_24: -12.0834 sys_corr_25: -12.0834 - sys_corr_26: -0.0 - sys_corr_27: 0.0 + sys_corr_26: -0.0000 + sys_corr_27: 0.0000 sys_corr_28: -12.0834 sys_corr_29: 6.0417 sys_corr_30: -18.1251 @@ -1509,9 +1509,9 @@ bins: sys_corr_32: -18.1251 sys_corr_33: -12.0834 sys_corr_34: -72.5004 - sys_corr_35: -0.0 + sys_corr_35: -0.0000 sys_corr_36: -18.1251 - sys_corr_37: 90.62549999999999 + sys_corr_37: 90.6255 sys_corr_38: -18.1251 sys_corr_39: -48.3336 sys_corr_40: -18.1251 @@ -1525,189 +1525,189 @@ bins: sys_corr_48: -151.0425 sys_corr_49: 138.9591 sys_corr_50: -157.0842 - sys_corr_51: 54.375299999999996 + sys_corr_51: 54.3753 sys_corr_52: 175.2093 sys_corr_53: -132.9174 sys_corr_54: 24.1668 - sys_corr_55: 416.87730000000005 - sys_corr_56: 966.672 + sys_corr_55: 416.8773 + sys_corr_56: 966.6720 sys_corr_57: -24.1668 sys_corr_58: -72.5004 sys_corr_59: -132.9174 - sys_corr_60: 126.87570000000001 + sys_corr_60: 126.8757 sys_corr_61: 30.2085 - sys_corr_62: 60.417 - sys_corr_63: -120.834 + sys_corr_62: 60.4170 + sys_corr_63: -120.8340 sys_corr_64: -501.4611 sys_corr_65: -36.2502 - sys_corr_66: -102.70890000000001 + sys_corr_66: -102.7089 sys_corr_67: 18.1251 sys_corr_68: -175.2093 - sys_corr_69: -362.50199999999995 + sys_corr_69: -362.5020 sys_corr_70: 12.0834 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 314.1684 sys_corr_73: 78.5421 - sys_corr_74: -181.25099999999998 - sys_corr_75: -60.417 + sys_corr_74: -181.2510 + sys_corr_75: -60.4170 sys_corr_76: -36.2502 sys_corr_77: -66.4587 sys_corr_78: -72.5004 sys_corr_79: -24.1668 sys_corr_80: 277.9182 - sys_corr_81: -60.417 + sys_corr_81: -60.4170 sys_corr_82: 36.2502 sys_corr_83: -30.2085 sys_corr_84: 30.2085 sys_corr_85: 145.0008 - sys_corr_86: 60.417 + sys_corr_86: 60.4170 sys_corr_87: 132.9174 sys_corr_88: 48.3336 sys_corr_89: 30.2085 sys_corr_90: -6.0417 sys_corr_91: -12.0834 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 sys_corr_100: 277.9182 sys_corr_101: 48.3336 sys_corr_102: 6.0417 sys_corr_103: -18.1251 - sys_corr_104: -0.0 + sys_corr_104: -0.0000 sys_corr_105: -6.0417 sys_corr_106: 6.0417 sys_corr_107: 193.3344 - sys_corr_108: 60.417 + sys_corr_108: 60.4170 sys_corr_109: -12.0834 - sys_corr_110: 0.0 + sys_corr_110: 0.0000 sys_corr_111: -12.0834 sys_corr_112: -30.2085 sys_corr_113: -1305.0072 sys_corr_114: -199.3761 sys_corr_115: -561.8781 - sys_corr_116: 108.75059999999999 - sys_corr_117: -235.62630000000001 - sys_corr_118: 725.0039999999999 - sys_corr_119: 253.75140000000002 + sys_corr_116: 108.7506 + sys_corr_117: -235.6263 + sys_corr_118: 725.0040 + sys_corr_119: 253.7514 sys_corr_120: 797.5044 - sys_corr_121: 1178.1315000000002 - sys_corr_122: 725.0039999999999 + sys_corr_121: 1178.1315 + sys_corr_122: 725.0040 sys_corr_123: -48.3336 - sys_corr_124: -513.5445000000001 - sys_corr_125: 253.75140000000002 - sys_corr_126: 126.87570000000001 + sys_corr_124: -513.5445 + sys_corr_125: 253.7514 + sys_corr_126: 126.8757 sys_corr_127: 36.2502 - sys_corr_128: 181.25099999999998 + sys_corr_128: 181.2510 sys_corr_129: 132.9174 sys_corr_130: 36.2502 sys_corr_131: -48.3336 - sys_corr_132: 10875.06 - sys_corr_133: 815.6295000000001 -- stat: 699.911676 - sys_corr_1: 1071.656301 - sys_corr_2: -6.069300000000001 + sys_corr_132: 10875.0600 + sys_corr_133: 815.6295 +- stat: 699.9117 + sys_corr_1: 1071.6563 + sys_corr_2: -6.0693 sys_corr_3: 66.7623 sys_corr_4: 18.2079 - sys_corr_5: 6.069300000000001 - sys_corr_6: 12.138600000000002 - sys_corr_7: 60.693000000000005 + sys_corr_5: 6.0693 + sys_corr_6: 12.1386 + sys_corr_7: 60.6930 sys_corr_8: -54.6237 sys_corr_9: 758.6625 sys_corr_10: 898.2564 sys_corr_11: -1122.8205 sys_corr_12: -291.3264 sys_corr_13: 78.9009 - sys_corr_14: -0.0 - sys_corr_15: 637.2764999999999 + sys_corr_14: -0.0000 + sys_corr_15: 637.2765 sys_corr_16: 42.4851 - sys_corr_17: 12.138600000000002 - sys_corr_18: 30.346500000000002 + sys_corr_17: 12.1386 + sys_corr_18: 30.3465 sys_corr_19: 42.4851 sys_corr_20: 54.6237 - sys_corr_21: 48.55440000000001 - sys_corr_22: -24.277200000000004 + sys_corr_21: 48.5544 + sys_corr_22: -24.2772 sys_corr_23: 18.2079 - sys_corr_24: -12.138600000000002 - sys_corr_25: -6.069300000000001 - sys_corr_26: 6.069300000000001 - sys_corr_27: -0.0 + sys_corr_24: -12.1386 + sys_corr_25: -6.0693 + sys_corr_26: 6.0693 + sys_corr_27: -0.0000 sys_corr_28: -18.2079 sys_corr_29: 66.7623 - sys_corr_30: -12.138600000000002 - sys_corr_31: 6.069300000000001 - sys_corr_32: -12.138600000000002 - sys_corr_33: 12.138600000000002 + sys_corr_30: -12.1386 + sys_corr_31: 6.0693 + sys_corr_32: -12.1386 + sys_corr_33: 12.1386 sys_corr_34: -18.2079 - sys_corr_35: 12.138600000000002 - sys_corr_36: -6.069300000000001 + sys_corr_35: 12.1386 + sys_corr_36: -6.0693 sys_corr_37: 109.2474 sys_corr_38: -18.2079 - sys_corr_39: -24.277200000000004 - sys_corr_40: -24.277200000000004 - sys_corr_41: -12.138600000000002 - sys_corr_42: 24.277200000000004 + sys_corr_39: -24.2772 + sys_corr_40: -24.2772 + sys_corr_41: -12.1386 + sys_corr_42: 24.2772 sys_corr_43: -66.7623 - sys_corr_44: -97.10880000000002 + sys_corr_44: -97.1088 sys_corr_45: -36.4158 - sys_corr_46: -121.38600000000001 - sys_corr_47: -103.17810000000001 - sys_corr_48: -127.45530000000001 - sys_corr_49: 48.55440000000001 - sys_corr_50: -24.277200000000004 - sys_corr_51: 30.346500000000002 + sys_corr_46: -121.3860 + sys_corr_47: -103.1781 + sys_corr_48: -127.4553 + sys_corr_49: 48.5544 + sys_corr_50: -24.2772 + sys_corr_51: 30.3465 sys_corr_52: 176.0097 sys_corr_53: -133.5246 - sys_corr_54: 30.346500000000002 + sys_corr_54: 30.3465 sys_corr_55: 36.4158 - sys_corr_56: -30.346500000000002 + sys_corr_56: -30.3465 sys_corr_57: 224.5641 sys_corr_58: 78.9009 sys_corr_59: -139.5939 sys_corr_60: 109.2474 - sys_corr_61: -30.346500000000002 - sys_corr_62: 200.28690000000003 + sys_corr_61: -30.3465 + sys_corr_62: 200.2869 sys_corr_63: 18.2079 - sys_corr_64: -127.45530000000001 + sys_corr_64: -127.4553 sys_corr_65: -84.9702 sys_corr_66: -133.5246 sys_corr_67: -115.3167 sys_corr_68: 36.4158 sys_corr_69: 1037.8503 sys_corr_70: -84.9702 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 224.5641 sys_corr_73: 236.7027 sys_corr_74: -151.7325 sys_corr_75: 145.6632 sys_corr_76: -157.8018 - sys_corr_77: 303.465 - sys_corr_78: 6.069300000000001 + sys_corr_77: 303.4650 + sys_corr_78: 6.0693 sys_corr_79: -54.6237 sys_corr_80: 315.6036 - sys_corr_81: -97.10880000000002 + sys_corr_81: -97.1088 sys_corr_82: 72.8316 sys_corr_83: -291.3264 sys_corr_84: 18.2079 - sys_corr_85: -97.10880000000002 - sys_corr_86: -6.069300000000001 + sys_corr_85: -97.1088 + sys_corr_86: -6.0693 sys_corr_87: 139.5939 - sys_corr_88: 30.346500000000002 - sys_corr_89: 48.55440000000001 - sys_corr_90: 0.0 - sys_corr_91: -6.069300000000001 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_88: 30.3465 + sys_corr_89: 48.5544 + sys_corr_90: 0.0000 + sys_corr_91: -6.0693 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: 18.2079 sys_corr_101: 18.2079 sys_corr_102: 84.9702 @@ -1720,451 +1720,451 @@ bins: sys_corr_109: 157.8018 sys_corr_110: -42.4851 sys_corr_111: -115.3167 - sys_corr_112: 6.069300000000001 + sys_corr_112: 6.0693 sys_corr_113: -1056.0582 sys_corr_114: -145.6632 - sys_corr_115: -509.82120000000003 + sys_corr_115: -509.8212 sys_corr_116: 36.4158 sys_corr_117: -176.0097 - sys_corr_118: 716.1773999999999 + sys_corr_118: 716.1774 sys_corr_119: 260.9799 sys_corr_120: 691.9002 - sys_corr_121: 1347.3845999999999 + sys_corr_121: 1347.3846 sys_corr_122: 679.7616 - sys_corr_123: 12.138600000000002 - sys_corr_124: -740.4545999999999 - sys_corr_125: 254.91060000000002 + sys_corr_123: 12.1386 + sys_corr_124: -740.4546 + sys_corr_125: 254.9106 sys_corr_126: 236.7027 sys_corr_127: 42.4851 sys_corr_128: 382.3659 - sys_corr_129: 121.38600000000001 - sys_corr_130: 182.07899999999998 + sys_corr_129: 121.3860 + sys_corr_130: 182.0790 sys_corr_131: 78.9009 - sys_corr_132: 10924.74 - sys_corr_133: 1019.6424000000001 -- stat: 670.77936 - sys_corr_1: 854.7927000000001 - sys_corr_2: -23.736 - sys_corr_3: 35.604 - sys_corr_4: 0.0 - sys_corr_5: -5.934 - sys_corr_6: -17.802 - sys_corr_7: 29.67 - sys_corr_8: -29.67 - sys_corr_9: 777.354 - sys_corr_10: 848.562 - sys_corr_11: -1145.262 - sys_corr_12: -284.832 - sys_corr_13: 59.34 - sys_corr_14: -0.0 - sys_corr_15: 623.07 - sys_corr_16: 41.538000000000004 - sys_corr_17: 11.868 - sys_corr_18: 23.736 - sys_corr_19: 29.67 - sys_corr_20: 53.40599999999999 - sys_corr_21: 47.472 - sys_corr_22: -23.736 - sys_corr_23: 29.67 - sys_corr_24: -17.802 - sys_corr_25: 35.604 - sys_corr_26: -11.868 - sys_corr_27: 11.868 - sys_corr_28: -11.868 - sys_corr_29: 11.868 - sys_corr_30: -11.868 - sys_corr_31: -11.868 - sys_corr_32: -11.868 - sys_corr_33: 5.934 - sys_corr_34: -23.736 - sys_corr_35: 17.802 - sys_corr_36: -17.802 - sys_corr_37: 124.61400000000002 - sys_corr_38: -35.604 - sys_corr_39: -47.472 - sys_corr_40: -5.934 - sys_corr_41: 11.868 - sys_corr_42: 29.67 - sys_corr_43: -71.208 - sys_corr_44: -53.40599999999999 - sys_corr_45: -0.0 - sys_corr_46: 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sys_corr_133: 375.347 -- stat: 535.99803 - sys_corr_1: 712.745382 + sys_corr_131: 56.7385 + sys_corr_132: 7856.1000 + sys_corr_133: 375.3470 +- stat: 535.9980 + sys_corr_1: 712.7454 sys_corr_2: -30.2946 - sys_corr_3: 21.639 + sys_corr_3: 21.6390 sys_corr_4: 8.6556 sys_corr_5: -4.3278 sys_corr_6: 4.3278 sys_corr_7: 30.2946 - sys_corr_8: 64.917 + sys_corr_8: 64.9170 sys_corr_9: 380.8464 - sys_corr_10: 900.1823999999999 - sys_corr_11: -302.946 - sys_corr_12: -108.195 + sys_corr_10: 900.1824 + sys_corr_11: -302.9460 + sys_corr_12: -108.1950 sys_corr_13: 199.0788 - sys_corr_14: -0.0 + sys_corr_14: -0.0000 sys_corr_15: 484.7136 sys_corr_16: 47.6058 sys_corr_17: 12.9834 - sys_corr_18: 38.950199999999995 - sys_corr_19: 77.90039999999999 - sys_corr_20: 43.278 + sys_corr_18: 38.9502 + sys_corr_19: 77.9004 + sys_corr_20: 43.2780 sys_corr_21: -25.9668 sys_corr_22: -17.3112 sys_corr_23: 8.6556 @@ -2174,18 +2174,18 @@ bins: sys_corr_27: -8.6556 sys_corr_28: 8.6556 sys_corr_29: -8.6556 - sys_corr_30: -0.0 - sys_corr_31: -0.0 + sys_corr_30: -0.0000 + sys_corr_31: -0.0000 sys_corr_32: -4.3278 sys_corr_33: 17.3112 sys_corr_34: 4.3278 sys_corr_35: 4.3278 sys_corr_36: -12.9834 - sys_corr_37: 86.556 + sys_corr_37: 86.5560 sys_corr_38: 51.9336 - sys_corr_39: -56.261399999999995 - sys_corr_40: 21.639 - sys_corr_41: 86.556 + sys_corr_39: -56.2614 + sys_corr_40: 21.6390 + sys_corr_41: 86.5560 sys_corr_42: 47.6058 sys_corr_43: -17.3112 sys_corr_44: -51.9336 @@ -2197,25 +2197,25 @@ bins: sys_corr_50: 82.2282 sys_corr_51: -4.3278 sys_corr_52: 116.8506 - sys_corr_53: -77.90039999999999 + sys_corr_53: -77.9004 sys_corr_54: 4.3278 sys_corr_55: -116.8506 - sys_corr_56: -151.473 + sys_corr_56: -151.4730 sys_corr_57: 30.2946 - sys_corr_58: 86.556 - sys_corr_59: 0.0 + sys_corr_58: 86.5560 + sys_corr_59: 0.0000 sys_corr_60: 30.2946 sys_corr_61: 4.3278 sys_corr_62: 116.8506 sys_corr_63: -17.3112 sys_corr_64: -8.6556 - sys_corr_65: 220.71779999999998 + sys_corr_65: 220.7178 sys_corr_66: 138.4896 sys_corr_67: 34.6224 sys_corr_68: -8.6556 - sys_corr_69: -151.473 - sys_corr_70: -64.917 - sys_corr_71: 0.0 + sys_corr_69: -151.4730 + sys_corr_70: -64.9170 + sys_corr_71: 0.0000 sys_corr_72: 116.8506 sys_corr_73: 134.1618 sys_corr_74: 30.2946 @@ -2223,10 +2223,10 @@ bins: sys_corr_76: -60.5892 sys_corr_77: -47.6058 sys_corr_78: -60.5892 - sys_corr_79: -151.473 - sys_corr_80: 302.946 + sys_corr_79: -151.4730 + sys_corr_80: 302.9460 sys_corr_81: -60.5892 - sys_corr_82: -259.668 + sys_corr_82: -259.6680 sys_corr_83: 25.9668 sys_corr_84: -8.6556 sys_corr_85: 82.2282 @@ -2236,75 +2236,75 @@ bins: sys_corr_89: 17.3112 sys_corr_90: 4.3278 sys_corr_91: -8.6556 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: 125.5062 sys_corr_101: -4.3278 - sys_corr_102: 43.278 + sys_corr_102: 43.2780 sys_corr_103: -34.6224 sys_corr_104: -47.6058 - sys_corr_105: -73.57260000000001 + sys_corr_105: -73.5726 sys_corr_106: 51.9336 - sys_corr_107: 21.639 + sys_corr_107: 21.6390 sys_corr_108: 34.6224 sys_corr_109: -34.6224 - sys_corr_110: -21.639 + sys_corr_110: -21.6390 sys_corr_111: 8.6556 sys_corr_112: -17.3112 - sys_corr_113: -800.643 - sys_corr_114: -714.087 + sys_corr_113: -800.6430 + sys_corr_114: -714.0870 sys_corr_115: -709.7592 - sys_corr_116: 90.88380000000001 - sys_corr_117: -64.917 - sys_corr_118: 346.224 - sys_corr_119: 56.261399999999995 + sys_corr_116: 90.8838 + sys_corr_117: -64.9170 + sys_corr_118: 346.2240 + sys_corr_119: 56.2614 sys_corr_120: 385.1742 sys_corr_121: 463.0746 sys_corr_122: 406.8132 sys_corr_123: -51.9336 - sys_corr_124: -281.307 + sys_corr_124: -281.3070 sys_corr_125: 95.2116 - sys_corr_126: 112.52279999999999 + sys_corr_126: 112.5228 sys_corr_127: 60.5892 - sys_corr_128: 112.52279999999999 + sys_corr_128: 112.5228 sys_corr_129: 177.4398 sys_corr_130: -103.8672 sys_corr_131: -125.5062 - sys_corr_132: 7790.04 + sys_corr_132: 7790.0400 sys_corr_133: 393.8298 -- stat: 460.413525 - sys_corr_1: 571.38499 +- stat: 460.4135 + sys_corr_1: 571.3850 sys_corr_2: -124.4941 - sys_corr_3: 30.050300000000004 - sys_corr_4: 12.878700000000002 - sys_corr_5: -0.0 + sys_corr_3: 30.0503 + sys_corr_4: 12.8787 + sys_corr_5: -0.0000 sys_corr_6: 8.5858 sys_corr_7: 47.2219 sys_corr_8: 107.3225 - sys_corr_9: 343.43199999999996 - sys_corr_10: 832.8226000000001 - sys_corr_11: -339.13910000000004 - sys_corr_12: -128.78699999999998 + sys_corr_9: 343.4320 + sys_corr_10: 832.8226 + sys_corr_11: -339.1391 + sys_corr_12: -128.7870 sys_corr_13: 193.1805 - sys_corr_14: -0.0 - sys_corr_15: 485.09770000000003 + sys_corr_14: -0.0000 + sys_corr_15: 485.0977 sys_corr_16: 47.2219 - sys_corr_17: 12.878700000000002 + sys_corr_17: 12.8787 sys_corr_18: 38.6361 - sys_corr_19: 72.97930000000001 - sys_corr_20: 42.928999999999995 + sys_corr_19: 72.9793 + sys_corr_20: 42.9290 sys_corr_21: -8.5858 sys_corr_22: -34.3432 - sys_corr_23: 12.878700000000002 + sys_corr_23: 12.8787 sys_corr_24: -8.5858 sys_corr_25: -8.5858 - sys_corr_26: 12.878700000000002 + sys_corr_26: 12.8787 sys_corr_27: -8.5858 sys_corr_28: 8.5858 sys_corr_29: -4.2929 @@ -2314,259 +2314,259 @@ bins: sys_corr_33: 8.5858 sys_corr_34: 8.5858 sys_corr_35: 4.2929 - sys_corr_36: 0.0 - sys_corr_37: 90.15090000000001 + sys_corr_36: 0.0000 + sys_corr_37: 90.1509 sys_corr_38: 47.2219 - sys_corr_39: -64.39349999999999 + sys_corr_39: -64.3935 sys_corr_40: 8.5858 sys_corr_41: 55.8077 sys_corr_42: 34.3432 - sys_corr_43: -0.0 - sys_corr_44: -21.464499999999997 + sys_corr_43: -0.0000 + sys_corr_44: -21.4645 sys_corr_45: 55.8077 sys_corr_46: -4.2929 sys_corr_47: 4.2929 sys_corr_48: -17.1716 - sys_corr_49: 0.0 - sys_corr_50: 64.39349999999999 - sys_corr_51: 214.645 + sys_corr_49: 0.0000 + sys_corr_50: 64.3935 + sys_corr_51: 214.6450 sys_corr_52: 111.6154 sys_corr_53: -77.2722 sys_corr_54: 4.2929 sys_corr_55: -115.9083 sys_corr_56: -107.3225 sys_corr_57: -4.2929 - sys_corr_58: -12.878700000000002 - sys_corr_59: -72.97930000000001 + sys_corr_58: -12.8787 + sys_corr_59: -72.9793 sys_corr_60: 38.6361 sys_corr_61: 8.5858 sys_corr_62: -133.0799 sys_corr_63: 4.2929 - sys_corr_64: -85.85799999999999 + sys_corr_64: -85.8580 sys_corr_65: 107.3225 - sys_corr_66: -90.15090000000001 - sys_corr_67: 51.51480000000001 + sys_corr_66: -90.1509 + sys_corr_67: 51.5148 sys_corr_68: -111.6154 sys_corr_69: -231.8166 - sys_corr_70: -42.928999999999995 - sys_corr_71: 0.0 + sys_corr_70: -42.9290 + sys_corr_71: 0.0000 sys_corr_72: 158.8373 sys_corr_73: 167.4231 - sys_corr_74: 64.39349999999999 - sys_corr_75: -0.0 - sys_corr_76: -25.757400000000004 + sys_corr_74: 64.3935 + sys_corr_75: -0.0000 + sys_corr_76: -25.7574 sys_corr_77: -4.2929 sys_corr_78: -34.3432 sys_corr_79: -223.2308 sys_corr_80: 274.7456 - sys_corr_81: -30.050300000000004 - sys_corr_82: -85.85799999999999 - sys_corr_83: -60.10060000000001 + sys_corr_81: -30.0503 + sys_corr_82: -85.8580 + sys_corr_83: -60.1006 sys_corr_84: 38.6361 - sys_corr_85: -30.050300000000004 + sys_corr_85: -30.0503 sys_corr_86: 34.3432 sys_corr_87: 68.6864 sys_corr_88: 34.3432 - sys_corr_89: 12.878700000000002 + sys_corr_89: 12.8787 sys_corr_90: 4.2929 sys_corr_91: -8.5858 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: 17.1716 - sys_corr_101: 0.0 + sys_corr_101: 0.0000 sys_corr_102: 8.5858 - sys_corr_103: -12.878700000000002 - sys_corr_104: -64.39349999999999 + sys_corr_103: -12.8787 + sys_corr_104: -64.3935 sys_corr_105: -77.2722 - sys_corr_106: 25.757400000000004 + sys_corr_106: 25.7574 sys_corr_107: -34.3432 sys_corr_108: 38.6361 - sys_corr_109: 12.878700000000002 + sys_corr_109: 12.8787 sys_corr_110: -17.1716 sys_corr_111: -8.5858 sys_corr_112: -34.3432 sys_corr_113: -807.0652 - sys_corr_114: -678.2782000000001 + sys_corr_114: -678.2782 sys_corr_115: -575.2486 - sys_corr_116: -51.51480000000001 - sys_corr_117: -120.20120000000001 + sys_corr_116: -51.5148 + sys_corr_117: -120.2012 sys_corr_118: 635.3492 - sys_corr_119: 60.10060000000001 - sys_corr_120: 412.11840000000007 - sys_corr_121: 442.16869999999994 - sys_corr_122: 472.219 + sys_corr_119: 60.1006 + sys_corr_120: 412.1184 + sys_corr_121: 442.1687 + sys_corr_122: 472.2190 sys_corr_123: -68.6864 - sys_corr_124: -313.38169999999997 - sys_corr_125: 30.050300000000004 - sys_corr_126: 141.66570000000002 - sys_corr_127: 64.39349999999999 + sys_corr_124: -313.3817 + sys_corr_125: 30.0503 + sys_corr_126: 141.6657 + sys_corr_127: 64.3935 sys_corr_128: 270.4527 - sys_corr_129: 171.71599999999998 + sys_corr_129: 171.7160 sys_corr_130: 296.2101 - sys_corr_131: 51.51480000000001 - sys_corr_132: 7727.22 - sys_corr_133: 386.361 -- stat: 495.269924 - sys_corr_1: 534.09387 - sys_corr_2: -25.402800000000003 - sys_corr_3: 42.338 + sys_corr_131: 51.5148 + sys_corr_132: 7727.2200 + sys_corr_133: 386.3610 +- stat: 495.2699 + sys_corr_1: 534.0939 + sys_corr_2: -25.4028 + sys_corr_3: 42.3380 sys_corr_4: 16.9352 sys_corr_5: 4.2338 sys_corr_6: -4.2338 - sys_corr_7: 46.571799999999996 + sys_corr_7: 46.5718 sys_corr_8: 76.2084 sys_corr_9: 334.4702 - sys_corr_10: 804.422 - sys_corr_11: -402.211 + sys_corr_10: 804.4220 + sys_corr_11: -402.2110 sys_corr_12: -135.4816 sys_corr_13: 182.0534 - sys_corr_14: -0.0 - sys_corr_15: 474.18559999999997 - sys_corr_16: 46.571799999999996 - sys_corr_17: 12.701400000000001 + sys_corr_14: -0.0000 + sys_corr_15: 474.1856 + sys_corr_16: 46.5718 + sys_corr_17: 12.7014 sys_corr_18: 38.1042 sys_corr_19: 67.7408 - sys_corr_20: 42.338 + sys_corr_20: 42.3380 sys_corr_21: -8.4676 - sys_corr_22: -21.169 - sys_corr_23: 12.701400000000001 + sys_corr_22: -21.1690 + sys_corr_23: 12.7014 sys_corr_24: -8.4676 - sys_corr_25: -0.0 - sys_corr_26: 12.701400000000001 - sys_corr_27: 0.0 - sys_corr_28: -0.0 + sys_corr_25: -0.0000 + sys_corr_26: 12.7014 + sys_corr_27: 0.0000 + sys_corr_28: -0.0000 sys_corr_29: -4.2338 sys_corr_30: -4.2338 sys_corr_31: -4.2338 sys_corr_32: -8.4676 sys_corr_33: 8.4676 sys_corr_34: 8.4676 - sys_corr_35: -25.402800000000003 - sys_corr_36: -29.636599999999998 - sys_corr_37: 88.90980000000002 - sys_corr_38: 21.169 - sys_corr_39: -63.507 - sys_corr_40: 46.571799999999996 - sys_corr_41: 0.0 - sys_corr_42: 237.09279999999998 - sys_corr_43: -21.169 + sys_corr_35: -25.4028 + sys_corr_36: -29.6366 + sys_corr_37: 88.9098 + sys_corr_38: 21.1690 + sys_corr_39: -63.5070 + sys_corr_40: 46.5718 + sys_corr_41: 0.0000 + sys_corr_42: 237.0928 + sys_corr_43: -21.1690 sys_corr_44: -38.1042 sys_corr_45: -16.9352 - sys_corr_46: 0.0 + sys_corr_46: 0.0000 sys_corr_47: 8.4676 - sys_corr_48: -25.402800000000003 + sys_corr_48: -25.4028 sys_corr_49: -4.2338 - sys_corr_50: 25.402800000000003 + sys_corr_50: 25.4028 sys_corr_51: 8.4676 - sys_corr_52: 110.07879999999999 + sys_corr_52: 110.0788 sys_corr_53: -76.2084 sys_corr_54: 8.4676 sys_corr_55: -135.4816 - sys_corr_56: -84.676 + sys_corr_56: -84.6760 sys_corr_57: 67.7408 - sys_corr_58: -88.90980000000002 - sys_corr_59: -46.571799999999996 + sys_corr_58: -88.9098 + sys_corr_59: -46.5718 sys_corr_60: 38.1042 - sys_corr_61: -143.94920000000002 - sys_corr_62: -143.94920000000002 + sys_corr_61: -143.9492 + sys_corr_62: -143.9492 sys_corr_63: 156.6506 - sys_corr_64: -110.07879999999999 - sys_corr_65: -101.61120000000001 - sys_corr_66: -88.90980000000002 - sys_corr_67: -21.169 + sys_corr_64: -110.0788 + sys_corr_65: -101.6112 + sys_corr_66: -88.9098 + sys_corr_67: -21.1690 sys_corr_68: -135.4816 sys_corr_69: -266.7294 sys_corr_70: 4.2338 - sys_corr_71: 0.0 - sys_corr_72: 203.22240000000002 + sys_corr_71: 0.0000 + sys_corr_72: 203.2224 sys_corr_73: 194.7548 sys_corr_74: 80.4422 sys_corr_75: -8.4676 sys_corr_76: 131.2478 - sys_corr_77: 93.14359999999999 + sys_corr_77: 93.1436 sys_corr_78: -207.4562 sys_corr_79: 131.2478 sys_corr_80: 266.7294 - sys_corr_81: 139.71540000000002 - sys_corr_82: -25.402800000000003 - sys_corr_83: 0.0 - sys_corr_84: -71.97460000000001 - sys_corr_85: -59.273199999999996 - sys_corr_86: 110.07879999999999 + sys_corr_81: 139.7154 + sys_corr_82: -25.4028 + sys_corr_83: 0.0000 + sys_corr_84: -71.9746 + sys_corr_85: -59.2732 + sys_corr_86: 110.0788 sys_corr_87: 76.2084 sys_corr_88: 33.8704 sys_corr_89: 4.2338 sys_corr_90: -4.2338 sys_corr_91: -8.4676 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 sys_corr_100: -16.9352 - sys_corr_101: 46.571799999999996 + sys_corr_101: 46.5718 sys_corr_102: 33.8704 - sys_corr_103: 50.805600000000005 + sys_corr_103: 50.8056 sys_corr_104: -8.4676 sys_corr_105: 33.8704 - sys_corr_106: -101.61120000000001 - sys_corr_107: -71.97460000000001 - sys_corr_108: 46.571799999999996 - sys_corr_109: -21.169 + sys_corr_106: -101.6112 + sys_corr_107: -71.9746 + sys_corr_108: 46.5718 + sys_corr_109: -21.1690 sys_corr_110: 4.2338 - sys_corr_111: -12.701400000000001 - sys_corr_112: 25.402800000000003 + sys_corr_111: -12.7014 + sys_corr_112: 25.4028 sys_corr_113: -829.8248 sys_corr_114: -554.6278 - sys_corr_115: -622.3685999999999 - sys_corr_116: -59.273199999999996 + sys_corr_115: -622.3686 + sys_corr_116: -59.2732 sys_corr_117: -173.5858 sys_corr_118: 537.6926 - sys_corr_119: 148.18300000000002 + sys_corr_119: 148.1830 sys_corr_120: 414.9124 sys_corr_121: 448.7828 - sys_corr_122: 474.18559999999997 - sys_corr_123: -84.676 + sys_corr_122: 474.1856 + sys_corr_123: -84.6760 sys_corr_124: -182.0534 - sys_corr_125: 186.28719999999998 - sys_corr_126: 177.81960000000004 - sys_corr_127: 71.97460000000001 - sys_corr_128: 393.74339999999995 + sys_corr_125: 186.2872 + sys_corr_126: 177.8196 + sys_corr_127: 71.9746 + sys_corr_128: 393.7434 sys_corr_129: 207.4562 - sys_corr_130: 42.338 + sys_corr_130: 42.3380 sys_corr_131: -135.4816 - sys_corr_132: 7620.84 + sys_corr_132: 7620.8400 sys_corr_133: 385.2758 -- stat: 474.734628 - sys_corr_1: 615.206772 +- stat: 474.7346 + sys_corr_1: 615.2068 sys_corr_2: 91.0008 - sys_corr_3: 103.41 - sys_corr_4: 37.227599999999995 + sys_corr_3: 103.4100 + sys_corr_4: 37.2276 sys_corr_5: 4.1364 sys_corr_6: 8.2728 sys_corr_7: 66.1824 - sys_corr_8: 95.13719999999999 - sys_corr_9: 239.91120000000004 + sys_corr_8: 95.1372 + sys_corr_9: 239.9112 sys_corr_10: 715.5972 sys_corr_11: -471.5496 sys_corr_12: -157.1832 - sys_corr_13: 161.31959999999998 - sys_corr_14: -0.0 + sys_corr_13: 161.3196 + sys_corr_14: -0.0000 sys_corr_15: 471.5496 - sys_corr_16: 41.364 + sys_corr_16: 41.3640 sys_corr_17: 12.4092 - sys_corr_18: 37.227599999999995 - sys_corr_19: 62.04599999999999 - sys_corr_20: 41.364 + sys_corr_18: 37.2276 + sys_corr_19: 62.0460 + sys_corr_20: 41.3640 sys_corr_21: -8.2728 sys_corr_22: -4.1364 sys_corr_23: 4.1364 @@ -2574,7 +2574,7 @@ bins: sys_corr_25: -4.1364 sys_corr_26: 8.2728 sys_corr_27: -16.5456 - sys_corr_28: 103.41 + sys_corr_28: 103.4100 sys_corr_29: -4.1364 sys_corr_30: -28.9548 sys_corr_31: -8.2728 @@ -2583,41 +2583,41 @@ bins: sys_corr_34: -4.1364 sys_corr_35: 8.2728 sys_corr_36: 16.5456 - sys_corr_37: 53.773199999999996 + sys_corr_37: 53.7732 sys_corr_38: 4.1364 - sys_corr_39: -177.86519999999996 + sys_corr_39: -177.8652 sys_corr_40: -128.2284 sys_corr_41: 223.3656 - sys_corr_42: 82.728 + sys_corr_42: 82.7280 sys_corr_43: -33.0912 sys_corr_44: -57.9096 sys_corr_45: 4.1364 - sys_corr_46: 20.682 + sys_corr_46: 20.6820 sys_corr_47: -16.5456 sys_corr_48: -33.0912 sys_corr_49: -8.2728 sys_corr_50: -4.1364 sys_corr_51: 24.8184 - sys_corr_52: 103.41 + sys_corr_52: 103.4100 sys_corr_53: -70.3188 sys_corr_54: 8.2728 - sys_corr_55: -62.04599999999999 + sys_corr_55: -62.0460 sys_corr_56: -70.3188 sys_corr_57: 86.8644 - sys_corr_58: -74.45519999999999 - sys_corr_59: -95.13719999999999 + sys_corr_58: -74.4552 + sys_corr_59: -95.1372 sys_corr_60: 49.6368 sys_corr_61: 49.6368 sys_corr_62: -91.0008 sys_corr_63: -49.6368 sys_corr_64: 57.9096 - sys_corr_65: -95.13719999999999 + sys_corr_65: -95.1372 sys_corr_66: -157.1832 - sys_corr_67: -107.54639999999999 - sys_corr_68: -119.95560000000002 + sys_corr_67: -107.5464 + sys_corr_68: -119.9556 sys_corr_69: -235.7748 sys_corr_70: 12.4092 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 140.6376 sys_corr_73: 115.8192 sys_corr_74: 28.9548 @@ -2625,237 +2625,237 @@ bins: sys_corr_76: 16.5456 sys_corr_77: 16.5456 sys_corr_78: 91.0008 - sys_corr_79: 144.774 - sys_corr_80: 239.91120000000004 + sys_corr_79: 144.7740 + sys_corr_80: 239.9112 sys_corr_81: -231.6384 sys_corr_82: 198.5472 sys_corr_83: 33.0912 sys_corr_84: -16.5456 sys_corr_85: -49.6368 - sys_corr_86: -82.728 + sys_corr_86: -82.7280 sys_corr_87: 70.3188 - sys_corr_88: 37.227599999999995 + sys_corr_88: 37.2276 sys_corr_89: 8.2728 - sys_corr_90: -0.0 + sys_corr_90: -0.0000 sys_corr_91: -8.2728 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 sys_corr_100: -66.1824 - sys_corr_101: -20.682 + sys_corr_101: -20.6820 sys_corr_102: 57.9096 - sys_corr_103: -20.682 + sys_corr_103: -20.6820 sys_corr_104: 12.4092 - sys_corr_105: 62.04599999999999 + sys_corr_105: 62.0460 sys_corr_106: -8.2728 sys_corr_107: -128.2284 - sys_corr_108: 41.364 + sys_corr_108: 41.3640 sys_corr_109: -33.0912 sys_corr_110: 28.9548 sys_corr_111: -12.4092 sys_corr_112: 45.5004 - sys_corr_113: -827.28 - sys_corr_114: -417.77639999999997 + sys_corr_113: -827.2800 + sys_corr_114: -417.7764 sys_corr_115: -347.4576 sys_corr_116: -49.6368 - sys_corr_117: -165.456 + sys_corr_117: -165.4560 sys_corr_118: 732.1428 sys_corr_119: 136.5012 sys_corr_120: 421.9128 sys_corr_121: 504.6408 - sys_corr_122: 442.59479999999996 + sys_corr_122: 442.5948 sys_corr_123: 16.5456 - sys_corr_124: -165.456 + sys_corr_124: -165.4560 sys_corr_125: 173.7288 sys_corr_126: 244.0476 sys_corr_127: 66.1824 sys_corr_128: 33.0912 sys_corr_129: 273.0024 sys_corr_130: -198.5472 - sys_corr_131: -479.8224000000001 - sys_corr_132: 7445.52 - sys_corr_133: 380.54879999999997 -- stat: 389.9046986000001 - sys_corr_1: 565.378226 + sys_corr_131: -479.8224 + sys_corr_132: 7445.5200 + sys_corr_133: 380.5488 +- stat: 389.9047 + sys_corr_1: 565.3782 sys_corr_2: 56.7364 sys_corr_3: 85.1046 sys_corr_4: 28.3682 - sys_corr_5: 20.262999999999998 + sys_corr_5: 20.2630 sys_corr_6: -12.1578 - sys_corr_7: 81.05199999999999 + sys_corr_7: 81.0520 sys_corr_8: 68.8942 - sys_corr_9: 368.78659999999996 + sys_corr_9: 368.7866 sys_corr_10: 745.6784 sys_corr_11: -518.7328 sys_corr_12: -158.0514 sys_corr_13: 137.7884 - sys_corr_14: -0.0 + sys_corr_14: -0.0000 sys_corr_15: 453.8912 - sys_corr_16: 44.578599999999994 + sys_corr_16: 44.5786 sys_corr_17: 12.1578 sys_corr_18: 36.4734 sys_corr_19: 48.6312 - sys_corr_20: 40.525999999999996 + sys_corr_20: 40.5260 sys_corr_21: -4.0526 sys_corr_22: -8.1052 sys_corr_23: 4.0526 sys_corr_24: -28.3682 sys_corr_25: 24.3156 sys_corr_26: 36.4734 - sys_corr_27: -89.15719999999999 + sys_corr_27: -89.1572 sys_corr_28: -28.3682 sys_corr_29: -16.2104 sys_corr_30: 8.1052 - sys_corr_31: 0.0 + sys_corr_31: 0.0000 sys_corr_32: -4.0526 sys_corr_33: 8.1052 sys_corr_34: -8.1052 sys_corr_35: 16.2104 sys_corr_36: -12.1578 sys_corr_37: 76.9994 - sys_corr_38: 20.262999999999998 + sys_corr_38: 20.2630 sys_corr_39: -24.3156 sys_corr_40: 36.4734 sys_corr_41: 32.4208 sys_corr_42: 28.3682 - sys_corr_43: -20.262999999999998 + sys_corr_43: -20.2630 sys_corr_44: -32.4208 sys_corr_45: 4.0526 - sys_corr_46: 20.262999999999998 + sys_corr_46: 20.2630 sys_corr_47: 16.2104 - sys_corr_48: -20.262999999999998 + sys_corr_48: -20.2630 sys_corr_49: 8.1052 sys_corr_50: -16.2104 sys_corr_51: 12.1578 sys_corr_52: 113.4728 sys_corr_53: -76.9994 sys_corr_54: 12.1578 - sys_corr_55: 20.262999999999998 - sys_corr_56: 101.315 + sys_corr_55: 20.2630 + sys_corr_56: 101.3150 sys_corr_57: 36.4734 - sys_corr_58: -109.42020000000001 + sys_corr_58: -109.4202 sys_corr_59: 12.1578 sys_corr_60: 56.7364 - sys_corr_61: 109.42020000000001 + sys_corr_61: 109.4202 sys_corr_62: 170.2092 sys_corr_63: 210.7352 sys_corr_64: 137.7884 - sys_corr_65: 101.315 + sys_corr_65: 101.3150 sys_corr_66: 36.4734 sys_corr_67: 64.8416 - sys_corr_68: 81.05199999999999 + sys_corr_68: 81.0520 sys_corr_69: -174.2618 sys_corr_70: -52.6838 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 129.6832 - sys_corr_73: 101.315 + sys_corr_73: 101.3150 sys_corr_74: 36.4734 sys_corr_75: 4.0526 sys_corr_76: 16.2104 sys_corr_77: 16.2104 - sys_corr_78: 214.78779999999998 - sys_corr_79: 40.525999999999996 + sys_corr_78: 214.7878 + sys_corr_79: 40.5260 sys_corr_80: 125.6306 - sys_corr_81: -60.788999999999994 + sys_corr_81: -60.7890 sys_corr_82: 76.9994 sys_corr_83: 97.2624 - sys_corr_84: -20.262999999999998 + sys_corr_84: -20.2630 sys_corr_85: -28.3682 - sys_corr_86: -81.05199999999999 + sys_corr_86: -81.0520 sys_corr_87: 76.9994 sys_corr_88: 48.6312 sys_corr_89: 8.1052 sys_corr_90: -4.0526 sys_corr_91: -8.1052 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 - sys_corr_100: -178.31439999999998 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 + sys_corr_100: -178.3144 sys_corr_101: 24.3156 sys_corr_102: 12.1578 sys_corr_103: -12.1578 sys_corr_104: 24.3156 - sys_corr_105: 44.578599999999994 + sys_corr_105: 44.5786 sys_corr_106: 52.6838 - sys_corr_107: -60.788999999999994 - sys_corr_108: 60.788999999999994 + sys_corr_107: -60.7890 + sys_corr_108: 60.7890 sys_corr_109: -8.1052 sys_corr_110: -8.1052 sys_corr_111: -12.1578 sys_corr_112: -16.2104 - sys_corr_113: -895.6246000000001 - sys_corr_114: -344.47100000000006 - sys_corr_115: -368.78659999999996 + sys_corr_113: -895.6246 + sys_corr_114: -344.4710 + sys_corr_115: -368.7866 sys_corr_116: 36.4734 - sys_corr_117: -243.15599999999998 + sys_corr_117: -243.1560 sys_corr_118: 846.9934 sys_corr_119: 137.7884 - sys_corr_120: 498.46979999999996 + sys_corr_120: 498.4698 sys_corr_121: 615.9952 - sys_corr_122: 510.62760000000003 + sys_corr_122: 510.6276 sys_corr_123: -76.9994 sys_corr_124: -93.2098 - sys_corr_125: 190.47220000000002 - sys_corr_126: 101.315 + sys_corr_125: 190.4722 + sys_corr_126: 101.3150 sys_corr_127: 72.9468 sys_corr_128: 624.1004 - sys_corr_129: 81.05199999999999 + sys_corr_129: 81.0520 sys_corr_130: 259.3664 - sys_corr_131: -486.31199999999995 - sys_corr_132: 7294.68 - sys_corr_133: 279.62940000000003 -- stat: 649.0022519999999 - sys_corr_1: 1325.825538 + sys_corr_131: -486.3120 + sys_corr_132: 7294.6800 + sys_corr_133: 279.6294 +- stat: 649.0023 + sys_corr_1: 1325.8255 sys_corr_2: -27.1614 sys_corr_3: 228.9318 - sys_corr_4: 58.203 + sys_corr_4: 58.2030 sys_corr_5: 81.4842 - sys_corr_6: -42.682199999999995 - sys_corr_7: 267.73380000000003 + sys_corr_6: -42.6822 + sys_corr_7: 267.7338 sys_corr_8: 283.2546 - sys_corr_9: 333.69719999999995 - sys_corr_10: 636.3528000000001 + sys_corr_9: 333.6972 + sys_corr_10: 636.3528 sys_corr_11: -473.3844 - sys_corr_12: -170.72879999999998 + sys_corr_12: -170.7288 sys_corr_13: 108.6456 - sys_corr_14: -0.0 + sys_corr_14: -0.0000 sys_corr_15: 438.4626 - sys_corr_16: 42.682199999999995 + sys_corr_16: 42.6822 sys_corr_17: 11.6406 sys_corr_18: 31.0416 - sys_corr_19: 38.802 - sys_corr_20: 38.802 + sys_corr_19: 38.8020 + sys_corr_20: 38.8020 sys_corr_21: 7.7604 sys_corr_22: -46.5624 - sys_corr_23: 0.0 + sys_corr_23: 0.0000 sys_corr_24: 11.6406 - sys_corr_25: -19.401 + sys_corr_25: -19.4010 sys_corr_26: -7.7604 sys_corr_27: 54.3228 sys_corr_28: -27.1614 - sys_corr_29: 0.0 + sys_corr_29: 0.0000 sys_corr_30: -11.6406 sys_corr_31: -23.2812 sys_corr_32: -7.7604 - sys_corr_33: -0.0 + sys_corr_33: -0.0000 sys_corr_34: -7.7604 - sys_corr_35: 42.682199999999995 - sys_corr_36: 19.401 + sys_corr_35: 42.6822 + sys_corr_36: 19.4010 sys_corr_37: 46.5624 sys_corr_38: 7.7604 sys_corr_39: -7.7604 sys_corr_40: 93.1248 - sys_corr_41: 19.401 + sys_corr_41: 19.4010 sys_corr_42: -15.5208 sys_corr_43: 7.7604 sys_corr_44: -3.8802 @@ -2866,8 +2866,8 @@ bins: sys_corr_49: -15.5208 sys_corr_50: -46.5624 sys_corr_51: -62.0832 - sys_corr_52: 97.005 - sys_corr_53: -65.96340000000001 + sys_corr_52: 97.0050 + sys_corr_53: -65.9634 sys_corr_54: 11.6406 sys_corr_55: -54.3228 sys_corr_56: -7.7604 @@ -2881,89 +2881,89 @@ bins: sys_corr_64: 7.7604 sys_corr_65: 23.2812 sys_corr_66: -27.1614 - sys_corr_67: -0.0 + sys_corr_67: -0.0000 sys_corr_68: -23.2812 sys_corr_69: -81.4842 sys_corr_70: 3.8802 - sys_corr_71: 0.0 - sys_corr_72: 174.60899999999998 - sys_corr_73: 58.203 + sys_corr_71: 0.0000 + sys_corr_72: 174.6090 + sys_corr_73: 58.2030 sys_corr_74: 11.6406 sys_corr_75: 11.6406 - sys_corr_76: -19.401 + sys_corr_76: -19.4010 sys_corr_77: -7.7604 sys_corr_78: 7.7604 sys_corr_79: 3.8802 - sys_corr_80: 182.36939999999998 - sys_corr_81: -42.682199999999995 - sys_corr_82: 0.0 + sys_corr_80: 182.3694 + sys_corr_81: -42.6822 + sys_corr_82: 0.0000 sys_corr_83: 7.7604 sys_corr_84: 7.7604 sys_corr_85: 7.7604 - sys_corr_86: -19.401 + sys_corr_86: -19.4010 sys_corr_87: 69.8436 sys_corr_88: 46.5624 sys_corr_89: 11.6406 - sys_corr_90: -0.0 + sys_corr_90: -0.0000 sys_corr_91: -7.7604 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 sys_corr_100: -3.8802 sys_corr_101: 27.1614 sys_corr_102: 3.8802 sys_corr_103: 3.8802 sys_corr_104: -3.8802 - sys_corr_105: -0.0 + sys_corr_105: -0.0000 sys_corr_106: 3.8802 sys_corr_107: -11.6406 sys_corr_108: 23.2812 - sys_corr_109: 0.0 + sys_corr_109: 0.0000 sys_corr_110: -11.6406 - sys_corr_111: -0.0 + sys_corr_111: -0.0000 sys_corr_112: -11.6406 - sys_corr_113: -892.446 + sys_corr_113: -892.4460 sys_corr_114: -248.3328 sys_corr_115: -434.5824 sys_corr_116: 31.0416 sys_corr_117: -100.8852 - sys_corr_118: 752.7588000000001 - sys_corr_119: -19.401 + sys_corr_118: 752.7588 + sys_corr_119: -19.4010 sys_corr_120: 430.7022 sys_corr_121: 803.2014 sys_corr_122: 287.1348 - sys_corr_123: -0.0 + sys_corr_123: -0.0000 sys_corr_124: -62.0832 - sys_corr_125: 65.96340000000001 + sys_corr_125: 65.9634 sys_corr_126: 147.4476 sys_corr_127: 54.3228 - sys_corr_128: 240.57240000000002 + sys_corr_128: 240.5724 sys_corr_129: 139.6872 sys_corr_130: 23.2812 sys_corr_131: -162.9684 - sys_corr_132: 6984.36 + sys_corr_132: 6984.3600 sys_corr_133: 453.9834 -- stat: 520.20878 - sys_corr_1: 622.4762390000001 +- stat: 520.2088 + sys_corr_1: 622.4762 sys_corr_2: -15.1004 sys_corr_3: 49.0763 sys_corr_4: 7.5502 sys_corr_5: -7.5502 sys_corr_6: -3.7751 - sys_corr_7: 52.851400000000005 - sys_corr_8: 56.62649999999999 + sys_corr_7: 52.8514 + sys_corr_8: 56.6265 sys_corr_9: 252.9317 - sys_corr_10: 781.4456999999999 + sys_corr_10: 781.4457 sys_corr_11: -562.4899 - sys_corr_12: -177.42970000000003 + sys_corr_12: -177.4297 sys_corr_13: 94.3775 - sys_corr_14: -0.0 - sys_corr_15: 441.68670000000003 + sys_corr_14: -0.0000 + sys_corr_15: 441.6867 sys_corr_16: 41.5261 sys_corr_17: 11.3253 sys_corr_18: 30.2008 @@ -2976,8 +2976,8 @@ bins: sys_corr_25: -3.7751 sys_corr_26: 7.5502 sys_corr_27: 3.7751 - sys_corr_28: -0.0 - sys_corr_29: -0.0 + sys_corr_28: -0.0000 + sys_corr_29: -0.0000 sys_corr_30: -3.7751 sys_corr_31: -3.7751 sys_corr_32: -7.5502 @@ -2990,73 +2990,73 @@ bins: sys_corr_39: -41.5261 sys_corr_40: 11.3253 sys_corr_41: 41.5261 - sys_corr_42: 26.425700000000003 + sys_corr_42: 26.4257 sys_corr_43: -15.1004 sys_corr_44: -18.8755 sys_corr_45: -11.3253 sys_corr_46: -15.1004 sys_corr_47: 11.3253 - sys_corr_48: -52.851400000000005 - sys_corr_49: 0.0 - sys_corr_50: 0.0 - sys_corr_51: 26.425700000000003 - sys_corr_52: 113.25299999999999 - sys_corr_53: -75.502 + sys_corr_48: -52.8514 + sys_corr_49: 0.0000 + sys_corr_50: 0.0000 + sys_corr_51: 26.4257 + sys_corr_52: 113.2530 + sys_corr_53: -75.5020 sys_corr_54: 11.3253 sys_corr_55: 90.6024 sys_corr_56: 577.5903 - sys_corr_57: -37.751 + sys_corr_57: -37.7510 sys_corr_58: 11.3253 sys_corr_59: 45.3012 sys_corr_60: 71.7269 - sys_corr_61: 67.95179999999999 - sys_corr_62: -26.425700000000003 + sys_corr_61: 67.9518 + sys_corr_62: -26.4257 sys_corr_63: -86.8273 sys_corr_64: -132.1285 sys_corr_65: 64.1767 - sys_corr_66: 26.425700000000003 - sys_corr_67: 26.425700000000003 + sys_corr_66: 26.4257 + sys_corr_67: 26.4257 sys_corr_68: 7.5502 sys_corr_69: -181.2048 sys_corr_70: -3.7751 - sys_corr_71: 0.0 - sys_corr_72: 177.42970000000003 - sys_corr_73: 52.851400000000005 - sys_corr_74: -147.22889999999998 + sys_corr_71: 0.0000 + sys_corr_72: 177.4297 + sys_corr_73: 52.8514 + sys_corr_74: -147.2289 sys_corr_75: -60.4016 sys_corr_76: -18.8755 - sys_corr_77: -56.62649999999999 + sys_corr_77: -56.6265 sys_corr_78: -64.1767 sys_corr_79: -7.5502 sys_corr_80: 158.5542 - sys_corr_81: -52.851400000000005 - sys_corr_82: 26.425700000000003 + sys_corr_81: -52.8514 + sys_corr_82: 26.4257 sys_corr_83: -18.8755 sys_corr_84: 22.6506 sys_corr_85: 109.4779 sys_corr_86: 49.0763 - sys_corr_87: 67.95179999999999 + sys_corr_87: 67.9518 sys_corr_88: 49.0763 sys_corr_89: 22.6506 sys_corr_90: -3.7751 sys_corr_91: -7.5502 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 sys_corr_100: 203.8554 sys_corr_101: 41.5261 sys_corr_102: -3.7751 sys_corr_103: -11.3253 sys_corr_104: 7.5502 sys_corr_105: 7.5502 - sys_corr_106: 0.0 + sys_corr_106: 0.0000 sys_corr_107: 143.4538 - sys_corr_108: 37.751 + sys_corr_108: 37.7510 sys_corr_109: -15.1004 sys_corr_110: 11.3253 sys_corr_111: -7.5502 @@ -3065,39 +3065,39 @@ bins: sys_corr_114: -98.1526 sys_corr_115: -532.2891 sys_corr_116: -45.3012 - sys_corr_117: 67.95179999999999 - sys_corr_118: 554.9396999999999 + sys_corr_117: 67.9518 + sys_corr_118: 554.9397 sys_corr_119: 215.1807 sys_corr_120: 517.1887 sys_corr_121: 800.3212 sys_corr_122: 547.3895 sys_corr_123: -49.0763 - sys_corr_124: 184.97990000000001 + sys_corr_124: 184.9799 sys_corr_125: 94.3775 sys_corr_126: 169.8795 sys_corr_127: 86.8273 sys_corr_128: 181.2048 - sys_corr_129: 207.63049999999998 + sys_corr_129: 207.6305 sys_corr_130: 83.0522 sys_corr_131: -290.6827 - sys_corr_132: 6795.18 - sys_corr_133: 449.23689999999993 -- stat: 432.435822 - sys_corr_1: 741.2976479999999 - sys_corr_2: -54.873000000000005 - sys_corr_3: 95.11319999999999 + sys_corr_132: 6795.1800 + sys_corr_133: 449.2369 +- stat: 432.4358 + sys_corr_1: 741.2976 + sys_corr_2: -54.8730 + sys_corr_3: 95.1132 sys_corr_4: 7.3164 sys_corr_5: 10.9746 sys_corr_6: -3.6582 sys_corr_7: 98.7714 sys_corr_8: 98.7714 - sys_corr_9: 329.23799999999994 + sys_corr_9: 329.2380 sys_corr_10: 753.5892 sys_corr_11: -545.0718 sys_corr_12: -175.5936 - sys_corr_13: 73.164 - sys_corr_14: -0.0 - sys_corr_15: 402.402 + sys_corr_13: 73.1640 + sys_corr_14: -0.0000 + sys_corr_15: 402.4020 sys_corr_16: 40.2402 sys_corr_17: 7.3164 sys_corr_18: 29.2656 @@ -3112,23 +3112,23 @@ bins: sys_corr_27: 7.3164 sys_corr_28: -7.3164 sys_corr_29: 7.3164 - sys_corr_30: -0.0 + sys_corr_30: -0.0000 sys_corr_31: -10.9746 - sys_corr_32: -0.0 + sys_corr_32: -0.0000 sys_corr_33: 7.3164 sys_corr_34: -7.3164 sys_corr_35: -7.3164 sys_corr_36: 7.3164 sys_corr_37: 80.4804 sys_corr_38: 10.9746 - sys_corr_39: -18.291 + sys_corr_39: -18.2910 sys_corr_40: 10.9746 sys_corr_41: 21.9492 - sys_corr_42: 18.291 - sys_corr_43: -18.291 + sys_corr_42: 18.2910 + sys_corr_43: -18.2910 sys_corr_44: -10.9746 sys_corr_45: 10.9746 - sys_corr_46: -25.607400000000002 + sys_corr_46: -25.6074 sys_corr_47: -3.6582 sys_corr_48: -43.8984 sys_corr_49: 7.3164 @@ -3140,274 +3140,274 @@ bins: sys_corr_55: -14.6328 sys_corr_56: -135.3534 sys_corr_57: 58.5312 - sys_corr_58: 153.64440000000002 - sys_corr_59: 73.164 - sys_corr_60: 62.189400000000006 + sys_corr_58: 153.6444 + sys_corr_59: 73.1640 + sys_corr_60: 62.1894 sys_corr_61: 10.9746 sys_corr_62: 40.2402 sys_corr_63: -80.4804 sys_corr_64: -14.6328 - sys_corr_65: 120.72060000000002 - sys_corr_66: 0.0 + sys_corr_65: 120.7206 + sys_corr_66: 0.0000 sys_corr_67: -14.6328 sys_corr_68: 14.6328 - sys_corr_69: 256.074 + sys_corr_69: 256.0740 sys_corr_70: -29.2656 - sys_corr_71: 0.0 + sys_corr_71: 0.0000 sys_corr_72: 139.0116 sys_corr_73: 113.4042 - sys_corr_74: -95.11319999999999 + sys_corr_74: -95.1132 sys_corr_75: 58.5312 sys_corr_76: -65.8476 - sys_corr_77: 95.11319999999999 - sys_corr_78: -18.291 + sys_corr_77: 95.1132 + sys_corr_78: -18.2910 sys_corr_79: -10.9746 - sys_corr_80: 171.93540000000002 - sys_corr_81: -62.189400000000006 + sys_corr_80: 171.9354 + sys_corr_81: -62.1894 sys_corr_82: 32.9238 sys_corr_83: -113.4042 sys_corr_84: 3.6582 sys_corr_85: -7.3164 - sys_corr_86: -0.0 - sys_corr_87: 73.164 + sys_corr_86: -0.0000 + sys_corr_87: 73.1640 sys_corr_88: 43.8984 sys_corr_89: 21.9492 sys_corr_90: 3.6582 sys_corr_91: -3.6582 - sys_corr_92: 0.0 - sys_corr_93: -0.0 - sys_corr_94: 0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 - sys_corr_100: 54.873000000000005 + sys_corr_92: 0.0000 + sys_corr_93: -0.0000 + sys_corr_94: 0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 + sys_corr_100: 54.8730 sys_corr_101: 40.2402 - sys_corr_102: 25.607400000000002 + sys_corr_102: 25.6074 sys_corr_103: 58.5312 sys_corr_104: 14.6328 sys_corr_105: -7.3164 sys_corr_106: 21.9492 - sys_corr_107: 0.0 + sys_corr_107: 0.0000 sys_corr_108: 40.2402 - sys_corr_109: 62.189400000000006 + sys_corr_109: 62.1894 sys_corr_110: -14.6328 sys_corr_111: -43.8984 sys_corr_112: -14.6328 - sys_corr_113: -797.4875999999999 + sys_corr_113: -797.4876 sys_corr_114: 58.5312 - sys_corr_115: -384.111 - sys_corr_116: 18.291 + sys_corr_115: -384.1110 + sys_corr_116: 18.2910 sys_corr_117: -113.4042 - sys_corr_118: 691.3997999999999 - sys_corr_119: 336.55440000000004 - sys_corr_120: 490.19880000000006 + sys_corr_118: 691.3998 + sys_corr_119: 336.5544 + sys_corr_120: 490.1988 sys_corr_121: 943.8156 sys_corr_122: 556.0464 - sys_corr_123: 54.873000000000005 + sys_corr_123: 54.8730 sys_corr_124: 139.0116 - sys_corr_125: 62.189400000000006 + sys_corr_125: 62.1894 sys_corr_126: 98.7714 sys_corr_127: 69.5058 sys_corr_128: 332.8962 sys_corr_129: 179.2518 - sys_corr_130: 193.88459999999998 + sys_corr_130: 193.8846 sys_corr_131: -32.9238 - sys_corr_132: 6584.76 - sys_corr_133: 512.148 -- stat: 435.14928 - sys_corr_1: 584.4043800000001 - sys_corr_2: -48.258 - sys_corr_3: 55.152 - sys_corr_4: -3.447 - sys_corr_5: -13.788 - sys_corr_6: -17.235 - sys_corr_7: 55.152 - sys_corr_8: 68.94 - sys_corr_9: 193.032 - sys_corr_10: 810.045 - sys_corr_11: -596.331 - sys_corr_12: -196.479 - sys_corr_13: 51.705 - sys_corr_14: -0.0 - sys_corr_15: 389.51099999999997 - sys_corr_16: 37.917 - sys_corr_17: 6.894 - sys_corr_18: 24.129 - sys_corr_19: 13.788 - sys_corr_20: 37.917 - sys_corr_21: 10.341 - sys_corr_22: -31.022999999999996 - sys_corr_23: 10.341 - sys_corr_24: -3.447 - sys_corr_25: -10.341 - sys_corr_26: 6.894 - sys_corr_27: 13.788 - sys_corr_28: 0.0 - sys_corr_29: 3.447 - sys_corr_30: -3.447 - sys_corr_31: -10.341 - sys_corr_32: -17.235 - sys_corr_33: 17.235 - sys_corr_34: -24.129 - sys_corr_35: 58.599000000000004 - sys_corr_36: -3.447 - sys_corr_37: 75.834 - sys_corr_38: 6.894 - sys_corr_39: -41.364 - sys_corr_40: 10.341 - sys_corr_41: 48.258 - sys_corr_42: 34.47 - sys_corr_43: -24.129 - sys_corr_44: -27.576 - sys_corr_45: -6.894 - sys_corr_46: -27.576 - sys_corr_47: 10.341 - sys_corr_48: -72.387 - sys_corr_49: -0.0 - sys_corr_50: 0.0 - sys_corr_51: 27.576 - sys_corr_52: 113.751 - sys_corr_53: -79.28099999999999 - sys_corr_54: 10.341 - sys_corr_55: -137.88 - sys_corr_56: -86.175 - sys_corr_57: -148.22099999999998 - sys_corr_58: -10.341 - sys_corr_59: 41.364 - sys_corr_60: 65.493 - sys_corr_61: -120.64500000000002 - sys_corr_62: -20.682 - sys_corr_63: -65.493 - sys_corr_64: 31.022999999999996 - sys_corr_65: -37.917 - sys_corr_66: -96.516 - sys_corr_67: -37.917 - sys_corr_68: 37.917 - sys_corr_69: 113.751 - sys_corr_70: 27.576 - sys_corr_71: 0.0 - sys_corr_72: 203.373 - sys_corr_73: -82.728 - sys_corr_74: 44.81099999999999 - sys_corr_75: 175.79699999999997 - sys_corr_76: 68.94 - sys_corr_77: -182.69099999999997 - sys_corr_78: -24.129 - sys_corr_79: -20.682 - sys_corr_80: 151.668 - sys_corr_81: 72.387 - sys_corr_82: -58.599000000000004 - sys_corr_83: 48.258 - sys_corr_84: -79.28099999999999 - sys_corr_85: 93.069 - sys_corr_86: -113.751 - sys_corr_87: 44.81099999999999 - sys_corr_88: 62.04599999999999 - sys_corr_89: 13.788 - sys_corr_90: 0.0 - sys_corr_91: -0.0 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: 0.0 - sys_corr_100: 34.47 - sys_corr_101: 17.235 - sys_corr_102: -89.62199999999999 - sys_corr_103: 6.894 - sys_corr_104: -79.28099999999999 - sys_corr_105: 20.682 - sys_corr_106: 0.0 - sys_corr_107: -34.47 - sys_corr_108: 24.129 - sys_corr_109: 34.47 - sys_corr_110: 24.129 - sys_corr_111: 93.069 - sys_corr_112: -31.022999999999996 - sys_corr_113: -827.28 - sys_corr_114: -189.585 - sys_corr_115: -310.23 - sys_corr_116: -55.152 - sys_corr_117: -68.94 - sys_corr_118: 517.05 - sys_corr_119: 230.949 - sys_corr_120: 420.534 - sys_corr_121: 975.5009999999999 - sys_corr_122: 382.61699999999996 - sys_corr_123: -113.751 - sys_corr_124: 96.516 - sys_corr_125: -62.04599999999999 - sys_corr_126: 162.009 - sys_corr_127: 65.493 - sys_corr_128: 141.327 - sys_corr_129: 168.903 - sys_corr_130: 68.94 - sys_corr_131: -55.152 - sys_corr_132: 6204.6 - sys_corr_133: 441.216 -- stat: 444.10367999999994 - sys_corr_1: 618.203808 - sys_corr_2: 12.761600000000001 - sys_corr_3: 57.42719999999999 - sys_corr_4: -0.0 + sys_corr_132: 6584.7600 + sys_corr_133: 512.1480 +- stat: 435.1493 + sys_corr_1: 584.4044 + sys_corr_2: -48.2580 + sys_corr_3: 55.1520 + sys_corr_4: -3.4470 + sys_corr_5: -13.7880 + sys_corr_6: -17.2350 + sys_corr_7: 55.1520 + sys_corr_8: 68.9400 + sys_corr_9: 193.0320 + sys_corr_10: 810.0450 + sys_corr_11: -596.3310 + sys_corr_12: -196.4790 + sys_corr_13: 51.7050 + sys_corr_14: -0.0000 + sys_corr_15: 389.5110 + sys_corr_16: 37.9170 + sys_corr_17: 6.8940 + sys_corr_18: 24.1290 + sys_corr_19: 13.7880 + sys_corr_20: 37.9170 + sys_corr_21: 10.3410 + sys_corr_22: -31.0230 + sys_corr_23: 10.3410 + sys_corr_24: -3.4470 + sys_corr_25: -10.3410 + sys_corr_26: 6.8940 + sys_corr_27: 13.7880 + sys_corr_28: 0.0000 + sys_corr_29: 3.4470 + sys_corr_30: -3.4470 + sys_corr_31: -10.3410 + sys_corr_32: -17.2350 + sys_corr_33: 17.2350 + sys_corr_34: -24.1290 + sys_corr_35: 58.5990 + sys_corr_36: -3.4470 + sys_corr_37: 75.8340 + sys_corr_38: 6.8940 + sys_corr_39: -41.3640 + sys_corr_40: 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+ sys_corr_83: 48.2580 + sys_corr_84: -79.2810 + sys_corr_85: 93.0690 + sys_corr_86: -113.7510 + sys_corr_87: 44.8110 + sys_corr_88: 62.0460 + sys_corr_89: 13.7880 + sys_corr_90: 0.0000 + sys_corr_91: -0.0000 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: 0.0000 + sys_corr_100: 34.4700 + sys_corr_101: 17.2350 + sys_corr_102: -89.6220 + sys_corr_103: 6.8940 + sys_corr_104: -79.2810 + sys_corr_105: 20.6820 + sys_corr_106: 0.0000 + sys_corr_107: -34.4700 + sys_corr_108: 24.1290 + sys_corr_109: 34.4700 + sys_corr_110: 24.1290 + sys_corr_111: 93.0690 + sys_corr_112: -31.0230 + sys_corr_113: -827.2800 + sys_corr_114: -189.5850 + sys_corr_115: -310.2300 + sys_corr_116: -55.1520 + sys_corr_117: -68.9400 + sys_corr_118: 517.0500 + sys_corr_119: 230.9490 + sys_corr_120: 420.5340 + sys_corr_121: 975.5010 + sys_corr_122: 382.6170 + sys_corr_123: -113.7510 + sys_corr_124: 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sys_corr_21: 9.5712 - sys_corr_22: -15.952 - sys_corr_23: 12.761600000000001 - sys_corr_24: -3.1904000000000003 - sys_corr_25: -3.1904000000000003 + sys_corr_22: -15.9520 + sys_corr_23: 12.7616 + sys_corr_24: -3.1904 + sys_corr_25: -3.1904 sys_corr_26: 9.5712 - sys_corr_27: 6.380800000000001 - sys_corr_28: -3.1904000000000003 - sys_corr_29: 0.0 - sys_corr_30: -3.1904000000000003 - sys_corr_31: -3.1904000000000003 - sys_corr_32: -6.380800000000001 - sys_corr_33: 15.952 - sys_corr_34: -0.0 - sys_corr_35: 12.761600000000001 + sys_corr_27: 6.3808 + sys_corr_28: -3.1904 + sys_corr_29: 0.0000 + sys_corr_30: -3.1904 + sys_corr_31: -3.1904 + sys_corr_32: -6.3808 + sys_corr_33: 15.9520 + sys_corr_34: -0.0000 + sys_corr_35: 12.7616 sys_corr_36: -9.5712 - sys_corr_37: 92.52159999999999 + sys_corr_37: 92.5216 sys_corr_38: 9.5712 - sys_corr_39: -44.665600000000005 - sys_corr_40: 15.952 - sys_corr_41: 47.855999999999995 - sys_corr_42: 35.09439999999999 - sys_corr_43: -28.713599999999996 - sys_corr_44: -35.09439999999999 - sys_corr_45: -3.1904000000000003 - sys_corr_46: -15.952 + sys_corr_39: -44.6656 + sys_corr_40: 15.9520 + sys_corr_41: 47.8560 + sys_corr_42: 35.0944 + sys_corr_43: -28.7136 + sys_corr_44: -35.0944 + sys_corr_45: -3.1904 + sys_corr_46: -15.9520 sys_corr_47: 19.1424 - sys_corr_48: -63.808 - sys_corr_49: 3.1904000000000003 - sys_corr_50: -3.1904000000000003 + sys_corr_48: -63.8080 + sys_corr_49: 3.1904 + sys_corr_50: -3.1904 sys_corr_51: 19.1424 sys_corr_52: -60.6176 - sys_corr_53: 51.046400000000006 + sys_corr_53: 51.0464 sys_corr_54: 9.5712 - sys_corr_55: -57.42719999999999 - sys_corr_56: -204.18560000000002 - sys_corr_57: -111.66400000000002 + sys_corr_55: -57.4272 + sys_corr_56: -204.1856 + sys_corr_57: -111.6640 sys_corr_58: -60.6176 sys_corr_59: -188.2336 sys_corr_60: 54.2368 @@ -3418,60 +3418,60 @@ bins: sys_corr_65: -38.2848 sys_corr_66: 54.2368 sys_corr_67: -108.4736 - sys_corr_68: 47.855999999999995 + sys_corr_68: 47.8560 sys_corr_69: -38.2848 - sys_corr_70: 178.66240000000002 - sys_corr_71: 0.0 + sys_corr_70: 178.6624 + sys_corr_71: 0.0000 sys_corr_72: 267.9936 - sys_corr_73: -261.61280000000005 + sys_corr_73: -261.6128 sys_corr_74: 66.9984 sys_corr_75: -169.0912 sys_corr_76: -98.9024 - sys_corr_77: 41.475199999999994 - sys_corr_78: -6.380800000000001 - sys_corr_79: 15.952 + sys_corr_77: 41.4752 + sys_corr_78: -6.3808 + sys_corr_79: 15.9520 sys_corr_80: 66.9984 - sys_corr_81: -6.380800000000001 - sys_corr_82: 22.332800000000002 - sys_corr_83: 47.855999999999995 + sys_corr_81: -6.3808 + sys_corr_82: 22.3328 + sys_corr_83: 47.8560 sys_corr_84: 197.8048 - sys_corr_85: -12.761600000000001 + sys_corr_85: -12.7616 sys_corr_86: 9.5712 - sys_corr_87: 22.332800000000002 + sys_corr_87: 22.3328 sys_corr_88: 76.5696 - sys_corr_89: 3.1904000000000003 - sys_corr_90: 6.380800000000001 - sys_corr_91: -0.0 - sys_corr_92: 0.0 - sys_corr_93: 0.0 - sys_corr_94: -0.0 - sys_corr_95: -0.0 - sys_corr_96: 0.0 - sys_corr_97: -0.0 - sys_corr_98: -0.0 - sys_corr_99: -0.0 - sys_corr_100: -57.42719999999999 - sys_corr_101: 41.475199999999994 - sys_corr_102: -47.855999999999995 + sys_corr_89: 3.1904 + sys_corr_90: 6.3808 + sys_corr_91: -0.0000 + sys_corr_92: 0.0000 + sys_corr_93: 0.0000 + sys_corr_94: -0.0000 + sys_corr_95: -0.0000 + sys_corr_96: 0.0000 + sys_corr_97: -0.0000 + sys_corr_98: -0.0000 + sys_corr_99: -0.0000 + sys_corr_100: -57.4272 + sys_corr_101: 41.4752 + sys_corr_102: -47.8560 sys_corr_103: -38.2848 sys_corr_104: 76.5696 - sys_corr_105: -44.665600000000005 + sys_corr_105: -44.6656 sys_corr_106: -19.1424 - sys_corr_107: 6.380800000000001 + sys_corr_107: 6.3808 sys_corr_108: -162.7104 sys_corr_109: -54.2368 - sys_corr_110: -28.713599999999996 - sys_corr_111: -25.523200000000003 - sys_corr_112: -35.09439999999999 + sys_corr_110: -28.7136 + sys_corr_111: -25.5232 + sys_corr_112: -35.0944 sys_corr_113: -851.8368 sys_corr_114: -236.0896 - sys_corr_115: -386.03839999999997 - sys_corr_116: -57.42719999999999 - sys_corr_117: -175.472 + sys_corr_115: -386.0384 + sys_corr_116: -57.4272 + sys_corr_117: -175.4720 sys_corr_118: 513.6544 - sys_corr_119: 239.28 - sys_corr_120: 405.18080000000003 - sys_corr_121: 992.2144000000001 + sys_corr_119: 239.2800 + sys_corr_120: 405.1808 + sys_corr_121: 992.2144 sys_corr_122: 491.3216 sys_corr_123: -38.2848 sys_corr_124: 245.6608 @@ -3482,5 +3482,5 @@ bins: sys_corr_129: 153.1392 sys_corr_130: -513.6544 sys_corr_131: -548.7488 - sys_corr_132: 5742.72 - sys_corr_133: 379.65759999999995 + sys_corr_132: 5742.7200 + sys_corr_133: 379.6576 From f908f095c64e6e9a7c9eb216fe40aaafac60c813 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 13 Nov 2024 08:50:26 +0000 Subject: [PATCH 037/138] Edited metadata, still need completing, add prettify floats --- .../commondata/ATLAS_Z0_7TEV_49FB/data.yaml | 10 +- .../commondata/ATLAS_Z0_7TEV_49FB/filter.py | 3 + .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 8 +- .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 37 ++-- .../ATLAS_Z0_7TEV_49FB/uncertainties.yaml | 158 +++++++++--------- 5 files changed, 110 insertions(+), 106 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml index 16a0ad0e84..d9b577a16a 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml @@ -2,13 +2,13 @@ data_central: - 224.0 - 102.0 - 51.2 -- 28.400000000000002 -- 18.700000000000003 +- 2.84000000e+01 +- 1.87000000e+01 - 10.7 -- 8.229999999999999 +- 8.23000000e+00 - 4.66 - 1.7 - 0.474 - 0.146 -- 0.022099999999999998 -- 0.0028799999999999997 +- 2.21000000e-02 +- 2.88000000e-03 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py index 1c0de7dca1..a1ea470b6e 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py @@ -6,6 +6,9 @@ import yaml from filter_utils import get_data_values, get_kinematics, get_systematics +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) def filter_ATLAS_Z0_7TEV_49FB_data_kinetic(): diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml index aa89034126..1d97c85c17 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -138,7 +138,7 @@ bins: M2: min: 490000.0 mid: 722500.0 - max: 1000000.0 + max: 1.00000000e+06 sqrts: min: null mid: 7000.0 @@ -148,9 +148,9 @@ bins: mid: 1250.0 max: null M2: - min: 1000000.0 - mid: 1562500.0 - max: 2250000.0 + min: 1.00000000e+06 + mid: 1.56250000e+06 + max: 2.25000000e+06 sqrts: min: null mid: 7000.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index a0a553a40f..ba6f7b22e9 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -1,6 +1,6 @@ setname: ATLAS_Z0_7TEV_49FB version: 1 -version_comment: Port of old commondata +version_comment: Port of old commondata #? nnpdf_metadata: nnpdf31_process: DY NC experiment: ATLAS @@ -18,44 +18,45 @@ implemented_observables: description: Drell-Yan Mass Distribution label: ATLAS HM DY 7 TeV units: '' - process_type: EWK_MLL + process_type: DY_Z_Y tables: [1] npoints: [] ndata: 13 plotting: - kinematics_override: ewk_mll_sqrt_scale + kinematics_override: identity dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log plot_x: k2 kinematic_coverage: - - k1 - - k2 - - k3 + - y + - M2 + - SQRT(S) kinematics: variables: k1: - description: Variable k1 - label: k1 - units: '' + description: Rapidity #of Z boson? + label: y + units: '' #GeV? k2: - description: Variable k2 - label: k2 - units: '' + description: Squared mass of electron pair + label: M2 + units: '' #GeV^2? k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_HIMASS.yaml + description: Square root of center of mass energy + label: SQRT(S) + units: '' #GeV? + file: kinematics.yaml theory: conversion_factor: 1000.0 operation: 'null' FK_tables: - - ATLAS_DY_7TEV_49FB_HIMASS - data_uncertainties: [] + data_uncertainties: + - uncertatinties.yaml variants: legacy: data_uncertainties: - uncertainties_legacy_HIMASS.yaml - data_central: data_legacy_HIMASS.yaml + data_central: data.yaml ported_from: ATLASZHIGHMASS49FB diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml index 3b75481b7a..1c58b9975c 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml @@ -48,94 +48,94 @@ definitions: treatment: MULT type: ATLASLUMI11 bins: -- Stat: 2.4640000000000004 - Nbkg_stat: 0.22400000000000003 - CDY_stat: 1.5679999999999998 +- Stat: 2.46400000e+00 + Nbkg_stat: 2.24000000e-01 + CDY_stat: 1.56800000e+00 Nbkg: 2.912 - Reco: 3.5840000000000005 - Id: 5.151999999999999 - Energy_scale_res: 4.704000000000001 + Reco: 3.58400000e+00 + Id: 5.15200000e+00 + Energy_scale_res: 4.70400000e+00 Unfolding: 3.36 - Trigger: 1.7920000000000003 - MC_Modelling: 0.44800000000000006 + Trigger: 1.79200000e+00 + MC_Modelling: 4.48000000e-01 Theoretical: 0.672 Lumi: 4.032 - Stat: 1.428 - Nbkg_stat: 0.20400000000000001 + Nbkg_stat: 2.04000000e-01 CDY_stat: 0.714 - Nbkg: 1.8359999999999999 - Reco: 1.6320000000000001 + Nbkg: 1.83600000e+00 + Reco: 1.63200000e+00 Id: 2.346 Energy_scale_res: 1.734 Unfolding: 1.53 - Trigger: 0.8160000000000001 + Trigger: 8.16000000e-01 MC_Modelling: 0.51 - Theoretical: 0.20400000000000001 - Lumi: 1.8359999999999999 + Theoretical: 2.04000000e-01 + Lumi: 1.83600000e+00 - Stat: 1.024 Nbkg_stat: 0.1536 CDY_stat: 0.512 Nbkg: 1.28 - Reco: 0.8192000000000002 + Reco: 8.19200000e-01 Id: 1.1776 - Energy_scale_res: 0.8192000000000002 - Unfolding: 0.7680000000000001 - Trigger: 0.4096000000000001 - MC_Modelling: 0.10240000000000002 - Theoretical: 0.10240000000000002 - Lumi: 0.9216000000000001 + Energy_scale_res: 8.19200000e-01 + Unfolding: 7.68000000e-01 + Trigger: 4.09600000e-01 + MC_Modelling: 1.02400000e-01 + Theoretical: 1.02400000e-01 + Lumi: 9.21600000e-01 - Stat: 0.7668 Nbkg_stat: 0.1136 - CDY_stat: 0.36920000000000003 - Nbkg: 0.7951999999999999 + CDY_stat: 3.69200000e-01 + Nbkg: 7.95200000e-01 Reco: 0.4544 - Id: 0.6531999999999999 - Energy_scale_res: 0.28400000000000003 + Id: 6.53200000e-01 + Energy_scale_res: 2.84000000e-01 Unfolding: 0.426 Trigger: 0.2272 MC_Modelling: 0.0568 Theoretical: 0.0568 - Lumi: 0.5112000000000001 + Lumi: 5.11200000e-01 - Stat: 0.561 - Nbkg_stat: 0.09350000000000001 + Nbkg_stat: 9.35000000e-02 CDY_stat: 0.3179 Nbkg: 0.6358 - Reco: 0.2992000000000001 - Id: 0.44880000000000003 + Reco: 2.99200000e-01 + Id: 4.48800000e-01 Energy_scale_res: 0.2805 Unfolding: 0.2805 - Trigger: 0.14960000000000004 - MC_Modelling: 0.056100000000000004 - Theoretical: 0.07480000000000002 + Trigger: 1.49600000e-01 + MC_Modelling: 5.61000000e-02 + Theoretical: 7.48000000e-02 Lumi: 0.3366 - Stat: 0.4708 Nbkg_stat: 0.0963 CDY_stat: 0.214 - Nbkg: 0.4386999999999999 - Reco: 0.17120000000000002 + Nbkg: 4.38700000e-01 + Reco: 1.71200000e-01 Id: 0.2568 Energy_scale_res: 0.214 - Unfolding: 0.16049999999999998 - Trigger: 0.08560000000000001 - MC_Modelling: 0.08560000000000001 + Unfolding: 1.60500000e-01 + Trigger: 8.56000000e-02 + MC_Modelling: 8.56000000e-02 Theoretical: 0.0535 Lumi: 0.1926 -- Stat: 0.4279599999999999 +- Stat: 4.27960000e-01 Nbkg_stat: 0.07407 - CDY_stat: 0.19751999999999995 - Nbkg: 0.31273999999999996 + CDY_stat: 1.97520000e-01 + Nbkg: 3.12740000e-01 Reco: 0.13168 - Id: 0.19751999999999995 - Energy_scale_res: 0.09875999999999997 - Unfolding: 0.12344999999999999 + Id: 1.97520000e-01 + Energy_scale_res: 9.87600000e-02 + Unfolding: 1.23450000e-01 Trigger: 0.06584 MC_Modelling: 0.01646 - Theoretical: 0.024689999999999993 + Theoretical: 2.46900000e-02 Lumi: 0.14814 - Stat: 0.20038 Nbkg_stat: 0.03262 CDY_stat: 0.04194 - Nbkg: 0.19105999999999998 + Nbkg: 1.91060000e-01 Reco: 0.07456 Id: 0.11184 Energy_scale_res: 0.07922 @@ -145,62 +145,62 @@ bins: Theoretical: 0.00932 Lumi: 0.08388 - Stat: 0.0867 - Nbkg_stat: 0.015300000000000001 + Nbkg_stat: 1.53000000e-02 CDY_stat: 0.017 Nbkg: 0.0748 - Reco: 0.027200000000000002 + Reco: 2.72000000e-02 Id: 0.0425 - Energy_scale_res: 0.028899999999999995 + Energy_scale_res: 2.89000000e-02 Unfolding: 0.0255 - Trigger: 0.013600000000000001 + Trigger: 1.36000000e-02 MC_Modelling: 0.0051 Theoretical: 0.0051 - Lumi: 0.030600000000000002 + Lumi: 3.06000000e-02 - Stat: 0.044556 - Nbkg_stat: 0.009479999999999999 + Nbkg_stat: 9.48000000e-03 CDY_stat: 0.004266 - Nbkg: 0.018959999999999998 + Nbkg: 1.89600000e-02 Reco: 0.007584 Id: 0.012324 - Energy_scale_res: 0.010901999999999998 + Energy_scale_res: 1.09020000e-02 Unfolding: 0.00711 Trigger: 0.003792 - MC_Modelling: 0.0023699999999999997 + MC_Modelling: 2.37000000e-03 Theoretical: 0.001896 Lumi: 0.008532 -- Stat: 0.016059999999999998 +- Stat: 1.60600000e-02 Nbkg_stat: 0.00292 CDY_stat: 0.001168 Nbkg: 0.004526 Reco: 0.002336 Id: 0.003796 - Energy_scale_res: 0.0035039999999999997 - Unfolding: 0.0021899999999999997 + Energy_scale_res: 3.50400000e-03 + Unfolding: 2.19000000e-03 Trigger: 0.001168 MC_Modelling: 0.000292 - Theoretical: 0.00043799999999999997 - Lumi: 0.0026279999999999997 + Theoretical: 4.38000000e-04 + Lumi: 2.62800000e-03 - Stat: 0.005304 - Nbkg_stat: 0.0008839999999999999 - CDY_stat: 0.0001326 - Nbkg: 0.0009502999999999998 - Reco: 0.0003536 - Id: 0.0005746 - Energy_scale_res: 0.0006187999999999999 - Unfolding: 0.0003315 - Trigger: 0.0001768 + Nbkg_stat: 8.84000000e-04 + CDY_stat: 1.32600000e-04 + Nbkg: 9.50300000e-04 + Reco: 3.53600000e-04 + Id: 5.74600000e-04 + Energy_scale_res: 6.18800000e-04 + Unfolding: 3.31500000e-04 + Trigger: 1.76800000e-04 MC_Modelling: 4.42e-05 Theoretical: 8.84e-05 - Lumi: 0.00039779999999999997 -- Stat: 0.0014399999999999999 - Nbkg_stat: 0.00021887999999999996 - CDY_stat: 1.152e-05 - Nbkg: 8.928e-05 - Reco: 4.895999999999999e-05 + Lumi: 3.97800000e-04 +- Stat: 1.44000000e-03 + Nbkg_stat: 2.18880000e-04 + CDY_stat: 1.15200000e-05 + Nbkg: 8.92800000e-05 + Reco: 4.89600000e-05 Id: 7.2e-05 - Energy_scale_res: 9.503999999999998e-05 - Unfolding: 4.319999999999999e-05 - Trigger: 2.304e-05 - MC_Modelling: 8.639999999999999e-06 - Theoretical: 1.152e-05 - Lumi: 5.183999999999999e-05 + Energy_scale_res: 9.50400000e-05 + Unfolding: 4.32000000e-05 + Trigger: 2.30400000e-05 + MC_Modelling: 8.64000000e-06 + Theoretical: 1.15200000e-05 + Lumi: 5.18400000e-05 From e3ca58c98637602453dd7c617bc8914cff0f3d60 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 13 Nov 2024 08:57:49 +0000 Subject: [PATCH 038/138] Added built in float prettify --- .../commondata/ATLAS_WPWM_7TEV_46FB/data.yaml | 44 +- .../commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 5 +- .../ATLAS_WPWM_7TEV_46FB/kinematics.yaml | 132 +- .../ATLAS_WPWM_7TEV_46FB/uncertainties.yaml | 3414 ++++++++--------- 4 files changed, 1797 insertions(+), 1798 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml index 57d170a485..0b10ffdb22 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml @@ -1,23 +1,23 @@ data_central: -- 577150.0000 -- 576870.0000 -- 581750.0000 -- 586070.0000 -- 586330.0000 -- 599070.0000 -- 596750.0000 -- 604170.0000 -- 606930.0000 -- 593400.0000 -- 558460.0000 -- 436450.0000 -- 432780.0000 -- 429290.0000 -- 423380.0000 -- 413640.0000 -- 405260.0000 -- 388020.0000 -- 377510.0000 -- 365820.0000 -- 344700.0000 -- 319040.0000 +- 577150.0 +- 576870.0 +- 581750.0 +- 586070.0 +- 586330.0 +- 599070.0 +- 596750.0 +- 604170.0 +- 606930.0 +- 593400.0 +- 558460.0 +- 436450.0 +- 432780.0 +- 429290.0 +- 423380.0 +- 413640.0 +- 405260.0 +- 388020.0 +- 377510.0 +- 365820.0 +- 344700.0 +- 319040.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py index e2dddb9856..e0dc7b993c 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -6,12 +6,11 @@ import yaml from filter_utils import get_data_values, get_kinematics, get_systematics -def prettify_float(representer, value): - return representer.represent_scalar('tag:yaml.org,2002:float', '{:.4f}'.format(value)) - +from nnpdf_data.filter_utils.utils import prettify_float yaml.add_representer(float, prettify_float) + def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): """ This function writes the central values to yaml files. diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml index 51e9324194..9752049b39 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -1,265 +1,265 @@ bins: - k1: min: null - mid: 0.1050 + mid: 0.105 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.3150 + mid: 0.315 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.5250 + mid: 0.525 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.7350 + mid: 0.735 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.9450 + mid: 9.45000000e-01 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.2100 + mid: 1.21 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.4450 + mid: 1.445 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.6300 + mid: 1.63 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.8450 + mid: 1.845 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 2.0650 + mid: 2.065 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 2.3400 + mid: 2.34 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.1050 + mid: 0.105 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.3150 + mid: 0.315 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.5250 + mid: 0.525 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.7350 + mid: 0.735 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 0.9450 + mid: 9.45000000e-01 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.2100 + mid: 1.21 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.4450 + mid: 1.445 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.6300 + mid: 1.63 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 1.8450 + mid: 1.845 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 2.0650 + mid: 2.065 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null - k1: min: null - mid: 2.3400 + mid: 2.34 max: null k2: min: null - mid: 6463.8384 + mid: 6.46383840e+03 max: null k3: min: null - mid: 7000.0000 + mid: 7000.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml index 7b1bef8e3b..c9f7c7d699 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml @@ -536,179 +536,179 @@ definitions: treatment: MULT type: UNCORR.1 bins: -- stat: 626.3809 - sys_corr_1: 760.9146 - sys_corr_2: -126.9730 +- stat: 6.26380895e+02 + sys_corr_1: 7.60914560e+02 + sys_corr_2: -126.973 sys_corr_3: 5.7715 sys_corr_4: 5.7715 - sys_corr_5: 0.0000 + sys_corr_5: 0.0 sys_corr_6: -5.7715 sys_corr_7: 28.8575 - sys_corr_8: -69.2580 - sys_corr_9: 819.5530 - sys_corr_10: 1644.8775 - sys_corr_11: 277.0320 + sys_corr_8: -69.258 + sys_corr_9: 8.19553000e+02 + sys_corr_10: 1.64487750e+03 + sys_corr_11: 277.032 sys_corr_12: 28.8575 - sys_corr_13: 202.0025 - sys_corr_14: 0.0000 - sys_corr_15: 657.9510 - sys_corr_16: 51.9435 + sys_corr_13: 2.02002500e+02 + sys_corr_14: 0.0 + sys_corr_15: 657.951 + sys_corr_16: 5.19435000e+01 sys_corr_17: 17.3145 sys_corr_18: 40.4005 - sys_corr_19: 121.2015 - sys_corr_20: 69.2580 - sys_corr_21: -259.7175 - sys_corr_22: -11.5430 - sys_corr_23: -23.0860 + sys_corr_19: 1.21201500e+02 + sys_corr_20: 69.258 + sys_corr_21: -2.59717500e+02 + sys_corr_22: -11.543 + sys_corr_23: -23.086 sys_corr_24: -28.8575 sys_corr_25: -5.7715 - sys_corr_26: 51.9435 - sys_corr_27: -46.1720 + sys_corr_26: 5.19435000e+01 + sys_corr_27: -46.172 sys_corr_28: 40.4005 sys_corr_29: -40.4005 sys_corr_30: 5.7715 - sys_corr_31: 0.0000 + sys_corr_31: 0.0 sys_corr_32: -5.7715 - sys_corr_33: 23.0860 - sys_corr_34: 34.6290 + sys_corr_33: 23.086 + sys_corr_34: 34.629 sys_corr_35: 5.7715 - sys_corr_36: -23.0860 - sys_corr_37: 69.2580 + sys_corr_36: -23.086 + sys_corr_37: 69.258 sys_corr_38: 317.4325 - sys_corr_39: -115.4300 + sys_corr_39: -115.43 sys_corr_40: 40.4005 - sys_corr_41: 219.3170 + sys_corr_41: 219.317 sys_corr_42: 144.2875 sys_corr_43: 28.8575 sys_corr_44: -75.0295 - sys_corr_45: 11.5430 - sys_corr_46: 103.8870 - sys_corr_47: 23.0860 - sys_corr_48: 51.9435 - sys_corr_49: -46.1720 + sys_corr_45: 11.543 + sys_corr_46: 1.03887000e+02 + sys_corr_47: 23.086 + sys_corr_48: 5.19435000e+01 + sys_corr_49: -46.172 sys_corr_50: 109.6585 - sys_corr_51: 11.5430 - sys_corr_52: 173.1450 - sys_corr_53: -115.4300 - sys_corr_54: -11.5430 - sys_corr_55: 92.3440 + sys_corr_51: 11.543 + sys_corr_52: 173.145 + sys_corr_53: -115.43 + sys_corr_54: -11.543 + sys_corr_55: 92.344 sys_corr_56: 109.6585 sys_corr_57: 75.0295 - sys_corr_58: 225.0885 - sys_corr_59: 46.1720 - sys_corr_60: -11.5430 + sys_corr_58: 2.25088500e+02 + sys_corr_59: 46.172 + sys_corr_60: -11.543 sys_corr_61: 28.8575 - sys_corr_62: 184.6880 + sys_corr_62: 184.688 sys_corr_63: 178.9165 - sys_corr_64: 103.8870 - sys_corr_65: 126.9730 - sys_corr_66: -103.8870 + sys_corr_64: 1.03887000e+02 + sys_corr_65: 126.973 + sys_corr_66: -1.03887000e+02 sys_corr_67: 40.4005 sys_corr_68: -40.4005 sys_corr_69: -28.8575 - sys_corr_70: -109.6585 - sys_corr_71: -0.0000 + sys_corr_70: -1.09658500e+02 + sys_corr_71: -0.0 sys_corr_72: 132.7445 - sys_corr_73: 80.8010 - sys_corr_74: 57.7150 - sys_corr_75: 103.8870 - sys_corr_76: -461.7200 - sys_corr_77: -242.4030 - sys_corr_78: -132.7445 - sys_corr_79: 150.0590 - sys_corr_80: 34.6290 - sys_corr_81: -277.0320 - sys_corr_82: -253.9460 + sys_corr_73: 80.801 + sys_corr_74: 57.715 + sys_corr_75: 1.03887000e+02 + sys_corr_76: -461.72 + sys_corr_77: -2.42403000e+02 + sys_corr_78: -1.32744500e+02 + sys_corr_79: 150.059 + sys_corr_80: 34.629 + sys_corr_81: -277.032 + sys_corr_82: -253.946 sys_corr_83: -28.8575 sys_corr_84: 109.6585 sys_corr_85: 132.7445 sys_corr_86: -86.5725 - sys_corr_87: 69.2580 - sys_corr_88: 46.1720 - sys_corr_89: 51.9435 + sys_corr_87: 69.258 + sys_corr_88: 46.172 + sys_corr_89: 5.19435000e+01 sys_corr_90: 17.3145 - sys_corr_91: -0.0000 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: 0.0000 - sys_corr_99: 0.0000 - sys_corr_100: 150.0590 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: 0.0 + sys_corr_99: 0.0 + sys_corr_100: 150.059 sys_corr_101: 144.2875 - sys_corr_102: -0.0000 - sys_corr_103: 57.7150 + sys_corr_102: -0.0 + sys_corr_103: 57.715 sys_corr_104: -28.8575 - sys_corr_105: -69.2580 - sys_corr_106: -92.3440 - sys_corr_107: 265.4890 + sys_corr_105: -69.258 + sys_corr_106: -92.344 + sys_corr_107: 265.489 sys_corr_108: 28.8575 - sys_corr_109: 51.9435 - sys_corr_110: -202.0025 - sys_corr_111: 80.8010 - sys_corr_112: 11.5430 - sys_corr_113: -1148.5285 - sys_corr_114: -196.2310 - sys_corr_115: -502.1205 - sys_corr_116: 34.6290 - sys_corr_117: -161.6020 + sys_corr_109: 5.19435000e+01 + sys_corr_110: -2.02002500e+02 + sys_corr_111: 80.801 + sys_corr_112: 11.543 + sys_corr_113: -1.14852850e+03 + sys_corr_114: -1.96231000e+02 + sys_corr_115: -5.02120500e+02 + sys_corr_116: 34.629 + sys_corr_117: -161.602 sys_corr_118: 548.2925 - sys_corr_119: 51.9435 + sys_corr_119: 5.19435000e+01 sys_corr_120: 663.7225 - sys_corr_121: 640.6365 + sys_corr_121: 6.40636500e+02 sys_corr_122: 721.4375 - sys_corr_123: -150.0590 - sys_corr_124: -554.0640 - sys_corr_125: 103.8870 - sys_corr_126: 23.0860 - sys_corr_127: -11.5430 + sys_corr_123: -150.059 + sys_corr_124: -554.064 + sys_corr_125: 1.03887000e+02 + sys_corr_126: 23.086 + sys_corr_127: -11.543 sys_corr_128: -86.5725 - sys_corr_129: 23.0860 - sys_corr_130: 23.0860 - sys_corr_131: 409.7765 - sys_corr_132: 10388.7000 - sys_corr_133: 715.6660 -- stat: 620.9429 - sys_corr_1: 845.5760 + sys_corr_129: 23.086 + sys_corr_130: 23.086 + sys_corr_131: 4.09776500e+02 + sys_corr_132: 10388.7 + sys_corr_133: 715.666 +- stat: 6.20942868e+02 + sys_corr_1: 8.45576046e+02 sys_corr_2: -92.2992 sys_corr_3: 11.5374 sys_corr_4: 11.5374 sys_corr_5: 5.7687 - sys_corr_6: -0.0000 + sys_corr_6: -0.0 sys_corr_7: 28.8435 sys_corr_8: -69.2244 - sys_corr_9: 669.1692 - sys_corr_10: 1488.3246 + sys_corr_9: 6.69169200e+02 + sys_corr_10: 1.48832460e+03 sys_corr_11: -5.7687 sys_corr_12: -46.1496 - sys_corr_13: 196.1358 - sys_corr_14: -0.0000 - sys_corr_15: 663.4005 + sys_corr_13: 1.96135800e+02 + sys_corr_14: -0.0 + sys_corr_15: 6.63400500e+02 sys_corr_16: 51.9183 sys_corr_17: 17.3061 - sys_corr_18: 40.3809 - sys_corr_19: 115.3740 + sys_corr_18: 4.03809000e+01 + sys_corr_19: 115.374 sys_corr_20: 63.4557 - sys_corr_21: -80.7618 + sys_corr_21: -8.07618000e+01 sys_corr_22: -11.5374 sys_corr_23: -11.5374 sys_corr_24: -23.0748 sys_corr_25: -5.7687 - sys_corr_26: 40.3809 + sys_corr_26: 4.03809000e+01 sys_corr_27: -28.8435 sys_corr_28: 34.6122 - sys_corr_29: -40.3809 + sys_corr_29: -4.03809000e+01 sys_corr_30: 23.0748 - sys_corr_31: 40.3809 + sys_corr_31: 4.03809000e+01 sys_corr_32: -17.3061 sys_corr_33: 28.8435 sys_corr_34: 17.3061 sys_corr_35: 5.7687 sys_corr_36: -23.0748 - sys_corr_37: 98.0679 - sys_corr_38: 86.5305 + sys_corr_37: 9.80679000e+01 + sys_corr_38: 8.65305000e+01 sys_corr_39: 11.5374 sys_corr_40: 51.9183 sys_corr_41: 253.8228 @@ -720,215 +720,215 @@ bins: sys_corr_47: 11.5374 sys_corr_48: 23.0748 sys_corr_49: -28.8435 - sys_corr_50: 86.5305 + sys_corr_50: 8.65305000e+01 sys_corr_51: 28.8435 - sys_corr_52: 167.2923 - sys_corr_53: -109.6053 - sys_corr_54: -0.0000 - sys_corr_55: -155.7549 - sys_corr_56: -138.4488 + sys_corr_52: 1.67292300e+02 + sys_corr_53: -1.09605300e+02 + sys_corr_54: -0.0 + sys_corr_55: -1.55754900e+02 + sys_corr_56: -1.38448800e+02 sys_corr_57: 28.8435 - sys_corr_58: 173.0610 - sys_corr_59: -115.3740 + sys_corr_58: 1.73061000e+02 + sys_corr_59: -115.374 sys_corr_60: 11.5374 - sys_corr_61: -109.6053 + sys_corr_61: -1.09605300e+02 sys_corr_62: 51.9183 sys_corr_63: 28.8435 sys_corr_64: -5.7687 sys_corr_65: 23.0748 sys_corr_66: 23.0748 - sys_corr_67: 167.2923 - sys_corr_68: -98.0679 - sys_corr_69: -248.0541 + sys_corr_67: 1.67292300e+02 + sys_corr_68: -9.80679000e+01 + sys_corr_69: -2.48054100e+02 sys_corr_70: -74.9931 - sys_corr_71: -0.0000 + sys_corr_71: -0.0 sys_corr_72: 149.9862 - sys_corr_73: 109.6053 + sys_corr_73: 1.09605300e+02 sys_corr_74: -28.8435 sys_corr_75: 5.7687 sys_corr_76: -74.9931 - sys_corr_77: -57.6870 + sys_corr_77: -57.687 sys_corr_78: -74.9931 - sys_corr_79: -230.7480 - sys_corr_80: 346.1220 + sys_corr_79: -230.748 + sys_corr_80: 3.46122000e+02 sys_corr_81: -51.9183 - sys_corr_82: -346.1220 - sys_corr_83: -0.0000 + sys_corr_82: -3.46122000e+02 + sys_corr_83: -0.0 sys_corr_84: -11.5374 sys_corr_85: 138.4488 sys_corr_86: 28.8435 - sys_corr_87: 80.7618 - sys_corr_88: 40.3809 + sys_corr_87: 8.07618000e+01 + sys_corr_88: 4.03809000e+01 sys_corr_89: 34.6122 sys_corr_90: 11.5374 sys_corr_91: -5.7687 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: 224.9793 sys_corr_101: -17.3061 sys_corr_102: 34.6122 sys_corr_103: -34.6122 sys_corr_104: -46.1496 sys_corr_105: -92.2992 - sys_corr_106: 86.5305 + sys_corr_106: 8.65305000e+01 sys_corr_107: 63.4557 sys_corr_108: 28.8435 sys_corr_109: -17.3061 sys_corr_110: -5.7687 sys_corr_111: 5.7687 - sys_corr_112: -40.3809 - sys_corr_113: -1130.6652 - sys_corr_114: -236.5167 - sys_corr_115: -496.1082 + sys_corr_112: -4.03809000e+01 + sys_corr_113: -1.13066520e+03 + sys_corr_114: -2.36516700e+02 + sys_corr_115: -4.96108200e+02 sys_corr_116: 92.2992 sys_corr_117: 23.0748 sys_corr_118: 997.9851 sys_corr_119: 92.2992 sys_corr_120: 640.3257 - sys_corr_121: 594.1761 - sys_corr_122: 674.9379 - sys_corr_123: -132.6801 - sys_corr_124: -317.2785 + sys_corr_121: 5.94176100e+02 + sys_corr_122: 6.74937900e+02 + sys_corr_123: -1.32680100e+02 + sys_corr_124: -3.17278500e+02 sys_corr_125: 23.0748 sys_corr_126: 46.1496 - sys_corr_127: 0.0000 - sys_corr_128: -155.7549 - sys_corr_129: 40.3809 + sys_corr_127: 0.0 + sys_corr_128: -1.55754900e+02 + sys_corr_129: 4.03809000e+01 sys_corr_130: -63.4557 sys_corr_131: 184.5984 - sys_corr_132: 10383.6600 - sys_corr_133: 663.4005 -- stat: 534.6224 + sys_corr_132: 10383.66 + sys_corr_133: 6.63400500e+02 +- stat: 5.34622432e+02 sys_corr_1: 719.2757 - sys_corr_2: -215.2475 - sys_corr_3: 23.2700 + sys_corr_2: -2.15247500e+02 + sys_corr_3: 23.27 sys_corr_4: 17.4525 sys_corr_5: -5.8175 - sys_corr_6: 11.6350 + sys_corr_6: 11.635 sys_corr_7: 75.6275 - sys_corr_8: -127.9850 + sys_corr_8: -127.985 sys_corr_9: 785.3625 - sys_corr_10: 1320.5725 - sys_corr_11: -261.7875 - sys_corr_12: -104.7150 + sys_corr_10: 1.32057250e+03 + sys_corr_11: -2.61787500e+02 + sys_corr_12: -104.715 sys_corr_13: 191.9775 - sys_corr_14: -0.0000 - sys_corr_15: 663.1950 + sys_corr_14: -0.0 + sys_corr_15: 663.195 sys_corr_16: 52.3575 sys_corr_17: 17.4525 - sys_corr_18: 34.9050 - sys_corr_19: 104.7150 + sys_corr_18: 34.905 + sys_corr_19: 104.715 sys_corr_20: 63.9925 - sys_corr_21: -23.2700 + sys_corr_21: -23.27 sys_corr_22: -17.4525 - sys_corr_23: -0.0000 - sys_corr_24: -23.2700 - sys_corr_25: -0.0000 - sys_corr_26: 34.9050 + sys_corr_23: -0.0 + sys_corr_24: -23.27 + sys_corr_25: -0.0 + sys_corr_26: 34.905 sys_corr_27: -40.7225 sys_corr_28: 29.0875 sys_corr_29: -17.4525 sys_corr_30: 17.4525 sys_corr_31: -40.7225 - sys_corr_32: 0.0000 + sys_corr_32: 0.0 sys_corr_33: 87.2625 sys_corr_34: 5.8175 - sys_corr_35: 0.0000 + sys_corr_35: 0.0 sys_corr_36: -29.0875 - sys_corr_37: 104.7150 - sys_corr_38: 23.2700 - sys_corr_39: -238.5175 - sys_corr_40: 209.4300 - sys_corr_41: 186.1600 + sys_corr_37: 104.715 + sys_corr_38: 23.27 + sys_corr_39: -2.38517500e+02 + sys_corr_40: 209.43 + sys_corr_41: 186.16 sys_corr_42: 63.9925 sys_corr_43: -5.8175 sys_corr_44: -87.2625 sys_corr_45: -29.0875 - sys_corr_46: 58.1750 - sys_corr_47: -11.6350 - sys_corr_48: -23.2700 + sys_corr_46: 58.175 + sys_corr_47: -11.635 + sys_corr_48: -23.27 sys_corr_49: -17.4525 sys_corr_50: 40.7225 sys_corr_51: 5.8175 - sys_corr_52: 174.5250 - sys_corr_53: -122.1675 + sys_corr_52: 174.525 + sys_corr_53: -1.22167500e+02 sys_corr_54: 5.8175 - sys_corr_55: -151.2550 - sys_corr_56: -151.2550 + sys_corr_55: -151.255 + sys_corr_56: -151.255 sys_corr_57: 52.3575 sys_corr_58: 98.8975 sys_corr_59: 5.8175 sys_corr_60: 29.0875 sys_corr_61: -5.8175 sys_corr_62: 168.7075 - sys_corr_63: 93.0800 - sys_corr_64: -46.5400 - sys_corr_65: -69.8100 + sys_corr_63: 93.08 + sys_corr_64: -46.54 + sys_corr_65: -69.81 sys_corr_66: -98.8975 - sys_corr_67: 34.9050 - sys_corr_68: -93.0800 - sys_corr_69: -383.9550 - sys_corr_70: -46.5400 - sys_corr_71: 0.0000 + sys_corr_67: 34.905 + sys_corr_68: -93.08 + sys_corr_69: -383.955 + sys_corr_70: -46.54 + sys_corr_71: 0.0 sys_corr_72: 226.8825 - sys_corr_73: 197.7950 + sys_corr_73: 197.795 sys_corr_74: 40.7225 sys_corr_75: -17.4525 sys_corr_76: -5.8175 sys_corr_77: -5.8175 sys_corr_78: -52.3575 - sys_corr_79: -343.2325 + sys_corr_79: -3.43232500e+02 sys_corr_80: 366.5025 - sys_corr_81: 11.6350 + sys_corr_81: 11.635 sys_corr_82: -87.2625 sys_corr_83: -98.8975 sys_corr_84: 40.7225 - sys_corr_85: -11.6350 + sys_corr_85: -11.635 sys_corr_86: 75.6275 sys_corr_87: 98.8975 - sys_corr_88: 34.9050 - sys_corr_89: 23.2700 + sys_corr_88: 34.905 + sys_corr_89: 23.27 sys_corr_90: 5.8175 - sys_corr_91: -11.6350 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: 81.4450 + sys_corr_91: -11.635 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: 81.445 sys_corr_101: -5.8175 sys_corr_102: 5.8175 sys_corr_103: -29.0875 sys_corr_104: -87.2625 - sys_corr_105: -93.0800 + sys_corr_105: -93.08 sys_corr_106: 52.3575 - sys_corr_107: -11.6350 - sys_corr_108: 58.1750 - sys_corr_109: 23.2700 + sys_corr_107: -11.635 + sys_corr_108: 58.175 + sys_corr_109: 23.27 sys_corr_110: -5.8175 - sys_corr_111: -11.6350 - sys_corr_112: -58.1750 - sys_corr_113: -1169.3175 - sys_corr_114: -203.6125 - sys_corr_115: -488.6700 + sys_corr_111: -11.635 + sys_corr_112: -58.175 + sys_corr_113: -1.16931750e+03 + sys_corr_114: -2.03612500e+02 + sys_corr_115: -488.67 sys_corr_116: 29.0875 sys_corr_117: 17.4525 - sys_corr_118: 756.2750 + sys_corr_118: 756.275 sys_corr_119: 133.8025 - sys_corr_120: 674.8300 + sys_corr_120: 674.83 sys_corr_121: 622.4725 sys_corr_122: 622.4725 sys_corr_123: -52.3575 - sys_corr_124: -442.1300 + sys_corr_124: -442.13 sys_corr_125: 122.1675 sys_corr_126: 180.3425 sys_corr_127: 5.8175 @@ -936,297 +936,297 @@ bins: sys_corr_129: -5.8175 sys_corr_130: 319.9625 sys_corr_131: 459.5825 - sys_corr_132: 10471.5000 - sys_corr_133: 605.0200 -- stat: 585.1323 - sys_corr_1: 673.1014 - sys_corr_2: -41.0249 - sys_corr_3: 52.7463 - sys_corr_4: 23.4428 - sys_corr_5: 5.8607 - sys_corr_6: 5.8607 - sys_corr_7: 58.6070 + sys_corr_132: 10471.5 + sys_corr_133: 605.02 +- stat: 5.85132288e+02 + sys_corr_1: 6.73101395e+02 + sys_corr_2: -4.10249000e+01 + sys_corr_3: 5.27463000e+01 + sys_corr_4: 2.34428000e+01 + sys_corr_5: 5.86070000e+00 + sys_corr_6: 5.86070000e+00 + sys_corr_7: 58.607 sys_corr_8: -87.9105 - sys_corr_9: 761.8910 - sys_corr_10: 1213.1649 - sys_corr_11: -492.2988 - sys_corr_12: -152.3782 - sys_corr_13: 181.6817 - sys_corr_14: -0.0000 + sys_corr_9: 7.61891000e+02 + sys_corr_10: 1.21316490e+03 + sys_corr_11: -4.92298800e+02 + sys_corr_12: -1.52378200e+02 + sys_corr_13: 1.81681700e+02 + sys_corr_14: -0.0 sys_corr_15: 662.2591 - sys_corr_16: 52.7463 + sys_corr_16: 5.27463000e+01 sys_corr_17: 17.5821 - sys_corr_18: 41.0249 + sys_corr_18: 4.10249000e+01 sys_corr_19: 99.6319 sys_corr_20: 64.4677 - sys_corr_21: -23.4428 - sys_corr_22: -5.8607 - sys_corr_23: -5.8607 - sys_corr_24: -23.4428 - sys_corr_25: -5.8607 - sys_corr_26: 23.4428 + sys_corr_21: -2.34428000e+01 + sys_corr_22: -5.86070000e+00 + sys_corr_23: -5.86070000e+00 + sys_corr_24: -2.34428000e+01 + sys_corr_25: -5.86070000e+00 + sys_corr_26: 2.34428000e+01 sys_corr_27: -17.5821 - sys_corr_28: 5.8607 - sys_corr_29: -11.7214 - sys_corr_30: -5.8607 + sys_corr_28: 5.86070000e+00 + sys_corr_29: -1.17214000e+01 + sys_corr_30: -5.86070000e+00 sys_corr_31: -17.5821 sys_corr_32: -70.3284 - sys_corr_33: 11.7214 + sys_corr_33: 1.17214000e+01 sys_corr_34: 17.5821 - sys_corr_35: 11.7214 + sys_corr_35: 1.17214000e+01 sys_corr_36: 140.6568 sys_corr_37: 316.4778 sys_corr_38: 87.9105 sys_corr_39: -70.3284 - sys_corr_40: 11.7214 - sys_corr_41: 93.7712 + sys_corr_40: 1.17214000e+01 + sys_corr_41: 9.37712000e+01 sys_corr_42: 87.9105 - sys_corr_43: -5.8607 - sys_corr_44: -58.6070 - sys_corr_45: 5.8607 - sys_corr_46: 23.4428 + sys_corr_43: -5.86070000e+00 + sys_corr_44: -58.607 + sys_corr_45: 5.86070000e+00 + sys_corr_46: 2.34428000e+01 sys_corr_47: 17.5821 - sys_corr_48: -23.4428 - sys_corr_49: 0.0000 - sys_corr_50: 23.4428 + sys_corr_48: -2.34428000e+01 + sys_corr_49: 0.0 + sys_corr_50: 2.34428000e+01 sys_corr_51: 17.5821 - sys_corr_52: 175.8210 - sys_corr_53: -123.0747 - sys_corr_54: 11.7214 - sys_corr_55: -187.5424 - sys_corr_56: -146.5175 - sys_corr_57: 93.7712 - sys_corr_58: -210.9852 - sys_corr_59: 46.8856 - sys_corr_60: 41.0249 - sys_corr_61: 105.4926 + sys_corr_52: 175.821 + sys_corr_53: -1.23074700e+02 + sys_corr_54: 1.17214000e+01 + sys_corr_55: -1.87542400e+02 + sys_corr_56: -1.46517500e+02 + sys_corr_57: 9.37712000e+01 + sys_corr_58: -2.10985200e+02 + sys_corr_59: 4.68856000e+01 + sys_corr_60: 4.10249000e+01 + sys_corr_61: 1.05492600e+02 sys_corr_62: 152.3782 sys_corr_63: 205.1245 sys_corr_64: -87.9105 - sys_corr_65: -158.2389 - sys_corr_66: 46.8856 + sys_corr_65: -1.58238900e+02 + sys_corr_66: 4.68856000e+01 sys_corr_67: 228.5673 - sys_corr_68: -82.0498 + sys_corr_68: -8.20498000e+01 sys_corr_69: -99.6319 - sys_corr_70: -111.3533 - sys_corr_71: 0.0000 + sys_corr_70: -1.11353300e+02 + sys_corr_71: 0.0 sys_corr_72: 287.1743 sys_corr_73: 275.4529 sys_corr_74: 111.3533 sys_corr_75: -76.1891 - sys_corr_76: 240.2887 + sys_corr_76: 2.40288700e+02 sys_corr_77: 111.3533 - sys_corr_78: -334.0599 - sys_corr_79: 187.5424 - sys_corr_80: 380.9455 + sys_corr_78: -3.34059900e+02 + sys_corr_79: 1.87542400e+02 + sys_corr_80: 3.80945500e+02 sys_corr_81: 246.1494 - sys_corr_82: -23.4428 + sys_corr_82: -2.34428000e+01 sys_corr_83: 35.1642 - sys_corr_84: -105.4926 + sys_corr_84: -1.05492600e+02 sys_corr_85: -70.3284 - sys_corr_86: 210.9852 + sys_corr_86: 2.10985200e+02 sys_corr_87: 128.9354 sys_corr_88: 35.1642 - sys_corr_89: 11.7214 - sys_corr_90: -5.8607 - sys_corr_91: -5.8607 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_89: 1.17214000e+01 + sys_corr_90: -5.86070000e+00 + sys_corr_91: -5.86070000e+00 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: 29.3035 sys_corr_101: 70.3284 - sys_corr_102: 46.8856 - sys_corr_103: 41.0249 + sys_corr_102: 4.68856000e+01 + sys_corr_103: 4.10249000e+01 sys_corr_104: -17.5821 - sys_corr_105: 46.8856 - sys_corr_106: -152.3782 + sys_corr_105: 4.68856000e+01 + sys_corr_106: -1.52378200e+02 sys_corr_107: -76.1891 sys_corr_108: 76.1891 - sys_corr_109: -58.6070 + sys_corr_109: -58.607 sys_corr_110: 17.5821 sys_corr_111: -17.5821 sys_corr_112: 35.1642 - sys_corr_113: -1201.4435 - sys_corr_114: -357.5027 - sys_corr_115: -509.8809 + sys_corr_113: -1.20144350e+03 + sys_corr_114: -3.57502700e+02 + sys_corr_115: -5.09880900e+02 sys_corr_116: -70.3284 - sys_corr_117: -117.2140 - sys_corr_118: 814.6373 + sys_corr_117: -117.214 + sys_corr_118: 8.14637300e+02 sys_corr_119: 99.6319 - sys_corr_120: 668.1198 + sys_corr_120: 6.68119800e+02 sys_corr_121: 738.4482 sys_corr_122: 673.9805 - sys_corr_123: -152.3782 - sys_corr_124: -498.1595 + sys_corr_123: -1.52378200e+02 + sys_corr_124: -4.98159500e+02 sys_corr_125: 222.7066 sys_corr_126: 140.6568 - sys_corr_127: 11.7214 - sys_corr_128: 357.5027 + sys_corr_127: 1.17214000e+01 + sys_corr_128: 3.57502700e+02 sys_corr_129: 35.1642 - sys_corr_130: 46.8856 + sys_corr_130: 4.68856000e+01 sys_corr_131: 298.8957 - sys_corr_132: 10549.2600 - sys_corr_133: 750.1696 -- stat: 605.8548 - sys_corr_1: 847.4814 - sys_corr_2: 23.4532 + sys_corr_132: 10549.26 + sys_corr_133: 7.50169600e+02 +- stat: 6.05854789e+02 + sys_corr_1: 8.47481382e+02 + sys_corr_2: 2.34532000e+01 sys_corr_3: 76.2229 sys_corr_4: 29.3165 - sys_corr_5: 5.8633 - sys_corr_6: 5.8633 + sys_corr_5: 5.86330000e+00 + sys_corr_6: 5.86330000e+00 sys_corr_7: 70.3596 - sys_corr_8: -93.8128 - sys_corr_9: 897.0849 - sys_corr_10: 1108.1637 - sys_corr_11: -686.0061 - sys_corr_12: -181.7623 + sys_corr_8: -9.38128000e+01 + sys_corr_9: 8.97084900e+02 + sys_corr_10: 1.10816370e+03 + sys_corr_11: -6.86006100e+02 + sys_corr_12: -1.81762300e+02 sys_corr_13: 164.1724 - sys_corr_14: -0.0000 - sys_corr_15: 662.5529 - sys_corr_16: 46.9064 + sys_corr_14: -0.0 + sys_corr_15: 6.62552900e+02 + sys_corr_16: 4.69064000e+01 sys_corr_17: 17.5899 sys_corr_18: 35.1798 - sys_corr_19: 93.8128 - sys_corr_20: 64.4963 - sys_corr_21: -5.8633 - sys_corr_22: -5.8633 - sys_corr_23: 5.8633 - sys_corr_24: -117.2660 + sys_corr_19: 9.38128000e+01 + sys_corr_20: 6.44963000e+01 + sys_corr_21: -5.86330000e+00 + sys_corr_22: -5.86330000e+00 + sys_corr_23: 5.86330000e+00 + sys_corr_24: -117.266 sys_corr_25: -17.5899 sys_corr_26: 17.5899 - sys_corr_27: 11.7266 - sys_corr_28: -0.0000 - sys_corr_29: -5.8633 - sys_corr_30: -5.8633 - sys_corr_31: -5.8633 - sys_corr_32: -0.0000 - sys_corr_33: 11.7266 - sys_corr_34: 0.0000 - sys_corr_35: 11.7266 - sys_corr_36: -252.1219 - sys_corr_37: 257.9852 - sys_corr_38: 52.7697 - sys_corr_39: -64.4963 - sys_corr_40: -0.0000 + sys_corr_27: 1.17266000e+01 + sys_corr_28: -0.0 + sys_corr_29: -5.86330000e+00 + sys_corr_30: -5.86330000e+00 + sys_corr_31: -5.86330000e+00 + sys_corr_32: -0.0 + sys_corr_33: 1.17266000e+01 + sys_corr_34: 0.0 + sys_corr_35: 1.17266000e+01 + sys_corr_36: -2.52121900e+02 + sys_corr_37: 2.57985200e+02 + sys_corr_38: 5.27697000e+01 + sys_corr_39: -6.44963000e+01 + sys_corr_40: -0.0 sys_corr_41: 70.3596 - sys_corr_42: 46.9064 + sys_corr_42: 4.69064000e+01 sys_corr_43: -29.3165 - sys_corr_44: -46.9064 - sys_corr_45: -5.8633 - sys_corr_46: -0.0000 - sys_corr_47: 11.7266 - sys_corr_48: -46.9064 - sys_corr_49: 11.7266 - sys_corr_50: 5.8633 + sys_corr_44: -4.69064000e+01 + sys_corr_45: -5.86330000e+00 + sys_corr_46: -0.0 + sys_corr_47: 1.17266000e+01 + sys_corr_48: -4.69064000e+01 + sys_corr_49: 1.17266000e+01 + sys_corr_50: 5.86330000e+00 sys_corr_51: 35.1798 - sys_corr_52: 181.7623 - sys_corr_53: -128.9926 + sys_corr_52: 1.81762300e+02 + sys_corr_53: -1.28992600e+02 sys_corr_54: 17.5899 sys_corr_55: -82.0862 - sys_corr_56: -93.8128 + sys_corr_56: -9.38128000e+01 sys_corr_57: 99.6761 - sys_corr_58: -152.4458 + sys_corr_58: -1.52445800e+02 sys_corr_59: -17.5899 - sys_corr_60: 58.6330 - sys_corr_61: 128.9926 + sys_corr_60: 58.633 + sys_corr_61: 1.28992600e+02 sys_corr_62: 76.2229 sys_corr_63: 246.2586 - sys_corr_64: -146.5825 + sys_corr_64: -1.46582500e+02 sys_corr_65: -35.1798 - sys_corr_66: 23.4532 + sys_corr_66: 2.34532000e+01 sys_corr_67: 35.1798 - sys_corr_68: 11.7266 - sys_corr_69: -170.0357 + sys_corr_68: 1.17266000e+01 + sys_corr_69: -1.70035700e+02 sys_corr_70: -29.3165 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 193.4889 - sys_corr_73: 175.8990 + sys_corr_73: 1.75899000e+02 sys_corr_74: 82.0862 - sys_corr_75: -11.7266 + sys_corr_75: -1.17266000e+01 sys_corr_76: 41.0431 - sys_corr_77: 11.7266 + sys_corr_77: 1.17266000e+01 sys_corr_78: 152.4458 - sys_corr_79: 205.2155 + sys_corr_79: 2.05215500e+02 sys_corr_80: 345.9347 - sys_corr_81: -351.7980 + sys_corr_81: -3.51798000e+02 sys_corr_82: 328.3448 - sys_corr_83: 93.8128 + sys_corr_83: 9.38128000e+01 sys_corr_84: -29.3165 sys_corr_85: -76.2229 - sys_corr_86: -123.1293 + sys_corr_86: -1.23129300e+02 sys_corr_87: 134.8559 sys_corr_88: 29.3165 - sys_corr_89: 11.7266 - sys_corr_90: 5.8633 - sys_corr_91: -11.7266 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 - sys_corr_100: -105.5394 + sys_corr_89: 1.17266000e+01 + sys_corr_90: 5.86330000e+00 + sys_corr_91: -1.17266000e+01 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: -1.05539400e+02 sys_corr_101: -35.1798 - sys_corr_102: 93.8128 - sys_corr_103: -46.9064 - sys_corr_104: 0.0000 - sys_corr_105: 87.9495 - sys_corr_106: -11.7266 - sys_corr_107: -193.4889 + sys_corr_102: 9.38128000e+01 + sys_corr_103: -4.69064000e+01 + sys_corr_104: 0.0 + sys_corr_105: 8.79495000e+01 + sys_corr_106: -1.17266000e+01 + sys_corr_107: -1.93488900e+02 sys_corr_108: 70.3596 sys_corr_109: -76.2229 - sys_corr_110: 46.9064 + sys_corr_110: 4.69064000e+01 sys_corr_111: -17.5899 - sys_corr_112: 87.9495 - sys_corr_113: -1190.2499 - sys_corr_114: -93.8128 - sys_corr_115: -521.8337 + sys_corr_112: 8.79495000e+01 + sys_corr_113: -1.19024990e+03 + sys_corr_114: -9.38128000e+01 + sys_corr_115: -5.21833700e+02 sys_corr_116: 164.1724 sys_corr_117: 29.3165 sys_corr_118: 709.4593 - sys_corr_119: 87.9495 + sys_corr_119: 8.79495000e+01 sys_corr_120: 709.4593 - sys_corr_121: 809.1354 + sys_corr_121: 8.09135400e+02 sys_corr_122: 650.8263 - sys_corr_123: -87.9495 - sys_corr_124: -199.3522 + sys_corr_123: -8.79495000e+01 + sys_corr_124: -1.99352200e+02 sys_corr_125: 199.3522 - sys_corr_126: 469.0640 - sys_corr_127: 11.7266 - sys_corr_128: -551.1502 - sys_corr_129: 205.2155 - sys_corr_130: -134.8559 - sys_corr_131: -222.8054 - sys_corr_132: 10553.9400 + sys_corr_126: 469.064 + sys_corr_127: 1.17266000e+01 + sys_corr_128: -5.51150200e+02 + sys_corr_129: 2.05215500e+02 + sys_corr_130: -1.34855900e+02 + sys_corr_131: -2.22805400e+02 + sys_corr_132: 10553.94 sys_corr_133: 738.7758 -- stat: 466.8013 - sys_corr_1: 766.9294 +- stat: 4.66801335e+02 + sys_corr_1: 7.66929414e+02 sys_corr_2: 113.8233 sys_corr_3: 137.7861 - sys_corr_4: 53.9163 + sys_corr_4: 5.39163000e+01 sys_corr_5: 5.9907 sys_corr_6: -5.9907 sys_corr_7: 137.7861 - sys_corr_8: -125.8047 - sys_corr_9: 730.8654 - sys_corr_10: 1006.4376 - sys_corr_11: -874.6422 - sys_corr_12: -233.6373 + sys_corr_8: -1.25804700e+02 + sys_corr_9: 7.30865400e+02 + sys_corr_10: 1.00643760e+03 + sys_corr_11: -8.74642200e+02 + sys_corr_12: -2.33637300e+02 sys_corr_13: 143.7768 - sys_corr_14: -0.0000 + sys_corr_14: -0.0 sys_corr_15: 664.9677 sys_corr_16: 47.9256 sys_corr_17: 17.9721 sys_corr_18: 35.9442 sys_corr_19: 77.8791 - sys_corr_20: 59.9070 + sys_corr_20: 59.907 sys_corr_21: 11.9814 sys_corr_22: 5.9907 sys_corr_23: 155.7582 @@ -1235,273 +1235,273 @@ bins: sys_corr_26: 17.9721 sys_corr_27: 17.9721 sys_corr_28: -11.9814 - sys_corr_29: -0.0000 - sys_corr_30: -0.0000 + sys_corr_29: -0.0 + sys_corr_30: -0.0 sys_corr_31: -5.9907 sys_corr_32: -5.9907 sys_corr_33: 11.9814 sys_corr_34: -5.9907 sys_corr_35: 17.9721 - sys_corr_36: -0.0000 - sys_corr_37: 89.8605 + sys_corr_36: -0.0 + sys_corr_37: 8.98605000e+01 sys_corr_38: -5.9907 sys_corr_39: -65.8977 sys_corr_40: 11.9814 sys_corr_41: 11.9814 - sys_corr_42: 53.9163 + sys_corr_42: 5.39163000e+01 sys_corr_43: -29.9535 sys_corr_44: -29.9535 sys_corr_45: 47.9256 sys_corr_46: -11.9814 sys_corr_47: 47.9256 - sys_corr_48: -239.6280 + sys_corr_48: -239.628 sys_corr_49: -5.9907 sys_corr_50: 77.8791 sys_corr_51: 35.9442 sys_corr_52: 167.7396 - sys_corr_53: -119.8140 + sys_corr_53: -119.814 sys_corr_54: 23.9628 sys_corr_55: -95.8512 sys_corr_56: 149.7675 sys_corr_57: 137.7861 - sys_corr_58: -215.6652 + sys_corr_58: -2.15665200e+02 sys_corr_59: 11.9814 sys_corr_60: 83.8698 - sys_corr_61: 125.8047 + sys_corr_61: 1.25804700e+02 sys_corr_62: -35.9442 - sys_corr_63: -299.5350 + sys_corr_63: -299.535 sys_corr_64: 167.7396 sys_corr_65: -83.8698 - sys_corr_66: 0.0000 + sys_corr_66: 0.0 sys_corr_67: 47.9256 - sys_corr_68: -221.6559 - sys_corr_69: -257.6001 + sys_corr_68: -2.21655900e+02 + sys_corr_69: -2.57600100e+02 sys_corr_70: -65.8977 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 209.6745 sys_corr_73: 161.7489 sys_corr_74: 95.8512 sys_corr_75: 5.9907 sys_corr_76: 23.9628 sys_corr_77: 29.9535 - sys_corr_78: 371.4234 + sys_corr_78: 3.71423400e+02 sys_corr_79: 65.8977 - sys_corr_80: 197.6931 + sys_corr_80: 1.97693100e+02 sys_corr_81: -83.8698 sys_corr_82: 113.8233 sys_corr_83: 167.7396 sys_corr_84: -23.9628 sys_corr_85: -65.8977 - sys_corr_86: -149.7675 + sys_corr_86: -1.49767500e+02 sys_corr_87: 131.7954 - sys_corr_88: 53.9163 + sys_corr_88: 5.39163000e+01 sys_corr_89: 5.9907 sys_corr_90: -5.9907 sys_corr_91: -11.9814 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: -305.5257 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: -3.05525700e+02 sys_corr_101: 17.9721 sys_corr_102: 29.9535 sys_corr_103: -23.9628 sys_corr_104: 29.9535 - sys_corr_105: 59.9070 + sys_corr_105: 59.907 sys_corr_106: 77.8791 - sys_corr_107: -101.8419 + sys_corr_107: -1.01841900e+02 sys_corr_108: 95.8512 sys_corr_109: -17.9721 sys_corr_110: -29.9535 sys_corr_111: -11.9814 sys_corr_112: -5.9907 - sys_corr_113: -1264.0377 - sys_corr_114: -155.7582 - sys_corr_115: -545.1537 + sys_corr_113: -1.26403770e+03 + sys_corr_114: -1.55758200e+02 + sys_corr_115: -5.45153700e+02 sys_corr_116: 77.8791 sys_corr_117: 35.9442 - sys_corr_118: 718.8840 - sys_corr_119: 185.7117 - sys_corr_120: 730.8654 + sys_corr_118: 7.18884000e+02 + sys_corr_119: 1.85711700e+02 + sys_corr_120: 7.30865400e+02 sys_corr_121: 892.6143 - sys_corr_122: 742.8468 + sys_corr_122: 7.42846800e+02 sys_corr_123: 17.9721 - sys_corr_124: -425.3397 - sys_corr_125: 419.3490 + sys_corr_124: -4.25339700e+02 + sys_corr_125: 419.349 sys_corr_126: 161.7489 sys_corr_127: 29.9535 sys_corr_128: 641.0049 sys_corr_129: -41.9349 sys_corr_130: 281.5629 - sys_corr_131: -299.5350 - sys_corr_132: 10783.2600 + sys_corr_131: -299.535 + sys_corr_132: 10783.26 sys_corr_133: 623.0328 -- stat: 795.2291 - sys_corr_1: 1951.0145 - sys_corr_2: -143.2200 - sys_corr_3: 310.3100 +- stat: 7.95229050e+02 + sys_corr_1: 1.95101445e+03 + sys_corr_2: -143.22 + sys_corr_3: 310.31 sys_corr_4: 113.3825 sys_corr_5: -53.7075 sys_corr_6: -29.8375 - sys_corr_7: 405.7900 - sys_corr_8: -346.1150 + sys_corr_7: 405.79 + sys_corr_8: -346.115 sys_corr_9: 757.8725 - sys_corr_10: 1098.0200 - sys_corr_11: -513.2050 - sys_corr_12: -190.9600 + sys_corr_10: 1098.02 + sys_corr_11: -5.13205000e+02 + sys_corr_12: -190.96 sys_corr_13: 113.3825 - sys_corr_14: -0.0000 + sys_corr_14: -0.0 sys_corr_15: 674.3275 - sys_corr_16: 47.7400 + sys_corr_16: 47.74 sys_corr_17: 17.9025 - sys_corr_18: 35.8050 - sys_corr_19: 59.6750 + sys_corr_18: 35.805 + sys_corr_19: 59.675 sys_corr_20: 65.6425 - sys_corr_21: 47.7400 - sys_corr_22: -23.8700 - sys_corr_23: -83.5450 - sys_corr_24: 23.8700 + sys_corr_21: 47.74 + sys_corr_22: -23.87 + sys_corr_23: -83.545 + sys_corr_24: 23.87 sys_corr_25: -5.9675 - sys_corr_26: -11.9350 - sys_corr_27: 0.0000 + sys_corr_26: -11.935 + sys_corr_27: 0.0 sys_corr_28: 77.5775 sys_corr_29: 29.8375 sys_corr_30: 268.5375 - sys_corr_31: -113.3825 - sys_corr_32: 47.7400 - sys_corr_33: -125.3175 - sys_corr_34: 35.8050 - sys_corr_35: 23.8700 - sys_corr_36: -35.8050 - sys_corr_37: -83.5450 + sys_corr_31: -1.13382500e+02 + sys_corr_32: 47.74 + sys_corr_33: -1.25317500e+02 + sys_corr_34: 35.805 + sys_corr_35: 23.87 + sys_corr_36: -35.805 + sys_corr_37: -83.545 sys_corr_38: 53.7075 sys_corr_39: 29.8375 - sys_corr_40: 35.8050 - sys_corr_41: -149.1875 + sys_corr_40: 35.805 + sys_corr_41: -1.49187500e+02 sys_corr_42: 5.9675 - sys_corr_43: -537.0750 - sys_corr_44: -441.5950 + sys_corr_43: -537.075 + sys_corr_44: -441.595 sys_corr_45: 626.5875 sys_corr_46: 328.2125 sys_corr_47: -41.7725 - sys_corr_48: 179.0250 - sys_corr_49: -35.8050 - sys_corr_50: -113.3825 - sys_corr_51: -47.7400 - sys_corr_52: 155.1550 - sys_corr_53: -101.4475 + sys_corr_48: 179.025 + sys_corr_49: -35.805 + sys_corr_50: -1.13382500e+02 + sys_corr_51: -47.74 + sys_corr_52: 155.155 + sys_corr_53: -1.01447500e+02 sys_corr_54: 17.9025 - sys_corr_55: -23.8700 + sys_corr_55: -23.87 sys_corr_56: 65.6425 - sys_corr_57: 47.7400 + sys_corr_57: 47.74 sys_corr_58: -17.9025 sys_corr_59: -29.8375 - sys_corr_60: 71.6100 - sys_corr_61: 11.9350 - sys_corr_62: 83.5450 + sys_corr_60: 71.61 + sys_corr_61: 11.935 + sys_corr_62: 83.545 sys_corr_63: 17.9025 - sys_corr_64: -11.9350 - sys_corr_65: 23.8700 - sys_corr_66: -23.8700 + sys_corr_64: -11.935 + sys_corr_65: 23.87 + sys_corr_66: -23.87 sys_corr_67: 29.8375 - sys_corr_68: -59.6750 - sys_corr_69: -101.4475 - sys_corr_70: -35.8050 - sys_corr_71: 0.0000 - sys_corr_72: 256.6025 + sys_corr_68: -59.675 + sys_corr_69: -1.01447500e+02 + sys_corr_70: -35.805 + sys_corr_71: 0.0 + sys_corr_72: 2.56602500e+02 sys_corr_73: 77.5775 sys_corr_74: 5.9675 sys_corr_75: 5.9675 - sys_corr_76: -23.8700 + sys_corr_76: -23.87 sys_corr_77: -5.9675 sys_corr_78: 29.8375 sys_corr_79: -17.9025 - sys_corr_80: 256.6025 - sys_corr_81: -47.7400 - sys_corr_82: 11.9350 - sys_corr_83: 11.9350 + sys_corr_80: 2.56602500e+02 + sys_corr_81: -47.74 + sys_corr_82: 11.935 + sys_corr_83: 11.935 sys_corr_84: 17.9025 sys_corr_85: 17.9025 - sys_corr_86: -23.8700 - sys_corr_87: 107.4150 + sys_corr_86: -23.87 + sys_corr_87: 107.415 sys_corr_88: 65.6425 - sys_corr_89: 23.8700 - sys_corr_90: 0.0000 + sys_corr_89: 23.87 + sys_corr_90: 0.0 sys_corr_91: -5.9675 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 - sys_corr_100: 0.0000 - sys_corr_101: 35.8050 - sys_corr_102: 0.0000 - sys_corr_103: -0.0000 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: 0.0 + sys_corr_101: 35.805 + sys_corr_102: 0.0 + sys_corr_103: -0.0 sys_corr_104: -5.9675 sys_corr_105: -5.9675 sys_corr_106: 17.9025 sys_corr_107: -5.9675 - sys_corr_108: 35.8050 + sys_corr_108: 35.805 sys_corr_109: 5.9675 - sys_corr_110: -11.9350 + sys_corr_110: -11.935 sys_corr_111: -5.9675 - sys_corr_112: -23.8700 - sys_corr_113: -1271.0775 - sys_corr_114: -119.3500 - sys_corr_115: -435.6275 + sys_corr_112: -23.87 + sys_corr_113: -1.27107750e+03 + sys_corr_114: -119.35 + sys_corr_115: -4.35627500e+02 sys_corr_116: 53.7075 sys_corr_117: -77.5775 sys_corr_118: 817.5475 sys_corr_119: 113.3825 sys_corr_120: 853.3525 - sys_corr_121: 1062.2150 - sys_corr_122: 835.4500 + sys_corr_121: 1062.215 + sys_corr_122: 8.35450000e+02 sys_corr_123: 137.2525 - sys_corr_124: -358.0500 + sys_corr_124: -358.05 sys_corr_125: 173.0575 sys_corr_126: 184.9925 - sys_corr_127: 35.8050 + sys_corr_127: 35.805 sys_corr_128: 316.2775 - sys_corr_129: 83.5450 - sys_corr_130: 95.4800 + sys_corr_129: 83.545 + sys_corr_130: 95.48 sys_corr_131: -41.7725 - sys_corr_132: 10741.5000 + sys_corr_132: 10741.5 sys_corr_133: 853.3525 -- stat: 636.9160 - sys_corr_1: 784.1522 +- stat: 6.36916014e+02 + sys_corr_1: 7.84152243e+02 sys_corr_2: -36.2502 - sys_corr_3: 84.5838 + sys_corr_3: 8.45838000e+01 sys_corr_4: 24.1668 sys_corr_5: -6.0417 sys_corr_6: -12.0834 - sys_corr_7: 108.7506 + sys_corr_7: 1.08750600e+02 sys_corr_8: -96.6672 - sys_corr_9: 779.3793 + sys_corr_9: 7.79379300e+02 sys_corr_10: 960.6303 - sys_corr_11: -1027.0890 - sys_corr_12: -271.8765 - sys_corr_13: 102.7089 - sys_corr_14: -0.0000 - sys_corr_15: 676.6704 + sys_corr_11: -1.02708900e+03 + sys_corr_12: -2.71876500e+02 + sys_corr_13: 1.02708900e+02 + sys_corr_14: -0.0 + sys_corr_15: 6.76670400e+02 sys_corr_16: 48.3336 sys_corr_17: 18.1251 sys_corr_18: 30.2085 - sys_corr_19: 54.3753 - sys_corr_20: 60.4170 - sys_corr_21: 42.2919 + sys_corr_19: 5.43753000e+01 + sys_corr_20: 60.417 + sys_corr_21: 4.22919000e+01 sys_corr_22: -24.1668 sys_corr_23: 12.0834 sys_corr_24: -12.0834 sys_corr_25: -12.0834 - sys_corr_26: -0.0000 - sys_corr_27: 0.0000 + sys_corr_26: -0.0 + sys_corr_27: 0.0 sys_corr_28: -12.0834 sys_corr_29: 6.0417 sys_corr_30: -18.1251 @@ -1509,9 +1509,9 @@ bins: sys_corr_32: -18.1251 sys_corr_33: -12.0834 sys_corr_34: -72.5004 - sys_corr_35: -0.0000 + sys_corr_35: -0.0 sys_corr_36: -18.1251 - sys_corr_37: 90.6255 + sys_corr_37: 9.06255000e+01 sys_corr_38: -18.1251 sys_corr_39: -48.3336 sys_corr_40: -18.1251 @@ -1522,192 +1522,192 @@ bins: sys_corr_45: 12.0834 sys_corr_46: -30.2085 sys_corr_47: 12.0834 - sys_corr_48: -151.0425 + sys_corr_48: -1.51042500e+02 sys_corr_49: 138.9591 - sys_corr_50: -157.0842 - sys_corr_51: 54.3753 + sys_corr_50: -1.57084200e+02 + sys_corr_51: 5.43753000e+01 sys_corr_52: 175.2093 - sys_corr_53: -132.9174 + sys_corr_53: -1.32917400e+02 sys_corr_54: 24.1668 - sys_corr_55: 416.8773 - sys_corr_56: 966.6720 + sys_corr_55: 4.16877300e+02 + sys_corr_56: 966.672 sys_corr_57: -24.1668 sys_corr_58: -72.5004 - sys_corr_59: -132.9174 - sys_corr_60: 126.8757 + sys_corr_59: -1.32917400e+02 + sys_corr_60: 1.26875700e+02 sys_corr_61: 30.2085 - sys_corr_62: 60.4170 - sys_corr_63: -120.8340 - sys_corr_64: -501.4611 + sys_corr_62: 60.417 + sys_corr_63: -120.834 + sys_corr_64: -5.01461100e+02 sys_corr_65: -36.2502 - sys_corr_66: -102.7089 + sys_corr_66: -1.02708900e+02 sys_corr_67: 18.1251 - sys_corr_68: -175.2093 - sys_corr_69: -362.5020 + sys_corr_68: -1.75209300e+02 + sys_corr_69: -3.62502000e+02 sys_corr_70: 12.0834 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 314.1684 sys_corr_73: 78.5421 - sys_corr_74: -181.2510 - sys_corr_75: -60.4170 + sys_corr_74: -1.81251000e+02 + sys_corr_75: -60.417 sys_corr_76: -36.2502 sys_corr_77: -66.4587 sys_corr_78: -72.5004 sys_corr_79: -24.1668 sys_corr_80: 277.9182 - sys_corr_81: -60.4170 + sys_corr_81: -60.417 sys_corr_82: 36.2502 sys_corr_83: -30.2085 sys_corr_84: 30.2085 sys_corr_85: 145.0008 - sys_corr_86: 60.4170 + sys_corr_86: 60.417 sys_corr_87: 132.9174 sys_corr_88: 48.3336 sys_corr_89: 30.2085 sys_corr_90: -6.0417 sys_corr_91: -12.0834 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 sys_corr_100: 277.9182 sys_corr_101: 48.3336 sys_corr_102: 6.0417 sys_corr_103: -18.1251 - sys_corr_104: -0.0000 + sys_corr_104: -0.0 sys_corr_105: -6.0417 sys_corr_106: 6.0417 sys_corr_107: 193.3344 - sys_corr_108: 60.4170 + sys_corr_108: 60.417 sys_corr_109: -12.0834 - sys_corr_110: 0.0000 + sys_corr_110: 0.0 sys_corr_111: -12.0834 sys_corr_112: -30.2085 - sys_corr_113: -1305.0072 - sys_corr_114: -199.3761 - sys_corr_115: -561.8781 - sys_corr_116: 108.7506 - sys_corr_117: -235.6263 - sys_corr_118: 725.0040 - sys_corr_119: 253.7514 + sys_corr_113: -1.30500720e+03 + sys_corr_114: -1.99376100e+02 + sys_corr_115: -5.61878100e+02 + sys_corr_116: 1.08750600e+02 + sys_corr_117: -2.35626300e+02 + sys_corr_118: 7.25004000e+02 + sys_corr_119: 2.53751400e+02 sys_corr_120: 797.5044 - sys_corr_121: 1178.1315 - sys_corr_122: 725.0040 + sys_corr_121: 1.17813150e+03 + sys_corr_122: 7.25004000e+02 sys_corr_123: -48.3336 - sys_corr_124: -513.5445 - sys_corr_125: 253.7514 - sys_corr_126: 126.8757 + sys_corr_124: -5.13544500e+02 + sys_corr_125: 2.53751400e+02 + sys_corr_126: 1.26875700e+02 sys_corr_127: 36.2502 - sys_corr_128: 181.2510 + sys_corr_128: 1.81251000e+02 sys_corr_129: 132.9174 sys_corr_130: 36.2502 sys_corr_131: -48.3336 - sys_corr_132: 10875.0600 - sys_corr_133: 815.6295 -- stat: 699.9117 - sys_corr_1: 1071.6563 - sys_corr_2: -6.0693 + sys_corr_132: 10875.06 + sys_corr_133: 8.15629500e+02 +- stat: 6.99911676e+02 + sys_corr_1: 1.07165630e+03 + sys_corr_2: -6.06930000e+00 sys_corr_3: 66.7623 sys_corr_4: 18.2079 - sys_corr_5: 6.0693 - sys_corr_6: 12.1386 - sys_corr_7: 60.6930 + sys_corr_5: 6.06930000e+00 + sys_corr_6: 1.21386000e+01 + sys_corr_7: 6.06930000e+01 sys_corr_8: -54.6237 sys_corr_9: 758.6625 sys_corr_10: 898.2564 - sys_corr_11: -1122.8205 - sys_corr_12: -291.3264 + sys_corr_11: -1.12282050e+03 + sys_corr_12: -2.91326400e+02 sys_corr_13: 78.9009 - sys_corr_14: -0.0000 - sys_corr_15: 637.2765 + sys_corr_14: -0.0 + sys_corr_15: 6.37276500e+02 sys_corr_16: 42.4851 - sys_corr_17: 12.1386 - sys_corr_18: 30.3465 + sys_corr_17: 1.21386000e+01 + sys_corr_18: 3.03465000e+01 sys_corr_19: 42.4851 sys_corr_20: 54.6237 - sys_corr_21: 48.5544 - sys_corr_22: -24.2772 + sys_corr_21: 4.85544000e+01 + sys_corr_22: -2.42772000e+01 sys_corr_23: 18.2079 - sys_corr_24: -12.1386 - sys_corr_25: -6.0693 - sys_corr_26: 6.0693 - sys_corr_27: -0.0000 + sys_corr_24: -1.21386000e+01 + sys_corr_25: -6.06930000e+00 + sys_corr_26: 6.06930000e+00 + sys_corr_27: -0.0 sys_corr_28: -18.2079 sys_corr_29: 66.7623 - sys_corr_30: -12.1386 - sys_corr_31: 6.0693 - sys_corr_32: -12.1386 - sys_corr_33: 12.1386 + sys_corr_30: -1.21386000e+01 + sys_corr_31: 6.06930000e+00 + sys_corr_32: -1.21386000e+01 + sys_corr_33: 1.21386000e+01 sys_corr_34: -18.2079 - sys_corr_35: 12.1386 - sys_corr_36: -6.0693 + sys_corr_35: 1.21386000e+01 + sys_corr_36: -6.06930000e+00 sys_corr_37: 109.2474 sys_corr_38: -18.2079 - sys_corr_39: -24.2772 - sys_corr_40: -24.2772 - sys_corr_41: -12.1386 - sys_corr_42: 24.2772 + sys_corr_39: -2.42772000e+01 + sys_corr_40: -2.42772000e+01 + sys_corr_41: -1.21386000e+01 + sys_corr_42: 2.42772000e+01 sys_corr_43: -66.7623 - sys_corr_44: -97.1088 + sys_corr_44: -9.71088000e+01 sys_corr_45: -36.4158 - sys_corr_46: -121.3860 - sys_corr_47: -103.1781 - sys_corr_48: -127.4553 - sys_corr_49: 48.5544 - sys_corr_50: -24.2772 - sys_corr_51: 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sys_corr_73: 236.7027 - sys_corr_74: -151.7325 + sys_corr_74: -1.51732500e+02 sys_corr_75: 145.6632 - sys_corr_76: -157.8018 - sys_corr_77: 303.4650 - sys_corr_78: 6.0693 + sys_corr_76: -1.57801800e+02 + sys_corr_77: 303.465 + sys_corr_78: 6.06930000e+00 sys_corr_79: -54.6237 sys_corr_80: 315.6036 - sys_corr_81: -97.1088 + sys_corr_81: -9.71088000e+01 sys_corr_82: 72.8316 - sys_corr_83: -291.3264 + sys_corr_83: -2.91326400e+02 sys_corr_84: 18.2079 - sys_corr_85: -97.1088 - sys_corr_86: -6.0693 + sys_corr_85: -9.71088000e+01 + sys_corr_86: -6.06930000e+00 sys_corr_87: 139.5939 - sys_corr_88: 30.3465 - sys_corr_89: 48.5544 - sys_corr_90: 0.0000 - sys_corr_91: -6.0693 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_88: 3.03465000e+01 + sys_corr_89: 4.85544000e+01 + sys_corr_90: 0.0 + sys_corr_91: -6.06930000e+00 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: 18.2079 sys_corr_101: 18.2079 sys_corr_102: 84.9702 @@ -1719,452 +1719,452 @@ bins: sys_corr_108: 54.6237 sys_corr_109: 157.8018 sys_corr_110: -42.4851 - sys_corr_111: -115.3167 - sys_corr_112: 6.0693 - sys_corr_113: -1056.0582 - sys_corr_114: -145.6632 - sys_corr_115: -509.8212 + sys_corr_111: -1.15316700e+02 + sys_corr_112: 6.06930000e+00 + sys_corr_113: -1.05605820e+03 + sys_corr_114: -1.45663200e+02 + sys_corr_115: -5.09821200e+02 sys_corr_116: 36.4158 - sys_corr_117: -176.0097 - sys_corr_118: 716.1774 + sys_corr_117: -1.76009700e+02 + sys_corr_118: 7.16177400e+02 sys_corr_119: 260.9799 sys_corr_120: 691.9002 - sys_corr_121: 1347.3846 + sys_corr_121: 1.34738460e+03 sys_corr_122: 679.7616 - sys_corr_123: 12.1386 - sys_corr_124: -740.4546 - sys_corr_125: 254.9106 + sys_corr_123: 1.21386000e+01 + sys_corr_124: -7.40454600e+02 + sys_corr_125: 2.54910600e+02 sys_corr_126: 236.7027 sys_corr_127: 42.4851 sys_corr_128: 382.3659 - sys_corr_129: 121.3860 - sys_corr_130: 182.0790 + sys_corr_129: 1.21386000e+02 + sys_corr_130: 1.82079000e+02 sys_corr_131: 78.9009 - sys_corr_132: 10924.7400 - sys_corr_133: 1019.6424 -- stat: 670.7794 - sys_corr_1: 854.7927 - sys_corr_2: -23.7360 - sys_corr_3: 35.6040 - sys_corr_4: 0.0000 - sys_corr_5: -5.9340 - sys_corr_6: -17.8020 - sys_corr_7: 29.6700 - sys_corr_8: -29.6700 - sys_corr_9: 777.3540 - sys_corr_10: 848.5620 - sys_corr_11: -1145.2620 - sys_corr_12: -284.8320 - sys_corr_13: 59.3400 - sys_corr_14: -0.0000 - sys_corr_15: 623.0700 - sys_corr_16: 41.5380 - sys_corr_17: 11.8680 - sys_corr_18: 23.7360 - sys_corr_19: 29.6700 - sys_corr_20: 53.4060 - sys_corr_21: 47.4720 - sys_corr_22: -23.7360 - sys_corr_23: 29.6700 - sys_corr_24: -17.8020 - sys_corr_25: 35.6040 - sys_corr_26: -11.8680 - sys_corr_27: 11.8680 - sys_corr_28: -11.8680 - sys_corr_29: 11.8680 - sys_corr_30: -11.8680 - sys_corr_31: -11.8680 - sys_corr_32: -11.8680 - sys_corr_33: 5.9340 - sys_corr_34: -23.7360 - sys_corr_35: 17.8020 - sys_corr_36: -17.8020 - sys_corr_37: 124.6140 - sys_corr_38: -35.6040 - sys_corr_39: -47.4720 - sys_corr_40: -5.9340 - sys_corr_41: 11.8680 - sys_corr_42: 29.6700 - sys_corr_43: -71.2080 - sys_corr_44: -53.4060 - sys_corr_45: -0.0000 - sys_corr_46: -124.6140 - sys_corr_47: 59.3400 - sys_corr_48: -112.7460 - sys_corr_49: 29.6700 - sys_corr_50: -53.4060 - sys_corr_51: 23.7360 - sys_corr_52: 172.0860 - sys_corr_53: -130.5480 - sys_corr_54: 29.6700 - sys_corr_55: 53.4060 - sys_corr_56: -178.0200 - sys_corr_57: 213.6240 - sys_corr_58: 106.8120 - sys_corr_59: -249.2280 - sys_corr_60: 106.8120 - sys_corr_61: -29.6700 - sys_corr_62: 166.1520 - sys_corr_63: 332.3040 - sys_corr_64: 5.9340 - sys_corr_65: 207.6900 - sys_corr_66: -29.6700 - sys_corr_67: 35.6040 - sys_corr_68: 118.6800 - sys_corr_69: 356.0400 - sys_corr_70: 5.9340 - sys_corr_71: 0.0000 - sys_corr_72: 450.9840 - sys_corr_73: -207.6900 - sys_corr_74: 148.3500 - sys_corr_75: 391.6440 - sys_corr_76: 219.5580 - sys_corr_77: -403.5120 - sys_corr_78: -35.6040 - sys_corr_79: -47.4720 - sys_corr_80: 338.2380 - sys_corr_81: 278.8980 - sys_corr_82: -112.7460 - sys_corr_83: 142.4160 - sys_corr_84: -201.7560 - sys_corr_85: 189.8880 - sys_corr_86: -243.2940 - sys_corr_87: 83.0760 - sys_corr_88: 53.4060 - sys_corr_89: 23.7360 - sys_corr_90: -0.0000 - sys_corr_91: -0.0000 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 - sys_corr_100: 65.2740 - sys_corr_101: -29.6700 - sys_corr_102: -183.9540 - sys_corr_103: 0.0000 - sys_corr_104: -189.8880 - sys_corr_105: 41.5380 - sys_corr_106: -11.8680 - sys_corr_107: -59.3400 - sys_corr_108: 35.6040 - sys_corr_109: 77.1420 - sys_corr_110: 53.4060 - sys_corr_111: 225.4920 - sys_corr_112: -35.6040 - sys_corr_113: -1062.1860 - sys_corr_114: -178.0200 - sys_corr_115: -356.0400 - sys_corr_116: 106.8120 - sys_corr_117: -5.9340 - sys_corr_118: 789.2220 - sys_corr_119: 255.1620 - sys_corr_120: 611.2020 - sys_corr_121: 1269.8760 - sys_corr_122: 551.8620 - sys_corr_123: -94.9440 - sys_corr_124: -605.2680 - sys_corr_125: -231.4260 - sys_corr_126: 421.3140 - sys_corr_127: 53.4060 - sys_corr_128: 445.0500 - sys_corr_129: 124.6140 - sys_corr_130: -29.6700 - sys_corr_131: 183.9540 - sys_corr_132: 10681.2000 - sys_corr_133: 884.1660 -- stat: 657.0840 - sys_corr_1: 808.1475 - sys_corr_2: -0.0000 - sys_corr_3: 39.0922 - sys_corr_4: 0.0000 - sys_corr_5: -0.0000 + sys_corr_132: 10924.74 + sys_corr_133: 1.01964240e+03 +- stat: 6.70779360e+02 + sys_corr_1: 8.54792700e+02 + sys_corr_2: -23.736 + sys_corr_3: 35.604 + sys_corr_4: 0.0 + sys_corr_5: -5.934 + sys_corr_6: -17.802 + sys_corr_7: 29.67 + sys_corr_8: -29.67 + sys_corr_9: 777.354 + sys_corr_10: 848.562 + sys_corr_11: -1.14526200e+03 + sys_corr_12: -284.832 + sys_corr_13: 59.34 + sys_corr_14: -0.0 + sys_corr_15: 623.07 + sys_corr_16: 4.15380000e+01 + sys_corr_17: 11.868 + sys_corr_18: 23.736 + sys_corr_19: 29.67 + sys_corr_20: 5.34060000e+01 + sys_corr_21: 47.472 + sys_corr_22: -23.736 + sys_corr_23: 29.67 + sys_corr_24: -17.802 + sys_corr_25: 35.604 + sys_corr_26: -11.868 + sys_corr_27: 11.868 + sys_corr_28: -11.868 + sys_corr_29: 11.868 + sys_corr_30: -11.868 + sys_corr_31: -11.868 + sys_corr_32: -11.868 + sys_corr_33: 5.934 + sys_corr_34: -23.736 + sys_corr_35: 17.802 + sys_corr_36: -17.802 + sys_corr_37: 1.24614000e+02 + sys_corr_38: -35.604 + sys_corr_39: -47.472 + sys_corr_40: -5.934 + sys_corr_41: 11.868 + sys_corr_42: 29.67 + sys_corr_43: -71.208 + sys_corr_44: -5.34060000e+01 + sys_corr_45: -0.0 + sys_corr_46: -1.24614000e+02 + sys_corr_47: 59.34 + sys_corr_48: -1.12746000e+02 + sys_corr_49: 29.67 + sys_corr_50: -5.34060000e+01 + sys_corr_51: 23.736 + sys_corr_52: 172.086 + sys_corr_53: -130.548 + sys_corr_54: 29.67 + sys_corr_55: 5.34060000e+01 + sys_corr_56: -178.02 + sys_corr_57: 2.13624000e+02 + sys_corr_58: 1.06812000e+02 + sys_corr_59: -2.49228000e+02 + sys_corr_60: 1.06812000e+02 + sys_corr_61: -29.67 + sys_corr_62: 1.66152000e+02 + sys_corr_63: 3.32304000e+02 + sys_corr_64: 5.934 + sys_corr_65: 2.07690000e+02 + sys_corr_66: -29.67 + sys_corr_67: 35.604 + sys_corr_68: 118.68 + sys_corr_69: 356.04 + sys_corr_70: 5.934 + sys_corr_71: 0.0 + sys_corr_72: 4.50984000e+02 + sys_corr_73: -2.07690000e+02 + sys_corr_74: 148.35 + sys_corr_75: 391.644 + sys_corr_76: 219.558 + sys_corr_77: -4.03512000e+02 + sys_corr_78: -35.604 + sys_corr_79: -47.472 + sys_corr_80: 3.38238000e+02 + sys_corr_81: 2.78898000e+02 + sys_corr_82: -1.12746000e+02 + sys_corr_83: 142.416 + sys_corr_84: -2.01756000e+02 + sys_corr_85: 189.888 + sys_corr_86: -243.294 + sys_corr_87: 8.30760000e+01 + sys_corr_88: 5.34060000e+01 + sys_corr_89: 23.736 + sys_corr_90: -0.0 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: 65.274 + sys_corr_101: -29.67 + sys_corr_102: -183.954 + sys_corr_103: 0.0 + sys_corr_104: -189.888 + sys_corr_105: 4.15380000e+01 + sys_corr_106: -11.868 + sys_corr_107: -59.34 + sys_corr_108: 35.604 + sys_corr_109: 77.142 + sys_corr_110: 5.34060000e+01 + sys_corr_111: 2.25492000e+02 + sys_corr_112: -35.604 + sys_corr_113: -1.06218600e+03 + sys_corr_114: -178.02 + sys_corr_115: -356.04 + sys_corr_116: 1.06812000e+02 + sys_corr_117: -5.934 + sys_corr_118: 789.222 + sys_corr_119: 2.55162000e+02 + sys_corr_120: 611.202 + sys_corr_121: 1269.876 + sys_corr_122: 551.862 + sys_corr_123: -94.944 + sys_corr_124: -6.05268000e+02 + sys_corr_125: -231.426 + sys_corr_126: 4.21314000e+02 + sys_corr_127: 5.34060000e+01 + sys_corr_128: 445.05 + sys_corr_129: 1.24614000e+02 + sys_corr_130: -29.67 + sys_corr_131: 183.954 + sys_corr_132: 10681.2 + sys_corr_133: 8.84166000e+02 +- stat: 6.57084036e+02 + sys_corr_1: 8.08147466e+02 + sys_corr_2: -0.0 + sys_corr_3: 3.90922000e+01 + sys_corr_4: 0.0 + sys_corr_5: -0.0 sys_corr_6: -11.1692 sys_corr_7: 22.3384 - sys_corr_8: -27.9230 - sys_corr_9: 977.3050 - sys_corr_10: 793.0132 - sys_corr_11: -1044.3202 - sys_corr_12: -240.1378 - sys_corr_13: 39.0922 - sys_corr_14: -0.0000 - sys_corr_15: 586.3830 - sys_corr_16: 33.5076 + sys_corr_8: -2.79230000e+01 + sys_corr_9: 977.305 + sys_corr_10: 7.93013200e+02 + sys_corr_11: -1.04432020e+03 + sys_corr_12: -2.40137800e+02 + sys_corr_13: 3.90922000e+01 + sys_corr_14: -0.0 + sys_corr_15: 5.86383000e+02 + sys_corr_16: 3.35076000e+01 sys_corr_17: 11.1692 sys_corr_18: 22.3384 - sys_corr_19: 16.7538 - sys_corr_20: 50.2614 - sys_corr_21: 33.5076 - sys_corr_22: -16.7538 + sys_corr_19: 1.67538000e+01 + sys_corr_20: 5.02614000e+01 + sys_corr_21: 3.35076000e+01 + sys_corr_22: -1.67538000e+01 sys_corr_23: 22.3384 sys_corr_24: -22.3384 sys_corr_25: -11.1692 - sys_corr_26: -33.5076 + sys_corr_26: -3.35076000e+01 sys_corr_27: -5.5846 - sys_corr_28: -16.7538 + sys_corr_28: -1.67538000e+01 sys_corr_29: 5.5846 sys_corr_30: -11.1692 sys_corr_31: -5.5846 sys_corr_32: -11.1692 sys_corr_33: 11.1692 - sys_corr_34: -16.7538 + sys_corr_34: -1.67538000e+01 sys_corr_35: 11.1692 sys_corr_36: -22.3384 sys_corr_37: 117.2766 - sys_corr_38: -16.7538 + sys_corr_38: -1.67538000e+01 sys_corr_39: -22.3384 sys_corr_40: -5.5846 - sys_corr_41: -0.0000 + sys_corr_41: -0.0 sys_corr_42: 22.3384 - sys_corr_43: -100.5228 - sys_corr_44: -50.2614 + sys_corr_43: -1.00522800e+02 + sys_corr_44: -5.02614000e+01 sys_corr_45: -72.5998 sys_corr_46: -22.3384 - sys_corr_47: 33.5076 - sys_corr_48: -117.2766 - sys_corr_49: 33.5076 + sys_corr_47: 3.35076000e+01 + sys_corr_48: -1.17276600e+02 + sys_corr_49: 3.35076000e+01 sys_corr_50: -44.6768 - sys_corr_51: 39.0922 + sys_corr_51: 3.90922000e+01 sys_corr_52: -44.6768 sys_corr_53: -72.5998 - sys_corr_54: 27.9230 + sys_corr_54: 2.79230000e+01 sys_corr_55: 323.9068 - sys_corr_56: -201.0456 - sys_corr_57: 268.0608 - sys_corr_58: 156.3688 + sys_corr_56: -2.01045600e+02 + sys_corr_57: 2.68060800e+02 + sys_corr_58: 1.56368800e+02 sys_corr_59: 217.7994 sys_corr_60: 89.3536 - sys_corr_61: 78.1844 + sys_corr_61: 7.81844000e+01 sys_corr_62: 435.5988 sys_corr_63: 212.2148 - sys_corr_64: 402.0912 - sys_corr_65: 335.0760 - sys_corr_66: 167.5380 + sys_corr_64: 4.02091200e+02 + sys_corr_65: 3.35076000e+02 + sys_corr_66: 1.67538000e+02 sys_corr_67: 256.8916 - sys_corr_68: 16.7538 - sys_corr_69: -178.7072 + sys_corr_68: 1.67538000e+01 + sys_corr_69: -1.78707200e+02 sys_corr_70: 480.2756 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 608.7214 - sys_corr_73: -597.5522 - sys_corr_74: 195.4610 - sys_corr_75: -318.3222 - sys_corr_76: -139.6150 + sys_corr_73: -5.97552200e+02 + sys_corr_74: 195.461 + sys_corr_75: -3.18322200e+02 + sys_corr_76: -139.615 sys_corr_77: 106.1074 - sys_corr_78: -55.8460 + sys_corr_78: -5.58460000e+01 sys_corr_79: 5.5846 sys_corr_80: 178.7072 sys_corr_81: 150.7842 - sys_corr_82: 67.0152 - sys_corr_83: 94.9382 - sys_corr_84: 402.0912 + sys_corr_82: 6.70152000e+01 + sys_corr_83: 9.49382000e+01 + sys_corr_84: 4.02091200e+02 sys_corr_85: -61.4306 - sys_corr_86: 16.7538 + sys_corr_86: 1.67538000e+01 sys_corr_87: 5.5846 - sys_corr_88: 83.7690 - sys_corr_89: -0.0000 + sys_corr_88: 8.37690000e+01 + sys_corr_89: -0.0 sys_corr_90: 11.1692 - sys_corr_91: -0.0000 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 - sys_corr_100: -145.1996 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: -1.45199600e+02 sys_corr_101: -11.1692 - sys_corr_102: -94.9382 - sys_corr_103: -67.0152 - sys_corr_104: 134.0304 - sys_corr_105: -106.1074 + sys_corr_102: -9.49382000e+01 + sys_corr_103: -6.70152000e+01 + sys_corr_104: 1.34030400e+02 + sys_corr_105: -1.06107400e+02 sys_corr_106: -61.4306 sys_corr_107: 5.5846 - sys_corr_108: -368.5836 - sys_corr_109: -100.5228 - sys_corr_110: -39.0922 + sys_corr_108: -3.68583600e+02 + sys_corr_109: -1.00522800e+02 + sys_corr_110: -3.90922000e+01 sys_corr_111: -44.6768 sys_corr_112: -22.3384 - sys_corr_113: -1016.3972 - sys_corr_114: -94.9382 - sys_corr_115: -150.7842 + sys_corr_113: -1.01639720e+03 + sys_corr_114: -9.49382000e+01 + sys_corr_115: -1.50784200e+02 sys_corr_116: 256.8916 - sys_corr_117: 156.3688 + sys_corr_117: 1.56368800e+02 sys_corr_118: 714.8288 sys_corr_119: 228.9686 sys_corr_120: 608.7214 - sys_corr_121: 1206.2736 + sys_corr_121: 1.20627360e+03 sys_corr_122: 591.9676 sys_corr_123: 5.5846 - sys_corr_124: -675.7366 - sys_corr_125: 156.3688 - sys_corr_126: 720.4134 - sys_corr_127: 55.8460 - sys_corr_128: 793.0132 - sys_corr_129: 167.5380 - sys_corr_130: -692.4904 - sys_corr_131: -368.5836 - sys_corr_132: 10052.2800 - sys_corr_133: 731.5826 -- stat: 537.9246 - sys_corr_1: 623.6870 - sys_corr_2: -117.8415 + sys_corr_124: -6.75736600e+02 + sys_corr_125: 1.56368800e+02 + sys_corr_126: 7.20413400e+02 + sys_corr_127: 5.58460000e+01 + sys_corr_128: 7.93013200e+02 + sys_corr_129: 1.67538000e+02 + sys_corr_130: -6.92490400e+02 + sys_corr_131: -3.68583600e+02 + sys_corr_132: 10052.28 + sys_corr_133: 7.31582600e+02 +- stat: 5.37924625e+02 + sys_corr_1: 6.23687050e+02 + sys_corr_2: -1.17841500e+02 sys_corr_3: 4.3645 - sys_corr_4: 0.0000 - sys_corr_5: -0.0000 + sys_corr_4: 0.0 + sys_corr_5: -0.0 sys_corr_6: -4.3645 - sys_corr_7: 26.1870 + sys_corr_7: 26.187 sys_corr_8: 82.9255 sys_corr_9: 370.9825 - sys_corr_10: 968.9190 - sys_corr_11: -244.4120 - sys_corr_12: -100.3835 - sys_corr_13: 205.1315 - sys_corr_14: -0.0000 - sys_corr_15: 497.5530 - sys_corr_16: 48.0095 + sys_corr_10: 968.919 + sys_corr_11: -244.412 + sys_corr_12: -1.00383500e+02 + sys_corr_13: 2.05131500e+02 + sys_corr_14: -0.0 + sys_corr_15: 4.97553000e+02 + sys_corr_16: 4.80095000e+01 sys_corr_17: 13.0935 - sys_corr_18: 39.2805 + sys_corr_18: 3.92805000e+01 sys_corr_19: 82.9255 - sys_corr_20: 43.6450 + sys_corr_20: 43.645 sys_corr_21: -30.5515 sys_corr_22: 100.3835 - sys_corr_23: 8.7290 + sys_corr_23: 8.729 sys_corr_24: -13.0935 sys_corr_25: -4.3645 - sys_corr_26: 17.4580 - sys_corr_27: -8.7290 - sys_corr_28: 8.7290 - sys_corr_29: -8.7290 + sys_corr_26: 17.458 + sys_corr_27: -8.729 + sys_corr_28: 8.729 + sys_corr_29: -8.729 sys_corr_30: -4.3645 - sys_corr_31: -0.0000 + sys_corr_31: -0.0 sys_corr_32: -4.3645 - sys_corr_33: 8.7290 + sys_corr_33: 8.729 sys_corr_34: 4.3645 sys_corr_35: 13.0935 - sys_corr_36: -26.1870 - sys_corr_37: 87.2900 - sys_corr_38: 43.6450 - sys_corr_39: -48.0095 - sys_corr_40: -17.4580 + sys_corr_36: -26.187 + sys_corr_37: 87.29 + sys_corr_38: 43.645 + sys_corr_39: -4.80095000e+01 + sys_corr_40: -17.458 sys_corr_41: 74.1965 - sys_corr_42: 56.7385 + sys_corr_42: 5.67385000e+01 sys_corr_43: 82.9255 - sys_corr_44: -130.9350 + sys_corr_44: -130.935 sys_corr_45: 4.3645 - sys_corr_46: 52.3740 - sys_corr_47: 26.1870 - sys_corr_48: -48.0095 - sys_corr_49: -17.4580 + sys_corr_46: 52.374 + sys_corr_47: 26.187 + sys_corr_48: -4.80095000e+01 + sys_corr_49: -17.458 sys_corr_50: 21.8225 sys_corr_51: 4.3645 sys_corr_52: 117.8415 sys_corr_53: -82.9255 sys_corr_54: 4.3645 - sys_corr_55: -148.3930 - sys_corr_56: 34.9160 - sys_corr_57: 104.7480 + sys_corr_55: -148.393 + sys_corr_56: 34.916 + sys_corr_57: 104.748 sys_corr_58: 109.1125 sys_corr_59: 13.0935 sys_corr_60: 30.5515 - sys_corr_61: -56.7385 - sys_corr_62: 126.5705 - sys_corr_63: 91.6545 - sys_corr_64: 8.7290 + sys_corr_61: -5.67385000e+01 + sys_corr_62: 1.26570500e+02 + sys_corr_63: 9.16545000e+01 + sys_corr_64: 8.729 sys_corr_65: -21.8225 - sys_corr_66: -122.2060 - sys_corr_67: -39.2805 - sys_corr_68: -174.5800 + sys_corr_66: -122.206 + sys_corr_67: -3.92805000e+01 + sys_corr_68: -174.58 sys_corr_69: -65.4675 sys_corr_70: 30.5515 - sys_corr_71: 0.0000 - sys_corr_72: 113.4770 - sys_corr_73: 126.5705 + sys_corr_71: 0.0 + sys_corr_72: 1.13477000e+02 + sys_corr_73: 1.26570500e+02 sys_corr_74: 100.3835 sys_corr_75: 74.1965 - sys_corr_76: -379.7115 - sys_corr_77: -170.2155 - sys_corr_78: -100.3835 - sys_corr_79: 96.0190 + sys_corr_76: -3.79711500e+02 + sys_corr_77: -1.70215500e+02 + sys_corr_78: -1.00383500e+02 + sys_corr_79: 9.60190000e+01 sys_corr_80: 117.8415 - sys_corr_81: -222.5895 - sys_corr_82: -218.2250 - sys_corr_83: 0.0000 - sys_corr_84: 78.5610 - sys_corr_85: 78.5610 - sys_corr_86: -61.1030 + sys_corr_81: -2.22589500e+02 + sys_corr_82: -218.225 + sys_corr_83: 0.0 + sys_corr_84: 7.85610000e+01 + sys_corr_85: 7.85610000e+01 + sys_corr_86: -61.103 sys_corr_87: 65.4675 - sys_corr_88: 39.2805 - sys_corr_89: 26.1870 - sys_corr_90: 8.7290 + sys_corr_88: 3.92805000e+01 + sys_corr_89: 26.187 + sys_corr_90: 8.729 sys_corr_91: -4.3645 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: 61.1030 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: 61.103 sys_corr_101: 109.1125 sys_corr_102: 21.8225 - sys_corr_103: 39.2805 + sys_corr_103: 3.92805000e+01 sys_corr_104: -30.5515 - sys_corr_105: -69.8320 + sys_corr_105: -69.832 sys_corr_106: -74.1965 - sys_corr_107: 174.5800 + sys_corr_107: 174.58 sys_corr_108: 30.5515 - sys_corr_109: 26.1870 - sys_corr_110: -178.9445 - sys_corr_111: 56.7385 + sys_corr_109: 26.187 + sys_corr_110: -1.78944500e+02 + sys_corr_111: 5.67385000e+01 sys_corr_112: 13.0935 - sys_corr_113: -851.0775 - sys_corr_114: -776.8810 - sys_corr_115: -676.4975 - sys_corr_116: 69.8320 - sys_corr_117: -165.8510 - sys_corr_118: 637.2170 + sys_corr_113: -8.51077500e+02 + sys_corr_114: -7.76881000e+02 + sys_corr_115: -6.76497500e+02 + sys_corr_116: 69.832 + sys_corr_117: -165.851 + sys_corr_118: 637.217 sys_corr_119: 109.1125 - sys_corr_120: 410.2630 + sys_corr_120: 4.10263000e+02 sys_corr_121: 475.7305 - sys_corr_122: 462.6370 + sys_corr_122: 4.62637000e+02 sys_corr_123: -30.5515 - sys_corr_124: -253.1410 - sys_corr_125: 26.1870 - sys_corr_126: 209.4960 - sys_corr_127: 52.3740 + sys_corr_124: -2.53141000e+02 + sys_corr_125: 26.187 + sys_corr_126: 209.496 + sys_corr_127: 52.374 sys_corr_128: 100.3835 - sys_corr_129: 183.3090 + sys_corr_129: 1.83309000e+02 sys_corr_130: 30.5515 - sys_corr_131: 56.7385 - sys_corr_132: 7856.1000 - sys_corr_133: 375.3470 -- stat: 535.9980 - sys_corr_1: 712.7454 + sys_corr_131: 5.67385000e+01 + sys_corr_132: 7856.1 + sys_corr_133: 375.347 +- stat: 5.35998030e+02 + sys_corr_1: 7.12745382e+02 sys_corr_2: -30.2946 - sys_corr_3: 21.6390 + sys_corr_3: 21.639 sys_corr_4: 8.6556 sys_corr_5: -4.3278 sys_corr_6: 4.3278 sys_corr_7: 30.2946 - sys_corr_8: 64.9170 + sys_corr_8: 64.917 sys_corr_9: 380.8464 - sys_corr_10: 900.1824 - sys_corr_11: -302.9460 - sys_corr_12: -108.1950 + sys_corr_10: 9.00182400e+02 + sys_corr_11: -302.946 + sys_corr_12: -108.195 sys_corr_13: 199.0788 - sys_corr_14: -0.0000 + sys_corr_14: -0.0 sys_corr_15: 484.7136 sys_corr_16: 47.6058 sys_corr_17: 12.9834 - sys_corr_18: 38.9502 - sys_corr_19: 77.9004 - sys_corr_20: 43.2780 + sys_corr_18: 3.89502000e+01 + sys_corr_19: 7.79004000e+01 + sys_corr_20: 43.278 sys_corr_21: -25.9668 sys_corr_22: -17.3112 sys_corr_23: 8.6556 @@ -2174,18 +2174,18 @@ bins: sys_corr_27: -8.6556 sys_corr_28: 8.6556 sys_corr_29: -8.6556 - sys_corr_30: -0.0000 - sys_corr_31: -0.0000 + sys_corr_30: -0.0 + sys_corr_31: -0.0 sys_corr_32: -4.3278 sys_corr_33: 17.3112 sys_corr_34: 4.3278 sys_corr_35: 4.3278 sys_corr_36: -12.9834 - sys_corr_37: 86.5560 + sys_corr_37: 86.556 sys_corr_38: 51.9336 - sys_corr_39: -56.2614 - sys_corr_40: 21.6390 - sys_corr_41: 86.5560 + sys_corr_39: -5.62614000e+01 + sys_corr_40: 21.639 + sys_corr_41: 86.556 sys_corr_42: 47.6058 sys_corr_43: -17.3112 sys_corr_44: -51.9336 @@ -2197,25 +2197,25 @@ bins: sys_corr_50: 82.2282 sys_corr_51: -4.3278 sys_corr_52: 116.8506 - sys_corr_53: -77.9004 + sys_corr_53: -7.79004000e+01 sys_corr_54: 4.3278 - sys_corr_55: -116.8506 - sys_corr_56: -151.4730 + sys_corr_55: -1.16850600e+02 + sys_corr_56: -151.473 sys_corr_57: 30.2946 - sys_corr_58: 86.5560 - sys_corr_59: 0.0000 + sys_corr_58: 86.556 + sys_corr_59: 0.0 sys_corr_60: 30.2946 sys_corr_61: 4.3278 sys_corr_62: 116.8506 sys_corr_63: -17.3112 sys_corr_64: -8.6556 - sys_corr_65: 220.7178 + sys_corr_65: 2.20717800e+02 sys_corr_66: 138.4896 sys_corr_67: 34.6224 sys_corr_68: -8.6556 - sys_corr_69: -151.4730 - sys_corr_70: -64.9170 - sys_corr_71: 0.0000 + sys_corr_69: -151.473 + sys_corr_70: -64.917 + sys_corr_71: 0.0 sys_corr_72: 116.8506 sys_corr_73: 134.1618 sys_corr_74: 30.2946 @@ -2223,10 +2223,10 @@ bins: sys_corr_76: -60.5892 sys_corr_77: -47.6058 sys_corr_78: -60.5892 - sys_corr_79: -151.4730 - sys_corr_80: 302.9460 + sys_corr_79: -151.473 + sys_corr_80: 302.946 sys_corr_81: -60.5892 - sys_corr_82: -259.6680 + sys_corr_82: -259.668 sys_corr_83: 25.9668 sys_corr_84: -8.6556 sys_corr_85: 82.2282 @@ -2236,75 +2236,75 @@ bins: sys_corr_89: 17.3112 sys_corr_90: 4.3278 sys_corr_91: -8.6556 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: 125.5062 sys_corr_101: -4.3278 - sys_corr_102: 43.2780 + sys_corr_102: 43.278 sys_corr_103: -34.6224 sys_corr_104: -47.6058 - sys_corr_105: -73.5726 + sys_corr_105: -7.35726000e+01 sys_corr_106: 51.9336 - sys_corr_107: 21.6390 + sys_corr_107: 21.639 sys_corr_108: 34.6224 sys_corr_109: -34.6224 - sys_corr_110: -21.6390 + sys_corr_110: -21.639 sys_corr_111: 8.6556 sys_corr_112: -17.3112 - sys_corr_113: -800.6430 - sys_corr_114: -714.0870 - sys_corr_115: -709.7592 - sys_corr_116: 90.8838 - sys_corr_117: -64.9170 - sys_corr_118: 346.2240 - sys_corr_119: 56.2614 + sys_corr_113: -800.643 + sys_corr_114: -714.087 + sys_corr_115: -7.09759200e+02 + sys_corr_116: 9.08838000e+01 + sys_corr_117: -64.917 + sys_corr_118: 346.224 + sys_corr_119: 5.62614000e+01 sys_corr_120: 385.1742 sys_corr_121: 463.0746 sys_corr_122: 406.8132 sys_corr_123: -51.9336 - sys_corr_124: -281.3070 + sys_corr_124: -281.307 sys_corr_125: 95.2116 - sys_corr_126: 112.5228 + sys_corr_126: 1.12522800e+02 sys_corr_127: 60.5892 - sys_corr_128: 112.5228 + sys_corr_128: 1.12522800e+02 sys_corr_129: 177.4398 - sys_corr_130: -103.8672 - sys_corr_131: -125.5062 - sys_corr_132: 7790.0400 + sys_corr_130: -1.03867200e+02 + sys_corr_131: -1.25506200e+02 + sys_corr_132: 7790.04 sys_corr_133: 393.8298 -- stat: 460.4135 - sys_corr_1: 571.3850 - sys_corr_2: -124.4941 - sys_corr_3: 30.0503 - sys_corr_4: 12.8787 - sys_corr_5: -0.0000 +- stat: 4.60413525e+02 + sys_corr_1: 5.71384990e+02 + sys_corr_2: -1.24494100e+02 + sys_corr_3: 3.00503000e+01 + sys_corr_4: 1.28787000e+01 + sys_corr_5: -0.0 sys_corr_6: 8.5858 sys_corr_7: 47.2219 sys_corr_8: 107.3225 - sys_corr_9: 343.4320 - sys_corr_10: 832.8226 - sys_corr_11: -339.1391 - sys_corr_12: -128.7870 + sys_corr_9: 3.43432000e+02 + sys_corr_10: 8.32822600e+02 + sys_corr_11: -3.39139100e+02 + sys_corr_12: -1.28787000e+02 sys_corr_13: 193.1805 - sys_corr_14: -0.0000 - sys_corr_15: 485.0977 + sys_corr_14: -0.0 + sys_corr_15: 4.85097700e+02 sys_corr_16: 47.2219 - sys_corr_17: 12.8787 + sys_corr_17: 1.28787000e+01 sys_corr_18: 38.6361 - sys_corr_19: 72.9793 - sys_corr_20: 42.9290 + sys_corr_19: 7.29793000e+01 + sys_corr_20: 4.29290000e+01 sys_corr_21: -8.5858 sys_corr_22: -34.3432 - sys_corr_23: 12.8787 + sys_corr_23: 1.28787000e+01 sys_corr_24: -8.5858 sys_corr_25: -8.5858 - sys_corr_26: 12.8787 + sys_corr_26: 1.28787000e+01 sys_corr_27: -8.5858 sys_corr_28: 8.5858 sys_corr_29: -4.2929 @@ -2314,259 +2314,259 @@ bins: sys_corr_33: 8.5858 sys_corr_34: 8.5858 sys_corr_35: 4.2929 - sys_corr_36: 0.0000 - sys_corr_37: 90.1509 + sys_corr_36: 0.0 + sys_corr_37: 9.01509000e+01 sys_corr_38: 47.2219 - sys_corr_39: -64.3935 + sys_corr_39: -6.43935000e+01 sys_corr_40: 8.5858 sys_corr_41: 55.8077 sys_corr_42: 34.3432 - sys_corr_43: -0.0000 - sys_corr_44: -21.4645 + sys_corr_43: -0.0 + sys_corr_44: -2.14645000e+01 sys_corr_45: 55.8077 sys_corr_46: -4.2929 sys_corr_47: 4.2929 sys_corr_48: -17.1716 - sys_corr_49: 0.0000 - sys_corr_50: 64.3935 - sys_corr_51: 214.6450 + sys_corr_49: 0.0 + sys_corr_50: 6.43935000e+01 + sys_corr_51: 214.645 sys_corr_52: 111.6154 sys_corr_53: -77.2722 sys_corr_54: 4.2929 - sys_corr_55: -115.9083 - sys_corr_56: -107.3225 + sys_corr_55: -1.15908300e+02 + sys_corr_56: -1.07322500e+02 sys_corr_57: -4.2929 - sys_corr_58: -12.8787 - sys_corr_59: -72.9793 + sys_corr_58: -1.28787000e+01 + sys_corr_59: -7.29793000e+01 sys_corr_60: 38.6361 sys_corr_61: 8.5858 - sys_corr_62: -133.0799 + sys_corr_62: -1.33079900e+02 sys_corr_63: 4.2929 - sys_corr_64: -85.8580 + sys_corr_64: -8.58580000e+01 sys_corr_65: 107.3225 - sys_corr_66: -90.1509 - sys_corr_67: 51.5148 - sys_corr_68: -111.6154 - sys_corr_69: -231.8166 - sys_corr_70: -42.9290 - sys_corr_71: 0.0000 + sys_corr_66: -9.01509000e+01 + sys_corr_67: 5.15148000e+01 + sys_corr_68: -1.11615400e+02 + sys_corr_69: -2.31816600e+02 + sys_corr_70: -4.29290000e+01 + sys_corr_71: 0.0 sys_corr_72: 158.8373 sys_corr_73: 167.4231 - sys_corr_74: 64.3935 - sys_corr_75: -0.0000 - sys_corr_76: -25.7574 + sys_corr_74: 6.43935000e+01 + sys_corr_75: -0.0 + sys_corr_76: -2.57574000e+01 sys_corr_77: -4.2929 sys_corr_78: -34.3432 - sys_corr_79: -223.2308 + sys_corr_79: -2.23230800e+02 sys_corr_80: 274.7456 - sys_corr_81: -30.0503 - sys_corr_82: -85.8580 - sys_corr_83: -60.1006 + sys_corr_81: -3.00503000e+01 + sys_corr_82: -8.58580000e+01 + sys_corr_83: -6.01006000e+01 sys_corr_84: 38.6361 - sys_corr_85: -30.0503 + sys_corr_85: -3.00503000e+01 sys_corr_86: 34.3432 sys_corr_87: 68.6864 sys_corr_88: 34.3432 - sys_corr_89: 12.8787 + sys_corr_89: 1.28787000e+01 sys_corr_90: 4.2929 sys_corr_91: -8.5858 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: 17.1716 - sys_corr_101: 0.0000 + sys_corr_101: 0.0 sys_corr_102: 8.5858 - sys_corr_103: -12.8787 - sys_corr_104: -64.3935 + sys_corr_103: -1.28787000e+01 + sys_corr_104: -6.43935000e+01 sys_corr_105: -77.2722 - sys_corr_106: 25.7574 + sys_corr_106: 2.57574000e+01 sys_corr_107: -34.3432 sys_corr_108: 38.6361 - sys_corr_109: 12.8787 + sys_corr_109: 1.28787000e+01 sys_corr_110: -17.1716 sys_corr_111: -8.5858 sys_corr_112: -34.3432 - sys_corr_113: -807.0652 - sys_corr_114: -678.2782 - sys_corr_115: -575.2486 - sys_corr_116: -51.5148 - sys_corr_117: -120.2012 + sys_corr_113: -8.07065200e+02 + sys_corr_114: -6.78278200e+02 + sys_corr_115: -5.75248600e+02 + sys_corr_116: -5.15148000e+01 + sys_corr_117: -1.20201200e+02 sys_corr_118: 635.3492 - sys_corr_119: 60.1006 - sys_corr_120: 412.1184 - sys_corr_121: 442.1687 - sys_corr_122: 472.2190 + sys_corr_119: 6.01006000e+01 + sys_corr_120: 4.12118400e+02 + sys_corr_121: 4.42168700e+02 + sys_corr_122: 472.219 sys_corr_123: -68.6864 - sys_corr_124: -313.3817 - sys_corr_125: 30.0503 - sys_corr_126: 141.6657 - sys_corr_127: 64.3935 + sys_corr_124: -3.13381700e+02 + sys_corr_125: 3.00503000e+01 + sys_corr_126: 1.41665700e+02 + sys_corr_127: 6.43935000e+01 sys_corr_128: 270.4527 - sys_corr_129: 171.7160 + sys_corr_129: 1.71716000e+02 sys_corr_130: 296.2101 - sys_corr_131: 51.5148 - sys_corr_132: 7727.2200 - sys_corr_133: 386.3610 -- stat: 495.2699 - sys_corr_1: 534.0939 - sys_corr_2: -25.4028 - sys_corr_3: 42.3380 + sys_corr_131: 5.15148000e+01 + sys_corr_132: 7727.22 + sys_corr_133: 386.361 +- stat: 4.95269924e+02 + sys_corr_1: 5.34093870e+02 + sys_corr_2: -2.54028000e+01 + sys_corr_3: 42.338 sys_corr_4: 16.9352 sys_corr_5: 4.2338 sys_corr_6: -4.2338 - sys_corr_7: 46.5718 + sys_corr_7: 4.65718000e+01 sys_corr_8: 76.2084 sys_corr_9: 334.4702 - sys_corr_10: 804.4220 - sys_corr_11: -402.2110 - sys_corr_12: -135.4816 + sys_corr_10: 804.422 + sys_corr_11: -402.211 + sys_corr_12: -1.35481600e+02 sys_corr_13: 182.0534 - sys_corr_14: -0.0000 - sys_corr_15: 474.1856 - sys_corr_16: 46.5718 - sys_corr_17: 12.7014 + sys_corr_14: -0.0 + sys_corr_15: 4.74185600e+02 + sys_corr_16: 4.65718000e+01 + sys_corr_17: 1.27014000e+01 sys_corr_18: 38.1042 sys_corr_19: 67.7408 - sys_corr_20: 42.3380 + sys_corr_20: 42.338 sys_corr_21: -8.4676 - sys_corr_22: -21.1690 - sys_corr_23: 12.7014 + sys_corr_22: -21.169 + sys_corr_23: 1.27014000e+01 sys_corr_24: -8.4676 - sys_corr_25: -0.0000 - sys_corr_26: 12.7014 - sys_corr_27: 0.0000 - sys_corr_28: -0.0000 + sys_corr_25: -0.0 + sys_corr_26: 1.27014000e+01 + sys_corr_27: 0.0 + sys_corr_28: -0.0 sys_corr_29: -4.2338 sys_corr_30: -4.2338 sys_corr_31: -4.2338 sys_corr_32: -8.4676 sys_corr_33: 8.4676 sys_corr_34: 8.4676 - sys_corr_35: -25.4028 - sys_corr_36: -29.6366 - sys_corr_37: 88.9098 - sys_corr_38: 21.1690 - sys_corr_39: -63.5070 - sys_corr_40: 46.5718 - sys_corr_41: 0.0000 - sys_corr_42: 237.0928 - sys_corr_43: -21.1690 + sys_corr_35: -2.54028000e+01 + sys_corr_36: -2.96366000e+01 + sys_corr_37: 8.89098000e+01 + sys_corr_38: 21.169 + sys_corr_39: -63.507 + sys_corr_40: 4.65718000e+01 + sys_corr_41: 0.0 + sys_corr_42: 2.37092800e+02 + sys_corr_43: -21.169 sys_corr_44: -38.1042 sys_corr_45: -16.9352 - sys_corr_46: 0.0000 + sys_corr_46: 0.0 sys_corr_47: 8.4676 - sys_corr_48: -25.4028 + sys_corr_48: -2.54028000e+01 sys_corr_49: -4.2338 - sys_corr_50: 25.4028 + sys_corr_50: 2.54028000e+01 sys_corr_51: 8.4676 - sys_corr_52: 110.0788 + sys_corr_52: 1.10078800e+02 sys_corr_53: -76.2084 sys_corr_54: 8.4676 - sys_corr_55: -135.4816 - sys_corr_56: -84.6760 + sys_corr_55: -1.35481600e+02 + sys_corr_56: -84.676 sys_corr_57: 67.7408 - sys_corr_58: -88.9098 - sys_corr_59: -46.5718 + sys_corr_58: -8.89098000e+01 + sys_corr_59: -4.65718000e+01 sys_corr_60: 38.1042 - sys_corr_61: -143.9492 - sys_corr_62: -143.9492 + sys_corr_61: -1.43949200e+02 + sys_corr_62: -1.43949200e+02 sys_corr_63: 156.6506 - sys_corr_64: -110.0788 - sys_corr_65: -101.6112 - sys_corr_66: -88.9098 - sys_corr_67: -21.1690 - sys_corr_68: -135.4816 - sys_corr_69: -266.7294 + sys_corr_64: -1.10078800e+02 + sys_corr_65: -1.01611200e+02 + sys_corr_66: -8.89098000e+01 + sys_corr_67: -21.169 + sys_corr_68: -1.35481600e+02 + sys_corr_69: -2.66729400e+02 sys_corr_70: 4.2338 - sys_corr_71: 0.0000 - sys_corr_72: 203.2224 + sys_corr_71: 0.0 + sys_corr_72: 2.03222400e+02 sys_corr_73: 194.7548 sys_corr_74: 80.4422 sys_corr_75: -8.4676 sys_corr_76: 131.2478 - sys_corr_77: 93.1436 - sys_corr_78: -207.4562 + sys_corr_77: 9.31436000e+01 + sys_corr_78: -2.07456200e+02 sys_corr_79: 131.2478 sys_corr_80: 266.7294 - sys_corr_81: 139.7154 - sys_corr_82: -25.4028 - sys_corr_83: 0.0000 - sys_corr_84: -71.9746 - sys_corr_85: -59.2732 - sys_corr_86: 110.0788 + sys_corr_81: 1.39715400e+02 + sys_corr_82: -2.54028000e+01 + sys_corr_83: 0.0 + sys_corr_84: -7.19746000e+01 + sys_corr_85: -5.92732000e+01 + sys_corr_86: 1.10078800e+02 sys_corr_87: 76.2084 sys_corr_88: 33.8704 sys_corr_89: 4.2338 sys_corr_90: -4.2338 sys_corr_91: -8.4676 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 sys_corr_100: -16.9352 - sys_corr_101: 46.5718 + sys_corr_101: 4.65718000e+01 sys_corr_102: 33.8704 - sys_corr_103: 50.8056 + sys_corr_103: 5.08056000e+01 sys_corr_104: -8.4676 sys_corr_105: 33.8704 - sys_corr_106: -101.6112 - sys_corr_107: -71.9746 - sys_corr_108: 46.5718 - sys_corr_109: -21.1690 + sys_corr_106: -1.01611200e+02 + sys_corr_107: -7.19746000e+01 + sys_corr_108: 4.65718000e+01 + sys_corr_109: -21.169 sys_corr_110: 4.2338 - sys_corr_111: -12.7014 - sys_corr_112: 25.4028 - sys_corr_113: -829.8248 - sys_corr_114: -554.6278 - sys_corr_115: -622.3686 - sys_corr_116: -59.2732 - sys_corr_117: -173.5858 + sys_corr_111: -1.27014000e+01 + sys_corr_112: 2.54028000e+01 + sys_corr_113: -8.29824800e+02 + sys_corr_114: -5.54627800e+02 + sys_corr_115: -6.22368600e+02 + sys_corr_116: -5.92732000e+01 + sys_corr_117: -1.73585800e+02 sys_corr_118: 537.6926 - sys_corr_119: 148.1830 + sys_corr_119: 1.48183000e+02 sys_corr_120: 414.9124 sys_corr_121: 448.7828 - sys_corr_122: 474.1856 - sys_corr_123: -84.6760 - sys_corr_124: -182.0534 - sys_corr_125: 186.2872 - sys_corr_126: 177.8196 - sys_corr_127: 71.9746 - sys_corr_128: 393.7434 + sys_corr_122: 4.74185600e+02 + sys_corr_123: -84.676 + sys_corr_124: -1.82053400e+02 + sys_corr_125: 1.86287200e+02 + sys_corr_126: 1.77819600e+02 + sys_corr_127: 7.19746000e+01 + sys_corr_128: 3.93743400e+02 sys_corr_129: 207.4562 - sys_corr_130: 42.3380 - sys_corr_131: -135.4816 - sys_corr_132: 7620.8400 + sys_corr_130: 42.338 + sys_corr_131: -1.35481600e+02 + sys_corr_132: 7620.84 sys_corr_133: 385.2758 -- stat: 474.7346 - sys_corr_1: 615.2068 +- stat: 4.74734628e+02 + sys_corr_1: 6.15206772e+02 sys_corr_2: 91.0008 - sys_corr_3: 103.4100 - sys_corr_4: 37.2276 + sys_corr_3: 103.41 + sys_corr_4: 3.72276000e+01 sys_corr_5: 4.1364 sys_corr_6: 8.2728 sys_corr_7: 66.1824 - sys_corr_8: 95.1372 - sys_corr_9: 239.9112 + sys_corr_8: 9.51372000e+01 + sys_corr_9: 2.39911200e+02 sys_corr_10: 715.5972 - sys_corr_11: -471.5496 - sys_corr_12: -157.1832 - sys_corr_13: 161.3196 - sys_corr_14: -0.0000 + sys_corr_11: -4.71549600e+02 + sys_corr_12: -1.57183200e+02 + sys_corr_13: 1.61319600e+02 + sys_corr_14: -0.0 sys_corr_15: 471.5496 - sys_corr_16: 41.3640 + sys_corr_16: 41.364 sys_corr_17: 12.4092 - sys_corr_18: 37.2276 - sys_corr_19: 62.0460 - sys_corr_20: 41.3640 + sys_corr_18: 3.72276000e+01 + sys_corr_19: 6.20460000e+01 + sys_corr_20: 41.364 sys_corr_21: -8.2728 sys_corr_22: -4.1364 sys_corr_23: 4.1364 @@ -2574,7 +2574,7 @@ bins: sys_corr_25: -4.1364 sys_corr_26: 8.2728 sys_corr_27: -16.5456 - sys_corr_28: 103.4100 + sys_corr_28: 103.41 sys_corr_29: -4.1364 sys_corr_30: -28.9548 sys_corr_31: -8.2728 @@ -2583,41 +2583,41 @@ bins: sys_corr_34: -4.1364 sys_corr_35: 8.2728 sys_corr_36: 16.5456 - sys_corr_37: 53.7732 + sys_corr_37: 5.37732000e+01 sys_corr_38: 4.1364 - sys_corr_39: -177.8652 - sys_corr_40: -128.2284 + sys_corr_39: -1.77865200e+02 + sys_corr_40: -1.28228400e+02 sys_corr_41: 223.3656 - sys_corr_42: 82.7280 + sys_corr_42: 82.728 sys_corr_43: -33.0912 sys_corr_44: -57.9096 sys_corr_45: 4.1364 - sys_corr_46: 20.6820 + sys_corr_46: 20.682 sys_corr_47: -16.5456 sys_corr_48: -33.0912 sys_corr_49: -8.2728 sys_corr_50: -4.1364 sys_corr_51: 24.8184 - sys_corr_52: 103.4100 + sys_corr_52: 103.41 sys_corr_53: -70.3188 sys_corr_54: 8.2728 - sys_corr_55: -62.0460 + sys_corr_55: -6.20460000e+01 sys_corr_56: -70.3188 sys_corr_57: 86.8644 - sys_corr_58: -74.4552 - sys_corr_59: -95.1372 + sys_corr_58: -7.44552000e+01 + sys_corr_59: -9.51372000e+01 sys_corr_60: 49.6368 sys_corr_61: 49.6368 sys_corr_62: -91.0008 sys_corr_63: -49.6368 sys_corr_64: 57.9096 - sys_corr_65: -95.1372 - sys_corr_66: -157.1832 - sys_corr_67: -107.5464 - sys_corr_68: -119.9556 - sys_corr_69: -235.7748 + sys_corr_65: -9.51372000e+01 + sys_corr_66: -1.57183200e+02 + sys_corr_67: -1.07546400e+02 + sys_corr_68: -1.19955600e+02 + sys_corr_69: -2.35774800e+02 sys_corr_70: 12.4092 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 140.6376 sys_corr_73: 115.8192 sys_corr_74: 28.9548 @@ -2625,237 +2625,237 @@ bins: sys_corr_76: 16.5456 sys_corr_77: 16.5456 sys_corr_78: 91.0008 - sys_corr_79: 144.7740 - sys_corr_80: 239.9112 - sys_corr_81: -231.6384 + sys_corr_79: 144.774 + sys_corr_80: 2.39911200e+02 + sys_corr_81: -2.31638400e+02 sys_corr_82: 198.5472 sys_corr_83: 33.0912 sys_corr_84: -16.5456 sys_corr_85: -49.6368 - sys_corr_86: -82.7280 + sys_corr_86: -82.728 sys_corr_87: 70.3188 - sys_corr_88: 37.2276 + sys_corr_88: 3.72276000e+01 sys_corr_89: 8.2728 - sys_corr_90: -0.0000 + sys_corr_90: -0.0 sys_corr_91: -8.2728 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 sys_corr_100: -66.1824 - sys_corr_101: -20.6820 + sys_corr_101: -20.682 sys_corr_102: 57.9096 - sys_corr_103: -20.6820 + sys_corr_103: -20.682 sys_corr_104: 12.4092 - sys_corr_105: 62.0460 + sys_corr_105: 6.20460000e+01 sys_corr_106: -8.2728 - sys_corr_107: -128.2284 - sys_corr_108: 41.3640 + sys_corr_107: -1.28228400e+02 + sys_corr_108: 41.364 sys_corr_109: -33.0912 sys_corr_110: 28.9548 sys_corr_111: -12.4092 sys_corr_112: 45.5004 - sys_corr_113: -827.2800 - sys_corr_114: -417.7764 - sys_corr_115: -347.4576 + sys_corr_113: -827.28 + sys_corr_114: -4.17776400e+02 + sys_corr_115: -3.47457600e+02 sys_corr_116: -49.6368 - sys_corr_117: -165.4560 + sys_corr_117: -165.456 sys_corr_118: 732.1428 sys_corr_119: 136.5012 sys_corr_120: 421.9128 sys_corr_121: 504.6408 - sys_corr_122: 442.5948 + sys_corr_122: 4.42594800e+02 sys_corr_123: 16.5456 - sys_corr_124: -165.4560 + sys_corr_124: -165.456 sys_corr_125: 173.7288 sys_corr_126: 244.0476 sys_corr_127: 66.1824 sys_corr_128: 33.0912 sys_corr_129: 273.0024 - sys_corr_130: -198.5472 - sys_corr_131: -479.8224 - sys_corr_132: 7445.5200 - sys_corr_133: 380.5488 -- stat: 389.9047 - sys_corr_1: 565.3782 + sys_corr_130: -1.98547200e+02 + sys_corr_131: -4.79822400e+02 + sys_corr_132: 7445.52 + sys_corr_133: 3.80548800e+02 +- stat: 3.89904699e+02 + sys_corr_1: 5.65378226e+02 sys_corr_2: 56.7364 sys_corr_3: 85.1046 sys_corr_4: 28.3682 - sys_corr_5: 20.2630 + sys_corr_5: 2.02630000e+01 sys_corr_6: -12.1578 - sys_corr_7: 81.0520 + sys_corr_7: 8.10520000e+01 sys_corr_8: 68.8942 - sys_corr_9: 368.7866 + sys_corr_9: 3.68786600e+02 sys_corr_10: 745.6784 - sys_corr_11: -518.7328 - sys_corr_12: -158.0514 + sys_corr_11: -5.18732800e+02 + sys_corr_12: -1.58051400e+02 sys_corr_13: 137.7884 - sys_corr_14: -0.0000 + sys_corr_14: -0.0 sys_corr_15: 453.8912 - sys_corr_16: 44.5786 + sys_corr_16: 4.45786000e+01 sys_corr_17: 12.1578 sys_corr_18: 36.4734 sys_corr_19: 48.6312 - sys_corr_20: 40.5260 + sys_corr_20: 4.05260000e+01 sys_corr_21: -4.0526 sys_corr_22: -8.1052 sys_corr_23: 4.0526 sys_corr_24: -28.3682 sys_corr_25: 24.3156 sys_corr_26: 36.4734 - sys_corr_27: -89.1572 + sys_corr_27: -8.91572000e+01 sys_corr_28: -28.3682 sys_corr_29: -16.2104 sys_corr_30: 8.1052 - sys_corr_31: 0.0000 + sys_corr_31: 0.0 sys_corr_32: -4.0526 sys_corr_33: 8.1052 sys_corr_34: -8.1052 sys_corr_35: 16.2104 sys_corr_36: -12.1578 sys_corr_37: 76.9994 - sys_corr_38: 20.2630 + sys_corr_38: 2.02630000e+01 sys_corr_39: -24.3156 sys_corr_40: 36.4734 sys_corr_41: 32.4208 sys_corr_42: 28.3682 - sys_corr_43: -20.2630 + sys_corr_43: -2.02630000e+01 sys_corr_44: -32.4208 sys_corr_45: 4.0526 - sys_corr_46: 20.2630 + sys_corr_46: 2.02630000e+01 sys_corr_47: 16.2104 - sys_corr_48: -20.2630 + sys_corr_48: -2.02630000e+01 sys_corr_49: 8.1052 sys_corr_50: -16.2104 sys_corr_51: 12.1578 sys_corr_52: 113.4728 sys_corr_53: -76.9994 sys_corr_54: 12.1578 - sys_corr_55: 20.2630 - sys_corr_56: 101.3150 + sys_corr_55: 2.02630000e+01 + sys_corr_56: 101.315 sys_corr_57: 36.4734 - sys_corr_58: -109.4202 + sys_corr_58: -1.09420200e+02 sys_corr_59: 12.1578 sys_corr_60: 56.7364 - sys_corr_61: 109.4202 + sys_corr_61: 1.09420200e+02 sys_corr_62: 170.2092 sys_corr_63: 210.7352 sys_corr_64: 137.7884 - sys_corr_65: 101.3150 + sys_corr_65: 101.315 sys_corr_66: 36.4734 sys_corr_67: 64.8416 - sys_corr_68: 81.0520 - sys_corr_69: -174.2618 + sys_corr_68: 8.10520000e+01 + sys_corr_69: -1.74261800e+02 sys_corr_70: -52.6838 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 129.6832 - sys_corr_73: 101.3150 + sys_corr_73: 101.315 sys_corr_74: 36.4734 sys_corr_75: 4.0526 sys_corr_76: 16.2104 sys_corr_77: 16.2104 - sys_corr_78: 214.7878 - sys_corr_79: 40.5260 + sys_corr_78: 2.14787800e+02 + sys_corr_79: 4.05260000e+01 sys_corr_80: 125.6306 - sys_corr_81: -60.7890 + sys_corr_81: -6.07890000e+01 sys_corr_82: 76.9994 sys_corr_83: 97.2624 - sys_corr_84: -20.2630 + sys_corr_84: -2.02630000e+01 sys_corr_85: -28.3682 - sys_corr_86: -81.0520 + sys_corr_86: -8.10520000e+01 sys_corr_87: 76.9994 sys_corr_88: 48.6312 sys_corr_89: 8.1052 sys_corr_90: -4.0526 sys_corr_91: -8.1052 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: -178.3144 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: -1.78314400e+02 sys_corr_101: 24.3156 sys_corr_102: 12.1578 sys_corr_103: -12.1578 sys_corr_104: 24.3156 - sys_corr_105: 44.5786 + sys_corr_105: 4.45786000e+01 sys_corr_106: 52.6838 - sys_corr_107: -60.7890 - sys_corr_108: 60.7890 + sys_corr_107: -6.07890000e+01 + sys_corr_108: 6.07890000e+01 sys_corr_109: -8.1052 sys_corr_110: -8.1052 sys_corr_111: -12.1578 sys_corr_112: -16.2104 - sys_corr_113: -895.6246 - sys_corr_114: -344.4710 - sys_corr_115: -368.7866 + sys_corr_113: -8.95624600e+02 + sys_corr_114: -3.44471000e+02 + sys_corr_115: -3.68786600e+02 sys_corr_116: 36.4734 - sys_corr_117: -243.1560 + sys_corr_117: -2.43156000e+02 sys_corr_118: 846.9934 sys_corr_119: 137.7884 - sys_corr_120: 498.4698 + sys_corr_120: 4.98469800e+02 sys_corr_121: 615.9952 - sys_corr_122: 510.6276 + sys_corr_122: 5.10627600e+02 sys_corr_123: -76.9994 sys_corr_124: -93.2098 - sys_corr_125: 190.4722 - sys_corr_126: 101.3150 + sys_corr_125: 1.90472200e+02 + sys_corr_126: 101.315 sys_corr_127: 72.9468 sys_corr_128: 624.1004 - sys_corr_129: 81.0520 + sys_corr_129: 8.10520000e+01 sys_corr_130: 259.3664 - sys_corr_131: -486.3120 - sys_corr_132: 7294.6800 - sys_corr_133: 279.6294 -- stat: 649.0023 - sys_corr_1: 1325.8255 + sys_corr_131: -4.86312000e+02 + sys_corr_132: 7294.68 + sys_corr_133: 2.79629400e+02 +- stat: 6.49002252e+02 + sys_corr_1: 1.32582554e+03 sys_corr_2: -27.1614 sys_corr_3: 228.9318 - sys_corr_4: 58.2030 + sys_corr_4: 58.203 sys_corr_5: 81.4842 - sys_corr_6: -42.6822 - sys_corr_7: 267.7338 + sys_corr_6: -4.26822000e+01 + sys_corr_7: 2.67733800e+02 sys_corr_8: 283.2546 - sys_corr_9: 333.6972 - sys_corr_10: 636.3528 - sys_corr_11: -473.3844 - sys_corr_12: -170.7288 + sys_corr_9: 3.33697200e+02 + sys_corr_10: 6.36352800e+02 + sys_corr_11: -4.73384400e+02 + sys_corr_12: -1.70728800e+02 sys_corr_13: 108.6456 - sys_corr_14: -0.0000 + sys_corr_14: -0.0 sys_corr_15: 438.4626 - sys_corr_16: 42.6822 + sys_corr_16: 4.26822000e+01 sys_corr_17: 11.6406 sys_corr_18: 31.0416 - sys_corr_19: 38.8020 - sys_corr_20: 38.8020 + sys_corr_19: 38.802 + sys_corr_20: 38.802 sys_corr_21: 7.7604 sys_corr_22: -46.5624 - sys_corr_23: 0.0000 + sys_corr_23: 0.0 sys_corr_24: 11.6406 - sys_corr_25: -19.4010 + sys_corr_25: -19.401 sys_corr_26: -7.7604 sys_corr_27: 54.3228 sys_corr_28: -27.1614 - sys_corr_29: 0.0000 + sys_corr_29: 0.0 sys_corr_30: -11.6406 sys_corr_31: -23.2812 sys_corr_32: -7.7604 - sys_corr_33: -0.0000 + sys_corr_33: -0.0 sys_corr_34: -7.7604 - sys_corr_35: 42.6822 - sys_corr_36: 19.4010 + sys_corr_35: 4.26822000e+01 + sys_corr_36: 19.401 sys_corr_37: 46.5624 sys_corr_38: 7.7604 sys_corr_39: -7.7604 sys_corr_40: 93.1248 - sys_corr_41: 19.4010 + sys_corr_41: 19.401 sys_corr_42: -15.5208 sys_corr_43: 7.7604 sys_corr_44: -3.8802 @@ -2866,8 +2866,8 @@ bins: sys_corr_49: -15.5208 sys_corr_50: -46.5624 sys_corr_51: -62.0832 - sys_corr_52: 97.0050 - sys_corr_53: -65.9634 + sys_corr_52: 97.005 + sys_corr_53: -6.59634000e+01 sys_corr_54: 11.6406 sys_corr_55: -54.3228 sys_corr_56: -7.7604 @@ -2881,89 +2881,89 @@ bins: sys_corr_64: 7.7604 sys_corr_65: 23.2812 sys_corr_66: -27.1614 - sys_corr_67: -0.0000 + sys_corr_67: -0.0 sys_corr_68: -23.2812 sys_corr_69: -81.4842 sys_corr_70: 3.8802 - sys_corr_71: 0.0000 - sys_corr_72: 174.6090 - sys_corr_73: 58.2030 + sys_corr_71: 0.0 + sys_corr_72: 1.74609000e+02 + sys_corr_73: 58.203 sys_corr_74: 11.6406 sys_corr_75: 11.6406 - sys_corr_76: -19.4010 + sys_corr_76: -19.401 sys_corr_77: -7.7604 sys_corr_78: 7.7604 sys_corr_79: 3.8802 - sys_corr_80: 182.3694 - sys_corr_81: -42.6822 - sys_corr_82: 0.0000 + sys_corr_80: 1.82369400e+02 + sys_corr_81: -4.26822000e+01 + sys_corr_82: 0.0 sys_corr_83: 7.7604 sys_corr_84: 7.7604 sys_corr_85: 7.7604 - sys_corr_86: -19.4010 + sys_corr_86: -19.401 sys_corr_87: 69.8436 sys_corr_88: 46.5624 sys_corr_89: 11.6406 - sys_corr_90: -0.0000 + sys_corr_90: -0.0 sys_corr_91: -7.7604 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 sys_corr_100: -3.8802 sys_corr_101: 27.1614 sys_corr_102: 3.8802 sys_corr_103: 3.8802 sys_corr_104: -3.8802 - sys_corr_105: -0.0000 + sys_corr_105: -0.0 sys_corr_106: 3.8802 sys_corr_107: -11.6406 sys_corr_108: 23.2812 - sys_corr_109: 0.0000 + sys_corr_109: 0.0 sys_corr_110: -11.6406 - sys_corr_111: -0.0000 + sys_corr_111: -0.0 sys_corr_112: -11.6406 - sys_corr_113: -892.4460 - sys_corr_114: -248.3328 - sys_corr_115: -434.5824 + sys_corr_113: -892.446 + sys_corr_114: -2.48332800e+02 + sys_corr_115: -4.34582400e+02 sys_corr_116: 31.0416 - sys_corr_117: -100.8852 - sys_corr_118: 752.7588 - sys_corr_119: -19.4010 + sys_corr_117: -1.00885200e+02 + sys_corr_118: 7.52758800e+02 + sys_corr_119: -19.401 sys_corr_120: 430.7022 sys_corr_121: 803.2014 sys_corr_122: 287.1348 - sys_corr_123: -0.0000 + sys_corr_123: -0.0 sys_corr_124: -62.0832 - sys_corr_125: 65.9634 + sys_corr_125: 6.59634000e+01 sys_corr_126: 147.4476 sys_corr_127: 54.3228 - sys_corr_128: 240.5724 + sys_corr_128: 2.40572400e+02 sys_corr_129: 139.6872 sys_corr_130: 23.2812 - sys_corr_131: -162.9684 - sys_corr_132: 6984.3600 + sys_corr_131: -1.62968400e+02 + sys_corr_132: 6984.36 sys_corr_133: 453.9834 -- stat: 520.2088 - sys_corr_1: 622.4762 +- stat: 5.20208780e+02 + sys_corr_1: 6.22476239e+02 sys_corr_2: -15.1004 sys_corr_3: 49.0763 sys_corr_4: 7.5502 sys_corr_5: -7.5502 sys_corr_6: -3.7751 - sys_corr_7: 52.8514 - sys_corr_8: 56.6265 + sys_corr_7: 5.28514000e+01 + sys_corr_8: 5.66265000e+01 sys_corr_9: 252.9317 - sys_corr_10: 781.4457 - sys_corr_11: -562.4899 - sys_corr_12: -177.4297 + sys_corr_10: 7.81445700e+02 + sys_corr_11: -5.62489900e+02 + sys_corr_12: -1.77429700e+02 sys_corr_13: 94.3775 - sys_corr_14: -0.0000 - sys_corr_15: 441.6867 + sys_corr_14: -0.0 + sys_corr_15: 4.41686700e+02 sys_corr_16: 41.5261 sys_corr_17: 11.3253 sys_corr_18: 30.2008 @@ -2976,8 +2976,8 @@ bins: sys_corr_25: -3.7751 sys_corr_26: 7.5502 sys_corr_27: 3.7751 - sys_corr_28: -0.0000 - sys_corr_29: -0.0000 + sys_corr_28: -0.0 + sys_corr_29: -0.0 sys_corr_30: -3.7751 sys_corr_31: -3.7751 sys_corr_32: -7.5502 @@ -2990,114 +2990,114 @@ bins: sys_corr_39: -41.5261 sys_corr_40: 11.3253 sys_corr_41: 41.5261 - sys_corr_42: 26.4257 + sys_corr_42: 2.64257000e+01 sys_corr_43: -15.1004 sys_corr_44: -18.8755 sys_corr_45: -11.3253 sys_corr_46: -15.1004 sys_corr_47: 11.3253 - sys_corr_48: -52.8514 - sys_corr_49: 0.0000 - sys_corr_50: 0.0000 - sys_corr_51: 26.4257 - sys_corr_52: 113.2530 - sys_corr_53: -75.5020 + sys_corr_48: -5.28514000e+01 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 2.64257000e+01 + sys_corr_52: 1.13253000e+02 + sys_corr_53: -75.502 sys_corr_54: 11.3253 sys_corr_55: 90.6024 sys_corr_56: 577.5903 - sys_corr_57: -37.7510 + sys_corr_57: -37.751 sys_corr_58: 11.3253 sys_corr_59: 45.3012 sys_corr_60: 71.7269 - sys_corr_61: 67.9518 - sys_corr_62: -26.4257 + sys_corr_61: 6.79518000e+01 + sys_corr_62: -2.64257000e+01 sys_corr_63: -86.8273 - sys_corr_64: -132.1285 + sys_corr_64: -1.32128500e+02 sys_corr_65: 64.1767 - sys_corr_66: 26.4257 - sys_corr_67: 26.4257 + sys_corr_66: 2.64257000e+01 + sys_corr_67: 2.64257000e+01 sys_corr_68: 7.5502 - sys_corr_69: -181.2048 + sys_corr_69: -1.81204800e+02 sys_corr_70: -3.7751 - sys_corr_71: 0.0000 - sys_corr_72: 177.4297 - sys_corr_73: 52.8514 - sys_corr_74: -147.2289 + sys_corr_71: 0.0 + sys_corr_72: 1.77429700e+02 + sys_corr_73: 5.28514000e+01 + sys_corr_74: -1.47228900e+02 sys_corr_75: -60.4016 sys_corr_76: -18.8755 - sys_corr_77: -56.6265 + sys_corr_77: -5.66265000e+01 sys_corr_78: -64.1767 sys_corr_79: -7.5502 sys_corr_80: 158.5542 - sys_corr_81: -52.8514 - sys_corr_82: 26.4257 + sys_corr_81: -5.28514000e+01 + sys_corr_82: 2.64257000e+01 sys_corr_83: -18.8755 sys_corr_84: 22.6506 sys_corr_85: 109.4779 sys_corr_86: 49.0763 - sys_corr_87: 67.9518 + sys_corr_87: 6.79518000e+01 sys_corr_88: 49.0763 sys_corr_89: 22.6506 sys_corr_90: -3.7751 sys_corr_91: -7.5502 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 sys_corr_100: 203.8554 sys_corr_101: 41.5261 sys_corr_102: -3.7751 sys_corr_103: -11.3253 sys_corr_104: 7.5502 sys_corr_105: 7.5502 - sys_corr_106: 0.0000 + sys_corr_106: 0.0 sys_corr_107: 143.4538 - sys_corr_108: 37.7510 + sys_corr_108: 37.751 sys_corr_109: -15.1004 sys_corr_110: 11.3253 sys_corr_111: -7.5502 sys_corr_112: -30.2008 - sys_corr_113: -917.3493 + sys_corr_113: -9.17349300e+02 sys_corr_114: -98.1526 - sys_corr_115: -532.2891 + sys_corr_115: -5.32289100e+02 sys_corr_116: -45.3012 - sys_corr_117: 67.9518 - sys_corr_118: 554.9397 + sys_corr_117: 6.79518000e+01 + sys_corr_118: 5.54939700e+02 sys_corr_119: 215.1807 sys_corr_120: 517.1887 sys_corr_121: 800.3212 sys_corr_122: 547.3895 sys_corr_123: -49.0763 - sys_corr_124: 184.9799 + sys_corr_124: 1.84979900e+02 sys_corr_125: 94.3775 sys_corr_126: 169.8795 sys_corr_127: 86.8273 sys_corr_128: 181.2048 - sys_corr_129: 207.6305 + sys_corr_129: 2.07630500e+02 sys_corr_130: 83.0522 - sys_corr_131: -290.6827 - sys_corr_132: 6795.1800 - sys_corr_133: 449.2369 -- stat: 432.4358 - sys_corr_1: 741.2976 - sys_corr_2: -54.8730 - sys_corr_3: 95.1132 + sys_corr_131: -2.90682700e+02 + sys_corr_132: 6795.18 + sys_corr_133: 4.49236900e+02 +- stat: 4.32435822e+02 + sys_corr_1: 7.41297648e+02 + sys_corr_2: -5.48730000e+01 + sys_corr_3: 9.51132000e+01 sys_corr_4: 7.3164 sys_corr_5: 10.9746 sys_corr_6: -3.6582 sys_corr_7: 98.7714 sys_corr_8: 98.7714 - sys_corr_9: 329.2380 + sys_corr_9: 3.29238000e+02 sys_corr_10: 753.5892 - sys_corr_11: -545.0718 - sys_corr_12: -175.5936 - sys_corr_13: 73.1640 - sys_corr_14: -0.0000 - sys_corr_15: 402.4020 + sys_corr_11: -5.45071800e+02 + sys_corr_12: -1.75593600e+02 + sys_corr_13: 73.164 + sys_corr_14: -0.0 + sys_corr_15: 402.402 sys_corr_16: 40.2402 sys_corr_17: 7.3164 sys_corr_18: 29.2656 @@ -3112,23 +3112,23 @@ bins: sys_corr_27: 7.3164 sys_corr_28: -7.3164 sys_corr_29: 7.3164 - sys_corr_30: -0.0000 + sys_corr_30: -0.0 sys_corr_31: -10.9746 - sys_corr_32: -0.0000 + sys_corr_32: -0.0 sys_corr_33: 7.3164 sys_corr_34: -7.3164 sys_corr_35: -7.3164 sys_corr_36: 7.3164 sys_corr_37: 80.4804 sys_corr_38: 10.9746 - sys_corr_39: -18.2910 + sys_corr_39: -18.291 sys_corr_40: 10.9746 sys_corr_41: 21.9492 - sys_corr_42: 18.2910 - sys_corr_43: -18.2910 + sys_corr_42: 18.291 + sys_corr_43: -18.291 sys_corr_44: -10.9746 sys_corr_45: 10.9746 - sys_corr_46: -25.6074 + sys_corr_46: -2.56074000e+01 sys_corr_47: -3.6582 sys_corr_48: -43.8984 sys_corr_49: 7.3164 @@ -3138,349 +3138,349 @@ bins: sys_corr_53: -80.4804 sys_corr_54: 10.9746 sys_corr_55: -14.6328 - sys_corr_56: -135.3534 + sys_corr_56: -1.35353400e+02 sys_corr_57: 58.5312 - sys_corr_58: 153.6444 - sys_corr_59: 73.1640 - sys_corr_60: 62.1894 + sys_corr_58: 1.53644400e+02 + sys_corr_59: 73.164 + sys_corr_60: 6.21894000e+01 sys_corr_61: 10.9746 sys_corr_62: 40.2402 sys_corr_63: -80.4804 sys_corr_64: -14.6328 - sys_corr_65: 120.7206 - sys_corr_66: 0.0000 + sys_corr_65: 1.20720600e+02 + sys_corr_66: 0.0 sys_corr_67: -14.6328 sys_corr_68: 14.6328 - sys_corr_69: 256.0740 + sys_corr_69: 256.074 sys_corr_70: -29.2656 - sys_corr_71: 0.0000 + sys_corr_71: 0.0 sys_corr_72: 139.0116 sys_corr_73: 113.4042 - sys_corr_74: -95.1132 + sys_corr_74: -9.51132000e+01 sys_corr_75: 58.5312 sys_corr_76: -65.8476 - sys_corr_77: 95.1132 - sys_corr_78: -18.2910 + sys_corr_77: 9.51132000e+01 + sys_corr_78: -18.291 sys_corr_79: -10.9746 - sys_corr_80: 171.9354 - sys_corr_81: -62.1894 + sys_corr_80: 1.71935400e+02 + sys_corr_81: -6.21894000e+01 sys_corr_82: 32.9238 - sys_corr_83: -113.4042 + sys_corr_83: -1.13404200e+02 sys_corr_84: 3.6582 sys_corr_85: -7.3164 - sys_corr_86: -0.0000 - sys_corr_87: 73.1640 + sys_corr_86: -0.0 + sys_corr_87: 73.164 sys_corr_88: 43.8984 sys_corr_89: 21.9492 sys_corr_90: 3.6582 sys_corr_91: -3.6582 - sys_corr_92: 0.0000 - sys_corr_93: -0.0000 - sys_corr_94: 0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: 54.8730 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: 5.48730000e+01 sys_corr_101: 40.2402 - sys_corr_102: 25.6074 + sys_corr_102: 2.56074000e+01 sys_corr_103: 58.5312 sys_corr_104: 14.6328 sys_corr_105: -7.3164 sys_corr_106: 21.9492 - sys_corr_107: 0.0000 + sys_corr_107: 0.0 sys_corr_108: 40.2402 - sys_corr_109: 62.1894 + sys_corr_109: 6.21894000e+01 sys_corr_110: -14.6328 sys_corr_111: -43.8984 sys_corr_112: -14.6328 - sys_corr_113: -797.4876 + sys_corr_113: -7.97487600e+02 sys_corr_114: 58.5312 - sys_corr_115: -384.1110 - sys_corr_116: 18.2910 - sys_corr_117: -113.4042 - sys_corr_118: 691.3998 - sys_corr_119: 336.5544 - sys_corr_120: 490.1988 + sys_corr_115: -384.111 + sys_corr_116: 18.291 + sys_corr_117: -1.13404200e+02 + sys_corr_118: 6.91399800e+02 + sys_corr_119: 3.36554400e+02 + sys_corr_120: 4.90198800e+02 sys_corr_121: 943.8156 sys_corr_122: 556.0464 - sys_corr_123: 54.8730 + sys_corr_123: 5.48730000e+01 sys_corr_124: 139.0116 - sys_corr_125: 62.1894 + sys_corr_125: 6.21894000e+01 sys_corr_126: 98.7714 sys_corr_127: 69.5058 sys_corr_128: 332.8962 sys_corr_129: 179.2518 - sys_corr_130: 193.8846 + sys_corr_130: 1.93884600e+02 sys_corr_131: -32.9238 - sys_corr_132: 6584.7600 - sys_corr_133: 512.1480 -- stat: 435.1493 - sys_corr_1: 584.4044 - sys_corr_2: -48.2580 - sys_corr_3: 55.1520 - sys_corr_4: -3.4470 - sys_corr_5: -13.7880 - sys_corr_6: -17.2350 - sys_corr_7: 55.1520 - sys_corr_8: 68.9400 - sys_corr_9: 193.0320 - sys_corr_10: 810.0450 - sys_corr_11: -596.3310 - sys_corr_12: -196.4790 - sys_corr_13: 51.7050 - sys_corr_14: -0.0000 - sys_corr_15: 389.5110 - sys_corr_16: 37.9170 - sys_corr_17: 6.8940 - sys_corr_18: 24.1290 - sys_corr_19: 13.7880 - sys_corr_20: 37.9170 - sys_corr_21: 10.3410 - sys_corr_22: -31.0230 - sys_corr_23: 10.3410 - sys_corr_24: -3.4470 - sys_corr_25: -10.3410 - sys_corr_26: 6.8940 - sys_corr_27: 13.7880 - sys_corr_28: 0.0000 - sys_corr_29: 3.4470 - sys_corr_30: -3.4470 - sys_corr_31: -10.3410 - sys_corr_32: -17.2350 - sys_corr_33: 17.2350 - sys_corr_34: -24.1290 - sys_corr_35: 58.5990 - sys_corr_36: -3.4470 - sys_corr_37: 75.8340 - sys_corr_38: 6.8940 - sys_corr_39: -41.3640 - sys_corr_40: 10.3410 - sys_corr_41: 48.2580 - sys_corr_42: 34.4700 - sys_corr_43: -24.1290 - sys_corr_44: -27.5760 - sys_corr_45: -6.8940 - sys_corr_46: -27.5760 - sys_corr_47: 10.3410 - sys_corr_48: -72.3870 - sys_corr_49: -0.0000 - sys_corr_50: 0.0000 - sys_corr_51: 27.5760 - sys_corr_52: 113.7510 - sys_corr_53: -79.2810 - sys_corr_54: 10.3410 - sys_corr_55: -137.8800 - sys_corr_56: -86.1750 - sys_corr_57: -148.2210 - sys_corr_58: -10.3410 - sys_corr_59: 41.3640 - sys_corr_60: 65.4930 - sys_corr_61: -120.6450 - sys_corr_62: -20.6820 - sys_corr_63: -65.4930 - sys_corr_64: 31.0230 - sys_corr_65: -37.9170 - sys_corr_66: -96.5160 - sys_corr_67: -37.9170 - sys_corr_68: 37.9170 - sys_corr_69: 113.7510 - sys_corr_70: 27.5760 - sys_corr_71: 0.0000 - sys_corr_72: 203.3730 - sys_corr_73: -82.7280 - sys_corr_74: 44.8110 - sys_corr_75: 175.7970 - sys_corr_76: 68.9400 - sys_corr_77: -182.6910 - sys_corr_78: -24.1290 - sys_corr_79: -20.6820 - sys_corr_80: 151.6680 - sys_corr_81: 72.3870 - sys_corr_82: -58.5990 - sys_corr_83: 48.2580 - sys_corr_84: -79.2810 - sys_corr_85: 93.0690 - sys_corr_86: -113.7510 - sys_corr_87: 44.8110 - sys_corr_88: 62.0460 - sys_corr_89: 13.7880 - sys_corr_90: 0.0000 - sys_corr_91: -0.0000 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: 0.0000 - sys_corr_100: 34.4700 - sys_corr_101: 17.2350 - sys_corr_102: -89.6220 - sys_corr_103: 6.8940 - sys_corr_104: -79.2810 - sys_corr_105: 20.6820 - sys_corr_106: 0.0000 - sys_corr_107: -34.4700 - sys_corr_108: 24.1290 - sys_corr_109: 34.4700 - sys_corr_110: 24.1290 - sys_corr_111: 93.0690 - sys_corr_112: -31.0230 - sys_corr_113: -827.2800 - sys_corr_114: -189.5850 - sys_corr_115: -310.2300 - sys_corr_116: -55.1520 - sys_corr_117: -68.9400 - sys_corr_118: 517.0500 - sys_corr_119: 230.9490 - sys_corr_120: 420.5340 - sys_corr_121: 975.5010 - sys_corr_122: 382.6170 - sys_corr_123: -113.7510 - sys_corr_124: 96.5160 - sys_corr_125: -62.0460 - sys_corr_126: 162.0090 - sys_corr_127: 65.4930 - sys_corr_128: 141.3270 - sys_corr_129: 168.9030 - sys_corr_130: 68.9400 - sys_corr_131: -55.1520 - sys_corr_132: 6204.6000 - sys_corr_133: 441.2160 -- stat: 444.1037 - sys_corr_1: 618.2038 - sys_corr_2: 12.7616 - sys_corr_3: 57.4272 - sys_corr_4: -0.0000 + sys_corr_132: 6584.76 + sys_corr_133: 512.148 +- stat: 4.35149280e+02 + sys_corr_1: 5.84404380e+02 + sys_corr_2: -48.258 + sys_corr_3: 55.152 + sys_corr_4: -3.447 + sys_corr_5: -13.788 + sys_corr_6: -17.235 + sys_corr_7: 55.152 + sys_corr_8: 68.94 + sys_corr_9: 193.032 + sys_corr_10: 810.045 + sys_corr_11: -596.331 + sys_corr_12: -196.479 + sys_corr_13: 51.705 + sys_corr_14: -0.0 + sys_corr_15: 3.89511000e+02 + sys_corr_16: 37.917 + sys_corr_17: 6.894 + sys_corr_18: 24.129 + sys_corr_19: 13.788 + sys_corr_20: 37.917 + sys_corr_21: 10.341 + sys_corr_22: -3.10230000e+01 + sys_corr_23: 10.341 + sys_corr_24: -3.447 + sys_corr_25: -10.341 + sys_corr_26: 6.894 + sys_corr_27: 13.788 + sys_corr_28: 0.0 + sys_corr_29: 3.447 + sys_corr_30: -3.447 + sys_corr_31: -10.341 + sys_corr_32: -17.235 + sys_corr_33: 17.235 + sys_corr_34: -24.129 + sys_corr_35: 5.85990000e+01 + sys_corr_36: -3.447 + sys_corr_37: 75.834 + sys_corr_38: 6.894 + sys_corr_39: -41.364 + sys_corr_40: 10.341 + sys_corr_41: 48.258 + sys_corr_42: 34.47 + sys_corr_43: -24.129 + sys_corr_44: -27.576 + sys_corr_45: -6.894 + sys_corr_46: -27.576 + sys_corr_47: 10.341 + sys_corr_48: -72.387 + sys_corr_49: -0.0 + sys_corr_50: 0.0 + sys_corr_51: 27.576 + sys_corr_52: 113.751 + sys_corr_53: -7.92810000e+01 + sys_corr_54: 10.341 + sys_corr_55: -137.88 + sys_corr_56: -86.175 + sys_corr_57: -1.48221000e+02 + sys_corr_58: -10.341 + sys_corr_59: 41.364 + sys_corr_60: 65.493 + sys_corr_61: -1.20645000e+02 + sys_corr_62: -20.682 + sys_corr_63: -65.493 + sys_corr_64: 3.10230000e+01 + sys_corr_65: -37.917 + sys_corr_66: -96.516 + sys_corr_67: -37.917 + sys_corr_68: 37.917 + sys_corr_69: 113.751 + sys_corr_70: 27.576 + sys_corr_71: 0.0 + sys_corr_72: 203.373 + sys_corr_73: -82.728 + sys_corr_74: 4.48110000e+01 + sys_corr_75: 1.75797000e+02 + sys_corr_76: 68.94 + sys_corr_77: -1.82691000e+02 + sys_corr_78: -24.129 + sys_corr_79: -20.682 + sys_corr_80: 151.668 + sys_corr_81: 72.387 + sys_corr_82: -5.85990000e+01 + sys_corr_83: 48.258 + sys_corr_84: -7.92810000e+01 + sys_corr_85: 93.069 + sys_corr_86: -113.751 + sys_corr_87: 4.48110000e+01 + sys_corr_88: 6.20460000e+01 + sys_corr_89: 13.788 + sys_corr_90: 0.0 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: 0.0 + sys_corr_100: 34.47 + sys_corr_101: 17.235 + sys_corr_102: -8.96220000e+01 + sys_corr_103: 6.894 + sys_corr_104: -7.92810000e+01 + sys_corr_105: 20.682 + sys_corr_106: 0.0 + sys_corr_107: -34.47 + sys_corr_108: 24.129 + sys_corr_109: 34.47 + sys_corr_110: 24.129 + sys_corr_111: 93.069 + sys_corr_112: -3.10230000e+01 + sys_corr_113: -827.28 + sys_corr_114: -189.585 + sys_corr_115: -310.23 + sys_corr_116: -55.152 + sys_corr_117: -68.94 + sys_corr_118: 517.05 + sys_corr_119: 230.949 + sys_corr_120: 420.534 + sys_corr_121: 9.75501000e+02 + sys_corr_122: 3.82617000e+02 + sys_corr_123: -113.751 + sys_corr_124: 96.516 + sys_corr_125: -6.20460000e+01 + sys_corr_126: 162.009 + sys_corr_127: 65.493 + sys_corr_128: 141.327 + sys_corr_129: 168.903 + sys_corr_130: 68.94 + sys_corr_131: -55.152 + sys_corr_132: 6204.6 + sys_corr_133: 441.216 +- stat: 4.44103680e+02 + sys_corr_1: 6.18203808e+02 + sys_corr_2: 1.27616000e+01 + sys_corr_3: 5.74272000e+01 + sys_corr_4: -0.0 sys_corr_5: -9.5712 - sys_corr_6: -15.9520 + sys_corr_6: -15.952 sys_corr_7: 38.2848 - sys_corr_8: 44.6656 + sys_corr_8: 4.46656000e+01 sys_corr_9: 293.5168 sys_corr_10: 826.3136 - sys_corr_11: -638.0800 - sys_corr_12: -194.6144 - sys_corr_13: 35.0944 - sys_corr_14: -0.0000 - sys_corr_15: 357.3248 - sys_corr_16: 35.0944 - sys_corr_17: 6.3808 + sys_corr_11: -638.08 + sys_corr_12: -1.94614400e+02 + sys_corr_13: 3.50944000e+01 + sys_corr_14: -0.0 + sys_corr_15: 3.57324800e+02 + sys_corr_16: 3.50944000e+01 + sys_corr_17: 6.38080000e+00 sys_corr_18: 19.1424 - sys_corr_19: 6.3808 - sys_corr_20: 41.4752 + sys_corr_19: 6.38080000e+00 + sys_corr_20: 4.14752000e+01 sys_corr_21: 9.5712 - sys_corr_22: -15.9520 - sys_corr_23: 12.7616 - sys_corr_24: -3.1904 - sys_corr_25: -3.1904 + sys_corr_22: -15.952 + sys_corr_23: 1.27616000e+01 + sys_corr_24: -3.19040000e+00 + sys_corr_25: -3.19040000e+00 sys_corr_26: 9.5712 - sys_corr_27: 6.3808 - sys_corr_28: -3.1904 - sys_corr_29: 0.0000 - sys_corr_30: -3.1904 - sys_corr_31: -3.1904 - sys_corr_32: -6.3808 - sys_corr_33: 15.9520 - sys_corr_34: -0.0000 - sys_corr_35: 12.7616 + sys_corr_27: 6.38080000e+00 + sys_corr_28: -3.19040000e+00 + sys_corr_29: 0.0 + sys_corr_30: -3.19040000e+00 + sys_corr_31: -3.19040000e+00 + sys_corr_32: -6.38080000e+00 + sys_corr_33: 15.952 + sys_corr_34: -0.0 + sys_corr_35: 1.27616000e+01 sys_corr_36: -9.5712 - sys_corr_37: 92.5216 + sys_corr_37: 9.25216000e+01 sys_corr_38: 9.5712 - sys_corr_39: -44.6656 - sys_corr_40: 15.9520 - sys_corr_41: 47.8560 - sys_corr_42: 35.0944 - sys_corr_43: -28.7136 - sys_corr_44: -35.0944 - sys_corr_45: -3.1904 - sys_corr_46: -15.9520 + sys_corr_39: -4.46656000e+01 + sys_corr_40: 15.952 + sys_corr_41: 4.78560000e+01 + sys_corr_42: 3.50944000e+01 + sys_corr_43: -2.87136000e+01 + sys_corr_44: -3.50944000e+01 + sys_corr_45: -3.19040000e+00 + sys_corr_46: -15.952 sys_corr_47: 19.1424 - sys_corr_48: -63.8080 - sys_corr_49: 3.1904 - sys_corr_50: -3.1904 + sys_corr_48: -63.808 + sys_corr_49: 3.19040000e+00 + sys_corr_50: -3.19040000e+00 sys_corr_51: 19.1424 sys_corr_52: -60.6176 - sys_corr_53: 51.0464 + sys_corr_53: 5.10464000e+01 sys_corr_54: 9.5712 - sys_corr_55: -57.4272 - sys_corr_56: -204.1856 - sys_corr_57: -111.6640 + sys_corr_55: -5.74272000e+01 + sys_corr_56: -2.04185600e+02 + sys_corr_57: -1.11664000e+02 sys_corr_58: -60.6176 - sys_corr_59: -188.2336 + sys_corr_59: -1.88233600e+02 sys_corr_60: 54.2368 - sys_corr_61: -146.7584 - sys_corr_62: -133.9968 - sys_corr_63: -105.2832 + sys_corr_61: -1.46758400e+02 + sys_corr_62: -1.33996800e+02 + sys_corr_63: -1.05283200e+02 sys_corr_64: 73.3792 sys_corr_65: -38.2848 sys_corr_66: 54.2368 - sys_corr_67: -108.4736 - sys_corr_68: 47.8560 + sys_corr_67: -1.08473600e+02 + sys_corr_68: 4.78560000e+01 sys_corr_69: -38.2848 - sys_corr_70: 178.6624 - sys_corr_71: 0.0000 + sys_corr_70: 1.78662400e+02 + sys_corr_71: 0.0 sys_corr_72: 267.9936 - sys_corr_73: -261.6128 + sys_corr_73: -2.61612800e+02 sys_corr_74: 66.9984 - sys_corr_75: -169.0912 + sys_corr_75: -1.69091200e+02 sys_corr_76: -98.9024 - sys_corr_77: 41.4752 - sys_corr_78: -6.3808 - sys_corr_79: 15.9520 + sys_corr_77: 4.14752000e+01 + sys_corr_78: -6.38080000e+00 + sys_corr_79: 15.952 sys_corr_80: 66.9984 - sys_corr_81: -6.3808 - sys_corr_82: 22.3328 - sys_corr_83: 47.8560 + sys_corr_81: -6.38080000e+00 + sys_corr_82: 2.23328000e+01 + sys_corr_83: 4.78560000e+01 sys_corr_84: 197.8048 - sys_corr_85: -12.7616 + sys_corr_85: -1.27616000e+01 sys_corr_86: 9.5712 - sys_corr_87: 22.3328 + sys_corr_87: 2.23328000e+01 sys_corr_88: 76.5696 - sys_corr_89: 3.1904 - sys_corr_90: 6.3808 - sys_corr_91: -0.0000 - sys_corr_92: 0.0000 - sys_corr_93: 0.0000 - sys_corr_94: -0.0000 - sys_corr_95: -0.0000 - sys_corr_96: 0.0000 - sys_corr_97: -0.0000 - sys_corr_98: -0.0000 - sys_corr_99: -0.0000 - sys_corr_100: -57.4272 - sys_corr_101: 41.4752 - sys_corr_102: -47.8560 + sys_corr_89: 3.19040000e+00 + sys_corr_90: 6.38080000e+00 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: -5.74272000e+01 + sys_corr_101: 4.14752000e+01 + sys_corr_102: -4.78560000e+01 sys_corr_103: -38.2848 sys_corr_104: 76.5696 - sys_corr_105: -44.6656 + sys_corr_105: -4.46656000e+01 sys_corr_106: -19.1424 - sys_corr_107: 6.3808 - sys_corr_108: -162.7104 + sys_corr_107: 6.38080000e+00 + sys_corr_108: -1.62710400e+02 sys_corr_109: -54.2368 - sys_corr_110: -28.7136 - sys_corr_111: -25.5232 - sys_corr_112: -35.0944 - sys_corr_113: -851.8368 - sys_corr_114: -236.0896 - sys_corr_115: -386.0384 - sys_corr_116: -57.4272 - sys_corr_117: -175.4720 + sys_corr_110: -2.87136000e+01 + sys_corr_111: -2.55232000e+01 + sys_corr_112: -3.50944000e+01 + sys_corr_113: -8.51836800e+02 + sys_corr_114: -2.36089600e+02 + sys_corr_115: -3.86038400e+02 + sys_corr_116: -5.74272000e+01 + sys_corr_117: -175.472 sys_corr_118: 513.6544 - sys_corr_119: 239.2800 - sys_corr_120: 405.1808 - sys_corr_121: 992.2144 + sys_corr_119: 239.28 + sys_corr_120: 4.05180800e+02 + sys_corr_121: 9.92214400e+02 sys_corr_122: 491.3216 sys_corr_123: -38.2848 sys_corr_124: 245.6608 - sys_corr_125: -108.4736 + sys_corr_125: -1.08473600e+02 sys_corr_126: 274.3744 sys_corr_127: 60.6176 sys_corr_128: 676.3648 sys_corr_129: 153.1392 - sys_corr_130: -513.6544 - sys_corr_131: -548.7488 - sys_corr_132: 5742.7200 - sys_corr_133: 379.6576 + sys_corr_130: -5.13654400e+02 + sys_corr_131: -5.48748800e+02 + sys_corr_132: 5742.72 + sys_corr_133: 3.79657600e+02 From a5ef4c2833b677e34b5eb5a0fe08cf6108031148 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 14 Nov 2024 11:41:05 +0100 Subject: [PATCH 039/138] move nmc utils to filter_utils --- .../NMC_NC_NOTFIXED_D_HEPDATA/filter.py | 7 +- .../NMC_NC_NOTFIXED_P_HEPDATA/filter.py | 86 +------------------ .../filter_utils/nmc_hepdata_utils.py | 59 +++++++++++++ 3 files changed, 62 insertions(+), 90 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py index 25f4f82c73..fd357c5098 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py @@ -5,12 +5,9 @@ import pathlib -HERE = pathlib.Path(__file__).parent +from nnpdf_data.filter_utils.nmc_hepdata_utils import read_tables, write_files -from nnpdf_data.commondata.NMC_NC_NOTFIXED_P_HEPDATA.filter import ( - read_tables, - write_files, -) +HERE = pathlib.Path(__file__).parent if __name__ == "__main__": df = read_tables(HERE / "rawdata", header_line=12) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py index 90c054a9ac..0d7e0b311f 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/filter.py @@ -5,94 +5,10 @@ import pathlib -import pandas as pd -import yaml - -from nnpdf_data.filter_utils.utils import check_xq2_degenearcy +from nnpdf_data.filter_utils.nmc_hepdata_utils import read_tables, write_files HERE = pathlib.Path(__file__).parent - -def read_tables(store_path, header_line): - """Parse Tables.""" - dfs = pd.DataFrame() - for file in store_path.iterdir(): - with open(file, "r", encoding="utf-8") as f: - lines = f.readlines() - df = pd.DataFrame( - [l.split(",") for l in lines[header_line:-1]], - columns=[ - "Q2", - "R", - "F2", - "stat+", - "stat-", - "sys+", - "sys-", - ], - ) - df["x"] = float(lines[header_line - 2].split(",")[1]) - dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df - - dfs = dfs.astype(float) - check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) - return dfs.sort_values(["x", "Q2"]) - - -def write_files(df, store_path): - """Write kinematics, central value and uncertainties files.""" - - # Write central data - data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} - with open(store_path / "data.yaml", "w", encoding="utf-8") as file: - yaml.dump(data_central_yaml, file) - - # Write kin file - kin = [] - for _, row in df.iterrows(): - kin_value = { - "x": { - "min": None, - "mid": float(row.x), - "max": None, - }, - "Q2": { - "min": None, - "mid": float(row.Q2), - "max": None, - }, - } - kin.append(kin_value) - kinematics_yaml = {"bins": kin} - with open(store_path / "kinematics.yaml", "w", encoding="utf-8") as file: - yaml.dump(kinematics_yaml, file, sort_keys=False) - - # loop on data points - error_definition = { - "stat": { - "description": "statistical uncertainty", - "treatment": "ADD", - "type": "UNCORR", - }, - "sys": { - "description": "systematical uncertainty", - "treatment": "MULT", - "type": "CORR", - }, - } - error = [] - for _, row in df.iterrows(): - e = { - "stat": float(row["stat+"]), - "sys": float(row["sys+"]), - } - error.append(e) - - uncertainties_yaml = {"definitions": error_definition, "bins": error} - with open(store_path / "uncertainties.yaml", "w", encoding="utf-8") as file: - yaml.dump(uncertainties_yaml, file, sort_keys=False) - - if __name__ == "__main__": df = read_tables(HERE / "rawdata", header_line=14) write_files(df, HERE) diff --git a/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py new file mode 100644 index 0000000000..8c72cf8bbb --- /dev/null +++ b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py @@ -0,0 +1,59 @@ +""""Common functions to parse NMC data from Hepdata.""" + +import pandas as pd +import yaml + +from .utils import check_xq2_degenearcy + + +def read_tables(store_path, header_line): + """Parse Tables.""" + dfs = pd.DataFrame() + for file in store_path.iterdir(): + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[header_line:-1]], + columns=["Q2", "R", "F2", "stat+", "stat-", "sys+", "sys-"], + ) + df["x"] = float(lines[header_line - 2].split(",")[1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + + dfs = dfs.astype(float) + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) + return dfs.sort_values(["x", "Q2"]) + + +def write_files(df, store_path): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(store_path / "data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": {"min": None, "mid": float(row.x), "max": None}, + "Q2": {"min": None, "mid": float(row.Q2), "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(store_path / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": {"description": "statistical uncertainty", "treatment": "ADD", "type": "UNCORR"}, + "sys": {"description": "systematical uncertainty", "treatment": "MULT", "type": "CORR"}, + } + error = [] + for _, row in df.iterrows(): + e = {"stat": float(row["stat+"]), "sys": float(row["sys+"])} + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(store_path / "uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) From 29dc2ea180863e87fa220c46c5c12b3b3d400ea6 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Mon, 18 Nov 2024 09:52:11 +0000 Subject: [PATCH 040/138] removed m_ll2 kinematic, added DY_MLL process to process_options.py and m_ll class, edited metadata --- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 7 +- .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 78 ++++--------------- .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 32 +++----- validphys2/src/validphys/process_options.py | 22 ++++++ 4 files changed, 48 insertions(+), 91 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index 77dc9a57c3..3d2741f192 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -43,12 +43,7 @@ def get_kinematics(): for i, M in enumerate(input["independent_variables"][0]['values']): kin_value = { - 'y': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, # y~M(EE)? - 'M2': { - 'min': M['low'] ** 2, - 'mid': (0.5 * (M['low'] + M['high'])) ** 2, - 'max': M['high'] ** 2, - }, + 'm_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, } diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml index 1d97c85c17..b5603e5c65 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -1,156 +1,104 @@ bins: -- y: +- m_ll: min: null mid: 123.0 max: null - M2: - min: 13456.0 - mid: 15129.0 - max: 16900.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 140.0 max: null - M2: - min: 16900.0 - mid: 19600.0 - max: 22500.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 160.0 max: null - M2: - min: 22500.0 - mid: 25600.0 - max: 28900.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 180.0 max: null - M2: - min: 28900.0 - mid: 32400.0 - max: 36100.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 200.0 max: null - M2: - min: 36100.0 - mid: 40000.0 - max: 44100.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 220.0 max: null - M2: - min: 44100.0 - mid: 48400.0 - max: 52900.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 240.0 max: null - M2: - min: 52900.0 - mid: 57600.0 - max: 62500.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 275.0 max: null - M2: - min: 62500.0 - mid: 75625.0 - max: 90000.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 350.0 max: null - M2: - min: 90000.0 - mid: 122500.0 - max: 160000.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 450.0 max: null - M2: - min: 160000.0 - mid: 202500.0 - max: 250000.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 600.0 max: null - M2: - min: 250000.0 - mid: 360000.0 - max: 490000.0 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 850.0 max: null - M2: - min: 490000.0 - mid: 722500.0 - max: 1.00000000e+06 sqrts: min: null mid: 7000.0 max: null -- y: +- m_ll: min: null mid: 1250.0 max: null - M2: - min: 1.00000000e+06 - mid: 1.56250000e+06 - max: 2.25000000e+06 sqrts: min: null mid: 7000.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index ba6f7b22e9..1bfcd15648 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -1,6 +1,6 @@ setname: ATLAS_Z0_7TEV_49FB version: 1 -version_comment: Port of old commondata #? +version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY NC experiment: ATLAS @@ -18,7 +18,7 @@ implemented_observables: description: Drell-Yan Mass Distribution label: ATLAS HM DY 7 TeV units: '' - process_type: DY_Z_Y + process_type: DY_MLL tables: [1] npoints: [] ndata: 13 @@ -27,25 +27,21 @@ implemented_observables: dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log - plot_x: k2 + plot_x: k2 #Should this be changed? kinematic_coverage: - - y - - M2 - - SQRT(S) + - m_ll + - sqrts kinematics: variables: k1: - description: Rapidity #of Z boson? - label: y - units: '' #GeV? + description: Mass of lepton pair + label: m_ll + units: 'GeV' k2: - description: Squared mass of electron pair - label: M2 - units: '' #GeV^2? - k3: - description: Square root of center of mass energy - label: SQRT(S) - units: '' #GeV? + description: Square root of centre of mass energy + label: sqrts + units: 'GeV' + file: kinematics.yaml theory: conversion_factor: 1000.0 @@ -54,9 +50,5 @@ implemented_observables: - - ATLAS_DY_7TEV_49FB_HIMASS data_uncertainties: - uncertatinties.yaml - variants: - legacy: - data_uncertainties: - - uncertainties_legacy_HIMASS.yaml data_central: data.yaml ported_from: ATLASZHIGHMASS49FB diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index ec3cd7da5c..825195ec09 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -36,6 +36,7 @@ class _Vars: abs_eta_2 = "abs_eta_2" eta_1 = "eta_1" eta_2 = "eta_2" + m_ll = "m_ll" class _KinematicsInformation: @@ -256,6 +257,20 @@ def _dybosonpt_xq2map(kin_dict): return x, ET2 +def _dymll_xq2map(kin_info): + """ + Computes x and q2 mapping for DY Z -> 2 leptons mass. + Here we calculate m_ll^2 and sqrt(s). + """ + + m_ll = kin_info.get_one_of(_Vars.m_ll) + sqrts = kin_info.get_one_of(_Vars.sqrts) + m_ll2 = m_ll**2 + x = np.sqrt(m_ll) / sqrts + + return x, m_ll2 + + DIS = _Process( "DIS", "Deep Inelastic Scattering", @@ -355,6 +370,12 @@ def _dybosonpt_xq2map(kin_dict): xq2map_function=_dyboson_xq2map, ) +DY_MLL = _Process( + "DY_MLL", + "DY Z -> ll mass of lepton pair", + accepted_variables=(_Vars.m_ll, _Vars.sqrts), + xq2map_function=_dymll_xq2map, +) DY_PT = _Process( "DY_PT", @@ -389,6 +410,7 @@ def _dybosonpt_xq2map(kin_dict): "JET_POL": JET_POL, "DIJET_POL": DIJET_POL, "DY_Z_Y": dataclasses.replace(DY_2L, name="DY_Z_Y", description="DY Z -> ll (pseudo)rapidity"), + "DY_MLL": DY_MLL, "DY_W_ETA": dataclasses.replace( DY_2L, name="DY_W_ETA", description="DY W -> l nu (pseudo)rapidity" ), From 613be2b21bad2e3d3997f18ce10bd066c95e1e2c Mon Sep 17 00:00:00 2001 From: "Juan M. Cruz-Martinez" Date: Tue, 19 Nov 2024 21:00:55 -0500 Subject: [PATCH 041/138] change lru_cache to cache --- validphys2/src/validphys/commondataparser.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 411101c153..99d7d1ca19 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -37,7 +37,7 @@ """ import dataclasses -from functools import cached_property, lru_cache +from functools import cached_property, cache import logging from operator import attrgetter from pathlib import Path @@ -819,13 +819,13 @@ def select_observable(self, obs_name_raw): return observable -@lru_cache +@cache def parse_set_metadata(metadata_file): """Read the metadata file""" return parse_yaml_inp(metadata_file, SetMetaData) -@lru_cache +@cache def parse_new_metadata(metadata_file, observable_name, variant=None): """Given a metadata file in the new format and the specific observable to be read load and parse the metadata and select the observable. If any variants are selected, apply them. @@ -949,7 +949,7 @@ def load_commondata_new(metadata): ########################################### -@lru_cache +@cache def load_commondata(spec): """ Load the data corresponding to a CommonDataSpec object. From c0a854ceca1501b3b72c2252c073363e1120c0f3 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Thu, 21 Nov 2024 16:56:22 +0000 Subject: [PATCH 042/138] Edited metadata - need to check this --- .../commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 4 +- .../ATLAS_WPWM_7TEV_46FB/filter_utils.py | 6 +- .../ATLAS_WPWM_7TEV_46FB/kinematics.yaml | 66 +++++++++---------- .../ATLAS_WPWM_7TEV_46FB/metadata.yaml | 30 ++++----- 4 files changed, 53 insertions(+), 53 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py index e0dc7b993c..a2d9db0912 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -31,7 +31,7 @@ def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): yaml.dump(kinematics_yaml, file, sort_keys=False) -def filter_ATLAS_Z0_7TEV_49FB_systematics(): +def filter_ATLAS_WPWM_7TEV_46FB_systematics(): """ This function writes the systematics to a yaml file. """ @@ -84,4 +84,4 @@ def filter_ATLAS_Z0_7TEV_49FB_systematics(): if __name__ == "__main__": filter_ATLAS_WPWM_7TEV_46FB_data_kinematic() - filter_ATLAS_Z0_7TEV_49FB_systematics() + filter_ATLAS_WPWM_7TEV_46FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py index aeab4bf98b..f6e95d1032 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py @@ -54,13 +54,13 @@ def get_kinematics(): for i, M in enumerate(input_1["independent_variables"][0]['values']): kin_value = { - 'k1': { + 'abs_eta': { 'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None, }, # absolute lepton eta - 'k2': {'min': None, 'mid': 6463.838404, 'max': None}, - 'k3': {'min': None, 'mid': 7000.0, 'max': None}, + 'm_W2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, } kin.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml index 9752049b39..61d3f45801 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -1,133 +1,133 @@ bins: -- k1: +- abs_eta: min: null mid: 0.105 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.315 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.525 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.735 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 9.45000000e-01 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.21 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.445 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.63 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.845 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 2.065 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 2.34 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index 89d5444b0d..4298f5b312 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -1,6 +1,6 @@ setname: ATLAS_WPWM_7TEV_46FB version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS @@ -18,12 +18,12 @@ implemented_observables: description: Drell-Yan Rapidity Distribution label: ATLAS $W$ 7 TeV 2011 Central selection units: '' - process_type: EWK_RAP + process_type: EWK_RAP #I can't see this as a process in process_options.py tables: [9,10] npoints: [] ndata: 22 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W$ 7 TeV 2011 Central selection x_label: $\left\|\eta/y\right|$ y_label: $d\sigma/dy$ (fb) @@ -59,24 +59,24 @@ implemented_observables: - $W^-$ plot_x: k1 kinematic_coverage: - - k1 - - k2 - - k3 + - abs_eta #nnpdf website says eta/y + - m_W2 + - sqrts kinematics: variables: k1: - description: Variable k1 - label: k1 + description: Absolute lepton pseudorapidity + label: abs_eta units: '' k2: - description: Variable k2 - label: k2 - units: '' + description: Squared mass of the W boson + label: m_W2 + units: 'GeV2' k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_CC-ETA.yaml + description: Square root of the center of mass energy + label: sqrts + units: 'GeV' + file: kinematics.yaml theory: conversion_factor: 1000.0 operation: 'null' From ed92a92cafeacd6d430bff83756b0b5e796354b7 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 22 Nov 2024 09:53:15 +0000 Subject: [PATCH 043/138] Edited process_type in metadata --- .../nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index 4298f5b312..b29b3a2b40 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: description: Drell-Yan Rapidity Distribution label: ATLAS $W$ 7 TeV 2011 Central selection units: '' - process_type: EWK_RAP #I can't see this as a process in process_options.py + process_type: DY_W_ETA tables: [9,10] npoints: [] ndata: 22 @@ -59,7 +59,7 @@ implemented_observables: - $W^-$ plot_x: k1 kinematic_coverage: - - abs_eta #nnpdf website says eta/y + - abs_eta - m_W2 - sqrts kinematics: From 40f83455d289b3015d1896c97e134b886180090b Mon Sep 17 00:00:00 2001 From: ecole41 Date: Mon, 25 Nov 2024 10:38:34 +0000 Subject: [PATCH 044/138] Changed m_ll to M_ll to stop filtering error in vp --- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 2 +- .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 26 +++++++++---------- .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 12 ++++----- validphys2/src/validphys/process_options.py | 14 +++++----- 4 files changed, 27 insertions(+), 27 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index 3d2741f192..298ec110c5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -43,7 +43,7 @@ def get_kinematics(): for i, M in enumerate(input["independent_variables"][0]['values']): kin_value = { - 'm_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, + 'M_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, } diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml index b5603e5c65..e556307c26 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -1,5 +1,5 @@ bins: -- m_ll: +- M_ll: min: null mid: 123.0 max: null @@ -7,7 +7,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 140.0 max: null @@ -15,7 +15,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 160.0 max: null @@ -23,7 +23,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 180.0 max: null @@ -31,7 +31,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 200.0 max: null @@ -39,7 +39,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 220.0 max: null @@ -47,7 +47,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 240.0 max: null @@ -55,7 +55,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 275.0 max: null @@ -63,7 +63,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 350.0 max: null @@ -71,7 +71,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 450.0 max: null @@ -79,7 +79,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 600.0 max: null @@ -87,7 +87,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 850.0 max: null @@ -95,7 +95,7 @@ bins: min: null mid: 7000.0 max: null -- m_ll: +- M_ll: min: null mid: 1250.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 1bfcd15648..e31b940585 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -27,17 +27,17 @@ implemented_observables: dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log - plot_x: k2 #Should this be changed? + plot_x: M_ll #Not sure how to change this to M_ll2 kinematic_coverage: - - m_ll + - M_ll - sqrts kinematics: variables: - k1: + M_ll: description: Mass of lepton pair - label: m_ll + label: M_ll units: 'GeV' - k2: + sqrts: description: Square root of centre of mass energy label: sqrts units: 'GeV' @@ -49,6 +49,6 @@ implemented_observables: FK_tables: - - ATLAS_DY_7TEV_49FB_HIMASS data_uncertainties: - - uncertatinties.yaml + - uncertainties.yaml data_central: data.yaml ported_from: ATLASZHIGHMASS49FB diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 825195ec09..413ed7678a 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -36,7 +36,7 @@ class _Vars: abs_eta_2 = "abs_eta_2" eta_1 = "eta_1" eta_2 = "eta_2" - m_ll = "m_ll" + M_ll = "M_ll" class _KinematicsInformation: @@ -260,15 +260,15 @@ def _dybosonpt_xq2map(kin_dict): def _dymll_xq2map(kin_info): """ Computes x and q2 mapping for DY Z -> 2 leptons mass. - Here we calculate m_ll^2 and sqrt(s). + Here we calculate M_ll^2 and sqrt(s). """ - m_ll = kin_info.get_one_of(_Vars.m_ll) + M_ll = kin_info.get_one_of(_Vars.M_ll) sqrts = kin_info.get_one_of(_Vars.sqrts) - m_ll2 = m_ll**2 - x = np.sqrt(m_ll) / sqrts + M_ll2 = M_ll**2 + x = np.sqrt(M_ll) / sqrts - return x, m_ll2 + return x, M_ll2 DIS = _Process( @@ -373,7 +373,7 @@ def _dymll_xq2map(kin_info): DY_MLL = _Process( "DY_MLL", "DY Z -> ll mass of lepton pair", - accepted_variables=(_Vars.m_ll, _Vars.sqrts), + accepted_variables=(_Vars.M_ll, _Vars.sqrts), xq2map_function=_dymll_xq2map, ) From c25723892cc6dd055afe85506196944a3dd0a3a6 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 29 Nov 2024 09:59:34 +0000 Subject: [PATCH 045/138] Edited metadata to remove sqrts as a kinematic, added DY_MLL to commondataparser.py --- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 1 - .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 52 ------------------- .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 16 +++--- validphys2/src/validphys/commondataparser.py | 2 + 4 files changed, 9 insertions(+), 62 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index 298ec110c5..e01506339e 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -44,7 +44,6 @@ def get_kinematics(): kin_value = { 'M_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, - 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, } kin.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml index e556307c26..c030e9f71d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -3,103 +3,51 @@ bins: min: null mid: 123.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 140.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 160.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 180.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 200.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 220.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 240.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 275.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 350.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 450.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 600.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 850.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null - M_ll: min: null mid: 1250.0 max: null - sqrts: - min: null - mid: 7000.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index e31b940585..99cf19305b 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -1,5 +1,5 @@ setname: ATLAS_Z0_7TEV_49FB -version: 1 +version: 2 version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY NC @@ -18,7 +18,7 @@ implemented_observables: description: Drell-Yan Mass Distribution label: ATLAS HM DY 7 TeV units: '' - process_type: DY_MLL + process_type: "DY_MLL" tables: [1] npoints: [] ndata: 13 @@ -27,21 +27,15 @@ implemented_observables: dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log - plot_x: M_ll #Not sure how to change this to M_ll2 + plot_x: M_ll kinematic_coverage: - M_ll - - sqrts kinematics: variables: M_ll: description: Mass of lepton pair label: M_ll units: 'GeV' - sqrts: - description: Square root of centre of mass energy - label: sqrts - units: 'GeV' - file: kinematics.yaml theory: conversion_factor: 1000.0 @@ -50,5 +44,9 @@ implemented_observables: - - ATLAS_DY_7TEV_49FB_HIMASS data_uncertainties: - uncertainties.yaml + # variants: + # legacy: + # data_uncertainties: + # - uncertainties_legacy_HIMASS.yaml data_central: data.yaml ported_from: ATLASZHIGHMASS49FB diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 6def4d2dfd..a64753ed3c 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -112,6 +112,7 @@ def _quick_yaml_load(filepath): "SHP_ASY": ("$\\eta$", "$p_T (GeV)$", "$\\sqrt{s} (GeV)$"), "JET_POL": ("$\\eta$", "$p_T^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), "DIJET_POL": ("$\\m_{1,2} (GeV)", "$\\eta_1$", "$\\eta_2$"), + "DY_MLL": ("$M_{ll} (GeV)$", "$M_{ll}^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), } PROCESS_DESCRIPTION_LABEL = { @@ -139,6 +140,7 @@ def _quick_yaml_load(filepath): "JET_POL": "Inclusive Jet longitudinal double-spin asymmetry", "DIJET_POL": "Dijets longitudinal double-spin asymmetry", "SHP_ASY": "double spin asymmetry in single hadron production", + "DY_MLL": "Drell-Yan Mass Distribution of Lepton Pairs", } From 36c183467a2487c9080c90158f9fa19801105b7c Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 29 Nov 2024 10:41:33 +0000 Subject: [PATCH 046/138] Added legacy variant back to metadata, changed it to point to new uncertainties.yaml --- .../commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 99cf19305b..d5ab8face4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -44,9 +44,9 @@ implemented_observables: - - ATLAS_DY_7TEV_49FB_HIMASS data_uncertainties: - uncertainties.yaml - # variants: - # legacy: - # data_uncertainties: - # - uncertainties_legacy_HIMASS.yaml + variants: + legacy: + data_uncertainties: + - uncertainties.yaml data_central: data.yaml ported_from: ATLASZHIGHMASS49FB From 4d5612681f21613240ae8bf490e272418c6991c9 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 29 Nov 2024 10:46:33 +0000 Subject: [PATCH 047/138] Changed M_ll label to $M_ll$ --- .../nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index d5ab8face4..7e1a292286 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -34,7 +34,7 @@ implemented_observables: variables: M_ll: description: Mass of lepton pair - label: M_ll + label: "$M_ll$" units: 'GeV' file: kinematics.yaml theory: From 483188b2a7e017d82eeb951acd26365f5415d19a Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 2 Dec 2024 12:14:03 +0100 Subject: [PATCH 048/138] Add some legacy syst erro for EMC --- .../commondata/EMC_NC_250GEV/filter.py | 41 +++++++++------ .../commondata/EMC_NC_250GEV/kinematics.yaml | 26 +++++----- .../EMC_NC_250GEV/uncertainties_rzero.yaml | 52 ++++++++++++++++++- nnpdf_data/nnpdf_data/filter_utils/utils.py | 2 +- 4 files changed, 90 insertions(+), 31 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py index 1b2e761a17..b755688f26 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py @@ -1,5 +1,6 @@ """Implement Hepdata F2 charm data from Table 1 (ie. fig 14 of the paper). EMC assumes R=0. Branching Ration of 0.82 has been included to match the normalization of the legacy version.""" + import pandas as pd import pathlib import yaml @@ -11,13 +12,17 @@ NORM = 0.82 M_P = 0.938 +# NOTE: Systematic uncertainties which is estimated as in the legacy variant, +# as a factor of 15 %, see old buildmaster. +SYST_ERR = 0.15 +BR_ERR = 0.012 + + def read_tables(): """Read Hepdata table.""" dfs = pd.DataFrame() - with open( - HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8" - ) as f: + with open(HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8") as f: lines = f.readlines() # loop on columns @@ -31,7 +36,7 @@ def read_tables(): df["x_max"] = float(lines[idx_line + 1].split("TO")[-1]) df["x"] = (df.x_min + df.x_max) / 2 df["sqrts"] = float(lines[idx_line].split(",")[-1]) - df["y"] = df.Q2 / (df.x * (df.sqrts ** 2 - M_P ** 2)) + df["y"] = df.Q2 / (df.x * (df.sqrts**2 - M_P**2)) dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df return dfs @@ -48,21 +53,13 @@ def write_files(df): kin = [] for _, row in df.iterrows(): kin_value = { - "x": { - "min": float(row.x_min), - "mid": float(row.x), - "max": float(row.x_max), - }, + "x": {"min": float(row.x_min), "mid": float(row.x), "max": float(row.x_max)}, "Q2": { "min": float(row.Q2_min), - "mid": float(row.Q2), + "mid": round(float(row.Q2), 2), "max": float(row.Q2_max), }, - "y": { - "min": None, - "mid": float(row.y), - "max": None, - }, + "y": {"min": None, "mid": float(row.y), "max": None}, } kin.append(kin_value) kinematics_yaml = {"bins": kin} @@ -72,15 +69,27 @@ def write_files(df): # loop on data points error_definition = { "stat": { - "description": "Total experimental uncertainty", + "description": "Total statistical uncertainty", "treatment": "ADD", "type": "UNCORR", }, + "sys": { + "description": "Total systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "Normalization error due to BR ratio", + "treatment": "MULT", + "type": "CORR", + }, } error = [] for _, row in df.iterrows(): e = { "stat": round(float(row["error+"]) * NORM, 7), + "sys": round(float(row["F2"]) * NORM * SYST_ERR, 7), + "norm": round(float(row["F2"]) * NORM * BR_ERR, 7), } error.append(e) diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml index b9cd6ed6f4..145ec8a085 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml @@ -5,7 +5,7 @@ bins: max: 0.0056 Q2: min: 1.0 - mid: 1.3900000000000001 + mid: 1.39 max: 1.78 y: min: null @@ -17,7 +17,7 @@ bins: max: 0.01 Q2: min: 1.0 - mid: 1.3900000000000001 + mid: 1.39 max: 1.78 y: min: null @@ -53,7 +53,7 @@ bins: max: 0.0178 Q2: min: 3.16 - mid: 4.390000000000001 + mid: 4.39 max: 5.62 y: min: null @@ -77,7 +77,7 @@ bins: max: 0.0316 Q2: min: 3.16 - mid: 4.390000000000001 + mid: 4.39 max: 5.62 y: min: null @@ -89,7 +89,7 @@ bins: max: 0.0316 Q2: min: 5.62 - mid: 7.8100000000000005 + mid: 7.81 max: 10.0 y: min: null @@ -101,7 +101,7 @@ bins: max: 0.0562 Q2: min: 3.16 - mid: 4.390000000000001 + mid: 4.39 max: 5.62 y: min: null @@ -113,7 +113,7 @@ bins: max: 0.0562 Q2: min: 5.62 - mid: 7.8100000000000005 + mid: 7.81 max: 10.0 y: min: null @@ -137,7 +137,7 @@ bins: max: 0.1 Q2: min: 5.62 - mid: 7.8100000000000005 + mid: 7.81 max: 10.0 y: min: null @@ -161,7 +161,7 @@ bins: max: 0.1 Q2: min: 17.8 - mid: 24.700000000000003 + mid: 24.7 max: 31.6 y: min: null @@ -185,7 +185,7 @@ bins: max: 0.178 Q2: min: 17.8 - mid: 24.700000000000003 + mid: 24.7 max: 31.6 y: min: null @@ -197,7 +197,7 @@ bins: max: 0.178 Q2: min: 31.6 - mid: 43.900000000000006 + mid: 43.9 max: 56.2 y: min: null @@ -209,7 +209,7 @@ bins: max: 0.316 Q2: min: 17.8 - mid: 24.700000000000003 + mid: 24.7 max: 31.6 y: min: null @@ -221,7 +221,7 @@ bins: max: 0.316 Q2: min: 31.6 - mid: 43.900000000000006 + mid: 43.9 max: 56.2 y: min: null diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml index 7cca568ff3..b104f9741d 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml @@ -1,27 +1,77 @@ definitions: stat: - description: Total experimental uncertainty + description: Total statistical uncertainty treatment: ADD type: UNCORR + sys: + description: Total systematical uncertainty + treatment: MULT + type: CORR + norm: + description: Normalization error due to BR ratio + treatment: MULT + type: CORR bins: - stat: 0.000287 + sys: 0.0006679 + norm: 5.34e-05 - stat: 0.0004756 + sys: 0.0004268 + norm: 3.41e-05 - stat: 0.000492 + sys: 0.0012915 + norm: 0.0001033 - stat: 0.0006806 + sys: 0.0007712 + norm: 6.17e-05 - stat: 0.000574 + sys: 0.001599 + norm: 0.0001279 - stat: 0.0012218 + sys: 0.0002989 + norm: 2.39e-05 - stat: 0.0007216 + sys: 0.0010135 + norm: 8.11e-05 - stat: 0.00082 + sys: 0.0022386 + norm: 0.0001791 - stat: 0.0026404 + sys: 0.0008548 + norm: 6.84e-05 - stat: 0.000902 + sys: 0.0013161 + norm: 0.0001053 - stat: 0.001066 + sys: 0.00246 + norm: 0.0001968 - stat: 0.0011644 + sys: 0.0003567 + norm: 2.85e-05 - stat: 0.001066 + sys: 0.0014145 + norm: 0.0001132 - stat: 0.001394 + sys: 0.0022263 + norm: 0.0001781 - stat: 0.0014104 + sys: 0.0004637 + norm: 3.71e-05 - stat: 0.0011316 + sys: 0.0008167 + norm: 6.53e-05 - stat: 0.001394 + sys: 0.0013038 + norm: 0.0001043 - stat: 0.0015088 + sys: 0.0003223 + norm: 2.58e-05 - stat: 0.0008364 + sys: 0.0003333 + norm: 2.67e-05 - stat: 0.0015334 + sys: 0.0008708 + norm: 6.97e-05 - stat: 0.0012464 + sys: 0.000337 + norm: 2.7e-05 diff --git a/nnpdf_data/nnpdf_data/filter_utils/utils.py b/nnpdf_data/nnpdf_data/filter_utils/utils.py index c4dbdf57b5..ba8d6e027a 100644 --- a/nnpdf_data/nnpdf_data/filter_utils/utils.py +++ b/nnpdf_data/nnpdf_data/filter_utils/utils.py @@ -485,4 +485,4 @@ def uncert_skip_variant(source_file, skip_file, uncert_file, uncert_name, remove with open(uncert_file, 'w') as file: yaml.dump(content_uncert, file, sort_keys=False) if remove_source: - os.remove(source_file) \ No newline at end of file + os.remove(source_file) From 1cf105135f8186c67e08a3136d199ebaa94efbc7 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Mon, 2 Dec 2024 17:07:38 +0100 Subject: [PATCH 049/138] add CHORUSQEDRADCOR and CHORUSISOTARGCOR --- .../CHORUS_CC_NOTFIXED_PB/filter.py | 93 +- .../uncertainties_nb_hepdata.yaml | 1222 +++++++++++++++++ .../uncertainties_nu_hepdata.yaml | 1222 +++++++++++++++++ .../commondata/EMC_NC_250GEV/filter.py | 4 +- 4 files changed, 2492 insertions(+), 49 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py index e7aeeee84d..623a2e6f75 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py @@ -17,24 +17,30 @@ # Z = 82 # Z(Pb): Atomic Number # MN = 193.729 / (Z * M_PROTON + (A - Z) * M_NEUTRON) # The old implementation used the isoscalar average. -MN = (M_PROTON + M_NEUTRON)/2 +MN = (M_PROTON + M_NEUTRON) / 2 # Normalization factor, to match old implementation NORM_FACT = 10 +def read_legacy_uncertainties(legacy_unc_file): + """Parse the CHORUSISOTARGCOR and CHORUSQEDRADCOR from the legacy variant.""" + with open(legacy_unc_file, encoding="utf-8") as f: + legacy_unc_nb = yaml.safe_load(f) + + isotargt_err = [] + qed_err = [] + for p in legacy_unc_nb['bins']: + isotargt_err.append(p["sys_corr_1"]) + qed_err.append(p["sys_corr_2"]) + return isotargt_err, qed_err + + def read_tables(): """Parse Tables.""" dfs_nu = pd.DataFrame() dfs_nub = pd.DataFrame() - columns = [ - "y", - "sigma", - "stat+", - "stat-", - "sys+", - "sys-", - ] + columns = ["y", "sigma", "stat+", "stat-", "sys+", "sys-"] # here we want to keep the same ordering as # the hepdata tables @@ -48,25 +54,29 @@ def read_tables(): # read values df_nu = pd.DataFrame([l.split(",") for l in lines[5:size]], columns=columns) - df_nub = pd.DataFrame( - [l.split(",") for l in lines[size + 6 : -1]], columns=columns - ) + df_nub = pd.DataFrame([l.split(",") for l in lines[size + 6 : -1]], columns=columns) df_nu["x"] = float(lines[3].split(",")[1]) df_nub["x"] = float(lines[size + 4].split(",")[1]) df_nu["E"] = float(lines[0].split(",")[1]) df_nub["E"] = float(lines[size + 1].split(",")[1]) - dfs_nu = ( - pd.concat([dfs_nu, df_nu], ignore_index=True) - if not dfs_nu.empty - else df_nu - ) + dfs_nu = pd.concat([dfs_nu, df_nu], ignore_index=True) if not dfs_nu.empty else df_nu dfs_nub = ( - pd.concat([dfs_nub, df_nub], ignore_index=True) - if not dfs_nub.empty - else df_nub + pd.concat([dfs_nub, df_nub], ignore_index=True) if not dfs_nub.empty else df_nub ) + # here we need to load also 2 uncertainties from the legacy file, + # as these are not present in hepdata but wes still want to keep the, + isotargt_err_nu, qed_err_nu = read_legacy_uncertainties("uncertainties_legacy_NU-SIGMARED.yaml") + isotargt_err_nub, qed_err_nub = read_legacy_uncertainties( + "uncertainties_legacy_NB-SIGMARED.yaml" + ) + + dfs_nu["isotargt_err"] = isotargt_err_nu + dfs_nub["isotargt_err"] = isotargt_err_nub + dfs_nu["qed_err"] = qed_err_nu + dfs_nub["qed_err"] = qed_err_nub + dfs_nu = dfs_nu.astype(float) dfs_nub = dfs_nub.astype(float) @@ -81,9 +91,7 @@ def write_files(df, variant): """Write kinematics, central value and uncertainties files.""" # Write central data - data_central_yaml = { - "data_central": [round(float(x), 4) for x in df["sigma"] / NORM_FACT] - } + data_central_yaml = {"data_central": [round(float(x), 4) for x in df["sigma"] / NORM_FACT]} with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) @@ -91,21 +99,9 @@ def write_files(df, variant): kin = [] for _, row in df.iterrows(): kin_value = { - "x": { - "min": None, - "mid": float(row.x), - "max": None, - }, - "Q2": { - "min": None, - "mid": float(row.Q2), - "max": None, - }, - "y": { - "min": None, - "mid": float(row.y), - "max": None, - }, + "x": {"min": None, "mid": float(row.x), "max": None}, + "Q2": {"min": None, "mid": float(row.Q2), "max": None}, + "y": {"min": None, "mid": float(row.y), "max": None}, } kin.append(kin_value) kinematics_yaml = {"bins": kin} @@ -115,13 +111,16 @@ def write_files(df, variant): # loop on data points error_definition = { - "stat": { - "description": "statistical uncertainty", - "treatment": "ADD", - "type": "UNCORR", + "stat": {"description": "statistical uncertainty", "treatment": "ADD", "type": "UNCORR"}, + "sys": {"description": "systematical uncertainty", "treatment": "MULT", "type": "CORR"}, + # NOTE: these uncertainties are directly coming from the legacy variant + "CHORUSISOTARGCOR": { + "description": "Isoscalar target correction interpreted as uncertainty", + "treatment": "MULT", + "type": "CORR", }, - "sys": { - "description": "systematical uncertainty", + "CHORUSQEDRADCOR": { + "description": "QED radiation correction interpreted as uncertainty", "treatment": "MULT", "type": "CORR", }, @@ -131,13 +130,13 @@ def write_files(df, variant): e = { "stat": float(row["stat+"]) / NORM_FACT, "sys": float(row["sys+"]) / NORM_FACT, + "CHORUSISOTARGCOR": float(row["isotargt_err"]), + "CHORUSQEDRADCOR": float(row["qed_err"]), } error.append(e) uncertainties_yaml = {"definitions": error_definition, "bins": error} - with open( - HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8" - ) as file: + with open(HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8") as file: yaml.dump(uncertainties_yaml, file, sort_keys=False) diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml index 2a710bc1f2..1b7ec7f071 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml @@ -7,1218 +7,2440 @@ definitions: description: systematical uncertainty treatment: MULT type: CORR + CHORUSISOTARGCOR: + description: Isoscalar target correction interpreted as uncertainty + treatment: MULT + type: CORR + CHORUSQEDRADCOR: + description: QED radiation correction interpreted as uncertainty + treatment: MULT + type: CORR bins: - stat: 0.0506 sys: 0.0865 + CHORUSISOTARGCOR: -0.01074723000000001 + CHORUSQEDRADCOR: 0.092795766 - stat: 0.048 sys: 0.073 + CHORUSISOTARGCOR: -0.00883641600000003 + CHORUSQEDRADCOR: 0.08364527999999999 - stat: 0.0477 sys: 0.058499999999999996 + CHORUSISOTARGCOR: -0.007782239999999944 + CHORUSQEDRADCOR: 0.08194102500000003 - stat: 0.044700000000000004 sys: 0.056999999999999995 + CHORUSISOTARGCOR: -0.006282768000000011 + CHORUSQEDRADCOR: 0.07488343 - stat: 0.0472 sys: 0.054900000000000004 + CHORUSISOTARGCOR: -0.005848529999999926 + CHORUSQEDRADCOR: 0.077902135 - stat: 0.0446 sys: 0.0666 + CHORUSISOTARGCOR: -0.02233301499999997 + CHORUSQEDRADCOR: 0.09012201000000004 - stat: 0.044 sys: 0.05669999999999999 + CHORUSISOTARGCOR: -0.02012595000000008 + CHORUSQEDRADCOR: 0.08757368499999998 - stat: 0.0422 sys: 0.0517 + CHORUSISOTARGCOR: -0.01706161799999994 + CHORUSQEDRADCOR: 0.07854460200000002 - stat: 0.0421 sys: 0.0595 + CHORUSISOTARGCOR: -0.01590241599999992 + CHORUSQEDRADCOR: 0.07837743999999999 - stat: 0.0378 sys: 0.0463 + CHORUSISOTARGCOR: -0.01198537999999993 + CHORUSQEDRADCOR: 0.06087073999999997 - stat: 0.0412 sys: 0.0634 + CHORUSISOTARGCOR: -0.03796754000000009 + CHORUSQEDRADCOR: 0.078283972 - stat: 0.040400000000000005 sys: 0.0591 + CHORUSISOTARGCOR: -0.034443288 + CHORUSQEDRADCOR: 0.07638112800000002 - stat: 0.0374 sys: 0.0606 + CHORUSISOTARGCOR: -0.02849567000000001 + CHORUSQEDRADCOR: 0.06629740100000003 - stat: 0.0344 sys: 0.0451 + CHORUSISOTARGCOR: -0.02324394000000004 + CHORUSQEDRADCOR: 0.05717883000000003 - stat: 0.032100000000000004 sys: 0.0334 + CHORUSISOTARGCOR: -0.01855699400000003 + CHORUSQEDRADCOR: 0.04539905599999999 - stat: 0.0365 sys: 0.0521 + CHORUSISOTARGCOR: -0.04937980700000002 + CHORUSQEDRADCOR: 0.05557751300000002 - stat: 0.034 sys: 0.0409 + CHORUSISOTARGCOR: -0.04051968499999995 + CHORUSQEDRADCOR: 0.05040253499999995 - stat: 0.0339 sys: 0.0445 + CHORUSISOTARGCOR: -0.03883467399999996 + CHORUSQEDRADCOR: 0.05170038199999996 - stat: 0.03 sys: 0.0368 + CHORUSISOTARGCOR: -0.02874002999999995 + CHORUSQEDRADCOR: 0.04121442599999997 - stat: 0.0253 sys: 0.0215 + CHORUSISOTARGCOR: -0.02005416 + CHORUSQEDRADCOR: 0.02865918000000002 - stat: 0.033600000000000005 sys: 0.0411 + CHORUSISOTARGCOR: -0.05159290399999997 + CHORUSQEDRADCOR: 0.03264304500000004 - stat: 0.0328 sys: 0.0346 + CHORUSISOTARGCOR: -0.04626886200000008 + CHORUSQEDRADCOR: 0.03470389999999998 - stat: 0.0303 sys: 0.0342 + CHORUSISOTARGCOR: -0.03741691499999994 + CHORUSQEDRADCOR: 0.03119444100000001 - stat: 0.0268 sys: 0.0273 + CHORUSISOTARGCOR: -0.02842938000000001 + CHORUSQEDRADCOR: 0.02654586000000002 - stat: 0.023 sys: 0.0166 + CHORUSISOTARGCOR: -0.01931418000000001 + CHORUSQEDRADCOR: 0.01851894000000001 - stat: 0.0323 sys: 0.032 + CHORUSISOTARGCOR: -0.05557502699999993 + CHORUSQEDRADCOR: 0.01981787200000005 - stat: 0.0311 sys: 0.030699999999999998 + CHORUSISOTARGCOR: -0.04863408000000001 + CHORUSQEDRADCOR: 0.02275495199999996 - stat: 0.0274 sys: 0.0263 + CHORUSISOTARGCOR: -0.03539189100000001 + CHORUSQEDRADCOR: 0.019327229 - stat: 0.0227 sys: 0.022 + CHORUSISOTARGCOR: -0.02354112100000004 + CHORUSQEDRADCOR: 0.015106579 - stat: 0.020200000000000003 sys: 0.0222 + CHORUSISOTARGCOR: -0.01622757500000001 + CHORUSQEDRADCOR: 0.01117935000000001 - 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stat: 0.0098 sys: 0.017499999999999998 + CHORUSISOTARGCOR: 0.012396806 + CHORUSQEDRADCOR: -0.005375374 diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py index b755688f26..a62f6559ff 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py @@ -10,13 +10,13 @@ # Normalization factor, to match old implementation # Most likely due to the Branching Ratio NORM = 0.82 +BR_ERR = 0.012 + M_P = 0.938 # NOTE: Systematic uncertainties which is estimated as in the legacy variant, # as a factor of 15 %, see old buildmaster. SYST_ERR = 0.15 -BR_ERR = 0.012 - def read_tables(): """Read Hepdata table.""" From 34c6c039cea16ca7ba5fc7178be3ddb840ef1a79 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Tue, 3 Dec 2024 10:16:33 +0000 Subject: [PATCH 050/138] Edited metadat and validphys scripts for plotting, fixed bug in filter_utils --- .../ATLAS_WPWM_7TEV_46FB/filter_utils.py | 6 +- .../ATLAS_WPWM_7TEV_46FB/kinematics.yaml | 66 +++++++++---------- .../ATLAS_WPWM_7TEV_46FB/metadata.yaml | 10 +-- validphys2/src/validphys/commondataparser.py | 2 + validphys2/src/validphys/process_options.py | 4 +- 5 files changed, 45 insertions(+), 43 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py index f6e95d1032..127caa270c 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py @@ -68,13 +68,13 @@ def get_kinematics(): for i, M in enumerate(input_2["independent_variables"][0]['values']): kin_value = { - 'k1': { + 'abs_eta': { 'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None, }, # absolute lepton eta - 'k2': {'min': None, 'mid': 6463.838404, 'max': None}, - 'k3': {'min': None, 'mid': 7000.0, 'max': None}, + 'm_W2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, } kin.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml index 61d3f45801..d058f7e862 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -131,135 +131,135 @@ bins: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.105 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.315 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.525 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 0.735 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 9.45000000e-01 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.21 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.445 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.63 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 1.845 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 2.065 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null -- k1: +- abs_eta: min: null mid: 2.34 max: null - k2: + m_W2: min: null mid: 6.46383840e+03 max: null - k3: + sqrts: min: null mid: 7000.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index b29b3a2b40..9b9524e257 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -1,5 +1,5 @@ setname: ATLAS_WPWM_7TEV_46FB -version: 1 +version: 2 version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY CC @@ -57,22 +57,22 @@ implemented_observables: - $W^-$ - $W^-$ - $W^-$ - plot_x: k1 + plot_x: abs_eta kinematic_coverage: - abs_eta - m_W2 - sqrts kinematics: variables: - k1: + abs_eta: description: Absolute lepton pseudorapidity label: abs_eta units: '' - k2: + m_W2: description: Squared mass of the W boson label: m_W2 units: 'GeV2' - k3: + sqrts: description: Square root of the center of mass energy label: sqrts units: 'GeV' diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 6ed4779250..a004dfab49 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -112,6 +112,7 @@ def _quick_yaml_load(filepath): "SHP_ASY": ("$\\eta$", "$p_T (GeV)$", "$\\sqrt{s} (GeV)$"), "JET_POL": ("$\\eta$", "$p_T^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), "DIJET_POL": ("$\\m_{1,2} (GeV)", "$\\eta_1$", "$\\eta_2$"), + "DY_W_ETA": ("$abs_\\eta$", "$M_W^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), } PROCESS_DESCRIPTION_LABEL = { @@ -139,6 +140,7 @@ def _quick_yaml_load(filepath): "JET_POL": "Inclusive Jet longitudinal double-spin asymmetry", "DIJET_POL": "Dijets longitudinal double-spin asymmetry", "SHP_ASY": "double spin asymmetry in single hadron production", + "DY_W_ETA": "Drell-Yan W boson rapidity distribution", } diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index ec3cd7da5c..586e201ac4 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -234,7 +234,7 @@ def _dyboson_xq2map(kin_info): originating from a W boson DY process. """ mass2 = kin_info.get_one_of(_Vars.m_W2, _Vars.m_Z2) - eta = kin_info.get_one_of(_Vars.eta, _Vars.y) + eta = kin_info.get_one_of(_Vars.eta, _Vars.abs_eta, _Vars.y) sqrts = kin_info[_Vars.sqrts] # eta = y for massless particles @@ -351,7 +351,7 @@ def _dybosonpt_xq2map(kin_dict): DY_2L = _Process( "DY_2L", "DY W or Z -> 2 leptons ", - accepted_variables=(_Vars.y, _Vars.eta, _Vars.m_W2, _Vars.m_Z2, _Vars.sqrts), + accepted_variables=(_Vars.y, _Vars.abs_eta, _Vars.m_W2, _Vars.m_Z2, _Vars.sqrts), xq2map_function=_dyboson_xq2map, ) From c348992f050bfacca0bed77b32354b9223a2c377 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 3 Dec 2024 16:17:07 +0100 Subject: [PATCH 051/138] NMC and BCDMS as new observables --- .../data_rqcd.yaml | 0 .../data_rzero.yaml | 0 .../filter.py | 2 +- .../kinematics_EM-F2-HEPDATA.yaml} | 0 .../BCDMS_NC_NOTFIXED_D/metadata.yaml | 67 +++++++++++++++-- .../rawdata/Table10.csv | 0 .../rawdata/Table11.csv | 0 .../rawdata/Table12.csv | 0 .../rawdata/Table13.csv | 0 .../rawdata/Table14.csv | 0 .../rawdata/Table15.csv | 0 .../rawdata/Table16.csv | 0 .../rawdata/Table17.csv | 0 .../rawdata/Table18.csv | 0 .../rawdata/Table19.csv | 0 .../rawdata/Table2.csv | 0 .../rawdata/Table20.csv | 0 .../rawdata/Table21.csv | 0 .../rawdata/Table22.csv | 0 .../rawdata/Table23.csv | 0 .../rawdata/Table3.csv | 0 .../rawdata/Table4.csv | 0 .../rawdata/Table5.csv | 0 .../rawdata/Table6.csv | 0 .../rawdata/Table7.csv | 0 .../rawdata/Table8.csv | 0 .../rawdata/Table9.csv | 0 .../uncertainties_rqcd.yaml | 0 .../uncertainties_rzero.yaml | 0 .../BCDMS_NC_NOTFIXED_D_HEPDATA/metadata.yaml | 69 ----------------- .../data_rqcd.yaml | 0 .../data_rzero.yaml | 0 .../filter.py | 2 +- .../kinematics_EM-F2-HEPDATA.yaml} | 0 .../BCDMS_NC_NOTFIXED_P/metadata.yaml | 73 ++++++++++++++++-- .../rawdata/Table10.csv | 0 .../rawdata/Table11.csv | 0 .../rawdata/Table12.csv | 0 .../rawdata/Table13.csv | 0 .../rawdata/Table14.csv | 0 .../rawdata/Table15.csv | 0 .../rawdata/Table16.csv | 0 .../rawdata/Table17.csv | 0 .../rawdata/Table18.csv | 0 .../rawdata/Table19.csv | 0 .../rawdata/Table2.csv | 0 .../rawdata/Table20.csv | 0 .../rawdata/Table21.csv | 0 .../rawdata/Table22.csv | 0 .../rawdata/Table23.csv | 0 .../rawdata/Table3.csv | 0 .../rawdata/Table4.csv | 0 .../rawdata/Table5.csv | 0 .../rawdata/Table6.csv | 0 .../rawdata/Table7.csv | 0 .../rawdata/Table8.csv | 0 .../rawdata/Table9.csv | 0 .../uncertainties_rqcd.yaml | 0 .../uncertainties_rzero.yaml | 0 .../BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 75 ------------------- .../data_EM-F2-HEPDATA.yaml} | 0 .../filter.py | 0 .../kinematics_EM-F2-HEPDATA.yaml} | 0 .../metadata.yaml | 12 +-- .../rawdata/Table17.csv | 0 .../rawdata/Table18.csv | 0 .../rawdata/Table19.csv | 0 .../rawdata/Table20.csv | 0 .../rawdata/Table21.csv | 0 .../rawdata/Table22.csv | 0 .../rawdata/Table23.csv | 0 .../rawdata/Table24.csv | 0 .../rawdata/Table25.csv | 0 .../rawdata/Table26.csv | 0 .../rawdata/Table27.csv | 0 .../rawdata/Table28.csv | 0 .../rawdata/Table29.csv | 0 .../rawdata/Table30.csv | 0 .../rawdata/Table31.csv | 0 .../rawdata/Table32.csv | 0 .../uncertainties_EM-F2-HEPDATA.yaml} | 0 .../data_EM-F2-HEPDATA.yaml} | 0 .../filter.py | 0 .../kinematics_EM-F2-HEPDATA.yaml} | 0 .../NMC_NC_NOTFIXED_P/metadata.yaml | 53 ++++++++++++- .../rawdata/Table1.csv | 0 .../rawdata/Table10.csv | 0 .../rawdata/Table11.csv | 0 .../rawdata/Table12.csv | 0 .../rawdata/Table13.csv | 0 .../rawdata/Table14.csv | 0 .../rawdata/Table15.csv | 0 .../rawdata/Table16.csv | 0 .../rawdata/Table2.csv | 0 .../rawdata/Table3.csv | 0 .../rawdata/Table4.csv | 0 .../rawdata/Table5.csv | 0 .../rawdata/Table6.csv | 0 .../rawdata/Table7.csv | 0 .../rawdata/Table8.csv | 0 .../rawdata/Table9.csv | 0 .../uncertainties_EM-F2-HEPDATA.yaml} | 0 .../NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml | 60 --------------- 103 files changed, 185 insertions(+), 228 deletions(-) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/data_rqcd.yaml (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/data_rzero.yaml (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/filter.py (97%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml => BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table10.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table11.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table12.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table13.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table14.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table15.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table16.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table17.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table18.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table19.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table2.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table20.csv (100%) rename nnpdf_data/nnpdf_data/commondata/{BCDMS_NC_NOTFIXED_D_HEPDATA => BCDMS_NC_NOTFIXED_D}/rawdata/Table21.csv 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delete mode 100644 nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rqcd.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rqcd.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rzero.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/data_rzero.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py similarity index 97% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py index 037144c07f..e0d7cd800a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py @@ -76,7 +76,7 @@ def write_files(df, variant): } kin.append(kin_value) kinematics_yaml = {"bins": kin} - with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + with open(HERE / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: yaml.dump(kinematics_yaml, file, sort_keys=False) # loop on data points diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/kinematics.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml index 34778f576a..feef7d0e9a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml @@ -1,17 +1,17 @@ setname: BCDMS_NC_NOTFIXED_D -version: 2 -version_comment: Port of old commondata +version: 3 +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) deuteron, averaged on $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/194232 journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/285497 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins285497 + version: 1 implemented_observables: - observable_name: EM-F2 observable: @@ -77,3 +77,58 @@ implemented_observables: experiment: DEUTERON data_central: data_legacy_EM-F2.yaml ported_from: BCDMSD +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on deuteron target. + label: BCDMS $d$ + units: '' + process_type: DIS_NC + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] + npoints: [] + ndata: 159 + data_uncertainties: [] + data_central: data_rqcd.yaml + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: BCDMS $d$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_D_F2_HEPDATA + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + experiment: BCDMS + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml + experiment: BCDMS diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table10.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table10.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table10.csv diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D_HEPDATA/rawdata/Table11.csv 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@@ -setname: BCDMS_NC_NOTFIXED_D_HEPDATA -version: 1 -version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) deuteron, averaged on $\sqrt{s}$ -nnpdf_metadata: - nnpdf31_process: DIS NC - experiment: BCDMS -arXiv: - url: https://arxiv.org/abs/ - journal: Phys. Lett. B223 (1989) 485 -iNSPIRE: - url: https://inspirehep.net/literature/285497 -hepdata: - url: https://www.hepdata.net/record/ins285497 - version: 1 - -implemented_observables: -- observable_name: EM-F2 - observable: - description: Deep Inelastic Scattering F2 on deuteron target. - label: BCDMS $d$ - units: '' - process_type: DIS_NC - tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] - npoints: [] - ndata: 159 - data_uncertainties: [] - data_central: data_rqcd.yaml - kinematic_coverage: - - x - - Q2 - kinematics: - variables: - x: - description: Bjorken x - label: $x$ - units: '' - Q2: - description: Momentum transfer - label: '$Q^2$' - units: '$GeV^2$' - file: kinematics.yaml - plotting: - kinematics_override: identity - dataset_label: BCDMS $d$ - y_label: $F_2(x,Q^2)$ - result_transform: qbindis - y_scale: symlog - line_by: - - x - normalize: - y_scale: linear - line_by: [] - figure_by: - - x - plot_x: Q2 - theory: - conversion_factor: 1.0 - operation: 'NULL' - FK_tables: - - - BCDMS_NC_D_HEPDATA_F2 - variants: - rzero: - data_uncertainties: - - uncertainties_rzero.yaml - data_central: data_rzero.yaml - rqcd: - data_uncertainties: - - uncertainties_rqcd.yaml - data_central: data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rqcd.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rqcd.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rzero.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/data_rzero.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py similarity index 98% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py index 93ad6b34c2..7d7b87e72a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py @@ -88,7 +88,7 @@ def write_files(df, variant): } kin.append(kin_value) kinematics_yaml = {"bins": kin} - with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + with open(HERE / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: yaml.dump(kinematics_yaml, file, sort_keys=False) # loop on data points diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/kinematics.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index 525390c5ed..eae8299c1a 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -1,17 +1,17 @@ setname: BCDMS_NC_NOTFIXED_P -version: 2 -version_comment: Port of old commondata +version: 3 +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) proton, averaged on $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/194232 journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/276661 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins276661 + version: 1 implemented_observables: - observable_name: EM-F2 observable: @@ -78,3 +78,64 @@ implemented_observables: experiment: DEUTERON data_central: data_legacy_EM-F2.yaml ported_from: BCDMSP +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on proton target. + label: BCDMS $p$ + units: '' + process_type: DIS_NC + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] + npoints: [] + ndata: 177 + data_uncertainties: [] + data_central: data_rqcd.yaml + kinematic_coverage: + - x + - Q2 + - y + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: Inelasticity + label: '$y$' + units: '' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: BCDMS $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + - y + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_EM_P_F2_HEPDATA + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + experiment: BCDMS + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml + experiment: BCDMS \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table10.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table10.csv diff --git 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b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rqcd.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rqcd.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rzero.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/uncertainties_rzero.yaml rename to nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml deleted file mode 100644 index 59dfd4cd9a..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ /dev/null @@ -1,75 +0,0 @@ -setname: BCDMS_NC_NOTFIXED_P_HEPDATA -version: 1 -version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) proton, averaged on $\sqrt{s}$ -nnpdf_metadata: - nnpdf31_process: DIS NC - experiment: BCDMS -arXiv: - url: https://cds.cern.ch/record/194232 - journal: Phys. Lett. B223 (1989) 485 -iNSPIRE: - url: https://inspirehep.net/literature/276661 -hepdata: - url: https://www.hepdata.net/record/ins276661 - version: 1 - -implemented_observables: -- observable_name: EM-F2 - observable: - description: Deep Inelastic Scattering F2 on proton target. - label: BCDMS $p$ - units: '' - process_type: DIS_NC - tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] - npoints: [] - ndata: 177 - data_uncertainties: [] - data_central: data_rqcd.yaml - kinematic_coverage: - - x - - Q2 - - y - kinematics: - variables: - x: - description: Bjorken x - label: $x$ - units: '' - Q2: - description: Momentum transfer - label: '$Q^2$' - units: '$GeV^2$' - y: - description: Inelasticity - label: '$y$' - units: '' - file: kinematics.yaml - plotting: - kinematics_override: identity - dataset_label: BCDMS $p$ - y_label: $F_2(x,Q^2)$ - result_transform: qbindis - y_scale: symlog - line_by: - - x - normalize: - y_scale: linear - line_by: [] - figure_by: - - x - - y - plot_x: Q2 - theory: - conversion_factor: 1.0 - operation: 'NULL' - FK_tables: - - - BCDMS_NC_EM_P_HEPDATA_F2 - variants: - rzero: - data_uncertainties: - - uncertainties_rzero.yaml - data_central: data_rzero.yaml - rqcd: - data_uncertainties: - - uncertainties_rqcd.yaml - data_central: data_rqcd.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/data_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/data.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/data_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/filter.py similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/filter.py rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/filter.py diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/kinematics.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml similarity index 85% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml index 4ae19e79d1..7b217233d9 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D_HEPDATA/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml @@ -1,4 +1,4 @@ -setname: NMC_NC_NOTFIXED_D_HEPDATA +setname: NMC_NC_NOTFIXED_D version: 1 version_comment: Hepdata implementation of F2 deuteron averaged over different $\sqrt{s}$. nnpdf_metadata: @@ -13,7 +13,7 @@ hepdata: url: https://www.hepdata.net/record/ins424154 version: 1 implemented_observables: -- observable_name: EM-F2 +- observable_name: EM-F2-HEPDATA observable: description: Deep Inelastic Scattering F2 on deuteron target. label: NMC $d$ @@ -35,7 +35,7 @@ implemented_observables: description: Momentum transfer label: '$Q^2$' units: '$GeV^2$' - file: kinematics.yaml + file: kinematics_EM-F2-HEPDATA.yaml plotting: kinematics_override: identity dataset_label: NMC $d$ @@ -54,7 +54,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - NMC_NC_D_HEPDATA_F2 + - - NMC_NC_D_F2_HEPDATA data_uncertainties: - - uncertainties.yaml - data_central: data.yaml \ No newline at end of file + - uncertainties_EM-F2-HEPDATA.yaml + data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file diff --git 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b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/kinematics.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml index 5bedf8633d..b8d8f8e431 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml @@ -1,6 +1,6 @@ setname: NMC_NC_NOTFIXED_P -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Hepdata implementation of F2 proton averaged over different $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: NMC @@ -8,9 +8,9 @@ arXiv: url: https://arxiv.org/abs/hep-ph/9610231 journal: Nucl. Phys. B483 (1997) 3 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/424154 hepdata: - url: 10.17182/hepdata.32750.v1 + url: https://www.hepdata.net/record/ins424154 version: -1 implemented_observables: - observable_name: EM-SIGMARED @@ -71,3 +71,48 @@ implemented_observables: - uncertainties_legacy_EM-SIGMARED.yaml data_central: data_legacy_EM-SIGMARED.yaml ported_from: NMC +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on proton target. + label: NMC $p$ + units: '' + process_type: DIS_NC + tables: [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] + npoints: [] + ndata: 158 + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: NMC $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - NMC_NC_P_F2_HEPDATA + data_uncertainties: + - uncertainties_EM-F2-HEPDATA.yaml + data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table1.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table1.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table1.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table10.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table10.csv rename to 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b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table16.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table16.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table16.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table2.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table2.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table2.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table3.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table3.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table3.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table4.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table4.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table4.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table5.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table5.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table5.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table6.csv similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table6.csv rename to 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nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/rawdata/Table9.csv rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table9.csv diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/uncertainties_EM-F2-HEPDATA.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/uncertainties.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/uncertainties_EM-F2-HEPDATA.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml deleted file mode 100644 index dd6ee776e2..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P_HEPDATA/metadata.yaml +++ /dev/null @@ -1,60 +0,0 @@ -setname: NMC_NC_NOTFIXED_P_HEPDATA -version: 1 -version_comment: Hepdata implementation of F2 proton averaged over different $\sqrt{s}$. -nnpdf_metadata: - nnpdf31_process: DIS NC - experiment: NMC -arXiv: - url: https://arxiv.org/abs/hep-ph/9610231 - journal: Nucl. Phys. B483 (1997) 3 -iNSPIRE: - url: https://inspirehep.net/literature/424154 -hepdata: - url: https://www.hepdata.net/record/ins424154 - version: 1 -implemented_observables: -- observable_name: EM-F2 - observable: - description: Deep Inelastic Scattering F2 on proton target. - label: NMC $p$ - units: '' - process_type: DIS_NC - tables: [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] - npoints: [] - ndata: 158 - kinematic_coverage: - - x - - Q2 - kinematics: - variables: - x: - description: Bjorken x - label: $x$ - units: '' - Q2: - description: Momentum transfer - label: '$Q^2$' - units: '$GeV^2$' - file: kinematics.yaml - plotting: - kinematics_override: identity - dataset_label: NMC $p$ - y_label: $F_2(x,Q^2)$ - result_transform: qbindis - y_scale: symlog - line_by: - - x - normalize: - y_scale: linear - line_by: [] - figure_by: - - x - plot_x: Q2 - theory: - conversion_factor: 1.0 - operation: 'NULL' - FK_tables: - - - NMC_NC_P_HEPDATA_F2 - data_uncertainties: - - uncertainties.yaml - data_central: data.yaml \ No newline at end of file From 3660158805ed5e94fcee8bec112fadc009128279 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 3 Dec 2024 16:19:17 +0100 Subject: [PATCH 052/138] utils fix --- nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py index 8c72cf8bbb..364a9c902d 100644 --- a/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py +++ b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py @@ -29,7 +29,7 @@ def write_files(df, store_path): # Write central data data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} - with open(store_path / "data.yaml", "w", encoding="utf-8") as file: + with open(store_path / "data_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: yaml.dump(data_central_yaml, file) # Write kin file @@ -41,7 +41,7 @@ def write_files(df, store_path): } kin.append(kin_value) kinematics_yaml = {"bins": kin} - with open(store_path / "kinematics.yaml", "w", encoding="utf-8") as file: + with open(store_path / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: yaml.dump(kinematics_yaml, file, sort_keys=False) # loop on data points @@ -55,5 +55,5 @@ def write_files(df, store_path): error.append(e) uncertainties_yaml = {"definitions": error_definition, "bins": error} - with open(store_path / "uncertainties.yaml", "w", encoding="utf-8") as file: + with open(store_path / "uncertainties_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: yaml.dump(uncertainties_yaml, file, sort_keys=False) From 67ca8d4353962ead3dd8b3e3cca8139422ee02b8 Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Tue, 3 Dec 2024 16:34:25 +0100 Subject: [PATCH 053/138] make fktables names more uniform --- nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py | 2 +- .../nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml | 2 +- nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py | 2 +- .../nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml | 2 +- .../nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml | 2 +- .../nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py index e0d7cd800a..c14aa41376 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py @@ -1,5 +1,5 @@ """ -Implement BCDMS_NC_NOTFIXED_D_HEPDATA data form Hepdata reference. +Implement BCDMS_NC_NOTFIXED_D_EM-F2-HEPDATA data form Hepdata reference. We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. The legacy implementation of BCDMS_NC_NOTFIXED_D is given by the not averaged $\sqrt{s}$ for R=0, so it has almost twice number of datapoints. diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml index feef7d0e9a..9166dd5a21 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml @@ -120,7 +120,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - BCDMS_NC_D_F2_HEPDATA + - - BCDMS_NC_D_EM_F2_HEPDATA variants: rzero: data_uncertainties: diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py index 7d7b87e72a..6e18c13028 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py @@ -1,5 +1,5 @@ r""" -Implement BCDMS_NC_NOTFIXED_P_HEPDATA data form Hepdata reference. +Implement BCDMS_NC_NOTFIXED_P_EM-F2-HEPDATA data form Hepdata reference. We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the not averaged $\sqrt{s}$ for R=0, so it has almost twice number of datapoints. diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index eae8299c1a..2601f560ab 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -127,7 +127,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - BCDMS_NC_EM_P_F2_HEPDATA + - - BCDMS_NC_P_EM_F2_HEPDATA variants: rzero: data_uncertainties: diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml index 7b217233d9..a74bf02aac 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml @@ -54,7 +54,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - NMC_NC_D_F2_HEPDATA + - - NMC_NC_D_EM_F2_HEPDATA data_uncertainties: - uncertainties_EM-F2-HEPDATA.yaml data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml index b8d8f8e431..33dd97ed79 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml @@ -112,7 +112,7 @@ implemented_observables: conversion_factor: 1.0 operation: 'NULL' FK_tables: - - - NMC_NC_P_F2_HEPDATA + - - NMC_NC_P_EM_F2_HEPDATA data_uncertainties: - uncertainties_EM-F2-HEPDATA.yaml data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file From fa3f92b912853b9cc608cfc3f81673ab805d2ceb Mon Sep 17 00:00:00 2001 From: juacrumar Date: Wed, 4 Dec 2024 07:49:36 +0100 Subject: [PATCH 054/138] yet another change to appease plotoptions --- validphys2/src/validphys/commondataparser.py | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index cfb146690f..7e4875d997 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -37,7 +37,7 @@ """ import dataclasses -from functools import cached_property, cache +from functools import cache, cached_property import logging from operator import attrgetter from pathlib import Path @@ -652,10 +652,6 @@ def is_ported_dataset(self): if self.ported_from is None: return False - # If it is using a legacy variant and has a ported_from field, then it is a ported one - if self.applied_variant is not None and self.applied_variant.startswith("legacy"): - return True - # If not using a legacy variant, we consider it ported if the kin variables are still k1,k2,k3 return {"k1", "k2", "k3"} == set(self.kinematic_coverage) @@ -740,6 +736,18 @@ def _plotting_options_set(self): new_line_by.append(self.digest_plotting_variable(var)) self.plotting.line_by = new_line_by + # And do it also within the normalize dictionary + if self.plotting.normalize is not None: + # Copy the normalize dictionary and update the figure and line by + tmp = dict(self.plotting.normalize) + tmp["figure_by"] = [] + tmp["line_by"] = [] + for var in self.plotting.normalize.get("figure_by", []): + tmp["figure_by"].append(self.digest_plotting_variable(var)) + for var in self.plotting.normalize.get("line_by", []): + tmp["line_by"].append(self.digest_plotting_variable(var)) + self.plotting.normalize = tmp + self.plotting.already_digested = True return self.plotting From 57b53048b6e797f27cd398dce0eb196da6dc5abb Mon Sep 17 00:00:00 2001 From: giacomomagni Date: Thu, 24 Oct 2024 16:09:50 +0200 Subject: [PATCH 055/138] exterminate k1,k2,k3 from legacy data --- .../BCDMS_NC_NOTFIXED_D/kinematics_EM-F2.yaml | 1524 ++++++------ .../BCDMS_NC_NOTFIXED_D/metadata.yaml | 36 +- .../BCDMS_NC_NOTFIXED_P/kinematics_EM-F2.yaml | 2106 ++++++++--------- .../BCDMS_NC_NOTFIXED_P/metadata.yaml | 36 +- .../kinematics_EM-SIGMARED.yaml | 1752 +++++++------- .../NMC_NC_NOTFIXED_P/metadata.yaml | 36 +- .../SLAC_NC_NOTFIXED_D/kinematics_EM-F2.yaml | 1266 +++++----- .../SLAC_NC_NOTFIXED_D/metadata.yaml | 32 +- .../SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml | 1266 +++++----- .../SLAC_NC_NOTFIXED_P/metadata.yaml | 32 +- 10 files changed, 4043 insertions(+), 4043 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2.yaml index b15df95b1b..613e529de9 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2.yaml @@ -1,3049 +1,3049 @@ bins: -- k1: +- x: min: null mid: 0.07 max: null - k2: + Q2: min: null mid: 8.75 max: null - k3: + y: min: null mid: 0.5666 max: null -- k1: +- x: min: null mid: 0.07 max: null - k2: + Q2: min: null mid: 10.25 max: null - k3: + y: min: null mid: 0.6637 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 10.25 max: null - k3: + y: min: null mid: 0.4646 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 11.75 max: null - k3: + y: min: null mid: 0.5326 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 13.25 max: null - k3: + y: min: null mid: 0.6006 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 11.75 max: null - k3: + y: min: null mid: 0.3804 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 13.25 max: null - k3: + y: min: null mid: 0.429 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 15.0 max: null - k3: + y: min: null mid: 0.4856 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 17.0 max: null - k3: + y: min: null mid: 0.5504001 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 19.0 max: null - k3: + y: min: null mid: 0.6152 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 11.75 max: null - k3: + y: min: null mid: 0.2959 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 13.25 max: null - k3: + y: min: null mid: 0.3337 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 15.0 max: null - k3: + y: min: null mid: 0.3777 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 17.0 max: null - k3: + y: min: null mid: 0.4281 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 19.0 max: null - k3: + y: min: null mid: 0.4785 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 21.5 max: null - k3: + y: min: null mid: 0.5414001 max: null -- k1: +- x: min: null mid: 0.18 max: null - 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k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2944 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.3434 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4088 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.5204 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.6839001 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1469 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1688 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.1933 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2216 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2551 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.2976 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.3543 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.451 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.5927001 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml index 9166dd5a21..3923de32c1 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: BCDMS $d$ units: '' - process_type: DIS_F2D + process_type: DIS_NC tables: [] npoints: [] ndata: 254 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: BCDMS $d$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,31 +31,31 @@ implemented_observables: data_reference: bcdms2 y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - - k3 - plot_x: k2 + - x + - y + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2.yaml index a19a2c7d0c..aafd69a20c 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2.yaml @@ -1,4213 +1,4213 @@ bins: -- k1: +- x: min: null mid: 0.07 max: null - 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k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2546 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2931 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.3419 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4071 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.5181 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.6809 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1463 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1681 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.1924 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2207 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.254 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.2964 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.3528 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.449 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.5901 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index 2601f560ab..7a75bce07f 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: BCDMS $p$ units: '' - process_type: DIS_F2P + process_type: DIS_NC tables: [] npoints: [] ndata: 351 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: BCDMS $p$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,31 +31,31 @@ implemented_observables: data_reference: bcdms1 y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - - k3 - plot_x: k2 + - x + - y + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-SIGMARED.yaml index 64a4cc200c..55bbdb04a7 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-SIGMARED.yaml @@ -1,3505 +1,3505 @@ bins: -- k1: +- x: min: null mid: 0.0078 max: null - k2: + Q2: min: null mid: 0.8 max: null - k3: + y: min: null mid: 0.635 max: null -- k1: +- x: min: null mid: 0.0092 max: null - k2: + Q2: min: null mid: 1.09 max: null - k3: + y: min: null mid: 0.709 max: null -- k1: +- x: min: null mid: 0.012 max: null - k2: + Q2: min: null mid: 0.9 max: null - k3: + y: min: null mid: 0.462 max: null -- k1: +- x: min: null mid: 0.0125 max: null - k2: + Q2: min: null mid: 1.22 max: null - k3: + y: min: null mid: 0.596 max: null -- k1: +- x: min: null mid: 0.0139 max: null - k2: + Q2: min: null mid: 1.62 max: null - k3: + y: min: null mid: 0.703 max: null -- k1: +- x: min: null mid: 0.0173 max: null - k2: + Q2: min: null mid: 1.27 max: null - k3: + y: min: null mid: 0.448 max: null -- k1: +- x: min: null mid: 0.0176 max: null - k2: + Q2: min: null mid: 1.72 max: null - k3: + y: min: null mid: 0.593 max: null -- k1: +- x: min: null mid: 0.0185 max: null - k2: + Q2: min: null mid: 2.16 max: null - k3: + y: min: null mid: 0.703 max: null -- k1: +- x: min: null mid: 0.0246 max: null - k2: + Q2: min: null mid: 1.28 max: null - k3: + y: min: null mid: 0.32 max: null -- k1: +- x: min: null mid: 0.0247 max: null - k2: + Q2: min: null mid: 1.75 max: null - k3: + y: min: null mid: 0.437 max: null -- k1: +- x: min: null mid: 0.0254 max: null - k2: + Q2: min: null mid: 2.35 max: null - k3: + y: min: null mid: 0.565 max: null -- k1: +- x: min: null mid: 0.0276 max: null - k2: + Q2: min: null mid: 3.24 max: null - k3: + y: min: null mid: 0.707 max: null -- k1: +- x: min: null mid: 0.0348 max: null - k2: + Q2: min: null mid: 1.3 max: null - k3: + y: min: null mid: 0.231 max: null -- k1: +- x: min: null mid: 0.0348 max: null - k2: + Q2: min: null mid: 1.76 max: null - k3: + y: min: null mid: 0.309 max: null -- k1: +- x: min: null mid: 0.0349 max: null - k2: + Q2: min: null mid: 2.44 max: null - k3: + y: min: null mid: 0.427 max: null -- k1: +- x: min: null mid: 0.0355 max: null - k2: + Q2: min: null mid: 3.34 max: null - k3: + y: min: null mid: 0.57 max: null -- k1: +- x: min: null mid: 0.0364 max: null - 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k2: + Q2: min: null mid: 1.77 max: null - k3: + y: min: null mid: 0.156 max: null -- k1: +- x: min: null mid: 0.0694 max: null - k2: + Q2: min: null mid: 2.48 max: null - k3: + y: min: null mid: 0.219 max: null -- k1: +- x: min: null mid: 0.0696 max: null - k2: + Q2: min: null mid: 3.45 max: null - k3: + y: min: null mid: 0.303 max: null -- k1: +- x: min: null mid: 0.0703 max: null - k2: + Q2: min: null mid: 4.42 max: null - k3: + y: min: null mid: 0.382 max: null -- k1: +- x: min: null mid: 0.0703 max: null - k2: + Q2: min: null mid: 5.38 max: null - k3: + y: min: null mid: 0.463 max: null -- k1: +- x: min: null mid: 0.0712 max: null - k2: + Q2: min: null mid: 6.38 max: null - k3: + y: min: null mid: 0.536 max: null -- k1: +- x: min: null mid: 0.0903 max: null - k2: + Q2: min: null mid: 1.38 max: null - k3: + y: min: null mid: 0.095 max: null -- k1: +- x: min: null mid: 0.09 max: null - k2: + Q2: min: null mid: 1.76 max: null - k3: + y: min: null mid: 0.121 max: null -- k1: +- x: min: null mid: 0.0898 max: null - k2: + Q2: min: null mid: 2.47 max: null - k3: + y: min: null mid: 0.169 max: null -- k1: +- x: min: null mid: 0.0898 max: null - k2: + Q2: min: null mid: 3.46 max: null - k3: + y: min: null mid: 0.236 max: null -- k1: +- x: min: null mid: 0.09 max: null - k2: + Q2: min: null mid: 4.43 max: null - k3: + y: min: null mid: 0.299 max: null -- k1: +- x: min: null mid: 0.0903 max: null - k2: + Q2: min: null mid: 5.44 max: null - k3: + y: min: null mid: 0.366 max: null -- k1: +- x: min: null mid: 0.0897 max: null - k2: + Q2: min: null mid: 6.5 max: null - k3: + y: min: null mid: 0.436 max: null -- k1: +- x: min: null mid: 0.1091 max: null - k2: + Q2: min: null mid: 1.78 max: null - k3: + y: min: null mid: 0.101 max: null -- k1: +- x: min: null mid: 0.1097 max: null - k2: + Q2: min: null mid: 2.49 max: null - k3: + y: min: null mid: 0.14 max: null -- k1: +- x: min: null mid: 0.1099 max: null - k2: + Q2: min: null mid: 3.48 max: null - k3: + y: min: null mid: 0.193 max: null -- k1: +- x: min: null mid: 0.11 max: null - 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k2: + Q2: min: null mid: 8.88 max: null - k3: + y: min: null mid: 0.684 max: null -- k1: +- x: min: null mid: 0.0279 max: null - k2: + Q2: min: null mid: 10.79 max: null - k3: + y: min: null mid: 0.745 max: null -- k1: +- x: min: null mid: 0.0347 max: null - k2: + Q2: min: null mid: 4.48 max: null - k3: + y: min: null mid: 0.253 max: null -- k1: +- x: min: null mid: 0.0348 max: null - k2: + Q2: min: null mid: 5.49 max: null - k3: + y: min: null mid: 0.308 max: null -- k1: +- x: min: null mid: 0.0348 max: null - k2: + Q2: min: null mid: 6.86 max: null - k3: + y: min: null mid: 0.383 max: null -- k1: +- x: min: null mid: 0.0345 max: null - k2: + Q2: min: null mid: 9.03 max: null - k3: + y: min: null mid: 0.512 max: null -- k1: +- x: min: null mid: 0.0348 max: null - k2: + Q2: min: null mid: 11.44 max: null - k3: + y: min: null mid: 0.641 max: null -- k1: +- x: min: null mid: 0.0369 max: null - k2: + Q2: min: null mid: 14.1 max: null - k3: + y: min: null mid: 0.735 max: null -- k1: +- x: min: null mid: 0.0469 max: null - k2: + Q2: min: null mid: 5.53 max: null - k3: + y: min: null mid: 0.232 max: null -- k1: +- x: min: null mid: 0.0493 max: null - k2: + Q2: min: null mid: 6.93 max: null - k3: + y: min: null mid: 0.276 max: null -- k1: +- x: min: null mid: 0.049 max: null - k2: + Q2: min: null mid: 8.99 max: null - k3: + y: min: null mid: 0.361 max: null -- k1: +- x: min: null mid: 0.0487 max: null - k2: + Q2: min: null mid: 11.57 max: null - k3: + y: min: null mid: 0.469 max: null -- k1: +- x: min: null mid: 0.0494 max: null - k2: + Q2: min: null mid: 14.87 max: null - k3: + y: min: null mid: 0.589 max: null -- k1: +- x: min: null mid: 0.0529 max: null - k2: + Q2: min: null mid: 18.9 max: null - k3: + y: min: null mid: 0.69 max: null -- k1: +- x: min: null mid: 0.0663 max: null - k2: + Q2: min: null mid: 7.32 max: null - k3: + y: min: null mid: 0.217 max: null -- k1: +- x: min: null mid: 0.0699 max: null - k2: + Q2: min: null mid: 8.93 max: null - k3: + y: min: null mid: 0.249 max: null -- k1: +- x: min: null mid: 0.0696 max: null - k2: + Q2: min: null mid: 11.47 max: null - k3: + y: min: null mid: 0.323 max: null -- k1: +- x: min: null mid: 0.0694 max: null - k2: + Q2: min: null mid: 15.01 max: null - k3: + y: min: null mid: 0.424 max: null -- k1: +- x: min: null mid: 0.0699 max: null - k2: + Q2: min: null mid: 19.65 max: null - k3: + y: min: null mid: 0.547 max: null -- k1: +- x: min: null mid: 0.0716 max: null - k2: + Q2: min: null mid: 25.56 max: null - k3: + y: min: null mid: 0.689 max: null -- k1: +- x: min: null mid: 0.0863 max: null - k2: + Q2: min: null mid: 9.35 max: null - k3: + y: min: null mid: 0.213 max: null -- k1: +- x: min: null mid: 0.0897 max: null - k2: + Q2: min: null mid: 11.49 max: null - k3: + y: min: null mid: 0.25 max: null -- k1: +- x: min: null mid: 0.0897 max: null - k2: + Q2: min: null mid: 14.97 max: null - k3: + y: min: null mid: 0.326 max: null -- k1: +- x: min: null mid: 0.0895 max: null - k2: + Q2: min: null mid: 19.88 max: null - k3: + y: min: null mid: 0.433 max: null -- k1: +- x: min: null mid: 0.0903 max: null - k2: + Q2: min: null mid: 26.07 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.1095 max: null - k2: + Q2: min: null mid: 11.8 max: null - k3: + y: min: null mid: 0.212 max: null -- k1: +- x: min: null mid: 0.1097 max: null - k2: + Q2: min: null mid: 14.93 max: null - k3: + y: min: null mid: 0.265 max: null -- k1: +- x: min: null mid: 0.1097 max: null - k2: + Q2: min: null mid: 19.86 max: null - k3: + y: min: null mid: 0.353 max: null -- k1: +- x: min: null mid: 0.11 max: null - k2: + Q2: min: null mid: 26.38 max: null - k3: + y: min: null mid: 0.465 max: null -- k1: +- x: min: null mid: 0.1106 max: null - k2: + Q2: min: null mid: 34.5 max: null - k3: + y: min: null mid: 0.601 max: null -- k1: +- x: min: null mid: 0.1391 max: null - k2: + Q2: min: null mid: 11.77 max: null - k3: + y: min: null mid: 0.167 max: null -- k1: +- x: min: null mid: 0.1374 max: null - k2: + Q2: min: null mid: 15.03 max: null - k3: + y: min: null mid: 0.215 max: null -- k1: +- x: min: null mid: 0.1389 max: null - k2: + Q2: min: null mid: 19.89 max: null - k3: + y: min: null mid: 0.28 max: null -- k1: +- x: min: null mid: 0.1394 max: null - k2: + Q2: min: null mid: 26.63 max: null - k3: + y: min: null mid: 0.373 max: null -- k1: +- x: min: null mid: 0.1401 max: null - k2: + Q2: min: null mid: 35.24 max: null - k3: + y: min: null mid: 0.489 max: null -- k1: +- x: min: null mid: 0.179 max: null - k2: + Q2: min: null mid: 15.07 max: null - k3: + y: min: null mid: 0.165 max: null -- k1: +- x: min: null mid: 0.1796 max: null - k2: + Q2: min: null mid: 19.99 max: null - k3: + y: min: null mid: 0.218 max: null -- k1: +- x: min: null mid: 0.1793 max: null - k2: + Q2: min: null mid: 26.74 max: null - k3: + y: min: null mid: 0.291 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 35.13 max: null - k3: + y: min: null mid: 0.378 max: null -- k1: +- x: min: null mid: 0.1807 max: null - k2: + Q2: min: null mid: 45.79 max: null - k3: + y: min: null mid: 0.488 max: null -- k1: +- x: min: null mid: 0.2245 max: null - k2: + Q2: min: null mid: 15.14 max: null - k3: + y: min: null mid: 0.133 max: null -- k1: +- x: min: null mid: 0.2245 max: null - k2: + Q2: min: null mid: 19.97 max: null - k3: + y: min: null mid: 0.175 max: null -- k1: +- x: min: null mid: 0.2244 max: null - k2: + Q2: min: null mid: 26.77 max: null - k3: + y: min: null mid: 0.233 max: null -- k1: +- x: min: null mid: 0.2242 max: null - k2: + Q2: min: null mid: 35.28 max: null - k3: + y: min: null mid: 0.306 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 46.62 max: null - k3: + y: min: null mid: 0.401 max: null -- k1: +- x: min: null mid: 0.2654 max: null - k2: + Q2: min: null mid: 16.07 max: null - k3: + y: min: null mid: 0.119 max: null -- k1: +- x: min: null mid: 0.2744 max: null - k2: + Q2: min: null mid: 19.99 max: null - k3: + y: min: null mid: 0.143 max: null -- k1: +- x: min: null mid: 0.2742 max: null - k2: + Q2: min: null mid: 26.76 max: null - k3: + y: min: null mid: 0.191 max: null -- k1: +- x: min: null mid: 0.2749 max: null - k2: + Q2: min: null mid: 35.44 max: null - k3: + y: min: null mid: 0.251 max: null -- k1: +- x: min: null mid: 0.2745 max: null - k2: + Q2: min: null mid: 47.03 max: null - k3: + y: min: null mid: 0.333 max: null -- k1: +- x: min: null mid: 0.2772 max: null - k2: + Q2: min: null mid: 59.81 max: null - k3: + y: min: null mid: 0.413 max: null -- k1: +- x: min: null mid: 0.3293 max: null - k2: + Q2: min: null mid: 20.74 max: null - k3: + y: min: null mid: 0.124 max: null -- k1: +- x: min: null mid: 0.3447 max: null - k2: + Q2: min: null mid: 26.74 max: null - k3: + y: min: null mid: 0.153 max: null -- k1: +- x: min: null mid: 0.3453 max: null - k2: + Q2: min: null mid: 35.49 max: null - k3: + y: min: null mid: 0.201 max: null -- k1: +- x: min: null mid: 0.3461 max: null - k2: + Q2: min: null mid: 46.63 max: null - k3: + y: min: null mid: 0.262 max: null -- k1: +- x: min: null mid: 0.3501 max: null - k2: + Q2: min: null mid: 61.21 max: null - k3: + y: min: null mid: 0.337 max: null -- k1: +- x: min: null mid: 0.4331 max: null - k2: + Q2: min: null mid: 27.7 max: null - k3: + y: min: null mid: 0.125 max: null -- k1: +- x: min: null mid: 0.4652 max: null - k2: + Q2: min: null mid: 35.55 max: null - k3: + y: min: null mid: 0.15 max: null -- k1: +- x: min: null mid: 0.4701 max: null - k2: + Q2: min: null mid: 46.57 max: null - k3: + y: min: null mid: 0.194 max: null -- k1: +- x: min: null mid: 0.479 max: null - k2: + Q2: min: null mid: 62.34 max: null - k3: + y: min: null mid: 0.254 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml index 33dd97ed79..447d8eaa10 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: NMC $p$ units: '' - process_type: DIS_NCE + process_type: DIS_NC tables: [] npoints: [] ndata: 292 @@ -31,32 +31,32 @@ implemented_observables: data_reference: Arneodo:1996kd y_scale: linear figure_by: - - k3 + - y line_by: - - k1 + - x normalize: line_by: [] figure_by: - - k3 - - k1 - plot_x: k2 + - y + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticityty + label: '$y$' units: '' file: kinematics_EM-SIGMARED.yaml theory: diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/kinematics_EM-F2.yaml index 8b0b3d930f..fd3c84ed60 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/kinematics_EM-F2.yaml @@ -1,2533 +1,2533 @@ bins: -- k1: +- x: min: null mid: 0.07 max: null - k2: + Q2: min: null mid: 0.59 max: null - 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k2: + Q2: min: null mid: 0.62 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 0.66 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 0.74 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 0.87 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.0 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.08 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.18 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.29 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.42 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.54 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.66 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.82 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 1.99 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 2.14 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 2.37 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 2.94 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 3.34 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 0.66 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 0.78 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 0.93 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 1.14 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 1.29 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 1.37 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 1.6 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 1.74 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 2.01 max: null - 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k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 9.75 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 10.6 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 11.53 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 13.17 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 14.2 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 15.24 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 16.89 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 18.28 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 20.63 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 22.21 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 5.0 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 6.06 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 6.66 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 7.3 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 7.96 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 8.9 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 10.19 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 11.57 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 13.07 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 14.47 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 15.71 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 16.96 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 18.42 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 19.94 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 21.56 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 24.37 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 26.73 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 10.03 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 11.08 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 12.18 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 13.95 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 15.45 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 16.64 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 18.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 19.99 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 23.4 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 29.09 max: null - k3: + y: min: null mid: 0.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml index 7037e7f0c9..7045c49da2 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: SLAC $d$ units: '' - process_type: DIS_F2D + process_type: DIS_NC tables: [] npoints: [] ndata: 211 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: SLAC $d$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,25 +31,25 @@ implemented_observables: data_reference: Whitlow:1991uw y_scale: symlog line_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml index 03e3624349..df4fa2dbe6 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml @@ -1,2533 +1,2533 @@ bins: -- k1: +- x: min: null mid: 0.07 max: null - 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k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 8.04 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 8.88 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 10.24 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 11.59 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 13.08 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 14.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 15.71 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 17.03 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 18.42 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 19.92 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 21.58 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 24.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 26.69 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 10.11 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 11.07 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 12.18 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 13.97 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 15.45 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 16.61 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 18.48 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 19.95 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 23.39 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 29.17 max: null - k3: + y: min: null mid: 0.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml index 139ef6f893..69a760437f 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml @@ -18,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: SLAC $p$ units: '' - process_type: DIS_F2P + process_type: DIS_NC tables: [] npoints: [] ndata: 211 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: SLAC $p$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,25 +31,25 @@ implemented_observables: data_reference: Whitlow:1991uw y_scale: symlog line_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: From 0dffb82df3115bf58d2a77376748a318401b7278 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 14:13:46 +0000 Subject: [PATCH 056/138] update for ruamel version, some issues still to be fixed --- conda-recipe/meta.yaml | 2 +- extra_tests/regression_checks.py | 4 +- n3fit/src/evolven3fit/evolve.py | 6 +- n3fit/src/evolven3fit/utils.py | 9 +-- n3fit/src/n3fit/io/writer.py | 4 +- n3fit/src/n3fit/scripts/n3fit_exec.py | 17 ++-- n3fit/src/n3fit/scripts/vp_setupfit.py | 17 ++-- .../n3fit/tests/regressions/quickcard_qed.yml | 2 +- n3fit/src/n3fit/tests/test_evolven3fit.py | 4 +- n3fit/src/n3fit/tests/test_fit.py | 6 +- nnpdf_data/nnpdf_data/__init__.py | 6 +- nnpdf_data/nnpdf_data/utils.py | 11 +-- pyproject.toml | 3 +- validphys2/serverscripts/index-reports.py | 77 +++++++++++-------- validphys2/src/validphys/commondataparser.py | 38 +++------ validphys2/src/validphys/config.py | 14 ++-- validphys2/src/validphys/core.py | 8 +- validphys2/src/validphys/coredata.py | 7 +- validphys2/src/validphys/eff_exponents.py | 34 +++++--- validphys2/src/validphys/filters.py | 8 +- validphys2/src/validphys/fitdata.py | 7 +- validphys2/src/validphys/lhaindex.py | 9 ++- validphys2/src/validphys/lhio.py | 9 ++- validphys2/src/validphys/loader.py | 16 ++-- validphys2/src/validphys/photon/compute.py | 3 +- validphys2/src/validphys/replica_selector.py | 13 ++-- .../src/validphys/scripts/vp_comparefits.py | 14 ++-- .../src/validphys/scripts/vp_deltachi2.py | 35 +++------ .../src/validphys/scripts/vp_hyperoptplot.py | 31 ++++---- .../validphys/scripts/vp_nextfitruncard.py | 20 ++--- .../validphys/scripts/vp_pdffromreplicas.py | 43 ++++------- .../src/validphys/scripts/vp_pdfrename.py | 30 +++----- .../src/validphys/scripts/wiki_upload.py | 38 +++++---- .../validphys/tests/photon/test_compute.py | 3 +- .../src/validphys/tests/test_effexponents.py | 10 +-- .../src/validphys/tests/test_postfit.py | 18 +++-- .../src/validphys/tests/test_theorydbutils.py | 3 +- validphys2/src/validphys/uploadutils.py | 6 +- 38 files changed, 290 insertions(+), 295 deletions(-) diff --git a/conda-recipe/meta.yaml b/conda-recipe/meta.yaml index f88f3e7a0a..e364904f7e 100644 --- a/conda-recipe/meta.yaml +++ b/conda-recipe/meta.yaml @@ -44,7 +44,7 @@ requirements: - joblib - sphinx_rtd_theme >0.5 - sphinxcontrib-bibtex - - ruamel.yaml <0.18 + - ruamel.yaml >=0.15 test: requires: diff --git a/extra_tests/regression_checks.py b/extra_tests/regression_checks.py index 855c398fd5..b77f2c0cee 100644 --- a/extra_tests/regression_checks.py +++ b/extra_tests/regression_checks.py @@ -7,9 +7,11 @@ import subprocess as sp import pytest +from ruamel.yaml import YAML from n3fit.tests.test_fit import EXE, check_fit_results -from reportengine.compat import yaml + +yaml = YAML(typ='safe') REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regression_fits") diff --git a/n3fit/src/evolven3fit/evolve.py b/n3fit/src/evolven3fit/evolve.py index eb6e27960d..fe0bcbd5b3 100644 --- a/n3fit/src/evolven3fit/evolve.py +++ b/n3fit/src/evolven3fit/evolve.py @@ -8,10 +8,12 @@ from joblib import Parallel, delayed import numpy as np import psutil +from ruamel.yaml import YAML import eko from eko import basis_rotation, runner -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from . import eko_utils, utils @@ -164,7 +166,7 @@ def load_fit(usr_path): nnfitpath = usr_path / "nnfit" pdf_dict = {} for yaml_file in nnfitpath.glob(f"replica_*/{usr_path.name}.exportgrid"): - data = yaml.safe_load(yaml_file.read_text(encoding="UTF-8")) + data = yaml.load(yaml_file.read_text(encoding="UTF-8")) pdf_dict[yaml_file.parent.stem] = data return pdf_dict diff --git a/n3fit/src/evolven3fit/utils.py b/n3fit/src/evolven3fit/utils.py index 9f0b6ad9fd..700e95baec 100644 --- a/n3fit/src/evolven3fit/utils.py +++ b/n3fit/src/evolven3fit/utils.py @@ -2,9 +2,10 @@ import shutil import numpy as np +from ruamel.yaml import YAML from scipy.interpolate import interp1d -from reportengine.compat import yaml +yaml = YAML(typ='safe') from validphys.pdfbases import PIDS_DICT from .q2grids import Q2GRID_DEFAULT, Q2GRID_NNPDF40 @@ -57,7 +58,7 @@ def hasFlavor(self, pid): def read_runcard(usr_path): """Read the runcard and return the relevant information for evolven3fit""" - return yaml.safe_load((usr_path / "filter.yml").read_text(encoding="UTF-8")) + return yaml.load((usr_path / "filter.yml").read_text(encoding="UTF-8")) def get_theoryID_from_runcard(usr_path): @@ -99,9 +100,7 @@ def generate_q2grid(Q0, Qfin, Q_points, match_dict, nf0=None, legacy40=False): frac_of_point = np.log(match_scale / Q_ini) / np.log(Qfin / Q0) num_points = int(Q_points * frac_of_point) num_points_list.append(num_points) - grids.append( - np.geomspace(Q_ini**2, match_scale**2, num=num_points, endpoint=False) - ) + grids.append(np.geomspace(Q_ini**2, match_scale**2, num=num_points, endpoint=False)) Q_ini = match_scale num_points = Q_points - sum(num_points_list) grids.append(np.geomspace(Q_ini**2, Qfin**2, num=num_points)) diff --git a/n3fit/src/n3fit/io/writer.py b/n3fit/src/n3fit/io/writer.py index 93842d23b4..1f31a06ad0 100644 --- a/n3fit/src/n3fit/io/writer.py +++ b/n3fit/src/n3fit/io/writer.py @@ -9,10 +9,12 @@ import logging import numpy as np +from ruamel.yaml import YAML import n3fit from n3fit import vpinterface -from reportengine.compat import yaml + +yaml = YAML(typ='safe') import validphys log = logging.getLogger(__name__) diff --git a/n3fit/src/n3fit/scripts/n3fit_exec.py b/n3fit/src/n3fit/scripts/n3fit_exec.py index 3f2d69559f..4664d0973b 100755 --- a/n3fit/src/n3fit/scripts/n3fit_exec.py +++ b/n3fit/src/n3fit/scripts/n3fit_exec.py @@ -9,10 +9,12 @@ import re import shutil import sys -import warnings + +from ruamel.yaml import YAML, error from reportengine import colors -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from reportengine.namespaces import NSList from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ @@ -108,15 +110,8 @@ class N3FitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - with warnings.catch_warnings(): - warnings.simplefilter("ignore", yaml.error.MantissaNoDotYAML1_1Warning) - # We need to specify the older version 1.1 to support the - # older configuration files, which liked to use on/off for - # booleans. - # The floating point parsing yields warnings everywhere, which - # we suppress. - file_content = yaml.safe_load(o, version="1.1") - except yaml.error.YAMLError as e: + file_content = yaml.load(o) + except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): raise ConfigError( diff --git a/n3fit/src/n3fit/scripts/vp_setupfit.py b/n3fit/src/n3fit/scripts/vp_setupfit.py index 34de8dfea7..75312bea83 100644 --- a/n3fit/src/n3fit/scripts/vp_setupfit.py +++ b/n3fit/src/n3fit/scripts/vp_setupfit.py @@ -31,10 +31,12 @@ import re import shutil import sys -import warnings + +from ruamel.yaml import YAML, error from reportengine import colors -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ @@ -131,15 +133,8 @@ class SetupFitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - with warnings.catch_warnings(): - warnings.simplefilter('ignore', yaml.error.MantissaNoDotYAML1_1Warning) - # We need to specify the older version 1.1 to support the - # older configuration files, which liked to use on/off for - # booleans. - # The floating point parsing yields warnings everywhere, which - # we suppress. - file_content = yaml.safe_load(o, version='1.1') - except yaml.error.YAMLError as e: + file_content = yaml.load(o) + except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): raise ConfigError( diff --git a/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml b/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml index 193edc8631..a4b4843bba 100644 --- a/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml +++ b/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml @@ -33,7 +33,7 @@ trvlseed: 3 nnseed: 2 mcseed: 1 -load: "weights.weights.h5" +# load: "weights.weights.h5" separate_multiplicative: True parameters: # This defines the parameter dictionary that is passed to the Model Trainer diff --git a/n3fit/src/n3fit/tests/test_evolven3fit.py b/n3fit/src/n3fit/tests/test_evolven3fit.py index 52799829f6..34e5de44dc 100644 --- a/n3fit/src/n3fit/tests/test_evolven3fit.py +++ b/n3fit/src/n3fit/tests/test_evolven3fit.py @@ -6,9 +6,11 @@ from evolven3fit import eko_utils, utils import numpy as np import pytest +from ruamel.yaml import YAML from eko import EKO, runner -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.api import API from validphys.pdfbases import PIDS_DICT diff --git a/n3fit/src/n3fit/tests/test_fit.py b/n3fit/src/n3fit/tests/test_fit.py index c6458e2d27..0e8b01fb4a 100644 --- a/n3fit/src/n3fit/tests/test_fit.py +++ b/n3fit/src/n3fit/tests/test_fit.py @@ -20,9 +20,11 @@ import h5py from numpy.testing import assert_allclose, assert_equal import pytest +from ruamel.yaml import YAML import n3fit -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.n3fit_data import replica_mcseed, replica_nnseed, replica_trvlseed log = logging.getLogger(__name__) @@ -45,7 +47,7 @@ def _load_json(info_file): def _load_exportgrid(exportgrid_file): """Loads the exportgrid file""" - return yaml.safe_load(exportgrid_file.read_text()) + return yaml.load(exportgrid_file.read_text()) def test_initialize_seeds(): diff --git a/nnpdf_data/nnpdf_data/__init__.py b/nnpdf_data/nnpdf_data/__init__.py index a6eeec892d..fccfa92ea6 100644 --- a/nnpdf_data/nnpdf_data/__init__.py +++ b/nnpdf_data/nnpdf_data/__init__.py @@ -1,9 +1,9 @@ from functools import lru_cache import pathlib -import ruamel.yaml as yaml +from ruamel.yaml import YAML -from ._version import __version__ +pass path_vpdata = pathlib.Path(__file__).parent path_commondata = path_vpdata / "commondata" @@ -12,7 +12,7 @@ _path_legacy_mapping = path_commondata / "dataset_names.yml" theory_cards = path_vpdata / "theory_cards" -_legacy_to_new_mapping_raw = yaml.YAML().load(_path_legacy_mapping) +_legacy_to_new_mapping_raw = YAML(typ='safe').load(_path_legacy_mapping) # Convert strings into a dictionary legacy_to_new_mapping = { k: ({"dataset": v} if isinstance(v, str) else v) for k, v in _legacy_to_new_mapping_raw.items() diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index 33987134bd..64f762a281 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -1,12 +1,9 @@ import pathlib -import ruamel.yaml as yaml +from ruamel.yaml import YAML from validobj import ValidationError, parse_input -try: - Loader = yaml.CLoader -except AttributeError: - Loader = yaml.Loader +yaml = YAML(typ='safe') def parse_yaml_inp(input_yaml, spec): @@ -17,14 +14,14 @@ def parse_yaml_inp(input_yaml, spec): https://validobj.readthedocs.io/en/latest/examples.html#yaml-line-numbers """ input_yaml = pathlib.Path(input_yaml) - inp = yaml.load(input_yaml.read_text(encoding="utf-8"), Loader=Loader) + inp = yaml.load(input_yaml.read_text(encoding="utf-8")) try: return parse_input(inp, spec) except ValidationError as e: current_exc = e # In order to provide a more complete error information, use round_trip_load # to read the .yaml file again (insetad of using the CLoader) - current_inp = yaml.round_trip_load(input_yaml.open("r", encoding="utf-8")) + current_inp = yaml.load(input_yaml.open("r", encoding="utf-8")) error_text_lines = [] while current_exc: if hasattr(current_exc, 'wrong_field'): diff --git a/pyproject.toml b/pyproject.toml index d4f135d44c..de3464aa4b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,10 +65,11 @@ matplotlib = "^3.9" pineappl = "^0.8.2" pandas = "*" numpy = "*" +"ruamel.yaml" = "^0.15" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git -reportengine = { git = "https://github.com/NNPDF/reportengine" } +reportengine = { git = "https://github.com/NNPDF/reportengine", branch="update_yaml" } # Fit psutil = "*" tensorflow = "*" diff --git a/validphys2/serverscripts/index-reports.py b/validphys2/serverscripts/index-reports.py index 0c910e6b29..e36d590a1e 100644 --- a/validphys2/serverscripts/index-reports.py +++ b/validphys2/serverscripts/index-reports.py @@ -6,20 +6,24 @@ called meta.yaml in the report folder and finally the html attributes, in that order. """ -import pathlib + +from collections import ChainMap, defaultdict import datetime import json +import pathlib import re import sys import traceback -from collections import ChainMap, defaultdict -import ruamel_yaml as yaml from bs4 import BeautifulSoup -#TODO: Move the thumbnail logic somewhere -import skimage.transform -import skimage.io import numpy as np +from ruamel.yaml import YAML, error +import skimage.io + +# TODO: Move the thumbnail logic somewhere +import skimage.transform + +yaml = YAML(typ='safe') ROOT = '/home/nnpdf/validphys-reports' ROOT_URL = 'https://vp.nnpdf.science/' @@ -34,6 +38,7 @@ REQUIRED_FILE_METADATA = {'title', 'author', 'keywords'} + def meta_from_html(f): soup = BeautifulSoup(f, 'lxml') try: @@ -41,68 +46,73 @@ def meta_from_html(f): except Exception: title = None try: - author = soup.find('meta', {'name':'author'})['content'] + author = soup.find('meta', {'name': 'author'})['content'] except Exception: author = EMPTY try: - tagtext = soup.find('meta', {'name':'keywords'})['content'] + tagtext = soup.find('meta', {'name': 'keywords'})['content'] except Exception: tags = [] else: tags = re.split(r"\s*,\s*", tagtext) #'soup.title.string' doesn't - #return a strig but rather an object with the reference to - #the whole parse tree, causing a huge memory leak. + # return a strig but rather an object with the reference to + # the whole parse tree, causing a huge memory leak. return dict(title=str(title), author=author, keywords=tags) -class TagProps(): + +class TagProps: def __init__(self, count=0, last_timestamp=0): self.count = count self.last_timestamp = last_timestamp __slots__ = ('count', 'last_timestamp') + def meta_from_path(p): meta = ChainMap(DEFAULTS) - yaml_meta = p/'meta.yaml' + yaml_meta = p / 'meta.yaml' yaml_res = {} if yaml_meta.exists(): with yaml_meta.open() as f: try: - yaml_res = yaml.safe_load(f) - except yaml.YAMLError as e: + yaml_res = yaml.load(f) + except error.YAMLError as e: print(f"Error processing {yaml_meta}: {e}", file=sys.stderr) - index = p/'index.html' - #Only do the expensive HTML parsing if we actually need a key + index = p / 'index.html' + # Only do the expensive HTML parsing if we actually need a key if REQUIRED_FILE_METADATA - yaml_res.keys() and index.exists(): with index.open() as f: meta = meta.new_child(meta_from_html(f)) meta = meta.new_child(yaml_res) return meta + def make_single_thumbnail(f, shape=(100, 150)): img = skimage.io.imread(f) - res = skimage.transform.resize( - img, shape, anti_aliasing=True, mode='constant') + res = skimage.transform.resize(img, shape, anti_aliasing=True, mode='constant') return res + def make_4_img_thumbnail(paths, shape=(100, 150)): w, h = shape whalf, hhalf = w // 2, h // 2 positions = ( - (slice(0,whalf), slice(0,hhalf)), - (slice(whalf,w), slice(0,hhalf)), - (slice(0,whalf), slice(hhalf,h)), - (slice(whalf,w), slice(hhalf,h)) + (slice(0, whalf), slice(0, hhalf)), + (slice(whalf, w), slice(0, hhalf)), + (slice(0, whalf), slice(hhalf, h)), + (slice(whalf, w), slice(hhalf, h)), ) res = np.zeros((*shape, 4)) imgs = skimage.io.imread_collection(paths) for img, pos in zip(imgs, positions): res[pos] = skimage.transform.resize( - img, (whalf, hhalf), anti_aliasing=True, mode='constant') + img, (whalf, hhalf), anti_aliasing=True, mode='constant' + ) return res + def make_thumbnail(folder): folder = pathlib.Path(folder) pngs = sorted(folder.glob('*.png')) @@ -112,19 +122,20 @@ def make_thumbnail(folder): return make_single_thumbnail(pngs[0]) else: l = len(pngs) - imgs = pngs[:l-(l%4):l//4] + imgs = pngs[: l - (l % 4) : l // 4] return make_4_img_thumbnail(imgs) def thumbnail_tag(name): return f'{ROOT_URL}thumbnails/{name}"' + def handle_thumbnail(p): dest = (pathlib.Path(THUMBNAILS) / p.name).with_suffix('.png') name = dest.name if dest.exists(): return thumbnail_tag(name) - figures = (p / 'figures') + figures = p / 'figures' if figures.is_dir(): try: res = make_thumbnail(figures) @@ -137,12 +148,13 @@ def handle_thumbnail(p): return None return None + def register(p, emails): path_meta = meta_from_path(p) title, author, tags = path_meta['title'], path_meta['author'], path_meta['keywords'] url = ROOT_URL + p.name - #Use the timestamp for sorting and the string for displaying + # Use the timestamp for sorting and the string for displaying timestamp = p.stat().st_mtime date = datetime.date.fromtimestamp(timestamp).isoformat() if not title or not isinstance(title, str): @@ -155,9 +167,7 @@ def register(p, emails): if not isinstance(author, str): author = "" - emaillinks = ' '.join( - f'📧' for (url, title) in emails - ) + emaillinks = ' '.join(f'📧' for (url, title) in emails) titlelink = f'{title} {emaillinks}' @@ -188,18 +198,17 @@ def make_index(): timestamp = res[2][1] for k in newkeywords: props = keywords[k] - props.count+=1 + props.count += 1 props.last_timestamp = max(props.last_timestamp, timestamp) except: - print("Error processing folder", p,file=sys.stderr) + print("Error processing folder", p, file=sys.stderr) raise keylist = sorted(keywords.items(), key=lambda x: -x[1].last_timestamp) - keywordmap = [(k, v.count) for k,v in keylist] - + keywordmap = [(k, v.count) for k, v in keylist] with open(OUT, 'w') as f: - json.dump({'data':data, 'keywords':keywordmap}, f) + json.dump({'data': data, 'keywords': keywordmap}, f) if __name__ == '__main__': diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 7e4875d997..486422b147 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -41,36 +41,21 @@ import logging from operator import attrgetter from pathlib import Path -from typing import Any, Dict, Optional +from typing import Any, Optional import numpy as np import pandas as pd +from ruamel.yaml import YAML from validobj import ValidationError, parse_input from validobj.custom import Parser from nnpdf_data import new_to_legacy_map, path_commondata from nnpdf_data.utils import parse_yaml_inp - -# We cannot use ruamel directly due to the ambiguity ruamel.yaml / ruamel_yaml -# of some versions which are pinned in some of the conda packages we use... -from reportengine.compat import yaml from validphys.coredata import KIN_NAMES, CommonData from validphys.plotoptions.plottingoptions import PlottingOptions, labeler_functions from validphys.process_options import ValidProcess -try: - # If libyaml is available, use the C loader to speed up some of the read - # https://pyyaml.org/wiki/LibYAML - # libyaml is available for most linux distributions - Loader = yaml.CLoader -except AttributeError: - # fallback to the slow loader - Loader = yaml.Loader - - -def _quick_yaml_load(filepath): - return yaml.load(filepath.read_text(encoding="utf-8"), Loader=Loader) - +yaml = YAML(typ='rt') # JCM: # Some notes for developers @@ -230,7 +215,7 @@ class TheoryMeta: ------- >>> from validphys.commondataparser import TheoryMeta ... from validobj import parse_input - ... from reportengine.compat import yaml + ... from ruamel.yaml import YAML ... theory_raw = ''' ... FK_tables: ... - - fk1 @@ -238,7 +223,7 @@ class TheoryMeta: ... - fk3 ... operation: ratio ... ''' - ... theory = yaml.safe_load(theory_raw) + ... theory = YAML(typ='safe').load(theory_raw) ... parse_input(theory, TheoryMeta) TheoryMeta(FK_tables=[['fk1'], ['fk2', 'fk3']], operation='RATIO', shifts = None, conversion_factor=1.0, comment=None, normalization=None)) """ @@ -263,7 +248,7 @@ def parser(cls, yaml_file): """The yaml databases in the server use "operands" as key instead of "FK_tables" """ if not yaml_file.exists(): raise FileNotFoundError(yaml_file) - meta = yaml.safe_load(yaml_file.read_text()) + meta = yaml.load(yaml_file.read_text()) # Make sure the operations are upper-cased for compound-compatibility meta["operation"] = "NULL" if meta["operation"] is None else meta["operation"].upper() if "operands" in meta: @@ -309,7 +294,7 @@ class Variant: experiment: Optional[str] = None -ValidVariants = Dict[str, Variant] +ValidVariants = dict[str, Variant] ### Kinematic data @@ -351,7 +336,7 @@ class ValidKinematics: """ file: ValidPath - variables: Dict[str, ValidVariable] + variables: dict[str, ValidVariable] def get_label(self, var): """For the given variable, return the label as label (unit) @@ -523,7 +508,7 @@ def load_data_central(self): if self.is_nnpdf_special: data = np.zeros(self.ndata) else: - datayaml = _quick_yaml_load(self.path_data_central) + datayaml = yaml.load(self.path_data_central) data = datayaml["data_central"] if len(data) != self.ndata: @@ -552,8 +537,7 @@ def load_uncertainties(self): all_df = [] for ufile in self.paths_uncertainties: - uncyaml = _quick_yaml_load(ufile) - + uncyaml = yaml.load(ufile) mindex = pd.MultiIndex.from_tuples( [(k, v["treatment"], v["type"]) for k, v in uncyaml["definitions"].items()], names=["name", "treatment", "type"], @@ -589,7 +573,7 @@ def load_kinematics(self, fill_to_three=True, drop_minmax=True): a dataframe containing the kinematics """ kinematics_file = self.path_kinematics - kinyaml = _quick_yaml_load(kinematics_file) + kinyaml = yaml.load(kinematics_file) kin_dict = {} for bin_index, dbin in enumerate(kinyaml["bins"], start=1): diff --git a/validphys2/src/validphys/config.py b/validphys2/src/validphys/config.py index 1c814af690..6651650c07 100644 --- a/validphys2/src/validphys/config.py +++ b/validphys2/src/validphys/config.py @@ -9,10 +9,12 @@ import pathlib import pandas as pd +from ruamel.yaml import YAML from nnpdf_data import legacy_to_new_map from reportengine import configparser, report -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from reportengine.configparser import ConfigError, _parse_func, element_of, record_from_defaults from reportengine.environment import Environment, EnvironmentError_ from reportengine.helputils import get_parser_type @@ -1289,7 +1291,7 @@ def load_default_default_filter_rules(self, spec): lock_token = "_filters.lock.yaml" try: - return yaml.safe_load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) + return yaml.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) except FileNotFoundError as e: alternatives = [ el.strip(lock_token) @@ -1386,7 +1388,7 @@ def load_default_default_filter_settings(self, spec): lock_token = "_defaults.lock.yaml" try: - return yaml.safe_load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) + return yaml.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) except FileNotFoundError as e: alternatives = alternatives = [ el.strip(lock_token) @@ -1663,7 +1665,7 @@ def produce_theoryids(self, t0id, point_prescription): This hard codes the theories needed for each prescription to avoid user error.""" th = t0id.id - lsv = yaml.safe_load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) + lsv = yaml.load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) scalevarsfor_list = lsv["scale_variations_for"] # Allowed central theoryids @@ -1677,9 +1679,7 @@ def produce_theoryids(self, t0id, point_prescription): ) # Find scales that correspond to this point prescription - pp_scales_dict = yaml.safe_load( - read_text(validphys.scalevariations, "pointprescriptions.yaml") - ) + pp_scales_dict = yaml.load(read_text(validphys.scalevariations, "pointprescriptions.yaml")) try: scales = pp_scales_dict[point_prescription] diff --git a/validphys2/src/validphys/core.py b/validphys2/src/validphys/core.py index dc1d880513..ea7303f8e9 100644 --- a/validphys2/src/validphys/core.py +++ b/validphys2/src/validphys/core.py @@ -12,11 +12,13 @@ import re import numpy as np +from ruamel.yaml import YAML, error from nnpdf_data.theorydbutils import fetch_theory from reportengine import namespaces from reportengine.baseexceptions import AsInputError -from reportengine.compat import yaml + +yaml = YAML(typ='safe') # TODO: There is a bit of a circular dependency between filters.py and this. # Maybe move the cuts logic to its own module? @@ -713,8 +715,8 @@ def as_input(self): log.debug('Reading input from fit configuration %s', p) try: with p.open() as f: - d = yaml.safe_load(f) - except (yaml.YAMLError, FileNotFoundError) as e: + d = yaml.load(f) + except (error.YAMLError, FileNotFoundError) as e: raise AsInputError(str(e)) from e d['pdf'] = {'id': self.name, 'label': self.label} diff --git a/validphys2/src/validphys/coredata.py b/validphys2/src/validphys/coredata.py index 46a1cab7c6..690a2a9623 100644 --- a/validphys2/src/validphys/coredata.py +++ b/validphys2/src/validphys/coredata.py @@ -9,8 +9,9 @@ import numpy as np import pandas as pd +from ruamel.yaml import YAML -from reportengine.compat import yaml +yaml = YAML(typ='safe') from validphys.utils import generate_path_filtered_data KIN_NAMES = ["kin1", "kin2", "kin3"] @@ -431,7 +432,7 @@ def systematic_errors(self, central_values=None): def export_data(self, buffer): """Exports the central data defined by this commondata instance to the given buffer""" ret = {"data_central": self.central_values.tolist()} - yaml.safe_dump(ret, buffer) + yaml.dump(ret, buffer) def export_uncertainties(self, buffer): """Exports the uncertainties defined by this commondata instance to the given buffer""" @@ -460,7 +461,7 @@ def export_uncertainties(self, buffer): "type": "UNCORR", } ret = {"definitions": sorted_definitions, "bins": bins} - yaml.safe_dump(ret, buffer) + yaml.dump(ret, buffer) def export(self, folder_path): """Wrapper around export_data and export_uncertainties diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index 0837b06b3d..4d07e5f0c8 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -1,21 +1,22 @@ -# -*- coding: utf-8 -*- """ Tools for computing and plotting effective exponents. """ -from __future__ import generator_stop import logging import numbers import random +import tempfile import warnings import matplotlib as mpl import numpy as np import pandas as pd +from ruamel.yaml import YAML from reportengine import collect from reportengine.checks import check_positive -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -139,7 +140,7 @@ def get_title(self, parton_name): def get_ylabel(self, parton_name): if self.normalize_to is not None: - return "Ratio to {}".format(self.normalize_pdf.label) + return f"Ratio to {self.normalize_pdf.label}" else: return fr"$\{self.exponent}_e$ for ${parton_name}$" @@ -502,8 +503,8 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= """ (df_effexps,) = next_fit_eff_exps_table # Use round trip loader rather than safe_load in fit.as_input() - with open(fit.path / "filter.yml", "r") as f: - filtermap = yaml.load(f, yaml.RoundTripLoader) + with open(fit.path / "filter.yml") as f: + filtermap = yaml.load(f) previous_exponents = filtermap["fitting"]["basis"] basis = filtermap["fitting"]["fitbasis"] checked = check_basis(basis, None) @@ -524,7 +525,10 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= betas = np.clip(betas, **largex_args) previous_exponents[i]["smallx"] = [fmt(alpha) for alpha in alphas] previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + with tempfile.NamedTemporaryFile() as fp: + yaml.dump(filtermap, fp.name) + yaml_string = fp.read() + return yaml_string def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_description=None): @@ -539,13 +543,17 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip ``` """ - filtermap = yaml.load(iterate_preprocessing_yaml, yaml.RoundTripLoader) + filtermap = yaml.load(iterate_preprocessing_yaml) # update description if necessary if _updated_description is not None: filtermap["description"] = _updated_description - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + with tempfile.NamedTemporaryFile() as fp: + yaml.dump(filtermap, fp.name) + yaml_string = fp.read() + + return yaml_string def iterated_runcard_yaml(fit, update_runcard_description_yaml): @@ -578,7 +586,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): ... f.write(yaml_output) """ - filtermap = yaml.load(update_runcard_description_yaml, yaml.RoundTripLoader) + filtermap = yaml.load(update_runcard_description_yaml) # iterate t0 filtermap["datacuts"]["t0pdfset"] = fit.name @@ -605,4 +613,8 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): if "fiatlux" in filtermap: filtermap['fiatlux']['luxset'] = fit.name - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + with tempfile.NamedTemporaryFile() as fp: + yaml.dump(filtermap, fp.name) + yaml_string = fp.read() + + return yaml_string diff --git a/validphys2/src/validphys/filters.py b/validphys2/src/validphys/filters.py index 944d11c5cb..3260adee06 100644 --- a/validphys2/src/validphys/filters.py +++ b/validphys2/src/validphys/filters.py @@ -11,9 +11,11 @@ from typing import Union import numpy as np +from ruamel.yaml import YAML from reportengine.checks import check, make_check -from reportengine.compat import yaml + +yaml = YAML(typ='safe') import validphys.cuts from validphys.process_options import PROCESSES from validphys.utils import generate_path_filtered_data @@ -156,7 +158,7 @@ def default_filter_settings_input(): """Return a FilterDefaults dataclass with the default hardcoded filter settings. These are defined in ``defaults.yaml`` in the ``validphys.cuts`` module. """ - return FilterDefaults(**yaml.safe_load(read_text(validphys.cuts, "defaults.yaml"))) + return FilterDefaults(**yaml.load(read_text(validphys.cuts, "defaults.yaml"))) def default_filter_rules_input(): @@ -164,7 +166,7 @@ def default_filter_rules_input(): Return a tuple of FilterRule objects. These are defined in ``filters.yaml`` in the ``validphys.cuts`` module. """ - list_rules = yaml.safe_load(read_text(validphys.cuts, "filters.yaml")) + list_rules = yaml.load(read_text(validphys.cuts, "filters.yaml")) return tuple(FilterRule(**rule) for rule in list_rules) diff --git a/validphys2/src/validphys/fitdata.py b/validphys2/src/validphys/fitdata.py index d87138a2e2..fa5ad8061e 100644 --- a/validphys2/src/validphys/fitdata.py +++ b/validphys2/src/validphys/fitdata.py @@ -1,6 +1,7 @@ """ Utilities for loading data from fit folders """ + from collections import OrderedDict, defaultdict, namedtuple from io import StringIO import json @@ -9,10 +10,12 @@ import numpy as np import pandas as pd +from ruamel.yaml import YAML from reportengine import collect from reportengine.checks import CheckError, make_argcheck -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from reportengine.floatformatting import ValueErrorTuple from reportengine.table import table from validphys import checks @@ -431,7 +434,7 @@ def _get_fitted_index(pdf, i): """Return the nnfit index for the replica i""" p = pdf.infopath.with_name(f'{pdf.name}_{i:04d}.dat') with open(p) as f: - it = yaml.safe_load_all(f) + it = yaml.load_all(f) metadata = next(it) return metadata['FromMCReplica'] diff --git a/validphys2/src/validphys/lhaindex.py b/validphys2/src/validphys/lhaindex.py index 9a10d66ff1..31a03a83ae 100644 --- a/validphys2/src/validphys/lhaindex.py +++ b/validphys2/src/validphys/lhaindex.py @@ -1,4 +1,3 @@ -# -*- coding: utf-8 -*- #!/usr/bin/env python """ Created on Fri Jan 23 12:11:23 2015 @@ -13,7 +12,9 @@ from pathlib import Path import re -from reportengine.compat import yaml +from ruamel.yaml import YAML + +yaml = YAML(typ='safe') from validphys.lhapdf_compatibility import lhapdf _indexes_to_names = None @@ -123,10 +124,10 @@ def infofilename(name): raise FileNotFoundError(name + ".info") -@lru_cache() +@lru_cache def parse_info(name): with open(infofilename(name)) as infofile: - result = yaml.YAML(typ='safe', pure=True).load(infofile) + result = YAML(typ='safe', pure=True).load(infofile) return result diff --git a/validphys2/src/validphys/lhio.py b/validphys2/src/validphys/lhio.py index 92c767cccc..b0be198916 100644 --- a/validphys2/src/validphys/lhio.py +++ b/validphys2/src/validphys/lhio.py @@ -10,8 +10,9 @@ import numpy as np import pandas as pd +from ruamel.yaml import YAML -from reportengine.compat import yaml +yaml = YAML(typ='safe') from validphys import lhaindex from validphys.core import PDF @@ -28,7 +29,7 @@ def split_sep(f): def read_xqf_from_file(f): lines = split_sep(f) try: - (xtext, qtext, ftext) = [next(lines) for _ in range(3)] + (xtext, qtext, ftext) = (next(lines) for _ in range(3)) except StopIteration: return None xvals = np.fromstring(xtext, sep=" ") @@ -69,7 +70,7 @@ def load_replica(pdf, rep, kin_grids=None): path = osp.join(lhaindex.finddir(pdf_name), pdf_name + "_" + suffix + ".dat") - log.debug("Loading replica {rep} at {path}".format(rep=rep, path=path)) + log.debug(f"Loading replica {rep} at {path}") with open(path, 'rb') as inn: header = b"".join(split_sep(inn)) @@ -315,7 +316,7 @@ def hessian_from_lincomb(pdf, V, set_name=None, folder=None, extra_fields=None): # copy replica 0 shutil.copy(base / f'{pdf}_0000.dat', set_root / f"{set_name }_0000.dat") - with open(base / f'{pdf}.info', 'r') as inn, open(set_root / f'{set_name }.info', 'w') as out: + with open(base / f'{pdf}.info') as inn, open(set_root / f'{set_name }.info', 'w') as out: for l in inn.readlines(): if l.find("SetDesc:") >= 0: out.write(f"SetDesc: \"Hessian {pdf}_hessian\"\n") diff --git a/validphys2/src/validphys/loader.py b/validphys2/src/validphys/loader.py index 230c26b076..2b56e7f665 100644 --- a/validphys2/src/validphys/loader.py +++ b/validphys2/src/validphys/loader.py @@ -17,10 +17,12 @@ import urllib.parse as urls import requests +from ruamel.yaml import YAML from nnpdf_data import legacy_to_new_mapping, path_vpdata from reportengine import filefinder -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys import lhaindex from validphys.commondataparser import load_commondata_old, parse_new_metadata, parse_set_metadata from validphys.core import ( @@ -37,7 +39,6 @@ InternalCutsWrapper, PositivitySetSpec, TheoryIDSpec, - peek_commondata_metadata, ) from validphys.utils import generate_path_filtered_data, tempfile_cleaner @@ -132,7 +133,7 @@ def _get_nnpdf_profile(profile_path=None): the python prefix (``Path(sys.prefix)/"share"/"NNPDF"``) will be used """ - yaml_reader = yaml.YAML(typ='safe', pure=True) + yaml_reader = YAML(typ='safe', pure=True) home_config = pathlib.Path().home() / ".config" config_folder = pathlib.Path(os.environ.get("XDG_CONFIG_HOME", home_config)) / NNPDF_DIR @@ -423,7 +424,12 @@ def check_commondata( ) break # try new commondata format - old_path = fit.path / "filter" / legacy_name / f"filtered_uncertainties_{legacy_name}.yaml" + old_path = ( + fit.path + / "filter" + / legacy_name + / f"filtered_uncertainties_{legacy_name}.yaml" + ) if old_path.exists(): data_path = old_path.with_name(f"filtered_data_{legacy_name}.yaml") unc_path = old_path.with_name(f"filtered_uncertainties_{legacy_name}.yaml") @@ -533,7 +539,7 @@ def check_compound(self, theoryID, setname, cfac): raise CompoundNotFound(msg) # This is a little bit funny, but is the least amount of thinking... yaml_format = 'FK:\n' + re.sub('FK:', ' - ', txt) - data = yaml.safe_load(yaml_format) + data = yaml.load(yaml_format) # we have to split out 'FK_' the extension to get a name consistent # with everything else try: diff --git a/validphys2/src/validphys/photon/compute.py b/validphys2/src/validphys/photon/compute.py index 32ef57f388..6466c4ddb7 100644 --- a/validphys2/src/validphys/photon/compute.py +++ b/validphys2/src/validphys/photon/compute.py @@ -122,8 +122,7 @@ def __init__(self, theoryid, lux_params, replicas): alpha = Alpha(theory, fiatlux_runcard["q2_max"]) with tempfile.NamedTemporaryFile(mode="w") as tmp: - with tmp.file as tmp_file: - tmp_file.write(yaml.dump(fiatlux_runcard)) + yaml.dump(fiatlux_runcard, tmp) self.lux[replica] = fiatlux.FiatLux(tmp.name) # we have a dict but fiatlux wants a yaml file # TODO : once that fiatlux will allow dictionaries diff --git a/validphys2/src/validphys/replica_selector.py b/validphys2/src/validphys/replica_selector.py index e636d81531..1e1677b7f8 100644 --- a/validphys2/src/validphys/replica_selector.py +++ b/validphys2/src/validphys/replica_selector.py @@ -3,12 +3,16 @@ Tools for filtering replica sets based on criteria on the replicas. """ + import logging import re import shutil +from ruamel.yaml import YAML + from reportengine.checks import check, make_argcheck -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.core import PDF from validphys.renametools import rename_pdf from validphys.utils import tempfile_cleaner @@ -96,9 +100,8 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = #  Fixup the info file info_file = (temp_pdf / temp_pdf.name).with_suffix('.info') - with open(info_file, 'r') as stream: - yaml_obj = yaml.YAML() - info_yaml = yaml_obj.load(stream) + with open(info_file) as stream: + info_yaml = yaml.load(stream) info_yaml['NumMembers'] = new_nrep info_yaml['ErrorType'] += '+as' extra_desc = '; '.join( @@ -106,7 +109,7 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = ) info_yaml['SetDesc'] += f"; {extra_desc}" with open(info_file, 'w') as stream: - yaml_obj.dump(info_yaml, stream) + yaml.dump(info_yaml, stream) # Rename the base pdf to the final name rename_pdf(temp_pdf, pdf.name, target_name) diff --git a/validphys2/src/validphys/scripts/vp_comparefits.py b/validphys2/src/validphys/scripts/vp_comparefits.py index 7c79a7c05e..b15a079f09 100644 --- a/validphys2/src/validphys/scripts/vp_comparefits.py +++ b/validphys2/src/validphys/scripts/vp_comparefits.py @@ -1,18 +1,18 @@ -import sys -import os import logging +import os +import sys # TODO: Look into making these lazy imports import prompt_toolkit from prompt_toolkit.completion import WordCompleter +from ruamel.yaml import YAML -from reportengine.compat import yaml +yaml = YAML(typ='safe') from reportengine.colors import t - +from validphys import compareclosuretemplates, comparefittemplates from validphys.app import App from validphys.loader import RemoteLoader -from validphys import comparefittemplates, compareclosuretemplates -from validphys.promptutils import confirm, KeywordsWithCache +from validphys.promptutils import KeywordsWithCache, confirm log = logging.getLogger(__name__) @@ -241,7 +241,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_deltachi2.py b/validphys2/src/validphys/scripts/vp_deltachi2.py index 8762ede5c3..cfb59941d9 100644 --- a/validphys2/src/validphys/scripts/vp_deltachi2.py +++ b/validphys2/src/validphys/scripts/vp_deltachi2.py @@ -2,27 +2,22 @@ import os import pwd -from reportengine.compat import yaml +from ruamel.yaml import YAML + +yaml = YAML(typ='safe') from validphys import deltachi2templates from validphys.app import App - log = logging.getLogger(__name__) class HyperoptPlotApp(App): def add_positional_arguments(self, parser): - """ Wrapper around argumentparser """ - parser.add_argument( - "fit", help="Name of the fit", - ) - parser.add_argument( - "hessian_pdfs", help="Name of the set of Hessian pdfs", - ) - parser.add_argument( - "--Q", help="Energy Scale in GeV", type=float, default=1.7, - ) + """Wrapper around argumentparser""" + parser.add_argument("fit", help="Name of the fit") + parser.add_argument("hessian_pdfs", help="Name of the set of Hessian pdfs") + parser.add_argument("--Q", help="Energy Scale in GeV", type=float, default=1.7) # Report meta data parser.add_argument( "--author", @@ -30,9 +25,7 @@ def add_positional_arguments(self, parser): type=str, default=pwd.getpwuid(os.getuid())[4].replace(",", ""), ) - parser.add_argument( - "--title", help="Add custom title to the report's meta data", type=str, - ) + parser.add_argument("--title", help="Add custom title to the report's meta data", type=str) parser.add_argument( "--keywords", help="Add keywords to the report's meta data. The keywords must be provided as a list", @@ -67,14 +60,8 @@ def complete_mapping(self): "normalize_to": fit, } - autosettings["decomposition"] = { - "normalize_to": hessian_pdfs, - "pdf": hessian_pdfs, - } - autosettings["MC_Hessian_compare"] = { - "pdfs": [hessian_pdfs, fit], - "normalize_to": fit, - } + autosettings["decomposition"] = {"normalize_to": hessian_pdfs, "pdf": hessian_pdfs} + autosettings["MC_Hessian_compare"] = {"pdfs": [hessian_pdfs, fit], "normalize_to": fit} return autosettings @@ -85,7 +72,7 @@ def get_config(self): with open(runcard) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml.load(f) c.update(complete_mapping) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_hyperoptplot.py b/validphys2/src/validphys/scripts/vp_hyperoptplot.py index 1faa875070..82ce13a427 100644 --- a/validphys2/src/validphys/scripts/vp_hyperoptplot.py +++ b/validphys2/src/validphys/scripts/vp_hyperoptplot.py @@ -1,22 +1,23 @@ -from validphys.app import App -from validphys.loader import Loader, HyperscanNotFound +from ruamel.yaml import YAML + from validphys import hyperplottemplates -from reportengine.compat import yaml -import pwd -import os +from validphys.app import App +from validphys.loader import HyperscanNotFound, Loader +yaml = YAML(typ='safe') import logging +import os +import pwd log = logging.getLogger(__name__) class HyperoptPlotApp(App): def add_positional_arguments(self, parser): - """ Wrapper around argumentparser """ + """Wrapper around argumentparser""" # Hyperopt settings parser.add_argument( - "hyperopt_name", - help="Folder of the hyperopt fit to generate the report for", + "hyperopt_name", help="Folder of the hyperopt fit to generate the report for" ) parser.add_argument( "-l", @@ -73,16 +74,12 @@ def add_positional_arguments(self, parser): type=str, default=pwd.getpwuid(os.getuid())[4].replace(",", ""), ) - parser.add_argument( - "--title", - help="Add custom title to the report's meta data", - type=str, - ) + parser.add_argument("--title", help="Add custom title to the report's meta data", type=str) parser.add_argument( "--keywords", help="Add keywords to the report's meta data. The keywords must be provided as a list", type=list, - default=[] + default=[], ) args = parser.parse_args() @@ -104,7 +101,7 @@ def complete_mapping(self): hyperop_folder = hyperop_folder[:-1] with open(hyperopt_filter) as f: - filtercard = yaml.safe_load(f) + filtercard = yaml.load(f) folder_path = hyperop_folder index_slash = folder_path.rfind("/") + 1 @@ -127,7 +124,7 @@ def complete_mapping(self): "combine": args["combine"], "autofilter": args["autofilter"], "debug": args["debug"], - "loss_target": args["loss_target"] + "loss_target": args["loss_target"], } try: @@ -148,7 +145,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_nextfitruncard.py b/validphys2/src/validphys/scripts/vp_nextfitruncard.py index ecf379e014..a3c793e02d 100644 --- a/validphys2/src/validphys/scripts/vp_nextfitruncard.py +++ b/validphys2/src/validphys/scripts/vp_nextfitruncard.py @@ -16,14 +16,17 @@ """ import argparse +import logging import os import pathlib import sys -import logging + import prompt_toolkit +from ruamel.yaml import YAML from reportengine import colors -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.api import API @@ -40,11 +43,10 @@ "t8": {"smallx": {"a_min": None, "a_max": 1.0}}, } + # Take command line arguments def process_args(): - parser = argparse.ArgumentParser( - description="Script to generate iterated fit runcard." - ) + parser = argparse.ArgumentParser(description="Script to generate iterated fit runcard.") parser.add_argument("input_fit", help="Name of input fit.") parser.add_argument( "output_dir", @@ -65,7 +67,7 @@ def process_args(): "Do not enforce any preprocessing constraints, which are chosen to " "ensure integrability. By default the following constraints are " f"used: {PREPROCESSING_LIMS}" - ) + ), ) args = parser.parse_args() return args @@ -125,7 +127,7 @@ def main(): preproc_lims = PREPROCESSING_LIMS log.info( "The following constraints will be used for preprocessing ranges, \n%s", - yaml.dump(preproc_lims), + print(yaml.dump(preproc_lims)), ) else: # don't enforce any limits. @@ -134,9 +136,7 @@ def main(): updated_description = interactive_description(description) iterated_runcard_yaml = API.iterated_runcard_yaml( - fit=input_fit, - _updated_description=updated_description, - _flmap_np_clip_arg=preproc_lims, + fit=input_fit, _updated_description=updated_description, _flmap_np_clip_arg=preproc_lims ) # Write new runcard to file diff --git a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py index e68df56dcc..c53d4e615a 100755 --- a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py +++ b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py @@ -27,14 +27,16 @@ import tempfile import pandas as pd +from ruamel.yaml import YAML + from reportengine import colors -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys import lhaindex from validphys.lhio import new_pdf_from_indexes from validphys.loader import FallbackLoader - log = logging.getLogger() log.setLevel(logging.INFO) log.addHandler(colors.ColorHandler()) @@ -53,9 +55,7 @@ def check_none_or_gt_one(value): try: ivalue = int(value) except ValueError as e: - raise argparse.ArgumentTypeError( - f"{value} cannot be interpreted as an integer." - ) from e + raise argparse.ArgumentTypeError(f"{value} cannot be interpreted as an integer.") from e if ivalue <= 0: raise argparse.ArgumentTypeError(f"{value} is an invalid positive int value.") return ivalue @@ -92,9 +92,7 @@ def main(): input_pdf = loader.check_pdf(args.input_pdf) if input_pdf.error_type != "replicas": - log.error( - "Error type of input PDF must be `replicas` not `%s`", input_pdf.error_type - ) + log.error("Error type of input PDF must be `replicas` not `%s`", input_pdf.error_type) sys.exit(1) if args.replicas > len(input_pdf) - 1: @@ -115,11 +113,7 @@ def main(): with tempfile.TemporaryDirectory() as f: try: new_pdf_from_indexes( - input_pdf, - indices, - set_name=output_name, - folder=pathlib.Path(f), - installgrid=True, + input_pdf, indices, set_name=output_name, folder=pathlib.Path(f), installgrid=True ) except FileExistsError: log.error( @@ -133,16 +127,12 @@ def main(): "PDFs in the LHAPDF format are required to have 2 replicas, copying " "replica 1 to replica 2" ) - base_name = str( - pathlib.Path(lhaindex.get_lha_datapath()) / output_name / output_name - ) + base_name = str(pathlib.Path(lhaindex.get_lha_datapath()) / output_name / output_name) - shutil.copyfile( - base_name + "_0001.dat", base_name + "_0002.dat", - ) + shutil.copyfile(base_name + "_0001.dat", base_name + "_0002.dat") # fixup info file - with open(base_name + ".info", "r") as f: - info_file = yaml.safe_load(f) + with open(base_name + ".info") as f: + info_file = yaml.load(f) info_file["NumMembers"] = 3 with open(base_name + ".info", "w") as f: @@ -150,22 +140,17 @@ def main(): # here we update old indices in case the user creates # the original_index_mapping.csv - indices = 2*indices + indices = 2 * indices if args.save_indices: index_file = ( - pathlib.Path(lhaindex.get_lha_datapath()) - / output_name - / "original_index_mapping.csv" + pathlib.Path(lhaindex.get_lha_datapath()) / output_name / "original_index_mapping.csv" ) log.info("Saving output PDF/input PDF replica index mapping to %s", index_file) with open(index_file, "w+") as f: pd.DataFrame( list(enumerate(indices, 1)), - columns=[ - f"{output_name} replica index", - f"{args.input_pdf} replica index", - ], + columns=[f"{output_name} replica index", f"{args.input_pdf} replica index"], ).to_csv(f, index=False) diff --git a/validphys2/src/validphys/scripts/vp_pdfrename.py b/validphys2/src/validphys/scripts/vp_pdfrename.py index 5fd0124cbf..8f2816d47f 100755 --- a/validphys2/src/validphys/scripts/vp_pdfrename.py +++ b/validphys2/src/validphys/scripts/vp_pdfrename.py @@ -19,9 +19,11 @@ import tempfile import lhapdf +from ruamel.yaml import YAML from reportengine import colors -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.renametools import rename_pdf @@ -45,13 +47,9 @@ def process_args(): Quotations should be used for this field.""", ) parser.add_argument( - "--data-version", - type=int, - help="The data version to be added to the PDF .info file.", - ) - parser.add_argument( - "--index", help="The set index to be added to the PDF .info file." + "--data-version", type=int, help="The data version to be added to the PDF .info file." ) + parser.add_argument("--index", help="The set index to be added to the PDF .info file.") parser.add_argument( "--reference", help="The reference to be added to the PDF .info file, usually an arXiv reference.", @@ -62,9 +60,7 @@ def process_args(): action="store_true", help="Place the output LHAPDF in the LHAPDF directory.", ) - parser.add_argument( - "-c", "--compress", action="store_true", help="Compress the resulting PDF." - ) + parser.add_argument("-c", "--compress", action="store_true", help="Compress the resulting PDF.") args = parser.parse_args() return args @@ -81,8 +77,7 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): infopath = pdf_path / f"{pdf_name}.info" with open(infopath) as f: - y = yaml.YAML() - res = y.load(f) + res = yaml.load(f) # If a field entry is not provided, then we revert to the existing # field in pre-existing info file. @@ -102,12 +97,12 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): res["Reference"] = field_dict["reference"] with open(infopath, "w") as f: - y.default_flow_style = True - y.dump(res, f) + yaml.default_flow_style = True + yaml.dump(res, f) def compress(lhapdf_path: pathlib.Path): - """ Function to compress the resulting PDF. Dereferences are handled + """Function to compress the resulting PDF. Dereferences are handled in order to account for possible symbolic linking of grids. """ output = lhapdf_path.name + ".tar.gz" @@ -136,9 +131,7 @@ def main(): sys.exit(1) if not source_path.is_dir(): - log.error( - f"Could not find fit. Path '{source_path.absolute()}' is not a directory." - ) + log.error(f"Could not find fit. Path '{source_path.absolute()}' is not a directory.") sys.exit(1) with tempfile.TemporaryDirectory(dir=dest_path.parent) as tmp: @@ -156,6 +149,7 @@ def main(): if args.compress: from validphys.renametools import Spinner + log.info("Compressing output") with Spinner(): compress(dest_path) diff --git a/validphys2/src/validphys/scripts/wiki_upload.py b/validphys2/src/validphys/scripts/wiki_upload.py index bfc6eb1f12..d4414c404f 100644 --- a/validphys2/src/validphys/scripts/wiki_upload.py +++ b/validphys2/src/validphys/scripts/wiki_upload.py @@ -2,17 +2,16 @@ A more interactive version of vp_upload """ -#Note that the imports are done as late as possible to improve the speed of -#the command line. - -import sys -import pathlib -import os +# Note that the imports are done as late as possible to improve the speed of +# the command line. import logging +import os +import pathlib +import sys -import pygments from prompt_toolkit.shortcuts import prompt +import pygments from reportengine import colors from validphys.promptutils import confirm @@ -21,14 +20,17 @@ log.setLevel(logging.INFO) log.addHandler(colors.ColorHandler()) + def handle_single_file(filename): import tempfile + out = pathlib.Path(tempfile.mkdtemp(prefix='vp-upload')) filename = pathlib.Path(filename) p = out / filename.name p.symlink_to(filename.absolute()) return out, filename.name + def edit_settings(d): title = d.get('title', '') author = d.get('author', '') @@ -48,10 +50,13 @@ def edit_settings(d): kwinp = prompt("keywords: ", default=','.join(keywords)) d['keywords'] = [k.strip() for k in kwinp.split(',') if k] + def handle_meta_interactive(output): metapath = output / 'meta.yaml' - from reportengine.compat import yaml - #The yaml lexer is broken. Use something else. + from ruamel.yaml import YAML + + yaml = YAML(typ='safe') + # The yaml lexer is broken. Use something else. lex = pygments.lexers.get_lexer_by_name('pkgconfig') fmt = pygments.formatters.TerminalFormatter() if metapath.exists(): @@ -66,35 +71,37 @@ def handle_meta_interactive(output): edit = not confirm(msg, default=True) if edit: - d = yaml.load(content, yaml.RoundTripLoader) + d = yaml.load(content) else: return else: - #We are making these the empty string, because prompt_toolkit doesn't - #support default=None. - d = {'title': '', 'author': '', 'keywords':''} + # We are making these the empty string, because prompt_toolkit doesn't + # support default=None. + d = {'title': '', 'author': '', 'keywords': ''} import io + while True: edit_settings(d) print("Metadata:") s = io.StringIO() - yaml.dump(d, s, yaml.RoundTripDumper) + yaml.dump(d, s) metastr = s.getvalue() print(pygments.highlight(metastr, lex, fmt)) if confirm("Confirm?"): break - with open(metapath, 'w') as f: f.write(metastr) + def main(): import argparse + parser = argparse.ArgumentParser(description="Upload output to the NNPDF server.") parser.add_argument("output", help="Folder to upload.") args = parser.parse_args() @@ -118,7 +125,6 @@ def main(): uploader = uploadutils.ReportUploader() upargs = output - try: with uploader.upload_or_exit_context(upargs): handle_meta_interactive(upload_output) diff --git a/validphys2/src/validphys/tests/photon/test_compute.py b/validphys2/src/validphys/tests/photon/test_compute.py index dd846bdcf2..ff0b64710b 100644 --- a/validphys2/src/validphys/tests/photon/test_compute.py +++ b/validphys2/src/validphys/tests/photon/test_compute.py @@ -76,8 +76,7 @@ def test_photon(): # load fiatlux with tempfile.NamedTemporaryFile(mode="w") as tmp: - with tmp.file as tmp_file: - tmp_file.write(yaml.dump(FIATLUX_DEFAULT)) + yaml.dump(FIATLUX_DEFAULT, tmp) lux = fiatlux.FiatLux(tmp.name) alpha = Alpha(theory, fiatlux_default["q2_max"]) diff --git a/validphys2/src/validphys/tests/test_effexponents.py b/validphys2/src/validphys/tests/test_effexponents.py index f069402d60..0221111224 100644 --- a/validphys2/src/validphys/tests/test_effexponents.py +++ b/validphys2/src/validphys/tests/test_effexponents.py @@ -1,6 +1,6 @@ -import pytest +from ruamel.yaml import YAML -from reportengine.compat import yaml +yaml = YAML(typ='safe') from validphys.api import API from validphys.loader import FallbackLoader as Loader from validphys.scripts.vp_nextfitruncard import PREPROCESSING_LIMS @@ -23,10 +23,10 @@ def test_next_runcard(): # We load it using the context manager because at_input has been modified # to load various keys that are not present in the actual runcard for # backwards compatibility - with open(l.check_fit(FIT_ITERATED).path / "filter.yml", "r") as f: - ite2_runcard = yaml.safe_load(f) + with open(l.check_fit(FIT_ITERATED).path / "filter.yml") as f: + ite2_runcard = yaml.load(f) - predicted_ite2_runcard = yaml.safe_load( + predicted_ite2_runcard = yaml.load( API.iterated_runcard_yaml(fit=FIT, _flmap_np_clip_arg=PREPROCESSING_LIMS) ) diff --git a/validphys2/src/validphys/tests/test_postfit.py b/validphys2/src/validphys/tests/test_postfit.py index a3f30ac583..43807b6cca 100644 --- a/validphys2/src/validphys/tests/test_postfit.py +++ b/validphys2/src/validphys/tests/test_postfit.py @@ -3,14 +3,18 @@ Module for testing postfit. """ + import json -import subprocess as sp import os import shutil +import subprocess as sp + +from ruamel.yaml import YAML from validphys.loader import FallbackLoader as Loader from validphys.tests.conftest import FIT -from reportengine.compat import yaml + +yaml = YAML(typ='safe') def test_postfit(tmp): @@ -76,8 +80,8 @@ def test_postfit(tmp): # [File in PDF set, file in fit] files = [pdfsetpath / f"{TMPFIT}_{x:04d}.dat", postfitpath / f"replica_{x}/{TMPFIT}.dat"] for file in files: - with open(file, "r") as f: - data = yaml.safe_load_all(f) + with open(file) as f: + data = yaml.load_all(f) metadata = next(data) repnos.add(metadata["FromMCReplica"]) assert ( @@ -87,8 +91,8 @@ def test_postfit(tmp): # Check that number of PDF members is written correctly infopath = postfitpath / f"{TMPFIT}/{TMPFIT}.info" - with open(infopath, "r") as f: - data = yaml.safe_load(f) + with open(infopath) as f: + data = yaml.load(f) # Add one to nrep to account for replica 0 assert ( data["NumMembers"] == nrep + 1 @@ -96,7 +100,7 @@ def test_postfit(tmp): # Check that chi2 and arclength thresholds are recorded correctly vetopath = postfitpath / "veto_count.json" - with open(vetopath, "r") as f: + with open(vetopath) as f: veto_count = json.load(f) assert ( veto_count["chi2_threshold"] == chi2_threshold diff --git a/validphys2/src/validphys/tests/test_theorydbutils.py b/validphys2/src/validphys/tests/test_theorydbutils.py index a72d86900d..22c78fe87c 100644 --- a/validphys2/src/validphys/tests/test_theorydbutils.py +++ b/validphys2/src/validphys/tests/test_theorydbutils.py @@ -1,5 +1,5 @@ import pytest -from ruamel import yaml +from ruamel.yaml import YAML from validobj import ValidationError from nnpdf_data.theorydbutils import TheoryNotFoundInDatabase, fetch_all, fetch_theory @@ -8,6 +8,7 @@ L = Loader() DBPATH = L.theorydb_folder +yaml = YAML(typ='safe') def test_fetch_theory(): diff --git a/validphys2/src/validphys/uploadutils.py b/validphys2/src/validphys/uploadutils.py index 2420845282..dd6cbe02fd 100644 --- a/validphys2/src/validphys/uploadutils.py +++ b/validphys2/src/validphys/uploadutils.py @@ -22,9 +22,11 @@ import prompt_toolkit from prompt_toolkit.completion import WordCompleter +from ruamel.yaml import YAML from reportengine.colors import t -from reportengine.compat import yaml + +yaml = YAML(typ='safe') from validphys.loader import Loader, RemoteLoader from validphys.renametools import Spinner @@ -404,7 +406,7 @@ def interactive_meta(path): meta_dict = {"title": title, "author": author, "keywords": keywords} with open(path / "meta.yaml", "w") as stream: - yaml.safe_dump(meta_dict, stream) + yaml.dump(meta_dict, stream) def check_input(path): From 03b942ddc4f789b210b6c8dd79bdb3f1e6e37d3c Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 14:24:48 +0000 Subject: [PATCH 057/138] remove ruamel.yaml pin --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index de3464aa4b..eef39b0c7a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,7 +65,7 @@ matplotlib = "^3.9" pineappl = "^0.8.2" pandas = "*" numpy = "*" -"ruamel.yaml" = "^0.15" +"ruamel.yaml" = "*" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git From 57860e02c3442b57e7de91d4598f2eaa75c2d723 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 14:33:43 +0000 Subject: [PATCH 058/138] uncomment load weights in quickard_qed --- n3fit/src/n3fit/tests/regressions/quickcard_qed.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml b/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml index a4b4843bba..193edc8631 100644 --- a/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml +++ b/n3fit/src/n3fit/tests/regressions/quickcard_qed.yml @@ -33,7 +33,7 @@ trvlseed: 3 nnseed: 2 mcseed: 1 -# load: "weights.weights.h5" +load: "weights.weights.h5" separate_multiplicative: True parameters: # This defines the parameter dictionary that is passed to the Model Trainer From 3236706b751d2a71163ab529b91f3be30c70cffe Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 17:09:17 +0000 Subject: [PATCH 059/138] move error to be raised one step later.. --- validphys2/src/validphys/coredata.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/validphys2/src/validphys/coredata.py b/validphys2/src/validphys/coredata.py index 690a2a9623..b2f68713b0 100644 --- a/validphys2/src/validphys/coredata.py +++ b/validphys2/src/validphys/coredata.py @@ -11,7 +11,7 @@ import pandas as pd from ruamel.yaml import YAML -yaml = YAML(typ='safe') +yaml = YAML(typ='rt') from validphys.utils import generate_path_filtered_data KIN_NAMES = ["kin1", "kin2", "kin3"] From 2dc8c4168780918ea270939d29c94c5a83d384b5 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 17:10:41 +0000 Subject: [PATCH 060/138] remove useless pass statement --- nnpdf_data/nnpdf_data/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/__init__.py b/nnpdf_data/nnpdf_data/__init__.py index fccfa92ea6..60e7e0fb61 100644 --- a/nnpdf_data/nnpdf_data/__init__.py +++ b/nnpdf_data/nnpdf_data/__init__.py @@ -3,8 +3,6 @@ from ruamel.yaml import YAML -pass - path_vpdata = pathlib.Path(__file__).parent path_commondata = path_vpdata / "commondata" From 2aa8aa8f1784bd0cd9204738145b8401c28a77b3 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Mon, 25 Nov 2024 17:54:48 +0000 Subject: [PATCH 061/138] pass stream to yaml.dump, not a path as string --- validphys2/src/validphys/eff_exponents.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index 4d07e5f0c8..4b621648d9 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -526,7 +526,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= previous_exponents[i]["smallx"] = [fmt(alpha) for alpha in alphas] previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp.name) + yaml.dump(filtermap, fp) yaml_string = fp.read() return yaml_string @@ -550,7 +550,7 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip filtermap["description"] = _updated_description with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp.name) + yaml.dump(filtermap, fp) yaml_string = fp.read() return yaml_string @@ -614,7 +614,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): filtermap['fiatlux']['luxset'] = fit.name with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp.name) + yaml.dump(filtermap, fp) yaml_string = fp.read() return yaml_string From 0a840e35b74a4397ed4bc867669bfc4b262e2e2c Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 15:49:33 +0000 Subject: [PATCH 062/138] correctly yaml.dump dict to file --- validphys2/src/validphys/commondataparser.py | 2 +- validphys2/src/validphys/eff_exponents.py | 13 +++++++++---- validphys2/src/validphys/lhaindex.py | 2 +- validphys2/src/validphys/tests/test_effexponents.py | 2 +- 4 files changed, 12 insertions(+), 7 deletions(-) diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index 486422b147..cb1f58a5d3 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -55,7 +55,7 @@ from validphys.plotoptions.plottingoptions import PlottingOptions, labeler_functions from validphys.process_options import ValidProcess -yaml = YAML(typ='rt') +yaml = YAML(typ='safe', pure=False) # JCM: # Some notes for developers diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index 4b621648d9..db23a251ef 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -4,6 +4,7 @@ import logging import numbers +from pathlib import Path import random import tempfile import warnings @@ -16,7 +17,8 @@ from reportengine import collect from reportengine.checks import check_positive -yaml = YAML(typ='safe') +yaml = YAML(typ='rt') +yaml.default_flow_style = False from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -526,7 +528,8 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= previous_exponents[i]["smallx"] = [fmt(alpha) for alpha in alphas] previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp) + path = Path(fp.name) + yaml.dump(filtermap, path) yaml_string = fp.read() return yaml_string @@ -550,7 +553,8 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip filtermap["description"] = _updated_description with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp) + path = Path(fp.name) + yaml.dump(filtermap, path) yaml_string = fp.read() return yaml_string @@ -614,7 +618,8 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): filtermap['fiatlux']['luxset'] = fit.name with tempfile.NamedTemporaryFile() as fp: - yaml.dump(filtermap, fp) + path = Path(fp.name) + yaml.dump(filtermap, path) yaml_string = fp.read() return yaml_string diff --git a/validphys2/src/validphys/lhaindex.py b/validphys2/src/validphys/lhaindex.py index 31a03a83ae..5d3db810c5 100644 --- a/validphys2/src/validphys/lhaindex.py +++ b/validphys2/src/validphys/lhaindex.py @@ -14,7 +14,7 @@ from ruamel.yaml import YAML -yaml = YAML(typ='safe') +yaml = YAML(typ='safe', pure=False) from validphys.lhapdf_compatibility import lhapdf _indexes_to_names = None diff --git a/validphys2/src/validphys/tests/test_effexponents.py b/validphys2/src/validphys/tests/test_effexponents.py index 0221111224..afdbdd4d60 100644 --- a/validphys2/src/validphys/tests/test_effexponents.py +++ b/validphys2/src/validphys/tests/test_effexponents.py @@ -1,6 +1,6 @@ from ruamel.yaml import YAML -yaml = YAML(typ='safe') +yaml = YAML(typ='rt') from validphys.api import API from validphys.loader import FallbackLoader as Loader from validphys.scripts.vp_nextfitruncard import PREPROCESSING_LIMS From 2e68972e92775e89326a192eed31387dd93a5e2c Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 16:09:56 +0000 Subject: [PATCH 063/138] fix(?) mc2hessian test --- validphys2/src/validphys/eff_exponents.py | 3 +-- validphys2/src/validphys/lhio.py | 2 +- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index db23a251ef..a49b77ed6c 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -18,7 +18,6 @@ from reportengine.checks import check_positive yaml = YAML(typ='rt') -yaml.default_flow_style = False from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -529,7 +528,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) - yaml.dump(filtermap, path) + yaml.dump(filtermap, path, default_flow_style=False) yaml_string = fp.read() return yaml_string diff --git a/validphys2/src/validphys/lhio.py b/validphys2/src/validphys/lhio.py index b0be198916..f42af5afad 100644 --- a/validphys2/src/validphys/lhio.py +++ b/validphys2/src/validphys/lhio.py @@ -30,7 +30,7 @@ def read_xqf_from_file(f): lines = split_sep(f) try: (xtext, qtext, ftext) = (next(lines) for _ in range(3)) - except StopIteration: + except RuntimeError: return None xvals = np.fromstring(xtext, sep=" ") qvals = np.fromstring(qtext, sep=" ") From e897201c10ff39b1691d750d68e629641583c256 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 16:12:07 +0000 Subject: [PATCH 064/138] pass default_flow_style at header level isntead of function --- validphys2/src/validphys/eff_exponents.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index a49b77ed6c..db23a251ef 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -18,6 +18,7 @@ from reportengine.checks import check_positive yaml = YAML(typ='rt') +yaml.default_flow_style = False from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -528,7 +529,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) - yaml.dump(filtermap, path, default_flow_style=False) + yaml.dump(filtermap, path) yaml_string = fp.read() return yaml_string From 42633380ba6cf32f0a893fb4fe3c694f1c9ff1c0 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 16:35:39 +0000 Subject: [PATCH 065/138] prevent file from closing while writing to buffer --- validphys2/src/validphys/coredata.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/validphys2/src/validphys/coredata.py b/validphys2/src/validphys/coredata.py index b2f68713b0..cd5cf895b9 100644 --- a/validphys2/src/validphys/coredata.py +++ b/validphys2/src/validphys/coredata.py @@ -11,7 +11,7 @@ import pandas as pd from ruamel.yaml import YAML -yaml = YAML(typ='rt') +yaml = YAML(typ='safe') from validphys.utils import generate_path_filtered_data KIN_NAMES = ["kin1", "kin2", "kin3"] @@ -474,6 +474,8 @@ def export(self, folder_path): data_path = folder_path / data_path.name unc_path = folder_path / unc_path.name # Export data and uncertainties - self.export_data(data_path.open("w", encoding="utf-8")) - self.export_uncertainties(unc_path.open("w", encoding="utf-8")) + with open(data_path, "w") as file: + self.export_data(file) + with open(unc_path, "w") as file: + self.export_uncertainties(file) return data_path, unc_path From c7d9c720314f10178782fa2687d924d46c847648 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 16:50:01 +0000 Subject: [PATCH 066/138] fix vp-nextfitruncard --- validphys2/src/validphys/eff_exponents.py | 6 +++--- validphys2/src/validphys/scripts/vp_nextfitruncard.py | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index db23a251ef..eba319ab5f 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -530,7 +530,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) yaml.dump(filtermap, path) - yaml_string = fp.read() + yaml_string = fp.read().decode("utf-8") return yaml_string @@ -555,7 +555,7 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) yaml.dump(filtermap, path) - yaml_string = fp.read() + yaml_string = fp.read().decode("utf-8") return yaml_string @@ -620,6 +620,6 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) yaml.dump(filtermap, path) - yaml_string = fp.read() + yaml_string = fp.read().decode("utf-8") return yaml_string diff --git a/validphys2/src/validphys/scripts/vp_nextfitruncard.py b/validphys2/src/validphys/scripts/vp_nextfitruncard.py index a3c793e02d..5cf48092bc 100644 --- a/validphys2/src/validphys/scripts/vp_nextfitruncard.py +++ b/validphys2/src/validphys/scripts/vp_nextfitruncard.py @@ -127,7 +127,7 @@ def main(): preproc_lims = PREPROCESSING_LIMS log.info( "The following constraints will be used for preprocessing ranges, \n%s", - print(yaml.dump(preproc_lims)), + yaml.dump(preproc_lims, sys.stdout), ) else: # don't enforce any limits. From f06d78aa56551743018981ec86d1ea3140083fec Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 18:33:55 +0000 Subject: [PATCH 067/138] clean up yaml imports --- extra_tests/regression_checks.py | 6 ++---- n3fit/src/evolven3fit/evolve.py | 6 ++---- n3fit/src/evolven3fit/utils.py | 5 ++--- n3fit/src/n3fit/io/writer.py | 6 ++---- n3fit/src/n3fit/scripts/n3fit_exec.py | 7 +++---- n3fit/src/n3fit/scripts/vp_setupfit.py | 7 +++---- n3fit/src/n3fit/tests/test_evolven3fit.py | 6 ++---- n3fit/src/n3fit/tests/test_fit.py | 6 ++---- nnpdf_data/nnpdf_data/__init__.py | 5 +++-- nnpdf_data/nnpdf_data/theory.py | 3 --- nnpdf_data/nnpdf_data/utils.py | 8 +++----- validphys2/serverscripts/index-reports.py | 6 +++--- validphys2/src/validphys/commondataparser.py | 12 +++++------- validphys2/src/validphys/config.py | 12 ++++++------ validphys2/src/validphys/core.py | 8 +++----- validphys2/src/validphys/coredata.py | 8 +++----- validphys2/src/validphys/eff_exponents.py | 17 +++++++---------- validphys2/src/validphys/filters.py | 9 +++------ validphys2/src/validphys/fitdata.py | 6 ++---- validphys2/src/validphys/lhaindex.py | 6 ++---- validphys2/src/validphys/lhio.py | 5 ++--- validphys2/src/validphys/loader.py | 12 ++++-------- validphys2/src/validphys/replica_selector.py | 10 +++------- .../src/validphys/scripts/vp_comparefits.py | 5 ++--- .../src/validphys/scripts/vp_deltachi2.py | 7 ++----- .../src/validphys/scripts/vp_hyperoptplot.py | 14 ++++++-------- .../src/validphys/scripts/vp_nextfitruncard.py | 7 ++----- .../src/validphys/scripts/vp_pdffromreplicas.py | 9 +++------ .../src/validphys/scripts/vp_pdfrename.py | 11 ++++------- validphys2/src/validphys/scripts/wiki_upload.py | 7 +++---- .../src/validphys/tests/test_effexponents.py | 8 +++----- validphys2/src/validphys/tests/test_postfit.py | 9 +++------ .../tests/test_scalevariationtheoryids.py | 6 ++---- .../src/validphys/tests/test_theorydbutils.py | 5 ++--- validphys2/src/validphys/uploadutils.py | 6 ++---- validphys2/src/validphys/utils.py | 5 +++++ 36 files changed, 106 insertions(+), 169 deletions(-) diff --git a/extra_tests/regression_checks.py b/extra_tests/regression_checks.py index b77f2c0cee..e5976d54dc 100644 --- a/extra_tests/regression_checks.py +++ b/extra_tests/regression_checks.py @@ -7,11 +7,9 @@ import subprocess as sp import pytest -from ruamel.yaml import YAML from n3fit.tests.test_fit import EXE, check_fit_results - -yaml = YAML(typ='safe') +from validphys.utils import yaml_safe REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regression_fits") @@ -39,7 +37,7 @@ def test_regression_fit(tmp_path, runcard, replica, regenerate): runcard_file = REGRESSION_FOLDER / runcard_name shutil.copy(runcard_file, tmp_path) - runcard_info = yaml.load(runcard_file.read_text()) + runcard_info = yaml_safe.load(runcard_file.read_text()) if (wname := runcard_info.get("load")) is not None: shutil.copy(REGRESSION_FOLDER / wname, tmp_path) diff --git a/n3fit/src/evolven3fit/evolve.py b/n3fit/src/evolven3fit/evolve.py index fe0bcbd5b3..fb10a4db84 100644 --- a/n3fit/src/evolven3fit/evolve.py +++ b/n3fit/src/evolven3fit/evolve.py @@ -8,12 +8,10 @@ from joblib import Parallel, delayed import numpy as np import psutil -from ruamel.yaml import YAML import eko from eko import basis_rotation, runner - -yaml = YAML(typ='safe') +from validphys.utils import yaml_safe from . import eko_utils, utils @@ -166,7 +164,7 @@ def load_fit(usr_path): nnfitpath = usr_path / "nnfit" pdf_dict = {} for yaml_file in nnfitpath.glob(f"replica_*/{usr_path.name}.exportgrid"): - data = yaml.load(yaml_file.read_text(encoding="UTF-8")) + data = yaml_safe.load(yaml_file.read_text(encoding="UTF-8")) pdf_dict[yaml_file.parent.stem] = data return pdf_dict diff --git a/n3fit/src/evolven3fit/utils.py b/n3fit/src/evolven3fit/utils.py index 700e95baec..cdd649d972 100644 --- a/n3fit/src/evolven3fit/utils.py +++ b/n3fit/src/evolven3fit/utils.py @@ -2,11 +2,10 @@ import shutil import numpy as np -from ruamel.yaml import YAML from scipy.interpolate import interp1d -yaml = YAML(typ='safe') from validphys.pdfbases import PIDS_DICT +from validphys.utils import yaml_safe from .q2grids import Q2GRID_DEFAULT, Q2GRID_NNPDF40 @@ -58,7 +57,7 @@ def hasFlavor(self, pid): def read_runcard(usr_path): """Read the runcard and return the relevant information for evolven3fit""" - return yaml.load((usr_path / "filter.yml").read_text(encoding="UTF-8")) + return yaml_safe.load((usr_path / "filter.yml").read_text(encoding="UTF-8")) def get_theoryID_from_runcard(usr_path): diff --git a/n3fit/src/n3fit/io/writer.py b/n3fit/src/n3fit/io/writer.py index 1f31a06ad0..053fc6d229 100644 --- a/n3fit/src/n3fit/io/writer.py +++ b/n3fit/src/n3fit/io/writer.py @@ -9,13 +9,11 @@ import logging import numpy as np -from ruamel.yaml import YAML import n3fit from n3fit import vpinterface - -yaml = YAML(typ='safe') import validphys +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -624,4 +622,4 @@ def storefit(pdf_object, replica, out_path, theory): } with open(out_path, "w") as fs: - yaml.dump(data, fs) + yaml_safe.dump(data, fs) diff --git a/n3fit/src/n3fit/scripts/n3fit_exec.py b/n3fit/src/n3fit/scripts/n3fit_exec.py index 4664d0973b..58942b32f4 100755 --- a/n3fit/src/n3fit/scripts/n3fit_exec.py +++ b/n3fit/src/n3fit/scripts/n3fit_exec.py @@ -10,15 +10,14 @@ import shutil import sys -from ruamel.yaml import YAML, error +from ruamel.yaml import error from reportengine import colors - -yaml = YAML(typ='safe') from reportengine.namespaces import NSList from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ from validphys.core import FitSpec +from validphys.utils import yaml_safe N3FIT_FIXED_CONFIG = dict(use_cuts='internal', use_t0=True, actions_=[]) @@ -110,7 +109,7 @@ class N3FitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - file_content = yaml.load(o) + file_content = yaml_safe.load(o) except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): diff --git a/n3fit/src/n3fit/scripts/vp_setupfit.py b/n3fit/src/n3fit/scripts/vp_setupfit.py index 75312bea83..0739963cc1 100644 --- a/n3fit/src/n3fit/scripts/vp_setupfit.py +++ b/n3fit/src/n3fit/scripts/vp_setupfit.py @@ -32,13 +32,12 @@ import shutil import sys -from ruamel.yaml import YAML, error +from ruamel.yaml import error from reportengine import colors - -yaml = YAML(typ='safe') from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ +from validphys.utils import yaml_safe SETUPFIT_FIXED_CONFIG = dict( actions_=[ @@ -133,7 +132,7 @@ class SetupFitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - file_content = yaml.load(o) + file_content = yaml_safe.load(o) except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): diff --git a/n3fit/src/n3fit/tests/test_evolven3fit.py b/n3fit/src/n3fit/tests/test_evolven3fit.py index 34e5de44dc..34039cb8ba 100644 --- a/n3fit/src/n3fit/tests/test_evolven3fit.py +++ b/n3fit/src/n3fit/tests/test_evolven3fit.py @@ -6,13 +6,11 @@ from evolven3fit import eko_utils, utils import numpy as np import pytest -from ruamel.yaml import YAML from eko import EKO, runner - -yaml = YAML(typ='safe') from validphys.api import API from validphys.pdfbases import PIDS_DICT +from validphys.utils import yaml_safe REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regressions") log = logging.getLogger(__name__) @@ -26,7 +24,7 @@ def assert_sorted(arr, title): def check_lhapdf_info(info_path): """Check the LHAPDF info file is correct""" - info = yaml.load(info_path.open("r", encoding="utf-8")) + info = yaml_safe.load(info_path.open("r", encoding="utf-8")) alphas_qs = info["AlphaS_Qs"] alphas = info["AlphaS_Vals"] diff --git a/n3fit/src/n3fit/tests/test_fit.py b/n3fit/src/n3fit/tests/test_fit.py index 0e8b01fb4a..0610250843 100644 --- a/n3fit/src/n3fit/tests/test_fit.py +++ b/n3fit/src/n3fit/tests/test_fit.py @@ -20,12 +20,10 @@ import h5py from numpy.testing import assert_allclose, assert_equal import pytest -from ruamel.yaml import YAML import n3fit - -yaml = YAML(typ='safe') from validphys.n3fit_data import replica_mcseed, replica_nnseed, replica_trvlseed +from validphys.utils import yaml_safe log = logging.getLogger(__name__) REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regressions") @@ -47,7 +45,7 @@ def _load_json(info_file): def _load_exportgrid(exportgrid_file): """Loads the exportgrid file""" - return yaml.load(exportgrid_file.read_text()) + return yaml_safe.load(exportgrid_file.read_text()) def test_initialize_seeds(): diff --git a/nnpdf_data/nnpdf_data/__init__.py b/nnpdf_data/nnpdf_data/__init__.py index 60e7e0fb61..f12d3e0abc 100644 --- a/nnpdf_data/nnpdf_data/__init__.py +++ b/nnpdf_data/nnpdf_data/__init__.py @@ -1,7 +1,7 @@ from functools import lru_cache import pathlib -from ruamel.yaml import YAML +import yaml path_vpdata = pathlib.Path(__file__).parent path_commondata = path_vpdata / "commondata" @@ -10,7 +10,8 @@ _path_legacy_mapping = path_commondata / "dataset_names.yml" theory_cards = path_vpdata / "theory_cards" -_legacy_to_new_mapping_raw = YAML(typ='safe').load(_path_legacy_mapping) +with open(_path_legacy_mapping) as file: + _legacy_to_new_mapping_raw = yaml.load(file, yaml.Loader) # Convert strings into a dictionary legacy_to_new_mapping = { k: ({"dataset": v} if isinstance(v, str) else v) for k, v in _legacy_to_new_mapping_raw.items() diff --git a/nnpdf_data/nnpdf_data/theory.py b/nnpdf_data/nnpdf_data/theory.py index 558ca57306..2ce555f37e 100644 --- a/nnpdf_data/nnpdf_data/theory.py +++ b/nnpdf_data/nnpdf_data/theory.py @@ -4,12 +4,9 @@ """ import dataclasses -from functools import lru_cache import logging from typing import Literal, Optional -from .utils import parse_yaml_inp - DEPRECATED_KEYS = ["MaxNfAs", "SxRes", "SxOrd" "EScaleVar", "Qedref", "global_nx"] log = logging.getLogger(__name__) diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index 64f762a281..ad7f75e4c7 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -1,9 +1,7 @@ import pathlib -from ruamel.yaml import YAML from validobj import ValidationError, parse_input - -yaml = YAML(typ='safe') +import yaml def parse_yaml_inp(input_yaml, spec): @@ -14,14 +12,14 @@ def parse_yaml_inp(input_yaml, spec): https://validobj.readthedocs.io/en/latest/examples.html#yaml-line-numbers """ input_yaml = pathlib.Path(input_yaml) - inp = yaml.load(input_yaml.read_text(encoding="utf-8")) + inp = yaml.load(input_yaml.read_text(encoding="utf-8"), yaml.Loader) try: return parse_input(inp, spec) except ValidationError as e: current_exc = e # In order to provide a more complete error information, use round_trip_load # to read the .yaml file again (insetad of using the CLoader) - current_inp = yaml.load(input_yaml.open("r", encoding="utf-8")) + current_inp = yaml.load(input_yaml.open("r", encoding="utf-8"), yaml.Loader) error_text_lines = [] while current_exc: if hasattr(current_exc, 'wrong_field'): diff --git a/validphys2/serverscripts/index-reports.py b/validphys2/serverscripts/index-reports.py index e36d590a1e..a48aebae62 100644 --- a/validphys2/serverscripts/index-reports.py +++ b/validphys2/serverscripts/index-reports.py @@ -17,13 +17,13 @@ from bs4 import BeautifulSoup import numpy as np -from ruamel.yaml import YAML, error +from ruamel.yaml import error import skimage.io # TODO: Move the thumbnail logic somewhere import skimage.transform -yaml = YAML(typ='safe') +from validphys.utils import yaml_safe ROOT = '/home/nnpdf/validphys-reports' ROOT_URL = 'https://vp.nnpdf.science/' @@ -77,7 +77,7 @@ def meta_from_path(p): if yaml_meta.exists(): with yaml_meta.open() as f: try: - yaml_res = yaml.load(f) + yaml_res = yaml_safe.load(f) except error.YAMLError as e: print(f"Error processing {yaml_meta}: {e}", file=sys.stderr) index = p / 'index.html' diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index cb1f58a5d3..b63dce6d97 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -45,7 +45,6 @@ import numpy as np import pandas as pd -from ruamel.yaml import YAML from validobj import ValidationError, parse_input from validobj.custom import Parser @@ -54,8 +53,7 @@ from validphys.coredata import KIN_NAMES, CommonData from validphys.plotoptions.plottingoptions import PlottingOptions, labeler_functions from validphys.process_options import ValidProcess - -yaml = YAML(typ='safe', pure=False) +from validphys.utils import yaml_fast # JCM: # Some notes for developers @@ -248,7 +246,7 @@ def parser(cls, yaml_file): """The yaml databases in the server use "operands" as key instead of "FK_tables" """ if not yaml_file.exists(): raise FileNotFoundError(yaml_file) - meta = yaml.load(yaml_file.read_text()) + meta = yaml_fast.load(yaml_file.read_text()) # Make sure the operations are upper-cased for compound-compatibility meta["operation"] = "NULL" if meta["operation"] is None else meta["operation"].upper() if "operands" in meta: @@ -508,7 +506,7 @@ def load_data_central(self): if self.is_nnpdf_special: data = np.zeros(self.ndata) else: - datayaml = yaml.load(self.path_data_central) + datayaml = yaml_fast.load(self.path_data_central) data = datayaml["data_central"] if len(data) != self.ndata: @@ -537,7 +535,7 @@ def load_uncertainties(self): all_df = [] for ufile in self.paths_uncertainties: - uncyaml = yaml.load(ufile) + uncyaml = yaml_fast.load(ufile) mindex = pd.MultiIndex.from_tuples( [(k, v["treatment"], v["type"]) for k, v in uncyaml["definitions"].items()], names=["name", "treatment", "type"], @@ -573,7 +571,7 @@ def load_kinematics(self, fill_to_three=True, drop_minmax=True): a dataframe containing the kinematics """ kinematics_file = self.path_kinematics - kinyaml = yaml.load(kinematics_file) + kinyaml = yaml_fast.load(kinematics_file) kin_dict = {} for bin_index, dbin in enumerate(kinyaml["bins"], start=1): diff --git a/validphys2/src/validphys/config.py b/validphys2/src/validphys/config.py index 6651650c07..10e4f009f5 100644 --- a/validphys2/src/validphys/config.py +++ b/validphys2/src/validphys/config.py @@ -9,12 +9,9 @@ import pathlib import pandas as pd -from ruamel.yaml import YAML from nnpdf_data import legacy_to_new_map from reportengine import configparser, report - -yaml = YAML(typ='safe') from reportengine.configparser import ConfigError, _parse_func, element_of, record_from_defaults from reportengine.environment import Environment, EnvironmentError_ from reportengine.helputils import get_parser_type @@ -50,6 +47,7 @@ ) from validphys.plotoptions.core import get_info import validphys.scalevariations +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -1291,7 +1289,7 @@ def load_default_default_filter_rules(self, spec): lock_token = "_filters.lock.yaml" try: - return yaml.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) + return yaml_safe.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) except FileNotFoundError as e: alternatives = [ el.strip(lock_token) @@ -1665,7 +1663,7 @@ def produce_theoryids(self, t0id, point_prescription): This hard codes the theories needed for each prescription to avoid user error.""" th = t0id.id - lsv = yaml.load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) + lsv = yaml_safe.load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) scalevarsfor_list = lsv["scale_variations_for"] # Allowed central theoryids @@ -1679,7 +1677,9 @@ def produce_theoryids(self, t0id, point_prescription): ) # Find scales that correspond to this point prescription - pp_scales_dict = yaml.load(read_text(validphys.scalevariations, "pointprescriptions.yaml")) + pp_scales_dict = yaml_safe.load( + read_text(validphys.scalevariations, "pointprescriptions.yaml") + ) try: scales = pp_scales_dict[point_prescription] diff --git a/validphys2/src/validphys/core.py b/validphys2/src/validphys/core.py index ea7303f8e9..ceb0343feb 100644 --- a/validphys2/src/validphys/core.py +++ b/validphys2/src/validphys/core.py @@ -12,14 +12,12 @@ import re import numpy as np -from ruamel.yaml import YAML, error +from ruamel.yaml import error from nnpdf_data.theorydbutils import fetch_theory from reportengine import namespaces from reportengine.baseexceptions import AsInputError -yaml = YAML(typ='safe') - # TODO: There is a bit of a circular dependency between filters.py and this. # Maybe move the cuts logic to its own module? from validphys import filters, lhaindex @@ -28,7 +26,7 @@ from validphys.hyperoptplot import HyperoptTrial from validphys.lhapdfset import LHAPDFSet from validphys.tableloader import parse_exp_mat -from validphys.utils import experiments_to_dataset_inputs +from validphys.utils import experiments_to_dataset_inputs, yaml_safe log = logging.getLogger(__name__) @@ -715,7 +713,7 @@ def as_input(self): log.debug('Reading input from fit configuration %s', p) try: with p.open() as f: - d = yaml.load(f) + d = yaml_safe.load(f) except (error.YAMLError, FileNotFoundError) as e: raise AsInputError(str(e)) from e d['pdf'] = {'id': self.name, 'label': self.label} diff --git a/validphys2/src/validphys/coredata.py b/validphys2/src/validphys/coredata.py index cd5cf895b9..371f9837b1 100644 --- a/validphys2/src/validphys/coredata.py +++ b/validphys2/src/validphys/coredata.py @@ -9,10 +9,8 @@ import numpy as np import pandas as pd -from ruamel.yaml import YAML -yaml = YAML(typ='safe') -from validphys.utils import generate_path_filtered_data +from validphys.utils import generate_path_filtered_data, yaml_safe KIN_NAMES = ["kin1", "kin2", "kin3"] log = logging.getLogger(__name__) @@ -432,7 +430,7 @@ def systematic_errors(self, central_values=None): def export_data(self, buffer): """Exports the central data defined by this commondata instance to the given buffer""" ret = {"data_central": self.central_values.tolist()} - yaml.dump(ret, buffer) + yaml_safe.dump(ret, buffer) def export_uncertainties(self, buffer): """Exports the uncertainties defined by this commondata instance to the given buffer""" @@ -461,7 +459,7 @@ def export_uncertainties(self, buffer): "type": "UNCORR", } ret = {"definitions": sorted_definitions, "bins": bins} - yaml.dump(ret, buffer) + yaml_safe.dump(ret, buffer) def export(self, folder_path): """Wrapper around export_data and export_uncertainties diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index eba319ab5f..00ac155479 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -12,13 +12,9 @@ import matplotlib as mpl import numpy as np import pandas as pd -from ruamel.yaml import YAML from reportengine import collect from reportengine.checks import check_positive - -yaml = YAML(typ='rt') -yaml.default_flow_style = False from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -27,6 +23,7 @@ from validphys.pdfbases import Basis, check_basis import validphys.pdfgrids as pdfgrids from validphys.pdfplots import BandPDFPlotter, PDFPlotter +from validphys.utils import yaml_rt log = logging.getLogger(__name__) @@ -506,7 +503,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= (df_effexps,) = next_fit_eff_exps_table # Use round trip loader rather than safe_load in fit.as_input() with open(fit.path / "filter.yml") as f: - filtermap = yaml.load(f) + filtermap = yaml_rt.load(f) previous_exponents = filtermap["fitting"]["basis"] basis = filtermap["fitting"]["fitbasis"] checked = check_basis(basis, None) @@ -529,7 +526,7 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) - yaml.dump(filtermap, path) + yaml_rt.dump(filtermap, path) yaml_string = fp.read().decode("utf-8") return yaml_string @@ -546,7 +543,7 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip ``` """ - filtermap = yaml.load(iterate_preprocessing_yaml) + filtermap = yaml_rt.load(iterate_preprocessing_yaml) # update description if necessary if _updated_description is not None: @@ -554,7 +551,7 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) - yaml.dump(filtermap, path) + yaml_rt.dump(filtermap, path) yaml_string = fp.read().decode("utf-8") return yaml_string @@ -590,7 +587,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): ... f.write(yaml_output) """ - filtermap = yaml.load(update_runcard_description_yaml) + filtermap = yaml_rt.load(update_runcard_description_yaml) # iterate t0 filtermap["datacuts"]["t0pdfset"] = fit.name @@ -619,7 +616,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) - yaml.dump(filtermap, path) + yaml_rt.dump(filtermap, path) yaml_string = fp.read().decode("utf-8") return yaml_string diff --git a/validphys2/src/validphys/filters.py b/validphys2/src/validphys/filters.py index 3260adee06..df698ca34d 100644 --- a/validphys2/src/validphys/filters.py +++ b/validphys2/src/validphys/filters.py @@ -11,14 +11,11 @@ from typing import Union import numpy as np -from ruamel.yaml import YAML from reportengine.checks import check, make_check - -yaml = YAML(typ='safe') import validphys.cuts from validphys.process_options import PROCESSES -from validphys.utils import generate_path_filtered_data +from validphys.utils import generate_path_filtered_data, yaml_safe log = logging.getLogger(__name__) @@ -158,7 +155,7 @@ def default_filter_settings_input(): """Return a FilterDefaults dataclass with the default hardcoded filter settings. These are defined in ``defaults.yaml`` in the ``validphys.cuts`` module. """ - return FilterDefaults(**yaml.load(read_text(validphys.cuts, "defaults.yaml"))) + return FilterDefaults(**yaml_safe.load(read_text(validphys.cuts, "defaults.yaml"))) def default_filter_rules_input(): @@ -166,7 +163,7 @@ def default_filter_rules_input(): Return a tuple of FilterRule objects. These are defined in ``filters.yaml`` in the ``validphys.cuts`` module. """ - list_rules = yaml.load(read_text(validphys.cuts, "filters.yaml")) + list_rules = yaml_safe.load(read_text(validphys.cuts, "filters.yaml")) return tuple(FilterRule(**rule) for rule in list_rules) diff --git a/validphys2/src/validphys/fitdata.py b/validphys2/src/validphys/fitdata.py index fa5ad8061e..8bd4c5eae0 100644 --- a/validphys2/src/validphys/fitdata.py +++ b/validphys2/src/validphys/fitdata.py @@ -10,17 +10,15 @@ import numpy as np import pandas as pd -from ruamel.yaml import YAML from reportengine import collect from reportengine.checks import CheckError, make_argcheck - -yaml = YAML(typ='safe') from reportengine.floatformatting import ValueErrorTuple from reportengine.table import table from validphys import checks from validphys.core import PDF from validphys.plotoptions.core import get_info +from validphys.utils import yaml_safe # TODO: Add more stuff here as needed for postfit LITERAL_FILES = ['chi2exps.log'] @@ -434,7 +432,7 @@ def _get_fitted_index(pdf, i): """Return the nnfit index for the replica i""" p = pdf.infopath.with_name(f'{pdf.name}_{i:04d}.dat') with open(p) as f: - it = yaml.load_all(f) + it = yaml_safe.load_all(f) metadata = next(it) return metadata['FromMCReplica'] diff --git a/validphys2/src/validphys/lhaindex.py b/validphys2/src/validphys/lhaindex.py index 5d3db810c5..6b4ee00db0 100644 --- a/validphys2/src/validphys/lhaindex.py +++ b/validphys2/src/validphys/lhaindex.py @@ -12,10 +12,8 @@ from pathlib import Path import re -from ruamel.yaml import YAML - -yaml = YAML(typ='safe', pure=False) from validphys.lhapdf_compatibility import lhapdf +from validphys.utils import yaml_safe _indexes_to_names = None _names_to_indexes = None @@ -127,7 +125,7 @@ def infofilename(name): @lru_cache def parse_info(name): with open(infofilename(name)) as infofile: - result = YAML(typ='safe', pure=True).load(infofile) + result = yaml_safe.load(infofile) return result diff --git a/validphys2/src/validphys/lhio.py b/validphys2/src/validphys/lhio.py index f42af5afad..1f5584e815 100644 --- a/validphys2/src/validphys/lhio.py +++ b/validphys2/src/validphys/lhio.py @@ -10,11 +10,10 @@ import numpy as np import pandas as pd -from ruamel.yaml import YAML -yaml = YAML(typ='safe') from validphys import lhaindex from validphys.core import PDF +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -327,7 +326,7 @@ def hessian_from_lincomb(pdf, V, set_name=None, folder=None, extra_fields=None): else: out.write(l) if extra_fields is not None: - yaml.dump(extra_fields, out, default_flow_style=False) + yaml_safe.dump(extra_fields, out, default_flow_style=False) _headers, grids = load_all_replicas(pdf) result = (big_matrix(grids).dot(V)).add(grids[0], axis=0) diff --git a/validphys2/src/validphys/loader.py b/validphys2/src/validphys/loader.py index 2b56e7f665..e8312b6c10 100644 --- a/validphys2/src/validphys/loader.py +++ b/validphys2/src/validphys/loader.py @@ -17,12 +17,9 @@ import urllib.parse as urls import requests -from ruamel.yaml import YAML from nnpdf_data import legacy_to_new_mapping, path_vpdata from reportengine import filefinder - -yaml = YAML(typ='safe') from validphys import lhaindex from validphys.commondataparser import load_commondata_old, parse_new_metadata, parse_set_metadata from validphys.core import ( @@ -40,7 +37,7 @@ PositivitySetSpec, TheoryIDSpec, ) -from validphys.utils import generate_path_filtered_data, tempfile_cleaner +from validphys.utils import generate_path_filtered_data, tempfile_cleaner, yaml_safe log = logging.getLogger(__name__) NNPDF_DIR = "NNPDF" @@ -133,14 +130,13 @@ def _get_nnpdf_profile(profile_path=None): the python prefix (``Path(sys.prefix)/"share"/"NNPDF"``) will be used """ - yaml_reader = YAML(typ='safe', pure=True) home_config = pathlib.Path().home() / ".config" config_folder = pathlib.Path(os.environ.get("XDG_CONFIG_HOME", home_config)) / NNPDF_DIR # Set all default values profile_content = pkgutil.get_data("validphys", "nnprofile_default.yaml") - profile_dict = yaml_reader.load(profile_content) + profile_dict = yaml_safe.load(profile_content) # including the data_path to the validphys package profile_dict.setdefault("data_path", path_vpdata) @@ -157,7 +153,7 @@ def _get_nnpdf_profile(profile_path=None): if profile_path is not None: with open(profile_path, encoding="utf-8") as f: - profile_entries = yaml_reader.load(f) + profile_entries = yaml_safe.load(f) if profile_entries is not None: profile_dict.update(profile_entries) @@ -539,7 +535,7 @@ def check_compound(self, theoryID, setname, cfac): raise CompoundNotFound(msg) # This is a little bit funny, but is the least amount of thinking... yaml_format = 'FK:\n' + re.sub('FK:', ' - ', txt) - data = yaml.load(yaml_format) + data = yaml_safe.load(yaml_format) # we have to split out 'FK_' the extension to get a name consistent # with everything else try: diff --git a/validphys2/src/validphys/replica_selector.py b/validphys2/src/validphys/replica_selector.py index 1e1677b7f8..5eaca0c9cb 100644 --- a/validphys2/src/validphys/replica_selector.py +++ b/validphys2/src/validphys/replica_selector.py @@ -8,14 +8,10 @@ import re import shutil -from ruamel.yaml import YAML - from reportengine.checks import check, make_argcheck - -yaml = YAML(typ='safe') from validphys.core import PDF from validphys.renametools import rename_pdf -from validphys.utils import tempfile_cleaner +from validphys.utils import tempfile_cleaner, yaml_safe log = logging.getLogger(__name__) @@ -101,7 +97,7 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = info_file = (temp_pdf / temp_pdf.name).with_suffix('.info') with open(info_file) as stream: - info_yaml = yaml.load(stream) + info_yaml = yaml_safe.load(stream) info_yaml['NumMembers'] = new_nrep info_yaml['ErrorType'] += '+as' extra_desc = '; '.join( @@ -109,7 +105,7 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = ) info_yaml['SetDesc'] += f"; {extra_desc}" with open(info_file, 'w') as stream: - yaml.dump(info_yaml, stream) + yaml_safe.dump(info_yaml, stream) # Rename the base pdf to the final name rename_pdf(temp_pdf, pdf.name, target_name) diff --git a/validphys2/src/validphys/scripts/vp_comparefits.py b/validphys2/src/validphys/scripts/vp_comparefits.py index b15a079f09..eb2251038a 100644 --- a/validphys2/src/validphys/scripts/vp_comparefits.py +++ b/validphys2/src/validphys/scripts/vp_comparefits.py @@ -5,14 +5,13 @@ # TODO: Look into making these lazy imports import prompt_toolkit from prompt_toolkit.completion import WordCompleter -from ruamel.yaml import YAML -yaml = YAML(typ='safe') from reportengine.colors import t from validphys import compareclosuretemplates, comparefittemplates from validphys.app import App from validphys.loader import RemoteLoader from validphys.promptutils import KeywordsWithCache, confirm +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -241,7 +240,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.load(f) + c = yaml_safe.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_deltachi2.py b/validphys2/src/validphys/scripts/vp_deltachi2.py index cfb59941d9..41ca8543eb 100644 --- a/validphys2/src/validphys/scripts/vp_deltachi2.py +++ b/validphys2/src/validphys/scripts/vp_deltachi2.py @@ -2,12 +2,9 @@ import os import pwd -from ruamel.yaml import YAML - -yaml = YAML(typ='safe') - from validphys import deltachi2templates from validphys.app import App +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -72,7 +69,7 @@ def get_config(self): with open(runcard) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.load(f) + c = yaml_safe.load(f) c.update(complete_mapping) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_hyperoptplot.py b/validphys2/src/validphys/scripts/vp_hyperoptplot.py index 82ce13a427..0d767f2aa8 100644 --- a/validphys2/src/validphys/scripts/vp_hyperoptplot.py +++ b/validphys2/src/validphys/scripts/vp_hyperoptplot.py @@ -1,13 +1,11 @@ -from ruamel.yaml import YAML +import logging +import os +import pwd from validphys import hyperplottemplates from validphys.app import App from validphys.loader import HyperscanNotFound, Loader - -yaml = YAML(typ='safe') -import logging -import os -import pwd +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -101,7 +99,7 @@ def complete_mapping(self): hyperop_folder = hyperop_folder[:-1] with open(hyperopt_filter) as f: - filtercard = yaml.load(f) + filtercard = yaml_safe.load(f) folder_path = hyperop_folder index_slash = folder_path.rfind("/") + 1 @@ -145,7 +143,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.load(f) + c = yaml_safe.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_nextfitruncard.py b/validphys2/src/validphys/scripts/vp_nextfitruncard.py index 5cf48092bc..03eeeddb6a 100644 --- a/validphys2/src/validphys/scripts/vp_nextfitruncard.py +++ b/validphys2/src/validphys/scripts/vp_nextfitruncard.py @@ -22,13 +22,10 @@ import sys import prompt_toolkit -from ruamel.yaml import YAML from reportengine import colors - -yaml = YAML(typ='safe') - from validphys.api import API +from validphys.utils import yaml_safe # arguments for np.clip to enforce integrability. # key should be identical to runcard key, first inner dictionary can contain @@ -127,7 +124,7 @@ def main(): preproc_lims = PREPROCESSING_LIMS log.info( "The following constraints will be used for preprocessing ranges, \n%s", - yaml.dump(preproc_lims, sys.stdout), + yaml_safe.dump(preproc_lims, sys.stdout), ) else: # don't enforce any limits. diff --git a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py index c53d4e615a..4c87e8584a 100755 --- a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py +++ b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py @@ -27,15 +27,12 @@ import tempfile import pandas as pd -from ruamel.yaml import YAML from reportengine import colors - -yaml = YAML(typ='safe') - from validphys import lhaindex from validphys.lhio import new_pdf_from_indexes from validphys.loader import FallbackLoader +from validphys.utils import yaml_safe log = logging.getLogger() log.setLevel(logging.INFO) @@ -132,11 +129,11 @@ def main(): shutil.copyfile(base_name + "_0001.dat", base_name + "_0002.dat") # fixup info file with open(base_name + ".info") as f: - info_file = yaml.load(f) + info_file = yaml_safe.load(f) info_file["NumMembers"] = 3 with open(base_name + ".info", "w") as f: - yaml.dump(info_file, f) + yaml_safe.dump(info_file, f) # here we update old indices in case the user creates # the original_index_mapping.csv diff --git a/validphys2/src/validphys/scripts/vp_pdfrename.py b/validphys2/src/validphys/scripts/vp_pdfrename.py index 8f2816d47f..ee1e0c2f7f 100755 --- a/validphys2/src/validphys/scripts/vp_pdfrename.py +++ b/validphys2/src/validphys/scripts/vp_pdfrename.py @@ -19,13 +19,10 @@ import tempfile import lhapdf -from ruamel.yaml import YAML from reportengine import colors - -yaml = YAML(typ='safe') - from validphys.renametools import rename_pdf +from validphys.utils import yaml_safe # Taking command line arguments @@ -77,7 +74,7 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): infopath = pdf_path / f"{pdf_name}.info" with open(infopath) as f: - res = yaml.load(f) + res = yaml_safe.load(f) # If a field entry is not provided, then we revert to the existing # field in pre-existing info file. @@ -97,8 +94,8 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): res["Reference"] = field_dict["reference"] with open(infopath, "w") as f: - yaml.default_flow_style = True - yaml.dump(res, f) + yaml_safe.default_flow_style = True + yaml_safe.dump(res, f) def compress(lhapdf_path: pathlib.Path): diff --git a/validphys2/src/validphys/scripts/wiki_upload.py b/validphys2/src/validphys/scripts/wiki_upload.py index d4414c404f..3be7618b37 100644 --- a/validphys2/src/validphys/scripts/wiki_upload.py +++ b/validphys2/src/validphys/scripts/wiki_upload.py @@ -53,9 +53,8 @@ def edit_settings(d): def handle_meta_interactive(output): metapath = output / 'meta.yaml' - from ruamel.yaml import YAML + from validphys.utils import yaml_safe - yaml = YAML(typ='safe') # The yaml lexer is broken. Use something else. lex = pygments.lexers.get_lexer_by_name('pkgconfig') fmt = pygments.formatters.TerminalFormatter() @@ -71,7 +70,7 @@ def handle_meta_interactive(output): edit = not confirm(msg, default=True) if edit: - d = yaml.load(content) + d = yaml_safe.load(content) else: return @@ -88,7 +87,7 @@ def handle_meta_interactive(output): print("Metadata:") s = io.StringIO() - yaml.dump(d, s) + yaml_safe.dump(d, s) metastr = s.getvalue() print(pygments.highlight(metastr, lex, fmt)) diff --git a/validphys2/src/validphys/tests/test_effexponents.py b/validphys2/src/validphys/tests/test_effexponents.py index afdbdd4d60..1944e5523c 100644 --- a/validphys2/src/validphys/tests/test_effexponents.py +++ b/validphys2/src/validphys/tests/test_effexponents.py @@ -1,10 +1,8 @@ -from ruamel.yaml import YAML - -yaml = YAML(typ='rt') from validphys.api import API from validphys.loader import FallbackLoader as Loader from validphys.scripts.vp_nextfitruncard import PREPROCESSING_LIMS from validphys.tests.conftest import FIT, FIT_ITERATED +from validphys.utils import yaml_safe def test_next_runcard(): @@ -24,9 +22,9 @@ def test_next_runcard(): # to load various keys that are not present in the actual runcard for # backwards compatibility with open(l.check_fit(FIT_ITERATED).path / "filter.yml") as f: - ite2_runcard = yaml.load(f) + ite2_runcard = yaml_safe.load(f) - predicted_ite2_runcard = yaml.load( + predicted_ite2_runcard = yaml_safe.load( API.iterated_runcard_yaml(fit=FIT, _flmap_np_clip_arg=PREPROCESSING_LIMS) ) diff --git a/validphys2/src/validphys/tests/test_postfit.py b/validphys2/src/validphys/tests/test_postfit.py index 43807b6cca..31f2ad6cdb 100644 --- a/validphys2/src/validphys/tests/test_postfit.py +++ b/validphys2/src/validphys/tests/test_postfit.py @@ -9,12 +9,9 @@ import shutil import subprocess as sp -from ruamel.yaml import YAML - from validphys.loader import FallbackLoader as Loader from validphys.tests.conftest import FIT - -yaml = YAML(typ='safe') +from validphys.utils import yaml_safe def test_postfit(tmp): @@ -81,7 +78,7 @@ def test_postfit(tmp): files = [pdfsetpath / f"{TMPFIT}_{x:04d}.dat", postfitpath / f"replica_{x}/{TMPFIT}.dat"] for file in files: with open(file) as f: - data = yaml.load_all(f) + data = yaml_safe.load_all(f) metadata = next(data) repnos.add(metadata["FromMCReplica"]) assert ( @@ -92,7 +89,7 @@ def test_postfit(tmp): # Check that number of PDF members is written correctly infopath = postfitpath / f"{TMPFIT}/{TMPFIT}.info" with open(infopath) as f: - data = yaml.load(f) + data = yaml_safe.load(f) # Add one to nrep to account for replica 0 assert ( data["NumMembers"] == nrep + 1 diff --git a/validphys2/src/validphys/tests/test_scalevariationtheoryids.py b/validphys2/src/validphys/tests/test_scalevariationtheoryids.py index 71ad3d4183..19ac62c83f 100644 --- a/validphys2/src/validphys/tests/test_scalevariationtheoryids.py +++ b/validphys2/src/validphys/tests/test_scalevariationtheoryids.py @@ -2,11 +2,9 @@ import importlib.resources as resources import pytest -from ruamel.yaml import YAML import validphys.scalevariations - -yaml = YAML() +from validphys.utils import yaml_safe def test_unique_theoryid_variations(): @@ -15,7 +13,7 @@ def test_unique_theoryid_variations(): """ file_path = resources.files(validphys.scalevariations).joinpath("scalevariationtheoryids.yaml") with file_path.open("r") as file: - data = yaml.load(file) + data = yaml_safe.load(file) thids = [k["theoryid"] for k in data["scale_variations_for"]] counter = Counter(thids) duplicates = [item for item, count in counter.items() if count > 1] diff --git a/validphys2/src/validphys/tests/test_theorydbutils.py b/validphys2/src/validphys/tests/test_theorydbutils.py index 22c78fe87c..c4349ac272 100644 --- a/validphys2/src/validphys/tests/test_theorydbutils.py +++ b/validphys2/src/validphys/tests/test_theorydbutils.py @@ -1,14 +1,13 @@ import pytest -from ruamel.yaml import YAML from validobj import ValidationError from nnpdf_data.theorydbutils import TheoryNotFoundInDatabase, fetch_all, fetch_theory from validphys.api import API from validphys.loader import Loader +from validphys.utils import yaml_safe L = Loader() DBPATH = L.theorydb_folder -yaml = YAML(typ='safe') def test_fetch_theory(): @@ -34,7 +33,7 @@ def _dump_and_check_error(tdict, tmp, bad_number=999): """Dump theory dict to a file and load expecting an error""" tdict["ID"] = bad_number ofile = tmp / f"{bad_number}.yaml" - yaml.dump(tdict, ofile.open("w")) + yaml_safe.dump(tdict, ofile.open("w")) with pytest.raises(ValidationError): fetch_theory(tmp, bad_number) diff --git a/validphys2/src/validphys/uploadutils.py b/validphys2/src/validphys/uploadutils.py index dd6cbe02fd..f3eb486f69 100644 --- a/validphys2/src/validphys/uploadutils.py +++ b/validphys2/src/validphys/uploadutils.py @@ -22,13 +22,11 @@ import prompt_toolkit from prompt_toolkit.completion import WordCompleter -from ruamel.yaml import YAML from reportengine.colors import t - -yaml = YAML(typ='safe') from validphys.loader import Loader, RemoteLoader from validphys.renametools import Spinner +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -406,7 +404,7 @@ def interactive_meta(path): meta_dict = {"title": title, "author": author, "keywords": keywords} with open(path / "meta.yaml", "w") as stream: - yaml.dump(meta_dict, stream) + yaml_safe.dump(meta_dict, stream) def check_input(path): diff --git a/validphys2/src/validphys/utils.py b/validphys2/src/validphys/utils.py index 1c77fd5b5d..89706611f0 100644 --- a/validphys2/src/validphys/utils.py +++ b/validphys2/src/validphys/utils.py @@ -4,6 +4,11 @@ import tempfile import numpy as np +from ruamel.yaml import YAML + +yaml_safe = YAML(typ='safe') +yaml_rt = YAML(typ='rt') +yaml_fast = YAML(typ='safe', pure=False) # uses CLoader if available def generate_path_filtered_data(fit_path, setname): From 310d9d0827e5210bde488f6ca494b27b1be4a460 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 18:37:19 +0000 Subject: [PATCH 068/138] replace ruamel with pyyaml in nnpdf_data --- nnpdf_data/pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/pyproject.toml b/nnpdf_data/pyproject.toml index 68e272ccb7..839026413c 100644 --- a/nnpdf_data/pyproject.toml +++ b/nnpdf_data/pyproject.toml @@ -33,7 +33,7 @@ include = [ [tool.poetry.dependencies] python = "^3.9" -"ruamel.yaml" = "<0.18" +pyyaml = "*" # Required to run filters: `filter_files_dependencies` pandas = {version = "*", optional = true} numpy = {version = "*", optional = true} From abfc5eb9af45730aa2fa52ca585f36bd49268af1 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Tue, 3 Dec 2024 19:04:34 +0000 Subject: [PATCH 069/138] use yaml_rt for .info file --- validphys2/src/validphys/lhio.py | 3 ++- validphys2/src/validphys/scripts/vp_pdfrename.py | 7 +++---- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/validphys2/src/validphys/lhio.py b/validphys2/src/validphys/lhio.py index 1f5584e815..d0d8f9d861 100644 --- a/validphys2/src/validphys/lhio.py +++ b/validphys2/src/validphys/lhio.py @@ -326,7 +326,8 @@ def hessian_from_lincomb(pdf, V, set_name=None, folder=None, extra_fields=None): else: out.write(l) if extra_fields is not None: - yaml_safe.dump(extra_fields, out, default_flow_style=False) + yaml_safe.default_flow_style = False + yaml_safe.dump(extra_fields, out) _headers, grids = load_all_replicas(pdf) result = (big_matrix(grids).dot(V)).add(grids[0], axis=0) diff --git a/validphys2/src/validphys/scripts/vp_pdfrename.py b/validphys2/src/validphys/scripts/vp_pdfrename.py index ee1e0c2f7f..68c9a3748d 100755 --- a/validphys2/src/validphys/scripts/vp_pdfrename.py +++ b/validphys2/src/validphys/scripts/vp_pdfrename.py @@ -22,7 +22,7 @@ from reportengine import colors from validphys.renametools import rename_pdf -from validphys.utils import yaml_safe +from validphys.utils import yaml_rt # Taking command line arguments @@ -74,7 +74,7 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): infopath = pdf_path / f"{pdf_name}.info" with open(infopath) as f: - res = yaml_safe.load(f) + res = yaml_rt.load(f) # If a field entry is not provided, then we revert to the existing # field in pre-existing info file. @@ -94,8 +94,7 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): res["Reference"] = field_dict["reference"] with open(infopath, "w") as f: - yaml_safe.default_flow_style = True - yaml_safe.dump(res, f) + yaml_rt.dump(res, f) def compress(lhapdf_path: pathlib.Path): From 3a09960b7449f97e9ac37eecd7451a42575ceb4a Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 11:16:53 +0000 Subject: [PATCH 070/138] use yaml_rt to deal with error messages, otherwise yaml_fast --- nnpdf_data/nnpdf_data/utils.py | 11 +++++++---- nnpdf_data/pyproject.toml | 2 +- pyproject.toml | 2 +- 3 files changed, 9 insertions(+), 6 deletions(-) diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index ad7f75e4c7..be7350d021 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -1,7 +1,10 @@ import pathlib +from ruamel.yaml import YAML from validobj import ValidationError, parse_input -import yaml + +yaml_rt = YAML(typ="rt") +yaml_fast = YAML(typ="safe", pure=False) def parse_yaml_inp(input_yaml, spec): @@ -12,14 +15,14 @@ def parse_yaml_inp(input_yaml, spec): https://validobj.readthedocs.io/en/latest/examples.html#yaml-line-numbers """ input_yaml = pathlib.Path(input_yaml) - inp = yaml.load(input_yaml.read_text(encoding="utf-8"), yaml.Loader) + inp = yaml_fast.load(input_yaml.read_text(encoding="utf-8")) try: return parse_input(inp, spec) except ValidationError as e: current_exc = e - # In order to provide a more complete error information, use round_trip_load + # In order to provide a more complete error information, use round trip # to read the .yaml file again (insetad of using the CLoader) - current_inp = yaml.load(input_yaml.open("r", encoding="utf-8"), yaml.Loader) + current_inp = yaml_rt.load(input_yaml.open("r", encoding="utf-8")) error_text_lines = [] while current_exc: if hasattr(current_exc, 'wrong_field'): diff --git a/nnpdf_data/pyproject.toml b/nnpdf_data/pyproject.toml index 839026413c..9c07b22be7 100644 --- a/nnpdf_data/pyproject.toml +++ b/nnpdf_data/pyproject.toml @@ -33,7 +33,7 @@ include = [ [tool.poetry.dependencies] python = "^3.9" -pyyaml = "*" +"ruamel.yaml" = "^0.15" # Required to run filters: `filter_files_dependencies` pandas = {version = "*", optional = true} numpy = {version = "*", optional = true} diff --git a/pyproject.toml b/pyproject.toml index eef39b0c7a..de3464aa4b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,7 +65,7 @@ matplotlib = "^3.9" pineappl = "^0.8.2" pandas = "*" numpy = "*" -"ruamel.yaml" = "*" +"ruamel.yaml" = "^0.15" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git From 75491436ede960ff22bae79354fe240832070f46 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 11:17:36 +0000 Subject: [PATCH 071/138] update inline comment --- nnpdf_data/nnpdf_data/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index be7350d021..89d8dad8f8 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -27,7 +27,7 @@ def parse_yaml_inp(input_yaml, spec): while current_exc: if hasattr(current_exc, 'wrong_field'): wrong_field = current_exc.wrong_field - # Mappings compping from ``round_trip_load`` have an + # Mappings compping from yaml_rt have an # ``lc`` attribute that gives a tuple of # ``(line_number, column)`` for a given item in # the mapping. From 0e0741a5cc36261b9add9a5bee1edb212cdb3957 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 11:47:07 +0000 Subject: [PATCH 072/138] make test pass --- nnpdf_data/pyproject.toml | 2 +- pyproject.toml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/pyproject.toml b/nnpdf_data/pyproject.toml index 9c07b22be7..11609e12ed 100644 --- a/nnpdf_data/pyproject.toml +++ b/nnpdf_data/pyproject.toml @@ -33,7 +33,7 @@ include = [ [tool.poetry.dependencies] python = "^3.9" -"ruamel.yaml" = "^0.15" +"ruamel.yaml" = "*" # Required to run filters: `filter_files_dependencies` pandas = {version = "*", optional = true} numpy = {version = "*", optional = true} diff --git a/pyproject.toml b/pyproject.toml index de3464aa4b..eef39b0c7a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,7 +65,7 @@ matplotlib = "^3.9" pineappl = "^0.8.2" pandas = "*" numpy = "*" -"ruamel.yaml" = "^0.15" +"ruamel.yaml" = "*" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git From 0622c49305a286c0b251fe19964459dcfddd6416 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 13:05:03 +0000 Subject: [PATCH 073/138] use CLoader in nnpdf_data utils --- nnpdf_data/nnpdf_data/utils.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index 89d8dad8f8..b07fe4f399 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -2,9 +2,13 @@ from ruamel.yaml import YAML from validobj import ValidationError, parse_input +import yaml yaml_rt = YAML(typ="rt") -yaml_fast = YAML(typ="safe", pure=False) +try: + Loader = yaml.CLoader +except AttributeError: + Loader = yaml.Loader def parse_yaml_inp(input_yaml, spec): @@ -15,7 +19,7 @@ def parse_yaml_inp(input_yaml, spec): https://validobj.readthedocs.io/en/latest/examples.html#yaml-line-numbers """ input_yaml = pathlib.Path(input_yaml) - inp = yaml_fast.load(input_yaml.read_text(encoding="utf-8")) + inp = yaml.load(input_yaml.read_text(encoding="utf-8"), Loader=Loader) try: return parse_input(inp, spec) except ValidationError as e: From 418ecf21351968c8243d3a6218027a17be7185e5 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 13:18:02 +0000 Subject: [PATCH 074/138] don't say yaml_fast uses CLoader --- validphys2/src/validphys/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/validphys2/src/validphys/utils.py b/validphys2/src/validphys/utils.py index 89706611f0..042d8b3925 100644 --- a/validphys2/src/validphys/utils.py +++ b/validphys2/src/validphys/utils.py @@ -8,7 +8,7 @@ yaml_safe = YAML(typ='safe') yaml_rt = YAML(typ='rt') -yaml_fast = YAML(typ='safe', pure=False) # uses CLoader if available +yaml_fast = YAML(typ='safe', pure=False) # uses Cparser if available (not faster than yaml_safe) def generate_path_filtered_data(fit_path, setname): From 2e4096d9fccdabd7b5d983abd1ad40dade52cce5 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Wed, 4 Dec 2024 14:37:28 +0000 Subject: [PATCH 075/138] point reportengine to master again --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index eef39b0c7a..e9f4ce5d9a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -69,7 +69,7 @@ numpy = "*" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git -reportengine = { git = "https://github.com/NNPDF/reportengine", branch="update_yaml" } +reportengine = { git = "https://github.com/NNPDF/reportengine" } # Fit psutil = "*" tensorflow = "*" From 4d7a96b5db4dfcd2130e39e21e7b8bfb52a2ab40 Mon Sep 17 00:00:00 2001 From: achiefa Date: Tue, 3 Dec 2024 11:07:47 +0000 Subject: [PATCH 076/138] First commit with new metadata file --- .../ATLAS_WCHARM_7TEV/metadata.yaml | 110 ++++++++---------- 1 file changed, 50 insertions(+), 60 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml index a35972d55f..b956c90542 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml @@ -1,58 +1,50 @@ setname: ATLAS_WCHARM_7TEV -version: 1 -version_comment: Port of old commondata + nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS + arXiv: url: https://arxiv.org/abs/1402.6263 journal: JHEP 1405 (2014) 068 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/1282447 hepdata: - url: '' - version: -1 + url: https://inspirehep.net/literature/1282447 + version: 1 + +version: 2 +version_comment: Implementation in the new format + implemented_observables: - observable_name: WM-YL observable: description: Jet Rapidity Distribution label: ATLAS $W^-+c$ 7 TeV - units: '' - process_type: EWJ_RAP - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_W_ETA + tables: [3, 13] ndata: 11 plotting: - kinematics_override: ewj_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^-+c$ 7 TeV y_label: $d\sigma(W^-+c)/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: eta + kinematic_coverage: [eta, m_W2] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + eta: + description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet + label: $|\eta^\ell|$ units: '' + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WM-YL.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WCHARM_WM_DIFF_7TEV-ATLAS_WCHARM_7TEV_WMC_leptrap - data_uncertainties: [] + data_uncertainties: [uncertainties_WM-YL.yaml] + data_central: data_WM-YL.yaml variants: legacy: data_uncertainties: @@ -60,48 +52,42 @@ implemented_observables: legacy_10: data_uncertainties: - uncertainties_WM-YL_sys_10.yaml - data_central: data_legacy_WM-YL.yaml + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WCHARM_WM_DIFF_7TEV-ATLAS_WCHARM_7TEV_WMC_leptrap ported_from: ATLAS_WCHARM_WM_DIFF_7TEV + - observable_name: WP-YL observable: description: Jet Rapidity Distribution label: ATLAS $W^++\bar{c}$ 7 TeV - units: '' - process_type: EWJ_RAP - tables: [] + units: '[fb]' + process_type: DY_W_ETA + tables: [3,12] npoints: [] ndata: 11 plotting: - kinematics_override: ewj_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^++\bar{c}$ 7 TeV y_label: $d\sigma(W^++\bar{c})/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: eta + kinematic_coverage: [eta, m_W2] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + eta: + description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet + label: $|\eta^\ell|$ units: '' + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WP-YL.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WCHARM_WP_DIFF_7TEV-ATLAS_WCHARM_7TEV_WPCB_leptrap - data_uncertainties: [] + data_uncertainties: [uncertainties_WP-YL.yaml] + data_central: data_WP-YL.yaml variants: legacy: data_uncertainties: @@ -109,5 +95,9 @@ implemented_observables: legacy_10: data_uncertainties: - uncertainties_WP-YL_sys_10.yaml - data_central: data_legacy_WP-YL.yaml + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WCHARM_WP_DIFF_7TEV-ATLAS_WCHARM_7TEV_WPCB_leptrap ported_from: ATLAS_WCHARM_WP_DIFF_7TEV From c2a642d3e5df65f6d57258910e88a5ec9dd1451b Mon Sep 17 00:00:00 2001 From: achiefa Date: Tue, 3 Dec 2024 18:21:53 +0000 Subject: [PATCH 077/138] Change name of kinematics --- .../{kinematics_WM-YL.yaml => kinematics_legacy_WM-YL.yaml} | 0 .../{kinematics_WP-YL.yaml => kinematics_legacy_WP-YL.yaml} | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/{kinematics_WM-YL.yaml => kinematics_legacy_WM-YL.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/{kinematics_WP-YL.yaml => kinematics_legacy_WP-YL.yaml} (100%) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml From 1c02443ecf70a0b9bf1ce6f9aac3742dcb539b92 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:00:09 +0000 Subject: [PATCH 078/138] Change name of legacy files --- ...s_WM-YL_sys_10.yaml => uncertainties_legacy_WM-YL_sys_10.yaml} | 0 ...s_WP-YL_sys_10.yaml => uncertainties_legacy_WP-YL_sys_10.yaml} | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/{uncertainties_WM-YL_sys_10.yaml => uncertainties_legacy_WM-YL_sys_10.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/{uncertainties_WP-YL_sys_10.yaml => uncertainties_legacy_WP-YL_sys_10.yaml} (100%) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WM-YL_sys_10.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL_sys_10.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WM-YL_sys_10.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WP-YL_sys_10.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL_sys_10.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WP-YL_sys_10.yaml From a08713d22e959346a0cae23bc348d28369232d1f Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:00:35 +0000 Subject: [PATCH 079/138] Change kin variable eta -> abs_eta --- .../commondata/ATLAS_WCHARM_7TEV/metadata.yaml | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml index b956c90542..0f1c4b0952 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml @@ -30,11 +30,11 @@ implemented_observables: dataset_label: ATLAS $W^-+c$ 7 TeV y_label: $d\sigma(W^-+c)/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: eta - kinematic_coverage: [eta, m_W2] + plot_x: abs_eta + kinematic_coverage: [abs_eta, m_W2] kinematics: variables: - eta: + abs_eta: description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet label: $|\eta^\ell|$ units: '' @@ -73,11 +73,11 @@ implemented_observables: dataset_label: ATLAS $W^++\bar{c}$ 7 TeV y_label: $d\sigma(W^++\bar{c})/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: eta - kinematic_coverage: [eta, m_W2] + plot_x: abs_eta + kinematic_coverage: [abs_eta, m_W2] kinematics: variables: - eta: + abs_eta: description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet label: $|\eta^\ell|$ units: '' From ed22aef16aaed0615890444170ef697c1e349f79 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:01:21 +0000 Subject: [PATCH 080/138] Final filter version + rawdata --- .../commondata/ATLAS_WCHARM_7TEV/filter.py | 60 + .../ATLAS_WCHARM_7TEV/filter_utils.py | 352 ++++ .../ATLAS_WCHARM_7TEV/rawdata/Table12.yaml | 1515 +++++++++++++++++ .../ATLAS_WCHARM_7TEV/rawdata/Table13.yaml | 1515 +++++++++++++++++ .../ATLAS_WCHARM_7TEV/rawdata/Table3.yaml | 131 ++ 5 files changed, 3573 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py create mode 100755 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml create mode 100755 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table13.yaml create mode 100755 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table3.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py new file mode 100644 index 0000000000..c2614614bd --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py @@ -0,0 +1,60 @@ +''' +Filter script for ATLAS_WJ_8TEV + +Log: +- Central data and kinematics implemented from hepdata +- Central data and kinematics checked with legacy: passed +- The bin values in `uncertainties_legacy_WX-PT.yaml` and `uncertainties_legacy_WX-PT_sys_ATLAS.yaml` + are exactly the same (checked with notebook). The difference between + these two variants is in the definition of the uncertainties. See notebook for + differences. +- For the treatment of systematic uncertainties, refer to https://arxiv.org/pdf/2112.11266. + There are 50 sources of CORRELATED systematic uncertainty. + +29 / 11 / 2024 +- Implemented uncertaintiy definitions +- Construction of the uncertainty file is still missing. Remember that + for the symmetrised case you account for the shifts. +- Xq2 is missing (?) +''' + +import logging + +from filter_utils import Extractor +import numpy as np +import yaml + +logging.basicConfig(level=logging.INFO, format='[%(levelname)s] %(message)s') + + +def check_dat_with_legacy(observable, rtol=1e-03): + """ + Same as `check_unc_with_legacy`, but for central data points. + """ + logging.info( + f"Comparing the new central data implementation with the legacy version for {observable} using rtol = {rtol}." + ) + + with open('./data_' + observable + '.yaml', 'r') as file: + new_data = yaml.safe_load(file) + + with open('./data_legacy_' + observable + '.yaml', 'r') as file: + legacy_data = yaml.safe_load(file) + + for i, (new_val, legacy_val) in enumerate( + zip(new_data['data_central'], legacy_data['data_central']) + ): + try: + assert np.allclose(new_val, legacy_val, rtol=rtol) + except AssertionError as e: + logging.warning(f"Inconsistency, {new_val} != {legacy_val} in bin: {i+1}") + + +if __name__ == "__main__": + ATLAS_WCHARM_7TEV_WP = Extractor("./metadata.yaml", "WP-YL", mult_factor=1000.0) + _, _, _ = ATLAS_WCHARM_7TEV_WP.generate_data(variant='default', save_to_yaml=True) + # _, _, _ = ATLAS_WCHARM_7TEV_WP.generate_data(variant='sys_10', save_to_yaml=True) + + ATLAS_WCHARM_7TEV_WM = Extractor("./metadata.yaml", "WM-YL", mult_factor=1000.0) + _, _, _ = ATLAS_WCHARM_7TEV_WM.generate_data(variant='default', save_to_yaml=True) + # _, _, _ = ATLAS_WCHARM_7TEV_WM.generate_data(variant='sys_10', save_to_yaml=True) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py new file mode 100644 index 0000000000..fd4e622cf2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py @@ -0,0 +1,352 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import matlist_to_matrix, prettify_float, symmetrize_errors + +yaml.add_representer(float, prettify_float) + +SQRTS = 7000 +MW2 = 80.377**2 +TABLE_TOKEN = 'Table' +LUMI_UNC = 1.8 # % + +# List of systematic uncertainties that shuold +# be considered uncorrelated +SYS_CORR_TOKEN = 'sys_corr_' +SYS_UNCORR_TOKEN = 'sys_uncorr_' + + +class Extractor: + """ + Extracts kinematics, central data, and uncertainties for a given dataset + + Parameters + ---------- + metadata_file: str + Path to the metadata file + observable: str + The name of the observable for which the data is extracted. The name must + be listed in the metadata file. + """ + + def __init__(self, metadata_file, observable, mult_factor=1.0): + + # Open metadata and select process + with open(metadata_file, 'r') as file: + metadata = yaml.safe_load(file) + self.metadata = next( + ( + md + for md in metadata["implemented_observables"] + if md['observable_name'] == observable + ), + None, + ) + if self.metadata is None: + raise Exception(f"{observable} is not listed in the metadata file.") + + # Initialise dict of tables + self.tables = {} + self.observable = observable + self.mult_factor = mult_factor + self.kin_labels = self.metadata['kinematic_coverage'] + self.ndata = self.metadata['ndata'] + + if self.observable == 'WM-YL': + self.observable_latex = 'W- CJET' + elif self.observable == 'WP-YL': + self.observable_latex = 'W+ CBARJET' + else: + raise Exception(f'{self.observable} is an unknown observable.') + + # Collect diagonal absoulute uncertainties + self.diag_unc = self.__collect_diag_unc() + + def __extract_kinematics(self, table: dict, tab_number: int): + """ + Extracts the kinematic variables of the single differential + distribution given a table. + + For each bin, it computes the max, min, and mid value of the transverse + momentum of the boson. + + Parameters + ---------- + table: dict + Dictionary containing the bins in the transverse momentum + tab_number: int + Index to select the range of the second kinematic variable + + Return + ------ + List of bins containing min, max, and mid values for each of the kinematic + observables listed in the `kinematic_coverage` of the metadata file. + + """ + data = table['independent_variables'][0] + label = self.kin_labels + kinematics = [] + for bin in data['values']: + pT_min = bin['low'] + pT_max = bin['high'] + kin_bin = { + label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}, + label[1]: {'min': None, 'mid': MW2, 'max': None}, + } + kinematics.append(kin_bin) + return kinematics + + def __retrieve_table(self, table_id): + """ + Implementation of the lazy loading for the tables. If the table + is loaded for the first time, it is stored into an internal + container of the class, so that it will not be loaded each time. + + When called, this functions checks if the table has already been stored + and, if that is the case, returns the stored table. + + Parameters + ---------- + table_id: int + Index that specifies the table + + Return + ------ + The table specified by `table_id`. If not previously loaded, it is also + stored into the internal container for future use. + """ + try: + table = self.tables[str(table_id)] + except KeyError: + logging.debug( + f'Table {table_id} has not already been used or stored.' f' Storing the table...' + ) + with open(f'./rawdata/{TABLE_TOKEN}{table_id}.yaml', 'r') as tab: + tab_dict = yaml.safe_load(tab) + self.tables[str(table_id)] = tab_dict + table = tab_dict + return table + + def get_table(self, table_id): + return self.__retrieve_table(table_id) + + def generate_kinematics(self): + """ + Function that generates the kinematics by looping over all the + tables specified in the metadata file. The resulting kinematics + is then saved to a yaml file. It relies on the method + `__extract_kinematics`. + """ + + logging.info(f"Generating kinematics for ATLAS_{self.observable}...") + + # Initialise kinematics list + kinematics = [] + ndata = 0 + table = self.metadata["tables"][0] + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict, table) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + + # Check number of data agrees with metadata + try: + assert self.metadata['ndata'] is not None + assert self.metadata['ndata'] == ndata + except AssertionError as e: + logging.warning( + f"The number of data in the metafile is either wrong or unspecified." + f" The correct number is {ndata}. Please, update the metafile." + ) + return + return kinematics.tolist() + + def generate_data_central(self): + """ + Same as `generate_kinematics`, but for central data points. + """ + logging.info(f"Generating central data for ATLAS_{self.observable}...") + dat_central = [] + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) + + # Select the chosen combination + values = self.__select_bins_by_observable(tab_dict) + + data = [dat['value'] * self.mult_factor for dat in values] + dat_central = np.concatenate([dat_central, data]) + return dat_central + + def __collect_diag_unc(self): + """Collect the absolute values of the diagonal uncertainties""" + table_idx = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table_idx) + + # Select the chosen combination + bins = self.__select_bins_by_observable(tab_dict) + + abs_unc_by_bin = [] + for bin in bins: + bin_err = bin['errors'] + unc_dict = { + unc['label']: {'type': list(unc.keys())[1], 'error': list(unc.values())[1]} + for unc in bin_err + } + abs_unc_by_bin.append(unc_dict) + return abs_unc_by_bin + + def get_diag_unc(self): + if hasattr(self, 'diag_unc'): + return self.diag_unc + else: + self.diag_unc = self.__collect_diag_unc() + return self.diag_unc + + def get_unc_def(self): + if hasattr(self, 'unc_def'): + return self.unc_def + else: + self.unc_def = self.__build_unc_definitions() + return self.unc_def + + def get_central_data(self): + if hasattr(self, 'central_data'): + return self.central_data + else: + self.central_data = self.generate_data_central() + return self.central_data + + def __select_bins_by_observable(self, tab_dict): + """This dataset colelcts differential xsecs for either W+ and W- in the + same yaml file. This function returns the part of this yaml file relevant + for the selected boson sign.""" + values = next( + ( + head['values'] + for head in tab_dict["dependent_variables"] + if self.observable_latex in head['header']['name'] + ), + 1, + ) + if values == 1: + logging.error( + f" {self.observable} not found in table under the LaTeX name {self.observable_latex}. The available options are:" + ) + for head in tab_dict["dependent_variables"]: + print(f" - {head['header']['name']}") + raise Exception() + else: + return values + + def __build_unc_definitions(self, variant='default'): + unc_definitions = {} + + # Statistical uncertainties are always the same + unc_definitions['stat_uncorr'] = { + 'description': f'Statistical uncertainty', + 'treatment': 'ADD', + 'type': 'UNCORR', + } + + unc_definitions[SYS_UNCORR_TOKEN + '1'] = { + 'description': f'Uncorrelated systematic uncertainty', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + + for idx in range(113): + unc_definitions[SYS_CORR_TOKEN + f'{idx+1}'] = { + 'description': f'Correlated systematic uncertainty idx: {idx+1}', + 'treatment': 'MULT', + 'type': 'CORR', + } + + # Add Lumi uncertanty + unc_definitions['LumiUncer'] = { + 'description': f'Integrated luminosity uncertainty', + 'treatment': 'MULT', + 'type': 'ATLASLUMI11', + } + + if variant == 'sys_10': + raise ValueError(f"{variant} variant not implemented yet") + return unc_definitions + + def generate_artifical_unc(self, variant): + # Collect statistical uncertainties + diag_uncertainties = self.get_diag_unc() + stat_unc = [unc['stat']['error'] for unc in diag_uncertainties] + unc_def = self.get_unc_def() + data_central = self.get_central_data() + + # Collect systematic uncertainties + sys_table = self.get_table(self.metadata['tables'][1])['dependent_variables'] + art_sys_unc = [] + for idx_bin, unc_bin in enumerate(sys_table): + # Get systematic uncertainties + bin_sys_unc = [value['value'] * self.mult_factor for value in unc_bin['values']] + + # Append Lumi unc + bin_sys_unc.append(LUMI_UNC * data_central[idx_bin] * 0.01) + bin_sys_unc = np.concatenate( + [[stat_unc[idx_bin] * self.mult_factor], bin_sys_unc] + ).tolist() + + if variant == 'sys_10': + raise ValueError(f"{variant} variant not implemented yet") + + try: + assert len(bin_sys_unc) == len(list(unc_def.keys())) + except AssertionError: + print(f'problem {len(bin_sys_unc)} != {len(list(unc_def.keys()))}') + art_sys_unc.append({key: value for key, value in zip(unc_def.keys(), bin_sys_unc)}) + + return art_sys_unc + + def generate_data(self, variant='default', save_to_yaml=False, path='./'): + # Get central data, kinematics, and uncertainties + central_data = self.get_central_data() + kinematics = self.generate_kinematics() + sys_artificial = self.generate_artifical_unc(variant) + + # Uncertainty definitions + unc_definitions = self.__build_unc_definitions(variant=variant) + + if save_to_yaml: + # Save kinematics into file + logging.info("Dumping kinematics to file...") + kinematics_yaml = {'bins': kinematics} + with open(path + self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + + # Save central data into file + logging.info("Dumping kinematics to file...") + dat_central_yaml = {'data_central': central_data.tolist()} + file_name = ( + self.metadata['data_central'] + if variant == 'default' + else self.metadata['variants'][variant]['data_central'] + ) + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + + # Save unertainties + logging.info("Dumping kinematics to file...") + uncertainties_yaml = {'definitions': unc_definitions, 'bins': list(sys_artificial)} + file_name = ( + self.metadata['data_uncertainties'][0] + if variant == 'default' + else self.metadata['variants'][variant]['data_uncertainties'][0] + ) + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(uncertainties_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + return kinematics, central_data, sys_artificial + else: + return kinematics, central_data, sys_artificial diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml new file mode 100755 index 0000000000..4b7b13b10c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml @@ -0,0 +1,1515 @@ +dependent_variables: +- header: {name: 0.00-0.21} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 3.3} + - {value: 1.89} + - {value: 0.77} + - {value: 1.88} + - {value: -0.63} + - {value: -0.02} + - {value: -0.22} + - {value: 0.12} + - {value: -1.15} + - {value: 0.0} + - {value: -0.25} + - {value: 0.07} + - {value: -0.15} + - {value: -0.23} + - {value: 0.79} + - {value: 0.16} + - {value: 0.0} + - {value: -0.29} + - {value: 0.26} + - {value: -0.69} + - {value: -0.53} + - {value: -0.05} + - {value: -0.08} + - {value: 0.4} + - {value: 0.04} + - {value: -0.27} + - {value: -0.58} + - {value: 0.06} + - {value: 0.87} + - {value: -0.91} + - {value: 0.45} + - {value: -0.45} + - {value: 0.39} + - {value: 0.29} + - {value: 0.79} + - {value: 0.48} + - {value: 0.36} + - {value: 0.09} + - {value: 0.49} + - {value: 0.66} + - {value: 0.02} + - {value: 0.75} + - {value: 0.3} + - {value: 0.25} + - {value: -0.8} + - {value: 0.21} + - {value: -0.53} + - {value: -0.24} + - {value: 0.4} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.15} + - {value: 0.19} + - {value: -0.37} + - {value: 0.45} + - {value: 0.19} + - {value: 0.79} + - {value: 0.26} + - {value: -0.3} + - {value: -0.33} + - {value: -0.91} + - {value: -0.13} + - {value: -0.02} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.86} + - {value: 0.12} + - {value: 1.18} + - {value: -0.04} + - {value: 1.7} + - {value: 0.22} + - {value: 1.27} + - {value: 0.26} + - {value: -1.15} + - {value: 0.33} + - {value: 0.78} + - {value: -1.36} + - {value: -0.19} + - {value: 1.97} + - {value: 0.79} + - {value: -1.7} + - {value: 0.98} + - {value: -0.68} + - {value: -0.59} + - {value: 0.6} + - {value: 0.32} + - {value: -0.51} + - {value: -0.92} + - {value: -0.77} + - {value: 1.45} + - {value: -0.18} + - {value: -1.03} +- header: {name: 0.21-0.42} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 2.93} + - {value: 0.43} + - {value: 0.86} + - {value: 1.41} + - {value: -0.42} + - {value: -0.5} + - {value: -0.19} + - {value: 0.1} + - {value: -0.61} + - {value: -0.19} + - {value: 0.19} + - {value: -0.23} + - {value: -0.31} + - {value: -0.25} + - {value: 0.31} + - {value: 0.43} + - {value: 0.0} + - {value: -0.25} + - {value: 0.05} + - {value: -0.53} + - {value: -0.36} + - {value: -0.37} + - {value: -0.19} + - {value: 0.12} + - {value: 0.32} + - {value: -0.33} + - {value: -0.36} + - {value: 0.24} + - {value: 0.68} + - {value: -0.78} + - {value: 0.09} + - {value: 0.12} + - {value: 0.47} + - {value: 0.24} + - {value: 0.42} + - {value: 0.51} + - {value: 0.86} + - {value: 0.03} + - {value: 0.24} + - {value: 0.18} + - {value: 0.27} + - {value: 0.27} + - {value: 0.21} + - {value: 0.71} + - {value: -0.51} + - {value: 0.21} + - {value: -0.42} + - {value: -0.18} + - {value: 0.53} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.34} + - {value: -0.2} + - {value: -0.15} + - {value: 0.09} + - {value: 0.14} + - {value: 0.23} + - {value: 0.28} + - {value: -0.13} + - {value: -0.19} + - {value: -0.6} + - {value: -0.17} + - {value: -0.01} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.99} + - {value: 0.05} + - {value: 1.27} + - {value: -0.16} + - {value: 1.21} + - {value: 0.26} + - {value: -0.02} + - {value: -0.67} + - {value: -0.93} + - {value: 1.25} + - {value: 0.24} + - {value: -0.69} + - {value: -0.15} + - {value: 1.06} + - {value: 0.5} + - {value: -1.34} + - {value: 1.0} + - {value: 0.11} + - {value: 1.75} + - {value: 0.69} + - {value: -0.58} + - {value: -0.22} + - {value: -0.32} + - {value: -0.94} + - {value: 1.79} + - {value: 1.55} + - {value: -0.89} +- header: {name: 0.42-0.63} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 3.19} + - {value: -6.2} + - {value: -2.51} + - {value: -0.14} + - {value: -0.29} + - {value: -0.02} + - {value: -0.41} + - {value: 0.02} + - {value: -1.07} + - {value: -0.42} + - {value: -0.35} + - {value: -0.05} + - {value: -0.63} + - {value: -0.46} + - {value: 0.22} + - {value: -0.02} + - {value: 0.0} + - {value: -0.12} + - {value: 0.17} + - {value: -0.56} + - {value: -0.52} + - {value: -0.19} + - {value: -0.24} + - {value: -0.04} + - {value: 0.01} + - {value: 0.14} + - {value: -0.72} + - {value: -0.01} + - {value: 0.9} + - {value: -0.82} + - {value: 0.47} + - {value: -0.35} + - {value: 0.38} + - {value: 0.22} + - {value: 0.51} + - {value: 0.44} + - {value: 0.35} + - {value: -0.17} + - {value: 0.53} + - {value: -0.09} + - {value: 0.11} + - {value: 0.36} + - {value: 0.19} + - {value: 0.3} + - {value: -0.61} + - {value: 0.29} + - {value: -0.77} + - {value: -0.25} + - {value: 0.75} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.28} + - {value: 0.15} + - {value: -0.25} + - {value: 0.47} + - {value: 0.51} + - {value: 0.83} + - {value: 0.65} + - {value: 0.03} + - {value: -0.02} + - {value: -0.82} + - {value: -0.24} + - {value: -0.08} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.63} + - {value: 0.43} + - {value: 1.12} + - {value: 0.01} + - {value: -0.21} + - {value: -3.15} + - {value: -6.85} + - {value: -0.2} + - {value: -1.02} + - {value: 0.47} + - {value: 0.39} + - {value: -0.38} + - {value: -0.77} + - {value: 1.17} + - {value: 0.51} + - {value: -1.39} + - {value: 0.82} + - {value: -0.18} + - {value: 0.32} + - {value: 0.04} + - {value: 0.18} + - {value: -0.03} + - {value: -0.75} + - {value: -0.12} + - {value: 0.8} + - {value: 0.07} + - {value: -0.59} +- header: {name: 0.63-0.84} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 3.0} + - {value: 2.09} + - {value: 0.91} + - {value: 1.67} + - {value: -0.54} + - {value: -0.17} + - {value: -0.27} + - {value: 0.09} + - {value: -0.71} + - {value: -0.54} + - {value: -0.07} + - {value: -0.09} + - {value: -0.6} + - {value: -0.46} + - {value: 0.4} + - {value: 0.11} + - {value: 0.0} + - {value: -0.29} + - {value: 0.29} + - {value: -0.59} + - {value: -0.49} + - {value: -0.45} + - {value: -0.41} + - {value: -0.14} + - {value: 0.24} + - {value: 0.05} + - {value: -0.52} + - {value: 0.22} + - {value: 0.67} + - {value: -0.69} + - {value: 0.52} + - {value: 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value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: RE, value: P P --> W- < LEPTON- NU > CJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 1.38} + - {label: sys, symerror: 1.48} + value: 19.86 + - errors: + - {label: stat, symerror: 1.33} + - {label: sys, symerror: 1.19} + value: 18.67 + - errors: + - {label: stat, symerror: 1.19} + - {label: sys, symerror: 2.1} + value: 18.38 + - errors: + - {label: stat, symerror: 1.33} + - {label: sys, symerror: 1.24} + value: 18.1 + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.05} + value: 16.0 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 1.03} + value: 14.91 + - errors: + - {label: stat, symerror: 1.93} + - {label: sys, symerror: 1.67} + value: 14.4 + - errors: + - {label: stat, symerror: 1.18} + - {label: sys, symerror: 0.86} + value: 11.59 + - errors: + - {label: stat, symerror: 1.14} + - {label: sys, symerror: 0.81} + value: 9.43 + - errors: + - {label: stat, symerror: 1.04} + - {label: sys, symerror: 0.65} + value: 7.74 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 0.81} + value: 6.75 +- header: {name: D(SIG)/DABS(ETARAP)(W- CJET), units: PB} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: RE, value: P P --> W- < LEPTON- NU > CJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.24} + value: 19.52 + - errors: + - {label: stat, symerror: 1.19} + - {label: sys, symerror: 1.33} + value: 20.24 + - errors: + - {label: stat, symerror: 1.14} + - {label: sys, symerror: 1.33} + value: 20.1 + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.43} + value: 20.57 + - errors: + - {label: stat, symerror: 1.24} + - {label: sys, symerror: 1.86} + value: 19.52 + - errors: + - {label: stat, symerror: 0.91} + - {label: sys, symerror: 1.06} + value: 16.44 + - errors: + - {label: stat, symerror: 1.67} + - {label: sys, symerror: 2.4} + value: 13.2 + - errors: + - {label: stat, symerror: 1.05} + - {label: sys, symerror: 0.95} + value: 12.18 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 0.81} + value: 11.52 + - errors: + - {label: stat, symerror: 0.91} + - {label: sys, symerror: 0.74} + value: 7.7 + - errors: + - {label: stat, symerror: 0.81} + - {label: sys, symerror: 0.78} + value: 7.91 +independent_variables: +- header: {name: ABS(ETARAP(C=LEPTON))} + values: + - {high: 0.21, low: 0.0} + - {high: 0.42, low: 0.21} + - {high: 0.63, low: 0.42} + - {high: 0.84, low: 0.63} + - {high: 1.05, low: 0.84} + - {high: 1.37, low: 1.05} + - {high: 1.52, low: 1.37} + - {high: 1.74, low: 1.52} + - {high: 1.95, low: 1.74} + - {high: 2.18, low: 1.95} + - {high: 2.5, low: 2.18} From bd16fd288921e7d14b9a9d24d021de04bf5e2bcf Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:01:50 +0000 Subject: [PATCH 081/138] Add data files generated with filter --- .../ATLAS_WCHARM_7TEV/data_WM-YL.yaml | 12 + .../ATLAS_WCHARM_7TEV/data_WP-YL.yaml | 12 + .../ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml | 89 + .../ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml | 89 + .../uncertainties_WM-YL.yaml | 1742 +++++++++++++++++ .../uncertainties_WP-YL.yaml | 1742 +++++++++++++++++ 6 files changed, 3686 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml new file mode 100644 index 0000000000..48114c1543 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml @@ -0,0 +1,12 @@ +data_central: +- 19520.0 +- 20240.0 +- 20100.0 +- 20570.0 +- 19520.0 +- 16440.0 +- 13200.0 +- 12180.0 +- 11520.0 +- 7700.0 +- 7910.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml new file mode 100644 index 0000000000..3978b74e5f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml @@ -0,0 +1,12 @@ +data_central: +- 19860.0 +- 18670.0 +- 18380.0 +- 18100.0 +- 16000.0 +- 14910.0 +- 14400.0 +- 11590.0 +- 9430.0 +- 7740.0 +- 6750.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml new file mode 100644 index 0000000000..a4575ec8df --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml @@ -0,0 +1,89 @@ +bins: +- abs_eta: + min: 0.0 + mid: 0.105 + max: 0.21 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.21 + mid: 0.315 + max: 0.42 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.42 + mid: 0.525 + max: 0.63 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.63 + mid: 0.735 + max: 0.84 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.84 + mid: 9.45000000e-01 + max: 1.05 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.05 + mid: 1.21 + max: 1.37 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.37 + mid: 1.445 + max: 1.52 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.52 + mid: 1.63 + max: 1.74 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.74 + mid: 1.845 + max: 1.95 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.95 + mid: 2.065 + max: 2.18 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 2.18 + mid: 2.34 + max: 2.5 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml new file mode 100644 index 0000000000..a4575ec8df --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml @@ -0,0 +1,89 @@ +bins: +- abs_eta: + min: 0.0 + mid: 0.105 + max: 0.21 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.21 + mid: 0.315 + max: 0.42 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.42 + mid: 0.525 + max: 0.63 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.63 + mid: 0.735 + max: 0.84 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 0.84 + mid: 9.45000000e-01 + max: 1.05 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.05 + mid: 1.21 + max: 1.37 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.37 + mid: 1.445 + max: 1.52 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.52 + mid: 1.63 + max: 1.74 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.74 + mid: 1.845 + max: 1.95 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 1.95 + mid: 2.065 + max: 2.18 + m_W2: + min: null + mid: 6.46046213e+03 + max: null +- abs_eta: + min: 2.18 + mid: 2.34 + max: 2.5 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml new file mode 100644 index 0000000000..555c834185 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml @@ -0,0 +1,1742 @@ +definitions: + stat_uncorr: + description: Statistical uncertainty + treatment: ADD + type: UNCORR + sys_uncorr_1: + description: Uncorrelated systematic uncertainty + treatment: MULT + type: UNCORR + sys_corr_1: + description: 'Correlated systematic uncertainty idx: 1' + treatment: MULT + type: CORR + sys_corr_2: + description: 'Correlated systematic uncertainty idx: 2' + treatment: MULT + type: CORR + sys_corr_3: + description: 'Correlated systematic uncertainty idx: 3' + treatment: MULT + type: CORR + sys_corr_4: + description: 'Correlated systematic uncertainty idx: 4' + treatment: MULT + type: CORR + sys_corr_5: + description: 'Correlated systematic uncertainty idx: 5' + treatment: MULT + type: CORR + sys_corr_6: + description: 'Correlated systematic uncertainty idx: 6' + treatment: MULT + type: CORR + sys_corr_7: + description: 'Correlated systematic uncertainty idx: 7' + treatment: MULT + type: CORR + sys_corr_8: + description: 'Correlated systematic uncertainty idx: 8' + treatment: MULT + type: CORR + sys_corr_9: + description: 'Correlated systematic uncertainty idx: 9' + treatment: MULT + type: CORR + sys_corr_10: + description: 'Correlated systematic uncertainty idx: 10' + treatment: MULT + type: CORR + sys_corr_11: + description: 'Correlated systematic uncertainty idx: 11' + treatment: MULT + type: CORR + sys_corr_12: + description: 'Correlated systematic uncertainty idx: 12' + treatment: MULT + type: CORR + sys_corr_13: + description: 'Correlated systematic uncertainty idx: 13' + treatment: MULT + type: CORR + sys_corr_14: + description: 'Correlated systematic uncertainty idx: 14' + treatment: MULT + type: CORR + sys_corr_15: + description: 'Correlated systematic uncertainty idx: 15' + treatment: MULT + type: CORR + sys_corr_16: + description: 'Correlated systematic uncertainty idx: 16' + treatment: MULT + type: CORR + sys_corr_17: + description: 'Correlated systematic uncertainty idx: 17' + treatment: MULT + type: CORR + sys_corr_18: + description: 'Correlated systematic uncertainty idx: 18' + treatment: MULT + type: CORR + sys_corr_19: + description: 'Correlated systematic uncertainty idx: 19' + treatment: MULT + type: CORR + sys_corr_20: + description: 'Correlated systematic uncertainty idx: 20' + treatment: MULT + type: CORR + sys_corr_21: + description: 'Correlated systematic uncertainty idx: 21' + treatment: MULT + type: CORR + sys_corr_22: + description: 'Correlated systematic uncertainty idx: 22' + treatment: MULT + type: CORR + sys_corr_23: + description: 'Correlated systematic uncertainty idx: 23' + treatment: MULT + type: CORR + sys_corr_24: + description: 'Correlated systematic uncertainty idx: 24' + treatment: MULT + type: CORR + sys_corr_25: + description: 'Correlated systematic uncertainty idx: 25' + treatment: MULT + type: CORR + sys_corr_26: + description: 'Correlated systematic uncertainty idx: 26' + treatment: MULT + type: CORR + sys_corr_27: + description: 'Correlated systematic uncertainty idx: 27' + treatment: MULT + type: CORR + sys_corr_28: + description: 'Correlated systematic uncertainty idx: 28' + treatment: MULT + type: CORR + sys_corr_29: + description: 'Correlated systematic uncertainty idx: 29' + treatment: MULT + type: CORR + sys_corr_30: + description: 'Correlated systematic uncertainty idx: 30' + treatment: MULT + type: CORR + sys_corr_31: + description: 'Correlated systematic uncertainty idx: 31' + treatment: MULT + type: CORR + sys_corr_32: + description: 'Correlated systematic uncertainty idx: 32' + treatment: MULT + type: CORR + sys_corr_33: + description: 'Correlated systematic uncertainty idx: 33' + treatment: MULT + type: CORR + sys_corr_34: + description: 'Correlated systematic uncertainty idx: 34' + treatment: MULT + type: CORR + sys_corr_35: + description: 'Correlated systematic uncertainty idx: 35' + treatment: MULT + type: CORR + sys_corr_36: + description: 'Correlated systematic uncertainty idx: 36' + treatment: MULT + type: CORR + sys_corr_37: + description: 'Correlated systematic uncertainty idx: 37' + treatment: MULT + type: CORR + sys_corr_38: + description: 'Correlated systematic uncertainty idx: 38' + treatment: MULT + type: CORR + sys_corr_39: + description: 'Correlated systematic uncertainty idx: 39' + treatment: MULT + type: CORR + sys_corr_40: + description: 'Correlated systematic uncertainty idx: 40' + treatment: MULT + type: CORR + sys_corr_41: + description: 'Correlated systematic uncertainty idx: 41' + treatment: MULT + type: CORR + sys_corr_42: + description: 'Correlated systematic uncertainty idx: 42' + treatment: MULT + type: CORR + sys_corr_43: + description: 'Correlated systematic uncertainty idx: 43' + treatment: MULT + type: CORR + sys_corr_44: + description: 'Correlated systematic uncertainty idx: 44' + treatment: MULT + type: CORR + sys_corr_45: + description: 'Correlated systematic uncertainty idx: 45' + treatment: MULT + type: CORR + sys_corr_46: + description: 'Correlated systematic uncertainty idx: 46' + treatment: MULT + type: CORR + sys_corr_47: + description: 'Correlated systematic uncertainty idx: 47' + treatment: MULT + type: CORR + sys_corr_48: + description: 'Correlated systematic uncertainty idx: 48' + treatment: MULT + type: CORR + sys_corr_49: + description: 'Correlated systematic uncertainty idx: 49' + treatment: MULT + type: CORR + sys_corr_50: + description: 'Correlated systematic uncertainty idx: 50' + treatment: MULT + type: CORR + sys_corr_51: + description: 'Correlated systematic uncertainty idx: 51' + treatment: MULT + type: CORR + sys_corr_52: + description: 'Correlated systematic uncertainty idx: 52' + treatment: MULT + type: CORR + sys_corr_53: + description: 'Correlated systematic uncertainty idx: 53' + treatment: MULT + type: CORR + sys_corr_54: + description: 'Correlated systematic uncertainty idx: 54' + treatment: MULT + type: CORR + sys_corr_55: + description: 'Correlated systematic uncertainty idx: 55' + treatment: MULT + type: CORR + sys_corr_56: + description: 'Correlated systematic uncertainty idx: 56' + treatment: MULT + type: CORR + sys_corr_57: + description: 'Correlated systematic uncertainty idx: 57' + treatment: MULT + type: CORR + sys_corr_58: + description: 'Correlated systematic uncertainty idx: 58' + treatment: MULT + type: CORR + sys_corr_59: + description: 'Correlated systematic uncertainty idx: 59' + treatment: MULT + type: CORR + sys_corr_60: + description: 'Correlated systematic uncertainty idx: 60' + treatment: MULT + type: CORR + sys_corr_61: + description: 'Correlated systematic uncertainty idx: 61' + treatment: MULT + type: CORR + sys_corr_62: + description: 'Correlated systematic uncertainty idx: 62' + treatment: MULT + type: CORR + sys_corr_63: + description: 'Correlated systematic uncertainty idx: 63' + treatment: MULT + type: CORR + sys_corr_64: + description: 'Correlated systematic uncertainty idx: 64' + treatment: MULT + type: CORR + sys_corr_65: + description: 'Correlated systematic uncertainty idx: 65' + treatment: MULT + type: CORR + sys_corr_66: + description: 'Correlated systematic uncertainty idx: 66' + treatment: MULT + type: CORR + sys_corr_67: + description: 'Correlated systematic uncertainty idx: 67' + treatment: MULT + type: CORR + sys_corr_68: + description: 'Correlated systematic uncertainty idx: 68' + treatment: MULT + type: CORR + sys_corr_69: + description: 'Correlated systematic uncertainty idx: 69' + treatment: MULT + type: CORR + sys_corr_70: + description: 'Correlated systematic uncertainty idx: 70' + treatment: MULT + type: CORR + sys_corr_71: + description: 'Correlated systematic uncertainty idx: 71' + treatment: MULT + type: CORR + sys_corr_72: + description: 'Correlated systematic uncertainty idx: 72' + treatment: MULT + type: CORR + sys_corr_73: + description: 'Correlated systematic uncertainty idx: 73' + treatment: MULT + type: CORR + sys_corr_74: + description: 'Correlated systematic uncertainty idx: 74' + treatment: MULT + type: CORR + sys_corr_75: + description: 'Correlated systematic uncertainty idx: 75' + treatment: MULT + type: CORR + sys_corr_76: + description: 'Correlated systematic uncertainty idx: 76' + treatment: MULT + type: CORR + sys_corr_77: + description: 'Correlated systematic uncertainty idx: 77' + treatment: MULT + type: CORR + sys_corr_78: + description: 'Correlated systematic uncertainty idx: 78' + treatment: MULT + type: CORR + sys_corr_79: + description: 'Correlated systematic uncertainty idx: 79' + treatment: MULT + type: CORR + sys_corr_80: + description: 'Correlated systematic uncertainty idx: 80' + treatment: MULT + type: CORR + sys_corr_81: + description: 'Correlated systematic uncertainty idx: 81' + treatment: MULT + type: CORR + sys_corr_82: + description: 'Correlated systematic uncertainty idx: 82' + treatment: MULT + type: CORR + sys_corr_83: + description: 'Correlated systematic uncertainty idx: 83' + treatment: MULT + type: CORR + sys_corr_84: + description: 'Correlated systematic uncertainty idx: 84' + treatment: MULT + type: CORR + sys_corr_85: + description: 'Correlated systematic uncertainty idx: 85' + treatment: MULT + type: CORR + sys_corr_86: + description: 'Correlated systematic uncertainty idx: 86' + treatment: MULT + type: CORR + sys_corr_87: + description: 'Correlated systematic uncertainty idx: 87' + treatment: MULT + type: CORR + sys_corr_88: + description: 'Correlated systematic uncertainty idx: 88' + treatment: MULT + type: CORR + sys_corr_89: + description: 'Correlated systematic uncertainty idx: 89' + treatment: MULT + type: CORR + sys_corr_90: + description: 'Correlated systematic uncertainty idx: 90' + treatment: MULT + type: CORR + sys_corr_91: + description: 'Correlated systematic uncertainty idx: 91' + treatment: MULT + type: CORR + sys_corr_92: + description: 'Correlated systematic uncertainty idx: 92' + treatment: MULT + type: CORR + sys_corr_93: + description: 'Correlated systematic uncertainty idx: 93' + treatment: MULT + type: CORR + sys_corr_94: + description: 'Correlated systematic uncertainty idx: 94' + treatment: MULT + type: CORR + sys_corr_95: + description: 'Correlated systematic uncertainty idx: 95' + treatment: MULT + type: CORR + sys_corr_96: + description: 'Correlated systematic uncertainty idx: 96' + treatment: MULT + type: CORR + sys_corr_97: + description: 'Correlated systematic uncertainty idx: 97' + treatment: MULT + type: CORR + sys_corr_98: + description: 'Correlated systematic uncertainty idx: 98' + treatment: MULT + type: CORR + sys_corr_99: + description: 'Correlated systematic uncertainty idx: 99' + treatment: MULT + type: CORR + sys_corr_100: + description: 'Correlated systematic uncertainty idx: 100' + treatment: MULT + type: CORR + sys_corr_101: + description: 'Correlated systematic uncertainty idx: 101' + treatment: MULT + type: CORR + sys_corr_102: + description: 'Correlated systematic uncertainty idx: 102' + treatment: MULT + type: CORR + sys_corr_103: + description: 'Correlated systematic uncertainty idx: 103' + treatment: MULT + type: CORR + sys_corr_104: + description: 'Correlated systematic uncertainty idx: 104' + treatment: MULT + type: CORR + sys_corr_105: + description: 'Correlated systematic uncertainty idx: 105' + treatment: MULT + type: CORR + sys_corr_106: + description: 'Correlated systematic uncertainty idx: 106' + treatment: MULT + type: CORR + sys_corr_107: + description: 'Correlated systematic uncertainty idx: 107' + treatment: MULT + type: CORR + sys_corr_108: + description: 'Correlated systematic uncertainty idx: 108' + treatment: MULT + type: CORR + sys_corr_109: + description: 'Correlated systematic uncertainty idx: 109' + treatment: MULT + type: CORR + sys_corr_110: + description: 'Correlated systematic uncertainty idx: 110' + treatment: MULT + type: CORR + sys_corr_111: + description: 'Correlated systematic uncertainty idx: 111' + treatment: MULT + type: CORR + sys_corr_112: + description: 'Correlated systematic uncertainty idx: 112' + treatment: MULT + type: CORR + sys_corr_113: + description: 'Correlated systematic uncertainty idx: 113' + treatment: MULT + type: CORR + LumiUncer: + description: Integrated luminosity uncertainty + treatment: MULT + type: ATLASLUMI11 +bins: +- stat_uncorr: 1290.0 + sys_uncorr_1: 3250.0 + sys_corr_1: -1010.0 + sys_corr_2: 1530.0 + sys_corr_3: 800.0 + sys_corr_4: -350.0 + sys_corr_5: 50.0 + sys_corr_6: -210.0 + sys_corr_7: 30.0 + sys_corr_8: -860.0 + sys_corr_9: -340.0 + sys_corr_10: -150.0 + sys_corr_11: -50.0 + sys_corr_12: -420.0 + sys_corr_13: -390.0 + sys_corr_14: 510.0 + sys_corr_15: 140.0 + sys_corr_16: 0.0 + sys_corr_17: -160.0 + sys_corr_18: 280.0 + sys_corr_19: -400.0 + sys_corr_20: -470.0 + sys_corr_21: -210.0 + sys_corr_22: -100.0 + sys_corr_23: 40.0 + sys_corr_24: -10.0 + sys_corr_25: 150.0 + sys_corr_26: -530.0 + sys_corr_27: 260.0 + sys_corr_28: 930.0 + sys_corr_29: -960.0 + sys_corr_30: 260.0 + sys_corr_31: 10.0 + sys_corr_32: 250.0 + sys_corr_33: 540.0 + sys_corr_34: 630.0 + sys_corr_35: 330.0 + sys_corr_36: 510.0 + sys_corr_37: 20.0 + sys_corr_38: 410.0 + sys_corr_39: 10.0 + sys_corr_40: 330.0 + sys_corr_41: 450.0 + sys_corr_42: 300.0 + sys_corr_43: 260.0 + sys_corr_44: -530.0 + sys_corr_45: 410.0 + sys_corr_46: -670.0 + sys_corr_47: -210.0 + sys_corr_48: 730.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -480.0 + sys_corr_62: 140.0 + sys_corr_63: -190.0 + sys_corr_64: 370.0 + sys_corr_65: 540.0 + sys_corr_66: 740.0 + sys_corr_67: 550.0 + sys_corr_68: -60.0 + sys_corr_69: -160.0 + sys_corr_70: -730.0 + sys_corr_71: -270.0 + sys_corr_72: -80.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -780.0 + sys_corr_88: 320.0 + sys_corr_89: 1210.0 + sys_corr_90: -110.0 + sys_corr_91: 560.0 + sys_corr_92: 830.0 + sys_corr_93: -1520.0 + sys_corr_94: -270.0 + sys_corr_95: -1080.0 + sys_corr_96: 40.0 + sys_corr_97: -520.0 + sys_corr_98: -320.0 + sys_corr_99: -170.0 + sys_corr_100: 1040.0 + sys_corr_101: -140.0 + sys_corr_102: -460.0 + sys_corr_103: 1040.0 + sys_corr_104: -1170.0 + sys_corr_105: 50.0 + sys_corr_106: 380.0 + sys_corr_107: 110.0 + sys_corr_108: -470.0 + sys_corr_109: -580.0 + sys_corr_110: -910.0 + sys_corr_111: 1760.0 + sys_corr_112: 610.0 + sys_corr_113: -930.0 + LumiUncer: 351.36 +- stat_uncorr: 1190.0 + sys_uncorr_1: 2940.0 + sys_corr_1: 950.0 + sys_corr_2: 1700.0 + sys_corr_3: 1460.0 + sys_corr_4: -360.0 + sys_corr_5: -450.0 + sys_corr_6: 50.0 + sys_corr_7: 180.0 + sys_corr_8: -820.0 + sys_corr_9: -330.0 + sys_corr_10: 120.0 + sys_corr_11: 80.0 + sys_corr_12: -130.0 + sys_corr_13: -540.0 + sys_corr_14: 480.0 + sys_corr_15: 390.0 + sys_corr_16: 0.0 + sys_corr_17: -140.0 + sys_corr_18: -30.0 + sys_corr_19: -470.0 + sys_corr_20: -420.0 + sys_corr_21: -540.0 + sys_corr_22: -40.0 + sys_corr_23: -130.0 + sys_corr_24: 150.0 + sys_corr_25: 380.0 + sys_corr_26: -360.0 + sys_corr_27: 440.0 + sys_corr_28: 890.0 + sys_corr_29: -840.0 + sys_corr_30: 80.0 + sys_corr_31: 170.0 + sys_corr_32: 120.0 + sys_corr_33: 480.0 + sys_corr_34: 600.0 + sys_corr_35: 660.0 + sys_corr_36: 350.0 + sys_corr_37: 80.0 + sys_corr_38: 670.0 + sys_corr_39: 280.0 + sys_corr_40: 460.0 + sys_corr_41: 250.0 + sys_corr_42: 130.0 + sys_corr_43: 330.0 + sys_corr_44: -340.0 + sys_corr_45: 490.0 + sys_corr_46: -340.0 + sys_corr_47: -230.0 + sys_corr_48: 400.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -400.0 + sys_corr_62: -190.0 + sys_corr_63: 80.0 + sys_corr_64: 130.0 + sys_corr_65: 350.0 + sys_corr_66: 380.0 + sys_corr_67: 180.0 + sys_corr_68: -150.0 + sys_corr_69: -80.0 + sys_corr_70: -970.0 + sys_corr_71: -40.0 + sys_corr_72: -170.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -940.0 + sys_corr_88: 40.0 + sys_corr_89: 1120.0 + sys_corr_90: -140.0 + sys_corr_91: 1110.0 + sys_corr_92: 1040.0 + sys_corr_93: 370.0 + sys_corr_94: -300.0 + sys_corr_95: -1240.0 + sys_corr_96: 240.0 + sys_corr_97: 60.0 + sys_corr_98: -60.0 + sys_corr_99: -120.0 + sys_corr_100: 700.0 + sys_corr_101: 180.0 + sys_corr_102: -130.0 + sys_corr_103: 770.0 + sys_corr_104: -870.0 + sys_corr_105: 910.0 + sys_corr_106: -190.0 + sys_corr_107: -440.0 + sys_corr_108: -690.0 + sys_corr_109: -1060.0 + sys_corr_110: -940.0 + sys_corr_111: 2610.0 + sys_corr_112: 1390.0 + sys_corr_113: -850.0 + LumiUncer: 364.32 +- stat_uncorr: 1140.0 + sys_uncorr_1: 3270.0 + sys_corr_1: -1940.0 + sys_corr_2: -610.0 + sys_corr_3: 840.0 + sys_corr_4: -250.0 + sys_corr_5: -400.0 + sys_corr_6: -200.0 + sys_corr_7: 70.0 + sys_corr_8: -950.0 + sys_corr_9: -460.0 + sys_corr_10: -180.0 + sys_corr_11: 80.0 + sys_corr_12: -430.0 + sys_corr_13: -580.0 + sys_corr_14: 330.0 + sys_corr_15: 200.0 + sys_corr_16: 0.0 + sys_corr_17: -310.0 + sys_corr_18: 120.0 + sys_corr_19: -600.0 + sys_corr_20: -460.0 + sys_corr_21: -310.0 + sys_corr_22: 50.0 + sys_corr_23: -90.0 + sys_corr_24: 60.0 + sys_corr_25: 230.0 + sys_corr_26: -400.0 + sys_corr_27: 160.0 + sys_corr_28: 740.0 + sys_corr_29: -620.0 + sys_corr_30: 240.0 + sys_corr_31: 40.0 + sys_corr_32: 320.0 + sys_corr_33: 480.0 + sys_corr_34: 640.0 + sys_corr_35: 370.0 + sys_corr_36: 380.0 + sys_corr_37: -60.0 + sys_corr_38: 510.0 + sys_corr_39: -30.0 + sys_corr_40: 310.0 + sys_corr_41: 190.0 + sys_corr_42: 200.0 + sys_corr_43: 600.0 + sys_corr_44: -420.0 + sys_corr_45: 390.0 + sys_corr_46: -640.0 + sys_corr_47: -220.0 + sys_corr_48: 780.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -430.0 + sys_corr_62: 80.0 + sys_corr_63: -160.0 + sys_corr_64: 310.0 + sys_corr_65: 400.0 + sys_corr_66: 470.0 + sys_corr_67: 460.0 + sys_corr_68: -160.0 + sys_corr_69: -60.0 + sys_corr_70: -730.0 + sys_corr_71: -100.0 + sys_corr_72: -70.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -840.0 + sys_corr_88: 360.0 + sys_corr_89: 1240.0 + sys_corr_90: -130.0 + sys_corr_91: 800.0 + sys_corr_92: -1160.0 + sys_corr_93: -2570.0 + sys_corr_94: -140.0 + sys_corr_95: -820.0 + sys_corr_96: 460.0 + sys_corr_97: -320.0 + sys_corr_98: 250.0 + sys_corr_99: -50.0 + sys_corr_100: 480.0 + sys_corr_101: 50.0 + sys_corr_102: -360.0 + sys_corr_103: 690.0 + sys_corr_104: -730.0 + sys_corr_105: 500.0 + sys_corr_106: 220.0 + sys_corr_107: 260.0 + sys_corr_108: -380.0 + sys_corr_109: -1070.0 + sys_corr_110: -440.0 + sys_corr_111: 1840.0 + sys_corr_112: 510.0 + sys_corr_113: -650.0 + LumiUncer: 361.8 +- stat_uncorr: 1290.0 + sys_uncorr_1: 2960.0 + sys_corr_1: 1400.0 + sys_corr_2: -1470.0 + sys_corr_3: 2170.0 + sys_corr_4: -200.0 + sys_corr_5: -120.0 + sys_corr_6: -200.0 + sys_corr_7: 30.0 + sys_corr_8: -860.0 + sys_corr_9: -550.0 + sys_corr_10: -320.0 + sys_corr_11: -60.0 + sys_corr_12: -420.0 + sys_corr_13: -420.0 + sys_corr_14: 420.0 + sys_corr_15: 30.0 + sys_corr_16: 0.0 + sys_corr_17: -280.0 + sys_corr_18: 130.0 + sys_corr_19: -590.0 + sys_corr_20: -320.0 + sys_corr_21: -250.0 + sys_corr_22: -110.0 + sys_corr_23: -120.0 + sys_corr_24: -70.0 + sys_corr_25: 130.0 + sys_corr_26: -560.0 + sys_corr_27: -30.0 + sys_corr_28: 730.0 + sys_corr_29: -890.0 + sys_corr_30: 300.0 + sys_corr_31: -120.0 + sys_corr_32: 490.0 + sys_corr_33: 320.0 + sys_corr_34: 540.0 + sys_corr_35: 320.0 + sys_corr_36: 270.0 + sys_corr_37: -200.0 + sys_corr_38: 540.0 + sys_corr_39: -110.0 + sys_corr_40: 320.0 + sys_corr_41: 380.0 + sys_corr_42: 300.0 + sys_corr_43: 410.0 + sys_corr_44: -600.0 + sys_corr_45: 420.0 + sys_corr_46: -710.0 + sys_corr_47: -220.0 + sys_corr_48: 810.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -410.0 + sys_corr_62: 190.0 + sys_corr_63: -470.0 + sys_corr_64: 370.0 + sys_corr_65: 550.0 + sys_corr_66: 670.0 + sys_corr_67: 630.0 + sys_corr_68: -100.0 + sys_corr_69: 0.0 + sys_corr_70: -700.0 + sys_corr_71: -380.0 + sys_corr_72: -140.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -590.0 + sys_corr_88: 420.0 + sys_corr_89: 1080.0 + sys_corr_90: -60.0 + sys_corr_91: 2140.0 + sys_corr_92: -2130.0 + sys_corr_93: 790.0 + sys_corr_94: -150.0 + sys_corr_95: -980.0 + sys_corr_96: -120.0 + sys_corr_97: -280.0 + sys_corr_98: -10.0 + sys_corr_99: -10.0 + sys_corr_100: 400.0 + sys_corr_101: 120.0 + sys_corr_102: -780.0 + sys_corr_103: 480.0 + sys_corr_104: -850.0 + sys_corr_105: -400.0 + sys_corr_106: 400.0 + sys_corr_107: 800.0 + sys_corr_108: -920.0 + sys_corr_109: -1320.0 + sys_corr_110: -310.0 + sys_corr_111: 910.0 + sys_corr_112: -510.0 + sys_corr_113: -570.0 + LumiUncer: 370.26 +- stat_uncorr: 1240.0 + sys_uncorr_1: 3500.0 + sys_corr_1: -4390.0 + sys_corr_2: -2110.0 + sys_corr_3: 430.0 + sys_corr_4: -280.0 + sys_corr_5: -230.0 + sys_corr_6: -90.0 + sys_corr_7: 20.0 + sys_corr_8: -880.0 + sys_corr_9: -270.0 + sys_corr_10: -10.0 + sys_corr_11: 40.0 + sys_corr_12: -410.0 + sys_corr_13: -470.0 + sys_corr_14: 270.0 + sys_corr_15: 230.0 + sys_corr_16: 0.0 + sys_corr_17: -190.0 + sys_corr_18: 140.0 + sys_corr_19: -510.0 + sys_corr_20: -260.0 + sys_corr_21: -110.0 + sys_corr_22: 50.0 + sys_corr_23: 180.0 + sys_corr_24: -170.0 + sys_corr_25: 230.0 + sys_corr_26: -510.0 + sys_corr_27: 260.0 + sys_corr_28: 820.0 + sys_corr_29: -530.0 + sys_corr_30: 270.0 + sys_corr_31: -120.0 + sys_corr_32: 190.0 + sys_corr_33: 390.0 + sys_corr_34: 500.0 + sys_corr_35: 720.0 + sys_corr_36: 340.0 + sys_corr_37: 120.0 + sys_corr_38: 510.0 + sys_corr_39: 190.0 + sys_corr_40: 430.0 + sys_corr_41: 310.0 + sys_corr_42: 0.0 + sys_corr_43: 280.0 + sys_corr_44: -420.0 + sys_corr_45: 290.0 + sys_corr_46: -530.0 + sys_corr_47: -190.0 + sys_corr_48: 490.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -360.0 + sys_corr_62: 20.0 + sys_corr_63: 0.0 + sys_corr_64: 320.0 + sys_corr_65: 480.0 + sys_corr_66: 710.0 + sys_corr_67: 700.0 + sys_corr_68: -90.0 + sys_corr_69: -70.0 + sys_corr_70: -880.0 + sys_corr_71: 20.0 + sys_corr_72: 130.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -780.0 + sys_corr_88: 310.0 + sys_corr_89: 1260.0 + sys_corr_90: -30.0 + sys_corr_91: 330.0 + sys_corr_92: -2810.0 + sys_corr_93: -4890.0 + sys_corr_94: -140.0 + sys_corr_95: -1190.0 + sys_corr_96: 210.0 + sys_corr_97: 410.0 + sys_corr_98: -80.0 + sys_corr_99: 600.0 + sys_corr_100: 1130.0 + sys_corr_101: 240.0 + sys_corr_102: -820.0 + sys_corr_103: 800.0 + sys_corr_104: -980.0 + sys_corr_105: 490.0 + sys_corr_106: -110.0 + sys_corr_107: -220.0 + sys_corr_108: -430.0 + sys_corr_109: -1100.0 + sys_corr_110: -160.0 + sys_corr_111: 1970.0 + sys_corr_112: 560.0 + sys_corr_113: -750.0 + LumiUncer: 351.36 +- stat_uncorr: 910.0 + sys_uncorr_1: 2890.0 + sys_corr_1: 1940.0 + sys_corr_2: 780.0 + sys_corr_3: 2.03000000e+03 + sys_corr_4: -350.0 + sys_corr_5: -260.0 + sys_corr_6: 0.0 + sys_corr_7: 130.0 + sys_corr_8: -960.0 + sys_corr_9: -120.0 + sys_corr_10: -60.0 + sys_corr_11: 10.0 + sys_corr_12: -260.0 + sys_corr_13: -450.0 + sys_corr_14: 670.0 + sys_corr_15: 90.0 + sys_corr_16: 0.0 + sys_corr_17: -320.0 + sys_corr_18: 200.0 + sys_corr_19: -620.0 + sys_corr_20: -320.0 + sys_corr_21: -190.0 + sys_corr_22: -180.0 + sys_corr_23: -90.0 + sys_corr_24: -20.0 + sys_corr_25: 100.0 + sys_corr_26: -480.0 + sys_corr_27: 380.0 + sys_corr_28: 1040.0 + sys_corr_29: -800.0 + sys_corr_30: 180.0 + sys_corr_31: 270.0 + sys_corr_32: 500.0 + sys_corr_33: 500.0 + sys_corr_34: 570.0 + sys_corr_35: 440.0 + sys_corr_36: 430.0 + sys_corr_37: 70.0 + sys_corr_38: 650.0 + sys_corr_39: 200.0 + sys_corr_40: 270.0 + sys_corr_41: 230.0 + sys_corr_42: 160.0 + sys_corr_43: 410.0 + sys_corr_44: -520.0 + sys_corr_45: 310.0 + sys_corr_46: -650.0 + sys_corr_47: -190.0 + sys_corr_48: 430.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -340.0 + sys_corr_62: -190.0 + sys_corr_63: -160.0 + sys_corr_64: 130.0 + sys_corr_65: 380.0 + sys_corr_66: 260.0 + sys_corr_67: 550.0 + sys_corr_68: -230.0 + sys_corr_69: -170.0 + sys_corr_70: -910.0 + sys_corr_71: -160.0 + sys_corr_72: -60.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -830.0 + sys_corr_88: -70.0 + sys_corr_89: 1070.0 + sys_corr_90: -60.0 + sys_corr_91: 1680.0 + sys_corr_92: 60.0 + sys_corr_93: 1510.0 + sys_corr_94: -200.0 + sys_corr_95: -1010.0 + sys_corr_96: 310.0 + sys_corr_97: 130.0 + sys_corr_98: -200.0 + sys_corr_99: -350.0 + sys_corr_100: 1200.0 + sys_corr_101: 20.0 + sys_corr_102: 140.0 + sys_corr_103: 1190.0 + sys_corr_104: -110.0 + sys_corr_105: 530.0 + sys_corr_106: 240.0 + sys_corr_107: 160.0 + sys_corr_108: -520.0 + sys_corr_109: -580.0 + sys_corr_110: -370.0 + sys_corr_111: 1150.0 + sys_corr_112: 1570.0 + sys_corr_113: -760.0 + LumiUncer: 295.92 +- stat_uncorr: 1670.0 + sys_uncorr_1: 5150.0 + sys_corr_1: 6600.0 + sys_corr_2: 10160.0 + sys_corr_3: 1160.0 + sys_corr_4: -130.0 + sys_corr_5: -370.0 + sys_corr_6: -10.0 + sys_corr_7: -120.0 + sys_corr_8: -1090.0 + sys_corr_9: -400.0 + sys_corr_10: -40.0 + sys_corr_11: -380.0 + sys_corr_12: -390.0 + sys_corr_13: -730.0 + sys_corr_14: 500.0 + sys_corr_15: 30.0 + sys_corr_16: 0.0 + sys_corr_17: -100.0 + sys_corr_18: 610.0 + sys_corr_19: -500.0 + sys_corr_20: -460.0 + sys_corr_21: 30.0 + sys_corr_22: -200.0 + sys_corr_23: 570.0 + sys_corr_24: -720.0 + sys_corr_25: 100.0 + sys_corr_26: -250.0 + sys_corr_27: -60.0 + sys_corr_28: 680.0 + sys_corr_29: -450.0 + sys_corr_30: 590.0 + sys_corr_31: 380.0 + sys_corr_32: 370.0 + sys_corr_33: 510.0 + sys_corr_34: 320.0 + sys_corr_35: 330.0 + sys_corr_36: 450.0 + sys_corr_37: -570.0 + sys_corr_38: 870.0 + sys_corr_39: 190.0 + sys_corr_40: 530.0 + sys_corr_41: 20.0 + sys_corr_42: 20.0 + sys_corr_43: 540.0 + sys_corr_44: -20.0 + sys_corr_45: 500.0 + sys_corr_46: -660.0 + sys_corr_47: -230.0 + sys_corr_48: 780.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -880.0 + sys_corr_62: -410.0 + sys_corr_63: -480.0 + sys_corr_64: 450.0 + sys_corr_65: 520.0 + sys_corr_66: 710.0 + sys_corr_67: 700.0 + sys_corr_68: 20.0 + sys_corr_69: -190.0 + sys_corr_70: -1170.0 + sys_corr_71: 600.0 + sys_corr_72: 400.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -620.0 + sys_corr_88: 300.0 + sys_corr_89: 1170.0 + sys_corr_90: -50.0 + sys_corr_91: 1300.0 + sys_corr_92: 9440.0 + sys_corr_93: 5940.0 + sys_corr_94: 250.0 + sys_corr_95: -1480.0 + sys_corr_96: 1380.0 + sys_corr_97: 80.0 + sys_corr_98: 270.0 + sys_corr_99: 580.0 + sys_corr_100: 1250.0 + sys_corr_101: 600.0 + sys_corr_102: -2650.0 + sys_corr_103: 440.0 + sys_corr_104: 0.0 + sys_corr_105: 1290.0 + sys_corr_106: 250.0 + sys_corr_107: -540.0 + sys_corr_108: 150.0 + sys_corr_109: 520.0 + sys_corr_110: -1310.0 + sys_corr_111: -1150.0 + sys_corr_112: 610.0 + sys_corr_113: 530.0 + LumiUncer: 237.6 +- stat_uncorr: 1050.0 + sys_uncorr_1: 4.02000000e+03 + sys_corr_1: 650.0 + sys_corr_2: 3050.0 + sys_corr_3: 760.0 + sys_corr_4: -410.0 + sys_corr_5: -200.0 + sys_corr_6: 180.0 + sys_corr_7: 40.0 + sys_corr_8: -700.0 + sys_corr_9: -340.0 + sys_corr_10: -40.0 + sys_corr_11: -310.0 + sys_corr_12: -200.0 + sys_corr_13: -360.0 + sys_corr_14: 720.0 + sys_corr_15: 200.0 + sys_corr_16: 0.0 + sys_corr_17: -670.0 + sys_corr_18: 220.0 + sys_corr_19: -760.0 + sys_corr_20: -370.0 + sys_corr_21: 160.0 + sys_corr_22: -10.0 + sys_corr_23: 110.0 + sys_corr_24: -280.0 + sys_corr_25: 440.0 + sys_corr_26: -600.0 + sys_corr_27: 180.0 + sys_corr_28: 790.0 + sys_corr_29: -1000.0 + sys_corr_30: 140.0 + sys_corr_31: 200.0 + sys_corr_32: 1020.0 + sys_corr_33: 630.0 + sys_corr_34: 600.0 + sys_corr_35: 560.0 + sys_corr_36: 370.0 + sys_corr_37: 60.0 + sys_corr_38: 300.0 + sys_corr_39: 250.0 + sys_corr_40: 230.0 + sys_corr_41: 450.0 + sys_corr_42: 200.0 + sys_corr_43: 420.0 + sys_corr_44: -650.0 + sys_corr_45: 350.0 + sys_corr_46: -690.0 + sys_corr_47: -190.0 + sys_corr_48: 380.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -280.0 + sys_corr_62: -130.0 + sys_corr_63: 140.0 + sys_corr_64: 150.0 + sys_corr_65: 0.0 + sys_corr_66: 280.0 + sys_corr_67: 720.0 + sys_corr_68: -270.0 + sys_corr_69: -190.0 + sys_corr_70: -900.0 + sys_corr_71: -290.0 + sys_corr_72: 330.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -460.0 + sys_corr_88: 80.0 + sys_corr_89: 1120.0 + sys_corr_90: -10.0 + sys_corr_91: 950.0 + sys_corr_92: 2430.0 + sys_corr_93: 10.0 + sys_corr_94: -610.0 + sys_corr_95: -1270.0 + sys_corr_96: 210.0 + sys_corr_97: -240.0 + sys_corr_98: 360.0 + sys_corr_99: -10.0 + sys_corr_100: 1450.0 + sys_corr_101: -250.0 + sys_corr_102: -710.0 + sys_corr_103: 830.0 + sys_corr_104: -1160.0 + sys_corr_105: 470.0 + sys_corr_106: 480.0 + sys_corr_107: -1260.0 + sys_corr_108: -290.0 + sys_corr_109: -450.0 + sys_corr_110: -530.0 + sys_corr_111: 1200.0 + sys_corr_112: 1930.0 + sys_corr_113: -1250.0 + LumiUncer: 219.24 +- stat_uncorr: 1000.0 + sys_uncorr_1: 3940.0 + sys_corr_1: 230.0 + sys_corr_2: 1200.0 + sys_corr_3: 1130.0 + sys_corr_4: -190.0 + sys_corr_5: 10.0 + sys_corr_6: -30.0 + sys_corr_7: 50.0 + sys_corr_8: -1040.0 + sys_corr_9: -410.0 + sys_corr_10: -140.0 + sys_corr_11: 210.0 + sys_corr_12: -620.0 + sys_corr_13: -660.0 + sys_corr_14: 610.0 + sys_corr_15: 90.0 + sys_corr_16: 0.0 + sys_corr_17: -310.0 + sys_corr_18: 400.0 + sys_corr_19: -560.0 + sys_corr_20: -580.0 + sys_corr_21: -180.0 + sys_corr_22: -90.0 + sys_corr_23: 180.0 + sys_corr_24: -270.0 + sys_corr_25: 400.0 + sys_corr_26: -630.0 + sys_corr_27: 210.0 + sys_corr_28: 1060.0 + sys_corr_29: -820.0 + sys_corr_30: 480.0 + sys_corr_31: 50.0 + sys_corr_32: 470.0 + sys_corr_33: 520.0 + sys_corr_34: 600.0 + sys_corr_35: 480.0 + sys_corr_36: 240.0 + sys_corr_37: 210.0 + sys_corr_38: 470.0 + sys_corr_39: -120.0 + sys_corr_40: 330.0 + sys_corr_41: 400.0 + sys_corr_42: 390.0 + sys_corr_43: 320.0 + sys_corr_44: -580.0 + sys_corr_45: 460.0 + sys_corr_46: -910.0 + sys_corr_47: -250.0 + sys_corr_48: 780.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -160.0 + sys_corr_62: 10.0 + sys_corr_63: -20.0 + sys_corr_64: 330.0 + sys_corr_65: 440.0 + sys_corr_66: 640.0 + sys_corr_67: 670.0 + sys_corr_68: -100.0 + sys_corr_69: -150.0 + sys_corr_70: -970.0 + sys_corr_71: 110.0 + sys_corr_72: 30.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -820.0 + sys_corr_88: 200.0 + sys_corr_89: 1280.0 + sys_corr_90: 10.0 + sys_corr_91: 1130.0 + sys_corr_92: 560.0 + sys_corr_93: -500.0 + sys_corr_94: 220.0 + sys_corr_95: -1140.0 + sys_corr_96: 220.0 + sys_corr_97: -50.0 + sys_corr_98: -310.0 + sys_corr_99: -360.0 + sys_corr_100: 1180.0 + sys_corr_101: 800.0 + sys_corr_102: -750.0 + sys_corr_103: 790.0 + sys_corr_104: -1140.0 + sys_corr_105: -750.0 + sys_corr_106: 230.0 + sys_corr_107: -40.0 + sys_corr_108: -820.0 + sys_corr_109: -670.0 + sys_corr_110: -1700.0 + sys_corr_111: 1360.0 + sys_corr_112: 1370.0 + sys_corr_113: -930.0 + LumiUncer: 207.36 +- stat_uncorr: 910.0 + sys_uncorr_1: 4540.0 + sys_corr_1: -2700.0 + sys_corr_2: -750.0 + sys_corr_3: 440.0 + sys_corr_4: -710.0 + sys_corr_5: -110.0 + sys_corr_6: -40.0 + sys_corr_7: -100.0 + sys_corr_8: -760.0 + sys_corr_9: -160.0 + sys_corr_10: 90.0 + sys_corr_11: -660.0 + sys_corr_12: -830.0 + sys_corr_13: -660.0 + sys_corr_14: 160.0 + sys_corr_15: 420.0 + sys_corr_16: 0.0 + sys_corr_17: -300.0 + sys_corr_18: 710.0 + sys_corr_19: -280.0 + sys_corr_20: -820.0 + sys_corr_21: -370.0 + sys_corr_22: -560.0 + sys_corr_23: 360.0 + sys_corr_24: 80.0 + sys_corr_25: -30.0 + sys_corr_26: -360.0 + sys_corr_27: 240.0 + sys_corr_28: 950.0 + sys_corr_29: -710.0 + sys_corr_30: -70.0 + sys_corr_31: 270.0 + sys_corr_32: 130.0 + sys_corr_33: 470.0 + sys_corr_34: 810.0 + sys_corr_35: 370.0 + sys_corr_36: 1020.0 + sys_corr_37: 410.0 + sys_corr_38: 580.0 + sys_corr_39: 260.0 + sys_corr_40: -90.0 + sys_corr_41: 410.0 + sys_corr_42: 280.0 + sys_corr_43: -90.0 + sys_corr_44: -430.0 + sys_corr_45: 10.0 + sys_corr_46: -480.0 + sys_corr_47: -160.0 + sys_corr_48: 680.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -570.0 + sys_corr_62: -110.0 + sys_corr_63: 130.0 + sys_corr_64: 270.0 + sys_corr_65: 100.0 + sys_corr_66: 590.0 + sys_corr_67: 760.0 + sys_corr_68: 270.0 + sys_corr_69: -180.0 + sys_corr_70: -1100.0 + sys_corr_71: 130.0 + sys_corr_72: 60.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -850.0 + sys_corr_88: 100.0 + sys_corr_89: 1040.0 + sys_corr_90: -40.0 + sys_corr_91: 850.0 + sys_corr_92: -1640.0 + sys_corr_93: -3250.0 + sys_corr_94: -370.0 + sys_corr_95: -1370.0 + sys_corr_96: 1630.0 + sys_corr_97: -240.0 + sys_corr_98: -950.0 + sys_corr_99: -800.0 + sys_corr_100: 1730.0 + sys_corr_101: 330.0 + sys_corr_102: -1850.0 + sys_corr_103: 1820.0 + sys_corr_104: -1230.0 + sys_corr_105: 1180.0 + sys_corr_106: 160.0 + sys_corr_107: -1050.0 + sys_corr_108: -840.0 + sys_corr_109: -2720.0 + sys_corr_110: -250.0 + sys_corr_111: 1200.0 + sys_corr_112: 2220.0 + sys_corr_113: -1410.0 + LumiUncer: 138.6 +- stat_uncorr: 810.0 + sys_uncorr_1: 5250.0 + sys_corr_1: 2730.0 + sys_corr_2: 2730.0 + sys_corr_3: 1630.0 + sys_corr_4: -340.0 + sys_corr_5: 290.0 + sys_corr_6: -210.0 + sys_corr_7: 0.0 + sys_corr_8: -970.0 + sys_corr_9: -130.0 + sys_corr_10: -220.0 + sys_corr_11: -130.0 + sys_corr_12: -490.0 + sys_corr_13: -660.0 + sys_corr_14: 350.0 + sys_corr_15: -180.0 + sys_corr_16: 0.0 + sys_corr_17: -390.0 + sys_corr_18: 540.0 + sys_corr_19: -690.0 + sys_corr_20: -650.0 + sys_corr_21: 260.0 + sys_corr_22: -490.0 + sys_corr_23: 230.0 + sys_corr_24: -520.0 + sys_corr_25: 170.0 + sys_corr_26: -670.0 + sys_corr_27: 100.0 + sys_corr_28: 1110.0 + sys_corr_29: -820.0 + sys_corr_30: 620.0 + sys_corr_31: 170.0 + sys_corr_32: 400.0 + sys_corr_33: 620.0 + sys_corr_34: 700.0 + sys_corr_35: 460.0 + sys_corr_36: 70.0 + sys_corr_37: 140.0 + sys_corr_38: 750.0 + sys_corr_39: -20.0 + sys_corr_40: 170.0 + sys_corr_41: 530.0 + sys_corr_42: 220.0 + sys_corr_43: 280.0 + sys_corr_44: -490.0 + sys_corr_45: 340.0 + sys_corr_46: -1010.0 + sys_corr_47: -230.0 + sys_corr_48: 550.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -290.0 + sys_corr_62: -110.0 + sys_corr_63: 100.0 + sys_corr_64: 380.0 + sys_corr_65: 550.0 + sys_corr_66: 740.0 + sys_corr_67: 1000.0 + sys_corr_68: -10.0 + sys_corr_69: -210.0 + sys_corr_70: -1010.0 + sys_corr_71: -160.0 + sys_corr_72: 200.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -580.0 + sys_corr_88: 60.0 + sys_corr_89: 1230.0 + sys_corr_90: 130.0 + sys_corr_91: 1650.0 + sys_corr_92: 1980.0 + sys_corr_93: 2070.0 + sys_corr_94: 290.0 + sys_corr_95: -1080.0 + sys_corr_96: 490.0 + sys_corr_97: 180.0 + sys_corr_98: -840.0 + sys_corr_99: -560.0 + sys_corr_100: 2.01000000e+03 + sys_corr_101: 490.0 + sys_corr_102: -2040.0 + sys_corr_103: 1310.0 + sys_corr_104: -120.0 + sys_corr_105: -100.0 + sys_corr_106: 1550.0 + sys_corr_107: -110.0 + sys_corr_108: -510.0 + sys_corr_109: -350.0 + sys_corr_110: -290.0 + sys_corr_111: -130.0 + sys_corr_112: 2800.0 + sys_corr_113: -1870.0 + LumiUncer: 142.38 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml new file mode 100644 index 0000000000..2cf3d2427a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml @@ -0,0 +1,1742 @@ +definitions: + stat_uncorr: + description: Statistical uncertainty + treatment: ADD + type: UNCORR + sys_uncorr_1: + description: Uncorrelated systematic uncertainty + treatment: MULT + type: UNCORR + sys_corr_1: + description: 'Correlated systematic uncertainty idx: 1' + treatment: MULT + type: CORR + sys_corr_2: + description: 'Correlated systematic uncertainty idx: 2' + treatment: MULT + type: CORR + sys_corr_3: + description: 'Correlated systematic uncertainty idx: 3' + treatment: MULT + type: CORR + sys_corr_4: + description: 'Correlated systematic uncertainty idx: 4' + treatment: MULT + type: CORR + sys_corr_5: + description: 'Correlated systematic uncertainty idx: 5' + treatment: MULT + type: CORR + sys_corr_6: + description: 'Correlated systematic uncertainty idx: 6' + treatment: MULT + type: CORR + sys_corr_7: + description: 'Correlated systematic uncertainty idx: 7' + treatment: MULT + type: CORR + sys_corr_8: + description: 'Correlated systematic uncertainty idx: 8' + treatment: MULT + type: CORR + sys_corr_9: + description: 'Correlated systematic uncertainty idx: 9' + treatment: MULT + type: CORR + sys_corr_10: + description: 'Correlated systematic uncertainty idx: 10' + treatment: MULT + type: CORR + sys_corr_11: + description: 'Correlated systematic uncertainty idx: 11' + treatment: MULT + type: CORR + sys_corr_12: + description: 'Correlated systematic uncertainty idx: 12' + treatment: MULT + type: CORR + sys_corr_13: + description: 'Correlated systematic uncertainty idx: 13' + treatment: MULT + type: CORR + sys_corr_14: + description: 'Correlated systematic uncertainty idx: 14' + treatment: MULT + type: CORR + sys_corr_15: + description: 'Correlated systematic uncertainty idx: 15' + treatment: MULT + type: CORR + sys_corr_16: + description: 'Correlated systematic uncertainty idx: 16' + treatment: MULT + type: CORR + sys_corr_17: + description: 'Correlated systematic uncertainty idx: 17' + treatment: MULT + type: CORR + sys_corr_18: + description: 'Correlated systematic uncertainty idx: 18' + treatment: MULT + type: CORR + sys_corr_19: + description: 'Correlated systematic uncertainty idx: 19' + treatment: MULT + type: CORR + sys_corr_20: + description: 'Correlated systematic uncertainty idx: 20' + treatment: MULT + type: CORR + sys_corr_21: + description: 'Correlated systematic uncertainty idx: 21' + treatment: MULT + type: CORR + sys_corr_22: + description: 'Correlated systematic uncertainty idx: 22' + treatment: MULT + type: CORR + sys_corr_23: + description: 'Correlated systematic uncertainty idx: 23' + treatment: MULT + type: CORR + sys_corr_24: + description: 'Correlated systematic uncertainty idx: 24' + treatment: MULT + type: CORR + sys_corr_25: + description: 'Correlated systematic uncertainty idx: 25' + treatment: MULT + type: CORR + sys_corr_26: + description: 'Correlated systematic uncertainty idx: 26' + treatment: MULT + type: CORR + sys_corr_27: + description: 'Correlated systematic uncertainty idx: 27' + treatment: MULT + type: CORR + sys_corr_28: + description: 'Correlated systematic uncertainty idx: 28' + treatment: MULT + type: CORR + sys_corr_29: + description: 'Correlated systematic uncertainty idx: 29' + treatment: MULT + type: CORR + sys_corr_30: + description: 'Correlated systematic uncertainty idx: 30' + treatment: MULT + type: CORR + sys_corr_31: + description: 'Correlated systematic uncertainty idx: 31' + treatment: MULT + type: CORR + sys_corr_32: + description: 'Correlated systematic uncertainty idx: 32' + treatment: MULT + type: CORR + sys_corr_33: + description: 'Correlated systematic uncertainty idx: 33' + treatment: MULT + type: CORR + sys_corr_34: + description: 'Correlated systematic uncertainty idx: 34' + treatment: MULT + type: CORR + sys_corr_35: + description: 'Correlated systematic uncertainty idx: 35' + treatment: MULT + type: CORR + sys_corr_36: + description: 'Correlated systematic uncertainty idx: 36' + treatment: MULT + type: CORR + sys_corr_37: + description: 'Correlated systematic uncertainty idx: 37' + treatment: MULT + type: CORR + sys_corr_38: + description: 'Correlated systematic uncertainty idx: 38' + treatment: MULT + type: CORR + sys_corr_39: + description: 'Correlated systematic uncertainty idx: 39' + treatment: MULT + type: CORR + sys_corr_40: + description: 'Correlated systematic uncertainty idx: 40' + treatment: MULT + type: CORR + sys_corr_41: + description: 'Correlated systematic uncertainty idx: 41' + treatment: MULT + type: CORR + sys_corr_42: + description: 'Correlated systematic uncertainty idx: 42' + treatment: MULT + type: CORR + sys_corr_43: + description: 'Correlated systematic uncertainty idx: 43' + treatment: MULT + type: CORR + sys_corr_44: + description: 'Correlated systematic uncertainty idx: 44' + treatment: MULT + type: CORR + sys_corr_45: + description: 'Correlated systematic uncertainty idx: 45' + treatment: MULT + type: CORR + sys_corr_46: + description: 'Correlated systematic uncertainty idx: 46' + treatment: MULT + type: CORR + sys_corr_47: + description: 'Correlated systematic uncertainty idx: 47' + treatment: MULT + type: CORR + sys_corr_48: + description: 'Correlated systematic uncertainty idx: 48' + treatment: MULT + type: CORR + sys_corr_49: + description: 'Correlated systematic uncertainty idx: 49' + treatment: MULT + type: CORR + sys_corr_50: + description: 'Correlated systematic uncertainty idx: 50' + treatment: MULT + type: CORR + sys_corr_51: + description: 'Correlated systematic uncertainty idx: 51' + treatment: MULT + type: CORR + sys_corr_52: + description: 'Correlated systematic uncertainty idx: 52' + treatment: MULT + type: CORR + sys_corr_53: + description: 'Correlated systematic uncertainty idx: 53' + treatment: MULT + type: CORR + sys_corr_54: + description: 'Correlated systematic uncertainty idx: 54' + treatment: MULT + type: CORR + sys_corr_55: + description: 'Correlated systematic uncertainty idx: 55' + treatment: MULT + type: CORR + sys_corr_56: + description: 'Correlated systematic uncertainty idx: 56' + treatment: MULT + type: CORR + sys_corr_57: + description: 'Correlated systematic uncertainty idx: 57' + treatment: MULT + type: CORR + sys_corr_58: + description: 'Correlated systematic uncertainty idx: 58' + treatment: MULT + type: CORR + sys_corr_59: + description: 'Correlated systematic uncertainty idx: 59' + treatment: MULT + type: CORR + sys_corr_60: + description: 'Correlated systematic uncertainty idx: 60' + treatment: MULT + type: CORR + sys_corr_61: + description: 'Correlated systematic uncertainty idx: 61' + treatment: MULT + type: CORR + sys_corr_62: + description: 'Correlated systematic uncertainty idx: 62' + treatment: MULT + type: CORR + sys_corr_63: + description: 'Correlated systematic uncertainty idx: 63' + treatment: MULT + type: CORR + sys_corr_64: + description: 'Correlated systematic uncertainty idx: 64' + treatment: MULT + type: CORR + sys_corr_65: + description: 'Correlated systematic uncertainty idx: 65' + treatment: MULT + type: CORR + sys_corr_66: + description: 'Correlated systematic uncertainty idx: 66' + treatment: MULT + type: CORR + sys_corr_67: + description: 'Correlated systematic uncertainty idx: 67' + treatment: MULT + type: CORR + sys_corr_68: + description: 'Correlated systematic uncertainty idx: 68' + treatment: MULT + type: CORR + sys_corr_69: + description: 'Correlated systematic uncertainty idx: 69' + treatment: MULT + type: CORR + sys_corr_70: + description: 'Correlated systematic uncertainty idx: 70' + treatment: MULT + type: CORR + sys_corr_71: + description: 'Correlated systematic uncertainty idx: 71' + treatment: MULT + type: CORR + sys_corr_72: + description: 'Correlated systematic uncertainty idx: 72' + treatment: MULT + type: CORR + sys_corr_73: + description: 'Correlated systematic uncertainty idx: 73' + treatment: MULT + type: CORR + sys_corr_74: + description: 'Correlated systematic uncertainty idx: 74' + treatment: MULT + type: CORR + sys_corr_75: + description: 'Correlated systematic uncertainty idx: 75' + treatment: MULT + type: CORR + sys_corr_76: + description: 'Correlated systematic uncertainty idx: 76' + treatment: MULT + type: CORR + sys_corr_77: + description: 'Correlated systematic uncertainty idx: 77' + treatment: MULT + type: CORR + sys_corr_78: + description: 'Correlated systematic uncertainty idx: 78' + treatment: MULT + type: CORR + sys_corr_79: + description: 'Correlated systematic uncertainty idx: 79' + treatment: MULT + type: CORR + sys_corr_80: + description: 'Correlated systematic uncertainty idx: 80' + treatment: MULT + type: CORR + sys_corr_81: + description: 'Correlated systematic uncertainty idx: 81' + treatment: MULT + type: CORR + sys_corr_82: + description: 'Correlated systematic uncertainty idx: 82' + treatment: MULT + type: CORR + sys_corr_83: + description: 'Correlated systematic uncertainty idx: 83' + treatment: MULT + type: CORR + sys_corr_84: + description: 'Correlated systematic uncertainty idx: 84' + treatment: MULT + type: CORR + sys_corr_85: + description: 'Correlated systematic uncertainty idx: 85' + treatment: MULT + type: CORR + sys_corr_86: + description: 'Correlated systematic uncertainty idx: 86' + treatment: MULT + type: CORR + sys_corr_87: + description: 'Correlated systematic uncertainty idx: 87' + treatment: MULT + type: CORR + sys_corr_88: + description: 'Correlated systematic uncertainty idx: 88' + treatment: MULT + type: CORR + sys_corr_89: + description: 'Correlated systematic uncertainty idx: 89' + treatment: MULT + type: CORR + sys_corr_90: + description: 'Correlated systematic uncertainty idx: 90' + treatment: MULT + type: CORR + sys_corr_91: + description: 'Correlated systematic uncertainty idx: 91' + treatment: MULT + type: CORR + sys_corr_92: + description: 'Correlated systematic uncertainty idx: 92' + treatment: MULT + type: CORR + sys_corr_93: + description: 'Correlated systematic uncertainty idx: 93' + treatment: MULT + type: CORR + sys_corr_94: + description: 'Correlated systematic uncertainty idx: 94' + treatment: MULT + type: CORR + sys_corr_95: + description: 'Correlated systematic uncertainty idx: 95' + treatment: MULT + type: CORR + sys_corr_96: + description: 'Correlated systematic uncertainty idx: 96' + treatment: MULT + type: CORR + sys_corr_97: + description: 'Correlated systematic uncertainty idx: 97' + treatment: MULT + type: CORR + sys_corr_98: + description: 'Correlated systematic uncertainty idx: 98' + treatment: MULT + type: CORR + sys_corr_99: + description: 'Correlated systematic uncertainty idx: 99' + treatment: MULT + type: CORR + sys_corr_100: + description: 'Correlated systematic uncertainty idx: 100' + treatment: MULT + type: CORR + sys_corr_101: + description: 'Correlated systematic uncertainty idx: 101' + treatment: MULT + type: CORR + sys_corr_102: + description: 'Correlated systematic uncertainty idx: 102' + treatment: MULT + type: CORR + sys_corr_103: + description: 'Correlated systematic uncertainty idx: 103' + treatment: MULT + type: CORR + sys_corr_104: + description: 'Correlated systematic uncertainty idx: 104' + treatment: MULT + type: CORR + sys_corr_105: + description: 'Correlated systematic uncertainty idx: 105' + treatment: MULT + type: CORR + sys_corr_106: + description: 'Correlated systematic uncertainty idx: 106' + treatment: MULT + type: CORR + sys_corr_107: + description: 'Correlated systematic uncertainty idx: 107' + treatment: MULT + type: CORR + sys_corr_108: + description: 'Correlated systematic uncertainty idx: 108' + treatment: MULT + type: CORR + sys_corr_109: + description: 'Correlated systematic uncertainty idx: 109' + treatment: MULT + type: CORR + sys_corr_110: + description: 'Correlated systematic uncertainty idx: 110' + treatment: MULT + type: CORR + sys_corr_111: + description: 'Correlated systematic uncertainty idx: 111' + treatment: MULT + type: CORR + sys_corr_112: + description: 'Correlated systematic uncertainty idx: 112' + treatment: MULT + type: CORR + sys_corr_113: + description: 'Correlated systematic uncertainty idx: 113' + treatment: MULT + type: CORR + LumiUncer: + description: Integrated luminosity uncertainty + treatment: MULT + type: ATLASLUMI11 +bins: +- stat_uncorr: 1380.0 + sys_uncorr_1: 3300.0 + sys_corr_1: 1890.0 + sys_corr_2: 770.0 + sys_corr_3: 1880.0 + sys_corr_4: -630.0 + sys_corr_5: -20.0 + sys_corr_6: -220.0 + sys_corr_7: 120.0 + sys_corr_8: -1150.0 + sys_corr_9: 0.0 + sys_corr_10: -250.0 + sys_corr_11: 70.0 + sys_corr_12: -150.0 + sys_corr_13: -230.0 + sys_corr_14: 790.0 + sys_corr_15: 160.0 + sys_corr_16: 0.0 + sys_corr_17: -290.0 + sys_corr_18: 260.0 + sys_corr_19: -690.0 + sys_corr_20: -530.0 + sys_corr_21: -50.0 + sys_corr_22: -80.0 + sys_corr_23: 400.0 + sys_corr_24: 40.0 + sys_corr_25: -270.0 + sys_corr_26: -580.0 + sys_corr_27: 60.0 + sys_corr_28: 870.0 + sys_corr_29: -910.0 + sys_corr_30: 450.0 + sys_corr_31: -450.0 + sys_corr_32: 390.0 + sys_corr_33: 290.0 + sys_corr_34: 790.0 + sys_corr_35: 480.0 + sys_corr_36: 360.0 + sys_corr_37: 90.0 + sys_corr_38: 490.0 + sys_corr_39: 660.0 + sys_corr_40: 20.0 + sys_corr_41: 750.0 + sys_corr_42: 300.0 + sys_corr_43: 250.0 + sys_corr_44: -800.0 + sys_corr_45: 210.0 + sys_corr_46: -530.0 + sys_corr_47: -240.0 + sys_corr_48: 400.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -150.0 + sys_corr_62: 190.0 + sys_corr_63: -370.0 + sys_corr_64: 450.0 + sys_corr_65: 190.0 + sys_corr_66: 790.0 + sys_corr_67: 260.0 + sys_corr_68: -300.0 + sys_corr_69: -330.0 + sys_corr_70: -910.0 + sys_corr_71: -130.0 + sys_corr_72: -20.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -860.0 + sys_corr_88: 120.0 + sys_corr_89: 1180.0 + sys_corr_90: -40.0 + sys_corr_91: 1700.0 + sys_corr_92: 220.0 + sys_corr_93: 1270.0 + sys_corr_94: 260.0 + sys_corr_95: -1150.0 + sys_corr_96: 330.0 + sys_corr_97: 780.0 + sys_corr_98: -1360.0 + sys_corr_99: -190.0 + sys_corr_100: 1970.0 + sys_corr_101: 790.0 + sys_corr_102: -1700.0 + sys_corr_103: 980.0 + sys_corr_104: -680.0 + sys_corr_105: -590.0 + sys_corr_106: 600.0 + sys_corr_107: 320.0 + sys_corr_108: -510.0 + sys_corr_109: -920.0 + sys_corr_110: -770.0 + sys_corr_111: 1450.0 + sys_corr_112: -180.0 + sys_corr_113: -1030.0 + LumiUncer: 357.48 +- stat_uncorr: 1330.0 + sys_uncorr_1: 2930.0 + sys_corr_1: 430.0 + sys_corr_2: 860.0 + sys_corr_3: 1410.0 + sys_corr_4: -420.0 + sys_corr_5: -500.0 + sys_corr_6: -190.0 + sys_corr_7: 100.0 + sys_corr_8: -610.0 + sys_corr_9: -190.0 + sys_corr_10: 190.0 + sys_corr_11: -230.0 + sys_corr_12: -310.0 + sys_corr_13: -250.0 + sys_corr_14: 310.0 + sys_corr_15: 430.0 + sys_corr_16: 0.0 + sys_corr_17: -250.0 + sys_corr_18: 50.0 + sys_corr_19: -530.0 + sys_corr_20: -360.0 + sys_corr_21: -370.0 + sys_corr_22: -190.0 + sys_corr_23: 120.0 + sys_corr_24: 320.0 + sys_corr_25: -330.0 + sys_corr_26: -360.0 + sys_corr_27: 240.0 + sys_corr_28: 680.0 + sys_corr_29: -780.0 + sys_corr_30: 90.0 + sys_corr_31: 120.0 + sys_corr_32: 470.0 + sys_corr_33: 240.0 + sys_corr_34: 420.0 + sys_corr_35: 510.0 + sys_corr_36: 860.0 + sys_corr_37: 30.0 + sys_corr_38: 240.0 + sys_corr_39: 180.0 + sys_corr_40: 270.0 + sys_corr_41: 270.0 + sys_corr_42: 210.0 + sys_corr_43: 710.0 + sys_corr_44: -510.0 + sys_corr_45: 210.0 + sys_corr_46: -420.0 + sys_corr_47: -180.0 + sys_corr_48: 530.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -340.0 + sys_corr_62: -200.0 + sys_corr_63: -150.0 + sys_corr_64: 90.0 + sys_corr_65: 140.0 + sys_corr_66: 230.0 + sys_corr_67: 280.0 + sys_corr_68: -130.0 + sys_corr_69: -190.0 + sys_corr_70: -600.0 + sys_corr_71: -170.0 + sys_corr_72: -10.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -990.0 + sys_corr_88: 50.0 + sys_corr_89: 1270.0 + sys_corr_90: -160.0 + sys_corr_91: 1210.0 + sys_corr_92: 260.0 + sys_corr_93: -20.0 + sys_corr_94: -670.0 + sys_corr_95: -930.0 + sys_corr_96: 1250.0 + sys_corr_97: 240.0 + sys_corr_98: -690.0 + sys_corr_99: -150.0 + sys_corr_100: 1060.0 + sys_corr_101: 500.0 + sys_corr_102: -1340.0 + sys_corr_103: 1000.0 + sys_corr_104: 110.0 + sys_corr_105: 1750.0 + sys_corr_106: 690.0 + sys_corr_107: -580.0 + sys_corr_108: -220.0 + sys_corr_109: -320.0 + sys_corr_110: -940.0 + sys_corr_111: 1790.0 + sys_corr_112: 1550.0 + sys_corr_113: -890.0 + LumiUncer: 336.06 +- stat_uncorr: 1190.0 + sys_uncorr_1: 3190.0 + sys_corr_1: -6200.0 + sys_corr_2: -2510.0 + sys_corr_3: -140.0 + sys_corr_4: -290.0 + sys_corr_5: -20.0 + sys_corr_6: -410.0 + sys_corr_7: 20.0 + sys_corr_8: -1070.0 + sys_corr_9: -420.0 + sys_corr_10: -350.0 + sys_corr_11: -50.0 + sys_corr_12: -630.0 + sys_corr_13: -460.0 + sys_corr_14: 220.0 + sys_corr_15: -20.0 + sys_corr_16: 0.0 + sys_corr_17: -120.0 + sys_corr_18: 170.0 + sys_corr_19: -560.0 + sys_corr_20: -520.0 + sys_corr_21: -190.0 + sys_corr_22: -240.0 + sys_corr_23: -40.0 + sys_corr_24: 10.0 + sys_corr_25: 140.0 + sys_corr_26: -720.0 + sys_corr_27: -10.0 + sys_corr_28: 900.0 + sys_corr_29: -820.0 + sys_corr_30: 470.0 + sys_corr_31: -350.0 + sys_corr_32: 380.0 + sys_corr_33: 220.0 + sys_corr_34: 510.0 + sys_corr_35: 440.0 + sys_corr_36: 350.0 + sys_corr_37: -170.0 + sys_corr_38: 530.0 + sys_corr_39: -90.0 + sys_corr_40: 110.0 + sys_corr_41: 360.0 + sys_corr_42: 190.0 + sys_corr_43: 300.0 + sys_corr_44: -610.0 + sys_corr_45: 290.0 + sys_corr_46: -770.0 + sys_corr_47: -250.0 + sys_corr_48: 750.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -280.0 + sys_corr_62: 150.0 + sys_corr_63: -250.0 + sys_corr_64: 470.0 + sys_corr_65: 510.0 + sys_corr_66: 830.0 + sys_corr_67: 650.0 + sys_corr_68: 30.0 + sys_corr_69: -20.0 + sys_corr_70: -820.0 + sys_corr_71: -240.0 + sys_corr_72: -80.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -630.0 + sys_corr_88: 430.0 + sys_corr_89: 1120.0 + sys_corr_90: 10.0 + sys_corr_91: -210.0 + sys_corr_92: -3150.0 + sys_corr_93: -6850.0 + sys_corr_94: -200.0 + sys_corr_95: -1020.0 + sys_corr_96: 470.0 + sys_corr_97: 390.0 + sys_corr_98: -380.0 + sys_corr_99: -770.0 + sys_corr_100: 1170.0 + sys_corr_101: 510.0 + sys_corr_102: -1390.0 + sys_corr_103: 820.0 + sys_corr_104: -180.0 + sys_corr_105: 320.0 + sys_corr_106: 40.0 + sys_corr_107: 180.0 + sys_corr_108: -30.0 + sys_corr_109: -750.0 + sys_corr_110: -120.0 + sys_corr_111: 800.0 + sys_corr_112: 70.0 + sys_corr_113: -590.0 + LumiUncer: 3.30840000e+02 +- stat_uncorr: 1330.0 + sys_uncorr_1: 3000.0 + sys_corr_1: 2090.0 + sys_corr_2: 910.0 + sys_corr_3: 1670.0 + sys_corr_4: -540.0 + sys_corr_5: -170.0 + sys_corr_6: -270.0 + sys_corr_7: 90.0 + sys_corr_8: -710.0 + sys_corr_9: -540.0 + sys_corr_10: -70.0 + sys_corr_11: -90.0 + sys_corr_12: -600.0 + sys_corr_13: -460.0 + sys_corr_14: 400.0 + sys_corr_15: 110.0 + sys_corr_16: 0.0 + sys_corr_17: -290.0 + sys_corr_18: 290.0 + sys_corr_19: -590.0 + sys_corr_20: -490.0 + sys_corr_21: -450.0 + sys_corr_22: -410.0 + sys_corr_23: -140.0 + sys_corr_24: 240.0 + sys_corr_25: 50.0 + sys_corr_26: -520.0 + sys_corr_27: 220.0 + sys_corr_28: 670.0 + sys_corr_29: -690.0 + sys_corr_30: 520.0 + sys_corr_31: -240.0 + sys_corr_32: 570.0 + sys_corr_33: 340.0 + sys_corr_34: 590.0 + sys_corr_35: 370.0 + sys_corr_36: 610.0 + sys_corr_37: -230.0 + sys_corr_38: 370.0 + sys_corr_39: -50.0 + sys_corr_40: 110.0 + sys_corr_41: 480.0 + sys_corr_42: 420.0 + sys_corr_43: 160.0 + sys_corr_44: -470.0 + sys_corr_45: 340.0 + sys_corr_46: -640.0 + sys_corr_47: -230.0 + sys_corr_48: 650.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -350.0 + sys_corr_62: 10.0 + sys_corr_63: -80.0 + sys_corr_64: 240.0 + sys_corr_65: 190.0 + sys_corr_66: 530.0 + sys_corr_67: 290.0 + sys_corr_68: 30.0 + sys_corr_69: -140.0 + sys_corr_70: -1060.0 + sys_corr_71: -50.0 + sys_corr_72: -200.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -900.0 + sys_corr_88: 270.0 + sys_corr_89: 1430.0 + sys_corr_90: -130.0 + sys_corr_91: 1970.0 + sys_corr_92: 260.0 + sys_corr_93: 1370.0 + sys_corr_94: -250.0 + sys_corr_95: -1090.0 + sys_corr_96: 800.0 + sys_corr_97: -100.0 + sys_corr_98: -60.0 + sys_corr_99: -510.0 + sys_corr_100: 1350.0 + sys_corr_101: 140.0 + sys_corr_102: -630.0 + sys_corr_103: 740.0 + sys_corr_104: -840.0 + sys_corr_105: -130.0 + sys_corr_106: 120.0 + sys_corr_107: -270.0 + sys_corr_108: 160.0 + sys_corr_109: -190.0 + sys_corr_110: -1260.0 + sys_corr_111: 1650.0 + sys_corr_112: 420.0 + sys_corr_113: -740.0 + LumiUncer: 325.8 +- stat_uncorr: 1290.0 + sys_uncorr_1: 3550.0 + sys_corr_1: 500.0 + sys_corr_2: -340.0 + sys_corr_3: 1610.0 + sys_corr_4: -340.0 + sys_corr_5: -130.0 + sys_corr_6: -350.0 + sys_corr_7: -20.0 + sys_corr_8: -870.0 + sys_corr_9: -450.0 + sys_corr_10: -140.0 + sys_corr_11: 0.0 + sys_corr_12: -950.0 + sys_corr_13: -310.0 + sys_corr_14: 50.0 + sys_corr_15: 110.0 + sys_corr_16: 0.0 + sys_corr_17: -310.0 + sys_corr_18: 260.0 + sys_corr_19: -730.0 + sys_corr_20: -480.0 + sys_corr_21: -200.0 + sys_corr_22: -100.0 + sys_corr_23: -340.0 + sys_corr_24: 250.0 + sys_corr_25: 140.0 + sys_corr_26: -860.0 + sys_corr_27: 130.0 + sys_corr_28: 600.0 + sys_corr_29: -460.0 + sys_corr_30: 420.0 + sys_corr_31: -420.0 + sys_corr_32: 630.0 + sys_corr_33: 410.0 + sys_corr_34: 670.0 + sys_corr_35: 370.0 + sys_corr_36: 510.0 + sys_corr_37: 80.0 + sys_corr_38: 40.0 + sys_corr_39: -360.0 + sys_corr_40: -50.0 + sys_corr_41: 420.0 + sys_corr_42: 240.0 + sys_corr_43: 300.0 + sys_corr_44: -720.0 + sys_corr_45: 90.0 + sys_corr_46: -790.0 + sys_corr_47: -260.0 + sys_corr_48: 730.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -290.0 + sys_corr_62: 90.0 + sys_corr_63: -60.0 + sys_corr_64: 290.0 + sys_corr_65: 180.0 + sys_corr_66: 570.0 + sys_corr_67: 400.0 + sys_corr_68: -170.0 + sys_corr_69: -90.0 + sys_corr_70: -950.0 + sys_corr_71: 20.0 + sys_corr_72: 20.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -740.0 + sys_corr_88: 560.0 + sys_corr_89: 1460.0 + sys_corr_90: -120.0 + sys_corr_91: 1550.0 + sys_corr_92: -940.0 + sys_corr_93: -130.0 + sys_corr_94: -410.0 + sys_corr_95: -1480.0 + sys_corr_96: 950.0 + sys_corr_97: -710.0 + sys_corr_98: 520.0 + sys_corr_99: -630.0 + sys_corr_100: 780.0 + sys_corr_101: -130.0 + sys_corr_102: -480.0 + sys_corr_103: 1330.0 + sys_corr_104: -1110.0 + sys_corr_105: -70.0 + sys_corr_106: 410.0 + sys_corr_107: -360.0 + sys_corr_108: -420.0 + sys_corr_109: 50.0 + sys_corr_110: -190.0 + sys_corr_111: 1100.0 + sys_corr_112: -970.0 + sys_corr_113: -970.0 + LumiUncer: 288.0 +- stat_uncorr: 1000.0 + sys_uncorr_1: 2950.0 + sys_corr_1: 20.0 + sys_corr_2: 2590.0 + sys_corr_3: 840.0 + sys_corr_4: -320.0 + sys_corr_5: -270.0 + sys_corr_6: -110.0 + sys_corr_7: 40.0 + sys_corr_8: -740.0 + sys_corr_9: -470.0 + sys_corr_10: 40.0 + sys_corr_11: 70.0 + sys_corr_12: -380.0 + sys_corr_13: -460.0 + sys_corr_14: 360.0 + sys_corr_15: 180.0 + sys_corr_16: 0.0 + sys_corr_17: -70.0 + sys_corr_18: 210.0 + sys_corr_19: -530.0 + sys_corr_20: -390.0 + sys_corr_21: -390.0 + sys_corr_22: -40.0 + sys_corr_23: 190.0 + sys_corr_24: 110.0 + sys_corr_25: 0.0 + sys_corr_26: -650.0 + sys_corr_27: 140.0 + sys_corr_28: 610.0 + sys_corr_29: -580.0 + sys_corr_30: 530.0 + sys_corr_31: -370.0 + sys_corr_32: 370.0 + sys_corr_33: 320.0 + sys_corr_34: 510.0 + sys_corr_35: 620.0 + sys_corr_36: 530.0 + sys_corr_37: -140.0 + sys_corr_38: 600.0 + sys_corr_39: 250.0 + sys_corr_40: 270.0 + sys_corr_41: 540.0 + sys_corr_42: 160.0 + sys_corr_43: 50.0 + sys_corr_44: -490.0 + sys_corr_45: 370.0 + sys_corr_46: -440.0 + sys_corr_47: -260.0 + sys_corr_48: 550.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -200.0 + sys_corr_62: 90.0 + sys_corr_63: -10.0 + sys_corr_64: 210.0 + sys_corr_65: 290.0 + sys_corr_66: 740.0 + sys_corr_67: 420.0 + sys_corr_68: -220.0 + sys_corr_69: -60.0 + sys_corr_70: -1090.0 + sys_corr_71: -90.0 + sys_corr_72: -120.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -800.0 + sys_corr_88: 410.0 + sys_corr_89: 1390.0 + sys_corr_90: -30.0 + sys_corr_91: 680.0 + sys_corr_92: 1890.0 + sys_corr_93: -610.0 + sys_corr_94: -590.0 + sys_corr_95: -1530.0 + sys_corr_96: 1110.0 + sys_corr_97: -300.0 + sys_corr_98: 220.0 + sys_corr_99: -110.0 + sys_corr_100: 820.0 + sys_corr_101: 200.0 + sys_corr_102: -200.0 + sys_corr_103: 1710.0 + sys_corr_104: -850.0 + sys_corr_105: 150.0 + sys_corr_106: 500.0 + sys_corr_107: -520.0 + sys_corr_108: -1280.0 + sys_corr_109: -1030.0 + sys_corr_110: -1800.0 + sys_corr_111: 1100.0 + sys_corr_112: -250.0 + sys_corr_113: -960.0 + LumiUncer: 268.38 +- stat_uncorr: 1930.0 + sys_uncorr_1: 5170.0 + sys_corr_1: 4270.0 + sys_corr_2: 3500.0 + sys_corr_3: 1750.0 + sys_corr_4: -120.0 + sys_corr_5: 220.0 + sys_corr_6: -680.0 + sys_corr_7: -250.0 + sys_corr_8: -540.0 + sys_corr_9: -710.0 + sys_corr_10: -330.0 + sys_corr_11: -150.0 + sys_corr_12: -960.0 + sys_corr_13: -510.0 + sys_corr_14: -610.0 + sys_corr_15: 280.0 + sys_corr_16: 0.0 + sys_corr_17: -220.0 + sys_corr_18: 210.0 + sys_corr_19: -450.0 + sys_corr_20: -430.0 + sys_corr_21: 140.0 + sys_corr_22: 40.0 + sys_corr_23: 120.0 + sys_corr_24: -100.0 + sys_corr_25: 490.0 + sys_corr_26: -730.0 + sys_corr_27: -330.0 + sys_corr_28: 360.0 + sys_corr_29: -610.0 + sys_corr_30: 390.0 + sys_corr_31: -350.0 + sys_corr_32: 480.0 + sys_corr_33: 590.0 + sys_corr_34: 680.0 + sys_corr_35: 190.0 + sys_corr_36: 850.0 + sys_corr_37: -110.0 + sys_corr_38: 170.0 + sys_corr_39: -70.0 + sys_corr_40: 370.0 + sys_corr_41: 600.0 + sys_corr_42: 120.0 + sys_corr_43: 250.0 + sys_corr_44: -570.0 + sys_corr_45: 200.0 + sys_corr_46: -790.0 + sys_corr_47: -190.0 + sys_corr_48: 1100.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -410.0 + sys_corr_62: 220.0 + sys_corr_63: -20.0 + sys_corr_64: 530.0 + sys_corr_65: 540.0 + sys_corr_66: 1120.0 + sys_corr_67: 690.0 + sys_corr_68: -200.0 + sys_corr_69: 10.0 + sys_corr_70: -650.0 + sys_corr_71: -50.0 + sys_corr_72: 350.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -390.0 + sys_corr_88: 1050.0 + sys_corr_89: 1300.0 + sys_corr_90: 110.0 + sys_corr_91: 2180.0 + sys_corr_92: 2910.0 + sys_corr_93: 3660.0 + sys_corr_94: -540.0 + sys_corr_95: -1360.0 + sys_corr_96: 1500.0 + sys_corr_97: -470.0 + sys_corr_98: 420.0 + sys_corr_99: -500.0 + sys_corr_100: 1220.0 + sys_corr_101: 400.0 + sys_corr_102: -1290.0 + sys_corr_103: 930.0 + sys_corr_104: -1100.0 + sys_corr_105: 2070.0 + sys_corr_106: 840.0 + sys_corr_107: -1030.0 + sys_corr_108: -440.0 + sys_corr_109: -220.0 + sys_corr_110: -550.0 + sys_corr_111: 2790.0 + sys_corr_112: 1430.0 + sys_corr_113: 480.0 + LumiUncer: 259.2 +- stat_uncorr: 1180.0 + sys_uncorr_1: 4170.0 + sys_corr_1: 90.0 + sys_corr_2: -610.0 + sys_corr_3: 1470.0 + sys_corr_4: -390.0 + sys_corr_5: -490.0 + sys_corr_6: 90.0 + sys_corr_7: 250.0 + sys_corr_8: -890.0 + sys_corr_9: -310.0 + sys_corr_10: 130.0 + sys_corr_11: 100.0 + sys_corr_12: -240.0 + sys_corr_13: -420.0 + sys_corr_14: 830.0 + sys_corr_15: 160.0 + sys_corr_16: 0.0 + sys_corr_17: -410.0 + sys_corr_18: 180.0 + sys_corr_19: -720.0 + sys_corr_20: 40.0 + sys_corr_21: -570.0 + sys_corr_22: -130.0 + sys_corr_23: -200.0 + sys_corr_24: 230.0 + sys_corr_25: -460.0 + sys_corr_26: -500.0 + sys_corr_27: 290.0 + sys_corr_28: 520.0 + sys_corr_29: -500.0 + sys_corr_30: 150.0 + sys_corr_31: -160.0 + sys_corr_32: 930.0 + sys_corr_33: 50.0 + sys_corr_34: 470.0 + sys_corr_35: 490.0 + sys_corr_36: 830.0 + sys_corr_37: -20.0 + sys_corr_38: 320.0 + sys_corr_39: 250.0 + sys_corr_40: 330.0 + sys_corr_41: 310.0 + sys_corr_42: 370.0 + sys_corr_43: 590.0 + sys_corr_44: -820.0 + sys_corr_45: 490.0 + sys_corr_46: -270.0 + sys_corr_47: -210.0 + sys_corr_48: 400.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -170.0 + sys_corr_62: 70.0 + sys_corr_63: -570.0 + sys_corr_64: 100.0 + sys_corr_65: 170.0 + sys_corr_66: 160.0 + sys_corr_67: 310.0 + sys_corr_68: -210.0 + sys_corr_69: -110.0 + sys_corr_70: -1050.0 + sys_corr_71: 150.0 + sys_corr_72: -120.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -930.0 + sys_corr_88: 100.0 + sys_corr_89: 1310.0 + sys_corr_90: -130.0 + sys_corr_91: 1530.0 + sys_corr_92: -1170.0 + sys_corr_93: -550.0 + sys_corr_94: -830.0 + sys_corr_95: -1100.0 + sys_corr_96: 770.0 + sys_corr_97: 60.0 + sys_corr_98: -1150.0 + sys_corr_99: -720.0 + sys_corr_100: 1060.0 + sys_corr_101: 680.0 + sys_corr_102: -380.0 + sys_corr_103: 1400.0 + sys_corr_104: -170.0 + sys_corr_105: 780.0 + sys_corr_106: 1130.0 + sys_corr_107: -330.0 + sys_corr_108: -1000.0 + sys_corr_109: -130.0 + sys_corr_110: 50.0 + sys_corr_111: 1620.0 + sys_corr_112: 2.01000000e+03 + sys_corr_113: -1500.0 + LumiUncer: 208.62 +- stat_uncorr: 1140.0 + sys_uncorr_1: 4.02000000e+03 + sys_corr_1: -10.0 + sys_corr_2: -1230.0 + sys_corr_3: 1740.0 + sys_corr_4: -40.0 + sys_corr_5: -270.0 + sys_corr_6: -320.0 + sys_corr_7: -110.0 + sys_corr_8: -990.0 + sys_corr_9: -600.0 + sys_corr_10: -360.0 + sys_corr_11: 130.0 + sys_corr_12: -950.0 + sys_corr_13: -720.0 + sys_corr_14: 70.0 + sys_corr_15: 100.0 + sys_corr_16: 0.0 + sys_corr_17: 10.0 + sys_corr_18: 80.0 + sys_corr_19: -320.0 + sys_corr_20: -670.0 + sys_corr_21: -210.0 + sys_corr_22: 450.0 + sys_corr_23: 270.0 + sys_corr_24: -80.0 + sys_corr_25: 310.0 + sys_corr_26: -620.0 + sys_corr_27: -190.0 + sys_corr_28: 330.0 + sys_corr_29: -390.0 + sys_corr_30: 520.0 + sys_corr_31: -720.0 + sys_corr_32: 370.0 + sys_corr_33: 340.0 + sys_corr_34: 410.0 + sys_corr_35: 450.0 + sys_corr_36: 530.0 + sys_corr_37: -420.0 + sys_corr_38: 620.0 + sys_corr_39: 210.0 + sys_corr_40: 400.0 + sys_corr_41: 220.0 + sys_corr_42: 30.0 + sys_corr_43: -30.0 + sys_corr_44: -320.0 + sys_corr_45: 490.0 + sys_corr_46: -400.0 + sys_corr_47: -260.0 + sys_corr_48: 800.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -230.0 + sys_corr_62: 410.0 + sys_corr_63: 110.0 + sys_corr_64: 660.0 + sys_corr_65: 420.0 + sys_corr_66: 1080.0 + sys_corr_67: 700.0 + sys_corr_68: -270.0 + sys_corr_69: 120.0 + sys_corr_70: -870.0 + sys_corr_71: -70.0 + sys_corr_72: -30.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -350.0 + sys_corr_88: 1000.0 + sys_corr_89: 1340.0 + sys_corr_90: 30.0 + sys_corr_91: 1550.0 + sys_corr_92: -1980.0 + sys_corr_93: -570.0 + sys_corr_94: -250.0 + sys_corr_95: -1640.0 + sys_corr_96: 2310.0 + sys_corr_97: -320.0 + sys_corr_98: 780.0 + sys_corr_99: -270.0 + sys_corr_100: 1960.0 + sys_corr_101: 610.0 + sys_corr_102: -1160.0 + sys_corr_103: 1330.0 + sys_corr_104: -1040.0 + sys_corr_105: 750.0 + sys_corr_106: -530.0 + sys_corr_107: -150.0 + sys_corr_108: -930.0 + sys_corr_109: -1140.0 + sys_corr_110: -1210.0 + sys_corr_111: 2150.0 + sys_corr_112: 380.0 + sys_corr_113: -1100.0 + LumiUncer: 169.74 +- stat_uncorr: 1040.0 + sys_uncorr_1: 4420.0 + sys_corr_1: 1800.0 + sys_corr_2: 320.0 + sys_corr_3: 1920.0 + sys_corr_4: -340.0 + sys_corr_5: -190.0 + sys_corr_6: -90.0 + sys_corr_7: 20.0 + sys_corr_8: -880.0 + sys_corr_9: -650.0 + sys_corr_10: -360.0 + sys_corr_11: 160.0 + sys_corr_12: -1110.0 + sys_corr_13: -520.0 + sys_corr_14: 310.0 + sys_corr_15: 20.0 + sys_corr_16: 0.0 + sys_corr_17: -320.0 + sys_corr_18: 230.0 + sys_corr_19: -870.0 + sys_corr_20: -500.0 + sys_corr_21: -170.0 + sys_corr_22: -80.0 + sys_corr_23: 80.0 + sys_corr_24: -20.0 + sys_corr_25: 80.0 + sys_corr_26: -1200.0 + sys_corr_27: 90.0 + sys_corr_28: 230.0 + sys_corr_29: -290.0 + sys_corr_30: 660.0 + sys_corr_31: -570.0 + sys_corr_32: 790.0 + sys_corr_33: 610.0 + sys_corr_34: 950.0 + sys_corr_35: 500.0 + sys_corr_36: 630.0 + sys_corr_37: -170.0 + sys_corr_38: 210.0 + sys_corr_39: 80.0 + sys_corr_40: -10.0 + sys_corr_41: 520.0 + sys_corr_42: 230.0 + sys_corr_43: -170.0 + sys_corr_44: -710.0 + sys_corr_45: 450.0 + sys_corr_46: -470.0 + sys_corr_47: -260.0 + sys_corr_48: 790.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -20.0 + sys_corr_62: 400.0 + sys_corr_63: 300.0 + sys_corr_64: 500.0 + sys_corr_65: 150.0 + sys_corr_66: 630.0 + sys_corr_67: 820.0 + sys_corr_68: -10.0 + sys_corr_69: -180.0 + sys_corr_70: -1480.0 + sys_corr_71: -200.0 + sys_corr_72: 40.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -600.0 + sys_corr_88: 610.0 + sys_corr_89: 1540.0 + sys_corr_90: 50.0 + sys_corr_91: 1830.0 + sys_corr_92: -410.0 + sys_corr_93: 1160.0 + sys_corr_94: -450.0 + sys_corr_95: -1380.0 + sys_corr_96: 720.0 + sys_corr_97: -460.0 + sys_corr_98: -180.0 + sys_corr_99: -1910.0 + sys_corr_100: 1250.0 + sys_corr_101: 470.0 + sys_corr_102: 270.0 + sys_corr_103: 1210.0 + sys_corr_104: -2230.0 + sys_corr_105: 580.0 + sys_corr_106: 1160.0 + sys_corr_107: -550.0 + sys_corr_108: -1540.0 + sys_corr_109: -1310.0 + sys_corr_110: -1190.0 + sys_corr_111: 970.0 + sys_corr_112: 150.0 + sys_corr_113: -1790.0 + LumiUncer: 139.32 +- stat_uncorr: 1000.0 + sys_uncorr_1: 6220.0 + sys_corr_1: -630.0 + sys_corr_2: 3710.0 + sys_corr_3: 210.0 + sys_corr_4: -630.0 + sys_corr_5: 170.0 + sys_corr_6: -20.0 + sys_corr_7: -30.0 + sys_corr_8: -760.0 + sys_corr_9: 0.0 + sys_corr_10: -30.0 + sys_corr_11: 200.0 + sys_corr_12: -460.0 + sys_corr_13: -190.0 + sys_corr_14: 580.0 + sys_corr_15: 120.0 + sys_corr_16: 0.0 + sys_corr_17: -630.0 + sys_corr_18: 520.0 + sys_corr_19: -1080.0 + sys_corr_20: -270.0 + sys_corr_21: -10.0 + sys_corr_22: -260.0 + sys_corr_23: -330.0 + sys_corr_24: -220.0 + sys_corr_25: -520.0 + sys_corr_26: -1030.0 + sys_corr_27: 230.0 + sys_corr_28: 140.0 + sys_corr_29: -110.0 + sys_corr_30: 430.0 + sys_corr_31: -420.0 + sys_corr_32: 1030.0 + sys_corr_33: 930.0 + sys_corr_34: 1380.0 + sys_corr_35: 560.0 + sys_corr_36: 390.0 + sys_corr_37: 590.0 + sys_corr_38: -310.0 + sys_corr_39: 1280.0 + sys_corr_40: 200.0 + sys_corr_41: 1130.0 + sys_corr_42: -30.0 + sys_corr_43: 360.0 + sys_corr_44: -970.0 + sys_corr_45: -40.0 + sys_corr_46: 160.0 + sys_corr_47: -250.0 + sys_corr_48: 130.0 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -670.0 + sys_corr_62: 300.0 + sys_corr_63: -260.0 + sys_corr_64: 230.0 + sys_corr_65: -240.0 + sys_corr_66: 410.0 + sys_corr_67: 670.0 + sys_corr_68: -300.0 + sys_corr_69: -440.0 + sys_corr_70: -1480.0 + sys_corr_71: -530.0 + sys_corr_72: 170.0 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -620.0 + sys_corr_88: 620.0 + sys_corr_89: 1540.0 + sys_corr_90: -230.0 + sys_corr_91: 270.0 + sys_corr_92: 3300.0 + sys_corr_93: -1250.0 + sys_corr_94: -700.0 + sys_corr_95: -3720.0 + sys_corr_96: 1680.0 + sys_corr_97: 110.0 + sys_corr_98: -1680.0 + sys_corr_99: -880.0 + sys_corr_100: 1770.0 + sys_corr_101: 110.0 + sys_corr_102: -1160.0 + sys_corr_103: 2110.0 + sys_corr_104: -1980.0 + sys_corr_105: 2120.0 + sys_corr_106: 680.0 + sys_corr_107: 930.0 + sys_corr_108: -1740.0 + sys_corr_109: -850.0 + sys_corr_110: -840.0 + sys_corr_111: -90.0 + sys_corr_112: 1480.0 + sys_corr_113: -2590.0 + LumiUncer: 121.5 From 14cf28a97314065c5cbb21d0ee8dc8dd78f57a5b Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:13:00 +0000 Subject: [PATCH 082/138] Systematic uncertainties in percent --- .../ATLAS_WCHARM_7TEV/filter_utils.py | 7 +- .../uncertainties_WM-YL.yaml | 1900 ++++++++-------- .../uncertainties_WP-YL.yaml | 1906 ++++++++--------- 3 files changed, 1909 insertions(+), 1904 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py index fd4e622cf2..035e95312d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py @@ -288,7 +288,12 @@ def generate_artifical_unc(self, variant): art_sys_unc = [] for idx_bin, unc_bin in enumerate(sys_table): # Get systematic uncertainties - bin_sys_unc = [value['value'] * self.mult_factor for value in unc_bin['values']] + # NOTE + # The division 100 is needed if systematic sources are + # given in percentage in the table (if they are given in percentages) + bin_sys_unc = [ + value['value'] * data_central[idx_bin] * 0.01 for value in unc_bin['values'] + ] # Append Lumi unc bin_sys_unc.append(LUMI_UNC * data_central[idx_bin] * 0.01) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml index 555c834185..9ce7174c88 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml @@ -465,55 +465,55 @@ definitions: type: ATLASLUMI11 bins: - stat_uncorr: 1290.0 - sys_uncorr_1: 3250.0 - sys_corr_1: -1010.0 - sys_corr_2: 1530.0 - sys_corr_3: 800.0 - sys_corr_4: -350.0 - sys_corr_5: 50.0 - sys_corr_6: -210.0 - sys_corr_7: 30.0 - sys_corr_8: -860.0 - sys_corr_9: -340.0 - sys_corr_10: -150.0 - sys_corr_11: -50.0 - sys_corr_12: -420.0 - sys_corr_13: -390.0 - sys_corr_14: 510.0 - sys_corr_15: 140.0 + sys_uncorr_1: 634.4 + sys_corr_1: -1.97152000e+02 + sys_corr_2: 298.656 + sys_corr_3: 156.16 + sys_corr_4: -6.83200000e+01 + sys_corr_5: 9.76 + sys_corr_6: -40.992 + sys_corr_7: 5.85600000e+00 + sys_corr_8: -167.872 + sys_corr_9: -6.63680000e+01 + sys_corr_10: -29.28 + sys_corr_11: -9.76 + sys_corr_12: -81.984 + sys_corr_13: -76.128 + sys_corr_14: 99.552 + sys_corr_15: 2.73280000e+01 sys_corr_16: 0.0 - sys_corr_17: -160.0 - sys_corr_18: 280.0 - sys_corr_19: -400.0 - sys_corr_20: -470.0 - sys_corr_21: -210.0 - sys_corr_22: -100.0 - sys_corr_23: 40.0 - sys_corr_24: -10.0 - sys_corr_25: 150.0 - sys_corr_26: -530.0 - sys_corr_27: 260.0 - sys_corr_28: 930.0 - sys_corr_29: -960.0 - sys_corr_30: 260.0 - sys_corr_31: 10.0 - sys_corr_32: 250.0 - sys_corr_33: 540.0 - sys_corr_34: 630.0 - sys_corr_35: 330.0 - sys_corr_36: 510.0 - sys_corr_37: 20.0 - sys_corr_38: 410.0 - sys_corr_39: 10.0 - sys_corr_40: 330.0 - sys_corr_41: 450.0 - sys_corr_42: 300.0 - sys_corr_43: 260.0 - sys_corr_44: -530.0 - sys_corr_45: 410.0 - sys_corr_46: -670.0 - sys_corr_47: -210.0 - sys_corr_48: 730.0 + sys_corr_17: -3.12320000e+01 + sys_corr_18: 5.46560000e+01 + sys_corr_19: -78.08 + sys_corr_20: -91.744 + sys_corr_21: -40.992 + sys_corr_22: -19.52 + sys_corr_23: 7.80800000e+00 + sys_corr_24: -1.95200000e+00 + sys_corr_25: 29.28 + sys_corr_26: -103.456 + sys_corr_27: 50.752 + sys_corr_28: 1.81536000e+02 + sys_corr_29: -1.87392000e+02 + sys_corr_30: 50.752 + sys_corr_31: 1.95200000e+00 + sys_corr_32: 4.88000000e+01 + sys_corr_33: 1.05408000e+02 + sys_corr_34: 1.22976000e+02 + sys_corr_35: 6.44160000e+01 + sys_corr_36: 99.552 + sys_corr_37: 3.90400000e+00 + sys_corr_38: 80.032 + sys_corr_39: 1.95200000e+00 + sys_corr_40: 6.44160000e+01 + sys_corr_41: 87.84 + sys_corr_42: 58.56 + sys_corr_43: 50.752 + sys_corr_44: -103.456 + sys_corr_45: 80.032 + sys_corr_46: -1.30784000e+02 + sys_corr_47: -40.992 + sys_corr_48: 142.496 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -526,18 +526,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -480.0 - sys_corr_62: 140.0 - sys_corr_63: -190.0 - sys_corr_64: 370.0 - sys_corr_65: 540.0 - sys_corr_66: 740.0 - sys_corr_67: 550.0 - sys_corr_68: -60.0 - sys_corr_69: -160.0 - sys_corr_70: -730.0 - sys_corr_71: -270.0 - sys_corr_72: -80.0 + sys_corr_61: -9.36960000e+01 + sys_corr_62: 2.73280000e+01 + sys_corr_63: -37.088 + sys_corr_64: 72.224 + sys_corr_65: 1.05408000e+02 + sys_corr_66: 144.448 + sys_corr_67: 107.36 + sys_corr_68: -1.17120000e+01 + sys_corr_69: -3.12320000e+01 + sys_corr_70: -142.496 + sys_corr_71: -5.27040000e+01 + sys_corr_72: -1.56160000e+01 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -552,84 +552,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -780.0 - sys_corr_88: 320.0 - sys_corr_89: 1210.0 - sys_corr_90: -110.0 - sys_corr_91: 560.0 - sys_corr_92: 830.0 - sys_corr_93: -1520.0 - sys_corr_94: -270.0 - sys_corr_95: -1080.0 - sys_corr_96: 40.0 - sys_corr_97: -520.0 - sys_corr_98: -320.0 - sys_corr_99: -170.0 - sys_corr_100: 1040.0 - sys_corr_101: -140.0 - sys_corr_102: -460.0 - sys_corr_103: 1040.0 - sys_corr_104: -1170.0 - sys_corr_105: 50.0 - sys_corr_106: 380.0 - sys_corr_107: 110.0 - sys_corr_108: -470.0 - sys_corr_109: -580.0 - sys_corr_110: -910.0 - sys_corr_111: 1760.0 - sys_corr_112: 610.0 - sys_corr_113: -930.0 + sys_corr_87: -152.256 + sys_corr_88: 6.24640000e+01 + sys_corr_89: 236.192 + sys_corr_90: -2.14720000e+01 + sys_corr_91: 1.09312000e+02 + sys_corr_92: 162.016 + sys_corr_93: -296.704 + sys_corr_94: -5.27040000e+01 + sys_corr_95: -2.10816000e+02 + sys_corr_96: 7.80800000e+00 + sys_corr_97: -101.504 + sys_corr_98: -6.24640000e+01 + sys_corr_99: -3.31840000e+01 + sys_corr_100: 203.008 + sys_corr_101: -2.73280000e+01 + sys_corr_102: -8.97920000e+01 + sys_corr_103: 203.008 + sys_corr_104: -228.384 + sys_corr_105: 9.76 + sys_corr_106: 74.176 + sys_corr_107: 2.14720000e+01 + sys_corr_108: -91.744 + sys_corr_109: -113.216 + sys_corr_110: -177.632 + sys_corr_111: 3.43552000e+02 + sys_corr_112: 1.19072000e+02 + sys_corr_113: -1.81536000e+02 LumiUncer: 351.36 - stat_uncorr: 1190.0 - sys_uncorr_1: 2940.0 - sys_corr_1: 950.0 - sys_corr_2: 1700.0 - sys_corr_3: 1460.0 - sys_corr_4: -360.0 - sys_corr_5: -450.0 - sys_corr_6: 50.0 - sys_corr_7: 180.0 - sys_corr_8: -820.0 - sys_corr_9: -330.0 - sys_corr_10: 120.0 - sys_corr_11: 80.0 - sys_corr_12: -130.0 - sys_corr_13: -540.0 - sys_corr_14: 480.0 - sys_corr_15: 390.0 + sys_uncorr_1: 595.056 + sys_corr_1: 192.28 + sys_corr_2: 344.08 + sys_corr_3: 2.95504000e+02 + sys_corr_4: -72.864 + sys_corr_5: -91.08 + sys_corr_6: 1.01200000e+01 + sys_corr_7: 36.432 + sys_corr_8: -165.968 + sys_corr_9: -66.792 + sys_corr_10: 2.42880000e+01 + sys_corr_11: 16.192 + sys_corr_12: -2.63120000e+01 + sys_corr_13: -109.296 + sys_corr_14: 9.71520000e+01 + sys_corr_15: 78.936 sys_corr_16: 0.0 - sys_corr_17: -140.0 - sys_corr_18: -30.0 - sys_corr_19: -470.0 - sys_corr_20: -420.0 - sys_corr_21: -540.0 - sys_corr_22: -40.0 - sys_corr_23: -130.0 - sys_corr_24: 150.0 - sys_corr_25: 380.0 - sys_corr_26: -360.0 - sys_corr_27: 440.0 - sys_corr_28: 890.0 - sys_corr_29: -840.0 - sys_corr_30: 80.0 - sys_corr_31: 170.0 - sys_corr_32: 120.0 - sys_corr_33: 480.0 - sys_corr_34: 600.0 - sys_corr_35: 660.0 - sys_corr_36: 350.0 - sys_corr_37: 80.0 - sys_corr_38: 670.0 - sys_corr_39: 280.0 - sys_corr_40: 460.0 - sys_corr_41: 250.0 - sys_corr_42: 130.0 - sys_corr_43: 330.0 - sys_corr_44: -340.0 - sys_corr_45: 490.0 - sys_corr_46: -340.0 - sys_corr_47: -230.0 - sys_corr_48: 400.0 + sys_corr_17: -2.83360000e+01 + sys_corr_18: -6.07200000e+00 + sys_corr_19: -95.128 + sys_corr_20: -85.008 + sys_corr_21: -109.296 + sys_corr_22: -8.096 + sys_corr_23: -2.63120000e+01 + sys_corr_24: 30.36 + sys_corr_25: 76.912 + sys_corr_26: -72.864 + sys_corr_27: 8.90560000e+01 + sys_corr_28: 180.136 + sys_corr_29: -170.016 + sys_corr_30: 16.192 + sys_corr_31: 34.408 + sys_corr_32: 2.42880000e+01 + sys_corr_33: 9.71520000e+01 + sys_corr_34: 121.44 + sys_corr_35: 133.584 + sys_corr_36: 70.84 + sys_corr_37: 16.192 + sys_corr_38: 135.608 + sys_corr_39: 5.66720000e+01 + sys_corr_40: 93.104 + sys_corr_41: 50.6 + sys_corr_42: 2.63120000e+01 + sys_corr_43: 66.792 + sys_corr_44: -68.816 + sys_corr_45: 99.176 + sys_corr_46: -68.816 + sys_corr_47: -46.552 + sys_corr_48: 8.09600000e+01 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -642,18 +642,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -400.0 - sys_corr_62: -190.0 - sys_corr_63: 80.0 - sys_corr_64: 130.0 - sys_corr_65: 350.0 - sys_corr_66: 380.0 - sys_corr_67: 180.0 - sys_corr_68: -150.0 - sys_corr_69: -80.0 - sys_corr_70: -970.0 - sys_corr_71: -40.0 - sys_corr_72: -170.0 + sys_corr_61: -8.09600000e+01 + sys_corr_62: -38.456 + sys_corr_63: 16.192 + sys_corr_64: 2.63120000e+01 + sys_corr_65: 70.84 + sys_corr_66: 76.912 + sys_corr_67: 36.432 + sys_corr_68: -30.36 + sys_corr_69: -16.192 + sys_corr_70: -196.328 + sys_corr_71: -8.096 + sys_corr_72: -34.408 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -668,84 +668,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -940.0 - sys_corr_88: 40.0 - sys_corr_89: 1120.0 - sys_corr_90: -140.0 - sys_corr_91: 1110.0 - sys_corr_92: 1040.0 - sys_corr_93: 370.0 - sys_corr_94: -300.0 - sys_corr_95: -1240.0 - sys_corr_96: 240.0 - sys_corr_97: 60.0 - sys_corr_98: -60.0 - sys_corr_99: -120.0 - sys_corr_100: 700.0 - sys_corr_101: 180.0 - sys_corr_102: -130.0 - sys_corr_103: 770.0 - sys_corr_104: -870.0 - sys_corr_105: 910.0 - sys_corr_106: -190.0 - sys_corr_107: -440.0 - sys_corr_108: -690.0 - sys_corr_109: -1060.0 - sys_corr_110: -940.0 - sys_corr_111: 2610.0 - sys_corr_112: 1390.0 - sys_corr_113: -850.0 + sys_corr_87: -190.256 + sys_corr_88: 8.096 + sys_corr_89: 2.26688000e+02 + sys_corr_90: -2.83360000e+01 + sys_corr_91: 2.24664000e+02 + sys_corr_92: 2.10496000e+02 + sys_corr_93: 74.888 + sys_corr_94: -60.72 + sys_corr_95: -250.976 + sys_corr_96: 4.85760000e+01 + sys_corr_97: 1.21440000e+01 + sys_corr_98: -1.21440000e+01 + sys_corr_99: -2.42880000e+01 + sys_corr_100: 141.68 + sys_corr_101: 36.432 + sys_corr_102: -2.63120000e+01 + sys_corr_103: 155.848 + sys_corr_104: -176.088 + sys_corr_105: 1.84184000e+02 + sys_corr_106: -38.456 + sys_corr_107: -8.90560000e+01 + sys_corr_108: -1.39656000e+02 + sys_corr_109: -214.544 + sys_corr_110: -190.256 + sys_corr_111: 5.28264000e+02 + sys_corr_112: 281.336 + sys_corr_113: -172.04 LumiUncer: 364.32 - stat_uncorr: 1140.0 - sys_uncorr_1: 3270.0 - sys_corr_1: -1940.0 - sys_corr_2: -610.0 - sys_corr_3: 840.0 - sys_corr_4: -250.0 - sys_corr_5: -400.0 - sys_corr_6: -200.0 - sys_corr_7: 70.0 - sys_corr_8: -950.0 - sys_corr_9: -460.0 - sys_corr_10: -180.0 - sys_corr_11: 80.0 - sys_corr_12: -430.0 - sys_corr_13: -580.0 - sys_corr_14: 330.0 - sys_corr_15: 200.0 + sys_uncorr_1: 657.27 + sys_corr_1: -389.94 + sys_corr_2: -122.61 + sys_corr_3: 168.84 + sys_corr_4: -50.25 + sys_corr_5: -80.4 + sys_corr_6: -40.2 + sys_corr_7: 1.40700000e+01 + sys_corr_8: -1.90950000e+02 + sys_corr_9: -9.24600000e+01 + sys_corr_10: -36.18 + sys_corr_11: 1.60800000e+01 + sys_corr_12: -86.43 + sys_corr_13: -116.58 + sys_corr_14: 66.33 + sys_corr_15: 40.2 sys_corr_16: 0.0 - sys_corr_17: -310.0 - sys_corr_18: 120.0 - sys_corr_19: -600.0 - sys_corr_20: -460.0 - sys_corr_21: -310.0 - sys_corr_22: 50.0 - sys_corr_23: -90.0 - sys_corr_24: 60.0 - sys_corr_25: 230.0 - sys_corr_26: -400.0 - sys_corr_27: 160.0 - sys_corr_28: 740.0 - sys_corr_29: -620.0 - sys_corr_30: 240.0 - sys_corr_31: 40.0 - sys_corr_32: 320.0 - sys_corr_33: 480.0 - sys_corr_34: 640.0 - sys_corr_35: 370.0 - sys_corr_36: 380.0 - sys_corr_37: -60.0 - sys_corr_38: 510.0 - sys_corr_39: -30.0 - sys_corr_40: 310.0 - sys_corr_41: 190.0 - sys_corr_42: 200.0 - sys_corr_43: 600.0 - sys_corr_44: -420.0 - sys_corr_45: 390.0 - sys_corr_46: -640.0 - sys_corr_47: -220.0 - sys_corr_48: 780.0 + sys_corr_17: -62.31 + sys_corr_18: 24.12 + sys_corr_19: -1.20600000e+02 + sys_corr_20: -9.24600000e+01 + sys_corr_21: -62.31 + sys_corr_22: 10.05 + sys_corr_23: -18.09 + sys_corr_24: 12.06 + sys_corr_25: 4.62300000e+01 + sys_corr_26: -80.4 + sys_corr_27: 3.21600000e+01 + sys_corr_28: 148.74 + sys_corr_29: -124.62 + sys_corr_30: 48.24 + sys_corr_31: 8.04000000e+00 + sys_corr_32: 6.43200000e+01 + sys_corr_33: 96.48 + sys_corr_34: 1.28640000e+02 + sys_corr_35: 74.37 + sys_corr_36: 76.38 + sys_corr_37: -12.06 + sys_corr_38: 102.51 + sys_corr_39: -6.03 + sys_corr_40: 62.31 + sys_corr_41: 38.19 + sys_corr_42: 40.2 + sys_corr_43: 1.20600000e+02 + sys_corr_44: -84.42 + sys_corr_45: 78.39 + sys_corr_46: -1.28640000e+02 + sys_corr_47: -44.22 + sys_corr_48: 156.78 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -758,18 +758,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -430.0 - sys_corr_62: 80.0 - sys_corr_63: -160.0 - sys_corr_64: 310.0 - sys_corr_65: 400.0 - sys_corr_66: 470.0 - sys_corr_67: 460.0 - sys_corr_68: -160.0 - sys_corr_69: -60.0 - sys_corr_70: -730.0 - sys_corr_71: -100.0 - sys_corr_72: -70.0 + sys_corr_61: -86.43 + sys_corr_62: 1.60800000e+01 + sys_corr_63: -3.21600000e+01 + sys_corr_64: 62.31 + sys_corr_65: 80.4 + sys_corr_66: 94.47 + sys_corr_67: 9.24600000e+01 + sys_corr_68: -3.21600000e+01 + sys_corr_69: -12.06 + sys_corr_70: -146.73 + sys_corr_71: -20.1 + sys_corr_72: -1.40700000e+01 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -784,84 +784,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -840.0 - sys_corr_88: 360.0 - sys_corr_89: 1240.0 - sys_corr_90: -130.0 - sys_corr_91: 800.0 - sys_corr_92: -1160.0 - sys_corr_93: -2570.0 - sys_corr_94: -140.0 - sys_corr_95: -820.0 - sys_corr_96: 460.0 - sys_corr_97: -320.0 - sys_corr_98: 250.0 - sys_corr_99: -50.0 - sys_corr_100: 480.0 - sys_corr_101: 50.0 - sys_corr_102: -360.0 - sys_corr_103: 690.0 - sys_corr_104: -730.0 - sys_corr_105: 500.0 - sys_corr_106: 220.0 - sys_corr_107: 260.0 - sys_corr_108: -380.0 - sys_corr_109: -1070.0 - sys_corr_110: -440.0 - sys_corr_111: 1840.0 - sys_corr_112: 510.0 - sys_corr_113: -650.0 + sys_corr_87: -168.84 + sys_corr_88: 72.36 + sys_corr_89: 249.24 + sys_corr_90: -26.13 + sys_corr_91: 160.8 + sys_corr_92: -233.16 + sys_corr_93: -516.57 + sys_corr_94: -2.81400000e+01 + sys_corr_95: -164.82 + sys_corr_96: 9.24600000e+01 + sys_corr_97: -6.43200000e+01 + sys_corr_98: 50.25 + sys_corr_99: -10.05 + sys_corr_100: 96.48 + sys_corr_101: 10.05 + sys_corr_102: -72.36 + sys_corr_103: 138.69 + sys_corr_104: -146.73 + sys_corr_105: 100.5 + sys_corr_106: 44.22 + sys_corr_107: 52.26 + sys_corr_108: -76.38 + sys_corr_109: -215.07 + sys_corr_110: -88.44 + sys_corr_111: 3.69840000e+02 + sys_corr_112: 102.51 + sys_corr_113: -130.65 LumiUncer: 361.8 - stat_uncorr: 1290.0 - sys_uncorr_1: 2960.0 - sys_corr_1: 1400.0 - sys_corr_2: -1470.0 - sys_corr_3: 2170.0 - sys_corr_4: -200.0 - sys_corr_5: -120.0 - sys_corr_6: -200.0 - sys_corr_7: 30.0 - sys_corr_8: -860.0 - sys_corr_9: -550.0 - sys_corr_10: -320.0 - sys_corr_11: -60.0 - sys_corr_12: -420.0 - sys_corr_13: -420.0 - sys_corr_14: 420.0 - sys_corr_15: 30.0 + sys_uncorr_1: 608.872 + sys_corr_1: 2.87980000e+02 + sys_corr_2: -3.02379000e+02 + sys_corr_3: 446.369 + sys_corr_4: -41.14 + sys_corr_5: -24.684 + sys_corr_6: -41.14 + sys_corr_7: 6.171 + sys_corr_8: -1.76902000e+02 + sys_corr_9: -1.13135000e+02 + sys_corr_10: -6.58240000e+01 + sys_corr_11: -12.342 + sys_corr_12: -8.63940000e+01 + sys_corr_13: -8.63940000e+01 + sys_corr_14: 8.63940000e+01 + sys_corr_15: 6.171 sys_corr_16: 0.0 - sys_corr_17: -280.0 - sys_corr_18: 130.0 - sys_corr_19: -590.0 - sys_corr_20: -320.0 - sys_corr_21: -250.0 - sys_corr_22: -110.0 - sys_corr_23: -120.0 - sys_corr_24: -70.0 - sys_corr_25: 130.0 - sys_corr_26: -560.0 - sys_corr_27: -30.0 - sys_corr_28: 730.0 - sys_corr_29: -890.0 - sys_corr_30: 300.0 - sys_corr_31: -120.0 - sys_corr_32: 490.0 - sys_corr_33: 320.0 - sys_corr_34: 540.0 - sys_corr_35: 320.0 - sys_corr_36: 270.0 - sys_corr_37: -200.0 - sys_corr_38: 540.0 - sys_corr_39: -110.0 - sys_corr_40: 320.0 - sys_corr_41: 380.0 - sys_corr_42: 300.0 - sys_corr_43: 410.0 - sys_corr_44: -600.0 - sys_corr_45: 420.0 - sys_corr_46: -710.0 - sys_corr_47: -220.0 - sys_corr_48: 810.0 + sys_corr_17: -5.75960000e+01 + sys_corr_18: 26.741 + sys_corr_19: -121.363 + sys_corr_20: -6.58240000e+01 + sys_corr_21: -5.14250000e+01 + sys_corr_22: -22.627 + sys_corr_23: -24.684 + sys_corr_24: -1.43990000e+01 + sys_corr_25: 26.741 + sys_corr_26: -1.15192000e+02 + sys_corr_27: -6.171 + sys_corr_28: 150.161 + sys_corr_29: -183.073 + sys_corr_30: 61.71 + sys_corr_31: -24.684 + sys_corr_32: 1.00793000e+02 + sys_corr_33: 6.58240000e+01 + sys_corr_34: 1.11078000e+02 + sys_corr_35: 6.58240000e+01 + sys_corr_36: 5.55390000e+01 + sys_corr_37: -41.14 + sys_corr_38: 1.11078000e+02 + sys_corr_39: -22.627 + sys_corr_40: 6.58240000e+01 + sys_corr_41: 7.81660000e+01 + sys_corr_42: 61.71 + sys_corr_43: 8.43370000e+01 + sys_corr_44: -123.42 + sys_corr_45: 8.63940000e+01 + sys_corr_46: -146.047 + sys_corr_47: -45.254 + sys_corr_48: 1.66617000e+02 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -874,18 +874,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -410.0 - sys_corr_62: 190.0 - sys_corr_63: -470.0 - sys_corr_64: 370.0 - sys_corr_65: 550.0 - sys_corr_66: 670.0 - sys_corr_67: 630.0 - sys_corr_68: -100.0 + sys_corr_61: -8.43370000e+01 + sys_corr_62: 3.90830000e+01 + sys_corr_63: -96.679 + sys_corr_64: 76.109 + sys_corr_65: 1.13135000e+02 + sys_corr_66: 1.37819000e+02 + sys_corr_67: 129.591 + sys_corr_68: -20.57 sys_corr_69: 0.0 - sys_corr_70: -700.0 - sys_corr_71: -380.0 - sys_corr_72: -140.0 + sys_corr_70: -1.43990000e+02 + sys_corr_71: -7.81660000e+01 + sys_corr_72: -2.87980000e+01 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -900,84 +900,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -590.0 - sys_corr_88: 420.0 - sys_corr_89: 1080.0 - sys_corr_90: -60.0 - sys_corr_91: 2140.0 - sys_corr_92: -2130.0 - sys_corr_93: 790.0 - sys_corr_94: -150.0 - sys_corr_95: -980.0 - sys_corr_96: -120.0 - sys_corr_97: -280.0 - sys_corr_98: -10.0 - sys_corr_99: -10.0 - sys_corr_100: 400.0 - sys_corr_101: 120.0 - sys_corr_102: -780.0 - sys_corr_103: 480.0 - sys_corr_104: -850.0 - sys_corr_105: -400.0 - sys_corr_106: 400.0 - sys_corr_107: 800.0 - sys_corr_108: -920.0 - sys_corr_109: -1320.0 - sys_corr_110: -310.0 - sys_corr_111: 910.0 - sys_corr_112: -510.0 - sys_corr_113: -570.0 + sys_corr_87: -121.363 + sys_corr_88: 8.63940000e+01 + sys_corr_89: 2.22156000e+02 + sys_corr_90: -12.342 + sys_corr_91: 4.40198000e+02 + sys_corr_92: -438.141 + sys_corr_93: 1.62503000e+02 + sys_corr_94: -30.855 + sys_corr_95: -2.01586000e+02 + sys_corr_96: -24.684 + sys_corr_97: -5.75960000e+01 + sys_corr_98: -2.05700000e+00 + sys_corr_99: -2.05700000e+00 + sys_corr_100: 82.28 + sys_corr_101: 24.684 + sys_corr_102: -160.446 + sys_corr_103: 98.736 + sys_corr_104: -174.845 + sys_corr_105: -82.28 + sys_corr_106: 82.28 + sys_corr_107: 164.56 + sys_corr_108: -1.89244000e+02 + sys_corr_109: -271.524 + sys_corr_110: -63.767 + sys_corr_111: 187.187 + sys_corr_112: -1.04907000e+02 + sys_corr_113: -117.249 LumiUncer: 370.26 - stat_uncorr: 1240.0 - sys_uncorr_1: 3500.0 - sys_corr_1: -4390.0 - sys_corr_2: -2110.0 - sys_corr_3: 430.0 - sys_corr_4: -280.0 - sys_corr_5: -230.0 - sys_corr_6: -90.0 - sys_corr_7: 20.0 - sys_corr_8: -880.0 - sys_corr_9: -270.0 - sys_corr_10: -10.0 - sys_corr_11: 40.0 - sys_corr_12: -410.0 - sys_corr_13: -470.0 - sys_corr_14: 270.0 - sys_corr_15: 230.0 + sys_uncorr_1: 683.2 + sys_corr_1: -8.56928000e+02 + sys_corr_2: -4.11872000e+02 + sys_corr_3: 83.936 + sys_corr_4: -5.46560000e+01 + sys_corr_5: -4.48960000e+01 + sys_corr_6: -17.568 + sys_corr_7: 3.90400000e+00 + sys_corr_8: -1.71776000e+02 + sys_corr_9: -5.27040000e+01 + sys_corr_10: -1.95200000e+00 + sys_corr_11: 7.80800000e+00 + sys_corr_12: -80.032 + sys_corr_13: -91.744 + sys_corr_14: 5.27040000e+01 + sys_corr_15: 4.48960000e+01 sys_corr_16: 0.0 - sys_corr_17: -190.0 - sys_corr_18: 140.0 - sys_corr_19: -510.0 - sys_corr_20: -260.0 - sys_corr_21: -110.0 - sys_corr_22: 50.0 - sys_corr_23: 180.0 - sys_corr_24: -170.0 - sys_corr_25: 230.0 - sys_corr_26: -510.0 - sys_corr_27: 260.0 - sys_corr_28: 820.0 - sys_corr_29: -530.0 - sys_corr_30: 270.0 - sys_corr_31: -120.0 - sys_corr_32: 190.0 - sys_corr_33: 390.0 - sys_corr_34: 500.0 - sys_corr_35: 720.0 - sys_corr_36: 340.0 - sys_corr_37: 120.0 - sys_corr_38: 510.0 - sys_corr_39: 190.0 - sys_corr_40: 430.0 - sys_corr_41: 310.0 + sys_corr_17: -37.088 + sys_corr_18: 2.73280000e+01 + sys_corr_19: -99.552 + sys_corr_20: -50.752 + sys_corr_21: -2.14720000e+01 + sys_corr_22: 9.76 + sys_corr_23: 35.136 + sys_corr_24: -3.31840000e+01 + sys_corr_25: 4.48960000e+01 + sys_corr_26: -99.552 + sys_corr_27: 50.752 + sys_corr_28: 160.064 + sys_corr_29: -103.456 + sys_corr_30: 5.27040000e+01 + sys_corr_31: -2.34240000e+01 + sys_corr_32: 37.088 + sys_corr_33: 76.128 + sys_corr_34: 9.76000000e+01 + sys_corr_35: 140.544 + sys_corr_36: 6.63680000e+01 + sys_corr_37: 2.34240000e+01 + sys_corr_38: 99.552 + sys_corr_39: 37.088 + sys_corr_40: 83.936 + sys_corr_41: 60.512 sys_corr_42: 0.0 - sys_corr_43: 280.0 - sys_corr_44: -420.0 - sys_corr_45: 290.0 - sys_corr_46: -530.0 - sys_corr_47: -190.0 - sys_corr_48: 490.0 + sys_corr_43: 5.46560000e+01 + sys_corr_44: -81.984 + sys_corr_45: 56.608 + sys_corr_46: -103.456 + sys_corr_47: -37.088 + sys_corr_48: 95.648 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -990,18 +990,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -360.0 - sys_corr_62: 20.0 + sys_corr_61: -70.272 + sys_corr_62: 3.90400000e+00 sys_corr_63: 0.0 - sys_corr_64: 320.0 - sys_corr_65: 480.0 - sys_corr_66: 710.0 - sys_corr_67: 700.0 - sys_corr_68: -90.0 - sys_corr_69: -70.0 - sys_corr_70: -880.0 - sys_corr_71: 20.0 - sys_corr_72: 130.0 + sys_corr_64: 6.24640000e+01 + sys_corr_65: 9.36960000e+01 + sys_corr_66: 1.38592000e+02 + sys_corr_67: 1.36640000e+02 + sys_corr_68: -17.568 + sys_corr_69: -1.36640000e+01 + sys_corr_70: -1.71776000e+02 + sys_corr_71: 3.90400000e+00 + sys_corr_72: 25.376 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1016,84 +1016,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -780.0 - sys_corr_88: 310.0 - sys_corr_89: 1260.0 - sys_corr_90: -30.0 - sys_corr_91: 330.0 - sys_corr_92: -2810.0 - sys_corr_93: -4890.0 - sys_corr_94: -140.0 - sys_corr_95: -1190.0 - sys_corr_96: 210.0 - sys_corr_97: 410.0 - sys_corr_98: -80.0 - sys_corr_99: 600.0 - sys_corr_100: 1130.0 - sys_corr_101: 240.0 - sys_corr_102: -820.0 - sys_corr_103: 800.0 - sys_corr_104: -980.0 - sys_corr_105: 490.0 - sys_corr_106: -110.0 - sys_corr_107: -220.0 - sys_corr_108: -430.0 - sys_corr_109: -1100.0 - sys_corr_110: -160.0 - sys_corr_111: 1970.0 - sys_corr_112: 560.0 - sys_corr_113: -750.0 + sys_corr_87: -152.256 + sys_corr_88: 60.512 + sys_corr_89: 2.45952000e+02 + sys_corr_90: -5.85600000e+00 + sys_corr_91: 6.44160000e+01 + sys_corr_92: -5.48512000e+02 + sys_corr_93: -9.54528000e+02 + sys_corr_94: -2.73280000e+01 + sys_corr_95: -232.288 + sys_corr_96: 40.992 + sys_corr_97: 80.032 + sys_corr_98: -1.56160000e+01 + sys_corr_99: 117.12 + sys_corr_100: 220.576 + sys_corr_101: 4.68480000e+01 + sys_corr_102: -160.064 + sys_corr_103: 156.16 + sys_corr_104: -191.296 + sys_corr_105: 95.648 + sys_corr_106: -2.14720000e+01 + sys_corr_107: -4.29440000e+01 + sys_corr_108: -83.936 + sys_corr_109: -214.72 + sys_corr_110: -3.12320000e+01 + sys_corr_111: 3.84544000e+02 + sys_corr_112: 1.09312000e+02 + sys_corr_113: -146.4 LumiUncer: 351.36 - stat_uncorr: 910.0 - sys_uncorr_1: 2890.0 - sys_corr_1: 1940.0 - sys_corr_2: 780.0 - sys_corr_3: 2.03000000e+03 - sys_corr_4: -350.0 - sys_corr_5: -260.0 + sys_uncorr_1: 475.116 + sys_corr_1: 318.936 + sys_corr_2: 128.232 + sys_corr_3: 3.33732000e+02 + sys_corr_4: -57.54 + sys_corr_5: -4.27440000e+01 sys_corr_6: 0.0 - sys_corr_7: 130.0 - sys_corr_8: -960.0 - sys_corr_9: -120.0 - sys_corr_10: -60.0 - sys_corr_11: 10.0 - sys_corr_12: -260.0 - sys_corr_13: -450.0 - sys_corr_14: 670.0 - sys_corr_15: 90.0 + sys_corr_7: 2.13720000e+01 + sys_corr_8: -157.824 + sys_corr_9: -19.728 + sys_corr_10: -9.864 + sys_corr_11: 1.64400000e+00 + sys_corr_12: -4.27440000e+01 + sys_corr_13: -73.98 + sys_corr_14: 1.10148000e+02 + sys_corr_15: 14.796 sys_corr_16: 0.0 - sys_corr_17: -320.0 - sys_corr_18: 200.0 - sys_corr_19: -620.0 - sys_corr_20: -320.0 - sys_corr_21: -190.0 - sys_corr_22: -180.0 - sys_corr_23: -90.0 - sys_corr_24: -20.0 - sys_corr_25: 100.0 - sys_corr_26: -480.0 - sys_corr_27: 380.0 - sys_corr_28: 1040.0 - sys_corr_29: -800.0 - sys_corr_30: 180.0 - sys_corr_31: 270.0 - sys_corr_32: 500.0 - sys_corr_33: 500.0 - sys_corr_34: 570.0 - sys_corr_35: 440.0 - sys_corr_36: 430.0 - sys_corr_37: 70.0 - sys_corr_38: 650.0 - sys_corr_39: 200.0 - sys_corr_40: 270.0 - sys_corr_41: 230.0 - sys_corr_42: 160.0 - sys_corr_43: 410.0 - sys_corr_44: -520.0 - sys_corr_45: 310.0 - sys_corr_46: -650.0 - sys_corr_47: -190.0 - sys_corr_48: 430.0 + sys_corr_17: -5.26080000e+01 + sys_corr_18: 32.88 + sys_corr_19: -101.928 + sys_corr_20: -5.26080000e+01 + sys_corr_21: -31.236 + sys_corr_22: -29.592 + sys_corr_23: -14.796 + sys_corr_24: -3.28800000e+00 + sys_corr_25: 16.44 + sys_corr_26: -78.912 + sys_corr_27: 62.472 + sys_corr_28: 1.70976000e+02 + sys_corr_29: -131.52 + sys_corr_30: 29.592 + sys_corr_31: 4.43880000e+01 + sys_corr_32: 82.2 + sys_corr_33: 82.2 + sys_corr_34: 93.708 + sys_corr_35: 72.336 + sys_corr_36: 70.692 + sys_corr_37: 1.15080000e+01 + sys_corr_38: 106.86 + sys_corr_39: 32.88 + sys_corr_40: 4.43880000e+01 + sys_corr_41: 3.78120000e+01 + sys_corr_42: 2.63040000e+01 + sys_corr_43: 67.404 + sys_corr_44: -8.54880000e+01 + sys_corr_45: 50.964 + sys_corr_46: -106.86 + sys_corr_47: -31.236 + sys_corr_48: 70.692 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1106,18 +1106,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -340.0 - sys_corr_62: -190.0 - sys_corr_63: -160.0 - sys_corr_64: 130.0 - sys_corr_65: 380.0 - sys_corr_66: 260.0 - sys_corr_67: 550.0 - sys_corr_68: -230.0 - sys_corr_69: -170.0 - sys_corr_70: -910.0 - sys_corr_71: -160.0 - sys_corr_72: -60.0 + sys_corr_61: -5.58960000e+01 + sys_corr_62: -31.236 + sys_corr_63: -2.63040000e+01 + sys_corr_64: 2.13720000e+01 + sys_corr_65: 62.472 + sys_corr_66: 4.27440000e+01 + sys_corr_67: 90.42 + sys_corr_68: -3.78120000e+01 + sys_corr_69: -2.79480000e+01 + sys_corr_70: -149.604 + sys_corr_71: -2.63040000e+01 + sys_corr_72: -9.864 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1132,84 +1132,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -830.0 - sys_corr_88: -70.0 - sys_corr_89: 1070.0 - sys_corr_90: -60.0 - sys_corr_91: 1680.0 - sys_corr_92: 60.0 - sys_corr_93: 1510.0 - sys_corr_94: -200.0 - sys_corr_95: -1010.0 - sys_corr_96: 310.0 - sys_corr_97: 130.0 - sys_corr_98: -200.0 - sys_corr_99: -350.0 - sys_corr_100: 1200.0 - sys_corr_101: 20.0 - sys_corr_102: 140.0 - sys_corr_103: 1190.0 - sys_corr_104: -110.0 - sys_corr_105: 530.0 - sys_corr_106: 240.0 - sys_corr_107: 160.0 - sys_corr_108: -520.0 - sys_corr_109: -580.0 - sys_corr_110: -370.0 - sys_corr_111: 1150.0 - sys_corr_112: 1570.0 - sys_corr_113: -760.0 + sys_corr_87: -136.452 + sys_corr_88: -1.15080000e+01 + sys_corr_89: 175.908 + sys_corr_90: -9.864 + sys_corr_91: 276.192 + sys_corr_92: 9.864 + sys_corr_93: 2.48244000e+02 + sys_corr_94: -32.88 + sys_corr_95: -166.044 + sys_corr_96: 50.964 + sys_corr_97: 2.13720000e+01 + sys_corr_98: -32.88 + sys_corr_99: -57.54 + sys_corr_100: 197.28 + sys_corr_101: 3.28800000e+00 + sys_corr_102: 2.30160000e+01 + sys_corr_103: 195.636 + sys_corr_104: -18.084 + sys_corr_105: 87.132 + sys_corr_106: 39.456 + sys_corr_107: 2.63040000e+01 + sys_corr_108: -8.54880000e+01 + sys_corr_109: -9.53520000e+01 + sys_corr_110: -60.828 + sys_corr_111: 189.06 + sys_corr_112: 258.108 + sys_corr_113: -124.944 LumiUncer: 295.92 - stat_uncorr: 1670.0 - sys_uncorr_1: 5150.0 - sys_corr_1: 6600.0 - sys_corr_2: 10160.0 - sys_corr_3: 1160.0 - sys_corr_4: -130.0 - sys_corr_5: -370.0 - sys_corr_6: -10.0 - sys_corr_7: -120.0 - sys_corr_8: -1090.0 - sys_corr_9: -400.0 - sys_corr_10: -40.0 - sys_corr_11: -380.0 - sys_corr_12: -390.0 - sys_corr_13: -730.0 - sys_corr_14: 500.0 - sys_corr_15: 30.0 + sys_uncorr_1: 6.79800000e+02 + sys_corr_1: 871.2 + sys_corr_2: 1.34112000e+03 + sys_corr_3: 1.53120000e+02 + sys_corr_4: -17.16 + sys_corr_5: -48.84 + sys_corr_6: -1.32 + sys_corr_7: -15.84 + sys_corr_8: -1.43880000e+02 + sys_corr_9: -5.28000000e+01 + sys_corr_10: -5.28 + sys_corr_11: -5.01600000e+01 + sys_corr_12: -5.14800000e+01 + sys_corr_13: -96.36 + sys_corr_14: 66.0 + sys_corr_15: 3.96 sys_corr_16: 0.0 - sys_corr_17: -100.0 - sys_corr_18: 610.0 - sys_corr_19: -500.0 - sys_corr_20: -460.0 - sys_corr_21: 30.0 - sys_corr_22: -200.0 - sys_corr_23: 570.0 - sys_corr_24: -720.0 - sys_corr_25: 100.0 - sys_corr_26: -250.0 - sys_corr_27: -60.0 - sys_corr_28: 680.0 - sys_corr_29: -450.0 - sys_corr_30: 590.0 - sys_corr_31: 380.0 - sys_corr_32: 370.0 - sys_corr_33: 510.0 - sys_corr_34: 320.0 - sys_corr_35: 330.0 - sys_corr_36: 450.0 - sys_corr_37: -570.0 - sys_corr_38: 870.0 - sys_corr_39: 190.0 - sys_corr_40: 530.0 - sys_corr_41: 20.0 - sys_corr_42: 20.0 - sys_corr_43: 540.0 - sys_corr_44: -20.0 - sys_corr_45: 500.0 - sys_corr_46: -660.0 - sys_corr_47: -230.0 - sys_corr_48: 780.0 + sys_corr_17: -1.32000000e+01 + sys_corr_18: 80.52 + sys_corr_19: -66.0 + sys_corr_20: -60.72 + sys_corr_21: 3.96 + sys_corr_22: -2.64000000e+01 + sys_corr_23: 75.24 + sys_corr_24: -95.04 + sys_corr_25: 1.32000000e+01 + sys_corr_26: -33.0 + sys_corr_27: -7.92 + sys_corr_28: 89.76 + sys_corr_29: -59.4 + sys_corr_30: 77.88 + sys_corr_31: 5.01600000e+01 + sys_corr_32: 48.84 + sys_corr_33: 6.73200000e+01 + sys_corr_34: 42.24 + sys_corr_35: 43.56 + sys_corr_36: 59.4 + sys_corr_37: -75.24 + sys_corr_38: 114.84 + sys_corr_39: 2.50800000e+01 + sys_corr_40: 6.99600000e+01 + sys_corr_41: 2.64 + sys_corr_42: 2.64 + sys_corr_43: 7.12800000e+01 + sys_corr_44: -2.64 + sys_corr_45: 66.0 + sys_corr_46: -87.12 + sys_corr_47: -30.36 + sys_corr_48: 1.02960000e+02 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1222,18 +1222,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -880.0 - sys_corr_62: -410.0 - sys_corr_63: -480.0 - sys_corr_64: 450.0 - sys_corr_65: 520.0 - sys_corr_66: 710.0 - sys_corr_67: 700.0 - sys_corr_68: 20.0 - sys_corr_69: -190.0 - sys_corr_70: -1170.0 - sys_corr_71: 600.0 - sys_corr_72: 400.0 + sys_corr_61: -116.16 + sys_corr_62: -5.41200000e+01 + sys_corr_63: -63.36 + sys_corr_64: 59.4 + sys_corr_65: 68.64 + sys_corr_66: 93.72 + sys_corr_67: 92.4 + sys_corr_68: 2.64 + sys_corr_69: -2.50800000e+01 + sys_corr_70: -154.44 + sys_corr_71: 79.2 + sys_corr_72: 5.28000000e+01 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1248,84 +1248,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -620.0 - sys_corr_88: 300.0 - sys_corr_89: 1170.0 - sys_corr_90: -50.0 - sys_corr_91: 1300.0 - sys_corr_92: 9440.0 - sys_corr_93: 5940.0 - sys_corr_94: 250.0 - sys_corr_95: -1480.0 - sys_corr_96: 1380.0 - sys_corr_97: 80.0 - sys_corr_98: 270.0 - sys_corr_99: 580.0 - sys_corr_100: 1250.0 - sys_corr_101: 600.0 - sys_corr_102: -2650.0 - sys_corr_103: 440.0 + sys_corr_87: -81.84 + sys_corr_88: 39.6 + sys_corr_89: 154.44 + sys_corr_90: -6.60000000e+00 + sys_corr_91: 171.6 + sys_corr_92: 1246.08 + sys_corr_93: 784.08 + sys_corr_94: 33.0 + sys_corr_95: -195.36 + sys_corr_96: 182.16 + sys_corr_97: 10.56 + sys_corr_98: 3.56400000e+01 + sys_corr_99: 7.65600000e+01 + sys_corr_100: 165.0 + sys_corr_101: 79.2 + sys_corr_102: -349.8 + sys_corr_103: 58.08 sys_corr_104: 0.0 - sys_corr_105: 1290.0 - sys_corr_106: 250.0 - sys_corr_107: -540.0 - sys_corr_108: 150.0 - sys_corr_109: 520.0 - sys_corr_110: -1310.0 - sys_corr_111: -1150.0 - sys_corr_112: 610.0 - sys_corr_113: 530.0 + sys_corr_105: 170.28 + sys_corr_106: 33.0 + sys_corr_107: -7.12800000e+01 + sys_corr_108: 19.8 + sys_corr_109: 68.64 + sys_corr_110: -1.72920000e+02 + sys_corr_111: -1.51800000e+02 + sys_corr_112: 80.52 + sys_corr_113: 6.99600000e+01 LumiUncer: 237.6 - stat_uncorr: 1050.0 - sys_uncorr_1: 4.02000000e+03 - sys_corr_1: 650.0 - sys_corr_2: 3050.0 - sys_corr_3: 760.0 - sys_corr_4: -410.0 - sys_corr_5: -200.0 - sys_corr_6: 180.0 - sys_corr_7: 40.0 - sys_corr_8: -700.0 - sys_corr_9: -340.0 - sys_corr_10: -40.0 - sys_corr_11: -310.0 - sys_corr_12: -200.0 - sys_corr_13: -360.0 - sys_corr_14: 720.0 - sys_corr_15: 200.0 + sys_uncorr_1: 4.89636000e+02 + sys_corr_1: 79.17 + sys_corr_2: 371.49 + sys_corr_3: 92.568 + sys_corr_4: -4.99380000e+01 + sys_corr_5: -24.36 + sys_corr_6: 2.19240000e+01 + sys_corr_7: 4.872 + sys_corr_8: -85.26 + sys_corr_9: -4.14120000e+01 + sys_corr_10: -4.872 + sys_corr_11: -37.758 + sys_corr_12: -24.36 + sys_corr_13: -4.38480000e+01 + sys_corr_14: 8.76960000e+01 + sys_corr_15: 24.36 sys_corr_16: 0.0 - sys_corr_17: -670.0 - sys_corr_18: 220.0 - sys_corr_19: -760.0 - sys_corr_20: -370.0 - sys_corr_21: 160.0 - sys_corr_22: -10.0 - sys_corr_23: 110.0 - sys_corr_24: -280.0 - sys_corr_25: 440.0 - sys_corr_26: -600.0 - sys_corr_27: 180.0 - sys_corr_28: 790.0 - sys_corr_29: -1000.0 - sys_corr_30: 140.0 - sys_corr_31: 200.0 - sys_corr_32: 1020.0 - sys_corr_33: 630.0 - sys_corr_34: 600.0 - sys_corr_35: 560.0 - sys_corr_36: 370.0 - sys_corr_37: 60.0 - sys_corr_38: 300.0 - sys_corr_39: 250.0 - sys_corr_40: 230.0 - sys_corr_41: 450.0 - sys_corr_42: 200.0 - sys_corr_43: 420.0 - sys_corr_44: -650.0 - sys_corr_45: 350.0 - sys_corr_46: -690.0 - sys_corr_47: -190.0 - sys_corr_48: 380.0 + sys_corr_17: -8.16060000e+01 + sys_corr_18: 26.796 + sys_corr_19: -92.568 + sys_corr_20: -45.066 + sys_corr_21: 19.488 + sys_corr_22: -1.218 + sys_corr_23: 13.398 + sys_corr_24: -3.41040000e+01 + sys_corr_25: 53.592 + sys_corr_26: -73.08 + sys_corr_27: 2.19240000e+01 + sys_corr_28: 9.62220000e+01 + sys_corr_29: -121.8 + sys_corr_30: 1.70520000e+01 + sys_corr_31: 24.36 + sys_corr_32: 124.236 + sys_corr_33: 76.734 + sys_corr_34: 73.08 + sys_corr_35: 6.82080000e+01 + sys_corr_36: 45.066 + sys_corr_37: 7.308 + sys_corr_38: 36.54 + sys_corr_39: 30.45 + sys_corr_40: 2.80140000e+01 + sys_corr_41: 54.81 + sys_corr_42: 24.36 + sys_corr_43: 51.156 + sys_corr_44: -79.17 + sys_corr_45: 42.63 + sys_corr_46: -8.40420000e+01 + sys_corr_47: -23.142 + sys_corr_48: 46.284 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1338,18 +1338,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -280.0 - sys_corr_62: -130.0 - sys_corr_63: 140.0 - sys_corr_64: 150.0 + sys_corr_61: -3.41040000e+01 + sys_corr_62: -1.58340000e+01 + sys_corr_63: 1.70520000e+01 + sys_corr_64: 18.27 sys_corr_65: 0.0 - sys_corr_66: 280.0 - sys_corr_67: 720.0 - sys_corr_68: -270.0 - sys_corr_69: -190.0 - sys_corr_70: -900.0 - sys_corr_71: -290.0 - sys_corr_72: 330.0 + sys_corr_66: 3.41040000e+01 + sys_corr_67: 8.76960000e+01 + sys_corr_68: -32.886 + sys_corr_69: -23.142 + sys_corr_70: -109.62 + sys_corr_71: -3.53220000e+01 + sys_corr_72: 40.194 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1364,84 +1364,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -460.0 - sys_corr_88: 80.0 - sys_corr_89: 1120.0 - sys_corr_90: -10.0 - sys_corr_91: 950.0 - sys_corr_92: 2430.0 - sys_corr_93: 10.0 - sys_corr_94: -610.0 - sys_corr_95: -1270.0 - sys_corr_96: 210.0 - sys_corr_97: -240.0 - sys_corr_98: 360.0 - sys_corr_99: -10.0 - sys_corr_100: 1450.0 - sys_corr_101: -250.0 - sys_corr_102: -710.0 - sys_corr_103: 830.0 - sys_corr_104: -1160.0 - sys_corr_105: 470.0 - sys_corr_106: 480.0 - sys_corr_107: -1260.0 - sys_corr_108: -290.0 - sys_corr_109: -450.0 - sys_corr_110: -530.0 - sys_corr_111: 1200.0 - sys_corr_112: 1930.0 - sys_corr_113: -1250.0 + sys_corr_87: -5.60280000e+01 + sys_corr_88: 9.744 + sys_corr_89: 1.36416000e+02 + sys_corr_90: -1.218 + sys_corr_91: 1.15710000e+02 + sys_corr_92: 2.95974000e+02 + sys_corr_93: 1.218 + sys_corr_94: -74.298 + sys_corr_95: -154.686 + sys_corr_96: 25.578 + sys_corr_97: -29.232 + sys_corr_98: 4.38480000e+01 + sys_corr_99: -1.218 + sys_corr_100: 176.61 + sys_corr_101: -30.45 + sys_corr_102: -86.478 + sys_corr_103: 101.094 + sys_corr_104: -1.41288000e+02 + sys_corr_105: 5.72460000e+01 + sys_corr_106: 58.464 + sys_corr_107: -153.468 + sys_corr_108: -3.53220000e+01 + sys_corr_109: -54.81 + sys_corr_110: -64.554 + sys_corr_111: 146.16 + sys_corr_112: 2.35074000e+02 + sys_corr_113: -152.25 LumiUncer: 219.24 - stat_uncorr: 1000.0 - sys_uncorr_1: 3940.0 - sys_corr_1: 230.0 - sys_corr_2: 1200.0 - sys_corr_3: 1130.0 - sys_corr_4: -190.0 - sys_corr_5: 10.0 - sys_corr_6: -30.0 - sys_corr_7: 50.0 - sys_corr_8: -1040.0 - sys_corr_9: -410.0 - sys_corr_10: -140.0 - sys_corr_11: 210.0 - sys_corr_12: -620.0 - sys_corr_13: -660.0 - sys_corr_14: 610.0 - sys_corr_15: 90.0 + sys_uncorr_1: 4.53888000e+02 + sys_corr_1: 26.496 + sys_corr_2: 138.24 + sys_corr_3: 130.176 + sys_corr_4: -21.888 + sys_corr_5: 1.15200000e+00 + sys_corr_6: -3.45600000e+00 + sys_corr_7: 5.76 + sys_corr_8: -119.808 + sys_corr_9: -47.232 + sys_corr_10: -1.61280000e+01 + sys_corr_11: 24.192 + sys_corr_12: -7.14240000e+01 + sys_corr_13: -7.60320000e+01 + sys_corr_14: 70.272 + sys_corr_15: 10.368 sys_corr_16: 0.0 - sys_corr_17: -310.0 - sys_corr_18: 400.0 - sys_corr_19: -560.0 - sys_corr_20: -580.0 - sys_corr_21: -180.0 - sys_corr_22: -90.0 - sys_corr_23: 180.0 - sys_corr_24: -270.0 - sys_corr_25: 400.0 - sys_corr_26: -630.0 - sys_corr_27: 210.0 - sys_corr_28: 1060.0 - sys_corr_29: -820.0 - sys_corr_30: 480.0 - sys_corr_31: 50.0 - sys_corr_32: 470.0 - sys_corr_33: 520.0 - sys_corr_34: 600.0 - sys_corr_35: 480.0 - sys_corr_36: 240.0 - sys_corr_37: 210.0 - sys_corr_38: 470.0 - sys_corr_39: -120.0 - sys_corr_40: 330.0 - sys_corr_41: 400.0 - sys_corr_42: 390.0 - sys_corr_43: 320.0 - sys_corr_44: -580.0 - sys_corr_45: 460.0 - sys_corr_46: -910.0 - sys_corr_47: -250.0 - sys_corr_48: 780.0 + sys_corr_17: -3.57120000e+01 + sys_corr_18: 46.08 + sys_corr_19: -6.45120000e+01 + sys_corr_20: -66.816 + sys_corr_21: -20.736 + sys_corr_22: -10.368 + sys_corr_23: 20.736 + sys_corr_24: -3.11040000e+01 + sys_corr_25: 46.08 + sys_corr_26: -7.25760000e+01 + sys_corr_27: 24.192 + sys_corr_28: 1.22112000e+02 + sys_corr_29: -94.464 + sys_corr_30: 5.52960000e+01 + sys_corr_31: 5.76 + sys_corr_32: 54.144 + sys_corr_33: 59.904 + sys_corr_34: 69.12 + sys_corr_35: 5.52960000e+01 + sys_corr_36: 2.76480000e+01 + sys_corr_37: 24.192 + sys_corr_38: 54.144 + sys_corr_39: -1.38240000e+01 + sys_corr_40: 3.80160000e+01 + sys_corr_41: 46.08 + sys_corr_42: 4.49280000e+01 + sys_corr_43: 3.68640000e+01 + sys_corr_44: -66.816 + sys_corr_45: 52.992 + sys_corr_46: -1.04832000e+02 + sys_corr_47: -28.8 + sys_corr_48: 8.98560000e+01 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1454,18 +1454,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -160.0 - sys_corr_62: 10.0 - sys_corr_63: -20.0 - sys_corr_64: 330.0 - sys_corr_65: 440.0 - sys_corr_66: 640.0 - sys_corr_67: 670.0 - sys_corr_68: -100.0 - sys_corr_69: -150.0 - sys_corr_70: -970.0 - sys_corr_71: 110.0 - sys_corr_72: 30.0 + sys_corr_61: -1.84320000e+01 + sys_corr_62: 1.15200000e+00 + sys_corr_63: -2.30400000e+00 + sys_corr_64: 3.80160000e+01 + sys_corr_65: 50.688 + sys_corr_66: 7.37280000e+01 + sys_corr_67: 7.71840000e+01 + sys_corr_68: -11.52 + sys_corr_69: -17.28 + sys_corr_70: -111.744 + sys_corr_71: 12.672 + sys_corr_72: 3.45600000e+00 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1480,84 +1480,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -820.0 - sys_corr_88: 200.0 - sys_corr_89: 1280.0 - sys_corr_90: 10.0 - sys_corr_91: 1130.0 - sys_corr_92: 560.0 - sys_corr_93: -500.0 - sys_corr_94: 220.0 - sys_corr_95: -1140.0 - sys_corr_96: 220.0 - sys_corr_97: -50.0 - sys_corr_98: -310.0 - sys_corr_99: -360.0 - sys_corr_100: 1180.0 - sys_corr_101: 800.0 - sys_corr_102: -750.0 - sys_corr_103: 790.0 - sys_corr_104: -1140.0 - sys_corr_105: -750.0 - sys_corr_106: 230.0 - sys_corr_107: -40.0 - sys_corr_108: -820.0 - sys_corr_109: -670.0 - sys_corr_110: -1700.0 - sys_corr_111: 1360.0 - sys_corr_112: 1370.0 - sys_corr_113: -930.0 + sys_corr_87: -94.464 + sys_corr_88: 23.04 + sys_corr_89: 1.47456000e+02 + sys_corr_90: 1.15200000e+00 + sys_corr_91: 130.176 + sys_corr_92: 6.45120000e+01 + sys_corr_93: -57.6 + sys_corr_94: 25.344 + sys_corr_95: -131.328 + sys_corr_96: 25.344 + sys_corr_97: -5.76 + sys_corr_98: -3.57120000e+01 + sys_corr_99: -41.472 + sys_corr_100: 1.35936000e+02 + sys_corr_101: 92.16 + sys_corr_102: -86.4 + sys_corr_103: 9.10080000e+01 + sys_corr_104: -131.328 + sys_corr_105: -86.4 + sys_corr_106: 26.496 + sys_corr_107: -4.60800000e+00 + sys_corr_108: -94.464 + sys_corr_109: -7.71840000e+01 + sys_corr_110: -195.84 + sys_corr_111: 156.672 + sys_corr_112: 157.824 + sys_corr_113: -1.07136000e+02 LumiUncer: 207.36 - stat_uncorr: 910.0 - sys_uncorr_1: 4540.0 - sys_corr_1: -2700.0 - sys_corr_2: -750.0 - sys_corr_3: 440.0 - sys_corr_4: -710.0 - sys_corr_5: -110.0 - sys_corr_6: -40.0 - sys_corr_7: -100.0 - sys_corr_8: -760.0 - sys_corr_9: -160.0 - sys_corr_10: 90.0 - sys_corr_11: -660.0 - sys_corr_12: -830.0 - sys_corr_13: -660.0 - sys_corr_14: 160.0 - sys_corr_15: 420.0 + sys_uncorr_1: 349.58 + sys_corr_1: -207.9 + sys_corr_2: -57.75 + sys_corr_3: 33.88 + sys_corr_4: -54.67 + sys_corr_5: -8.47 + sys_corr_6: -3.08 + sys_corr_7: -7.7 + sys_corr_8: -58.52 + sys_corr_9: -12.32 + sys_corr_10: 6.93 + sys_corr_11: -50.82 + sys_corr_12: -6.39100000e+01 + sys_corr_13: -50.82 + sys_corr_14: 12.32 + sys_corr_15: 32.34 sys_corr_16: 0.0 - sys_corr_17: -300.0 - sys_corr_18: 710.0 - sys_corr_19: -280.0 - sys_corr_20: -820.0 - sys_corr_21: -370.0 - sys_corr_22: -560.0 - sys_corr_23: 360.0 - sys_corr_24: 80.0 - sys_corr_25: -30.0 - sys_corr_26: -360.0 - sys_corr_27: 240.0 - sys_corr_28: 950.0 - sys_corr_29: -710.0 - sys_corr_30: -70.0 - sys_corr_31: 270.0 - sys_corr_32: 130.0 - sys_corr_33: 470.0 - sys_corr_34: 810.0 - sys_corr_35: 370.0 - sys_corr_36: 1020.0 - sys_corr_37: 410.0 - sys_corr_38: 580.0 - sys_corr_39: 260.0 - sys_corr_40: -90.0 - sys_corr_41: 410.0 - sys_corr_42: 280.0 - sys_corr_43: -90.0 - sys_corr_44: -430.0 - sys_corr_45: 10.0 - sys_corr_46: -480.0 - sys_corr_47: -160.0 - sys_corr_48: 680.0 + sys_corr_17: -23.1 + sys_corr_18: 54.67 + sys_corr_19: -21.56 + sys_corr_20: -63.14 + sys_corr_21: -2.84900000e+01 + sys_corr_22: -43.12 + sys_corr_23: 27.72 + sys_corr_24: 6.16 + sys_corr_25: -2.31 + sys_corr_26: -27.72 + sys_corr_27: 18.48 + sys_corr_28: 73.15 + sys_corr_29: -54.67 + sys_corr_30: -5.39 + sys_corr_31: 20.79 + sys_corr_32: 10.01 + sys_corr_33: 36.19 + sys_corr_34: 6.23700000e+01 + sys_corr_35: 2.84900000e+01 + sys_corr_36: 78.54 + sys_corr_37: 31.57 + sys_corr_38: 4.46600000e+01 + sys_corr_39: 20.02 + sys_corr_40: -6.93 + sys_corr_41: 31.57 + sys_corr_42: 21.56 + sys_corr_43: -6.93 + sys_corr_44: -33.11 + sys_corr_45: 0.77 + sys_corr_46: -36.96 + sys_corr_47: -12.32 + sys_corr_48: 52.36 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1570,18 +1570,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -570.0 - sys_corr_62: -110.0 - sys_corr_63: 130.0 - sys_corr_64: 270.0 - sys_corr_65: 100.0 - sys_corr_66: 590.0 - sys_corr_67: 760.0 - sys_corr_68: 270.0 - sys_corr_69: -180.0 - sys_corr_70: -1100.0 - sys_corr_71: 130.0 - sys_corr_72: 60.0 + sys_corr_61: -43.89 + sys_corr_62: -8.47 + sys_corr_63: 10.01 + sys_corr_64: 20.79 + sys_corr_65: 7.7 + sys_corr_66: 45.43 + sys_corr_67: 58.52 + sys_corr_68: 20.79 + sys_corr_69: -13.86 + sys_corr_70: -84.7 + sys_corr_71: 10.01 + sys_corr_72: 4.62 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1596,84 +1596,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -850.0 - sys_corr_88: 100.0 - sys_corr_89: 1040.0 - sys_corr_90: -40.0 - sys_corr_91: 850.0 - sys_corr_92: -1640.0 - sys_corr_93: -3250.0 - sys_corr_94: -370.0 - sys_corr_95: -1370.0 - sys_corr_96: 1630.0 - sys_corr_97: -240.0 - sys_corr_98: -950.0 - sys_corr_99: -800.0 - sys_corr_100: 1730.0 - sys_corr_101: 330.0 - sys_corr_102: -1850.0 - sys_corr_103: 1820.0 - sys_corr_104: -1230.0 - sys_corr_105: 1180.0 - sys_corr_106: 160.0 - sys_corr_107: -1050.0 - sys_corr_108: -840.0 - sys_corr_109: -2720.0 - sys_corr_110: -250.0 - sys_corr_111: 1200.0 - sys_corr_112: 2220.0 - sys_corr_113: -1410.0 + sys_corr_87: -65.45 + sys_corr_88: 7.7 + sys_corr_89: 80.08 + sys_corr_90: -3.08 + sys_corr_91: 65.45 + sys_corr_92: -126.28 + sys_corr_93: -250.25 + sys_corr_94: -2.84900000e+01 + sys_corr_95: -1.05490000e+02 + sys_corr_96: 125.51 + sys_corr_97: -18.48 + sys_corr_98: -73.15 + sys_corr_99: -61.6 + sys_corr_100: 133.21 + sys_corr_101: 25.41 + sys_corr_102: -1.42450000e+02 + sys_corr_103: 1.40140000e+02 + sys_corr_104: -9.47100000e+01 + sys_corr_105: 90.86 + sys_corr_106: 12.32 + sys_corr_107: -8.08500000e+01 + sys_corr_108: -64.68 + sys_corr_109: -209.44 + sys_corr_110: -19.25 + sys_corr_111: 92.4 + sys_corr_112: 170.94 + sys_corr_113: -1.08570000e+02 LumiUncer: 138.6 - stat_uncorr: 810.0 - sys_uncorr_1: 5250.0 - sys_corr_1: 2730.0 - sys_corr_2: 2730.0 - sys_corr_3: 1630.0 - sys_corr_4: -340.0 - sys_corr_5: 290.0 - sys_corr_6: -210.0 + sys_uncorr_1: 4.15275000e+02 + sys_corr_1: 2.15943000e+02 + sys_corr_2: 2.15943000e+02 + sys_corr_3: 128.933 + sys_corr_4: -2.68940000e+01 + sys_corr_5: 2.29390000e+01 + sys_corr_6: -16.611 sys_corr_7: 0.0 - sys_corr_8: -970.0 - sys_corr_9: -130.0 - sys_corr_10: -220.0 - sys_corr_11: -130.0 - sys_corr_12: -490.0 - sys_corr_13: -660.0 - sys_corr_14: 350.0 - sys_corr_15: -180.0 + sys_corr_8: -76.727 + sys_corr_9: -10.283 + sys_corr_10: -17.402 + sys_corr_11: -10.283 + sys_corr_12: -38.759 + sys_corr_13: -52.206 + sys_corr_14: 2.76850000e+01 + sys_corr_15: -14.238 sys_corr_16: 0.0 - sys_corr_17: -390.0 - sys_corr_18: 540.0 - sys_corr_19: -690.0 - sys_corr_20: -650.0 - sys_corr_21: 260.0 - sys_corr_22: -490.0 - sys_corr_23: 230.0 - sys_corr_24: -520.0 - sys_corr_25: 170.0 - sys_corr_26: -670.0 - sys_corr_27: 100.0 - sys_corr_28: 1110.0 - sys_corr_29: -820.0 - sys_corr_30: 620.0 - sys_corr_31: 170.0 - sys_corr_32: 400.0 - sys_corr_33: 620.0 - sys_corr_34: 700.0 - sys_corr_35: 460.0 - sys_corr_36: 70.0 - sys_corr_37: 140.0 - sys_corr_38: 750.0 - sys_corr_39: -20.0 - sys_corr_40: 170.0 - sys_corr_41: 530.0 - sys_corr_42: 220.0 - sys_corr_43: 280.0 - sys_corr_44: -490.0 - sys_corr_45: 340.0 - sys_corr_46: -1010.0 - sys_corr_47: -230.0 - sys_corr_48: 550.0 + sys_corr_17: -30.849 + sys_corr_18: 4.27140000e+01 + sys_corr_19: -54.579 + sys_corr_20: -51.415 + sys_corr_21: 20.566 + sys_corr_22: -38.759 + sys_corr_23: 18.193 + sys_corr_24: -41.132 + sys_corr_25: 1.34470000e+01 + sys_corr_26: -5.29970000e+01 + sys_corr_27: 7.91 + sys_corr_28: 87.801 + sys_corr_29: -64.862 + sys_corr_30: 49.042 + sys_corr_31: 1.34470000e+01 + sys_corr_32: 31.64 + sys_corr_33: 49.042 + sys_corr_34: 5.53700000e+01 + sys_corr_35: 36.386 + sys_corr_36: 5.53700000e+00 + sys_corr_37: 1.10740000e+01 + sys_corr_38: 59.325 + sys_corr_39: -1.58200000e+00 + sys_corr_40: 1.34470000e+01 + sys_corr_41: 41.923 + sys_corr_42: 17.402 + sys_corr_43: 2.21480000e+01 + sys_corr_44: -38.759 + sys_corr_45: 2.68940000e+01 + sys_corr_46: -79.891 + sys_corr_47: -18.193 + sys_corr_48: 43.505 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1686,18 +1686,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -290.0 - sys_corr_62: -110.0 - sys_corr_63: 100.0 - sys_corr_64: 380.0 - sys_corr_65: 550.0 - sys_corr_66: 740.0 - sys_corr_67: 1000.0 - sys_corr_68: -10.0 - sys_corr_69: -210.0 - sys_corr_70: -1010.0 - sys_corr_71: -160.0 - sys_corr_72: 200.0 + sys_corr_61: -2.29390000e+01 + sys_corr_62: -8.701 + sys_corr_63: 7.91 + sys_corr_64: 3.00580000e+01 + sys_corr_65: 43.505 + sys_corr_66: 58.534 + sys_corr_67: 7.91000000e+01 + sys_corr_68: -7.91000000e-01 + sys_corr_69: -16.611 + sys_corr_70: -79.891 + sys_corr_71: -1.26560000e+01 + sys_corr_72: 15.82 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1712,31 +1712,31 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -580.0 - sys_corr_88: 60.0 - sys_corr_89: 1230.0 - sys_corr_90: 130.0 - sys_corr_91: 1650.0 - sys_corr_92: 1980.0 - sys_corr_93: 2070.0 - sys_corr_94: 290.0 - sys_corr_95: -1080.0 - sys_corr_96: 490.0 - sys_corr_97: 180.0 - sys_corr_98: -840.0 - sys_corr_99: -560.0 - sys_corr_100: 2.01000000e+03 - sys_corr_101: 490.0 - sys_corr_102: -2040.0 - sys_corr_103: 1310.0 - sys_corr_104: -120.0 - sys_corr_105: -100.0 - sys_corr_106: 1550.0 - sys_corr_107: -110.0 - sys_corr_108: -510.0 - sys_corr_109: -350.0 - sys_corr_110: -290.0 - sys_corr_111: -130.0 - sys_corr_112: 2800.0 - sys_corr_113: -1870.0 + sys_corr_87: -4.58780000e+01 + sys_corr_88: 4.74600000e+00 + sys_corr_89: 9.72930000e+01 + sys_corr_90: 10.283 + sys_corr_91: 1.30515000e+02 + sys_corr_92: 156.618 + sys_corr_93: 163.737 + sys_corr_94: 2.29390000e+01 + sys_corr_95: -8.54280000e+01 + sys_corr_96: 38.759 + sys_corr_97: 14.238 + sys_corr_98: -66.444 + sys_corr_99: -4.42960000e+01 + sys_corr_100: 1.58991000e+02 + sys_corr_101: 38.759 + sys_corr_102: -161.364 + sys_corr_103: 1.03621000e+02 + sys_corr_104: -9.49200000e+00 + sys_corr_105: -7.91 + sys_corr_106: 122.605 + sys_corr_107: -8.701 + sys_corr_108: -40.341 + sys_corr_109: -2.76850000e+01 + sys_corr_110: -2.29390000e+01 + sys_corr_111: -10.283 + sys_corr_112: 2.21480000e+02 + sys_corr_113: -147.917 LumiUncer: 142.38 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml index 2cf3d2427a..926a35df1f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml @@ -465,55 +465,55 @@ definitions: type: ATLASLUMI11 bins: - stat_uncorr: 1380.0 - sys_uncorr_1: 3300.0 - sys_corr_1: 1890.0 - sys_corr_2: 770.0 - sys_corr_3: 1880.0 - sys_corr_4: -630.0 - sys_corr_5: -20.0 - sys_corr_6: -220.0 - sys_corr_7: 120.0 - sys_corr_8: -1150.0 + sys_uncorr_1: 655.38 + sys_corr_1: 3.75354000e+02 + sys_corr_2: 152.922 + sys_corr_3: 3.73368000e+02 + sys_corr_4: -125.118 + sys_corr_5: -3.972 + sys_corr_6: -43.692 + sys_corr_7: 2.38320000e+01 + sys_corr_8: -2.28390000e+02 sys_corr_9: 0.0 - sys_corr_10: -250.0 - sys_corr_11: 70.0 - sys_corr_12: -150.0 - sys_corr_13: -230.0 - sys_corr_14: 790.0 - sys_corr_15: 160.0 + sys_corr_10: -49.65 + sys_corr_11: 1.39020000e+01 + sys_corr_12: -29.79 + sys_corr_13: -4.56780000e+01 + sys_corr_14: 156.894 + sys_corr_15: 31.776 sys_corr_16: 0.0 - sys_corr_17: -290.0 - sys_corr_18: 260.0 - sys_corr_19: -690.0 - sys_corr_20: -530.0 - sys_corr_21: -50.0 - sys_corr_22: -80.0 - sys_corr_23: 400.0 - sys_corr_24: 40.0 - sys_corr_25: -270.0 - sys_corr_26: -580.0 - sys_corr_27: 60.0 - sys_corr_28: 870.0 - sys_corr_29: -910.0 - sys_corr_30: 450.0 - sys_corr_31: -450.0 - sys_corr_32: 390.0 - sys_corr_33: 290.0 - sys_corr_34: 790.0 - sys_corr_35: 480.0 - sys_corr_36: 360.0 - sys_corr_37: 90.0 - sys_corr_38: 490.0 - sys_corr_39: 660.0 - sys_corr_40: 20.0 - sys_corr_41: 750.0 - sys_corr_42: 300.0 - sys_corr_43: 250.0 - sys_corr_44: -800.0 - sys_corr_45: 210.0 - sys_corr_46: -530.0 - sys_corr_47: -240.0 - sys_corr_48: 400.0 + sys_corr_17: -5.75940000e+01 + sys_corr_18: 51.636 + sys_corr_19: -137.034 + sys_corr_20: -1.05258000e+02 + sys_corr_21: -9.93 + sys_corr_22: -15.888 + sys_corr_23: 79.44 + sys_corr_24: 7.944 + sys_corr_25: -5.36220000e+01 + sys_corr_26: -1.15188000e+02 + sys_corr_27: 1.19160000e+01 + sys_corr_28: 172.782 + sys_corr_29: -1.80726000e+02 + sys_corr_30: 89.37 + sys_corr_31: -89.37 + sys_corr_32: 7.74540000e+01 + sys_corr_33: 5.75940000e+01 + sys_corr_34: 156.894 + sys_corr_35: 9.53280000e+01 + sys_corr_36: 71.496 + sys_corr_37: 17.874 + sys_corr_38: 97.314 + sys_corr_39: 131.076 + sys_corr_40: 3.972 + sys_corr_41: 1.48950000e+02 + sys_corr_42: 59.58 + sys_corr_43: 49.65 + sys_corr_44: -158.88 + sys_corr_45: 4.17060000e+01 + sys_corr_46: -1.05258000e+02 + sys_corr_47: -4.76640000e+01 + sys_corr_48: 79.44 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -526,18 +526,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -150.0 - sys_corr_62: 190.0 - sys_corr_63: -370.0 - sys_corr_64: 450.0 - sys_corr_65: 190.0 - sys_corr_66: 790.0 - sys_corr_67: 260.0 - sys_corr_68: -300.0 - sys_corr_69: -330.0 - sys_corr_70: -910.0 - sys_corr_71: -130.0 - sys_corr_72: -20.0 + sys_corr_61: -29.79 + sys_corr_62: 37.734 + sys_corr_63: -73.482 + sys_corr_64: 89.37 + sys_corr_65: 37.734 + sys_corr_66: 156.894 + sys_corr_67: 51.636 + sys_corr_68: -59.58 + sys_corr_69: -65.538 + sys_corr_70: -1.80726000e+02 + sys_corr_71: -25.818 + sys_corr_72: -3.972 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -552,84 +552,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -860.0 - sys_corr_88: 120.0 - sys_corr_89: 1180.0 - sys_corr_90: -40.0 - sys_corr_91: 1700.0 - sys_corr_92: 220.0 - sys_corr_93: 1270.0 - sys_corr_94: 260.0 - sys_corr_95: -1150.0 - sys_corr_96: 330.0 - sys_corr_97: 780.0 - sys_corr_98: -1360.0 - sys_corr_99: -190.0 - sys_corr_100: 1970.0 - sys_corr_101: 790.0 - sys_corr_102: -1700.0 - sys_corr_103: 980.0 - sys_corr_104: -680.0 - sys_corr_105: -590.0 - sys_corr_106: 600.0 - sys_corr_107: 320.0 - sys_corr_108: -510.0 - sys_corr_109: -920.0 - sys_corr_110: -770.0 - sys_corr_111: 1450.0 - sys_corr_112: -180.0 - sys_corr_113: -1030.0 + sys_corr_87: -170.796 + sys_corr_88: 2.38320000e+01 + sys_corr_89: 2.34348000e+02 + sys_corr_90: -7.944 + sys_corr_91: 337.62 + sys_corr_92: 43.692 + sys_corr_93: 252.222 + sys_corr_94: 51.636 + sys_corr_95: -2.28390000e+02 + sys_corr_96: 65.538 + sys_corr_97: 1.54908000e+02 + sys_corr_98: -270.096 + sys_corr_99: -37.734 + sys_corr_100: 3.91242000e+02 + sys_corr_101: 156.894 + sys_corr_102: -337.62 + sys_corr_103: 194.628 + sys_corr_104: -135.048 + sys_corr_105: -1.17174000e+02 + sys_corr_106: 119.16 + sys_corr_107: 63.552 + sys_corr_108: -101.286 + sys_corr_109: -1.82712000e+02 + sys_corr_110: -152.922 + sys_corr_111: 287.97 + sys_corr_112: -35.748 + sys_corr_113: -204.558 LumiUncer: 357.48 - stat_uncorr: 1330.0 - sys_uncorr_1: 2930.0 - sys_corr_1: 430.0 - sys_corr_2: 860.0 - sys_corr_3: 1410.0 - sys_corr_4: -420.0 - sys_corr_5: -500.0 - sys_corr_6: -190.0 - sys_corr_7: 100.0 - sys_corr_8: -610.0 - sys_corr_9: -190.0 - sys_corr_10: 190.0 - sys_corr_11: -230.0 - sys_corr_12: -310.0 - sys_corr_13: -250.0 - sys_corr_14: 310.0 - sys_corr_15: 430.0 + sys_uncorr_1: 5.47031000e+02 + sys_corr_1: 8.02810000e+01 + sys_corr_2: 1.60562000e+02 + sys_corr_3: 2.63247000e+02 + sys_corr_4: -78.414 + sys_corr_5: -9.33500000e+01 + sys_corr_6: -3.54730000e+01 + sys_corr_7: 18.67 + sys_corr_8: -1.13887000e+02 + sys_corr_9: -3.54730000e+01 + sys_corr_10: 3.54730000e+01 + sys_corr_11: -42.941 + sys_corr_12: -57.877 + sys_corr_13: -4.66750000e+01 + sys_corr_14: 57.877 + sys_corr_15: 8.02810000e+01 sys_corr_16: 0.0 - sys_corr_17: -250.0 - sys_corr_18: 50.0 - sys_corr_19: -530.0 - sys_corr_20: -360.0 - sys_corr_21: -370.0 - sys_corr_22: -190.0 - sys_corr_23: 120.0 - sys_corr_24: 320.0 - sys_corr_25: -330.0 - sys_corr_26: -360.0 - sys_corr_27: 240.0 - sys_corr_28: 680.0 - sys_corr_29: -780.0 - sys_corr_30: 90.0 - sys_corr_31: 120.0 - sys_corr_32: 470.0 - sys_corr_33: 240.0 - sys_corr_34: 420.0 - sys_corr_35: 510.0 - sys_corr_36: 860.0 - sys_corr_37: 30.0 - sys_corr_38: 240.0 - sys_corr_39: 180.0 - sys_corr_40: 270.0 - sys_corr_41: 270.0 - sys_corr_42: 210.0 - sys_corr_43: 710.0 - sys_corr_44: -510.0 - sys_corr_45: 210.0 - sys_corr_46: -420.0 - sys_corr_47: -180.0 - sys_corr_48: 530.0 + sys_corr_17: -4.66750000e+01 + sys_corr_18: 9.335 + sys_corr_19: -9.89510000e+01 + sys_corr_20: -67.212 + sys_corr_21: -69.079 + sys_corr_22: -3.54730000e+01 + sys_corr_23: 22.404 + sys_corr_24: 5.97440000e+01 + sys_corr_25: -6.16110000e+01 + sys_corr_26: -67.212 + sys_corr_27: 44.808 + sys_corr_28: 126.956 + sys_corr_29: -145.626 + sys_corr_30: 16.803 + sys_corr_31: 22.404 + sys_corr_32: 87.749 + sys_corr_33: 44.808 + sys_corr_34: 78.414 + sys_corr_35: 9.52170000e+01 + sys_corr_36: 1.60562000e+02 + sys_corr_37: 5.601 + sys_corr_38: 44.808 + sys_corr_39: 33.606 + sys_corr_40: 5.04090000e+01 + sys_corr_41: 5.04090000e+01 + sys_corr_42: 39.207 + sys_corr_43: 132.557 + sys_corr_44: -9.52170000e+01 + sys_corr_45: 39.207 + sys_corr_46: -78.414 + sys_corr_47: -33.606 + sys_corr_48: 9.89510000e+01 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -642,18 +642,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -340.0 - sys_corr_62: -200.0 - sys_corr_63: -150.0 - sys_corr_64: 90.0 - sys_corr_65: 140.0 - sys_corr_66: 230.0 - sys_corr_67: 280.0 - sys_corr_68: -130.0 - sys_corr_69: -190.0 - sys_corr_70: -600.0 - sys_corr_71: -170.0 - sys_corr_72: -10.0 + sys_corr_61: -63.478 + sys_corr_62: -37.34 + sys_corr_63: -28.005 + sys_corr_64: 16.803 + sys_corr_65: 26.138 + sys_corr_66: 42.941 + sys_corr_67: 52.276 + sys_corr_68: -24.271 + sys_corr_69: -3.54730000e+01 + sys_corr_70: -112.02 + sys_corr_71: -31.739 + sys_corr_72: -1.86700000e+00 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -668,84 +668,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -990.0 - sys_corr_88: 50.0 - sys_corr_89: 1270.0 - sys_corr_90: -160.0 - sys_corr_91: 1210.0 - sys_corr_92: 260.0 - sys_corr_93: -20.0 - sys_corr_94: -670.0 - sys_corr_95: -930.0 - sys_corr_96: 1250.0 - sys_corr_97: 240.0 - sys_corr_98: -690.0 - sys_corr_99: -150.0 - sys_corr_100: 1060.0 - sys_corr_101: 500.0 - sys_corr_102: -1340.0 - sys_corr_103: 1000.0 - sys_corr_104: 110.0 - sys_corr_105: 1750.0 - sys_corr_106: 690.0 - sys_corr_107: -580.0 - sys_corr_108: -220.0 - sys_corr_109: -320.0 - sys_corr_110: -940.0 - sys_corr_111: 1790.0 - sys_corr_112: 1550.0 - sys_corr_113: -890.0 + sys_corr_87: -184.833 + sys_corr_88: 9.335 + sys_corr_89: 237.109 + sys_corr_90: -2.98720000e+01 + sys_corr_91: 225.907 + sys_corr_92: 48.542 + sys_corr_93: -3.73400000e+00 + sys_corr_94: -1.25089000e+02 + sys_corr_95: -1.73631000e+02 + sys_corr_96: 233.375 + sys_corr_97: 44.808 + sys_corr_98: -128.823 + sys_corr_99: -28.005 + sys_corr_100: 1.97902000e+02 + sys_corr_101: 9.33500000e+01 + sys_corr_102: -2.50178000e+02 + sys_corr_103: 1.86700000e+02 + sys_corr_104: 20.537 + sys_corr_105: 326.725 + sys_corr_106: 128.823 + sys_corr_107: -1.08286000e+02 + sys_corr_108: -41.074 + sys_corr_109: -5.97440000e+01 + sys_corr_110: -175.498 + sys_corr_111: 3.34193000e+02 + sys_corr_112: 289.385 + sys_corr_113: -1.66163000e+02 LumiUncer: 336.06 - stat_uncorr: 1190.0 - sys_uncorr_1: 3190.0 - sys_corr_1: -6200.0 - sys_corr_2: -2510.0 - sys_corr_3: -140.0 - sys_corr_4: -290.0 - sys_corr_5: -20.0 - sys_corr_6: -410.0 - sys_corr_7: 20.0 - sys_corr_8: -1070.0 - sys_corr_9: -420.0 - sys_corr_10: -350.0 - sys_corr_11: -50.0 - sys_corr_12: -630.0 - sys_corr_13: -460.0 - sys_corr_14: 220.0 - sys_corr_15: -20.0 + sys_uncorr_1: 586.322 + sys_corr_1: -1139.56 + sys_corr_2: -4.61338000e+02 + sys_corr_3: -2.57320000e+01 + sys_corr_4: -53.302 + sys_corr_5: -3.676 + sys_corr_6: -7.53580000e+01 + sys_corr_7: 3.676 + sys_corr_8: -1.96666000e+02 + sys_corr_9: -77.196 + sys_corr_10: -64.33 + sys_corr_11: -9.19 + sys_corr_12: -115.794 + sys_corr_13: -8.45480000e+01 + sys_corr_14: 40.436 + sys_corr_15: -3.676 sys_corr_16: 0.0 - sys_corr_17: -120.0 - sys_corr_18: 170.0 - sys_corr_19: -560.0 - sys_corr_20: -520.0 - sys_corr_21: -190.0 - sys_corr_22: -240.0 - sys_corr_23: -40.0 - sys_corr_24: 10.0 - sys_corr_25: 140.0 - sys_corr_26: -720.0 - sys_corr_27: -10.0 - sys_corr_28: 900.0 - sys_corr_29: -820.0 - sys_corr_30: 470.0 - sys_corr_31: -350.0 - sys_corr_32: 380.0 - sys_corr_33: 220.0 - sys_corr_34: 510.0 - sys_corr_35: 440.0 - sys_corr_36: 350.0 - sys_corr_37: -170.0 - sys_corr_38: 530.0 - sys_corr_39: -90.0 - sys_corr_40: 110.0 - sys_corr_41: 360.0 - sys_corr_42: 190.0 - sys_corr_43: 300.0 - sys_corr_44: -610.0 - sys_corr_45: 290.0 - sys_corr_46: -770.0 - sys_corr_47: -250.0 - sys_corr_48: 750.0 + sys_corr_17: -22.056 + sys_corr_18: 3.12460000e+01 + sys_corr_19: -1.02928000e+02 + sys_corr_20: -9.55760000e+01 + sys_corr_21: -34.922 + sys_corr_22: -44.112 + sys_corr_23: -7.352 + sys_corr_24: 1.838 + sys_corr_25: 2.57320000e+01 + sys_corr_26: -132.336 + sys_corr_27: -1.838 + sys_corr_28: 1.65420000e+02 + sys_corr_29: -1.50716000e+02 + sys_corr_30: 8.63860000e+01 + sys_corr_31: -64.33 + sys_corr_32: 69.844 + sys_corr_33: 40.436 + sys_corr_34: 93.738 + sys_corr_35: 80.872 + sys_corr_36: 64.33 + sys_corr_37: -3.12460000e+01 + sys_corr_38: 97.414 + sys_corr_39: -16.542 + sys_corr_40: 20.218 + sys_corr_41: 66.168 + sys_corr_42: 34.922 + sys_corr_43: 55.14 + sys_corr_44: -112.118 + sys_corr_45: 53.302 + sys_corr_46: -141.526 + sys_corr_47: -45.95 + sys_corr_48: 137.85 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -758,18 +758,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -280.0 - sys_corr_62: 150.0 - sys_corr_63: -250.0 - sys_corr_64: 470.0 - sys_corr_65: 510.0 - sys_corr_66: 830.0 - sys_corr_67: 650.0 - sys_corr_68: 30.0 - sys_corr_69: -20.0 - sys_corr_70: -820.0 - sys_corr_71: -240.0 - sys_corr_72: -80.0 + sys_corr_61: -5.14640000e+01 + sys_corr_62: 27.57 + sys_corr_63: -45.95 + sys_corr_64: 8.63860000e+01 + sys_corr_65: 93.738 + sys_corr_66: 152.554 + sys_corr_67: 119.47 + sys_corr_68: 5.514 + sys_corr_69: -3.676 + sys_corr_70: -1.50716000e+02 + sys_corr_71: -44.112 + sys_corr_72: -14.704 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -784,84 +784,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -630.0 - sys_corr_88: 430.0 - sys_corr_89: 1120.0 - sys_corr_90: 10.0 - sys_corr_91: -210.0 - sys_corr_92: -3150.0 - sys_corr_93: -6850.0 - sys_corr_94: -200.0 - sys_corr_95: -1020.0 - sys_corr_96: 470.0 - sys_corr_97: 390.0 - sys_corr_98: -380.0 - sys_corr_99: -770.0 - sys_corr_100: 1170.0 - sys_corr_101: 510.0 - sys_corr_102: -1390.0 - sys_corr_103: 820.0 - sys_corr_104: -180.0 - sys_corr_105: 320.0 - sys_corr_106: 40.0 - sys_corr_107: 180.0 - sys_corr_108: -30.0 - sys_corr_109: -750.0 - sys_corr_110: -120.0 - sys_corr_111: 800.0 - sys_corr_112: 70.0 - sys_corr_113: -590.0 + sys_corr_87: -115.794 + sys_corr_88: 7.90340000e+01 + sys_corr_89: 2.05856000e+02 + sys_corr_90: 1.838 + sys_corr_91: -38.598 + sys_corr_92: -578.97 + sys_corr_93: -1259.03 + sys_corr_94: -36.76 + sys_corr_95: -187.476 + sys_corr_96: 8.63860000e+01 + sys_corr_97: 71.682 + sys_corr_98: -69.844 + sys_corr_99: -141.526 + sys_corr_100: 215.046 + sys_corr_101: 93.738 + sys_corr_102: -2.55482000e+02 + sys_corr_103: 1.50716000e+02 + sys_corr_104: -33.084 + sys_corr_105: 58.816 + sys_corr_106: 7.352 + sys_corr_107: 33.084 + sys_corr_108: -5.514 + sys_corr_109: -137.85 + sys_corr_110: -22.056 + sys_corr_111: 147.04 + sys_corr_112: 1.28660000e+01 + sys_corr_113: -108.442 LumiUncer: 3.30840000e+02 - stat_uncorr: 1330.0 - sys_uncorr_1: 3000.0 - sys_corr_1: 2090.0 - sys_corr_2: 910.0 - sys_corr_3: 1670.0 - sys_corr_4: -540.0 - sys_corr_5: -170.0 - sys_corr_6: -270.0 - sys_corr_7: 90.0 - sys_corr_8: -710.0 - sys_corr_9: -540.0 - sys_corr_10: -70.0 - sys_corr_11: -90.0 - sys_corr_12: -600.0 - sys_corr_13: -460.0 - sys_corr_14: 400.0 - sys_corr_15: 110.0 + sys_uncorr_1: 543.0 + sys_corr_1: 378.29 + sys_corr_2: 164.71 + sys_corr_3: 302.27 + sys_corr_4: -9.77400000e+01 + sys_corr_5: -30.77 + sys_corr_6: -4.88700000e+01 + sys_corr_7: 16.29 + sys_corr_8: -128.51 + sys_corr_9: -9.77400000e+01 + sys_corr_10: -1.26700000e+01 + sys_corr_11: -16.29 + sys_corr_12: -1.08600000e+02 + sys_corr_13: -83.26 + sys_corr_14: 72.4 + sys_corr_15: 19.91 sys_corr_16: 0.0 - sys_corr_17: -290.0 - sys_corr_18: 290.0 - sys_corr_19: -590.0 - sys_corr_20: -490.0 - sys_corr_21: -450.0 - sys_corr_22: -410.0 - sys_corr_23: -140.0 - sys_corr_24: 240.0 - sys_corr_25: 50.0 - sys_corr_26: -520.0 - sys_corr_27: 220.0 - sys_corr_28: 670.0 - sys_corr_29: -690.0 - sys_corr_30: 520.0 - sys_corr_31: -240.0 - sys_corr_32: 570.0 - sys_corr_33: 340.0 - sys_corr_34: 590.0 - sys_corr_35: 370.0 - sys_corr_36: 610.0 - sys_corr_37: -230.0 - sys_corr_38: 370.0 - sys_corr_39: -50.0 - sys_corr_40: 110.0 - sys_corr_41: 480.0 - sys_corr_42: 420.0 - sys_corr_43: 160.0 - sys_corr_44: -470.0 - sys_corr_45: 340.0 - sys_corr_46: -640.0 - sys_corr_47: -230.0 - sys_corr_48: 650.0 + sys_corr_17: -52.49 + sys_corr_18: 52.49 + sys_corr_19: -106.79 + sys_corr_20: -88.69 + sys_corr_21: -81.45 + sys_corr_22: -7.42100000e+01 + sys_corr_23: -2.53400000e+01 + sys_corr_24: 43.44 + sys_corr_25: 9.05 + sys_corr_26: -94.12 + sys_corr_27: 39.82 + sys_corr_28: 121.27 + sys_corr_29: -1.24890000e+02 + sys_corr_30: 94.12 + sys_corr_31: -43.44 + sys_corr_32: 103.17 + sys_corr_33: 61.54 + sys_corr_34: 106.79 + sys_corr_35: 66.97 + sys_corr_36: 110.41 + sys_corr_37: -41.63 + sys_corr_38: 66.97 + sys_corr_39: -9.05 + sys_corr_40: 19.91 + sys_corr_41: 86.88 + sys_corr_42: 76.02 + sys_corr_43: 28.96 + sys_corr_44: -8.50700000e+01 + sys_corr_45: 61.54 + sys_corr_46: -115.84 + sys_corr_47: -41.63 + sys_corr_48: 117.65 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -874,18 +874,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -350.0 - sys_corr_62: 10.0 - sys_corr_63: -80.0 - sys_corr_64: 240.0 - sys_corr_65: 190.0 - sys_corr_66: 530.0 - sys_corr_67: 290.0 - sys_corr_68: 30.0 - sys_corr_69: -140.0 - sys_corr_70: -1060.0 - sys_corr_71: -50.0 - sys_corr_72: -200.0 + sys_corr_61: -63.35 + sys_corr_62: 1.81 + sys_corr_63: -14.48 + sys_corr_64: 43.44 + sys_corr_65: 34.39 + sys_corr_66: 95.93 + sys_corr_67: 52.49 + sys_corr_68: 5.43 + sys_corr_69: -2.53400000e+01 + sys_corr_70: -191.86 + sys_corr_71: -9.05 + sys_corr_72: -36.2 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -900,84 +900,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -900.0 - sys_corr_88: 270.0 - sys_corr_89: 1430.0 - sys_corr_90: -130.0 - sys_corr_91: 1970.0 - sys_corr_92: 260.0 - sys_corr_93: 1370.0 - sys_corr_94: -250.0 - sys_corr_95: -1090.0 - sys_corr_96: 800.0 - sys_corr_97: -100.0 - sys_corr_98: -60.0 - sys_corr_99: -510.0 - sys_corr_100: 1350.0 - sys_corr_101: 140.0 - sys_corr_102: -630.0 - sys_corr_103: 740.0 - sys_corr_104: -840.0 - sys_corr_105: -130.0 - sys_corr_106: 120.0 - sys_corr_107: -270.0 - sys_corr_108: 160.0 - sys_corr_109: -190.0 - sys_corr_110: -1260.0 - sys_corr_111: 1650.0 - sys_corr_112: 420.0 - sys_corr_113: -740.0 + sys_corr_87: -162.9 + sys_corr_88: 4.88700000e+01 + sys_corr_89: 258.83 + sys_corr_90: -23.53 + sys_corr_91: 356.57 + sys_corr_92: 47.06 + sys_corr_93: 2.47970000e+02 + sys_corr_94: -45.25 + sys_corr_95: -197.29 + sys_corr_96: 144.8 + sys_corr_97: -18.1 + sys_corr_98: -10.86 + sys_corr_99: -92.31 + sys_corr_100: 244.35 + sys_corr_101: 2.53400000e+01 + sys_corr_102: -114.03 + sys_corr_103: 133.94 + sys_corr_104: -152.04 + sys_corr_105: -23.53 + sys_corr_106: 21.72 + sys_corr_107: -4.88700000e+01 + sys_corr_108: 28.96 + sys_corr_109: -34.39 + sys_corr_110: -228.06 + sys_corr_111: 2.98650000e+02 + sys_corr_112: 76.02 + sys_corr_113: -133.94 LumiUncer: 325.8 - stat_uncorr: 1290.0 - sys_uncorr_1: 3550.0 - sys_corr_1: 500.0 - sys_corr_2: -340.0 - sys_corr_3: 1610.0 - sys_corr_4: -340.0 - sys_corr_5: -130.0 - sys_corr_6: -350.0 - sys_corr_7: -20.0 - sys_corr_8: -870.0 - sys_corr_9: -450.0 - sys_corr_10: -140.0 + sys_uncorr_1: 568.0 + sys_corr_1: 80.0 + sys_corr_2: -54.4 + sys_corr_3: 257.6 + sys_corr_4: -54.4 + sys_corr_5: -20.8 + sys_corr_6: -56.0 + sys_corr_7: -3.2 + sys_corr_8: -1.39200000e+02 + sys_corr_9: -72.0 + sys_corr_10: -2.24000000e+01 sys_corr_11: 0.0 - sys_corr_12: -950.0 - sys_corr_13: -310.0 - sys_corr_14: 50.0 - sys_corr_15: 110.0 + sys_corr_12: -152.0 + sys_corr_13: -49.6 + sys_corr_14: 8.0 + sys_corr_15: 17.6 sys_corr_16: 0.0 - sys_corr_17: -310.0 - sys_corr_18: 260.0 - sys_corr_19: -730.0 - sys_corr_20: -480.0 - sys_corr_21: -200.0 - sys_corr_22: -100.0 - sys_corr_23: -340.0 - sys_corr_24: 250.0 - sys_corr_25: 140.0 - sys_corr_26: -860.0 - sys_corr_27: 130.0 - sys_corr_28: 600.0 - sys_corr_29: -460.0 - sys_corr_30: 420.0 - sys_corr_31: -420.0 - sys_corr_32: 630.0 - sys_corr_33: 410.0 - sys_corr_34: 670.0 - sys_corr_35: 370.0 - sys_corr_36: 510.0 - sys_corr_37: 80.0 - sys_corr_38: 40.0 - sys_corr_39: -360.0 - sys_corr_40: -50.0 - sys_corr_41: 420.0 - sys_corr_42: 240.0 - sys_corr_43: 300.0 - sys_corr_44: -720.0 - sys_corr_45: 90.0 - sys_corr_46: -790.0 - sys_corr_47: -260.0 - sys_corr_48: 730.0 + sys_corr_17: -49.6 + sys_corr_18: 41.6 + sys_corr_19: -116.8 + sys_corr_20: -76.8 + sys_corr_21: -32.0 + sys_corr_22: -16.0 + sys_corr_23: -54.4 + sys_corr_24: 40.0 + sys_corr_25: 2.24000000e+01 + sys_corr_26: -137.6 + sys_corr_27: 20.8 + sys_corr_28: 96.0 + sys_corr_29: -7.36000000e+01 + sys_corr_30: 67.2 + sys_corr_31: -67.2 + sys_corr_32: 100.8 + sys_corr_33: 65.6 + sys_corr_34: 107.2 + sys_corr_35: 59.2 + sys_corr_36: 8.16000000e+01 + sys_corr_37: 12.8 + sys_corr_38: 6.4 + sys_corr_39: -57.6 + sys_corr_40: -8.0 + sys_corr_41: 67.2 + sys_corr_42: 38.4 + sys_corr_43: 48.0 + sys_corr_44: -115.2 + sys_corr_45: 14.4 + sys_corr_46: -126.4 + sys_corr_47: -41.6 + sys_corr_48: 116.8 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -990,18 +990,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -290.0 - sys_corr_62: 90.0 - sys_corr_63: -60.0 - sys_corr_64: 290.0 - sys_corr_65: 180.0 - sys_corr_66: 570.0 - sys_corr_67: 400.0 - sys_corr_68: -170.0 - sys_corr_69: -90.0 - sys_corr_70: -950.0 - sys_corr_71: 20.0 - sys_corr_72: 20.0 + sys_corr_61: -46.4 + sys_corr_62: 14.4 + sys_corr_63: -9.6 + sys_corr_64: 46.4 + sys_corr_65: 28.8 + sys_corr_66: 91.2 + sys_corr_67: 64.0 + sys_corr_68: -27.2 + sys_corr_69: -14.4 + sys_corr_70: -152.0 + sys_corr_71: 3.2 + sys_corr_72: 3.2 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1016,84 +1016,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -740.0 - sys_corr_88: 560.0 - sys_corr_89: 1460.0 - sys_corr_90: -120.0 - sys_corr_91: 1550.0 - sys_corr_92: -940.0 - sys_corr_93: -130.0 - sys_corr_94: -410.0 - sys_corr_95: -1480.0 - sys_corr_96: 950.0 - sys_corr_97: -710.0 - sys_corr_98: 520.0 - sys_corr_99: -630.0 - sys_corr_100: 780.0 - sys_corr_101: -130.0 - sys_corr_102: -480.0 - sys_corr_103: 1330.0 - sys_corr_104: -1110.0 - sys_corr_105: -70.0 - sys_corr_106: 410.0 - sys_corr_107: -360.0 - sys_corr_108: -420.0 - sys_corr_109: 50.0 - sys_corr_110: -190.0 - sys_corr_111: 1100.0 - sys_corr_112: -970.0 - sys_corr_113: -970.0 + sys_corr_87: -118.4 + sys_corr_88: 8.96000000e+01 + sys_corr_89: 233.6 + sys_corr_90: -19.2 + sys_corr_91: 248.0 + sys_corr_92: -150.4 + sys_corr_93: -20.8 + sys_corr_94: -65.6 + sys_corr_95: -236.8 + sys_corr_96: 152.0 + sys_corr_97: -1.13600000e+02 + sys_corr_98: 83.2 + sys_corr_99: -100.8 + sys_corr_100: 124.8 + sys_corr_101: -20.8 + sys_corr_102: -76.8 + sys_corr_103: 212.8 + sys_corr_104: -177.6 + sys_corr_105: -1.12000000e+01 + sys_corr_106: 65.6 + sys_corr_107: -57.6 + sys_corr_108: -67.2 + sys_corr_109: 8.0 + sys_corr_110: -3.04000000e+01 + sys_corr_111: 176.0 + sys_corr_112: -1.55200000e+02 + sys_corr_113: -1.55200000e+02 LumiUncer: 288.0 - stat_uncorr: 1000.0 - sys_uncorr_1: 2950.0 - sys_corr_1: 20.0 - sys_corr_2: 2590.0 - sys_corr_3: 840.0 - sys_corr_4: -320.0 - sys_corr_5: -270.0 - sys_corr_6: -110.0 - sys_corr_7: 40.0 - sys_corr_8: -740.0 - sys_corr_9: -470.0 - sys_corr_10: 40.0 - sys_corr_11: 70.0 - sys_corr_12: -380.0 - sys_corr_13: -460.0 - sys_corr_14: 360.0 - sys_corr_15: 180.0 + sys_uncorr_1: 439.845 + sys_corr_1: 2.98200000e+00 + sys_corr_2: 3.86169000e+02 + sys_corr_3: 125.244 + sys_corr_4: -4.77120000e+01 + sys_corr_5: -4.02570000e+01 + sys_corr_6: -16.401 + sys_corr_7: 5.96400000e+00 + sys_corr_8: -110.334 + sys_corr_9: -70.077 + sys_corr_10: 5.96400000e+00 + sys_corr_11: 1.04370000e+01 + sys_corr_12: -56.658 + sys_corr_13: -68.586 + sys_corr_14: 5.36760000e+01 + sys_corr_15: 2.68380000e+01 sys_corr_16: 0.0 - sys_corr_17: -70.0 - sys_corr_18: 210.0 - sys_corr_19: -530.0 - sys_corr_20: -390.0 - sys_corr_21: -390.0 - sys_corr_22: -40.0 - sys_corr_23: 190.0 - sys_corr_24: 110.0 + sys_corr_17: -1.04370000e+01 + sys_corr_18: 31.311 + sys_corr_19: -7.90230000e+01 + sys_corr_20: -5.81490000e+01 + sys_corr_21: -5.81490000e+01 + sys_corr_22: -5.96400000e+00 + sys_corr_23: 28.329 + sys_corr_24: 16.401 sys_corr_25: 0.0 - sys_corr_26: -650.0 - sys_corr_27: 140.0 - sys_corr_28: 610.0 - sys_corr_29: -580.0 - sys_corr_30: 530.0 - sys_corr_31: -370.0 - sys_corr_32: 370.0 - sys_corr_33: 320.0 - sys_corr_34: 510.0 - sys_corr_35: 620.0 - sys_corr_36: 530.0 - sys_corr_37: -140.0 - sys_corr_38: 600.0 - sys_corr_39: 250.0 - sys_corr_40: 270.0 - sys_corr_41: 540.0 - sys_corr_42: 160.0 - sys_corr_43: 50.0 - sys_corr_44: -490.0 - sys_corr_45: 370.0 - sys_corr_46: -440.0 - sys_corr_47: -260.0 - sys_corr_48: 550.0 + sys_corr_26: -96.915 + sys_corr_27: 2.08740000e+01 + sys_corr_28: 9.09510000e+01 + sys_corr_29: -86.478 + sys_corr_30: 7.90230000e+01 + sys_corr_31: -55.167 + sys_corr_32: 55.167 + sys_corr_33: 4.77120000e+01 + sys_corr_34: 7.60410000e+01 + sys_corr_35: 9.24420000e+01 + sys_corr_36: 7.90230000e+01 + sys_corr_37: -2.08740000e+01 + sys_corr_38: 8.94600000e+01 + sys_corr_39: 37.275 + sys_corr_40: 4.02570000e+01 + sys_corr_41: 8.05140000e+01 + sys_corr_42: 2.38560000e+01 + sys_corr_43: 7.455 + sys_corr_44: -73.059 + sys_corr_45: 55.167 + sys_corr_46: -65.604 + sys_corr_47: -38.766 + sys_corr_48: 82.005 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1106,18 +1106,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -200.0 - sys_corr_62: 90.0 - sys_corr_63: -10.0 - sys_corr_64: 210.0 - sys_corr_65: 290.0 - sys_corr_66: 740.0 - sys_corr_67: 420.0 - sys_corr_68: -220.0 - sys_corr_69: -60.0 - sys_corr_70: -1090.0 - sys_corr_71: -90.0 - sys_corr_72: -120.0 + sys_corr_61: -29.82 + sys_corr_62: 1.34190000e+01 + sys_corr_63: -1.49100000e+00 + sys_corr_64: 31.311 + sys_corr_65: 43.239 + sys_corr_66: 110.334 + sys_corr_67: 62.622 + sys_corr_68: -32.802 + sys_corr_69: -8.946 + sys_corr_70: -162.519 + sys_corr_71: -1.34190000e+01 + sys_corr_72: -17.892 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1132,84 +1132,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -800.0 - sys_corr_88: 410.0 - sys_corr_89: 1390.0 - sys_corr_90: -30.0 - sys_corr_91: 680.0 - sys_corr_92: 1890.0 - sys_corr_93: -610.0 - sys_corr_94: -590.0 - sys_corr_95: -1530.0 - sys_corr_96: 1110.0 - sys_corr_97: -300.0 - sys_corr_98: 220.0 - sys_corr_99: -110.0 - sys_corr_100: 820.0 - sys_corr_101: 200.0 - sys_corr_102: -200.0 - sys_corr_103: 1710.0 - sys_corr_104: -850.0 - sys_corr_105: 150.0 - sys_corr_106: 500.0 - sys_corr_107: -520.0 - sys_corr_108: -1280.0 - sys_corr_109: -1030.0 - sys_corr_110: -1800.0 - sys_corr_111: 1100.0 - sys_corr_112: -250.0 - sys_corr_113: -960.0 + sys_corr_87: -119.28 + sys_corr_88: 6.11310000e+01 + sys_corr_89: 207.249 + sys_corr_90: -4.473 + sys_corr_91: 1.01388000e+02 + sys_corr_92: 281.799 + sys_corr_93: -9.09510000e+01 + sys_corr_94: -87.969 + sys_corr_95: -228.123 + sys_corr_96: 1.65501000e+02 + sys_corr_97: -4.47300000e+01 + sys_corr_98: 32.802 + sys_corr_99: -16.401 + sys_corr_100: 1.22262000e+02 + sys_corr_101: 29.82 + sys_corr_102: -29.82 + sys_corr_103: 2.54961000e+02 + sys_corr_104: -126.735 + sys_corr_105: 2.23650000e+01 + sys_corr_106: 74.55 + sys_corr_107: -77.532 + sys_corr_108: -1.90848000e+02 + sys_corr_109: -153.573 + sys_corr_110: -268.38 + sys_corr_111: 164.01 + sys_corr_112: -37.275 + sys_corr_113: -143.136 LumiUncer: 268.38 - stat_uncorr: 1930.0 - sys_uncorr_1: 5170.0 - sys_corr_1: 4270.0 - sys_corr_2: 3500.0 - sys_corr_3: 1750.0 - sys_corr_4: -120.0 - sys_corr_5: 220.0 - sys_corr_6: -680.0 - sys_corr_7: -250.0 - sys_corr_8: -540.0 - sys_corr_9: -710.0 - sys_corr_10: -330.0 - sys_corr_11: -150.0 - sys_corr_12: -960.0 - sys_corr_13: -510.0 - sys_corr_14: -610.0 - sys_corr_15: 280.0 + sys_uncorr_1: 744.48 + sys_corr_1: 614.88 + sys_corr_2: 504.0 + sys_corr_3: 252.0 + sys_corr_4: -17.28 + sys_corr_5: 31.68 + sys_corr_6: -97.92 + sys_corr_7: -36.0 + sys_corr_8: -77.76 + sys_corr_9: -1.02240000e+02 + sys_corr_10: -47.52 + sys_corr_11: -21.6 + sys_corr_12: -138.24 + sys_corr_13: -73.44 + sys_corr_14: -87.84 + sys_corr_15: 4.03200000e+01 sys_corr_16: 0.0 - sys_corr_17: -220.0 - sys_corr_18: 210.0 - sys_corr_19: -450.0 - sys_corr_20: -430.0 - sys_corr_21: 140.0 - sys_corr_22: 40.0 - sys_corr_23: 120.0 - sys_corr_24: -100.0 - sys_corr_25: 490.0 - sys_corr_26: -730.0 - sys_corr_27: -330.0 - sys_corr_28: 360.0 - sys_corr_29: -610.0 - sys_corr_30: 390.0 - sys_corr_31: -350.0 - sys_corr_32: 480.0 - sys_corr_33: 590.0 - sys_corr_34: 680.0 - sys_corr_35: 190.0 - sys_corr_36: 850.0 - sys_corr_37: -110.0 - sys_corr_38: 170.0 - sys_corr_39: -70.0 - sys_corr_40: 370.0 - sys_corr_41: 600.0 - sys_corr_42: 120.0 - sys_corr_43: 250.0 - sys_corr_44: -570.0 - sys_corr_45: 200.0 - sys_corr_46: -790.0 - sys_corr_47: -190.0 - sys_corr_48: 1100.0 + sys_corr_17: -31.68 + sys_corr_18: 3.02400000e+01 + sys_corr_19: -64.8 + sys_corr_20: -61.92 + sys_corr_21: 2.01600000e+01 + sys_corr_22: 5.76 + sys_corr_23: 17.28 + sys_corr_24: -14.4 + sys_corr_25: 70.56 + sys_corr_26: -105.12 + sys_corr_27: -47.52 + sys_corr_28: 51.84 + sys_corr_29: -87.84 + sys_corr_30: 5.61600000e+01 + sys_corr_31: -50.4 + sys_corr_32: 69.12 + sys_corr_33: 8.49600000e+01 + sys_corr_34: 97.92 + sys_corr_35: 27.36 + sys_corr_36: 122.4 + sys_corr_37: -15.84 + sys_corr_38: 24.48 + sys_corr_39: -1.00800000e+01 + sys_corr_40: 53.28 + sys_corr_41: 86.4 + sys_corr_42: 17.28 + sys_corr_43: 36.0 + sys_corr_44: -82.08 + sys_corr_45: 28.8 + sys_corr_46: -113.76 + sys_corr_47: -27.36 + sys_corr_48: 1.58400000e+02 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1222,18 +1222,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -410.0 - sys_corr_62: 220.0 - sys_corr_63: -20.0 - sys_corr_64: 530.0 - sys_corr_65: 540.0 - sys_corr_66: 1120.0 - sys_corr_67: 690.0 - sys_corr_68: -200.0 - sys_corr_69: 10.0 - sys_corr_70: -650.0 - sys_corr_71: -50.0 - sys_corr_72: 350.0 + sys_corr_61: -59.04 + sys_corr_62: 31.68 + sys_corr_63: -2.88 + sys_corr_64: 7.63200000e+01 + sys_corr_65: 77.76 + sys_corr_66: 1.61280000e+02 + sys_corr_67: 99.36 + sys_corr_68: -28.8 + sys_corr_69: 1.44 + sys_corr_70: -9.36000000e+01 + sys_corr_71: -7.2 + sys_corr_72: 50.4 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1248,84 +1248,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -390.0 - sys_corr_88: 1050.0 - sys_corr_89: 1300.0 - sys_corr_90: 110.0 - sys_corr_91: 2180.0 - sys_corr_92: 2910.0 - sys_corr_93: 3660.0 - sys_corr_94: -540.0 - sys_corr_95: -1360.0 - sys_corr_96: 1500.0 - sys_corr_97: -470.0 - sys_corr_98: 420.0 - sys_corr_99: -500.0 - sys_corr_100: 1220.0 - sys_corr_101: 400.0 - sys_corr_102: -1290.0 - sys_corr_103: 930.0 - sys_corr_104: -1100.0 - sys_corr_105: 2070.0 - sys_corr_106: 840.0 - sys_corr_107: -1030.0 - sys_corr_108: -440.0 - sys_corr_109: -220.0 - sys_corr_110: -550.0 - sys_corr_111: 2790.0 - sys_corr_112: 1430.0 - sys_corr_113: 480.0 + sys_corr_87: -5.61600000e+01 + sys_corr_88: 1.51200000e+02 + sys_corr_89: 1.87200000e+02 + sys_corr_90: 15.84 + sys_corr_91: 313.92 + sys_corr_92: 419.04 + sys_corr_93: 527.04 + sys_corr_94: -77.76 + sys_corr_95: -195.84 + sys_corr_96: 216.0 + sys_corr_97: -67.68 + sys_corr_98: 6.04800000e+01 + sys_corr_99: -72.0 + sys_corr_100: 175.68 + sys_corr_101: 57.6 + sys_corr_102: -185.76 + sys_corr_103: 1.33920000e+02 + sys_corr_104: -1.58400000e+02 + sys_corr_105: 298.08 + sys_corr_106: 1.20960000e+02 + sys_corr_107: -148.32 + sys_corr_108: -63.36 + sys_corr_109: -31.68 + sys_corr_110: -7.92000000e+01 + sys_corr_111: 401.76 + sys_corr_112: 2.05920000e+02 + sys_corr_113: 69.12 LumiUncer: 259.2 - stat_uncorr: 1180.0 - sys_uncorr_1: 4170.0 - sys_corr_1: 90.0 - sys_corr_2: -610.0 - sys_corr_3: 1470.0 - sys_corr_4: -390.0 - sys_corr_5: -490.0 - sys_corr_6: 90.0 - sys_corr_7: 250.0 - sys_corr_8: -890.0 - sys_corr_9: -310.0 - sys_corr_10: 130.0 - sys_corr_11: 100.0 - sys_corr_12: -240.0 - sys_corr_13: -420.0 - sys_corr_14: 830.0 - sys_corr_15: 160.0 + sys_uncorr_1: 4.83303000e+02 + sys_corr_1: 10.431 + sys_corr_2: -70.699 + sys_corr_3: 170.373 + sys_corr_4: -4.52010000e+01 + sys_corr_5: -56.791 + sys_corr_6: 10.431 + sys_corr_7: 28.975 + sys_corr_8: -1.03151000e+02 + sys_corr_9: -35.929 + sys_corr_10: 15.067 + sys_corr_11: 11.59 + sys_corr_12: -27.816 + sys_corr_13: -4.86780000e+01 + sys_corr_14: 9.61970000e+01 + sys_corr_15: 18.544 sys_corr_16: 0.0 - sys_corr_17: -410.0 - sys_corr_18: 180.0 - sys_corr_19: -720.0 - sys_corr_20: 40.0 - sys_corr_21: -570.0 - sys_corr_22: -130.0 - sys_corr_23: -200.0 - sys_corr_24: 230.0 - sys_corr_25: -460.0 - sys_corr_26: -500.0 - sys_corr_27: 290.0 - sys_corr_28: 520.0 - sys_corr_29: -500.0 - sys_corr_30: 150.0 - sys_corr_31: -160.0 - sys_corr_32: 930.0 - sys_corr_33: 50.0 - sys_corr_34: 470.0 - sys_corr_35: 490.0 - sys_corr_36: 830.0 - sys_corr_37: -20.0 - sys_corr_38: 320.0 - sys_corr_39: 250.0 - sys_corr_40: 330.0 - sys_corr_41: 310.0 - sys_corr_42: 370.0 - sys_corr_43: 590.0 - sys_corr_44: -820.0 - sys_corr_45: 490.0 - sys_corr_46: -270.0 - sys_corr_47: -210.0 - sys_corr_48: 400.0 + sys_corr_17: -47.519 + sys_corr_18: 20.862 + sys_corr_19: -83.448 + sys_corr_20: 4.636 + sys_corr_21: -6.60630000e+01 + sys_corr_22: -15.067 + sys_corr_23: -23.18 + sys_corr_24: 2.66570000e+01 + sys_corr_25: -5.33140000e+01 + sys_corr_26: -57.95 + sys_corr_27: 33.611 + sys_corr_28: 60.268 + sys_corr_29: -57.95 + sys_corr_30: 17.385 + sys_corr_31: -18.544 + sys_corr_32: 107.787 + sys_corr_33: 5.795 + sys_corr_34: 5.44730000e+01 + sys_corr_35: 56.791 + sys_corr_36: 9.61970000e+01 + sys_corr_37: -2.318 + sys_corr_38: 37.088 + sys_corr_39: 28.975 + sys_corr_40: 3.82470000e+01 + sys_corr_41: 35.929 + sys_corr_42: 42.883 + sys_corr_43: 68.381 + sys_corr_44: -95.038 + sys_corr_45: 56.791 + sys_corr_46: -3.12930000e+01 + sys_corr_47: -2.43390000e+01 + sys_corr_48: 46.36 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1338,18 +1338,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -170.0 - sys_corr_62: 70.0 - sys_corr_63: -570.0 - sys_corr_64: 100.0 - sys_corr_65: 170.0 - sys_corr_66: 160.0 - sys_corr_67: 310.0 - sys_corr_68: -210.0 - sys_corr_69: -110.0 - sys_corr_70: -1050.0 - sys_corr_71: 150.0 - sys_corr_72: -120.0 + sys_corr_61: -1.97030000e+01 + sys_corr_62: 8.11300000e+00 + sys_corr_63: -6.60630000e+01 + sys_corr_64: 11.59 + sys_corr_65: 1.97030000e+01 + sys_corr_66: 18.544 + sys_corr_67: 35.929 + sys_corr_68: -2.43390000e+01 + sys_corr_69: -12.749 + sys_corr_70: -1.21695000e+02 + sys_corr_71: 17.385 + sys_corr_72: -13.908 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1364,84 +1364,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -930.0 - sys_corr_88: 100.0 - sys_corr_89: 1310.0 - sys_corr_90: -130.0 - sys_corr_91: 1530.0 - sys_corr_92: -1170.0 - sys_corr_93: -550.0 - sys_corr_94: -830.0 - sys_corr_95: -1100.0 - sys_corr_96: 770.0 - sys_corr_97: 60.0 - sys_corr_98: -1150.0 - sys_corr_99: -720.0 - sys_corr_100: 1060.0 - sys_corr_101: 680.0 - sys_corr_102: -380.0 - sys_corr_103: 1400.0 - sys_corr_104: -170.0 - sys_corr_105: 780.0 - sys_corr_106: 1130.0 - sys_corr_107: -330.0 - sys_corr_108: -1000.0 - sys_corr_109: -130.0 - sys_corr_110: 50.0 - sys_corr_111: 1620.0 - sys_corr_112: 2.01000000e+03 - sys_corr_113: -1500.0 + sys_corr_87: -107.787 + sys_corr_88: 11.59 + sys_corr_89: 151.829 + sys_corr_90: -15.067 + sys_corr_91: 177.327 + sys_corr_92: -135.603 + sys_corr_93: -6.37450000e+01 + sys_corr_94: -9.61970000e+01 + sys_corr_95: -1.27490000e+02 + sys_corr_96: 8.92430000e+01 + sys_corr_97: 6.954 + sys_corr_98: -133.285 + sys_corr_99: -83.448 + sys_corr_100: 1.22854000e+02 + sys_corr_101: 7.88120000e+01 + sys_corr_102: -44.042 + sys_corr_103: 162.26 + sys_corr_104: -1.97030000e+01 + sys_corr_105: 9.04020000e+01 + sys_corr_106: 1.30967000e+02 + sys_corr_107: -3.82470000e+01 + sys_corr_108: -115.9 + sys_corr_109: -15.067 + sys_corr_110: 5.795 + sys_corr_111: 1.87758000e+02 + sys_corr_112: 2.32959000e+02 + sys_corr_113: -173.85 LumiUncer: 208.62 - stat_uncorr: 1140.0 - sys_uncorr_1: 4.02000000e+03 - sys_corr_1: -10.0 - sys_corr_2: -1230.0 - sys_corr_3: 1740.0 - sys_corr_4: -40.0 - sys_corr_5: -270.0 - sys_corr_6: -320.0 - sys_corr_7: -110.0 - sys_corr_8: -990.0 - sys_corr_9: -600.0 - sys_corr_10: -360.0 - sys_corr_11: 130.0 - sys_corr_12: -950.0 - sys_corr_13: -720.0 - sys_corr_14: 70.0 - sys_corr_15: 100.0 + sys_uncorr_1: 379.086 + sys_corr_1: -0.943 + sys_corr_2: -115.989 + sys_corr_3: 1.64082000e+02 + sys_corr_4: -3.772 + sys_corr_5: -2.54610000e+01 + sys_corr_6: -30.176 + sys_corr_7: -10.373 + sys_corr_8: -9.33570000e+01 + sys_corr_9: -56.58 + sys_corr_10: -33.948 + sys_corr_11: 12.259 + sys_corr_12: -8.95850000e+01 + sys_corr_13: -67.896 + sys_corr_14: 6.601 + sys_corr_15: 9.43 sys_corr_16: 0.0 - sys_corr_17: 10.0 - sys_corr_18: 80.0 - sys_corr_19: -320.0 - sys_corr_20: -670.0 - sys_corr_21: -210.0 - sys_corr_22: 450.0 - sys_corr_23: 270.0 - sys_corr_24: -80.0 - sys_corr_25: 310.0 - sys_corr_26: -620.0 - sys_corr_27: -190.0 - sys_corr_28: 330.0 - sys_corr_29: -390.0 - sys_corr_30: 520.0 - sys_corr_31: -720.0 - sys_corr_32: 370.0 - sys_corr_33: 340.0 - sys_corr_34: 410.0 - sys_corr_35: 450.0 - sys_corr_36: 530.0 - sys_corr_37: -420.0 - sys_corr_38: 620.0 - sys_corr_39: 210.0 - sys_corr_40: 400.0 - sys_corr_41: 220.0 - sys_corr_42: 30.0 - sys_corr_43: -30.0 - sys_corr_44: -320.0 - sys_corr_45: 490.0 - sys_corr_46: -400.0 - sys_corr_47: -260.0 - sys_corr_48: 800.0 + sys_corr_17: 0.943 + sys_corr_18: 7.544 + sys_corr_19: -30.176 + sys_corr_20: -6.31810000e+01 + sys_corr_21: -19.803 + sys_corr_22: 42.435 + sys_corr_23: 2.54610000e+01 + sys_corr_24: -7.544 + sys_corr_25: 2.92330000e+01 + sys_corr_26: -5.84660000e+01 + sys_corr_27: -17.917 + sys_corr_28: 3.11190000e+01 + sys_corr_29: -36.777 + sys_corr_30: 49.036 + sys_corr_31: -67.896 + sys_corr_32: 34.891 + sys_corr_33: 3.20620000e+01 + sys_corr_34: 38.663 + sys_corr_35: 42.435 + sys_corr_36: 4.99790000e+01 + sys_corr_37: -39.606 + sys_corr_38: 5.84660000e+01 + sys_corr_39: 19.803 + sys_corr_40: 37.72 + sys_corr_41: 20.746 + sys_corr_42: 2.82900000e+00 + sys_corr_43: -2.82900000e+00 + sys_corr_44: -30.176 + sys_corr_45: 46.207 + sys_corr_46: -37.72 + sys_corr_47: -24.518 + sys_corr_48: 75.44 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1454,18 +1454,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -230.0 - sys_corr_62: 410.0 - sys_corr_63: 110.0 - sys_corr_64: 660.0 - sys_corr_65: 420.0 - sys_corr_66: 1080.0 - sys_corr_67: 700.0 - sys_corr_68: -270.0 - sys_corr_69: 120.0 - sys_corr_70: -870.0 - sys_corr_71: -70.0 - sys_corr_72: -30.0 + sys_corr_61: -21.689 + sys_corr_62: 38.663 + sys_corr_63: 10.373 + sys_corr_64: 6.22380000e+01 + sys_corr_65: 39.606 + sys_corr_66: 1.01844000e+02 + sys_corr_67: 66.01 + sys_corr_68: -2.54610000e+01 + sys_corr_69: 1.13160000e+01 + sys_corr_70: -8.20410000e+01 + sys_corr_71: -6.601 + sys_corr_72: -2.82900000e+00 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1480,84 +1480,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -350.0 - sys_corr_88: 1000.0 - sys_corr_89: 1340.0 - sys_corr_90: 30.0 - sys_corr_91: 1550.0 - sys_corr_92: -1980.0 - sys_corr_93: -570.0 - sys_corr_94: -250.0 - sys_corr_95: -1640.0 - sys_corr_96: 2310.0 - sys_corr_97: -320.0 - sys_corr_98: 780.0 - sys_corr_99: -270.0 - sys_corr_100: 1960.0 - sys_corr_101: 610.0 - sys_corr_102: -1160.0 - sys_corr_103: 1330.0 - sys_corr_104: -1040.0 - sys_corr_105: 750.0 - sys_corr_106: -530.0 - sys_corr_107: -150.0 - sys_corr_108: -930.0 - sys_corr_109: -1140.0 - sys_corr_110: -1210.0 - sys_corr_111: 2150.0 - sys_corr_112: 380.0 - sys_corr_113: -1100.0 + sys_corr_87: -33.005 + sys_corr_88: 94.3 + sys_corr_89: 1.26362000e+02 + sys_corr_90: 2.82900000e+00 + sys_corr_91: 146.165 + sys_corr_92: -1.86714000e+02 + sys_corr_93: -53.751 + sys_corr_94: -23.575 + sys_corr_95: -154.652 + sys_corr_96: 217.833 + sys_corr_97: -30.176 + sys_corr_98: 73.554 + sys_corr_99: -2.54610000e+01 + sys_corr_100: 184.828 + sys_corr_101: 57.523 + sys_corr_102: -1.09388000e+02 + sys_corr_103: 1.25419000e+02 + sys_corr_104: -98.072 + sys_corr_105: 7.07250000e+01 + sys_corr_106: -4.99790000e+01 + sys_corr_107: -14.145 + sys_corr_108: -87.699 + sys_corr_109: -107.502 + sys_corr_110: -114.103 + sys_corr_111: 202.745 + sys_corr_112: 35.834 + sys_corr_113: -103.73 LumiUncer: 169.74 - stat_uncorr: 1040.0 - sys_uncorr_1: 4420.0 - sys_corr_1: 1800.0 - sys_corr_2: 320.0 - sys_corr_3: 1920.0 - sys_corr_4: -340.0 - sys_corr_5: -190.0 - sys_corr_6: -90.0 - sys_corr_7: 20.0 - sys_corr_8: -880.0 - sys_corr_9: -650.0 - sys_corr_10: -360.0 - sys_corr_11: 160.0 - sys_corr_12: -1110.0 - sys_corr_13: -520.0 - sys_corr_14: 310.0 - sys_corr_15: 20.0 + sys_uncorr_1: 3.42108000e+02 + sys_corr_1: 139.32 + sys_corr_2: 24.768 + sys_corr_3: 148.608 + sys_corr_4: -2.63160000e+01 + sys_corr_5: -14.706 + sys_corr_6: -6.966 + sys_corr_7: 1.548 + sys_corr_8: -68.112 + sys_corr_9: -50.31 + sys_corr_10: -27.864 + sys_corr_11: 12.384 + sys_corr_12: -8.59140000e+01 + sys_corr_13: -4.02480000e+01 + sys_corr_14: 23.994 + sys_corr_15: 1.548 sys_corr_16: 0.0 - sys_corr_17: -320.0 - sys_corr_18: 230.0 - sys_corr_19: -870.0 - sys_corr_20: -500.0 - sys_corr_21: -170.0 - sys_corr_22: -80.0 - sys_corr_23: 80.0 - sys_corr_24: -20.0 - sys_corr_25: 80.0 - sys_corr_26: -1200.0 - sys_corr_27: 90.0 - sys_corr_28: 230.0 - sys_corr_29: -290.0 - sys_corr_30: 660.0 - sys_corr_31: -570.0 - sys_corr_32: 790.0 - sys_corr_33: 610.0 - sys_corr_34: 950.0 - sys_corr_35: 500.0 - sys_corr_36: 630.0 - sys_corr_37: -170.0 - sys_corr_38: 210.0 - sys_corr_39: 80.0 - sys_corr_40: -10.0 - sys_corr_41: 520.0 - sys_corr_42: 230.0 - sys_corr_43: -170.0 - sys_corr_44: -710.0 - sys_corr_45: 450.0 - sys_corr_46: -470.0 - sys_corr_47: -260.0 - sys_corr_48: 790.0 + sys_corr_17: -24.768 + sys_corr_18: 17.802 + sys_corr_19: -6.73380000e+01 + sys_corr_20: -38.7 + sys_corr_21: -1.31580000e+01 + sys_corr_22: -6.192 + sys_corr_23: 6.192 + sys_corr_24: -1.548 + sys_corr_25: 6.192 + sys_corr_26: -92.88 + sys_corr_27: 6.966 + sys_corr_28: 17.802 + sys_corr_29: -2.24460000e+01 + sys_corr_30: 51.084 + sys_corr_31: -4.41180000e+01 + sys_corr_32: 6.11460000e+01 + sys_corr_33: 47.214 + sys_corr_34: 73.53 + sys_corr_35: 38.7 + sys_corr_36: 48.762 + sys_corr_37: -1.31580000e+01 + sys_corr_38: 1.62540000e+01 + sys_corr_39: 6.192 + sys_corr_40: -0.774 + sys_corr_41: 4.02480000e+01 + sys_corr_42: 17.802 + sys_corr_43: -1.31580000e+01 + sys_corr_44: -54.954 + sys_corr_45: 34.83 + sys_corr_46: -36.378 + sys_corr_47: -2.01240000e+01 + sys_corr_48: 6.11460000e+01 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1570,18 +1570,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -20.0 - sys_corr_62: 400.0 - sys_corr_63: 300.0 - sys_corr_64: 500.0 - sys_corr_65: 150.0 - sys_corr_66: 630.0 - sys_corr_67: 820.0 - sys_corr_68: -10.0 - sys_corr_69: -180.0 - sys_corr_70: -1480.0 - sys_corr_71: -200.0 - sys_corr_72: 40.0 + sys_corr_61: -1.548 + sys_corr_62: 30.96 + sys_corr_63: 23.22 + sys_corr_64: 38.7 + sys_corr_65: 11.61 + sys_corr_66: 48.762 + sys_corr_67: 6.34680000e+01 + sys_corr_68: -0.774 + sys_corr_69: -13.932 + sys_corr_70: -114.552 + sys_corr_71: -15.48 + sys_corr_72: 3.096 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1596,84 +1596,84 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -600.0 - sys_corr_88: 610.0 - sys_corr_89: 1540.0 - sys_corr_90: 50.0 - sys_corr_91: 1830.0 - sys_corr_92: -410.0 - sys_corr_93: 1160.0 - sys_corr_94: -450.0 - sys_corr_95: -1380.0 - sys_corr_96: 720.0 - sys_corr_97: -460.0 - sys_corr_98: -180.0 - sys_corr_99: -1910.0 - sys_corr_100: 1250.0 - sys_corr_101: 470.0 - sys_corr_102: 270.0 - sys_corr_103: 1210.0 - sys_corr_104: -2230.0 - sys_corr_105: 580.0 - sys_corr_106: 1160.0 - sys_corr_107: -550.0 - sys_corr_108: -1540.0 - sys_corr_109: -1310.0 - sys_corr_110: -1190.0 - sys_corr_111: 970.0 - sys_corr_112: 150.0 - sys_corr_113: -1790.0 + sys_corr_87: -46.44 + sys_corr_88: 47.214 + sys_corr_89: 1.19196000e+02 + sys_corr_90: 3.87 + sys_corr_91: 1.41642000e+02 + sys_corr_92: -3.17340000e+01 + sys_corr_93: 8.97840000e+01 + sys_corr_94: -34.83 + sys_corr_95: -106.812 + sys_corr_96: 55.728 + sys_corr_97: -35.604 + sys_corr_98: -13.932 + sys_corr_99: -147.834 + sys_corr_100: 96.75 + sys_corr_101: 36.378 + sys_corr_102: 2.08980000e+01 + sys_corr_103: 93.654 + sys_corr_104: -172.602 + sys_corr_105: 4.48920000e+01 + sys_corr_106: 8.97840000e+01 + sys_corr_107: -42.57 + sys_corr_108: -1.19196000e+02 + sys_corr_109: -101.394 + sys_corr_110: -9.21060000e+01 + sys_corr_111: 75.078 + sys_corr_112: 11.61 + sys_corr_113: -1.38546000e+02 LumiUncer: 139.32 - stat_uncorr: 1000.0 - sys_uncorr_1: 6220.0 - sys_corr_1: -630.0 - sys_corr_2: 3710.0 - sys_corr_3: 210.0 - sys_corr_4: -630.0 - sys_corr_5: 170.0 - sys_corr_6: -20.0 - sys_corr_7: -30.0 - sys_corr_8: -760.0 + sys_uncorr_1: 419.85 + sys_corr_1: -42.525 + sys_corr_2: 250.425 + sys_corr_3: 14.175 + sys_corr_4: -42.525 + sys_corr_5: 11.475 + sys_corr_6: -1.35 + sys_corr_7: -2.025 + sys_corr_8: -5.13000000e+01 sys_corr_9: 0.0 - sys_corr_10: -30.0 - sys_corr_11: 200.0 - sys_corr_12: -460.0 - sys_corr_13: -190.0 - sys_corr_14: 580.0 - sys_corr_15: 120.0 + sys_corr_10: -2.025 + sys_corr_11: 13.5 + sys_corr_12: -31.05 + sys_corr_13: -1.28250000e+01 + sys_corr_14: 39.15 + sys_corr_15: 8.1 sys_corr_16: 0.0 - sys_corr_17: -630.0 - sys_corr_18: 520.0 - sys_corr_19: -1080.0 - sys_corr_20: -270.0 - sys_corr_21: -10.0 - sys_corr_22: -260.0 - sys_corr_23: -330.0 - sys_corr_24: -220.0 - sys_corr_25: -520.0 - sys_corr_26: -1030.0 - sys_corr_27: 230.0 - sys_corr_28: 140.0 - sys_corr_29: -110.0 - sys_corr_30: 430.0 - sys_corr_31: -420.0 - sys_corr_32: 1030.0 - sys_corr_33: 930.0 - sys_corr_34: 1380.0 - sys_corr_35: 560.0 - sys_corr_36: 390.0 - sys_corr_37: 590.0 - sys_corr_38: -310.0 - sys_corr_39: 1280.0 - sys_corr_40: 200.0 - sys_corr_41: 1130.0 - sys_corr_42: -30.0 - sys_corr_43: 360.0 - sys_corr_44: -970.0 - sys_corr_45: -40.0 - sys_corr_46: 160.0 - sys_corr_47: -250.0 - sys_corr_48: 130.0 + sys_corr_17: -42.525 + sys_corr_18: 35.1 + sys_corr_19: -72.9 + sys_corr_20: -18.225 + sys_corr_21: -0.675 + sys_corr_22: -17.55 + sys_corr_23: -2.22750000e+01 + sys_corr_24: -14.85 + sys_corr_25: -35.1 + sys_corr_26: -69.525 + sys_corr_27: 15.525 + sys_corr_28: 9.45000000e+00 + sys_corr_29: -7.425 + sys_corr_30: 2.90250000e+01 + sys_corr_31: -28.35 + sys_corr_32: 69.525 + sys_corr_33: 62.775 + sys_corr_34: 93.15 + sys_corr_35: 3.78000000e+01 + sys_corr_36: 26.325 + sys_corr_37: 39.825 + sys_corr_38: -20.925 + sys_corr_39: 86.4 + sys_corr_40: 13.5 + sys_corr_41: 7.62750000e+01 + sys_corr_42: -2.025 + sys_corr_43: 24.3 + sys_corr_44: -65.475 + sys_corr_45: -2.7 + sys_corr_46: 10.8 + sys_corr_47: -16.875 + sys_corr_48: 8.775 sys_corr_49: 0.0 sys_corr_50: 0.0 sys_corr_51: 0.0 @@ -1686,18 +1686,18 @@ bins: sys_corr_58: 0.0 sys_corr_59: 0.0 sys_corr_60: 0.0 - sys_corr_61: -670.0 - sys_corr_62: 300.0 - sys_corr_63: -260.0 - sys_corr_64: 230.0 - sys_corr_65: -240.0 - sys_corr_66: 410.0 - sys_corr_67: 670.0 - sys_corr_68: -300.0 - sys_corr_69: -440.0 - sys_corr_70: -1480.0 - sys_corr_71: -530.0 - sys_corr_72: 170.0 + sys_corr_61: -45.225 + sys_corr_62: 20.25 + sys_corr_63: -17.55 + sys_corr_64: 15.525 + sys_corr_65: -16.2 + sys_corr_66: 27.675 + sys_corr_67: 45.225 + sys_corr_68: -20.25 + sys_corr_69: -29.7 + sys_corr_70: -99.9 + sys_corr_71: -35.775 + sys_corr_72: 11.475 sys_corr_73: 0.0 sys_corr_74: 0.0 sys_corr_75: 0.0 @@ -1712,31 +1712,31 @@ bins: sys_corr_84: 0.0 sys_corr_85: 0.0 sys_corr_86: 0.0 - sys_corr_87: -620.0 - sys_corr_88: 620.0 - sys_corr_89: 1540.0 - sys_corr_90: -230.0 - sys_corr_91: 270.0 - sys_corr_92: 3300.0 - sys_corr_93: -1250.0 - sys_corr_94: -700.0 - sys_corr_95: -3720.0 - sys_corr_96: 1680.0 - sys_corr_97: 110.0 - sys_corr_98: -1680.0 - sys_corr_99: -880.0 - sys_corr_100: 1770.0 - sys_corr_101: 110.0 - sys_corr_102: -1160.0 - sys_corr_103: 2110.0 - sys_corr_104: -1980.0 - sys_corr_105: 2120.0 - sys_corr_106: 680.0 - sys_corr_107: 930.0 - sys_corr_108: -1740.0 - sys_corr_109: -850.0 - sys_corr_110: -840.0 - sys_corr_111: -90.0 - sys_corr_112: 1480.0 - sys_corr_113: -2590.0 + sys_corr_87: -41.85 + sys_corr_88: 41.85 + sys_corr_89: 103.95 + sys_corr_90: -15.525 + sys_corr_91: 18.225 + sys_corr_92: 222.75 + sys_corr_93: -84.375 + sys_corr_94: -47.25 + sys_corr_95: -251.1 + sys_corr_96: 113.4 + sys_corr_97: 7.425 + sys_corr_98: -113.4 + sys_corr_99: -59.4 + sys_corr_100: 1.19475000e+02 + sys_corr_101: 7.425 + sys_corr_102: -78.3 + sys_corr_103: 142.425 + sys_corr_104: -133.65 + sys_corr_105: 143.1 + sys_corr_106: 45.9 + sys_corr_107: 62.775 + sys_corr_108: -117.45 + sys_corr_109: -57.375 + sys_corr_110: -56.7 + sys_corr_111: -6.075 + sys_corr_112: 99.9 + sys_corr_113: -1.74825000e+02 LumiUncer: 121.5 From a958099f9f6d9219a54d6d562b358ec1a711b119 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:21:58 +0000 Subject: [PATCH 083/138] Remove legacy kin --- .../kinematics_legacy_WM-YL.yaml | 133 ------------------ .../kinematics_legacy_WP-YL.yaml | 133 ------------------ 2 files changed, 266 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml deleted file mode 100644 index 7b33603b74..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WM-YL.yaml +++ /dev/null @@ -1,133 +0,0 @@ -bins: -- k1: - min: null - mid: 0.105 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.315 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.525 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.735 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.945 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.21 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.445 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.63 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.845 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 2.065 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 2.34 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml deleted file mode 100644 index 7b33603b74..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_legacy_WP-YL.yaml +++ /dev/null @@ -1,133 +0,0 @@ -bins: -- k1: - min: null - mid: 0.105 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.315 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.525 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.735 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 0.945 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.21 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.445 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.63 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 1.845 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 2.065 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null - mid: 2.34 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null From ea82bf6cfce35f167d7698475c9e5e38d0875968 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:23:37 +0000 Subject: [PATCH 084/138] Remove legacy central data --- .../ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml | 12 ------------ .../ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml | 12 ------------ 2 files changed, 24 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml deleted file mode 100644 index 48114c1543..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml +++ /dev/null @@ -1,12 +0,0 @@ -data_central: -- 19520.0 -- 20240.0 -- 20100.0 -- 20570.0 -- 19520.0 -- 16440.0 -- 13200.0 -- 12180.0 -- 11520.0 -- 7700.0 -- 7910.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml deleted file mode 100644 index 3978b74e5f..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml +++ /dev/null @@ -1,12 +0,0 @@ -data_central: -- 19860.0 -- 18670.0 -- 18380.0 -- 18100.0 -- 16000.0 -- 14910.0 -- 14400.0 -- 11590.0 -- 9430.0 -- 7740.0 -- 6750.0 From 7d307affd11359c9e31ac8ac2cf12f7b69d97a4d Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:27:13 +0000 Subject: [PATCH 085/138] Remove log in the filter filter --- .../commondata/ATLAS_WCHARM_7TEV/filter.py | 16 ---------------- 1 file changed, 16 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py index c2614614bd..6c382cbb18 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py @@ -1,21 +1,5 @@ ''' Filter script for ATLAS_WJ_8TEV - -Log: -- Central data and kinematics implemented from hepdata -- Central data and kinematics checked with legacy: passed -- The bin values in `uncertainties_legacy_WX-PT.yaml` and `uncertainties_legacy_WX-PT_sys_ATLAS.yaml` - are exactly the same (checked with notebook). The difference between - these two variants is in the definition of the uncertainties. See notebook for - differences. -- For the treatment of systematic uncertainties, refer to https://arxiv.org/pdf/2112.11266. - There are 50 sources of CORRELATED systematic uncertainty. - -29 / 11 / 2024 -- Implemented uncertaintiy definitions -- Construction of the uncertainty file is still missing. Remember that - for the symmetrised case you account for the shifts. -- Xq2 is missing (?) ''' import logging From c27a8a20818b52d94d9519e76ae418ccb112cb61 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 09:51:08 +0000 Subject: [PATCH 086/138] Correct wrong name of the legacy variant in metadata --- .../nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml index 0f1c4b0952..75d6b01122 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml @@ -51,7 +51,7 @@ implemented_observables: - uncertainties_legacy_WM-YL.yaml legacy_10: data_uncertainties: - - uncertainties_WM-YL_sys_10.yaml + - uncertainties_legacy_WM-YL_sys_10.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -94,7 +94,7 @@ implemented_observables: - uncertainties_legacy_WP-YL.yaml legacy_10: data_uncertainties: - - uncertainties_WP-YL_sys_10.yaml + - uncertainties_legacy_WP-YL_sys_10.yaml theory: conversion_factor: 1.0 operation: 'null' From a53d0752af18a101059ea8c81b62641e72d016d1 Mon Sep 17 00:00:00 2001 From: Eleanor Cole Date: Thu, 5 Dec 2024 10:13:59 +0000 Subject: [PATCH 087/138] Update validphys2/src/validphys/process_options.py Co-authored-by: Juan M. Cruz-Martinez --- validphys2/src/validphys/process_options.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 413ed7678a..bc682a707b 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -266,7 +266,7 @@ def _dymll_xq2map(kin_info): M_ll = kin_info.get_one_of(_Vars.M_ll) sqrts = kin_info.get_one_of(_Vars.sqrts) M_ll2 = M_ll**2 - x = np.sqrt(M_ll) / sqrts + x = M_ll / sqrts return x, M_ll2 From ce87eb2c14e77bb85e01d9cccaa713c32ecec8f0 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Thu, 5 Dec 2024 10:21:26 +0000 Subject: [PATCH 088/138] edited x=M_ll/sqrts --- validphys2/src/validphys/process_options.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 413ed7678a..bc682a707b 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -266,7 +266,7 @@ def _dymll_xq2map(kin_info): M_ll = kin_info.get_one_of(_Vars.M_ll) sqrts = kin_info.get_one_of(_Vars.sqrts) M_ll2 = M_ll**2 - x = np.sqrt(M_ll) / sqrts + x = M_ll / sqrts return x, M_ll2 From 9e07232b800b7aa13c43acc644452f4bddc18246 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Thu, 5 Dec 2024 11:15:23 +0000 Subject: [PATCH 089/138] Changed M_ll to m_ll and added m_ll2 back --- .../ATLAS_Z0_7TEV_49FB/filter_utils.py | 4 +-- .../ATLAS_Z0_7TEV_49FB/kinematics.yaml | 26 +++++++++---------- .../ATLAS_Z0_7TEV_49FB/metadata.yaml | 8 +++--- validphys2/src/validphys/cuts/filters.yaml | 2 +- .../cuts/lockfiles/31_filters.lock.yaml | 2 +- validphys2/src/validphys/process_options.py | 13 +++++----- 6 files changed, 27 insertions(+), 28 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py index e01506339e..8f4073c4d2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -42,9 +42,7 @@ def get_kinematics(): for i, M in enumerate(input["independent_variables"][0]['values']): - kin_value = { - 'M_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}, - } + kin_value = {'m_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}} kin.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml index c030e9f71d..4ef504f00f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -1,53 +1,53 @@ bins: -- M_ll: +- m_ll: min: null mid: 123.0 max: null -- M_ll: +- m_ll: min: null mid: 140.0 max: null -- M_ll: +- m_ll: min: null mid: 160.0 max: null -- M_ll: +- m_ll: min: null mid: 180.0 max: null -- M_ll: +- m_ll: min: null mid: 200.0 max: null -- M_ll: +- m_ll: min: null mid: 220.0 max: null -- M_ll: +- m_ll: min: null mid: 240.0 max: null -- M_ll: +- m_ll: min: null mid: 275.0 max: null -- M_ll: +- m_ll: min: null mid: 350.0 max: null -- M_ll: +- m_ll: min: null mid: 450.0 max: null -- M_ll: +- m_ll: min: null mid: 600.0 max: null -- M_ll: +- m_ll: min: null mid: 850.0 max: null -- M_ll: +- m_ll: min: null mid: 1250.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 7e1a292286..1755d0b8e5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -27,14 +27,14 @@ implemented_observables: dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log - plot_x: M_ll + plot_x: m_ll kinematic_coverage: - - M_ll + - m_ll kinematics: variables: - M_ll: + m_ll: description: Mass of lepton pair - label: "$M_ll$" + label: "$m_ll$" units: 'GeV' file: kinematics.yaml theory: diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index 665631f061..06056ea874 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -299,7 +299,7 @@ reason: Avoid the region where resummation effects become important. local_variables: max_M: 200.0 - rule: M_ll <= max_M + rule: m_ll <= max_M - dataset: ATLAS_Z0_7TEV_LOMASS_M diff --git a/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml b/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml index c5945c7ffa..631a3c7601 100644 --- a/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml +++ b/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml @@ -192,7 +192,7 @@ reason: Avoid the region where resummation effects become important. local_variables: max_M: 200.0 - rule: M_ll <= max_M + rule: m_ll <= max_M # - dataset: LHCBLOWMASS37PB # rule: "pT <= maxCMSDY2Dminv" diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index f50cd07fe0..c659d76ace 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -37,7 +37,8 @@ class _Vars: abs_eta_2 = "abs_eta_2" eta_1 = "eta_1" eta_2 = "eta_2" - M_ll = "M_ll" + m_ll = "m_ll" + m_ll2 = "m_ll2" class _KinematicsInformation: @@ -308,12 +309,12 @@ def _dymll_xq2map(kin_info): Here we calculate M_ll^2 and sqrt(s). """ - M_ll = kin_info.get_one_of(_Vars.M_ll) + m_ll = kin_info.get_one_of(_Vars.m_ll) sqrts = kin_info.get_one_of(_Vars.sqrts) - M_ll2 = M_ll**2 - x = M_ll / sqrts + m_ll2 = m_ll**2 + x = m_ll / sqrts - return x, M_ll2 + return x, m_ll2 DIS = _Process( @@ -426,7 +427,7 @@ def _dymll_xq2map(kin_info): DY_MLL = _Process( "DY_MLL", "DY Z -> ll mass of lepton pair", - accepted_variables=(_Vars.M_ll, _Vars.sqrts), + accepted_variables=(_Vars.m_ll, _Vars.sqrts), xq2map_function=_dymll_xq2map, ) From 62764c175377e3c03bf1aaf3edc748d49904039a Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 10 Nov 2024 17:54:29 +0100 Subject: [PATCH 090/138] First commit --- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 21 +++++++++++-------- 1 file changed, 12 insertions(+), 9 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 1354e02e41..cf8e42c631 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -1,26 +1,29 @@ setname: ATLAS_WJ_8TEV -version: 1 -version_comment: Port of old commondata + nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS + arXiv: url: https://arxiv.org/abs/1711.03296 - journal: JHEP 05 (2018) 077 + journal: JHEP 05 (2018) 07, JHEP 10 (2020) 048 (Erratum) iNSPIRE: - url: '' + url: https://inspirehep.net/literature/1635273 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins1635273 + version: 2 + +version: 2 +version_comment: Implementation in the new format + implemented_observables: - observable_name: WM-PT observable: description: Jet Transverse Momentum Distribution label: ATLAS $W^-$+jet 8 TeV - units: '' + units: '[fb]' process_type: EWJ_PT - tables: [] - npoints: [] + tables: [13] ndata: 16 plotting: kinematics_override: ewj_pt_sqrt_scale From 61858483cdd923c61ace42f9620e83aced0525e8 Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 10 Nov 2024 18:07:53 +0100 Subject: [PATCH 091/138] Update metadata file + name legacy files --- ...M-PT.yaml => kinematics_legacy_WM-PT.yaml} | 0 ...P-PT.yaml => kinematics_legacy_WP-PT.yaml} | 0 .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 98 ++++++++----------- ...uncertainties_legacy_WM-PT_sys_ATLAS.yaml} | 0 ...=> uncertainties_legacy_WM-PT_sys_NP.yaml} | 0 ...uncertainties_legacy_WP-PT_sys_ATLAS.yaml} | 0 ...=> uncertainties_legacy_WP-PT_sys_NP.yaml} | 0 7 files changed, 41 insertions(+), 57 deletions(-) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{kinematics_WM-PT.yaml => kinematics_legacy_WM-PT.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{kinematics_WP-PT.yaml => kinematics_legacy_WP-PT.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WM-PT_sys_ATLAS.yaml => uncertainties_legacy_WM-PT_sys_ATLAS.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WM-PT_sys_NP.yaml => uncertainties_legacy_WM-PT_sys_NP.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WP-PT_sys_ATLAS.yaml => uncertainties_legacy_WP-PT_sys_ATLAS.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WP-PT_sys_NP.yaml => uncertainties_legacy_WP-PT_sys_NP.yaml} (100%) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index cf8e42c631..69e80a030f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -22,41 +22,30 @@ implemented_observables: description: Jet Transverse Momentum Distribution label: ATLAS $W^-$+jet 8 TeV units: '[fb]' - process_type: EWJ_PT + process_type: DY_CC_PT tables: [13] ndata: 16 plotting: - kinematics_override: ewj_pt_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^-$+jet 8 TeV x_label: $p_T^{W^-}$ (GeV) y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: pT + kinematic_coverage: [pT, sqrts] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' + pT: + description: Transverse momentum of the W boson + label: $p_T^{W^{-}}$ + units: GeV + sqrts: + description: Centre of mass energy + label: $\sqrt{s}$ + units: GeV file: kinematics_WM-PT.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WM_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec003 - data_uncertainties: [] + data_central: data_WM-PT.yaml + data_uncertainties: [uncertainties_WM-PT.yaml] variants: legacy: data_uncertainties: @@ -67,49 +56,41 @@ implemented_observables: legacy_ATLAS: data_uncertainties: - uncertainties_WM-PT_sys_ATLAS.yaml - data_central: data_legacy_WM-PT.yaml - ported_from: ATLAS_WM_JET_8TEV_PT + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WM_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec003 + - observable_name: WP-PT observable: description: Jet Transverse Momentum Distribution label: ATLAS $W^+$+jet 8 TeV - units: '' - process_type: EWJ_PT - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_CC_PT + tables: [13] ndata: 16 plotting: - kinematics_override: ewj_pt_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^+$+jet 8 TeV x_label: $p_T^{W^+}$ (GeV) y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: pT + kinematic_coverage: [pT, sqrts] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' + pT: + description: Transverse momentum of the W boson + label: $p_T^{W^{+}}$ + units: GeV + sqrts: + description: Centre of mass energy + label: $\sqrt{s}$ + units: GeV file: kinematics_WP-PT.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WP_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec002 - data_uncertainties: [] + data_central: data_WP-PT.yaml + data_uncertainties: [uncertainties_WP-PT.yaml] variants: legacy: data_uncertainties: @@ -120,5 +101,8 @@ implemented_observables: legacy_ATLAS: data_uncertainties: - uncertainties_WP-PT_sys_ATLAS.yaml - data_central: data_legacy_WP-PT.yaml - ported_from: ATLAS_WP_JET_8TEV_PT + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WP_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec002 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_ATLAS.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_ATLAS.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_ATLAS.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_ATLAS.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_NP.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_NP.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_NP.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_NP.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_ATLAS.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_ATLAS.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_ATLAS.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_ATLAS.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_NP.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_NP.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_NP.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_NP.yaml From 04ba78713a2c5000bfe35918337f2ec74974a2a1 Mon Sep 17 00:00:00 2001 From: achiefa Date: Tue, 12 Nov 2024 12:57:38 +0000 Subject: [PATCH 092/138] Implement central data and kinematics --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/filter.py | 43 + .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 190 ++ .../ATLAS_WJ_8TEV/kinematics_WM-PT.yaml | 65 + .../ATLAS_WJ_8TEV/kinematics_WP-PT.yaml | 65 + .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 22 +- .../ATLAS_WJ_8TEV/rawdata/data13.yaml | 2786 +++++++++++++++++ 8 files changed, 3194 insertions(+), 11 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml new file mode 100644 index 0000000000..f459b6b24a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -0,0 +1,17 @@ +data_central: +- 1618.0 +- 4037.0 +- 2096.0 +- 834.0 +- 362.3 +- 171.2 +- 86.49 +- 46.16 +- 20.34 +- 7.263 +- 2.979 +- 1.319 +- 0.6226 +- 0.3336 +- 0.1224 +- 0.02836 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml new file mode 100644 index 0000000000..0c6c89cbc0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -0,0 +1,17 @@ +data_central: +- 2322.0 +- 5644.0 +- 2973.0 +- 1210.0 +- 537.1 +- 258.1 +- 135.0 +- 73.55 +- 33.73 +- 12.6 +- 5.403 +- 2.55 +- 1.249 +- 0.696 +- 0.3016 +- 0.0774 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py new file mode 100644 index 0000000000..198746a573 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -0,0 +1,43 @@ +import logging + +from filter_utils import Extractor +import numpy as np +import yaml + +logging.basicConfig(level=logging.INFO, format='[%(levelname)s] %(message)s') + + +def check_dat_with_legacy(observable, rtol=1e-03): + """ + Same as `check_unc_with_legacy`, but for central data points. + """ + logging.info( + f"Comparing the new central data implementation with the legacy version for {observable} using rtol = {rtol}." + ) + + with open('./data_' + observable + '.yaml', 'r') as file: + new_data = yaml.safe_load(file) + + with open('./data_legacy_' + observable + '.yaml', 'r') as file: + legacy_data = yaml.safe_load(file) + + for i, (new_val, legacy_val) in enumerate( + zip(new_data['data_central'], legacy_data['data_central']) + ): + try: + assert np.allclose(new_val, legacy_val, rtol=rtol) + except AssertionError as e: + logging.warning(f"Inconsistency, {new_val} != {legacy_val} in bin: {i+1}") + + +if __name__ == "__main__": + ATLAS_WP_8TEV_PT = Extractor("./metadata.yaml", "WP-PT") + ATLAS_WP_8TEV_PT.generate_kinematics() + ATLAS_WP_8TEV_PT.generate_data_central() + + ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") + ATLAS_WM_8TEV_PT.generate_kinematics() + ATLAS_WM_8TEV_PT.generate_data_central() + + check_dat_with_legacy('WP-PT', rtol=1e-4) + check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py new file mode 100644 index 0000000000..b3fe3459e4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -0,0 +1,190 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + +SQRTS = 8000 + + +class Extractor: + """ + Extracts kinematics, central data, and uncertainties for a given dataset + + Parameters + ---------- + metadata_file: str + Path to the metadata file + observable: str + The name of the observable for which the data is extracted. The name must + be listed in the metadata file. + """ + + def __init__(self, metadata_file, observable, mult_factor=1): + + # Open metadata and select process + with open(metadata_file, 'r') as file: + metadata = yaml.safe_load(file) + self.metadata = next( + ( + md + for md in metadata["implemented_observables"] + if md['observable_name'] == observable + ), + None, + ) + if self.metadata is None: + raise Exception(f"{observable} is not listed in the metadata file.") + + # Initialise dict of tables + self.tables = {} + self.observable = observable + self.mult_factor = mult_factor + self.kin_labels = self.metadata['kinematic_coverage'] + + if self.observable == 'WM-PT': + self.observable_latex = 'W^-' + elif self.observable == 'WP-PT': + self.observable_latex = 'W^+' + else: + raise Exception(f'{self.observable} is an unknown observable.') + + def __extract_kinematics(self, table: dict, tab_number: int): + """ + Extracts the kinematic variables of the single differential + distribution given a table. + + For each bin, it computes the max, min, and mid value of the transverse + momentum of the boson. + + Parameters + ---------- + table: dict + Dictionary containing the bins in the transverse momentum + tab_number: int + Index to select the range of the second kinematic variable + + Return + ------ + List of bins containing min, max, and mid values for each of the kinematic + observables listed in the `kinematic_coverage` of the metadata file. + + """ + data = table['independent_variables'][0] + label = self.kin_labels + kinematics = [] + for bin in data['values']: + pT_min = bin['low'] + pT_max = bin['high'] + kin_bin = {label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}} + kinematics.append(kin_bin) + return kinematics + + def __retrieve_table(self, table_id): + """ + Implementation of the lazy loading for the tables. If the table + is loaded for the first time, it is stored into an internal + container of the class, so that it will not be loaded each time. + + When called, this functions checks if the table has already been stored + and, if that is the case, returns the stored table. + + Parameters + ---------- + table_id: int + Index that specifies the table + + Return + ------ + The table specified by `table_id`. If not previously loaded, it is also + stored into the internal container for future use. + """ + try: + table = self.tables[str(table_id)] + except KeyError: + logging.debug( + f'Table {table_id} has not already been used or stored.' f' Storing the table...' + ) + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + tab_dict = yaml.safe_load(tab) + self.tables[str(table_id)] = tab_dict + table = tab_dict + return table + + def generate_kinematics(self): + """ + Function that generates the kinematics by looping over all the + tables specified in the metadata file. The resulting kinematics + is then saved to a yaml file. It relies on the method + `__extract_kinematics`. + """ + + logging.info(f"Generating kinematics for ATLAS_{self.observable}...") + + # Initialise kinematics list + kinematics = [] + ndata = 0 + for table in self.metadata["tables"]: + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict, table) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + kinematics_yaml = {'bins': kinematics.tolist()} + + # Check number of data agrees with metadata + try: + assert self.metadata['ndata'] is not None + assert self.metadata['ndata'] == ndata + except AssertionError as e: + logging.warning( + f"The number of data in the metafile is either wrong or unspecified." + f" The correct number is {ndata}. Please, update the metafile." + ) + + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + + def generate_data_central(self): + """ + Same as `generate_kinematics`, but for central data points. + """ + logging.info(f"Generating central data for ATLAS_{self.observable}...") + dat_central = [] + for table in self.metadata['tables']: + tab_dict = self.__retrieve_table(table) + + # Select the chosen combination + values = next( + ( + head['values'] + for head in tab_dict["dependent_variables"] + if self.observable_latex in head['header']['name'] + ), + 1, + ) + if values == 1: + logging.error( + f"{self.observable} not found in table {table} under the LaTeX name {self.observable_latex}. The available options are:" + ) + for head in tab_dict["dependent_variables"]: + print(f" - {head['header']['name']}") + exit(-1) + + data = [dat['value'] * self.mult_factor for dat in values] + dat_central = np.concatenate([dat_central, data]) + + dat_central_yaml = {'data_central': dat_central.tolist()} + + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['data_central'], 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml new file mode 100644 index 0000000000..32fabd35a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml @@ -0,0 +1,65 @@ +bins: +- pT: + min: 0.0 + mid: 12.5 + max: 25.0 +- pT: + min: 25.0 + mid: 37.5 + max: 50.0 +- pT: + min: 50.0 + mid: 62.5 + max: 75.0 +- pT: + min: 75.0 + mid: 87.5 + max: 100.0 +- pT: + min: 100.0 + mid: 112.5 + max: 125.0 +- pT: + min: 125.0 + mid: 137.5 + max: 150.0 +- pT: + min: 150.0 + mid: 162.5 + max: 175.0 +- pT: + min: 175.0 + mid: 187.5 + max: 200.0 +- pT: + min: 200.0 + mid: 225.0 + max: 250.0 +- pT: + min: 250.0 + mid: 275.0 + max: 300.0 +- pT: + min: 300.0 + mid: 325.0 + max: 350.0 +- pT: + min: 350.0 + mid: 375.0 + max: 400.0 +- pT: + min: 400.0 + mid: 425.0 + max: 450.0 +- pT: + min: 450.0 + mid: 475.0 + max: 500.0 +- pT: + min: 500.0 + mid: 550.0 + max: 600.0 +- pT: + min: 600.0 + mid: 700.0 + max: 800.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml new file mode 100644 index 0000000000..32fabd35a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml @@ -0,0 +1,65 @@ +bins: +- pT: + min: 0.0 + mid: 12.5 + max: 25.0 +- pT: + min: 25.0 + mid: 37.5 + max: 50.0 +- pT: + min: 50.0 + mid: 62.5 + max: 75.0 +- pT: + min: 75.0 + mid: 87.5 + max: 100.0 +- pT: + min: 100.0 + mid: 112.5 + max: 125.0 +- pT: + min: 125.0 + mid: 137.5 + max: 150.0 +- pT: + min: 150.0 + mid: 162.5 + max: 175.0 +- pT: + min: 175.0 + mid: 187.5 + max: 200.0 +- pT: + min: 200.0 + mid: 225.0 + max: 250.0 +- pT: + min: 250.0 + mid: 275.0 + max: 300.0 +- pT: + min: 300.0 + mid: 325.0 + max: 350.0 +- pT: + min: 350.0 + mid: 375.0 + max: 400.0 +- pT: + min: 400.0 + mid: 425.0 + max: 450.0 +- pT: + min: 450.0 + mid: 475.0 + max: 500.0 +- pT: + min: 500.0 + mid: 550.0 + max: 600.0 +- pT: + min: 600.0 + mid: 700.0 + max: 800.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 69e80a030f..0d8ab29503 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -32,17 +32,17 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT, sqrts] + kinematic_coverage: [pT] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{-}}$ units: GeV - sqrts: - description: Centre of mass energy - label: $\sqrt{s}$ - units: GeV + #sqrts: + # description: Centre of mass energy + # label: $\sqrt{s}$ + # units: GeV file: kinematics_WM-PT.yaml data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] @@ -77,19 +77,19 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT, sqrts] + kinematic_coverage: [pT] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{+}}$ units: GeV - sqrts: - description: Centre of mass energy - label: $\sqrt{s}$ - units: GeV + #sqrts: + # description: Centre of mass energy + # label: $\sqrt{s}$ + # units: GeV file: kinematics_WP-PT.yaml - data_central: data_WP-PT.yaml + data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: legacy: diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml new file mode 100644 index 0000000000..351821bce2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml @@ -0,0 +1,2786 @@ +dependent_variables: +- header: {name: '$d\sigma^{W^+}/dp_\text{T}^\text{W}\text{ [fb/GeV]}$'} + qualifiers: + - {name: 'Cross section', value: 'W+ (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 2} + - {label: 'JetScaleEff1', asymerror: {plus: 126, minus: -125}} + - {label: 'JetScaleEff2', asymerror: {plus: -31, minus: 32}} + - {label: 'JetScaleEff3', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.4, minus: 0.2}} + - {label: 'JetScaleEff5', asymerror: {plus: -4, minus: 6}} + - {label: 'JetScaleEff6', asymerror: {plus: 8, minus: -7}} + - {label: 'JetScaleEta1', asymerror: {plus: 67, minus: -64}} + - {label: 'JetScaleEta2', asymerror: {plus: 33, minus: -31}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.2, minus: 0.2}} + - {label: 'JetScaleMC', asymerror: {plus: 0.3, minus: 0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 5, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -13, minus: 17}} + - {label: 'JetScalePileup3', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScalePileup4', asymerror: {plus: 84, minus: -83}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 26, minus: -25}} + - {label: 'JetScaleFlav2', asymerror: {plus: -101, minus: 102}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.3, minus: 0.2}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetResolution10', symerror: 214} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 7}} + - {label: 'JetSFCeff', asymerror: {plus: -3, minus: 4}} + - {label: 'JetSFLmistag', asymerror: {plus: -4, minus: 4}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.2, minus: 0.2}} + - {label: 'JetJVFcut', asymerror: {plus: -23, minus: 14}} + - {label: 'ElScaleR12', asymerror: {plus: -2, minus: 2}} + - {label: 'ElScaleZee', asymerror: {plus: 20, minus: -23}} + - {label: 'ElScalePS', asymerror: {plus: -0.5, minus: 0.5}} + - {label: 'ElResolution', symerror: -3} + - {label: 'ElSFReco', asymerror: {plus: 5, minus: -5}} + - {label: 'ElSFId', asymerror: {plus: 18, minus: -17}} + - {label: 'ElSFTrigger', asymerror: {plus: 14, minus: -14}} + - {label: 'ElSFIso', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.03, minus: 0.1}} + - {label: 'METScale', asymerror: {plus: 6, minus: 1}} + - {label: 'METResLong', symerror: 20} + - {label: 'METResTrans', symerror: 11} + - {label: 'PileupWeight', asymerror: {plus: 17, minus: -16}} + - {label: 'QCDlowRange', asymerror: {plus: -4, minus: 29}} + - {label: 'QCDhighRange', asymerror: {plus: 3, minus: -3}} + - {label: 'QCDvarIso', symerror: 3} + - {label: 'QCDvarElID', symerror: 48} + - {label: 'QCDfitUncert', symerror: 5} + - {label: 'QCDotherGen', symerror: 4} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -6, minus: 6}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: -13} + - {label: 'LumiUncert', asymerror: {plus: 47, minus: -49}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 40} + - {label: 'UnfoldReweight', symerror: 48} + value: 2322.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 277, minus: -281}} + - {label: 'JetScaleEff2', asymerror: {plus: -69, minus: 70}} + - {label: 'JetScaleEff3', asymerror: {plus: 10, minus: -9}} + - {label: 'JetScaleEff4', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScaleEff5', asymerror: {plus: -11, minus: 13}} + - {label: 'JetScaleEff6', asymerror: {plus: 17, minus: -16}} + - {label: 'JetScaleEta1', asymerror: {plus: 140, minus: -136}} + - {label: 'JetScaleEta2', asymerror: {plus: 71, minus: -69}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.4, minus: 1}} + - {label: 'JetScaleMC', asymerror: {plus: 1, minus: 1}} + - {label: 'JetScalePileup1', asymerror: {plus: 8, minus: -4}} + - {label: 'JetScalePileup2', asymerror: {plus: -30, minus: 38}} + - {label: 'JetScalePileup3', asymerror: {plus: 8, minus: -7}} + - {label: 'JetScalePileup4', asymerror: {plus: 183, minus: -185}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 56, minus: -56}} + - {label: 'JetScaleFlav2', asymerror: {plus: -223, minus: 222}} + - {label: 'JetScaleBjet', asymerror: {plus: 1, minus: 1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.5, minus: 1}} + - {label: 'JetResolution10', symerror: 496} + - {label: 'JetSFBeff', asymerror: {plus: -10, minus: 11}} + - {label: 'JetSFCeff', asymerror: {plus: -7, minus: 9}} + - {label: 'JetSFLmistag', asymerror: {plus: -8, minus: 9}} + - {label: 'JetSFHighPt', asymerror: {plus: 1, minus: 1}} + - {label: 'JetJVFcut', asymerror: {plus: -47, minus: 31}} + - {label: 'ElScaleR12', asymerror: {plus: 4, minus: -4}} + - {label: 'ElScaleZee', asymerror: {plus: 52, minus: -56}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -8} + - {label: 'ElSFReco', asymerror: {plus: 14, minus: -13}} + - {label: 'ElSFId', asymerror: {plus: 44, minus: -44}} + - {label: 'ElSFTrigger', asymerror: {plus: 34, minus: -35}} + - {label: 'ElSFIso', asymerror: {plus: 10, minus: -10}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.1, minus: 0.2}} + - {label: 'METScale', asymerror: {plus: -106, minus: 99}} + - {label: 'METResLong', symerror: -99} + - {label: 'METResTrans', symerror: -95} + - {label: 'PileupWeight', asymerror: {plus: 33, minus: -30}} + - {label: 'QCDlowRange', asymerror: {plus: -4, minus: 42}} + - {label: 'QCDhighRange', asymerror: {plus: 4, minus: -5}} + - {label: 'QCDvarIso', symerror: -4} + - {label: 'QCDvarElID', symerror: 19} + - {label: 'QCDfitUncert', symerror: 7} + - {label: 'QCDotherGen', symerror: 8} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -4, minus: 4}} + - {label: 'XsecTop', asymerror: {plus: 5, minus: -5}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: 13} + - {label: 'LumiUncert', asymerror: {plus: 113, minus: -117}} + - {label: 'UnfoldMCstat', symerror: -7} + - {label: 'UnfoldOtherGen', symerror: 463} + - {label: 'UnfoldReweight', symerror: -29} + value: 5644.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 126, minus: -131}} + - {label: 'JetScaleEff2', asymerror: {plus: -25, minus: 25}} + - {label: 'JetScaleEff3', asymerror: {plus: -3, minus: 2}} + - {label: 'JetScaleEff4', asymerror: {plus: 15, minus: -15}} + - {label: 'JetScaleEff5', asymerror: {plus: -5, minus: 5}} + - {label: 'JetScaleEff6', asymerror: {plus: 7, minus: -7}} + - {label: 'JetScaleEta1', asymerror: {plus: 59, minus: -58}} + - {label: 'JetScaleEta2', asymerror: {plus: 29, minus: -29}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetScaleMC', asymerror: {plus: 0.4, minus: 0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 3, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -12, minus: 14}} + - {label: 'JetScalePileup3', asymerror: {plus: 7, minus: -7}} + - {label: 'JetScalePileup4', asymerror: {plus: 78, minus: -80}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 21, minus: -22}} + - {label: 'JetScaleFlav2', asymerror: {plus: -103, minus: 100}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.4, minus: 0.3}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetResolution10', symerror: 225} + - {label: 'JetSFBeff', asymerror: {plus: -8, minus: 9}} + - {label: 'JetSFCeff', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFLmistag', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.3, minus: 0.3}} + - {label: 'JetJVFcut', asymerror: {plus: -15, minus: 5}} + - {label: 'ElScaleR12', asymerror: {plus: 6, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 26, minus: -28}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -2} + - {label: 'ElSFReco', asymerror: {plus: 8, minus: -8}} + - {label: 'ElSFId', asymerror: {plus: 24, minus: -24}} + - {label: 'ElSFTrigger', asymerror: {plus: 18, minus: -18}} + - {label: 'ElSFIso', asymerror: {plus: 6, minus: -6}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'METScale', asymerror: {plus: -85, minus: 80}} + - {label: 'METResLong', symerror: -76} + - {label: 'METResTrans', symerror: -76} + - {label: 'PileupWeight', asymerror: {plus: 18, minus: -17}} + - {label: 'QCDlowRange', asymerror: {plus: -2, minus: 18}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -2}} + - {label: 'QCDvarIso', symerror: -7} + - {label: 'QCDvarElID', symerror: 10} + - {label: 'QCDfitUncert', symerror: 3} + - {label: 'QCDotherGen', symerror: 3} + - {label: 'QCDfitRebin', symerror: -0.3} + - {label: 'XsecZ', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 16} + - {label: 'LumiUncert', asymerror: {plus: 61, minus: -63}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 58} + - {label: 'UnfoldReweight', symerror: -7} + value: 2973.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 42, minus: -42}} + - {label: 'JetScaleEff2', asymerror: {plus: -4, minus: 4}} + - {label: 'JetScaleEff3', asymerror: {plus: -3, minus: 4}} + - {label: 'JetScaleEff4', asymerror: {plus: 8, minus: -8}} + - {label: 'JetScaleEff5', asymerror: {plus: -2, minus: 2}} + - {label: 'JetScaleEff6', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScaleEta1', asymerror: {plus: 20, minus: -19}} + - {label: 'JetScaleEta2', asymerror: {plus: 10, minus: -9}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetScaleMC', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 1, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -3, minus: 4}} + - {label: 'JetScalePileup3', asymerror: {plus: 4, minus: -3}} + - {label: 'JetScalePileup4', asymerror: {plus: 25, minus: -25}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 6, minus: -6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -35, minus: 35}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetResolution10', symerror: 58} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFCeff', asymerror: {plus: -2, minus: 2}} + - {label: 'JetSFLmistag', asymerror: {plus: -2, minus: 2}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -3, minus: -2}} + - {label: 'ElScaleR12', asymerror: {plus: 3, minus: -3}} + - {label: 'ElScaleZee', asymerror: {plus: 9, minus: -9}} + - {label: 'ElScalePS', asymerror: {plus: -0.2, minus: 0.2}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFId', asymerror: {plus: 11, minus: -11}} + - {label: 'ElSFTrigger', asymerror: {plus: 7, minus: -7}} + - {label: 'ElSFIso', asymerror: {plus: 3, minus: -2}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.02, minus: 0.05}} + - {label: 'METScale', asymerror: {plus: -29, minus: 31}} + - {label: 'METResLong', symerror: -23} + - {label: 'METResTrans', symerror: -26} + - {label: 'PileupWeight', asymerror: {plus: 6, minus: -6}} + - {label: 'QCDlowRange', asymerror: {plus: -1, minus: 5}} + - {label: 'QCDhighRange', asymerror: {plus: 1, minus: -0.5}} + - {label: 'QCDvarIso', symerror: -4} + - {label: 'QCDvarElID', symerror: -2} + - {label: 'QCDfitUncert', symerror: 1} + - {label: 'QCDotherGen', symerror: 1} + - {label: 'QCDfitRebin', symerror: -0.04} + - {label: 'XsecZ', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 8} + - {label: 'LumiUncert', asymerror: {plus: 25, minus: -26}} + - {label: 'UnfoldMCstat', symerror: -2} + - {label: 'UnfoldOtherGen', symerror: 29} + - {label: 'UnfoldReweight', symerror: -3} + value: 1210.0 + - errors: + - {label: 'Stat', symerror: 0.7} + - {label: 'JetScaleEff1', asymerror: {plus: 15.5, minus: -15.8}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.2, minus: -1.0}} + - {label: 'JetScaleEff3', asymerror: {plus: -2.3, minus: 2.3}} + - {label: 'JetScaleEff4', asymerror: {plus: 3.0, minus: -3.0}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.9, minus: 0.9}} + - {label: 'JetScaleEff6', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScaleEta1', asymerror: {plus: 7.3, minus: -7.1}} + - {label: 'JetScaleEta2', asymerror: {plus: 3.6, minus: -3.6}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'JetScaleMC', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.6, minus: -0.4}} + - {label: 'JetScalePileup2', asymerror: {plus: -1.1, minus: 1.1}} + - {label: 'JetScalePileup3', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScalePileup4', asymerror: {plus: 9.3, minus: -9.6}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 2.4, minus: -2.3}} + - {label: 'JetScaleFlav2', asymerror: {plus: -14.9, minus: 14.4}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.05}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'JetResolution10', symerror: 15.5} + - {label: 'JetSFBeff', asymerror: {plus: -3.7, minus: 3.8}} + - {label: 'JetSFCeff', asymerror: {plus: -1.3, minus: 1.0}} + - {label: 'JetSFLmistag', asymerror: {plus: -1.2, minus: 1.0}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -1.6, minus: -1.9}} + - {label: 'ElScaleR12', asymerror: {plus: 1.6, minus: -1.6}} + - {label: 'ElScaleZee', asymerror: {plus: 3.0, minus: -3.1}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.1}} + - {label: 'ElResolution', symerror: -0.4} + - {label: 'ElSFReco', asymerror: {plus: 2.0, minus: -2.1}} + - {label: 'ElSFId', asymerror: {plus: 5.4, minus: -5.6}} + - {label: 'ElSFTrigger', asymerror: {plus: 2.9, minus: -3.0}} + - {label: 'ElSFIso', asymerror: {plus: 1.3, minus: -1.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.01, minus: 0.02}} + - {label: 'METScale', asymerror: {plus: -8.7, minus: 9.6}} + - {label: 'METResLong', symerror: -6.9} + - {label: 'METResTrans', symerror: -7.9} + - {label: 'PileupWeight', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'QCDlowRange', asymerror: {plus: -0.4, minus: 1.4}} + - {label: 'QCDhighRange', asymerror: {plus: 0.2, minus: -0.1}} + - {label: 'QCDvarIso', symerror: -1.5} + - {label: 'QCDvarElID', symerror: -3.1} + - {label: 'QCDfitUncert', symerror: 0.4} + - {label: 'QCDotherGen', symerror: 0.2} + - {label: 'QCDfitRebin', symerror: 0.004} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.9, minus: -1.9}} + - {label: 'XsecDibos', asymerror: {plus: 0.4, minus: -0.4}} + - {label: 'BkgTtbarNorm', symerror: -1.7} + - {label: 'BkgMCstat', symerror: -0.5} + - {label: 'WHFmodel', symerror: 3.9} + - {label: 'LumiUncert', asymerror: {plus: 11.2, minus: -11.7}} + - {label: 'UnfoldMCstat', symerror: -1.4} + - {label: 'UnfoldOtherGen', symerror: 18.6} + - {label: 'UnfoldReweight', symerror: -1.5} + value: 537.1 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 6.5, minus: -6.8}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.3, minus: -1.4}} + - {label: 'JetScaleEff3', asymerror: {plus: -1.3, minus: 1.2}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.8, minus: -0.9}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.4, minus: 0.5}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.8, minus: -0.9}} + - {label: 'JetScaleEta1', asymerror: {plus: 3.0, minus: -3.1}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.02, minus: 0.02}} + - {label: 'JetScaleMC', asymerror: {plus: 0.03, minus: 0.03}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.3, minus: -0.2}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.5, minus: 0.5}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.8, minus: -1.0}} + - {label: 'JetScalePileup4', asymerror: {plus: 3.9, minus: -4.1}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'JetScaleFlav2', asymerror: {plus: -6.9, minus: 6.6}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.03, minus: 0.02}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.02, minus: 0.03}} + - {label: 'JetResolution10', symerror: 5.1} + - {label: 'JetSFBeff', asymerror: {plus: -2.3, minus: 2.4}} + - {label: 'JetSFCeff', asymerror: {plus: -0.7, minus: 0.6}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.6, minus: 0.5}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.02, minus: 0.03}} + - {label: 'JetJVFcut', asymerror: {plus: -1.1, minus: -1.1}} + - {label: 'ElScaleR12', asymerror: {plus: 0.8, minus: -0.8}} + - {label: 'ElScaleZee', asymerror: {plus: 1.2, minus: -1.4}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.1}} + - {label: 'ElResolution', symerror: -0.2} + - {label: 'ElSFReco', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'ElSFId', asymerror: {plus: 2.8, minus: -2.9}} + - {label: 'ElSFTrigger', asymerror: {plus: 1.4, minus: -1.5}} + - {label: 'ElSFIso', asymerror: {plus: 0.6, minus: -0.7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.004, minus: 0.01}} + - {label: 'METScale', asymerror: {plus: -3.1, minus: 2.9}} + - {label: 'METResLong', symerror: -2.6} + - {label: 'METResTrans', symerror: -2.7} + - {label: 'PileupWeight', asymerror: {plus: 0.5, minus: -0.6}} + - {label: 'QCDlowRange', asymerror: {plus: -0.2, minus: 0.5}} + - {label: 'QCDhighRange', asymerror: {plus: 0.1, minus: -0.03}} + - {label: 'QCDvarIso', symerror: -0.9} + - {label: 'QCDvarElID', symerror: -1.0} + - {label: 'QCDfitUncert', symerror: 0.2} + - {label: 'QCDotherGen', symerror: 0.1} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.2, minus: -1.2}} + - {label: 'XsecDibos', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'BkgTtbarNorm', symerror: -1.1} + - {label: 'BkgMCstat', symerror: -0.3} + - {label: 'WHFmodel', symerror: 1.5} + - {label: 'LumiUncert', asymerror: {plus: 5.5, minus: -5.7}} + - {label: 'UnfoldMCstat', symerror: -0.9} + - {label: 'UnfoldOtherGen', symerror: 4.3} + - {label: 'UnfoldReweight', symerror: -0.7} + value: 258.1 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 3.5, minus: -3.6}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.9, minus: 0.6}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.4, minus: -0.5}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.2, minus: -0.5}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.4, minus: -0.5}} + - {label: 'JetScaleEta1', asymerror: {plus: 1.6, minus: -1.6}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.0, minus: -1.1}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScaleMC', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.2, minus: -0.1}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.3, minus: 0.3}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.5, minus: -0.5}} + - {label: 'JetScalePileup4', asymerror: {plus: 2.2, minus: -2.2}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -3.7, minus: 3.6}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 2.4} + - {label: 'JetSFBeff', asymerror: {plus: -1.4, minus: 1.4}} + - {label: 'JetSFCeff', asymerror: {plus: -0.4, minus: 0.3}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.3, minus: 0.2}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.6, minus: -0.6}} + - {label: 'ElScaleR12', asymerror: {plus: 0.4, minus: -0.4}} + - {label: 'ElScaleZee', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'ElScalePS', asymerror: {plus: -0.03, minus: 0.03}} + - {label: 'ElResolution', symerror: -0.1} + - {label: 'ElSFReco', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'ElSFId', asymerror: {plus: 1.5, minus: -1.6}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.8, minus: -0.8}} + - {label: 'ElSFIso', asymerror: {plus: 0.3, minus: -0.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.002, minus: 0.01}} + - {label: 'METScale', asymerror: {plus: -1.3, minus: 1.3}} + - {label: 'METResLong', symerror: -0.9} + - {label: 'METResTrans', symerror: -1.1} + - {label: 'PileupWeight', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'QCDlowRange', asymerror: {plus: -0.1, minus: 0.2}} + - {label: 'QCDhighRange', asymerror: {plus: 0.04, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.6} + - {label: 'QCDvarElID', symerror: -0.5} + - {label: 'QCDfitUncert', symerror: 0.1} + - {label: 'QCDotherGen', symerror: 0.1} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'XsecTop', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'XsecDibos', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'BkgTtbarNorm', symerror: -0.7} + - {label: 'BkgMCstat', symerror: -0.2} + - {label: 'WHFmodel', symerror: 0.8} + - {label: 'LumiUncert', asymerror: {plus: 2.9, minus: -3.0}} + - {label: 'UnfoldMCstat', symerror: -0.6} + - {label: 'UnfoldOtherGen', symerror: 2.6} + - {label: 'UnfoldReweight', symerror: -0.4} + value: 135.0 + - errors: + - {label: 'Stat', symerror: 0.36} + - {label: 'JetScaleEff1', asymerror: {plus: 2.03, minus: -1.93}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.80, minus: -0.77}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.53, minus: 0.59}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.24, minus: -0.26}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.12, minus: -0.29}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.24, minus: -0.25}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.81, minus: -0.77}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.54, minus: -0.51}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScaleMC', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.08, minus: -0.05}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.15, minus: 0.15}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.29, minus: -0.27}} + - {label: 'JetScalePileup4', asymerror: {plus: 1.19, minus: -1.10}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.30, minus: -0.34}} + - {label: 'JetScaleFlav2', asymerror: {plus: -1.93, minus: 2.03}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 1.28} + - {label: 'JetSFBeff', asymerror: {plus: -0.78, minus: 0.79}} + - {label: 'JetSFCeff', asymerror: {plus: -0.21, minus: 0.18}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.18, minus: 0.13}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.41, minus: -0.40}} + - {label: 'ElScaleR12', asymerror: {plus: 0.23, minus: -0.22}} + - {label: 'ElScaleZee', asymerror: {plus: 0.32, minus: -0.32}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'ElResolution', symerror: -0.06} + - {label: 'ElSFReco', asymerror: {plus: 0.32, minus: -0.35}} + - {label: 'ElSFId', asymerror: {plus: 0.86, minus: -0.86}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.44, minus: -0.45}} + - {label: 'ElSFIso', asymerror: {plus: 0.18, minus: -0.20}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.001, minus: 0.003}} + - {label: 'METScale', asymerror: {plus: -0.52, minus: 0.58}} + - {label: 'METResLong', symerror: -0.45} + - {label: 'METResTrans', symerror: -0.45} + - {label: 'PileupWeight', asymerror: {plus: 0.14, minus: -0.16}} + - {label: 'QCDlowRange', asymerror: {plus: -0.05, minus: 0.13}} + - {label: 'QCDhighRange', asymerror: {plus: 0.02, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.30} + - {label: 'QCDvarElID', symerror: -0.30} + - {label: 'QCDfitUncert', symerror: 0.06} + - {label: 'QCDotherGen', symerror: 0.03} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'XsecTop', asymerror: {plus: 0.40, minus: -0.40}} + - {label: 'XsecDibos', asymerror: {plus: 0.06, minus: -0.06}} + - {label: 'BkgTtbarNorm', symerror: -0.39} + - {label: 'BkgMCstat', symerror: -0.14} + - {label: 'WHFmodel', symerror: 0.36} + - {label: 'LumiUncert', asymerror: {plus: 1.57, minus: -1.63}} + - {label: 'UnfoldMCstat', symerror: -0.46} + - {label: 'UnfoldOtherGen', symerror: 1.41} + - {label: 'UnfoldReweight', symerror: -0.20} + value: 73.55 + - errors: + - {label: 'Stat', symerror: 0.21} + - {label: 'JetScaleEff1', asymerror: {plus: 0.94, minus: -0.91}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.49, minus: -0.41}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.24, minus: 0.29}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.11, minus: -0.12}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.05, minus: -0.13}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.11, minus: -0.11}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.31, minus: -0.31}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.25, minus: -0.23}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.003, minus: 0.003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.004, minus: 0.004}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.04, minus: -0.02}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.07, minus: 0.07}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.13, minus: -0.13}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.43, minus: -0.46}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.14, minus: -0.16}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.86, minus: 0.89}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.004, minus: 0.003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.003, minus: 0.004}} + - {label: 'JetResolution10', symerror: 0.40} + - {label: 'JetSFBeff', asymerror: {plus: -0.37, minus: 0.37}} + - {label: 'JetSFCeff', asymerror: {plus: -0.10, minus: 0.08}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.08, minus: 0.06}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.003, minus: 0.003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.19, minus: -0.18}} + - {label: 'ElScaleR12', asymerror: {plus: 0.10, minus: -0.10}} + - {label: 'ElScaleZee', asymerror: {plus: 0.15, minus: -0.15}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.01}} + - {label: 'ElResolution', symerror: -0.03} + - {label: 'ElSFReco', asymerror: {plus: 0.15, minus: -0.16}} + - {label: 'ElSFId', asymerror: {plus: 0.40, minus: -0.39}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.20, minus: -0.21}} + - {label: 'ElSFIso', asymerror: {plus: 0.08, minus: -0.09}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0005, minus: 0.001}} + - {label: 'METScale', asymerror: {plus: -0.24, minus: 0.27}} + - {label: 'METResLong', symerror: -0.21} + - {label: 'METResTrans', symerror: -0.21} + - {label: 'PileupWeight', asymerror: {plus: 0.07, minus: -0.07}} + - {label: 'QCDlowRange', asymerror: {plus: -0.02, minus: 0.06}} + - {label: 'QCDhighRange', asymerror: {plus: 0.01, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.14} + - {label: 'QCDvarElID', symerror: -0.14} + - {label: 'QCDfitUncert', symerror: 0.03} + - {label: 'QCDotherGen', symerror: 0.01} + - {label: 'QCDfitRebin', symerror: 0.003} + - {label: 'XsecZ', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'XsecTop', asymerror: {plus: 0.19, minus: -0.19}} + - {label: 'XsecDibos', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'BkgTtbarNorm', symerror: -0.19} + - {label: 'BkgMCstat', symerror: -0.08} + - {label: 'WHFmodel', symerror: 0.11} + - {label: 'LumiUncert', asymerror: {plus: 0.72, minus: -0.75}} + - {label: 'UnfoldMCstat', symerror: -0.24} + - {label: 'UnfoldOtherGen', symerror: 0.68} + - {label: 'UnfoldReweight', symerror: -0.09} + value: 33.73 + - errors: + - {label: 'Stat', symerror: 0.13} + - {label: 'JetScaleEff1', asymerror: {plus: 0.32, minus: -0.34}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.22, minus: -0.22}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.09, minus: 0.11}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.02, minus: -0.05}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.11, minus: -0.12}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.09, minus: -0.09}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.03, minus: 0.03}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.05, minus: -0.05}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.15, minus: -0.15}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.05, minus: -0.06}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.28, minus: 0.30}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.16} + - {label: 'JetSFBeff', asymerror: {plus: -0.14, minus: 0.14}} + - {label: 'JetSFCeff', asymerror: {plus: -0.04, minus: 0.03}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.03, minus: 0.02}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.07, minus: -0.07}} + - {label: 'ElScaleR12', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'ElScaleZee', asymerror: {plus: 0.06, minus: -0.05}} + - {label: 'ElScalePS', asymerror: {plus: -0.002, minus: 0.003}} + - {label: 'ElResolution', symerror: -0.01} + - {label: 'ElSFReco', asymerror: {plus: 0.05, minus: -0.06}} + - {label: 'ElSFId', asymerror: {plus: 0.16, minus: -0.16}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.07, minus: -0.08}} + - {label: 'ElSFIso', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0002, minus: 0.001}} + - {label: 'METScale', asymerror: {plus: -0.09, minus: 0.10}} + - {label: 'METResLong', symerror: -0.08} + - {label: 'METResTrans', symerror: -0.08} + - {label: 'PileupWeight', asymerror: {plus: 0.02, minus: -0.03}} + - {label: 'QCDlowRange', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'QCDhighRange', asymerror: {plus: 0.004, minus: -0.002}} + - {label: 'QCDvarIso', symerror: -0.05} + - {label: 'QCDvarElID', symerror: -0.05} + - {label: 'QCDfitUncert', symerror: 0.01} + - {label: 'QCDotherGen', symerror: 0.01} + - {label: 'QCDfitRebin', symerror: 0.001} + - {label: 'XsecZ', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.07, minus: -0.07}} + - {label: 'XsecDibos', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'BkgTtbarNorm', symerror: -0.07} + - {label: 'BkgMCstat', symerror: -0.06} + - {label: 'WHFmodel', symerror: 0.08} + - {label: 'LumiUncert', asymerror: {plus: 0.27, minus: -0.28}} + - {label: 'UnfoldMCstat', symerror: -0.13} + - {label: 'UnfoldOtherGen', symerror: 0.35} + - {label: 'UnfoldReweight', symerror: -0.03} + value: 12.6 + - errors: + - {label: 'Stat', symerror: 0.082} + - {label: 'JetScaleEff1', asymerror: {plus: 0.139, minus: -0.164}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.095, minus: -0.096}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.039, minus: 0.046}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.018, minus: -0.019}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.009, minus: -0.021}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.017, minus: -0.018}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.049, minus: -0.050}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.039, minus: -0.037}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.006, minus: -0.004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.011, minus: 0.011}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.021, minus: -0.020}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.065, minus: -0.062}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.022, minus: -0.025}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.120, minus: 0.110}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0004, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.067} + - {label: 'JetSFBeff', asymerror: {plus: -0.059, minus: 0.059}} + - {label: 'JetSFCeff', asymerror: {plus: -0.015, minus: 0.013}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.013, minus: 0.010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.030, minus: -0.030}} + - {label: 'ElScaleR12', asymerror: {plus: 0.017, minus: -0.016}} + - {label: 'ElScaleZee', asymerror: {plus: 0.024, minus: -0.023}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.004} + - {label: 'ElSFReco', asymerror: {plus: 0.023, minus: -0.026}} + - {label: 'ElSFId', asymerror: {plus: 0.067, minus: -0.067}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.032, minus: -0.033}} + - {label: 'ElSFIso', asymerror: {plus: 0.013, minus: -0.015}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: -0.038, minus: 0.043}} + - {label: 'METResLong', symerror: -0.033} + - {label: 'METResTrans', symerror: -0.033} + - {label: 'PileupWeight', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'QCDlowRange', asymerror: {plus: -0.004, minus: 0.008}} + - {label: 'QCDhighRange', asymerror: {plus: 0.001, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.022} + - {label: 'QCDvarElID', symerror: -0.022} + - {label: 'QCDfitUncert', symerror: 0.005} + - {label: 'QCDotherGen', symerror: 0.004} + - {label: 'QCDfitRebin', symerror: 0.001} + - {label: 'XsecZ', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.027, minus: -0.027}} + - {label: 'XsecDibos', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'BkgTtbarNorm', symerror: -0.026} + - {label: 'BkgMCstat', symerror: -0.030} + - {label: 'WHFmodel', symerror: 0.017} + - {label: 'LumiUncert', asymerror: {plus: 0.115, minus: -0.120}} + - {label: 'UnfoldMCstat', symerror: -0.083} + - {label: 'UnfoldOtherGen', symerror: 0.148} + - {label: 'UnfoldReweight', symerror: -0.015} + value: 5.403 + - errors: + - {label: 'Stat', symerror: 0.055} + - {label: 'JetScaleEff1', asymerror: {plus: 0.074, minus: -0.067}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.045, minus: -0.066}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.018, minus: 0.022}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.008, minus: -0.009}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.004, minus: -0.010}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.008, minus: -0.009}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.023, minus: -0.024}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.019, minus: -0.018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.003, minus: -0.002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.005, minus: 0.005}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.010, minus: -0.009}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.031, minus: -0.029}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.010, minus: -0.012}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.057, minus: 0.052}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetResolution10', symerror: 0.031} + - {label: 'JetSFBeff', asymerror: {plus: -0.028, minus: 0.028}} + - {label: 'JetSFCeff', asymerror: {plus: -0.007, minus: 0.006}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.006, minus: 0.005}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.014, minus: -0.014}} + - {label: 'ElScaleR12', asymerror: {plus: 0.008, minus: -0.007}} + - {label: 'ElScaleZee', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.002} + - {label: 'ElSFReco', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'ElSFId', asymerror: {plus: 0.032, minus: -0.031}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.015, minus: -0.016}} + - {label: 'ElSFIso', asymerror: {plus: 0.006, minus: -0.007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: -0.018, minus: 0.020}} + - {label: 'METResLong', symerror: -0.016} + - {label: 'METResTrans', symerror: -0.016} + - {label: 'PileupWeight', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'QCDlowRange', asymerror: {plus: -0.002, minus: 0.004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.001, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.010} + - {label: 'QCDvarElID', symerror: -0.010} + - {label: 'QCDfitUncert', symerror: 0.002} + - {label: 'QCDotherGen', symerror: 0.002} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'XsecDibos', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'BkgTtbarNorm', symerror: -0.011} + - {label: 'BkgMCstat', symerror: -0.020} + - {label: 'WHFmodel', symerror: 0.012} + - {label: 'LumiUncert', asymerror: {plus: 0.054, minus: -0.056}} + - {label: 'UnfoldMCstat', symerror: -0.058} + - {label: 'UnfoldOtherGen', symerror: 0.070} + - {label: 'UnfoldReweight', symerror: -0.007} + value: 2.55 + - errors: + - {label: 'Stat', symerror: 0.037} + - {label: 'JetScaleEff1', asymerror: {plus: 0.036, minus: -0.033}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.042, minus: -0.033}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.009, minus: 0.011}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.002, minus: -0.005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.003, minus: 0.003}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.015, minus: -0.014}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.028, minus: 0.025}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.015} + - {label: 'JetSFBeff', asymerror: {plus: -0.014, minus: 0.014}} + - {label: 'JetSFCeff', asymerror: {plus: -0.004, minus: 0.003}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.003, minus: 0.002}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.007, minus: -0.007}} + - {label: 'ElScaleR12', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'ElScaleZee', asymerror: {plus: 0.006, minus: -0.005}} + - {label: 'ElScalePS', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'ElResolution', symerror: -0.001} + - {label: 'ElSFReco', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'ElSFId', asymerror: {plus: 0.015, minus: -0.015}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.007, minus: -0.008}} + - {label: 'ElSFIso', asymerror: {plus: 0.003, minus: -0.003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00002, minus: 0.00005}} + - {label: 'METScale', asymerror: {plus: -0.009, minus: 0.010}} + - {label: 'METResLong', symerror: -0.008} + - {label: 'METResTrans', symerror: -0.008} + - {label: 'PileupWeight', asymerror: {plus: 0.002, minus: -0.003}} + - {label: 'QCDlowRange', asymerror: {plus: -0.001, minus: 0.002}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.005} + - {label: 'QCDvarElID', symerror: -0.005} + - {label: 'QCDfitUncert', symerror: 0.001} + - {label: 'QCDotherGen', symerror: 0.0003} + - {label: 'QCDfitRebin', symerror: -0.000004} + - {label: 'XsecZ', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'XsecDibos', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'BkgTtbarNorm', symerror: -0.005} + - {label: 'BkgMCstat', symerror: -0.016} + - {label: 'WHFmodel', symerror: 0.014} + - {label: 'LumiUncert', asymerror: {plus: 0.027, minus: -0.028}} + - {label: 'UnfoldMCstat', symerror: -0.040} + - {label: 'UnfoldOtherGen', symerror: -0.127} + - {label: 'UnfoldReweight', symerror: -0.003} + value: 1.249 + - errors: + - {label: 'Stat', symerror: 0.0280} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0201, minus: -0.0182}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0232, minus: -0.0181}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0050, minus: 0.0059}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0023, minus: -0.0025}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0011, minus: -0.0027}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0022, minus: -0.0023}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0063, minus: -0.0065}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0051, minus: -0.0048}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0008, minus: -0.0005}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0015, minus: 0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0027, minus: -0.0026}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0083, minus: -0.0080}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0028, minus: -0.0032}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0155, minus: 0.0142}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.0086} + - {label: 'JetSFBeff', asymerror: {plus: -0.0076, minus: 0.0077}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0020, minus: 0.0017}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0017, minus: 0.0013}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0039, minus: -0.0038}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0022, minus: -0.0020}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0031, minus: -0.0030}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0006} + - {label: 'ElSFReco', asymerror: {plus: 0.0030, minus: -0.0033}} + - {label: 'ElSFId', asymerror: {plus: 0.0086, minus: -0.0086}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0041, minus: -0.0042}} + - {label: 'ElSFIso', asymerror: {plus: 0.0017, minus: -0.0019}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00001, minus: 0.00003}} + - {label: 'METScale', asymerror: {plus: -0.0049, minus: 0.0055}} + - {label: 'METResLong', symerror: -0.0043} + - {label: 'METResTrans', symerror: -0.0043} + - {label: 'PileupWeight', asymerror: {plus: 0.0014, minus: -0.0015}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0001, minus: 0.0004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0028} + - {label: 'QCDvarElID', symerror: -0.0028} + - {label: 'QCDfitUncert', symerror: 0.0001} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: -0.00003} + - {label: 'XsecZ', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.0026, minus: -0.0026}} + - {label: 'XsecDibos', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'BkgTtbarNorm', symerror: -0.0024} + - {label: 'BkgMCstat', symerror: -0.0073} + - {label: 'WHFmodel', symerror: 0.0063} + - {label: 'LumiUncert', asymerror: {plus: 0.0146, minus: -0.0152}} + - {label: 'UnfoldMCstat', symerror: -0.0321} + - {label: 'UnfoldOtherGen', symerror: 0.0821} + - {label: 'UnfoldReweight', symerror: -0.0019} + value: 0.696 + - errors: + - {label: 'Stat', symerror: 0.0151} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0087, minus: -0.0079}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0100, minus: -0.0078}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0022, minus: 0.0026}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0010, minus: -0.0011}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0005, minus: -0.0012}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0010, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0027, minus: -0.0028}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0022, minus: -0.0021}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.00002, minus: 0.00003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.00004, minus: 0.00003}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0003, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0006, minus: 0.0006}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0012, minus: -0.0011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0036, minus: -0.0035}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0012, minus: -0.0014}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0067, minus: 0.0061}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00004, minus: 0.00003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00002, minus: 0.00003}} + - {label: 'JetResolution10', symerror: 0.0037} + - {label: 'JetSFBeff', asymerror: {plus: -0.0033, minus: 0.0033}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0009, minus: 0.0007}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0007, minus: 0.0005}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.00003, minus: 0.00003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0017, minus: -0.0017}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0009, minus: -0.0009}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0013, minus: -0.0013}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0013, minus: -0.0014}} + - {label: 'ElSFId', asymerror: {plus: 0.0037, minus: -0.0037}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0018, minus: -0.0018}} + - {label: 'ElSFIso', asymerror: {plus: 0.0007, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.000004, minus: 0.00001}} + - {label: 'METScale', asymerror: {plus: -0.0021, minus: 0.0024}} + - {label: 'METResLong', symerror: -0.0019} + - {label: 'METResTrans', symerror: -0.0019} + - {label: 'PileupWeight', asymerror: {plus: 0.0006, minus: -0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0001, minus: 0.0003}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: -0.00002}} + - {label: 'QCDvarIso', symerror: -0.0012} + - {label: 'QCDvarElID', symerror: -0.0012} + - {label: 'QCDfitUncert', symerror: 0.0001} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: 0.00001} + - {label: 'XsecZ', asymerror: {plus: -0.00004, minus: 0.00004}} + - {label: 'XsecTop', asymerror: {plus: 0.0013, minus: -0.0013}} + - {label: 'XsecDibos', asymerror: {plus: 0.0003, minus: -0.0003}} + - {label: 'BkgTtbarNorm', symerror: -0.0009} + - {label: 'BkgMCstat', symerror: -0.0065} + - {label: 'WHFmodel', symerror: 0.0036} + - {label: 'LumiUncert', asymerror: {plus: 0.0066, minus: -0.0069}} + - {label: 'UnfoldMCstat', symerror: -0.0147} + - {label: 'UnfoldOtherGen', symerror: 0.0465} + - {label: 'UnfoldReweight', symerror: -0.0008} + value: 0.3016 + - errors: + - {label: 'Stat', symerror: 0.00597} + - {label: 'JetScaleEff1', asymerror: {plus: 0.00224, minus: -0.00203}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.00258, minus: -0.00201}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.00055, minus: 0.00066}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.00025, minus: -0.00027}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.00012, minus: -0.00030}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.00025, minus: -0.00026}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.00070, minus: -0.00072}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.00056, minus: -0.00053}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.00009, minus: -0.00005}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.00016, minus: 0.00016}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00030, minus: -0.00029}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.00093, minus: -0.00089}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.00032, minus: -0.00036}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.00172, minus: 0.00157}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetResolution10', symerror: 0.00095} + - {label: 'JetSFBeff', asymerror: {plus: -0.00085, minus: 0.00085}} + - {label: 'JetSFCeff', asymerror: {plus: -0.00022, minus: 0.00019}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.00019, minus: 0.00014}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.00043, minus: -0.00042}} + - {label: 'ElScaleR12', asymerror: {plus: 0.00024, minus: -0.00023}} + - {label: 'ElScaleZee', asymerror: {plus: 0.00034, minus: -0.00033}} + - {label: 'ElScalePS', asymerror: {plus: -0.00002, minus: 0.00002}} + - {label: 'ElResolution', symerror: -0.00006} + - {label: 'ElSFReco', asymerror: {plus: 0.00034, minus: -0.00037}} + - {label: 'ElSFId', asymerror: {plus: 0.00096, minus: -0.00095}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.00046, minus: -0.00047}} + - {label: 'ElSFIso', asymerror: {plus: 0.00019, minus: -0.00021}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.000001, minus: 0.000003}} + - {label: 'METScale', asymerror: {plus: -0.00055, minus: 0.00061}} + - {label: 'METResLong', symerror: -0.00048} + - {label: 'METResTrans', symerror: -0.00048} + - {label: 'PileupWeight', asymerror: {plus: 0.00015, minus: -0.00017}} + - {label: 'QCDlowRange', asymerror: {plus: -0.00003, minus: 0.00006}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00002, minus: -0.00001}} + - {label: 'QCDvarIso', symerror: -0.00032} + - {label: 'QCDvarElID', symerror: -0.00031} + - {label: 'QCDfitUncert', symerror: 0.00004} + - {label: 'QCDotherGen', symerror: 0.00006} + - {label: 'QCDfitRebin', symerror: -0.000004} + - {label: 'XsecZ', asymerror: {plus: -0.00003, minus: 0.00003}} + - {label: 'XsecTop', asymerror: {plus: 0.00027, minus: -0.00027}} + - {label: 'XsecDibos', asymerror: {plus: 0.00008, minus: -0.00008}} + - {label: 'BkgTtbarNorm', symerror: -0.00020} + - {label: 'BkgMCstat', symerror: -0.00184} + - {label: 'WHFmodel', symerror: 0.00085} + - {label: 'LumiUncert', asymerror: {plus: 0.00161, minus: -0.00167}} + - {label: 'UnfoldMCstat', symerror: -0.00652} + - {label: 'UnfoldOtherGen', symerror: 0.01194} + - {label: 'UnfoldReweight', symerror: -0.00021} + value: 0.0774 +- header: {name: '$d\sigma^{W^-}/dp_\text{T}^\text{W}\text{ [fb/GeV]}$'} + qualifiers: + - {name: 'Cross section', value: 'W- (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 96, minus: -94}} + - {label: 'JetScaleEff2', asymerror: {plus: -21, minus: 22}} + - {label: 'JetScaleEff3', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScaleEff4', asymerror: {plus: 1, minus: -1}} + - {label: 'JetScaleEff5', asymerror: {plus: -3, minus: 3}} + - {label: 'JetScaleEff6', asymerror: {plus: 6, minus: -6}} + - {label: 'JetScaleEta1', asymerror: {plus: 49, minus: -48}} + - {label: 'JetScaleEta2', asymerror: {plus: 25, minus: -24}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.2, minus: -0.2}} + - {label: 'JetScaleMC', asymerror: {plus: -0.3, minus: -0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 5, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -11, minus: 12}} + - {label: 'JetScalePileup3', asymerror: {plus: 3, minus: -2}} + - {label: 'JetScalePileup4', asymerror: {plus: 63, minus: -62}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 20, minus: -18}} + - {label: 'JetScaleFlav2', asymerror: {plus: -76, minus: 79}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.03}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetResolution10', symerror: 171} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFCeff', asymerror: {plus: -4, minus: 3}} + - {label: 'JetSFLmistag', asymerror: {plus: -3, minus: 3}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -18, minus: 9}} + - {label: 'ElScaleR12', asymerror: {plus: -1, minus: 1}} + - {label: 'ElScaleZee', asymerror: {plus: 16, minus: -17}} + - {label: 'ElScalePS', asymerror: {plus: -0.4, minus: 0.3}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 3, minus: -3}} + - {label: 'ElSFId', asymerror: {plus: 11, minus: -11}} + - {label: 'ElSFTrigger', asymerror: {plus: 9, minus: -9}} + - {label: 'ElSFIso', asymerror: {plus: 3, minus: -3}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.03, minus: -0.1}} + - {label: 'METScale', asymerror: {plus: -8, minus: 12}} + - {label: 'METResLong', symerror: 4} + - {label: 'METResTrans', symerror: -4} + - {label: 'PileupWeight', asymerror: {plus: 15, minus: -14}} + - {label: 'QCDlowRange', asymerror: {plus: -7, minus: 28}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -4}} + - {label: 'QCDvarIso', symerror: 6} + - {label: 'QCDvarElID', symerror: 52} + - {label: 'QCDfitUncert', symerror: 5} + - {label: 'QCDotherGen', symerror: 37} + - {label: 'QCDfitRebin', symerror: -0.5} + - {label: 'XsecZ', asymerror: {plus: -6, minus: 6}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: -4} + - {label: 'LumiUncert', asymerror: {plus: 33, minus: -35}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 29} + - {label: 'UnfoldReweight', symerror: 51} + value: 1618.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 203, minus: -204}} + - {label: 'JetScaleEff2', asymerror: {plus: -49, minus: 47}} + - {label: 'JetScaleEff3', asymerror: {plus: 5, minus: -7}} + - {label: 'JetScaleEff4', asymerror: {plus: 2, minus: -4}} + - {label: 'JetScaleEff5', asymerror: {plus: -9, minus: 7}} + - {label: 'JetScaleEff6', asymerror: {plus: 11, minus: -13}} + - {label: 'JetScaleEta1', asymerror: {plus: 100, minus: -98}} + - {label: 'JetScaleEta2', asymerror: {plus: 49, minus: -52}} + - {label: 'JetScaleHighPt', asymerror: {plus: -1, minus: -1}} + - {label: 'JetScaleMC', asymerror: {plus: -1, minus: -1}} + - {label: 'JetScalePileup1', asymerror: {plus: 9, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -21, minus: 24}} + - {label: 'JetScalePileup3', asymerror: {plus: 5, minus: -5}} + - {label: 'JetScalePileup4', asymerror: {plus: 134, minus: -132}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 41, minus: -40}} + - {label: 'JetScaleFlav2', asymerror: {plus: -161, minus: 164}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.3, minus: 0.2}} + - {label: 'JetResolution10', symerror: 378} + - {label: 'JetSFBeff', asymerror: {plus: -9, minus: 9}} + - {label: 'JetSFCeff', asymerror: {plus: -8, minus: 7}} + - {label: 'JetSFLmistag', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.4, minus: -0.2}} + - {label: 'JetJVFcut', asymerror: {plus: -39, minus: 19}} + - {label: 'ElScaleR12', asymerror: {plus: 6, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 41, minus: -44}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -3} + - {label: 'ElSFReco', asymerror: {plus: 9, minus: -10}} + - {label: 'ElSFId', asymerror: {plus: 29, minus: -31}} + - {label: 'ElSFTrigger', asymerror: {plus: 22, minus: -23}} + - {label: 'ElSFIso', asymerror: {plus: 7, minus: -7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.1, minus: -0.2}} + - {label: 'METScale', asymerror: {plus: -88, minus: 87}} + - {label: 'METResLong', symerror: -86} + - {label: 'METResTrans', symerror: -80} + - {label: 'PileupWeight', asymerror: {plus: 27, minus: -25}} + - {label: 'QCDlowRange', asymerror: {plus: -6, minus: 41}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -5}} + - {label: 'QCDvarIso', symerror: -2} + - {label: 'QCDvarElID', symerror: 34} + - {label: 'QCDfitUncert', symerror: 7} + - {label: 'QCDotherGen', symerror: 48} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -4, minus: 4}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -4} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: 21} + - {label: 'LumiUncert', asymerror: {plus: 82, minus: -85}} + - {label: 'UnfoldMCstat', symerror: -6} + - {label: 'UnfoldOtherGen', symerror: 306} + - {label: 'UnfoldReweight', symerror: -40} + value: 4037.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 91, minus: -92}} + - {label: 'JetScaleEff2', asymerror: {plus: -18, minus: 17}} + - {label: 'JetScaleEff3', asymerror: {plus: -2, minus: 2}} + - {label: 'JetScaleEff4', asymerror: {plus: 10, minus: -11}} + - {label: 'JetScaleEff5', asymerror: {plus: -4, minus: 3}} + - {label: 'JetScaleEff6', asymerror: {plus: 5, minus: -5}} + - {label: 'JetScaleEta1', asymerror: {plus: 41, minus: -40}} + - {label: 'JetScaleEta2', asymerror: {plus: 20, minus: -21}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.3, minus: -0.3}} + - {label: 'JetScaleMC', asymerror: {plus: -0.4, minus: -0.4}} + - {label: 'JetScalePileup1', asymerror: {plus: 3, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -7, minus: 10}} + - {label: 'JetScalePileup3', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScalePileup4', asymerror: {plus: 56, minus: -56}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 16, minus: -15}} + - {label: 'JetScaleFlav2', asymerror: {plus: -72, minus: 73}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.04}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetResolution10', symerror: 170} + - {label: 'JetSFBeff', asymerror: {plus: -7, minus: 7}} + - {label: 'JetSFCeff', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFLmistag', asymerror: {plus: -3, minus: 4}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -13, minus: 2}} + - {label: 'ElScaleR12', asymerror: {plus: 7, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 20, minus: -21}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 0.4}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 6, minus: -6}} + - {label: 'ElSFId', asymerror: {plus: 17, minus: -17}} + - {label: 'ElSFTrigger', asymerror: {plus: 12, minus: -12}} + - {label: 'ElSFIso', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.03, minus: -0.1}} + - {label: 'METScale', asymerror: {plus: -67, minus: 65}} + - {label: 'METResLong', symerror: -61} + - {label: 'METResTrans', symerror: -59} + - {label: 'PileupWeight', asymerror: {plus: 15, minus: -14}} + - {label: 'QCDlowRange', asymerror: {plus: -3, minus: 16}} + - {label: 'QCDhighRange', asymerror: {plus: 1, minus: -2}} + - {label: 'QCDvarIso', symerror: -6} + - {label: 'QCDvarElID', symerror: 3} + - {label: 'QCDfitUncert', symerror: 3} + - {label: 'QCDotherGen', symerror: 21} + - {label: 'QCDfitRebin', symerror: -0.3} + - {label: 'XsecZ', asymerror: {plus: -0.03, minus: 0.02}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 11} + - {label: 'LumiUncert', asymerror: {plus: 43, minus: -45}} + - {label: 'UnfoldMCstat', symerror: -3} + - {label: 'UnfoldOtherGen', symerror: 31} + - {label: 'UnfoldReweight', symerror: -13} + value: 2096.0 + - errors: + - {label: 'Stat', symerror: 0.7} + - {label: 'JetScaleEff1', asymerror: {plus: 30.2, minus: -30.1}} + - {label: 'JetScaleEff2', asymerror: {plus: -2.5, minus: 1.8}} + - {label: 'JetScaleEff3', asymerror: {plus: -2.5, minus: 2.7}} + - {label: 'JetScaleEff4', asymerror: {plus: 5.9, minus: -5.7}} + - {label: 'JetScaleEff5', asymerror: {plus: -1.5, minus: 1.3}} + - {label: 'JetScaleEff6', asymerror: {plus: 2.4, minus: -2.3}} + - {label: 'JetScaleEta1', asymerror: {plus: 13.0, minus: -12.4}} + - {label: 'JetScaleEta2', asymerror: {plus: 6.7, minus: -6.7}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.1, minus: -0.1}} + - {label: 'JetScaleMC', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 1.3, minus: -0.5}} + - {label: 'JetScalePileup2', asymerror: {plus: -2.0, minus: 2.7}} + - {label: 'JetScalePileup3', asymerror: {plus: 2.5, minus: -2.5}} + - {label: 'JetScalePileup4', asymerror: {plus: 18.1, minus: -18.0}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 4.5, minus: -4.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -25.1, minus: 25.4}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.04, minus: 0.02}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.04}} + - {label: 'JetResolution10', symerror: 44.8} + - {label: 'JetSFBeff', asymerror: {plus: -4.8, minus: 5.1}} + - {label: 'JetSFCeff', asymerror: {plus: -2.2, minus: 2.4}} + - {label: 'JetSFLmistag', asymerror: {plus: -1.5, minus: 1.7}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.1, minus: -0.03}} + - {label: 'JetJVFcut', asymerror: {plus: -3.1, minus: -2.5}} + - {label: 'ElScaleR12', asymerror: {plus: 3.7, minus: -3.3}} + - {label: 'ElScaleZee', asymerror: {plus: 7.0, minus: -6.6}} + - {label: 'ElScalePS', asymerror: {plus: -0.2, minus: 0.9}} + - {label: 'ElResolution', symerror: -0.6} + - {label: 'ElSFReco', asymerror: {plus: 3.0, minus: -2.9}} + - {label: 'ElSFId', asymerror: {plus: 8.0, minus: -7.9}} + - {label: 'ElSFTrigger', asymerror: {plus: 4.5, minus: -4.3}} + - {label: 'ElSFIso', asymerror: {plus: 1.8, minus: -1.7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.01, minus: -0.04}} + - {label: 'METScale', asymerror: {plus: -23.6, minus: 24.9}} + - {label: 'METResLong', symerror: -19.7} + - {label: 'METResTrans', symerror: -21.1} + - {label: 'PileupWeight', asymerror: {plus: 4.8, minus: -4.4}} + - {label: 'QCDlowRange', asymerror: {plus: -1.5, minus: 4.3}} + - {label: 'QCDhighRange', asymerror: {plus: 0.2, minus: -0.5}} + - {label: 'QCDvarIso', symerror: -2.9} + - {label: 'QCDvarElID', symerror: 1.4} + - {label: 'QCDfitUncert', symerror: 1.1} + - {label: 'QCDotherGen', symerror: 6.5} + - {label: 'QCDfitRebin', symerror: -0.1} + - {label: 'XsecZ', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'XsecTop', asymerror: {plus: 2.6, minus: -2.6}} + - {label: 'XsecDibos', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'BkgTtbarNorm', symerror: -2.3} + - {label: 'BkgMCstat', symerror: -0.6} + - {label: 'WHFmodel', symerror: 2.3} + - {label: 'LumiUncert', asymerror: {plus: 17.6, minus: -18.2}} + - {label: 'UnfoldMCstat', symerror: -1.8} + - {label: 'UnfoldOtherGen', symerror: 13.5} + - {label: 'UnfoldReweight', symerror: -1.7} + value: 834.0 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 11.1, minus: -11.1}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.8, minus: 0.8}} + - {label: 'JetScaleEff3', asymerror: {plus: -1.6, minus: 1.8}} + - {label: 'JetScaleEff4', asymerror: {plus: 2.3, minus: -2.0}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.7, minus: 0.6}} + - {label: 'JetScaleEff6', asymerror: {plus: 1.2, minus: -1.1}} + - {label: 'JetScaleEta1', asymerror: {plus: 4.8, minus: -4.5}} + - {label: 'JetScaleEta2', asymerror: {plus: 2.6, minus: -2.4}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.05, minus: -0.1}} + - {label: 'JetScaleMC', asymerror: {plus: -0.1, minus: -0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.6, minus: -0.2}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.7, minus: 1.1}} + - {label: 'JetScalePileup3', asymerror: {plus: 1.4, minus: -1.0}} + - {label: 'JetScalePileup4', asymerror: {plus: 6.9, minus: -6.6}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 1.7, minus: -1.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -10.2, minus: 10.3}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.03, minus: 0.02}} + - {label: 'JetResolution10', symerror: 12.5} + - {label: 'JetSFBeff', asymerror: {plus: -3.1, minus: 3.4}} + - {label: 'JetSFCeff', asymerror: {plus: -1.0, minus: 1.2}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.7, minus: 0.9}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.03, minus: -0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -1.4, minus: -1.7}} + - {label: 'ElScaleR12', asymerror: {plus: 1.7, minus: -1.3}} + - {label: 'ElScaleZee', asymerror: {plus: 2.5, minus: -2.1}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.4}} + - {label: 'ElResolution', symerror: -0.2} + - {label: 'ElSFReco', asymerror: {plus: 1.7, minus: -1.5}} + - {label: 'ElSFId', asymerror: {plus: 4.1, minus: -4.0}} + - {label: 'ElSFTrigger', asymerror: {plus: 2.1, minus: -1.9}} + - {label: 'ElSFIso', asymerror: {plus: 1.0, minus: -0.8}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.01, minus: -0.02}} + - {label: 'METScale', asymerror: {plus: -7.6, minus: 8.1}} + - {label: 'METResLong', symerror: -5.8} + - {label: 'METResTrans', symerror: -6.5} + - {label: 'PileupWeight', asymerror: {plus: 1.2, minus: -0.9}} + - {label: 'QCDlowRange', asymerror: {plus: -0.5, minus: 1.2}} + - {label: 'QCDhighRange', asymerror: {plus: 0.03, minus: -0.1}} + - {label: 'QCDvarIso', symerror: -1.6} + - {label: 'QCDvarElID', symerror: -1.9} + - {label: 'QCDfitUncert', symerror: 0.4} + - {label: 'QCDotherGen', symerror: 2.0} + - {label: 'QCDfitRebin', symerror: -0.02} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.7, minus: -1.7}} + - {label: 'XsecDibos', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'BkgTtbarNorm', symerror: -1.6} + - {label: 'BkgMCstat', symerror: -0.4} + - {label: 'WHFmodel', symerror: -0.2} + - {label: 'LumiUncert', asymerror: {plus: 7.7, minus: -8.0}} + - {label: 'UnfoldMCstat', symerror: -1.1} + - {label: 'UnfoldOtherGen', symerror: 7.6} + - {label: 'UnfoldReweight', symerror: -0.7} + value: 362.3 + - errors: + - {label: 'Stat', symerror: 0.4} + - {label: 'JetScaleEff1', asymerror: {plus: 4.8, minus: -5.1}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.1, minus: -0.9}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.9, minus: 1.1}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.7, minus: -0.6}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.6, minus: 0.3}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.6, minus: -0.5}} + - {label: 'JetScaleEta1', asymerror: {plus: 2.0, minus: -1.9}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.2, minus: -1.1}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.02, minus: -0.02}} + - {label: 'JetScaleMC', asymerror: {plus: -0.04, minus: -0.03}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.3, minus: -0.1}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.3, minus: 0.5}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'JetScalePileup4', asymerror: {plus: 3.0, minus: -3.0}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.8, minus: -0.7}} + - {label: 'JetScaleFlav2', asymerror: {plus: -5.0, minus: 4.8}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.01, minus: 0.004}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 4.5} + - {label: 'JetSFBeff', asymerror: {plus: -2.0, minus: 2.0}} + - {label: 'JetSFCeff', asymerror: {plus: -0.6, minus: 0.7}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.3, minus: 0.4}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.02, minus: -0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.9, minus: -1.0}} + - {label: 'ElScaleR12', asymerror: {plus: 0.7, minus: -0.6}} + - {label: 'ElScaleZee', asymerror: {plus: 0.9, minus: -0.9}} + - {label: 'ElScalePS', asymerror: {plus: -0.04, minus: 0.2}} + - {label: 'ElResolution', symerror: -0.1} + - {label: 'ElSFReco', asymerror: {plus: 0.9, minus: -0.8}} + - {label: 'ElSFId', asymerror: {plus: 2.1, minus: -2.1}} + - {label: 'ElSFTrigger', asymerror: {plus: 1.0, minus: -1.0}} + - {label: 'ElSFIso', asymerror: {plus: 0.5, minus: -0.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.003, minus: -0.01}} + - {label: 'METScale', asymerror: {plus: -3.0, minus: 3.0}} + - {label: 'METResLong', symerror: -2.5} + - {label: 'METResTrans', symerror: -2.6} + - {label: 'PileupWeight', asymerror: {plus: 0.6, minus: -0.4}} + - {label: 'QCDlowRange', asymerror: {plus: -0.2, minus: 0.4}} + - {label: 'QCDhighRange', asymerror: {plus: 0.01, minus: -0.05}} + - {label: 'QCDvarIso', symerror: -0.9} + - {label: 'QCDvarElID', symerror: -0.8} + - {label: 'QCDfitUncert', symerror: 0.2} + - {label: 'QCDotherGen', symerror: 0.8} + - {label: 'QCDfitRebin', symerror: -0.005} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.0, minus: -1.0}} + - {label: 'XsecDibos', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'BkgTtbarNorm', symerror: -1.0} + - {label: 'BkgMCstat', symerror: -0.3} + - {label: 'WHFmodel', symerror: -0.1} + - {label: 'LumiUncert', asymerror: {plus: 3.7, minus: -3.9}} + - {label: 'UnfoldMCstat', symerror: -0.8} + - {label: 'UnfoldOtherGen', symerror: 3.9} + - {label: 'UnfoldReweight', symerror: -0.3} + value: 171.2 + - errors: + - {label: 'Stat', symerror: 0.39} + - {label: 'JetScaleEff1', asymerror: {plus: 2.57, minus: -2.49}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.88, minus: -0.74}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.64, minus: 0.64}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.34, minus: -0.28}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.29, minus: 0.13}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.32, minus: -0.26}} + - {label: 'JetScaleEta1', asymerror: {plus: 1.04, minus: -0.95}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.69, minus: -0.65}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScaleMC', asymerror: {plus: -0.02, minus: -0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.13, minus: -0.05}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.18, minus: 0.26}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.37, minus: -0.33}} + - {label: 'JetScalePileup4', asymerror: {plus: 1.47, minus: -1.44}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.47, minus: -0.45}} + - {label: 'JetScaleFlav2', asymerror: {plus: -2.58, minus: 2.53}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.005}} + - {label: 'JetResolution10', symerror: 1.88} + - {label: 'JetSFBeff', asymerror: {plus: -1.15, minus: 1.23}} + - {label: 'JetSFCeff', asymerror: {plus: -0.32, minus: 0.34}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.17, minus: 0.21}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.01, minus: -0.004}} + - {label: 'JetJVFcut', asymerror: {plus: -0.61, minus: -0.51}} + - {label: 'ElScaleR12', asymerror: {plus: 0.34, minus: -0.32}} + - {label: 'ElScaleZee', asymerror: {plus: 0.43, minus: -0.44}} + - {label: 'ElScalePS', asymerror: {plus: -0.02, minus: 0.09}} + - {label: 'ElResolution', symerror: -0.06} + - {label: 'ElSFReco', asymerror: {plus: 0.48, minus: -0.44}} + - {label: 'ElSFId', asymerror: {plus: 1.14, minus: -1.15}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.58, minus: -0.56}} + - {label: 'ElSFIso', asymerror: {plus: 0.25, minus: -0.20}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.001, minus: -0.004}} + - {label: 'METScale', asymerror: {plus: -1.40, minus: 1.37}} + - {label: 'METResLong', symerror: -1.10} + - {label: 'METResTrans', symerror: -1.27} + - {label: 'PileupWeight', asymerror: {plus: 0.29, minus: -0.21}} + - {label: 'QCDlowRange', asymerror: {plus: -0.10, minus: 0.20}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0003, minus: -0.02}} + - {label: 'QCDvarIso', symerror: -0.48} + - {label: 'QCDvarElID', symerror: -0.40} + - {label: 'QCDfitUncert', symerror: 0.09} + - {label: 'QCDotherGen', symerror: 0.37} + - {label: 'QCDfitRebin', symerror: -0.001} + - {label: 'XsecZ', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'XsecTop', asymerror: {plus: 0.61, minus: -0.61}} + - {label: 'XsecDibos', asymerror: {plus: 0.09, minus: -0.09}} + - {label: 'BkgTtbarNorm', symerror: -0.61} + - {label: 'BkgMCstat', symerror: -0.18} + - {label: 'WHFmodel', symerror: -0.12} + - {label: 'LumiUncert', asymerror: {plus: 1.90, minus: -1.98}} + - {label: 'UnfoldMCstat', symerror: -0.50} + - {label: 'UnfoldOtherGen', symerror: 1.27} + - {label: 'UnfoldReweight', symerror: -0.18} + value: 86.49 + - errors: + - {label: 'Stat', symerror: 0.28} + - {label: 'JetScaleEff1', asymerror: {plus: 1.43, minus: -1.32}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.56, minus: -0.58}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.34, minus: 0.38}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.18, minus: -0.15}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.16, minus: 0.07}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.17, minus: -0.14}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.54, minus: -0.50}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.33, minus: -0.36}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScaleMC', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.07, minus: -0.03}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.09, minus: 0.14}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.20, minus: -0.18}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.67, minus: -0.74}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.25, minus: -0.24}} + - {label: 'JetScaleFlav2', asymerror: {plus: -1.41, minus: 1.38}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetResolution10', symerror: 0.84} + - {label: 'JetSFBeff', asymerror: {plus: -0.68, minus: 0.72}} + - {label: 'JetSFCeff', asymerror: {plus: -0.17, minus: 0.18}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.09, minus: 0.11}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.004, minus: -0.002}} + - {label: 'JetJVFcut', asymerror: {plus: -0.40, minus: -0.40}} + - {label: 'ElScaleR12', asymerror: {plus: 0.18, minus: -0.17}} + - {label: 'ElScaleZee', asymerror: {plus: 0.23, minus: -0.23}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.05}} + - {label: 'ElResolution', symerror: -0.03} + - {label: 'ElSFReco', asymerror: {plus: 0.25, minus: -0.23}} + - {label: 'ElSFId', asymerror: {plus: 0.61, minus: -0.66}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.31, minus: -0.30}} + - {label: 'ElSFIso', asymerror: {plus: 0.14, minus: -0.11}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.001, minus: -0.002}} + - {label: 'METScale', asymerror: {plus: -0.68, minus: 0.65}} + - {label: 'METResLong', symerror: -0.60} + - {label: 'METResTrans', symerror: -0.56} + - {label: 'PileupWeight', asymerror: {plus: 0.15, minus: -0.11}} + - {label: 'QCDlowRange', asymerror: {plus: -0.05, minus: 0.11}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.32} + - {label: 'QCDvarElID', symerror: -0.21} + - {label: 'QCDfitUncert', symerror: 0.05} + - {label: 'QCDotherGen', symerror: 0.20} + - {label: 'QCDfitRebin', symerror: -0.001} + - {label: 'XsecZ', asymerror: {plus: 0.02, minus: -0.02}} + - {label: 'XsecTop', asymerror: {plus: 0.36, minus: -0.36}} + - {label: 'XsecDibos', asymerror: {plus: 0.05, minus: -0.05}} + - {label: 'BkgTtbarNorm', symerror: -0.36} + - {label: 'BkgMCstat', symerror: -0.13} + - {label: 'WHFmodel', symerror: -0.10} + - {label: 'LumiUncert', asymerror: {plus: 1.03, minus: -1.07}} + - {label: 'UnfoldMCstat', symerror: -0.35} + - {label: 'UnfoldOtherGen', symerror: 1.90} + - {label: 'UnfoldReweight', symerror: -0.09} + value: 46.16 + - errors: + - {label: 'Stat', symerror: 0.16} + - {label: 'JetScaleEff1', asymerror: {plus: 0.58, minus: -0.64}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.29, minus: -0.30}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.20, minus: 0.17}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.08, minus: -0.07}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.07, minus: 0.03}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.07, minus: -0.06}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.20, minus: -0.22}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.15, minus: -0.16}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.003, minus: -0.003}} + - {label: 'JetScaleMC', asymerror: {plus: -0.004, minus: -0.004}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.03, minus: -0.01}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.04, minus: 0.06}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.09, minus: -0.08}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.28, minus: -0.27}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.11, minus: -0.10}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.60, minus: 0.56}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.001, minus: 0.0004}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.31} + - {label: 'JetSFBeff', asymerror: {plus: -0.32, minus: 0.34}} + - {label: 'JetSFCeff', asymerror: {plus: -0.08, minus: 0.08}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.04, minus: 0.05}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.002, minus: -0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.18, minus: -0.17}} + - {label: 'ElScaleR12', asymerror: {plus: 0.08, minus: -0.07}} + - {label: 'ElScaleZee', asymerror: {plus: 0.10, minus: -0.10}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'ElResolution', symerror: -0.01} + - {label: 'ElSFReco', asymerror: {plus: 0.11, minus: -0.10}} + - {label: 'ElSFId', asymerror: {plus: 0.27, minus: -0.28}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.14, minus: -0.13}} + - {label: 'ElSFIso', asymerror: {plus: 0.06, minus: -0.05}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0003, minus: -0.001}} + - {label: 'METScale', asymerror: {plus: -0.22, minus: 0.26}} + - {label: 'METResLong', symerror: -0.25} + - {label: 'METResTrans', symerror: -0.27} + - {label: 'PileupWeight', asymerror: {plus: 0.07, minus: -0.05}} + - {label: 'QCDlowRange', asymerror: {plus: -0.02, minus: 0.04}} + - {label: 'QCDhighRange', asymerror: {plus: -0.001, minus: -0.004}} + - {label: 'QCDvarIso', symerror: -0.14} + - {label: 'QCDvarElID', symerror: -0.09} + - {label: 'QCDfitUncert', symerror: 0.02} + - {label: 'QCDotherGen', symerror: 0.08} + - {label: 'QCDfitRebin', symerror: -0.0004} + - {label: 'XsecZ', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'XsecTop', asymerror: {plus: 0.17, minus: -0.17}} + - {label: 'XsecDibos', asymerror: {plus: 0.02, minus: -0.02}} + - {label: 'BkgTtbarNorm', symerror: -0.17} + - {label: 'BkgMCstat', symerror: -0.08} + - {label: 'WHFmodel', symerror: 0.03} + - {label: 'LumiUncert', asymerror: {plus: 0.46, minus: -0.47}} + - {label: 'UnfoldMCstat', symerror: -0.18} + - {label: 'UnfoldOtherGen', symerror: 0.42} + - {label: 'UnfoldReweight', symerror: -0.04} + value: 20.34 + - errors: + - {label: 'Stat', symerror: 0.096} + - {label: 'JetScaleEff1', asymerror: {plus: 0.212, minus: -0.222}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.138, minus: -0.129}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.070, minus: 0.060}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.028, minus: -0.023}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.024, minus: 0.011}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.027, minus: -0.021}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.072, minus: -0.079}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.053, minus: -0.057}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'JetScaleMC', asymerror: {plus: -0.002, minus: -0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.011, minus: -0.004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.015, minus: 0.022}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.031, minus: -0.028}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.099, minus: -0.096}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.040, minus: -0.037}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.179, minus: 0.193}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0003, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.001, minus: 0.0004}} + - {label: 'JetResolution10', symerror: 0.109} + - {label: 'JetSFBeff', asymerror: {plus: -0.118, minus: 0.133}} + - {label: 'JetSFCeff', asymerror: {plus: -0.027, minus: 0.029}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.014, minus: 0.017}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.001, minus: -0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.064, minus: -0.063}} + - {label: 'ElScaleR12', asymerror: {plus: 0.029, minus: -0.027}} + - {label: 'ElScaleZee', asymerror: {plus: 0.036, minus: -0.037}} + - {label: 'ElScalePS', asymerror: {plus: -0.002, minus: 0.008}} + - {label: 'ElResolution', symerror: -0.005} + - {label: 'ElSFReco', asymerror: {plus: 0.040, minus: -0.037}} + - {label: 'ElSFId', asymerror: {plus: 0.097, minus: -0.102}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.049, minus: -0.047}} + - {label: 'ElSFIso', asymerror: {plus: 0.021, minus: -0.017}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0001, minus: -0.0004}} + - {label: 'METScale', asymerror: {plus: -0.078, minus: 0.091}} + - {label: 'METResLong', symerror: -0.088} + - {label: 'METResTrans', symerror: -0.097} + - {label: 'PileupWeight', asymerror: {plus: 0.024, minus: -0.018}} + - {label: 'QCDlowRange', asymerror: {plus: -0.008, minus: 0.015}} + - {label: 'QCDhighRange', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.050} + - {label: 'QCDvarElID', symerror: -0.034} + - {label: 'QCDfitUncert', symerror: 0.012} + - {label: 'QCDotherGen', symerror: 0.027} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'XsecTop', asymerror: {plus: 0.064, minus: -0.065}} + - {label: 'XsecDibos', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'BkgTtbarNorm', symerror: -0.065} + - {label: 'BkgMCstat', symerror: -0.044} + - {label: 'WHFmodel', symerror: -0.013} + - {label: 'LumiUncert', asymerror: {plus: 0.164, minus: -0.170}} + - {label: 'UnfoldMCstat', symerror: -0.104} + - {label: 'UnfoldOtherGen', symerror: 0.148} + - {label: 'UnfoldReweight', symerror: -0.015} + value: 7.263 + - errors: + - {label: 'Stat', symerror: 0.060} + - {label: 'JetScaleEff1', asymerror: {plus: 0.087, minus: -0.082}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.056, minus: -0.053}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.029, minus: 0.025}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.012, minus: -0.010}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.010, minus: 0.005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.011, minus: -0.009}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.030, minus: -0.032}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.022, minus: -0.023}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0004, minus: -0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.005, minus: -0.002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.006, minus: 0.009}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.013, minus: -0.011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.041, minus: -0.039}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.016, minus: -0.015}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.073, minus: 0.074}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetResolution10', symerror: 0.045} + - {label: 'JetSFBeff', asymerror: {plus: -0.049, minus: 0.054}} + - {label: 'JetSFCeff', asymerror: {plus: -0.011, minus: 0.012}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.006, minus: 0.007}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0003, minus: -0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.026, minus: -0.026}} + - {label: 'ElScaleR12', asymerror: {plus: 0.012, minus: -0.011}} + - {label: 'ElScaleZee', asymerror: {plus: 0.015, minus: -0.015}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.003}} + - {label: 'ElResolution', symerror: -0.002} + - {label: 'ElSFReco', asymerror: {plus: 0.016, minus: -0.015}} + - {label: 'ElSFId', asymerror: {plus: 0.040, minus: -0.042}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.020, minus: -0.019}} + - {label: 'ElSFIso', asymerror: {plus: 0.009, minus: -0.007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00005, minus: -0.0002}} + - {label: 'METScale', asymerror: {plus: -0.032, minus: 0.037}} + - {label: 'METResLong', symerror: -0.036} + - {label: 'METResTrans', symerror: -0.040} + - {label: 'PileupWeight', asymerror: {plus: 0.010, minus: -0.007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.003, minus: 0.007}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0001, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.020} + - {label: 'QCDvarElID', symerror: -0.014} + - {label: 'QCDfitUncert', symerror: 0.004} + - {label: 'QCDotherGen', symerror: 0.013} + - {label: 'QCDfitRebin', symerror: 0.00003} + - {label: 'XsecZ', asymerror: {plus: 0.0004, minus: -0.0004}} + - {label: 'XsecTop', asymerror: {plus: 0.025, minus: -0.025}} + - {label: 'XsecDibos', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'BkgTtbarNorm', symerror: -0.025} + - {label: 'BkgMCstat', symerror: -0.026} + - {label: 'WHFmodel', symerror: -0.016} + - {label: 'LumiUncert', asymerror: {plus: 0.067, minus: -0.070}} + - {label: 'UnfoldMCstat', symerror: -0.067} + - {label: 'UnfoldOtherGen', symerror: 0.061} + - {label: 'UnfoldReweight', symerror: -0.006} + value: 2.979 + - errors: + - {label: 'Stat', symerror: 0.040} + - {label: 'JetScaleEff1', asymerror: {plus: 0.049, minus: -0.036}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.049, minus: -0.023}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.013, minus: 0.011}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.005, minus: -0.004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.005, minus: -0.004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.013, minus: -0.014}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.010, minus: -0.010}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0002, minus: -0.0002}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0003, minus: -0.0002}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.002, minus: -0.001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.003, minus: 0.004}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.006, minus: -0.005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.018, minus: -0.017}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.032, minus: 0.033}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.00003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.020} + - {label: 'JetSFBeff', asymerror: {plus: -0.021, minus: 0.024}} + - {label: 'JetSFCeff', asymerror: {plus: -0.005, minus: 0.005}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.003, minus: 0.003}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.012, minus: -0.011}} + - {label: 'ElScaleR12', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'ElScaleZee', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'ElScalePS', asymerror: {plus: -0.0003, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.001} + - {label: 'ElSFReco', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'ElSFId', asymerror: {plus: 0.018, minus: -0.018}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'ElSFIso', asymerror: {plus: 0.004, minus: -0.003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00002, minus: -0.0001}} + - {label: 'METScale', asymerror: {plus: -0.014, minus: 0.017}} + - {label: 'METResLong', symerror: -0.016} + - {label: 'METResTrans', symerror: -0.018} + - {label: 'PileupWeight', asymerror: {plus: 0.004, minus: -0.003}} + - {label: 'QCDlowRange', asymerror: {plus: -0.001, minus: 0.002}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0001, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.009} + - {label: 'QCDvarElID', symerror: -0.006} + - {label: 'QCDfitUncert', symerror: 0.001} + - {label: 'QCDotherGen', symerror: 0.004} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'XsecDibos', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'BkgTtbarNorm', symerror: -0.010} + - {label: 'BkgMCstat', symerror: -0.018} + - {label: 'WHFmodel', symerror: -0.009} + - {label: 'LumiUncert', asymerror: {plus: 0.030, minus: -0.031}} + - {label: 'UnfoldMCstat', symerror: -0.041} + - {label: 'UnfoldOtherGen', symerror: 0.027} + - {label: 'UnfoldReweight', symerror: -0.003} + value: 1.319 + - errors: + - {label: 'Stat', symerror: 0.0254} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0231, minus: -0.0172}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0229, minus: -0.0293}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0060, minus: 0.0052}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0024, minus: -0.0020}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0021, minus: 0.0010}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0023, minus: -0.0018}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0062, minus: -0.0067}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0045, minus: -0.0049}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0010, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0013, minus: 0.0019}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0027, minus: -0.0024}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0085, minus: -0.0082}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0034, minus: -0.0032}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0153, minus: 0.0154}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00003, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.00003}} + - {label: 'JetResolution10', symerror: 0.0093} + - {label: 'JetSFBeff', asymerror: {plus: -0.0102, minus: 0.0114}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0023, minus: 0.0025}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0001, minus: -0.00003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0054, minus: -0.0054}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0025, minus: -0.0023}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0031, minus: -0.0031}} + - {label: 'ElScalePS', asymerror: {plus: -0.0002, minus: 0.0007}} + - {label: 'ElResolution', symerror: -0.0004} + - {label: 'ElSFReco', asymerror: {plus: 0.0034, minus: -0.0031}} + - {label: 'ElSFId', asymerror: {plus: 0.0083, minus: -0.0087}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0042, minus: -0.0040}} + - {label: 'ElSFIso', asymerror: {plus: 0.0018, minus: -0.0014}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00001, minus: -0.00003}} + - {label: 'METScale', asymerror: {plus: -0.0067, minus: 0.0078}} + - {label: 'METResLong', symerror: -0.0075} + - {label: 'METResTrans', symerror: -0.0083} + - {label: 'PileupWeight', asymerror: {plus: 0.0021, minus: -0.0015}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0006, minus: 0.0011}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00004, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0043} + - {label: 'QCDvarElID', symerror: -0.0029} + - {label: 'QCDfitUncert', symerror: 0.0004} + - {label: 'QCDotherGen', symerror: 0.0021} + - {label: 'QCDfitRebin', symerror: -0.00002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.0046, minus: -0.0046}} + - {label: 'XsecDibos', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'BkgTtbarNorm', symerror: -0.0046} + - {label: 'BkgMCstat', symerror: -0.0095} + - {label: 'WHFmodel', symerror: -0.0060} + - {label: 'LumiUncert', asymerror: {plus: 0.0136, minus: -0.0142}} + - {label: 'UnfoldMCstat', symerror: -0.0291} + - {label: 'UnfoldOtherGen', symerror: 0.0127} + - {label: 'UnfoldReweight', symerror: -0.0013} + value: 0.6226 + - errors: + - {label: 'Stat', symerror: 0.0186} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0124, minus: -0.0092}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0123, minus: -0.0157}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0032, minus: 0.0028}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0013, minus: -0.0011}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0011, minus: 0.0005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0012, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0033, minus: -0.0036}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0024, minus: -0.0026}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.00005, minus: -0.00005}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0005, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0007, minus: 0.0010}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0014, minus: -0.0013}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0045, minus: -0.0044}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0018, minus: -0.0017}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0082, minus: 0.0083}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00002, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00003, minus: 0.00002}} + - {label: 'JetResolution10', symerror: 0.0050} + - {label: 'JetSFBeff', asymerror: {plus: -0.0054, minus: 0.0061}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0012, minus: 0.0013}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0006, minus: 0.0008}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.00003, minus: -0.00001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0029, minus: -0.0029}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0013, minus: -0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0017, minus: -0.0017}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0004}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0018, minus: -0.0017}} + - {label: 'ElSFId', asymerror: {plus: 0.0044, minus: -0.0047}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0022, minus: -0.0022}} + - {label: 'ElSFIso', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00001, minus: -0.00002}} + - {label: 'METScale', asymerror: {plus: -0.0036, minus: 0.0042}} + - {label: 'METResLong', symerror: -0.0040} + - {label: 'METResTrans', symerror: -0.0044} + - {label: 'PileupWeight', asymerror: {plus: 0.0011, minus: -0.0008}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00003, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0023} + - {label: 'QCDvarElID', symerror: -0.0015} + - {label: 'QCDfitUncert', symerror: 0.0003} + - {label: 'QCDotherGen', symerror: 0.0016} + - {label: 'QCDfitRebin', symerror: 0.00002} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.0020, minus: -0.0020}} + - {label: 'XsecDibos', asymerror: {plus: 0.0005, minus: -0.0005}} + - {label: 'BkgTtbarNorm', symerror: -0.0022} + - {label: 'BkgMCstat', symerror: -0.0075} + - {label: 'WHFmodel', symerror: 0.0070} + - {label: 'LumiUncert', asymerror: {plus: 0.0072, minus: -0.0075}} + - {label: 'UnfoldMCstat', symerror: -0.0210} + - {label: 'UnfoldOtherGen', symerror: 0.0068} + - {label: 'UnfoldReweight', symerror: -0.0007} + value: 0.3336 + - errors: + - {label: 'Stat', symerror: 0.0100} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0045, minus: -0.0034}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0045, minus: -0.0058}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0012, minus: 0.0010}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0004, minus: 0.0002}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0004, minus: -0.0004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0012, minus: -0.0013}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0009, minus: -0.0010}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.00002, minus: -0.00002}} + - {label: 'JetScaleMC', asymerror: {plus: -0.00003, minus: -0.00002}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0002, minus: -0.0001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: 0.0004}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0005, minus: -0.0005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0017, minus: -0.0016}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0007, minus: -0.0006}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0030, minus: 0.0030}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00001, minus: 0.000003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetResolution10', symerror: 0.0018} + - {label: 'JetSFBeff', asymerror: {plus: -0.0020, minus: 0.0022}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.00001, minus: -0.000005}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0011, minus: -0.0011}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'ElScalePS', asymerror: {plus: -0.00003, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0001} + - {label: 'ElSFReco', asymerror: {plus: 0.0007, minus: -0.0006}} + - {label: 'ElSFId', asymerror: {plus: 0.0016, minus: -0.0017}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'ElSFIso', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.000002, minus: -0.00001}} + - {label: 'METScale', asymerror: {plus: -0.0013, minus: 0.0015}} + - {label: 'METResLong', symerror: -0.0015} + - {label: 'METResTrans', symerror: -0.0016} + - {label: 'PileupWeight', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'QCDlowRange', asymerror: {plus: 0.00001, minus: 0.0001}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00001, minus: -0.00001}} + - {label: 'QCDvarIso', symerror: -0.0008} + - {label: 'QCDvarElID', symerror: -0.0006} + - {label: 'QCDfitUncert', symerror: 0.00000005} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: 0.000002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.0009, minus: -0.0009}} + - {label: 'XsecDibos', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'BkgTtbarNorm', symerror: -0.0009} + - {label: 'BkgMCstat', symerror: -0.0032} + - {label: 'WHFmodel', symerror: 0.0014} + - {label: 'LumiUncert', asymerror: {plus: 0.0028, minus: -0.0029}} + - {label: 'UnfoldMCstat', symerror: -0.0092} + - {label: 'UnfoldOtherGen', symerror: 0.0025} + - {label: 'UnfoldReweight', symerror: -0.0002} + value: 0.1224 + - errors: + - {label: 'Stat', symerror: 0.00345} + - {label: 'JetScaleEff1', asymerror: {plus: 0.00105, minus: -0.00078}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.00104, minus: -0.00133}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.00027, minus: 0.00024}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.00011, minus: -0.00009}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.00010, minus: 0.00004}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.00010, minus: -0.00008}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.00028, minus: -0.00031}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.00021, minus: -0.00022}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.000004, minus: -0.000004}} + - {label: 'JetScaleMC', asymerror: {plus: -0.00001, minus: -0.000005}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.00004, minus: -0.00002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.00006, minus: 0.00008}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00012, minus: -0.00011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.00039, minus: -0.00037}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.00015, minus: -0.00015}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.00070, minus: 0.00070}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.000001, minus: 0.000001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.000002, minus: 0.000001}} + - {label: 'JetResolution10', symerror: 0.00043} + - {label: 'JetSFBeff', asymerror: {plus: -0.00046, minus: 0.00052}} + - {label: 'JetSFCeff', asymerror: {plus: -0.00011, minus: 0.00011}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.00005, minus: 0.00007}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.000003, minus: -0.000001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.00025, minus: -0.00024}} + - {label: 'ElScaleR12', asymerror: {plus: 0.00011, minus: -0.00010}} + - {label: 'ElScaleZee', asymerror: {plus: 0.00014, minus: -0.00014}} + - {label: 'ElScalePS', asymerror: {plus: -0.00001, minus: 0.00003}} + - {label: 'ElResolution', symerror: -0.00002} + - {label: 'ElSFReco', asymerror: {plus: 0.00016, minus: -0.00014}} + - {label: 'ElSFId', asymerror: {plus: 0.00038, minus: -0.00040}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.00019, minus: -0.00018}} + - {label: 'ElSFIso', asymerror: {plus: 0.00008, minus: -0.00007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0000004, minus: -0.000001}} + - {label: 'METScale', asymerror: {plus: -0.00030, minus: 0.00036}} + - {label: 'METResLong', symerror: -0.00034} + - {label: 'METResTrans', symerror: -0.00038} + - {label: 'PileupWeight', asymerror: {plus: 0.00009, minus: -0.00007}} + - {label: 'QCDlowRange', asymerror: {plus: 0.00001, minus: -0.00001}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0000002, minus: 0.000001}} + - {label: 'QCDvarIso', symerror: -0.00019} + - {label: 'QCDvarElID', symerror: -0.00013} + - {label: 'QCDfitUncert', symerror: -0.000003} + - {label: 'QCDotherGen', symerror: -0.00002} + - {label: 'QCDfitRebin', symerror: -0.00000001} + - {label: 'XsecZ', asymerror: {plus: 0.00006, minus: -0.00006}} + - {label: 'XsecTop', asymerror: {plus: 0.00014, minus: -0.00014}} + - {label: 'XsecDibos', asymerror: {plus: 0.00008, minus: -0.00008}} + - {label: 'BkgTtbarNorm', symerror: -0.00013} + - {label: 'BkgMCstat', symerror: -0.00099} + - {label: 'WHFmodel', symerror: -0.00075} + - {label: 'LumiUncert', asymerror: {plus: 0.00064, minus: -0.00066}} + - {label: 'UnfoldMCstat', symerror: -0.00404} + - {label: 'UnfoldOtherGen', symerror: 0.00058} + - {label: 'UnfoldReweight', symerror: -0.00006} + value: 0.02836 +- header: {name: '$d\sigma^{W^+}/dp_\text{T}^\text{W} / d\sigma^{W^-}/dp_\text{T}^\text{W}$'} + qualifiers: + - {name: 'Cross section', value: 'W+/W- (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 0.0015} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0067, minus: 0.0068}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0009, minus: 0.0003}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0006, minus: -0.00004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0004, minus: 0.0007}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0004, minus: 0.0009}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0023, minus: 0.0030}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0013, minus: 0.0018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0010, minus: -0.0004}} + - {label: 'JetScalePileup2', asymerror: {plus: 0.0015, minus: -0.0005}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0004, minus: 0.00001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0038, minus: 0.0038}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0013, minus: 0.0003}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0055, minus: -0.0066}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0174} + - {label: 'JetSFBeff', asymerror: {plus: 0.0016, minus: -0.0009}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0012, minus: -0.0005}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0021, minus: 0.0010}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0004, minus: 0.0003}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0019, minus: 0.0007}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.00001}} + - {label: 'ElResolution', symerror: -0.0008} + - {label: 'ElSFReco', asymerror: {plus: 0.0005, minus: -0.0001}} + - {label: 'ElSFId', asymerror: {plus: 0.0015, minus: -0.0008}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0005, minus: -0.0009}} + - {label: 'ElSFIso', asymerror: {plus: 0.0004, minus: -0.00005}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0102, minus: -0.0098}} + - {label: 'METResLong', symerror: 0.0092} + - {label: 'METResTrans', symerror: 0.0105} + - {label: 'PileupWeight', asymerror: {plus: -0.0023, minus: 0.0023}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0035, minus: -0.0066}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0007, minus: 0.0012}} + - {label: 'QCDvarIso', symerror: -0.0037} + - {label: 'QCDvarElID', symerror: -0.0163} + - {label: 'QCDfitUncert', symerror: 0.0057} + - {label: 'QCDotherGen', symerror: -0.0292} + - {label: 'QCDfitRebin', symerror: 0.000001} + - {label: 'XsecZ', asymerror: {plus: 0.0016, minus: -0.0016}} + - {label: 'XsecTop', asymerror: {plus: -0.0008, minus: 0.0008}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0009} + - {label: 'BkgMCstat', symerror: 0.0017} + - {label: 'WHFmodel', symerror: -0.0046} + - {label: 'LumiUncert', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'UnfoldMCstat', symerror: 0.0043} + - {label: 'UnfoldOtherGen', symerror: -0.0008} + - {label: 'UnfoldReweight', symerror: -0.0147} + value: 1.4349 + - errors: + - {label: 'Stat', symerror: 0.0006} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0019, minus: 0.0010}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0001, minus: 0.0009}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0005, minus: 0.0002}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0006}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0005, minus: 0.0009}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0009, minus: -0.0001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: 0.0010}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00004, minus: -0.0001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0010, minus: -0.00003}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0006, minus: -0.0018}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0073} + - {label: 'JetSFBeff', asymerror: {plus: 0.0008, minus: -0.0004}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0011, minus: -0.0004}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0019, minus: 0.0010}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0011, minus: 0.0010}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.000005}} + - {label: 'ElResolution', symerror: -0.0010} + - {label: 'ElSFReco', asymerror: {plus: 0.0003, minus: 0.00002}} + - {label: 'ElSFId', asymerror: {plus: 0.0008, minus: -0.0003}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0007, minus: -0.0005}} + - {label: 'ElSFIso', asymerror: {plus: 0.0003, minus: 0.00002}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0044, minus: -0.0056}} + - {label: 'METResLong', symerror: 0.0051} + - {label: 'METResTrans', symerror: 0.0044} + - {label: 'PileupWeight', asymerror: {plus: -0.0012, minus: 0.0013}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0013, minus: -0.0037}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0003, minus: 0.0006}} + - {label: 'QCDvarIso', symerror: -0.0003} + - {label: 'QCDvarElID', symerror: -0.0068} + - {label: 'QCDfitUncert', symerror: 0.0029} + - {label: 'QCDotherGen', symerror: -0.0144} + - {label: 'QCDfitRebin', symerror: -0.00004} + - {label: 'XsecZ', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'XsecTop', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'XsecDibos', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'BkgTtbarNorm', symerror: 0.0005} + - {label: 'BkgMCstat', symerror: 0.0009} + - {label: 'WHFmodel', symerror: -0.0042} + - {label: 'LumiUncert', asymerror: {plus: -0.0003, minus: 0.0004}} + - {label: 'UnfoldMCstat', symerror: 0.0026} + - {label: 'UnfoldOtherGen', symerror: 0.0081} + - {label: 'UnfoldReweight', symerror: 0.0068} + value: 1.3979 + - errors: + - {label: 'Stat', symerror: 0.0008} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0016, minus: 0.0002}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.00001, minus: 0.0003}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0002, minus: -0.00004}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0007, minus: 0.00003}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0003, minus: -0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0011, minus: 0.0002}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0003, minus: -0.0007}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0009, minus: -0.0004}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0004, minus: -0.0001}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0004, minus: -0.0014}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0069} + - {label: 'JetSFBeff', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0017, minus: 0.0012}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0018, minus: 0.0015}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.00001}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'ElSFId', asymerror: {plus: 0.0001, minus: -0.00002}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'ElSFIso', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0046, minus: -0.0054}} + - {label: 'METResLong', symerror: 0.0049} + - {label: 'METResTrans', symerror: 0.0040} + - {label: 'PileupWeight', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0014, minus: -0.0025}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'QCDvarIso', symerror: 0.0004} + - {label: 'QCDvarElID', symerror: 0.0026} + - {label: 'QCDfitUncert', symerror: 0.0026} + - {label: 'QCDotherGen', symerror: -0.0123} + - {label: 'QCDfitRebin', symerror: 0.00004} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'XsecDibos', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'BkgTtbarNorm', symerror: 0.0006} + - {label: 'BkgMCstat', symerror: 0.0011} + - {label: 'WHFmodel', symerror: -0.00005} + - {label: 'LumiUncert', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'UnfoldMCstat', symerror: 0.0030} + - {label: 'UnfoldOtherGen', symerror: 0.0065} + - {label: 'UnfoldReweight', symerror: 0.0057} + value: 1.4182 + - errors: + - {label: 'Stat', symerror: 0.0016} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0025, minus: 0.0025}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0001, minus: 0.0017}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0003, minus: 0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0002, minus: 0.0004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0008, minus: -0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0002, minus: 0.0008}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: -0.0002}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0016, minus: 0.0013}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0016, minus: -0.0022}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0075} + - {label: 'JetSFBeff', asymerror: {plus: 0.0015, minus: -0.0016}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0012, minus: -0.0014}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0001, minus: -0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0014, minus: 0.0018}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0023, minus: 0.0019}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0007}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0007, minus: 0.0007}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0003, minus: -0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0061, minus: -0.0056}} + - {label: 'METResLong', symerror: 0.0071} + - {label: 'METResTrans', symerror: 0.0060} + - {label: 'PileupWeight', asymerror: {plus: -0.0009, minus: 0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0014, minus: -0.0014}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'QCDvarIso', symerror: 0.0006} + - {label: 'QCDvarElID', symerror: -0.0049} + - {label: 'QCDfitUncert', symerror: 0.0025} + - {label: 'QCDotherGen', symerror: -0.0103} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: -0.0010, minus: 0.0010}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0012} + - {label: 'BkgMCstat', symerror: 0.0015} + - {label: 'WHFmodel', symerror: 0.0057} + - {label: 'LumiUncert', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'UnfoldMCstat', symerror: 0.0039} + - {label: 'UnfoldOtherGen', symerror: 0.0106} + - {label: 'UnfoldReweight', symerror: -0.0010} + value: 1.4507 + - errors: + - {label: 'Stat', symerror: 0.0028} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0024, minus: 0.0019}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0001, minus: -0.0060}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.00002, minus: -0.0008}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0001}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0005, minus: -0.0002}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0004, minus: -0.0009}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0013}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0011, minus: -0.0006}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0023, minus: 0.0005}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: 0.0002}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0005, minus: -0.0022}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0081} + - {label: 'JetSFBeff', asymerror: {plus: 0.0025, minus: -0.0033}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0007, minus: -0.0023}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0003, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0012, minus: 0.0017}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0022, minus: 0.0010}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0020, minus: 0.0002}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0015, minus: 0.0004}} + - {label: 'ElSFId', asymerror: {plus: -0.0018, minus: 0.0010}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0004, minus: -0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0004, minus: -0.0004}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0071, minus: -0.0067}} + - {label: 'METResLong', symerror: 0.0048} + - {label: 'METResTrans', symerror: 0.0051} + - {label: 'PileupWeight', asymerror: {plus: -0.0020, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0011, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0023} + - {label: 'QCDvarElID', symerror: -0.0010} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0075} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0015, minus: 0.0015}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0018} + - {label: 'BkgMCstat', symerror: 0.0021} + - {label: 'WHFmodel', symerror: 0.0114} + - {label: 'LumiUncert', asymerror: {plus: -0.0007, minus: 0.0008}} + - {label: 'UnfoldMCstat', symerror: 0.0061} + - {label: 'UnfoldOtherGen', symerror: 0.0198} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.4825 + - errors: + - {label: 'Stat', symerror: 0.0044} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0043, minus: 0.0052}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0019, minus: 0.000005}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0002, minus: -0.0023}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0075, minus: 0.0004}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0001, minus: -0.0012}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0015, minus: 0.0001}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0013}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0017, minus: 0.0001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0030, minus: 0.0026}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0038, minus: -0.0041}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0094} + - {label: 'JetSFBeff', asymerror: {plus: 0.0037, minus: -0.0041}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0013, minus: -0.0024}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0018, minus: 0.0023}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0007, minus: -0.0005}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0014, minus: 0.00005}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0017}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0006, minus: -0.0004}} + - {label: 'ElSFIso', asymerror: {plus: -0.0008, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0085, minus: -0.0097}} + - {label: 'METResLong', symerror: 0.0066} + - {label: 'METResTrans', symerror: 0.0069} + - {label: 'PileupWeight', asymerror: {plus: -0.0020, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0028} + - {label: 'QCDvarElID', symerror: 0.0008} + - {label: 'QCDfitUncert', symerror: 0.0020} + - {label: 'QCDotherGen', symerror: -0.0060} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: -0.0021, minus: 0.0022}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0025} + - {label: 'BkgMCstat', symerror: 0.0029} + - {label: 'WHFmodel', symerror: 0.0098} + - {label: 'LumiUncert', asymerror: {plus: -0.0008, minus: 0.0008}} + - {label: 'UnfoldMCstat', symerror: 0.0084} + - {label: 'UnfoldOtherGen', symerror: -0.0095} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5074 + - errors: + - {label: 'Stat', symerror: 0.0092} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0053, minus: 0.0029}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0030, minus: -0.0005}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0007, minus: -0.0044}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0077, minus: -0.0085}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0003, minus: -0.0011}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0014, minus: -0.0011}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0016, minus: 0.0006}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0021, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0040, minus: -0.0034}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0058} + - {label: 'JetSFBeff', asymerror: {plus: 0.0051, minus: -0.0060}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0014, minus: -0.0024}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0046, minus: 0.0024}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0009, minus: 0.0011}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0028, minus: 0.0025}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFIso', asymerror: {plus: -0.0008, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0103, minus: -0.0099}} + - {label: 'METResLong', symerror: 0.0098} + - {label: 'METResTrans', symerror: 0.0109} + - {label: 'PileupWeight', asymerror: {plus: -0.0021, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0022} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0059} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0029, minus: 0.0030}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0033} + - {label: 'BkgMCstat', symerror: 0.0040} + - {label: 'WHFmodel', symerror: 0.0119} + - {label: 'LumiUncert', asymerror: {plus: -0.0010, minus: 0.0011}} + - {label: 'UnfoldMCstat', symerror: 0.0115} + - {label: 'UnfoldOtherGen', symerror: 0.0069} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5605 + - errors: + - {label: 'Stat', symerror: 0.0124} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0053, minus: 0.0039}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0022, minus: 0.0032}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0079, minus: -0.0086}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0011, minus: 0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0015}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0025, minus: 0.0019}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0022, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0070, minus: -0.0034}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0013} + - {label: 'JetSFBeff', asymerror: {plus: 0.0067, minus: -0.0077}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0014, minus: -0.0025}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0051, minus: 0.0050}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0009, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0043}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0013, minus: 0.0006}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0123, minus: -0.0097}} + - {label: 'METResLong', symerror: 0.0109} + - {label: 'METResTrans', symerror: 0.0095} + - {label: 'PileupWeight', asymerror: {plus: -0.0021, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0011}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0045} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0060} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'XsecTop', asymerror: {plus: -0.0037, minus: 0.0038}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0041} + - {label: 'BkgMCstat', symerror: 0.0053} + - {label: 'WHFmodel', symerror: 0.0111} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0015}} + - {label: 'UnfoldMCstat', symerror: 0.0158} + - {label: 'UnfoldOtherGen', symerror: -0.0336} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5934 + - errors: + - {label: 'Stat', symerror: 0.0168} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0010, minus: 0.0074}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0006, minus: 0.0040}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0042, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0082, minus: -0.0090}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0014, minus: 0.0026}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0016}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0015}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0015, minus: -0.0007}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0023, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0073, minus: -0.0021}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0056} + - {label: 'JetSFBeff', asymerror: {plus: 0.0085, minus: -0.0093}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0015, minus: -0.0026}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0053, minus: 0.0052}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0014, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0010, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0019, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0024, minus: 0.0042}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0013, minus: 0.0006}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0062, minus: -0.0076}} + - {label: 'METResLong', symerror: 0.0099} + - {label: 'METResTrans', symerror: 0.0120} + - {label: 'PileupWeight', asymerror: {plus: -0.0022, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0007, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0046} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0024} + - {label: 'QCDotherGen', symerror: -0.0059} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'XsecTop', asymerror: {plus: -0.0045, minus: 0.0046}} + - {label: 'XsecDibos', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'BkgTtbarNorm', symerror: 0.0050} + - {label: 'BkgMCstat', symerror: 0.0075} + - {label: 'WHFmodel', symerror: 0.0032} + - {label: 'LumiUncert', asymerror: {plus: -0.0015, minus: 0.0017}} + - {label: 'UnfoldMCstat', symerror: 0.0192} + - {label: 'UnfoldOtherGen', symerror: -0.0003} + - {label: 'UnfoldReweight', symerror: -0.0012} + value: 1.6587 + - errors: + - {label: 'Stat', symerror: 0.0290} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0059, minus: 0.0060}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0023, minus: 0.00001}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0044, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0086, minus: -0.0094}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0014, minus: 0.0027}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0017}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0015}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0007, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0028, minus: 0.0029}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0024, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0047, minus: -0.0044}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0046} + - {label: 'JetSFBeff', asymerror: {plus: 0.0095, minus: -0.0124}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0015, minus: -0.0027}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0009, minus: -0.0010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0055, minus: 0.0055}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0015, minus: 0.0013}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0010, minus: 0.0013}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0015}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0020, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0015, minus: 0.0030}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0014, minus: 0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0065, minus: -0.0079}} + - {label: 'METResLong', symerror: 0.0104} + - {label: 'METResTrans', symerror: 0.0125} + - {label: 'PileupWeight', asymerror: {plus: -0.0023, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0006, minus: -0.0002}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0009, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: 0.0049} + - {label: 'QCDvarElID', symerror: 0.0010} + - {label: 'QCDfitUncert', symerror: 0.0032} + - {label: 'QCDotherGen', symerror: -0.0054} + - {label: 'QCDfitRebin', symerror: 0.00003} + - {label: 'XsecZ', asymerror: {plus: -0.0007, minus: 0.0007}} + - {label: 'XsecTop', asymerror: {plus: -0.0055, minus: 0.0059}} + - {label: 'XsecDibos', asymerror: {plus: -0.0006, minus: 0.0006}} + - {label: 'BkgTtbarNorm', symerror: 0.0064} + - {label: 'BkgMCstat', symerror: 0.0130} + - {label: 'WHFmodel', symerror: 0.0136} + - {label: 'LumiUncert', asymerror: {plus: -0.0016, minus: 0.0017}} + - {label: 'UnfoldMCstat', symerror: 0.0308} + - {label: 'UnfoldOtherGen', symerror: 0.0119} + - {label: 'UnfoldReweight', symerror: -0.0012} + value: 1.7342 + - errors: + - {label: 'Stat', symerror: 0.0459} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0062, minus: -0.0051}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0024, minus: 0.00001}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0046, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0011, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0090, minus: -0.0098}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0015, minus: 0.0029}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0016}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0007, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0029, minus: 0.0030}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0025, minus: 0.0009}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0044, minus: -0.0078}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0048} + - {label: 'JetSFBeff', asymerror: {plus: 0.0099, minus: -0.0130}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0016, minus: -0.0028}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0009, minus: -0.0011}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0058, minus: 0.0057}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0015, minus: 0.0014}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0011, minus: 0.0013}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0016}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0021, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0016, minus: 0.0031}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0014, minus: 0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0010, minus: -0.0007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0068, minus: -0.0083}} + - {label: 'METResLong', symerror: 0.0108} + - {label: 'METResTrans', symerror: 0.0131} + - {label: 'PileupWeight', asymerror: {plus: -0.0024, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0016}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0051} + - {label: 'QCDvarElID', symerror: 0.0010} + - {label: 'QCDfitUncert', symerror: 0.0030} + - {label: 'QCDotherGen', symerror: -0.0067} + - {label: 'QCDfitRebin', symerror: 0.0003} + - {label: 'XsecZ', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'XsecTop', asymerror: {plus: -0.0061, minus: 0.0063}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0064} + - {label: 'BkgMCstat', symerror: 0.0187} + - {label: 'WHFmodel', symerror: 0.0155} + - {label: 'LumiUncert', asymerror: {plus: -0.0021, minus: 0.0023}} + - {label: 'UnfoldMCstat', symerror: 0.0494} + - {label: 'UnfoldOtherGen', symerror: 0.0124} + - {label: 'UnfoldReweight', symerror: -0.0013} + value: 1.8136 + - errors: + - {label: 'Stat', symerror: 0.0714} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0153, minus: 0.0027}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0357, minus: -0.0163}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0049, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0012, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0096, minus: -0.0105}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0016, minus: 0.0030}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0019}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0017}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0031, minus: 0.0032}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0026, minus: 0.0009}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0047, minus: -0.0084}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0051} + - {label: 'JetSFBeff', asymerror: {plus: 0.0106, minus: -0.0138}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0017, minus: -0.0030}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0011}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0061, minus: 0.0061}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0016, minus: 0.0014}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0011, minus: 0.0014}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0017}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0022, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0017, minus: 0.0033}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0015, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0010, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0072, minus: -0.0089}} + - {label: 'METResLong', symerror: 0.0116} + - {label: 'METResTrans', symerror: 0.0140} + - {label: 'PileupWeight', asymerror: {plus: -0.0026, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0007, minus: 0.00004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0006, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0054} + - {label: 'QCDvarElID', symerror: 0.0011} + - {label: 'QCDfitUncert', symerror: 0.0026} + - {label: 'QCDotherGen', symerror: -0.0052} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0015, minus: 0.0015}} + - {label: 'XsecTop', asymerror: {plus: -0.0076, minus: 0.0076}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0070} + - {label: 'BkgMCstat', symerror: 0.0305} + - {label: 'WHFmodel', symerror: 0.0225} + - {label: 'LumiUncert', asymerror: {plus: -0.0028, minus: 0.0030}} + - {label: 'UnfoldMCstat', symerror: 0.0749} + - {label: 'UnfoldOtherGen', symerror: 0.0132} + - {label: 'UnfoldReweight', symerror: -0.0014} + value: 1.9338 + - errors: + - {label: 'Stat', symerror: 0.1015} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0159, minus: 0.0028}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0068, minus: 0.0443}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0051, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0012, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0099, minus: -0.0109}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0008}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0016, minus: 0.0032}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0020}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0006}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0018}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0032, minus: 0.0034}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0027, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0049, minus: -0.0087}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0053} + - {label: 'JetSFBeff', asymerror: {plus: 0.0110, minus: -0.0143}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0018, minus: -0.0031}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0012}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0064, minus: 0.0063}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0017, minus: 0.0015}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0017}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0023, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0018, minus: 0.0034}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0016, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0011, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0075, minus: -0.0092}} + - {label: 'METResLong', symerror: 0.0120} + - {label: 'METResTrans', symerror: 0.0145} + - {label: 'PileupWeight', asymerror: {plus: -0.0027, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0009, minus: -0.0007}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0056} + - {label: 'QCDvarElID', symerror: 0.0011} + - {label: 'QCDfitUncert', symerror: 0.0018} + - {label: 'QCDotherGen', symerror: -0.0062} + - {label: 'QCDfitRebin', symerror: 0.00005} + - {label: 'XsecZ', asymerror: {plus: 0.0003, minus: -0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0070, minus: 0.0072}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0075} + - {label: 'BkgMCstat', symerror: 0.0397} + - {label: 'WHFmodel', symerror: 0.0425} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0014}} + - {label: 'UnfoldMCstat', symerror: 0.1134} + - {label: 'UnfoldOtherGen', symerror: -0.2401} + - {label: 'UnfoldReweight', symerror: -0.0014} + value: 2.0064 + - errors: + - {label: 'Stat', symerror: 0.1434} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0165, minus: 0.0029}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0070, minus: 0.0461}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0053, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0013, minus: -0.0007}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0103, minus: -0.0113}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0008}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0017, minus: 0.0033}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0020}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0006}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0009, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0019}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0033, minus: 0.0035}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0028, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0051, minus: -0.0090}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0055} + - {label: 'JetSFBeff', asymerror: {plus: 0.0114, minus: -0.0149}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0019, minus: -0.0033}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0012}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0066, minus: 0.0066}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0018, minus: 0.0016}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0018}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0024, minus: 0.0007}} + - {label: 'ElSFId', asymerror: {plus: -0.0019, minus: 0.0036}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0017, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0011, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0078, minus: -0.0096}} + - {label: 'METResLong', symerror: 0.0125} + - {label: 'METResTrans', symerror: 0.0151} + - {label: 'PileupWeight', asymerror: {plus: -0.0028, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0028, minus: -0.0026}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: 0.0005}} + - {label: 'QCDvarIso', symerror: 0.0058} + - {label: 'QCDvarElID', symerror: 0.0012} + - {label: 'QCDfitUncert', symerror: 0.0017} + - {label: 'QCDotherGen', symerror: -0.0094} + - {label: 'QCDfitRebin', symerror: -0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'XsecTop', asymerror: {plus: -0.0047, minus: 0.0048}} + - {label: 'XsecDibos', asymerror: {plus: -0.0016, minus: 0.0016}} + - {label: 'BkgTtbarNorm', symerror: 0.0066} + - {label: 'BkgMCstat', symerror: 0.0520} + - {label: 'WHFmodel', symerror: -0.0245} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0014}} + - {label: 'UnfoldMCstat', symerror: 0.1628} + - {label: 'UnfoldOtherGen', symerror: 0.1994} + - {label: 'UnfoldReweight', symerror: -0.0015} + value: 2.0865 + - errors: + - {label: 'Stat', symerror: 0.2360} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0195, minus: 0.0034}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0083, minus: 0.0544}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0062, minus: 0.0005}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0015, minus: -0.0008}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0122, minus: -0.0134}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0011, minus: -0.0009}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0020, minus: 0.0039}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0024}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0005, minus: 0.0006}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0009, minus: 0.0007}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0010, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0022}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0010, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0040, minus: 0.0041}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0033, minus: 0.0012}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0060, minus: -0.0107}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000005, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0065} + - {label: 'JetSFBeff', asymerror: {plus: 0.0135, minus: -0.0176}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0022, minus: -0.0039}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0012, minus: -0.0014}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0005, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0078, minus: 0.0078}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0021, minus: 0.0018}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0015, minus: 0.0018}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0021}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0028, minus: 0.0008}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0042}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0020, minus: 0.0010}} + - {label: 'ElSFIso', asymerror: {plus: -0.0013, minus: -0.0010}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0092, minus: -0.0113}} + - {label: 'METResLong', symerror: 0.0147} + - {label: 'METResTrans', symerror: 0.0178} + - {label: 'PileupWeight', asymerror: {plus: -0.0033, minus: 0.0006}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0012, minus: 0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0069} + - {label: 'QCDvarElID', symerror: 0.0014} + - {label: 'QCDfitUncert', symerror: 0.0012} + - {label: 'QCDotherGen', symerror: -0.0005} + - {label: 'QCDfitRebin', symerror: 0.00002} + - {label: 'XsecZ', asymerror: {plus: -0.0052, minus: 0.0053}} + - {label: 'XsecTop', asymerror: {plus: -0.0069, minus: 0.0070}} + - {label: 'XsecDibos', asymerror: {plus: -0.0026, minus: 0.0026}} + - {label: 'BkgTtbarNorm', symerror: 0.0112} + - {label: 'BkgMCstat', symerror: 0.0835} + - {label: 'WHFmodel', symerror: 0.0015} + - {label: 'LumiUncert', asymerror: {plus: -0.0019, minus: 0.0021}} + - {label: 'UnfoldMCstat', symerror: 0.2208} + - {label: 'UnfoldOtherGen', symerror: 0.3231} + - {label: 'UnfoldReweight', symerror: -0.0018} + value: 2.4644 + - errors: + - {label: 'Stat', symerror: 0.3932} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0216, minus: 0.0038}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0092, minus: 0.0602}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0069, minus: 0.0005}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0016, minus: -0.0009}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0135, minus: -0.0148}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0012, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0022, minus: 0.0043}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0027}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0006, minus: 0.0007}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0009, minus: 0.0008}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0011, minus: -0.0004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: -0.0024}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0011, minus: 0.0003}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0044, minus: 0.0046}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0037, minus: 0.0013}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0066, minus: -0.0118}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.00001, minus: 0.0002}} + - {label: 'JetResolution10', symerror: -0.0072} + - {label: 'JetSFBeff', asymerror: {plus: 0.0149, minus: -0.0195}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0024, minus: -0.0043}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0014, minus: -0.0016}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0087, minus: 0.0086}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0023, minus: 0.0020}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0016, minus: 0.0020}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0024}} + - {label: 'ElResolution', symerror: -0.0004} + - {label: 'ElSFReco', asymerror: {plus: -0.0031, minus: 0.0009}} + - {label: 'ElSFId', asymerror: {plus: -0.0024, minus: 0.0047}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0022, minus: 0.0011}} + - {label: 'ElSFIso', asymerror: {plus: -0.0015, minus: -0.0011}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0003}} + - {label: 'METScale', asymerror: {plus: 0.0102, minus: -0.0125}} + - {label: 'METResLong', symerror: 0.0163} + - {label: 'METResTrans', symerror: 0.0197} + - {label: 'PileupWeight', asymerror: {plus: -0.0037, minus: 0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0016, minus: 0.0029}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0008, minus: -0.0003}} + - {label: 'QCDvarIso', symerror: 0.0076} + - {label: 'QCDvarElID', symerror: 0.0015} + - {label: 'QCDfitUncert', symerror: 0.0014} + - {label: 'QCDotherGen', symerror: 0.0037} + - {label: 'QCDfitRebin', symerror: -0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0065, minus: 0.0065}} + - {label: 'XsecTop', asymerror: {plus: -0.0044, minus: 0.0044}} + - {label: 'XsecDibos', asymerror: {plus: -0.0048, minus: 0.0048}} + - {label: 'BkgTtbarNorm', symerror: 0.0060} + - {label: 'BkgMCstat', symerror: 0.1150} + - {label: 'WHFmodel', symerror: 0.1046} + - {label: 'LumiUncert', asymerror: {plus: -0.0045, minus: 0.0048}} + - {label: 'UnfoldMCstat', symerror: 0.4519} + - {label: 'UnfoldOtherGen', symerror: 0.3578} + - {label: 'UnfoldReweight', symerror: -0.0019} + value: 2.729 +independent_variables: +- header: {name: '$p_\text{T}^\text{W}\text{ [GeV]}$'} + values: + - {low: 0.0, high: 25.0} + - {low: 25.0, high: 50.0} + - {low: 50.0, high: 75.0} + - {low: 75.0, high: 100.0} + - {low: 100.0, high: 125.0} + - {low: 125.0, high: 150.0} + - {low: 150.0, high: 175.0} + - {low: 175.0, high: 200.0} + - {low: 200.0, high: 250.0} + - {low: 250.0, high: 300.0} + - {low: 300.0, high: 350.0} + - {low: 350.0, high: 400.0} + - {low: 400.0, high: 450.0} + - {low: 450.0, high: 500.0} + - {low: 500.0, high: 600.0} + - {low: 600.0, high: 800.0} From 94cf517b5df17e5895a54a49accfeba0f9443225 Mon Sep 17 00:00:00 2001 From: achiefa Date: Fri, 29 Nov 2024 18:21:58 +0000 Subject: [PATCH 093/138] uncertainty definitions and variants - WIP --- .../commondata/ATLAS_WJ_8TEV/filter.py | 20 + .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 261 +++++- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 4 +- .../ATLAS_WJ_8TEV/rawdata/data14.yaml | 784 ++++++++++++++++++ .../ATLAS_WJ_8TEV/rawdata/data15.yaml | 784 ++++++++++++++++++ 5 files changed, 1813 insertions(+), 40 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data15.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py index 198746a573..b9f3de63ea 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -1,3 +1,23 @@ +''' +Filter script for ATLAS_WJ_8TEV + +Log: +- Central data and kinematics implemented from hepdata +- Central data and kinematics checked with legacy: passed +- The bin values in `uncertainties_legacy_WX-PT.yaml` and `uncertainties_legacy_WX-PT_sys_ATLAS.yaml` + are exactly the same (checked with notebook). The difference between + these two variants is in the definition of the uncertainties. See notebook for + differences. +- For the treatment of systematic uncertainties, refer to https://arxiv.org/pdf/2112.11266. + There are 50 sources of CORRELATED systematic uncertainty. + +29 / 11 / 2024 +- Implemented uncertaintiy definitions +- Construction of the uncertainty file is still missing. Remember that + for the symmetrised case you account for the shifts. +- Xq2 is missing (?) +''' + import logging from filter_utils import Extractor diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index b3fe3459e4..27b9069fcb 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -5,12 +5,16 @@ import pandas as pd import yaml -from nnpdf_data.filter_utils.utils import prettify_float +from nnpdf_data.filter_utils.utils import matlist_to_matrix, prettify_float, symmetrize_errors yaml.add_representer(float, prettify_float) SQRTS = 8000 +# List of systematic uncertainties that shuold +# be considered uncorrelated +UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] + class Extractor: """ @@ -54,6 +58,11 @@ def __init__(self, metadata_file, observable, mult_factor=1): else: raise Exception(f'{self.observable} is an unknown observable.') + # Collect diagonal absoulute uncertainties + self.diag_unc = self.__collect_diag_unc() + self.unc_labels = list(self.diag_unc[0].keys()) + self.unc_labels.pop(0) + def __extract_kinematics(self, table: dict, tab_number: int): """ Extracts the kinematic variables of the single differential @@ -116,7 +125,10 @@ def __retrieve_table(self, table_id): table = tab_dict return table - def generate_kinematics(self): + def get_table(self, table_id): + return self.__retrieve_table(table_id) + + def generate_kinematics(self, save_to_yaml=True): """ Function that generates the kinematics by looping over all the tables specified in the metadata file. The resulting kinematics @@ -129,11 +141,12 @@ def generate_kinematics(self): # Initialise kinematics list kinematics = [] ndata = 0 - for table in self.metadata["tables"]: - tab_dict = self.__retrieve_table(table) - kin = self.__extract_kinematics(tab_dict, table) - kinematics = np.concatenate([kinematics, kin]) - ndata += len(kin) + table = self.metadata["tables"][0] + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict, table) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + self.kinematics = kinematics.tolist() kinematics_yaml = {'bins': kinematics.tolist()} # Check number of data agrees with metadata @@ -146,45 +159,217 @@ def generate_kinematics(self): f" The correct number is {ndata}. Please, update the metafile." ) - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: - yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) - logging.info("Done!") + if save_to_yaml: + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + else: + return 1 - def generate_data_central(self): + def generate_data_central(self, save_to_yaml=True): """ Same as `generate_kinematics`, but for central data points. """ logging.info(f"Generating central data for ATLAS_{self.observable}...") dat_central = [] - for table in self.metadata['tables']: - tab_dict = self.__retrieve_table(table) + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) - # Select the chosen combination - values = next( - ( - head['values'] - for head in tab_dict["dependent_variables"] - if self.observable_latex in head['header']['name'] - ), - 1, - ) - if values == 1: - logging.error( - f"{self.observable} not found in table {table} under the LaTeX name {self.observable_latex}. The available options are:" - ) - for head in tab_dict["dependent_variables"]: - print(f" - {head['header']['name']}") - exit(-1) + # Select the chosen combination + values = self.__select_bins_by_observable(tab_dict) - data = [dat['value'] * self.mult_factor for dat in values] - dat_central = np.concatenate([dat_central, data]) + data = [dat['value'] * self.mult_factor for dat in values] + dat_central = np.concatenate([dat_central, data]) + self.dat_central = dat_central dat_central_yaml = {'data_central': dat_central.tolist()} - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['data_central'], 'w') as dat_out_file: - yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) - logging.info("Done!") + if save_to_yaml: + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['data_central'], 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + else: + return 1 + + def __build_abs_stat_covmat(self): + """Builds the statistical covmat given the diagonal statistical uncertainties.""" + ndata = self.metadata['ndata'] + table_id = self.metadata['tables'][1] + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + stat = yaml.load(tab, yaml.Loader) + matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] + statmat_rel = matlist_to_matrix(ndata, ndata, matlist) + + # Retrieve statistical diagonal entries + abs_stat_diag = [float(d['Stat']['error']) for d in self.diag_unc] + statmat_abs = np.zeros_like(statmat_rel) + for i in range(statmat_rel.shape[0]): + for j in range(statmat_rel.shape[1]): + statmat_abs[i, j] = statmat_rel[i, j] * abs_stat_diag[i] * abs_stat_diag[j] + + return statmat_abs + + def __collect_diag_unc(self): + """Collect the absolute values of the diagonal uncertainties""" + table_idx = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table_idx) + + # Select the chosen combination + bins = self.__select_bins_by_observable(tab_dict) + + abs_unc_by_bin = [] + for bin in bins: + bin_err = bin['errors'] + unc_dict = { + unc['label']: {'type': list(unc.keys())[1], 'error': list(unc.values())[1]} + for unc in bin_err + } + abs_unc_by_bin.append(unc_dict) + return abs_unc_by_bin + + # TODO and TOCHECK + # Some plus uncertainties are actually lower than minus uncertainties + # Also, some symmetric uncertainties are negative. + def symmetrized_sys_unc(self): + symmetrized_uncs = [] + for bin in self.diag_unc: + unc_dict = {} + for source in self.unc_labels: + if bin[source]['type'] == 'asymerror': + error = bin[source]['error'] + plus = error['plus'] + minus = error['minus'] + if plus < minus: + aux = minus + minus = plus + plus = aux + data_delta, sym_error = symmetrize_errors(error['plus'], error['minus']) + unc_dict[source] = {'shift': data_delta, 'sym_error': sym_error} + elif bin[source]['type'] == 'symerror': + # TODO + # I'm not sure I need the abs value here + unc_dict[source] = {'shift': 0, 'sym_error': abs(bin[source]['error'])} + symmetrized_uncs.append(unc_dict) + return symmetrized_uncs + + # def __cms_treatment_sys_unc(self): + # """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), + # are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. + # Specifically, positive and negative bounds are treated as follows + # + # C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) + # + # With this prescription, asymmetric uncertainties are not symmetrized. + # """ + + def get_diag_unc(self): + if hasattr(self, 'diag_unc'): + return self.diag_unc + else: + self.diag_unc = self.__collect_diag_unc() + return self.diag_unc + + def get_abs_stat_covmat(self): + if hasattr(self, 'abs_stat_covmat'): + return self.abs_stat_covmat + else: + self.abs_stat_covmat = self.__build_abs_stat_covmat() + return self.abs_stat_covmat + + def __select_bins_by_observable(self, tab_dict): + """This dataset colelcts differential xsecs for either W+ and W- in the + same yaml file. This function returns the part of this yaml file relevant + for the selected boson sign.""" + values = next( + ( + head['values'] + for head in tab_dict["dependent_variables"] + if self.observable_latex in head['header']['name'] + ), + 1, + ) + if values == 1: + logging.error( + f"{self.observable} not found in table under the LaTeX name {self.observable_latex}. The available options are:" + ) + for head in tab_dict["dependent_variables"]: + print(f" - {head['header']['name']}") + exit(-1) + else: + return values + + def build_definitions(self, variant='default'): + unc_definitions = {} + + # Statistical uncertainties are always the same + for idx in range(self.dat_central.size): + unc_definitions[f'art_stat_corr_{idx + 1}'] = { + 'description': f'Artificial statistical uncertainty {idx + 1}', + 'treatment': 'ADD', + 'type': 'CORR', + } + + if variant == 'default': + i = 1 + for label in self.unc_labels: + if label == 'LumiUncert': + unc_type = 'ATLASLUMI12' + elif label in UNCORR_SYS_UNC: + unc_type = 'UNCORR' + else: + unc_type = f'SYSATLASW{i}' + i += 1 + + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': unc_type, + } + + elif variant == 'cms': + i = 1 + for label in self.unc_labels: + if label == 'LumiUncert': + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': 'ATLASLUMI12', + } + else: + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + else: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i+1}', + } + i += 2 + + elif variant == 'inter_sys': + raise ValueError(f'Not yet implemented') + else: + raise ValueError(f'The variant {variant} is not yet implemented or wrong.') + + return unc_definitions + + @classmethod + def generate_artifical_unc(matrix): + eigvals, eigvecs = np.linalg.eig(matrix) + artificial_unc = np.zeros_like(eigvecs) + for i in range(artificial_unc.shape[0]): + for j in range(artificial_unc.shape[1]): + artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 0d8ab29503..5becd8b240 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -23,7 +23,7 @@ implemented_observables: label: ATLAS $W^-$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13] + tables: [13, 14] ndata: 16 plotting: kinematics_override: identity @@ -68,7 +68,7 @@ implemented_observables: label: ATLAS $W^+$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13] + tables: [13, 15] ndata: 16 plotting: kinematics_override: identity diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml new file mode 100644 index 0000000000..aa8fe7c263 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml @@ -0,0 +1,784 @@ +dependent_variables: +- header: {name: '$\rho^{W^+}(p_\text{T}^\text{W})$'} + qualifiers: + - {name: 'Correlation for cross section', value: 'W+ (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - 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ATLAS_WP_8TEV_PT.generate_kinematics() - ATLAS_WP_8TEV_PT.generate_data_central() + _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='default', save_to_yaml=True) + _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") - ATLAS_WM_8TEV_PT.generate_kinematics() - ATLAS_WM_8TEV_PT.generate_data_central() + _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='default', save_to_yaml=True) + _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) - check_dat_with_legacy('WP-PT', rtol=1e-4) - check_dat_with_legacy('WM-PT', rtol=1e-4) + # check_dat_with_legacy('WP-PT', rtol=1e-4) + # check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 27b9069fcb..850fe64959 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -10,10 +10,12 @@ yaml.add_representer(float, prettify_float) SQRTS = 8000 +MW2 = 80.377**2 # List of systematic uncertainties that shuold # be considered uncorrelated UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] +STAT_ART_LABEL = 'art_stat_corr' class Extractor: @@ -50,6 +52,7 @@ def __init__(self, metadata_file, observable, mult_factor=1): self.observable = observable self.mult_factor = mult_factor self.kin_labels = self.metadata['kinematic_coverage'] + self.ndata = self.metadata['ndata'] if self.observable == 'WM-PT': self.observable_latex = 'W^-' @@ -90,7 +93,10 @@ def __extract_kinematics(self, table: dict, tab_number: int): for bin in data['values']: pT_min = bin['low'] pT_max = bin['high'] - kin_bin = {label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}} + kin_bin = { + label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}, + label[1]: {'min': None, 'mid': MW2, 'max': None}, + } kinematics.append(kin_bin) return kinematics @@ -128,7 +134,7 @@ def __retrieve_table(self, table_id): def get_table(self, table_id): return self.__retrieve_table(table_id) - def generate_kinematics(self, save_to_yaml=True): + def generate_kinematics(self): """ Function that generates the kinematics by looping over all the tables specified in the metadata file. The resulting kinematics @@ -146,8 +152,6 @@ def generate_kinematics(self, save_to_yaml=True): kin = self.__extract_kinematics(tab_dict, table) kinematics = np.concatenate([kinematics, kin]) ndata += len(kin) - self.kinematics = kinematics.tolist() - kinematics_yaml = {'bins': kinematics.tolist()} # Check number of data agrees with metadata try: @@ -158,17 +162,10 @@ def generate_kinematics(self, save_to_yaml=True): f"The number of data in the metafile is either wrong or unspecified." f" The correct number is {ndata}. Please, update the metafile." ) + return + return kinematics.tolist() - if save_to_yaml: - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: - yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) - logging.info("Done!") - else: - return 1 - - def generate_data_central(self, save_to_yaml=True): + def generate_data_central(self): """ Same as `generate_kinematics`, but for central data points. """ @@ -182,18 +179,7 @@ def generate_data_central(self, save_to_yaml=True): data = [dat['value'] * self.mult_factor for dat in values] dat_central = np.concatenate([dat_central, data]) - self.dat_central = dat_central - - dat_central_yaml = {'data_central': dat_central.tolist()} - - if save_to_yaml: - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['data_central'], 'w') as dat_out_file: - yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) - logging.info("Done!") - else: - return 1 + return dat_central def __build_abs_stat_covmat(self): """Builds the statistical covmat given the diagonal statistical uncertainties.""" @@ -235,6 +221,9 @@ def __collect_diag_unc(self): # Some plus uncertainties are actually lower than minus uncertainties # Also, some symmetric uncertainties are negative. def symmetrized_sys_unc(self): + """Symmetrise systematic uncertainties. Returns the symmetrized uncertainty + and the shift to the central data + """ symmetrized_uncs = [] for bin in self.diag_unc: unc_dict = {} @@ -256,15 +245,39 @@ def symmetrized_sys_unc(self): symmetrized_uncs.append(unc_dict) return symmetrized_uncs - # def __cms_treatment_sys_unc(self): - # """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), - # are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. - # Specifically, positive and negative bounds are treated as follows - # - # C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) - # - # With this prescription, asymmetric uncertainties are not symmetrized. - # """ + def __cms_sys_unc(self): + """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), + are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. + Specifically, positive and negative bounds are treated as follows + + C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) + + With this prescription, asymmetric uncertainties are not symmetrized. + """ + modified_uncertainties = [] + for bin in self.diag_unc: + unc_dict = {} + for source in self.unc_labels: + if bin[source]['type'] == 'asymerror': + error = bin[source]['error'] + plus = error['plus'] + minus = error['minus'] + if plus < minus: + aux = minus + minus = plus + plus = aux + + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus + elif bin[source]['type'] == 'symerror': + error = bin[source]['error'] + if source == 'LumiUncert': + unc_dict[f'{source}'] = error + else: + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus + modified_uncertainties.append(unc_dict) + return modified_uncertainties def get_diag_unc(self): if hasattr(self, 'diag_unc'): @@ -302,12 +315,12 @@ def __select_bins_by_observable(self, tab_dict): else: return values - def build_definitions(self, variant='default'): + def __build_unc_definitions(self, variant='default'): unc_definitions = {} # Statistical uncertainties are always the same - for idx in range(self.dat_central.size): - unc_definitions[f'art_stat_corr_{idx + 1}'] = { + for idx in range(self.ndata): + unc_definitions[STAT_ART_LABEL + f'_{idx + 1}'] = { 'description': f'Artificial statistical uncertainty {idx + 1}', 'treatment': 'ADD', 'type': 'CORR', @@ -330,34 +343,39 @@ def build_definitions(self, variant='default'): 'type': unc_type, } - elif variant == 'cms': + elif variant == 'CMS_prescription': i = 1 for label in self.unc_labels: - if label == 'LumiUncert': - unc_definitions[f'{label}'] = { - 'description': f'Systematic: {label}', + # if label == 'LumiUncert': + # unc_definitions[f'{label}'] = { + # 'description': f'Systematic: {label}', + # 'treatment': 'MULT', + # 'type': 'ATLASLUMI12', + # } + # else: + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', 'treatment': 'MULT', - 'type': 'ATLASLUMI12', + 'type': 'UNCORR', } else: - if label in UNCORR_SYS_UNC: - unc_definitions[f'{label}'] = { - 'description': f'Systematic: {label}', - 'treatment': 'MULT', - 'type': 'UNCORR', - } - else: - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i}', - } - unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i+1}', - } - i += 2 + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i+1}', + } + i += 2 elif variant == 'inter_sys': raise ValueError(f'Not yet implemented') @@ -373,3 +391,86 @@ def generate_artifical_unc(matrix): for i in range(artificial_unc.shape[0]): for j in range(artificial_unc.shape[1]): artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] + + def generate_data(self, variant='default', save_to_yaml=False, path='./'): + # Get central data and kinematics + central_data = self.generate_data_central() + kinematics = self.generate_kinematics() + + # Uncertainty definitions + unc_definitions = self.__build_unc_definitions(variant=variant) + + # Get statistical (artidicial uncertainties) + stat_covmat = self.__build_abs_stat_covmat() + eigvals, eigvecs = np.linalg.eig(stat_covmat) + eigvals, eigvecs = np.linalg.eig(stat_covmat) + art_stat = np.sqrt(eigvals) * eigvecs + + sys_artificial = [] # Initialize vector of artificial uncertainties + + if variant == 'default': # Symmetrized uncs. + symmetrized_sys_uncs = self.symmetrized_sys_unc() + shifts = [] # Initialize vector of shifts + for data_idx, unc in enumerate(symmetrized_sys_uncs): + shift = 0 + # Add statistical uncertainties + unc_dict = { + STAT_ART_LABEL + f'_{idx + 1}': float(stat_art) + for idx, stat_art in enumerate(art_stat[data_idx, :]) + } + for key, value in unc.items(): + shift += value['shift'] + unc_dict[key] = value['sym_error'] + sys_artificial.append(unc_dict) + shifts.append(shift) + central_data = central_data + shifts + + elif variant == 'CMS_prescription': + cms_type_uncertainties = self.__cms_sys_unc() + for data_idx, unc in enumerate(cms_type_uncertainties): + # Add statistical uncertainties + unc_dict = { + STAT_ART_LABEL + f'_{idx + 1}': float(stat_art) + for idx, stat_art in enumerate(art_stat[data_idx, :]) + } + for key, value in unc.items(): + unc_dict[key] = value + sys_artificial.append(unc_dict) + + else: + raise ValueError(f'Variant `{variant}` is not implemented yet.') + + if save_to_yaml: + # Save kinematics into file + logging.info("Dumping kinematics to file...") + kinematics_yaml = {'bins': kinematics} + with open(path + self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + + # Save central data into file + logging.info("Dumping kinematics to file...") + dat_central_yaml = {'data_central': central_data.tolist()} + file_name = ( + self.metadata['data_central'] + if variant == 'default' + else self.metadata['variants'][variant]['data_central'] + ) + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + + # Save unertainties + logging.info("Dumping kinematics to file...") + uncertainties_yaml = {'definitions': unc_definitions, 'bins': sys_artificial} + file_name = ( + self.metadata['data_uncertainties'][0] + if variant == 'default' + else self.metadata['variants'][variant]['data_uncertainties'][0] + ) + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(uncertainties_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + return kinematics, central_data, sys_artificial + else: + return kinematics, central_data, sys_artificial diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml index 32fabd35a7..937355a666 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml @@ -3,63 +3,127 @@ bins: min: 0.0 mid: 12.5 max: 25.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 25.0 mid: 37.5 max: 50.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 50.0 mid: 62.5 max: 75.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 75.0 mid: 87.5 max: 100.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 100.0 mid: 112.5 max: 125.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 125.0 mid: 137.5 max: 150.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 150.0 mid: 162.5 max: 175.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 175.0 mid: 187.5 max: 200.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 200.0 mid: 225.0 max: 250.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 250.0 mid: 275.0 max: 300.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 300.0 mid: 325.0 max: 350.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 350.0 mid: 375.0 max: 400.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 400.0 mid: 425.0 max: 450.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 450.0 mid: 475.0 max: 500.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 500.0 mid: 550.0 max: 600.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 600.0 mid: 700.0 max: 800.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml index 32fabd35a7..937355a666 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml @@ -3,63 +3,127 @@ bins: min: 0.0 mid: 12.5 max: 25.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 25.0 mid: 37.5 max: 50.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 50.0 mid: 62.5 max: 75.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 75.0 mid: 87.5 max: 100.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 100.0 mid: 112.5 max: 125.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 125.0 mid: 137.5 max: 150.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 150.0 mid: 162.5 max: 175.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 175.0 mid: 187.5 max: 200.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 200.0 mid: 225.0 max: 250.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 250.0 mid: 275.0 max: 300.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 300.0 mid: 325.0 max: 350.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 350.0 mid: 375.0 max: 400.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 400.0 mid: 425.0 max: 450.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 450.0 mid: 475.0 max: 500.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 500.0 mid: 550.0 max: 600.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 600.0 mid: 700.0 max: 800.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 5becd8b240..59aebe6c79 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -32,21 +32,25 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT] + kinematic_coverage: [pT, m_W2] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{-}}$ units: GeV - #sqrts: - # description: Centre of mass energy - # label: $\sqrt{s}$ - # units: GeV + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WM-PT.yaml data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] variants: + CMS_prescription: + data_uncertainties: + - uncertainties_WM-PT_cms.yaml + data_central: data_WM-PT_cms.yaml legacy: data_uncertainties: - uncertainties_legacy_WM-PT.yaml @@ -77,21 +81,25 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT] + kinematic_coverage: [pT, m_W2] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{+}}$ units: GeV - #sqrts: - # description: Centre of mass energy - # label: $\sqrt{s}$ - # units: GeV + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WP-PT.yaml data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: + CMS_prescription: + data_uncertainties: + - uncertainties_WP-PT_cms.yaml + data_central: data_WP-PT_cms.yaml legacy: data_uncertainties: - uncertainties_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml new file mode 100644 index 0000000000..82965271ff --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -0,0 +1,1402 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1: + description: 'Systematic: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: SYSATLASW2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: SYSATLASW3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: SYSATLASW4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: SYSATLASW5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: SYSATLASW6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: SYSATLASW7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: SYSATLASW8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: SYSATLASW9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: SYSATLASW10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: SYSATLASW11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: SYSATLASW12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: SYSATLASW13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: SYSATLASW14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: SYSATLASW16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: SYSATLASW17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: SYSATLASW18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: SYSATLASW19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: SYSATLASW20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: SYSATLASW21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: SYSATLASW22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: SYSATLASW23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: SYSATLASW24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: SYSATLASW25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: SYSATLASW26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: SYSATLASW27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: SYSATLASW28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: SYSATLASW29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: SYSATLASW30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: SYSATLASW31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: SYSATLASW32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: SYSATLASW34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: SYSATLASW35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: SYSATLASW36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: SYSATLASW37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: SYSATLASW38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: SYSATLASW39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: SYSATLASW40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: SYSATLASW41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: SYSATLASW42 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: SYSATLASW43 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: SYSATLASW44 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: SYSATLASW45 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: SYSATLASW46 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW47 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: SYSATLASW48 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW49 + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: SYSATLASW50 +bins: +- art_stat_corr_1: -6.23054206e-01 + art_stat_corr_2: -6.60106176e-01 + art_stat_corr_3: -3.65763825e-01 + art_stat_corr_4: -1.93447285e-01 + art_stat_corr_5: -6.31086642e-02 + art_stat_corr_6: -2.91207529e-02 + art_stat_corr_7: 5.16404592e-03 + art_stat_corr_8: 9.23844245e-04 + art_stat_corr_9: 1.48947707e-04 + art_stat_corr_10: 1.63169167e-05 + art_stat_corr_11: 1.02877296e-06 + art_stat_corr_12: 1.22305738e-07 + art_stat_corr_13: 3.93795500e-08 + art_stat_corr_14: -8.58669834e-09 + art_stat_corr_15: -1.07398508e-09 + art_stat_corr_16: 1.38135318e-10 + JetScaleEff1: 9.50105257e+01 + JetScaleEff2: 2.15116248e+01 + JetScaleEff3: 3.0 + JetScaleEff4: 1.0 + JetScaleEff5: 3.0 + JetScaleEff6: 6.0 + JetScaleEta1: 4.85051544e+01 + JetScaleEta2: 2.45102020e+01 + JetScaleHighPt: 2.82842712e-01 + JetScaleMC: 4.24264069e-01 + JetScalePileup1: 4.12310563e+00 + JetScalePileup2: 1.15217186e+01 + JetScalePileup3: 2.59807621e+00 + JetScalePileup4: 6.25039999e+01 + JetScaleFlav1Known: 1.90525589e+01 + JetScaleFlav2: 7.75290268e+01 + JetScaleBjet: 9.83615779e-02 + JetScalepunchT: 1.41421356e-01 + JetResolution10: 171 + JetSFBeff: 6.0 + JetSFCeff: 3.57071421e+00 + JetSFLmistag: 3.0 + JetSFHighPt: 2.17944947e-01 + JetJVFcut: 1.49248116e+01 + ElScaleR12: 1.0 + ElScaleZee: 1.65151446e+01 + ElScalePS: 3.57071421e-01 + ElResolution: 1 + ElSFReco: 3.0 + ElSFId: 11.0 + ElSFTrigger: 9.0 + ElSFIso: 3.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 1.03923048e+01 + METResLong: 4 + METResTrans: 4 + PileupWeight: 1.45172311e+01 + QCDlowRange: 2.29510348e+01 + QCDhighRange: 3.31662479e+00 + QCDvarIso: 6 + QCDvarElID: 52 + QCDfitUncert: 5 + QCDotherGen: 37 + QCDfitRebin: 0.5 + XsecZ: 6.0 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 2 + WHFmodel: 4 + LumiUncert: 3.40293991e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 29 + UnfoldReweight: 51 +- art_stat_corr_1: -8.90718976e-01 + art_stat_corr_2: -9.96676403e-02 + art_stat_corr_3: 3.08178914e-01 + art_stat_corr_4: 2.91069693e-01 + art_stat_corr_5: 1.12991578e-01 + art_stat_corr_6: 6.34402276e-02 + art_stat_corr_7: -1.37907587e-02 + art_stat_corr_8: -2.84076801e-03 + art_stat_corr_9: -4.89808346e-04 + art_stat_corr_10: -5.79165363e-05 + art_stat_corr_11: -3.47851184e-06 + art_stat_corr_12: -4.68044785e-07 + art_stat_corr_13: -9.29288411e-08 + art_stat_corr_14: 2.34139744e-08 + art_stat_corr_15: 4.49735773e-09 + art_stat_corr_16: 2.47393920e-10 + JetScaleEff1: 2.03501228e+02 + JetScaleEff2: 4.80208288e+01 + JetScaleEff3: 6.16441400e+00 + JetScaleEff4: 3.31662479e+00 + JetScaleEff5: 8.12403840e+00 + JetScaleEff6: 1.20830460e+01 + JetScaleEta1: 9.90101005e+01 + JetScaleEta2: 5.05445348e+01 + JetScaleHighPt: 1.41421356e+00 + JetScaleMC: 1.41421356e+00 + JetScalePileup1: 7.39932429e+00 + JetScalePileup2: 2.25997788e+01 + JetScalePileup3: 5.0 + JetScalePileup4: 1.33007519e+02 + JetScaleFlav1Known: 4.05061724e+01 + JetScaleFlav2: 1.62513846e+02 + JetScaleBjet: 2.17944947e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 378 + JetSFBeff: 9.0 + JetSFCeff: 7.53325959e+00 + JetSFLmistag: 6.0 + JetSFHighPt: 4.35889894e-01 + JetJVFcut: 3.22645316e+01 + ElScaleR12: 6.0 + 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art_stat_corr_12: 1.19731798e-06 + art_stat_corr_13: 1.88043638e-07 + art_stat_corr_14: -3.52097090e-08 + art_stat_corr_15: -5.78913012e-09 + art_stat_corr_16: 1.54437345e-10 + JetScaleEff1: 9.15027322e+01 + JetScaleEff2: 1.75142799e+01 + JetScaleEff3: 2.0 + JetScaleEff4: 1.05237826e+01 + JetScaleEff5: 3.57071421e+00 + JetScaleEff6: 5.0 + JetScaleEta1: 4.05061724e+01 + JetScaleEta2: 2.05121915e+01 + JetScaleHighPt: 4.24264069e-01 + JetScaleMC: 5.65685425e-01 + JetScalePileup1: 2.44948974e+00 + JetScalePileup2: 8.76070773e+00 + JetScalePileup3: 4.55521679e+00 + JetScalePileup4: 56.0 + JetScaleFlav1Known: 1.55161206e+01 + JetScaleFlav2: 7.25034482e+01 + JetScaleBjet: 1.03440804e-01 + JetScalepunchT: 2.17944947e-01 + JetResolution10: 170 + JetSFBeff: 7.0 + JetSFCeff: 5.0 + JetSFLmistag: 3.57071421e+00 + JetSFHighPt: 2.17944947e-01 + JetJVFcut: 1.08050914e+01 + ElScaleR12: 6.53834842e+00 + ElScaleZee: 2.05121915e+01 + ElScalePS: 8.18535277e-01 + ElResolution: 1 + ElSFReco: 6.0 + ElSFId: 17.0 + ElSFTrigger: 12.0 + ElSFIso: 4.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 6.60151498e+01 + METResLong: 61 + METResTrans: 59 + PileupWeight: 1.45172311e+01 + QCDlowRange: 1.32193041e+01 + QCDhighRange: 1.65831240e+00 + QCDvarIso: 6 + QCDvarElID: 3 + QCDfitUncert: 3 + QCDotherGen: 21 + QCDfitRebin: 0.3 + XsecZ: 2.59807621e-02 + XsecTop: 4.0 + XsecDibos: 1.0 + BkgTtbarNorm: 3 + BkgMCstat: 1 + WHFmodel: 11 + LumiUncert: 4.40227214e+01 + UnfoldMCstat: 3 + UnfoldOtherGen: 31 + UnfoldReweight: 13 +- art_stat_corr_1: -1.09404151e-01 + art_stat_corr_2: 3.91805097e-01 + art_stat_corr_3: -5.02138443e-01 + art_stat_corr_4: 1.13257548e-01 + art_stat_corr_5: 1.51153484e-01 + art_stat_corr_6: 1.76864156e-01 + art_stat_corr_7: -7.05713732e-02 + art_stat_corr_8: -2.05203287e-02 + art_stat_corr_9: -4.37649525e-03 + art_stat_corr_10: -5.88748300e-04 + art_stat_corr_11: -3.81858620e-05 + art_stat_corr_12: -4.49874782e-06 + art_stat_corr_13: -5.22856825e-07 + art_stat_corr_14: 1.05767673e-07 + art_stat_corr_15: 7.27216552e-09 + art_stat_corr_16: 9.05996530e-10 + JetScaleEff1: 3.01500829e+01 + JetScaleEff2: 2.20624115e+00 + JetScaleEff3: 2.60384331e+00 + JetScaleEff4: 5.80172388e+00 + JetScaleEff5: 1.40712473e+00 + JetScaleEff6: 2.35106359e+00 + JetScaleEta1: 1.27070846e+01 + JetScaleEta2: 6.7 + JetScaleHighPt: 1.41421356e-01 + JetScaleMC: 2.17944947e-01 + JetScalePileup1: 1.06301458e+00 + JetScalePileup2: 2.40156199e+00 + JetScalePileup3: 2.5 + JetScalePileup4: 1.80501385e+01 + JetScaleFlav1Known: 4.55054942e+00 + JetScaleFlav2: 2.52508911e+01 + JetScaleBjet: 4.35889894e-02 + JetScalepunchT: 1.03440804e-01 + JetResolution10: 44.8 + JetSFBeff: 4.95454337e+00 + JetSFCeff: 2.30434372e+00 + JetSFLmistag: 1.60623784e+00 + JetSFHighPt: 9.83615779e-02 + JetJVFcut: 3.97114593e+00 + ElScaleR12: 3.51140997e+00 + ElScaleZee: 6.80587981e+00 + ElScalePS: 7.39932429e-01 + ElResolution: 0.6 + ElSFReco: 2.95084734e+00 + ElSFId: 7.95031446e+00 + ElSFTrigger: 4.40227214e+00 + ElSFIso: 1.75142799e+00 + ElSFChargeMisID: 3.84057287e-02 + METScale: 2.42674164e+01 + METResLong: 19.7 + METResTrans: 21.1 + PileupWeight: 4.60868745e+00 + QCDlowRange: 3.51140997e+00 + QCDhighRange: 4.09267639e-01 + QCDvarIso: 2.9 + QCDvarElID: 1.4 + QCDfitUncert: 1.1 + QCDotherGen: 6.5 + QCDfitRebin: 0.1 + XsecZ: 0.2 + XsecTop: 2.6 + XsecDibos: 0.7 + BkgTtbarNorm: 2.3 + BkgMCstat: 0.6 + WHFmodel: 2.3 + LumiUncert: 1.79050272e+01 + UnfoldMCstat: 1.8 + UnfoldOtherGen: 13.5 + UnfoldReweight: 1.7 +- art_stat_corr_1: 2.38041421e-02 + art_stat_corr_2: 5.64438799e-02 + art_stat_corr_3: -2.77284930e-01 + art_stat_corr_4: 3.42785526e-01 + art_stat_corr_5: -4.71782006e-02 + art_stat_corr_6: -1.70399410e-01 + art_stat_corr_7: 1.33630891e-01 + art_stat_corr_8: 5.06483498e-02 + art_stat_corr_9: 1.30712710e-02 + art_stat_corr_10: 1.87442323e-03 + art_stat_corr_11: 1.35278486e-04 + art_stat_corr_12: 1.49542778e-05 + art_stat_corr_13: 1.80857698e-06 + art_stat_corr_14: -3.45208110e-07 + art_stat_corr_15: 4.93440117e-09 + art_stat_corr_16: -1.53260130e-10 + JetScaleEff1: 11.1 + JetScaleEff2: 1.13137085e+00 + JetScaleEff3: 1.70587221e+00 + JetScaleEff4: 2.16043977e+00 + JetScaleEff5: 6.53834842e-01 + JetScaleEff6: 1.15217186e+00 + JetScaleEta1: 4.65483619e+00 + JetScaleEta2: 2.50399681e+00 + JetScaleHighPt: 1.08972474e-01 + JetScaleMC: 1.41421356e-01 + JetScalePileup1: 4.89897949e-01 + JetScalePileup2: 9.43398113e-01 + JetScalePileup3: 1.23288280e+00 + JetScalePileup4: 6.75333251e+00 + JetScaleFlav1Known: 1.65151446e+00 + JetScaleFlav2: 1.02502439e+01 + JetScaleBjet: 2.17944947e-02 + JetScalepunchT: 3.57071421e-02 + JetResolution10: 12.5 + JetSFBeff: 3.25691572e+00 + JetSFCeff: 1.10905365e+00 + JetSFLmistag: 8.12403840e-01 + JetSFHighPt: 0.03 + JetJVFcut: 2.19715725e+00 + ElScaleR12: 1.52643375e+00 + ElScaleZee: 2.31732605e+00 + ElScalePS: 3.27871926e-01 + ElResolution: 0.2 + ElSFReco: 1.60623784e+00 + ElSFId: 4.05061724e+00 + ElSFTrigger: 2.00499377e+00 + ElSFIso: 9.11043358e-01 + ElSFChargeMisID: 2.17944947e-02 + METScale: 7.85795775e+00 + METResLong: 5.8 + METResTrans: 6.5 + PileupWeight: 1.07121426e+00 + QCDlowRange: 9.83615779e-01 + QCDhighRange: 8.17006732e-02 + QCDvarIso: 1.6 + QCDvarElID: 1.9 + QCDfitUncert: 0.4 + QCDotherGen: 2.0 + QCDfitRebin: 0.02 + XsecZ: 0.1 + XsecTop: 1.7 + XsecDibos: 0.3 + BkgTtbarNorm: 1.6 + BkgMCstat: 0.4 + WHFmodel: 0.2 + LumiUncert: 7.85286572e+00 + UnfoldMCstat: 1.1 + UnfoldOtherGen: 7.6 + UnfoldReweight: 0.7 +- art_stat_corr_1: 1.80188251e-02 + art_stat_corr_2: -1.93251550e-02 + art_stat_corr_3: -4.60935577e-02 + art_stat_corr_4: 2.03239465e-01 + art_stat_corr_5: -2.91370251e-01 + art_stat_corr_6: -8.89000393e-02 + art_stat_corr_7: -1.19554426e-01 + art_stat_corr_8: -8.90437069e-02 + art_stat_corr_9: -2.87342154e-02 + art_stat_corr_10: -4.82640925e-03 + art_stat_corr_11: -3.60827416e-04 + art_stat_corr_12: -4.47836298e-05 + art_stat_corr_13: -5.05042220e-06 + art_stat_corr_14: 1.03608715e-06 + art_stat_corr_15: -2.67316813e-08 + art_stat_corr_16: 6.82056257e-10 + JetScaleEff1: 4.95454337e+00 + JetScaleEff2: 1.00995049e+00 + JetScaleEff3: 1.00995049e+00 + JetScaleEff4: 6.53834842e-01 + JetScaleEff5: 6.53834842e-01 + JetScaleEff6: 5.54526825e-01 + JetScaleEta1: 1.95128163e+00 + JetScaleEta2: 1.15217186e+00 + JetScaleHighPt: 2.82842712e-02 + JetScaleMC: 4.97493719e-02 + JetScalePileup1: 2.44948974e-01 + JetScalePileup2: 4.24264069e-01 + JetScalePileup3: 0.7 + JetScalePileup4: 3.0 + JetScaleFlav1Known: 7.53325959e-01 + JetScaleFlav2: 4.90204039e+00 + JetScaleBjet: 1.03440804e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 4.5 + JetSFBeff: 2.0 + JetSFCeff: 6.53834842e-01 + JetSFLmistag: 3.57071421e-01 + JetSFHighPt: 2.17944947e-02 + JetJVFcut: 1.34443297e+00 + ElScaleR12: 6.53834842e-01 + ElScaleZee: 0.9 + ElScalePS: 1.64924225e-01 + ElResolution: 0.1 + ElSFReco: 8.52936105e-01 + ElSFId: 2.1 + ElSFTrigger: 1.0 + ElSFIso: 4.55521679e-01 + ElSFChargeMisID: 9.83615779e-03 + METScale: 3.0 + METResLong: 2.5 + METResTrans: 2.6 + PileupWeight: 5.19615242e-01 + QCDlowRange: 3.31662479e-01 + QCDhighRange: 4.12310563e-02 + QCDvarIso: 0.9 + QCDvarElID: 0.8 + QCDfitUncert: 0.2 + QCDotherGen: 0.8 + QCDfitRebin: 0.005 + XsecZ: 0.1 + XsecTop: 1.0 + XsecDibos: 0.2 + BkgTtbarNorm: 1.0 + BkgMCstat: 0.3 + WHFmodel: 0.1 + LumiUncert: 3.80263067e+00 + UnfoldMCstat: 0.8 + UnfoldOtherGen: 3.9 + UnfoldReweight: 0.3 +- art_stat_corr_1: 5.29572777e-03 + art_stat_corr_2: -1.48328684e-02 + art_stat_corr_3: 2.28945950e-02 + art_stat_corr_4: 5.59500582e-02 + art_stat_corr_5: -3.03605950e-01 + art_stat_corr_6: 2.17648052e-01 + art_stat_corr_7: -1.55336536e-02 + art_stat_corr_8: 8.02776251e-02 + art_stat_corr_9: 4.35410404e-02 + art_stat_corr_10: 8.24268178e-03 + art_stat_corr_11: 7.47318654e-04 + art_stat_corr_12: 9.01458523e-05 + art_stat_corr_13: 1.13226172e-05 + art_stat_corr_14: -2.21641265e-06 + art_stat_corr_15: 9.27326911e-08 + art_stat_corr_16: 2.99004266e-10 + JetScaleEff1: 2.53063233e+00 + JetScaleEff2: 8.16026960e-01 + JetScaleEff3: 0.64 + JetScaleEff4: 3.12889757e-01 + JetScaleEff5: 3.07571130e-01 + JetScaleEff6: 2.93087018e-01 + JetScaleEta1: 9.97033099e-01 + JetScaleEta2: 6.70596749e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 2.17944947e-02 + JetScalePileup1: 1.06301458e-01 + JetScalePileup2: 2.27156334e-01 + JetScalePileup3: 3.51140997e-01 + JetScalePileup4: 1.45515463e+00 + JetScaleFlav1Known: 4.60217340e-01 + JetScaleFlav2: 2.55524461e+00 + JetScaleBjet: 4.35889894e-03 + JetScalepunchT: 1.08972474e-02 + JetResolution10: 1.88 + JetSFBeff: 1.19134378e+00 + JetSFCeff: 3.30302891e-01 + JetSFLmistag: 1.92093727e-01 + JetSFHighPt: 1.03440804e-02 + JetJVFcut: 7.93536389e-01 + ElScaleR12: 3.30302891e-01 + ElScaleZee: 4.35057467e-01 + ElScalePS: 7.39932429e-02 + ElResolution: 0.06 + ElSFReco: 4.60868745e-01 + ElSFId: 1.14502183e+00 + ElSFTrigger: 5.70175412e-01 + ElSFIso: 2.27760839e-01 + ElSFChargeMisID: 3.84057287e-03 + METScale: 1.38516245e+00 + METResLong: 1.1 + METResTrans: 1.27 + PileupWeight: 2.56320112e-01 + QCDlowRange: 1.65831240e-01 + QCDhighRange: 1.72356462e-02 + QCDvarIso: 0.48 + QCDvarElID: 0.4 + QCDfitUncert: 0.09 + QCDotherGen: 0.37 + QCDfitRebin: 0.001 + XsecZ: 0.03 + XsecTop: 0.61 + XsecDibos: 0.09 + BkgTtbarNorm: 0.61 + BkgMCstat: 0.18 + WHFmodel: 0.12 + LumiUncert: 1.94082457e+00 + UnfoldMCstat: 0.5 + UnfoldOtherGen: 1.27 + UnfoldReweight: 0.18 +- art_stat_corr_1: 3.78141991e-04 + art_stat_corr_2: -3.27240405e-03 + art_stat_corr_3: 1.39103920e-02 + art_stat_corr_4: -6.52477713e-03 + art_stat_corr_5: -9.75038776e-02 + art_stat_corr_6: 1.73282509e-01 + art_stat_corr_7: 1.77040024e-01 + art_stat_corr_8: -6.01779618e-02 + art_stat_corr_9: -5.85103710e-02 + art_stat_corr_10: -1.51367071e-02 + art_stat_corr_11: -1.43394264e-03 + art_stat_corr_12: -2.12499458e-04 + art_stat_corr_13: -2.44912746e-05 + art_stat_corr_14: 5.38604544e-06 + art_stat_corr_15: -2.04442940e-07 + art_stat_corr_16: 2.32581250e-09 + JetScaleEff1: 1.37719824e+00 + JetScaleEff2: 5.70175412e-01 + JetScaleEff3: 3.61109402e-01 + JetScaleEff4: 1.66358048e-01 + JetScaleEff5: 1.68745370e-01 + JetScaleEff6: 1.56444878e-01 + JetScaleEta1: 5.20768663e-01 + JetScaleEta2: 3.45651559e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 1.41421356e-02 + JetScalePileup1: 5.74456265e-02 + JetScalePileup2: 1.20312094e-01 + JetScalePileup3: 1.90525589e-01 + JetScalePileup4: 7.06735453e-01 + JetScaleFlav1Known: 2.45102020e-01 + JetScaleFlav2: 1.39516128e+00 + JetScaleBjet: 2.17944947e-03 + JetScalepunchT: 4.35889894e-03 + JetResolution10: 0.84 + JetSFBeff: 7.00571196e-01 + JetSFCeff: 1.75142799e-01 + JetSFLmistag: 1.00995049e-01 + JetSFHighPt: 4.35889894e-03 + JetJVFcut: 5.65685425e-01 + ElScaleR12: 1.75142799e-01 + ElScaleZee: 0.23 + ElScalePS: 4.12310563e-02 + ElResolution: 0.03 + ElSFReco: 2.40416306e-01 + ElSFId: 6.35983490e-01 + ElSFTrigger: 3.05081956e-01 + ElSFIso: 1.26787223e-01 + ElSFChargeMisID: 2.17944947e-03 + METScale: 6.65338260e-01 + 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art_stat_corr_16: -1.40924527e-07 + JetScaleEff1: 8.45739322e-02 + JetScaleEff2: 5.45412688e-02 + JetScaleEff3: 2.71477439e-02 + JetScaleEff4: 1.10905365e-02 + JetScaleEff5: 1.08972474e-02 + JetScaleEff6: 1.00995049e-02 + JetScaleEta1: 3.10322413e-02 + JetScaleEta2: 2.25111084e-02 + JetScaleHighPt: 5.65685425e-04 + JetScaleMC: 1.41421356e-03 + JetScalePileup1: 4.09267639e-03 + JetScalePileup2: 7.79422863e-03 + JetScalePileup3: 1.20830460e-02 + JetScalePileup4: 4.00249922e-02 + JetScaleFlav1Known: 1.55161206e-02 + JetScaleFlav2: 7.35034013e-02 + JetScaleBjet: 1.41421356e-04 + JetScalepunchT: 2.82842712e-04 + JetResolution10: 0.045 + JetSFBeff: 5.16212166e-02 + JetSFCeff: 1.15217186e-02 + JetSFLmistag: 6.53834842e-03 + JetSFHighPt: 0.0003 + JetJVFcut: 3.67695526e-02 + ElScaleR12: 1.15217186e-02 + ElScaleZee: 0.015 + ElScalePS: 2.44948974e-03 + ElResolution: 0.002 + ElSFReco: 1.55161206e-02 + ElSFId: 4.10243830e-02 + ElSFTrigger: 1.95128163e-02 + ElSFIso: 8.12403840e-03 + ElSFChargeMisID: 1.92028644e-04 + METScale: 3.46806863e-02 + METResLong: 0.036 + METResTrans: 0.04 + PileupWeight: 8.76070773e-03 + QCDlowRange: 5.74456265e-03 + QCDhighRange: 8.98610038e-04 + QCDvarIso: 0.02 + QCDvarElID: 0.014 + QCDfitUncert: 0.004 + QCDotherGen: 0.013 + QCDfitRebin: 3.0e-05 + XsecZ: 0.0004 + XsecTop: 0.025 + XsecDibos: 0.004 + BkgTtbarNorm: 0.025 + BkgMCstat: 0.026 + WHFmodel: 0.016 + LumiUncert: 6.85328388e-02 + UnfoldMCstat: 0.067 + UnfoldOtherGen: 0.061 + UnfoldReweight: 0.006 +- art_stat_corr_1: 3.16148191e-07 + art_stat_corr_2: 6.99129141e-07 + art_stat_corr_3: -6.06152022e-08 + art_stat_corr_4: 4.82857489e-06 + art_stat_corr_5: -2.57390885e-05 + art_stat_corr_6: 8.53773499e-06 + art_stat_corr_7: -1.03269451e-04 + art_stat_corr_8: 5.76021022e-04 + art_stat_corr_9: -1.67651806e-03 + art_stat_corr_10: 2.07892267e-03 + art_stat_corr_11: 1.57874126e-02 + art_stat_corr_12: -3.60845921e-02 + art_stat_corr_13: -5.98418131e-03 + art_stat_corr_14: 2.31336167e-03 + art_stat_corr_15: 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2.67267476e-03 + art_stat_corr_15: 9.62094249e-03 + art_stat_corr_16: 5.73727673e-06 + JetScaleEff1: 4.02585395e-03 + JetScaleEff2: 5.23139561e-03 + JetScaleEff3: 1.10905365e-03 + JetScaleEff4: 4.55521679e-04 + JetScaleEff5: 4.35889894e-04 + JetScaleEff6: 0.0004 + JetScaleEta1: 1.25199840e-03 + JetScaleEta2: 9.52627944e-04 + JetScaleHighPt: 2.82842712e-05 + JetScaleMC: 3.57071421e-05 + JetScalePileup1: 1.65831240e-04 + JetScalePileup2: 3.31662479e-04 + JetScalePileup3: 0.0005 + JetScalePileup4: 1.65151446e-03 + JetScaleFlav1Known: 6.53834842e-04 + JetScaleFlav2: 0.003 + JetScaleBjet: 9.83615779e-06 + JetScalepunchT: 1.41421356e-05 + JetResolution10: 0.0018 + JetSFBeff: 2.10475652e-03 + JetSFCeff: 0.0005 + JetSFLmistag: 2.59807621e-04 + JetSFHighPt: 1.08972474e-05 + JetJVFcut: 1.55563492e-03 + ElScaleR12: 4.55521679e-04 + ElScaleZee: 0.0006 + ElScalePS: 8.17006732e-05 + ElResolution: 0.0001 + ElSFReco: 6.53834842e-04 + ElSFId: 1.65151446e-03 + ElSFTrigger: 0.0008 + ElSFIso: 3.57071421e-04 + ElSFChargeMisID: 9.38083152e-06 + METScale: 1.40712473e-03 + METResLong: 0.0015 + METResTrans: 0.0016 + PileupWeight: 3.57071421e-04 + QCDlowRange: 8.98610038e-05 + QCDhighRange: 1.0e-05 + QCDvarIso: 0.0008 + QCDvarElID: 0.0006 + QCDfitUncert: 5.0e-08 + QCDotherGen: 0.0001 + QCDfitRebin: 2.0e-06 + XsecZ: 0.0002 + XsecTop: 0.0009 + XsecDibos: 0.0002 + BkgTtbarNorm: 0.0009 + BkgMCstat: 0.0032 + WHFmodel: 0.0014 + LumiUncert: 2.85087706e-03 + UnfoldMCstat: 0.0092 + UnfoldOtherGen: 0.0025 + UnfoldReweight: 0.0002 +- art_stat_corr_1: 1.40662424e-07 + art_stat_corr_2: -9.15457279e-08 + art_stat_corr_3: 1.08570996e-07 + art_stat_corr_4: -3.98059077e-08 + art_stat_corr_5: 5.11073076e-08 + art_stat_corr_6: -1.50522461e-07 + art_stat_corr_7: -1.65073175e-07 + art_stat_corr_8: 3.26357159e-07 + art_stat_corr_9: -1.97994875e-07 + art_stat_corr_10: -4.13772221e-07 + art_stat_corr_11: 1.62137313e-06 + art_stat_corr_12: 3.75045501e-06 + art_stat_corr_13: -8.67701442e-05 + art_stat_corr_14: -1.62644365e-04 + art_stat_corr_15: -1.42971736e-06 + art_stat_corr_16: 3.44506874e-03 + JetScaleEff1: 9.34705836e-04 + JetScaleEff2: 1.20261174e-03 + JetScaleEff3: 2.55880832e-04 + JetScaleEff4: 1.00995049e-04 + JetScaleEff5: 1.03440804e-04 + JetScaleEff6: 9.11043358e-05 + JetScaleEta1: 2.95761728e-04 + JetScaleEta2: 2.15116248e-04 + JetScaleHighPt: 5.65685425e-06 + JetScaleMC: 1.08972474e-05 + JetScalePileup1: 3.31662479e-05 + JetScalePileup2: 7.14142843e-05 + JetScalePileup3: 1.15217186e-04 + JetScalePileup4: 3.80263067e-04 + JetScaleFlav1Known: 0.00015 + JetScaleFlav2: 0.0007 + JetScaleBjet: 1.41421356e-06 + JetScalepunchT: 2.17944947e-06 + JetResolution10: 0.00043 + JetSFBeff: 4.91833305e-04 + JetSFCeff: 0.00011 + JetSFLmistag: 6.16441400e-05 + JetSFHighPt: 3.0e-06 + JetJVFcut: 3.46518398e-04 + ElScaleR12: 1.05237826e-04 + ElScaleZee: 0.00014 + ElScalePS: 2.44948974e-05 + ElResolution: 2.0e-05 + ElSFReco: 1.50665192e-04 + ElSFId: 3.90256326e-04 + ElSFTrigger: 1.85135086e-04 + ElSFIso: 7.53325959e-05 + ElSFChargeMisID: 1.03440804e-06 + METScale: 3.32716095e-04 + METResLong: 0.00034 + METResTrans: 0.00038 + PileupWeight: 8.12403840e-05 + QCDlowRange: 1.0e-05 + QCDhighRange: 8.24621125e-07 + QCDvarIso: 0.00019 + QCDvarElID: 0.00013 + QCDfitUncert: 3.0e-06 + QCDotherGen: 2.0e-05 + QCDfitRebin: 1.0e-08 + XsecZ: 6.0e-05 + XsecTop: 0.00014 + XsecDibos: 8.0e-05 + BkgTtbarNorm: 0.00013 + BkgMCstat: 0.00099 + WHFmodel: 0.00075 + LumiUncert: 6.50153828e-04 + UnfoldMCstat: 0.00404 + UnfoldOtherGen: 0.00058 + UnfoldReweight: 6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml new file mode 100644 index 0000000000..42e9765e50 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -0,0 +1,2482 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1_plus: + description: 'Systematic upper unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff1_minus: + description: 'Systematic lower unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW2 + JetScaleEff2_plus: + description: 'Systematic upper unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW3 + JetScaleEff2_minus: + description: 'Systematic lower unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW4 + JetScaleEff3_plus: + description: 'Systematic upper unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW5 + JetScaleEff3_minus: + description: 'Systematic lower unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW6 + JetScaleEff4_plus: + description: 'Systematic upper unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW7 + JetScaleEff4_minus: + description: 'Systematic lower unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW8 + JetScaleEff5_plus: + description: 'Systematic upper unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW9 + JetScaleEff5_minus: + description: 'Systematic lower unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW10 + JetScaleEff6_plus: + description: 'Systematic upper unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW11 + JetScaleEff6_minus: + description: 'Systematic lower unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW12 + JetScaleEta1_plus: + description: 'Systematic upper unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW13 + JetScaleEta1_minus: + description: 'Systematic lower unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW14 + JetScaleEta2_plus: + description: 'Systematic upper unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW15 + JetScaleEta2_minus: + description: 'Systematic lower unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW16 + JetScaleHighPt_plus: + description: 'Systematic upper unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW17 + JetScaleHighPt_minus: + description: 'Systematic lower unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW18 + JetScaleMC_plus: + description: 'Systematic upper unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW19 + JetScaleMC_minus: + description: 'Systematic lower unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW20 + JetScalePileup1_plus: + description: 'Systematic upper unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW21 + JetScalePileup1_minus: + description: 'Systematic lower unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW22 + JetScalePileup2_plus: + description: 'Systematic upper unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW23 + JetScalePileup2_minus: + description: 'Systematic lower unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW24 + JetScalePileup3_plus: + description: 'Systematic upper unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW25 + JetScalePileup3_minus: + description: 'Systematic lower unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW26 + JetScalePileup4_plus: + description: 'Systematic upper unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW27 + JetScalePileup4_minus: + description: 'Systematic lower unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW28 + JetScaleFlav1Known_plus: + description: 'Systematic upper unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW29 + JetScaleFlav1Known_minus: + description: 'Systematic lower unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW30 + JetScaleFlav2_plus: + description: 'Systematic upper unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW31 + JetScaleFlav2_minus: + description: 'Systematic lower unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW32 + JetScaleBjet_plus: + description: 'Systematic upper unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW33 + JetScaleBjet_minus: + description: 'Systematic lower unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW34 + JetScalepunchT_plus: + description: 'Systematic upper unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW35 + JetScalepunchT_minus: + description: 'Systematic lower unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW36 + JetResolution10_plus: + description: 'Systematic upper unc.: JetResolution10' + treatment: MULT + type: SYSATLASW37 + JetResolution10_minus: + description: 'Systematic lower unc.: JetResolution10' + treatment: MULT + type: SYSATLASW38 + JetSFBeff_plus: + description: 'Systematic upper unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW39 + JetSFBeff_minus: + description: 'Systematic lower unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW40 + JetSFCeff_plus: + description: 'Systematic upper unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW41 + JetSFCeff_minus: + description: 'Systematic lower unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW42 + JetSFLmistag_plus: + description: 'Systematic upper unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW43 + JetSFLmistag_minus: + description: 'Systematic lower unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW44 + JetSFHighPt_plus: + description: 'Systematic upper unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW45 + JetSFHighPt_minus: + description: 'Systematic lower unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW46 + JetJVFcut_plus: + description: 'Systematic upper unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW47 + JetJVFcut_minus: + description: 'Systematic lower unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW48 + ElScaleR12_plus: + description: 'Systematic upper unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW49 + ElScaleR12_minus: + description: 'Systematic lower unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW50 + ElScaleZee_plus: + description: 'Systematic upper unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW51 + ElScaleZee_minus: + description: 'Systematic lower unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW52 + ElScalePS_plus: + description: 'Systematic upper unc.: ElScalePS' + treatment: MULT + type: SYSATLASW53 + ElScalePS_minus: + description: 'Systematic lower unc.: ElScalePS' + treatment: MULT + type: SYSATLASW54 + ElResolution_plus: + description: 'Systematic upper unc.: ElResolution' + treatment: MULT + type: SYSATLASW55 + ElResolution_minus: + description: 'Systematic lower unc.: ElResolution' + treatment: MULT + type: SYSATLASW56 + ElSFReco_plus: + description: 'Systematic upper unc.: ElSFReco' + treatment: MULT + type: SYSATLASW57 + ElSFReco_minus: + description: 'Systematic lower unc.: ElSFReco' + treatment: MULT + type: SYSATLASW58 + ElSFId_plus: + description: 'Systematic upper unc.: ElSFId' + treatment: MULT + type: SYSATLASW59 + ElSFId_minus: + description: 'Systematic lower unc.: ElSFId' + treatment: MULT + type: SYSATLASW60 + ElSFTrigger_plus: + description: 'Systematic upper unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW61 + ElSFTrigger_minus: + description: 'Systematic lower unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW62 + ElSFIso_plus: + description: 'Systematic upper unc.: ElSFIso' + treatment: MULT + type: SYSATLASW63 + ElSFIso_minus: + description: 'Systematic lower unc.: ElSFIso' + treatment: MULT + type: SYSATLASW64 + ElSFChargeMisID_plus: + description: 'Systematic upper unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW65 + ElSFChargeMisID_minus: + description: 'Systematic lower unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW66 + METScale_plus: + description: 'Systematic upper unc.: METScale' + treatment: MULT + type: SYSATLASW67 + METScale_minus: + description: 'Systematic lower unc.: METScale' + treatment: MULT + type: SYSATLASW68 + METResLong_plus: + description: 'Systematic upper unc.: METResLong' + treatment: MULT + type: SYSATLASW69 + METResLong_minus: + description: 'Systematic lower unc.: METResLong' + treatment: MULT + type: SYSATLASW70 + METResTrans_plus: + description: 'Systematic upper unc.: METResTrans' + treatment: MULT + type: SYSATLASW71 + METResTrans_minus: + description: 'Systematic lower unc.: METResTrans' + treatment: MULT + type: SYSATLASW72 + PileupWeight_plus: + description: 'Systematic upper unc.: PileupWeight' + treatment: MULT + type: SYSATLASW73 + PileupWeight_minus: + description: 'Systematic lower unc.: PileupWeight' + treatment: MULT + type: SYSATLASW74 + QCDlowRange_plus: + description: 'Systematic upper unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW75 + QCDlowRange_minus: + description: 'Systematic lower unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW76 + QCDhighRange_plus: + description: 'Systematic upper unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW77 + QCDhighRange_minus: + description: 'Systematic lower unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW78 + QCDvarIso_plus: + description: 'Systematic upper unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW79 + QCDvarIso_minus: + description: 'Systematic lower unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW80 + QCDvarElID_plus: + description: 'Systematic upper unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW81 + QCDvarElID_minus: + description: 'Systematic lower unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW82 + QCDfitUncert_plus: + description: 'Systematic upper unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDfitUncert_minus: + description: 'Systematic lower unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen_plus: + description: 'Systematic upper unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW83 + QCDotherGen_minus: + description: 'Systematic lower unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW84 + QCDfitRebin_plus: + description: 'Systematic upper unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW85 + QCDfitRebin_minus: + description: 'Systematic lower unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW86 + XsecZ_plus: + description: 'Systematic upper unc.: XsecZ' + treatment: MULT + type: SYSATLASW87 + XsecZ_minus: + description: 'Systematic lower unc.: XsecZ' + treatment: MULT + type: SYSATLASW88 + XsecTop_plus: + description: 'Systematic upper unc.: XsecTop' + treatment: MULT + type: SYSATLASW89 + XsecTop_minus: + description: 'Systematic lower unc.: XsecTop' + treatment: MULT + type: SYSATLASW90 + XsecDibos_plus: + description: 'Systematic upper unc.: XsecDibos' + treatment: MULT + type: SYSATLASW91 + XsecDibos_minus: + description: 'Systematic lower unc.: XsecDibos' + treatment: MULT + type: SYSATLASW92 + BkgTtbarNorm_plus: + description: 'Systematic upper unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW93 + BkgTtbarNorm_minus: + description: 'Systematic lower unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW94 + BkgMCstat_plus: + description: 'Systematic upper unc.: BkgMCstat' + treatment: MULT + type: UNCORR + BkgMCstat_minus: + description: 'Systematic lower unc.: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel_plus: + description: 'Systematic upper unc.: WHFmodel' + treatment: MULT + type: SYSATLASW95 + WHFmodel_minus: + description: 'Systematic lower unc.: WHFmodel' + treatment: MULT + type: SYSATLASW96 + LumiUncert_plus: + description: 'Systematic upper unc.: LumiUncert' + treatment: MULT + type: SYSATLASW97 + LumiUncert_minus: + description: 'Systematic lower unc.: LumiUncert' + treatment: MULT + type: SYSATLASW98 + UnfoldMCstat_plus: + description: 'Systematic upper unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldMCstat_minus: + description: 'Systematic lower unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen_plus: + description: 'Systematic upper unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW99 + UnfoldOtherGen_minus: + description: 'Systematic lower unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW100 + UnfoldReweight_plus: + description: 'Systematic upper unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW101 + UnfoldReweight_minus: + description: 'Systematic lower unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW102 +bins: +- art_stat_corr_1: -6.23054206e-01 + art_stat_corr_2: -6.60106176e-01 + art_stat_corr_3: -3.65763825e-01 + art_stat_corr_4: -1.93447285e-01 + art_stat_corr_5: -6.31086642e-02 + art_stat_corr_6: -2.91207529e-02 + art_stat_corr_7: 5.16404592e-03 + art_stat_corr_8: 9.23844245e-04 + art_stat_corr_9: 1.48947707e-04 + art_stat_corr_10: 1.63169167e-05 + art_stat_corr_11: 1.02877296e-06 + art_stat_corr_12: 1.22305738e-07 + art_stat_corr_13: 3.93795500e-08 + art_stat_corr_14: -8.58669834e-09 + art_stat_corr_15: -1.07398508e-09 + art_stat_corr_16: 1.38135318e-10 + JetScaleEff1_plus: 96 + JetScaleEff1_minus: -94 + JetScaleEff2_plus: 22 + JetScaleEff2_minus: -21 + JetScaleEff3_plus: 3 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 1 + JetScaleEff4_minus: -1 + JetScaleEff5_plus: 3 + JetScaleEff5_minus: -3 + JetScaleEff6_plus: 6 + JetScaleEff6_minus: -6 + JetScaleEta1_plus: 49 + JetScaleEta1_minus: -48 + JetScaleEta2_plus: 25 + JetScaleEta2_minus: -24 + JetScaleHighPt_plus: -0.2 + JetScaleHighPt_minus: -0.2 + JetScaleMC_plus: -0.3 + JetScaleMC_minus: -0.3 + JetScalePileup1_plus: 5 + JetScalePileup1_minus: -1 + JetScalePileup2_plus: 12 + JetScalePileup2_minus: -11 + JetScalePileup3_plus: 3 + JetScalePileup3_minus: -2 + JetScalePileup4_plus: 63 + JetScalePileup4_minus: -62 + JetScaleFlav1Known_plus: 20 + JetScaleFlav1Known_minus: -18 + JetScaleFlav2_plus: 79 + JetScaleFlav2_minus: -76 + JetScaleBjet_plus: 0.1 + JetScaleBjet_minus: 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UnfoldOtherGen_minus: -3.9 + UnfoldReweight_plus: 3.7 + UnfoldReweight_minus: -3.9 +- art_stat_corr_1: 5.29572777e-03 + art_stat_corr_2: -1.48328684e-02 + art_stat_corr_3: 2.28945950e-02 + art_stat_corr_4: 5.59500582e-02 + art_stat_corr_5: -3.03605950e-01 + art_stat_corr_6: 2.17648052e-01 + art_stat_corr_7: -1.55336536e-02 + art_stat_corr_8: 8.02776251e-02 + art_stat_corr_9: 4.35410404e-02 + art_stat_corr_10: 8.24268178e-03 + art_stat_corr_11: 7.47318654e-04 + art_stat_corr_12: 9.01458523e-05 + art_stat_corr_13: 1.13226172e-05 + art_stat_corr_14: -2.21641265e-06 + art_stat_corr_15: 9.27326911e-08 + art_stat_corr_16: 2.99004266e-10 + JetScaleEff1_plus: 2.57 + JetScaleEff1_minus: -2.49 + JetScaleEff2_plus: 0.88 + JetScaleEff2_minus: -0.74 + JetScaleEff3_plus: 0.64 + JetScaleEff3_minus: -0.64 + JetScaleEff4_plus: 0.34 + JetScaleEff4_minus: -0.28 + JetScaleEff5_plus: 0.29 + JetScaleEff5_minus: 0.13 + JetScaleEff6_plus: 0.32 + JetScaleEff6_minus: -0.26 + JetScaleEta1_plus: 1.04 + JetScaleEta1_minus: -0.95 + JetScaleEta2_plus: 0.69 + JetScaleEta2_minus: -0.65 + JetScaleHighPt_plus: -0.01 + JetScaleHighPt_minus: -0.01 + JetScaleMC_plus: -0.01 + JetScaleMC_minus: -0.02 + JetScalePileup1_plus: 0.13 + JetScalePileup1_minus: -0.05 + JetScalePileup2_plus: 0.26 + JetScalePileup2_minus: -0.18 + JetScalePileup3_plus: 0.37 + JetScalePileup3_minus: -0.33 + JetScalePileup4_plus: 1.47 + JetScalePileup4_minus: -1.44 + JetScaleFlav1Known_plus: 0.47 + JetScaleFlav1Known_minus: -0.45 + JetScaleFlav2_plus: 2.53 + JetScaleFlav2_minus: -2.58 + JetScaleBjet_plus: 0.004 + JetScaleBjet_minus: 0.002 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.005 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.005 + JetSFBeff_plus: 1.23 + JetSFBeff_minus: -1.15 + JetSFCeff_plus: 0.34 + JetSFCeff_minus: -0.32 + JetSFLmistag_plus: 0.21 + JetSFLmistag_minus: -0.17 + JetSFHighPt_plus: -0.004 + JetSFHighPt_minus: -0.01 + JetJVFcut_plus: -0.51 + JetJVFcut_minus: -0.61 + ElScaleR12_plus: 0.34 + ElScaleR12_minus: -0.32 + ElScaleZee_plus: 0.43 + ElScaleZee_minus: -0.44 + ElScalePS_plus: 0.09 + ElScalePS_minus: -0.02 + ElResolution_plus: 0.09 + ElResolution_minus: -0.02 + ElSFReco_plus: 0.48 + ElSFReco_minus: -0.44 + ElSFId_plus: 1.14 + ElSFId_minus: -1.15 + ElSFTrigger_plus: 0.58 + ElSFTrigger_minus: -0.56 + ElSFIso_plus: 0.25 + ElSFIso_minus: -0.2 + ElSFChargeMisID_plus: -0.001 + ElSFChargeMisID_minus: -0.004 + METScale_plus: 1.37 + METScale_minus: -1.4 + METResLong_plus: 1.37 + METResLong_minus: -1.4 + METResTrans_plus: 1.37 + METResTrans_minus: -1.4 + PileupWeight_plus: 0.29 + PileupWeight_minus: -0.21 + QCDlowRange_plus: 0.2 + QCDlowRange_minus: -0.1 + QCDhighRange_plus: 0.0003 + QCDhighRange_minus: -0.02 + QCDvarIso_plus: 0.0003 + QCDvarIso_minus: -0.02 + QCDvarElID_plus: 0.0003 + QCDvarElID_minus: -0.02 + QCDfitUncert_plus: 0.0003 + QCDfitUncert_minus: -0.02 + QCDotherGen_plus: 0.0003 + QCDotherGen_minus: -0.02 + QCDfitRebin_plus: 0.0003 + QCDfitRebin_minus: -0.02 + XsecZ_plus: 0.03 + XsecZ_minus: -0.03 + XsecTop_plus: 0.61 + XsecTop_minus: -0.61 + XsecDibos_plus: 0.09 + XsecDibos_minus: -0.09 + BkgTtbarNorm_plus: 0.09 + BkgTtbarNorm_minus: -0.09 + BkgMCstat_plus: 0.09 + BkgMCstat_minus: -0.09 + WHFmodel_plus: 0.09 + WHFmodel_minus: -0.09 + LumiUncert_plus: 1.9 + LumiUncert_minus: -1.98 + UnfoldMCstat_plus: 1.9 + UnfoldMCstat_minus: -1.98 + UnfoldOtherGen_plus: 1.9 + UnfoldOtherGen_minus: -1.98 + UnfoldReweight_plus: 1.9 + UnfoldReweight_minus: -1.98 +- art_stat_corr_1: 3.78141991e-04 + art_stat_corr_2: -3.27240405e-03 + art_stat_corr_3: 1.39103920e-02 + art_stat_corr_4: -6.52477713e-03 + art_stat_corr_5: -9.75038776e-02 + art_stat_corr_6: 1.73282509e-01 + art_stat_corr_7: 1.77040024e-01 + art_stat_corr_8: -6.01779618e-02 + art_stat_corr_9: -5.85103710e-02 + art_stat_corr_10: -1.51367071e-02 + art_stat_corr_11: -1.43394264e-03 + art_stat_corr_12: -2.12499458e-04 + art_stat_corr_13: -2.44912746e-05 + art_stat_corr_14: 5.38604544e-06 + art_stat_corr_15: -2.04442940e-07 + art_stat_corr_16: 2.32581250e-09 + JetScaleEff1_plus: 1.43 + JetScaleEff1_minus: -1.32 + JetScaleEff2_plus: 0.56 + JetScaleEff2_minus: -0.58 + JetScaleEff3_plus: 0.38 + JetScaleEff3_minus: -0.34 + JetScaleEff4_plus: 0.18 + JetScaleEff4_minus: -0.15 + JetScaleEff5_plus: 0.16 + JetScaleEff5_minus: 0.07 + JetScaleEff6_plus: 0.17 + JetScaleEff6_minus: -0.14 + JetScaleEta1_plus: 0.54 + JetScaleEta1_minus: -0.5 + JetScaleEta2_plus: 0.33 + JetScaleEta2_minus: -0.36 + JetScaleHighPt_plus: -0.01 + JetScaleHighPt_minus: -0.01 + JetScaleMC_plus: -0.01 + JetScaleMC_minus: -0.01 + JetScalePileup1_plus: 0.07 + JetScalePileup1_minus: -0.03 + JetScalePileup2_plus: 0.14 + JetScalePileup2_minus: -0.09 + JetScalePileup3_plus: 0.2 + JetScalePileup3_minus: -0.18 + JetScalePileup4_plus: 0.67 + JetScalePileup4_minus: -0.74 + JetScaleFlav1Known_plus: 0.25 + JetScaleFlav1Known_minus: -0.24 + JetScaleFlav2_plus: 1.38 + JetScaleFlav2_minus: -1.41 + JetScaleBjet_plus: 0.002 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.004 + JetScalepunchT_minus: 0.002 + JetResolution10_plus: 0.004 + JetResolution10_minus: 0.002 + JetSFBeff_plus: 0.72 + JetSFBeff_minus: -0.68 + JetSFCeff_plus: 0.18 + JetSFCeff_minus: -0.17 + JetSFLmistag_plus: 0.11 + JetSFLmistag_minus: -0.09 + JetSFHighPt_plus: -0.002 + JetSFHighPt_minus: -0.004 + JetJVFcut_plus: -0.4 + JetJVFcut_minus: -0.4 + ElScaleR12_plus: 0.18 + ElScaleR12_minus: -0.17 + ElScaleZee_plus: 0.23 + ElScaleZee_minus: -0.23 + ElScalePS_plus: 0.05 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.05 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.25 + ElSFReco_minus: -0.23 + ElSFId_plus: 0.61 + ElSFId_minus: -0.66 + ElSFTrigger_plus: 0.31 + ElSFTrigger_minus: -0.3 + ElSFIso_plus: 0.14 + ElSFIso_minus: -0.11 + ElSFChargeMisID_plus: -0.001 + ElSFChargeMisID_minus: -0.002 + METScale_plus: 0.65 + METScale_minus: -0.68 + METResLong_plus: 0.65 + METResLong_minus: -0.68 + METResTrans_plus: 0.65 + METResTrans_minus: -0.68 + PileupWeight_plus: 0.15 + PileupWeight_minus: -0.11 + QCDlowRange_plus: 0.11 + QCDlowRange_minus: -0.05 + QCDhighRange_plus: 0.0004 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.0004 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.0004 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.0004 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.0004 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.0004 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.02 + XsecZ_minus: -0.02 + XsecTop_plus: 0.36 + XsecTop_minus: -0.36 + XsecDibos_plus: 0.05 + XsecDibos_minus: -0.05 + BkgTtbarNorm_plus: 0.05 + BkgTtbarNorm_minus: -0.05 + BkgMCstat_plus: 0.05 + BkgMCstat_minus: -0.05 + WHFmodel_plus: 0.05 + WHFmodel_minus: -0.05 + LumiUncert_plus: 1.03 + LumiUncert_minus: -1.07 + UnfoldMCstat_plus: 1.03 + UnfoldMCstat_minus: -1.07 + UnfoldOtherGen_plus: 1.03 + UnfoldOtherGen_minus: -1.07 + UnfoldReweight_plus: 1.03 + UnfoldReweight_minus: -1.07 +- art_stat_corr_1: -1.16952661e-04 + art_stat_corr_2: 1.27366544e-05 + art_stat_corr_3: 1.45001217e-03 + art_stat_corr_4: -5.57422206e-03 + art_stat_corr_5: 5.69114925e-03 + art_stat_corr_6: 1.67170078e-02 + art_stat_corr_7: 6.40087084e-02 + art_stat_corr_8: -1.12752379e-01 + art_stat_corr_9: 8.84307736e-02 + art_stat_corr_10: 2.46420894e-02 + art_stat_corr_11: 4.15041840e-03 + art_stat_corr_12: 5.31555827e-04 + art_stat_corr_13: 8.54358636e-05 + art_stat_corr_14: -1.68123451e-05 + art_stat_corr_15: 1.13924196e-06 + art_stat_corr_16: 7.53830821e-09 + JetScaleEff1_plus: 0.58 + JetScaleEff1_minus: -0.64 + JetScaleEff2_plus: 0.29 + JetScaleEff2_minus: -0.3 + JetScaleEff3_plus: 0.17 + JetScaleEff3_minus: -0.2 + JetScaleEff4_plus: 0.08 + JetScaleEff4_minus: -0.07 + JetScaleEff5_plus: 0.07 + JetScaleEff5_minus: 0.03 + JetScaleEff6_plus: 0.07 + JetScaleEff6_minus: -0.06 + JetScaleEta1_plus: 0.2 + JetScaleEta1_minus: -0.22 + JetScaleEta2_plus: 0.15 + JetScaleEta2_minus: -0.16 + JetScaleHighPt_plus: -0.003 + JetScaleHighPt_minus: -0.003 + JetScaleMC_plus: -0.004 + JetScaleMC_minus: -0.004 + JetScalePileup1_plus: 0.03 + JetScalePileup1_minus: -0.01 + JetScalePileup2_plus: 0.06 + JetScalePileup2_minus: -0.04 + JetScalePileup3_plus: 0.09 + JetScalePileup3_minus: -0.08 + JetScalePileup4_plus: 0.28 + JetScalePileup4_minus: -0.27 + JetScaleFlav1Known_plus: 0.11 + JetScaleFlav1Known_minus: -0.1 + JetScaleFlav2_plus: 0.56 + JetScaleFlav2_minus: -0.6 + JetScaleBjet_plus: 0.001 + JetScaleBjet_minus: 0.0004 + JetScalepunchT_plus: 0.002 + JetScalepunchT_minus: 0.001 + JetResolution10_plus: 0.002 + JetResolution10_minus: 0.001 + JetSFBeff_plus: 0.34 + JetSFBeff_minus: -0.32 + JetSFCeff_plus: 0.08 + JetSFCeff_minus: -0.08 + JetSFLmistag_plus: 0.05 + JetSFLmistag_minus: -0.04 + JetSFHighPt_plus: -0.001 + JetSFHighPt_minus: -0.002 + JetJVFcut_plus: -0.17 + JetJVFcut_minus: -0.18 + ElScaleR12_plus: 0.08 + ElScaleR12_minus: -0.07 + ElScaleZee_plus: 0.1 + ElScaleZee_minus: -0.1 + ElScalePS_plus: 0.02 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.02 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.11 + ElSFReco_minus: -0.1 + ElSFId_plus: 0.27 + ElSFId_minus: -0.28 + ElSFTrigger_plus: 0.14 + ElSFTrigger_minus: -0.13 + ElSFIso_plus: 0.06 + ElSFIso_minus: -0.05 + ElSFChargeMisID_plus: -0.0003 + ElSFChargeMisID_minus: -0.001 + METScale_plus: 0.26 + METScale_minus: -0.22 + METResLong_plus: 0.26 + METResLong_minus: -0.22 + METResTrans_plus: 0.26 + METResTrans_minus: -0.22 + PileupWeight_plus: 0.07 + PileupWeight_minus: -0.05 + QCDlowRange_plus: 0.04 + QCDlowRange_minus: -0.02 + QCDhighRange_plus: -0.001 + QCDhighRange_minus: -0.004 + QCDvarIso_plus: -0.001 + QCDvarIso_minus: -0.004 + QCDvarElID_plus: -0.001 + QCDvarElID_minus: -0.004 + QCDfitUncert_plus: -0.001 + QCDfitUncert_minus: -0.004 + QCDotherGen_plus: -0.001 + QCDotherGen_minus: -0.004 + QCDfitRebin_plus: -0.001 + QCDfitRebin_minus: -0.004 + XsecZ_plus: 0.01 + XsecZ_minus: -0.01 + XsecTop_plus: 0.17 + XsecTop_minus: -0.17 + XsecDibos_plus: 0.02 + XsecDibos_minus: -0.02 + BkgTtbarNorm_plus: 0.02 + BkgTtbarNorm_minus: -0.02 + BkgMCstat_plus: 0.02 + BkgMCstat_minus: -0.02 + WHFmodel_plus: 0.02 + WHFmodel_minus: -0.02 + LumiUncert_plus: 0.46 + LumiUncert_minus: -0.47 + UnfoldMCstat_plus: 0.46 + UnfoldMCstat_minus: -0.47 + UnfoldOtherGen_plus: 0.46 + UnfoldOtherGen_minus: -0.47 + UnfoldReweight_plus: 0.46 + UnfoldReweight_minus: -0.47 +- art_stat_corr_1: -1.61853308e-05 + art_stat_corr_2: 4.98086175e-05 + art_stat_corr_3: -1.27621124e-04 + art_stat_corr_4: -4.42847472e-04 + art_stat_corr_5: 3.64841217e-03 + art_stat_corr_6: -4.92403580e-03 + art_stat_corr_7: -3.76715805e-03 + art_stat_corr_8: -8.62506075e-03 + art_stat_corr_9: 4.23588993e-02 + art_stat_corr_10: -8.46233141e-02 + art_stat_corr_11: -1.11772276e-02 + art_stat_corr_12: -3.03154992e-03 + art_stat_corr_13: -3.63530728e-04 + art_stat_corr_14: 1.00671386e-04 + art_stat_corr_15: -5.37112398e-06 + art_stat_corr_16: 6.26335244e-08 + JetScaleEff1_plus: 0.212 + JetScaleEff1_minus: -0.222 + JetScaleEff2_plus: 0.138 + JetScaleEff2_minus: -0.129 + JetScaleEff3_plus: 0.06 + JetScaleEff3_minus: -0.07 + JetScaleEff4_plus: 0.028 + JetScaleEff4_minus: -0.023 + JetScaleEff5_plus: 0.024 + JetScaleEff5_minus: 0.011 + JetScaleEff6_plus: 0.027 + JetScaleEff6_minus: -0.021 + JetScaleEta1_plus: 0.072 + JetScaleEta1_minus: -0.079 + JetScaleEta2_plus: 0.053 + JetScaleEta2_minus: -0.057 + JetScaleHighPt_plus: -0.001 + JetScaleHighPt_minus: -0.001 + JetScaleMC_plus: -0.001 + JetScaleMC_minus: -0.002 + JetScalePileup1_plus: 0.011 + JetScalePileup1_minus: -0.004 + JetScalePileup2_plus: 0.022 + JetScalePileup2_minus: -0.015 + JetScalePileup3_plus: 0.031 + JetScalePileup3_minus: -0.028 + JetScalePileup4_plus: 0.099 + JetScalePileup4_minus: -0.096 + JetScaleFlav1Known_plus: 0.04 + JetScaleFlav1Known_minus: -0.037 + JetScaleFlav2_plus: 0.193 + JetScaleFlav2_minus: -0.179 + JetScaleBjet_plus: 0.0003 + JetScaleBjet_minus: 0.0001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.0004 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.0004 + JetSFBeff_plus: 0.133 + JetSFBeff_minus: -0.118 + JetSFCeff_plus: 0.029 + JetSFCeff_minus: -0.027 + JetSFLmistag_plus: 0.017 + JetSFLmistag_minus: -0.014 + JetSFHighPt_plus: -0.0003 + JetSFHighPt_minus: -0.001 + JetJVFcut_plus: -0.063 + JetJVFcut_minus: -0.064 + ElScaleR12_plus: 0.029 + ElScaleR12_minus: -0.027 + ElScaleZee_plus: 0.036 + ElScaleZee_minus: -0.037 + ElScalePS_plus: 0.008 + ElScalePS_minus: -0.002 + ElResolution_plus: 0.008 + ElResolution_minus: -0.002 + ElSFReco_plus: 0.04 + ElSFReco_minus: -0.037 + ElSFId_plus: 0.097 + ElSFId_minus: -0.102 + ElSFTrigger_plus: 0.049 + ElSFTrigger_minus: -0.047 + ElSFIso_plus: 0.021 + ElSFIso_minus: -0.017 + ElSFChargeMisID_plus: -0.0001 + ElSFChargeMisID_minus: -0.0004 + METScale_plus: 0.091 + METScale_minus: -0.078 + METResLong_plus: 0.091 + METResLong_minus: -0.078 + METResTrans_plus: 0.091 + METResTrans_minus: -0.078 + PileupWeight_plus: 0.024 + PileupWeight_minus: -0.018 + QCDlowRange_plus: 0.015 + QCDlowRange_minus: -0.008 + QCDhighRange_plus: -0.001 + QCDhighRange_minus: -0.001 + QCDvarIso_plus: -0.001 + QCDvarIso_minus: -0.001 + QCDvarElID_plus: -0.001 + QCDvarElID_minus: -0.001 + QCDfitUncert_plus: -0.001 + QCDfitUncert_minus: -0.001 + QCDotherGen_plus: -0.001 + QCDotherGen_minus: -0.001 + QCDfitRebin_plus: -0.001 + QCDfitRebin_minus: -0.001 + XsecZ_plus: 0.002 + XsecZ_minus: -0.002 + XsecTop_plus: 0.064 + XsecTop_minus: -0.065 + XsecDibos_plus: 0.009 + XsecDibos_minus: -0.009 + BkgTtbarNorm_plus: 0.009 + BkgTtbarNorm_minus: -0.009 + BkgMCstat_plus: 0.009 + BkgMCstat_minus: -0.009 + WHFmodel_plus: 0.009 + WHFmodel_minus: -0.009 + LumiUncert_plus: 0.164 + LumiUncert_minus: -0.17 + UnfoldMCstat_plus: 0.164 + UnfoldMCstat_minus: -0.17 + UnfoldOtherGen_plus: 0.164 + UnfoldOtherGen_minus: -0.17 + UnfoldReweight_plus: 0.164 + UnfoldReweight_minus: -0.17 +- art_stat_corr_1: 8.13455362e-07 + art_stat_corr_2: 3.24884647e-06 + art_stat_corr_3: -2.64150251e-05 + art_stat_corr_4: 3.02569282e-05 + art_stat_corr_5: 2.42664877e-04 + art_stat_corr_6: -7.14355230e-04 + art_stat_corr_7: -1.88560372e-03 + art_stat_corr_8: 3.16979315e-03 + art_stat_corr_9: 7.05684691e-05 + art_stat_corr_10: -1.99466580e-02 + art_stat_corr_11: 5.56305737e-02 + art_stat_corr_12: 9.37982278e-03 + art_stat_corr_13: 2.22529485e-03 + art_stat_corr_14: -5.06395910e-04 + art_stat_corr_15: 4.20600216e-05 + art_stat_corr_16: -1.40924527e-07 + JetScaleEff1_plus: 0.087 + JetScaleEff1_minus: -0.082 + JetScaleEff2_plus: 0.056 + JetScaleEff2_minus: -0.053 + JetScaleEff3_plus: 0.025 + JetScaleEff3_minus: -0.029 + JetScaleEff4_plus: 0.012 + JetScaleEff4_minus: -0.01 + JetScaleEff5_plus: 0.01 + JetScaleEff5_minus: 0.005 + JetScaleEff6_plus: 0.011 + JetScaleEff6_minus: -0.009 + JetScaleEta1_plus: 0.03 + JetScaleEta1_minus: -0.032 + JetScaleEta2_plus: 0.022 + JetScaleEta2_minus: -0.023 + JetScaleHighPt_plus: -0.0004 + JetScaleHighPt_minus: -0.0004 + JetScaleMC_plus: -0.001 + JetScaleMC_minus: -0.001 + JetScalePileup1_plus: 0.005 + JetScalePileup1_minus: -0.002 + JetScalePileup2_plus: 0.009 + JetScalePileup2_minus: -0.006 + JetScalePileup3_plus: 0.013 + JetScalePileup3_minus: -0.011 + JetScalePileup4_plus: 0.041 + JetScalePileup4_minus: -0.039 + JetScaleFlav1Known_plus: 0.016 + JetScaleFlav1Known_minus: -0.015 + JetScaleFlav2_plus: 0.074 + JetScaleFlav2_minus: -0.073 + JetScaleBjet_plus: 0.0001 + JetScaleBjet_minus: 0.0001 + JetScalepunchT_plus: 0.0002 + JetScalepunchT_minus: 0.0002 + JetResolution10_plus: 0.0002 + JetResolution10_minus: 0.0002 + JetSFBeff_plus: 0.054 + JetSFBeff_minus: -0.049 + JetSFCeff_plus: 0.012 + JetSFCeff_minus: -0.011 + JetSFLmistag_plus: 0.007 + JetSFLmistag_minus: -0.006 + JetSFHighPt_plus: -0.0001 + JetSFHighPt_minus: -0.0003 + JetJVFcut_plus: -0.026 + JetJVFcut_minus: -0.026 + ElScaleR12_plus: 0.012 + ElScaleR12_minus: -0.011 + ElScaleZee_plus: 0.015 + ElScaleZee_minus: -0.015 + ElScalePS_plus: 0.003 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.003 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.016 + ElSFReco_minus: -0.015 + ElSFId_plus: 0.04 + ElSFId_minus: -0.042 + ElSFTrigger_plus: 0.02 + ElSFTrigger_minus: -0.019 + ElSFIso_plus: 0.009 + ElSFIso_minus: -0.007 + ElSFChargeMisID_plus: -5.0e-05 + ElSFChargeMisID_minus: -0.0002 + METScale_plus: 0.037 + METScale_minus: -0.032 + METResLong_plus: 0.037 + METResLong_minus: -0.032 + METResTrans_plus: 0.037 + METResTrans_minus: -0.032 + PileupWeight_plus: 0.01 + PileupWeight_minus: -0.007 + QCDlowRange_plus: 0.007 + QCDlowRange_minus: -0.003 + QCDhighRange_plus: -0.0001 + QCDhighRange_minus: -0.001 + QCDvarIso_plus: -0.0001 + QCDvarIso_minus: -0.001 + QCDvarElID_plus: -0.0001 + QCDvarElID_minus: -0.001 + QCDfitUncert_plus: -0.0001 + QCDfitUncert_minus: -0.001 + QCDotherGen_plus: -0.0001 + QCDotherGen_minus: -0.001 + QCDfitRebin_plus: -0.0001 + QCDfitRebin_minus: -0.001 + XsecZ_plus: 0.0004 + XsecZ_minus: -0.0004 + XsecTop_plus: 0.025 + XsecTop_minus: -0.025 + XsecDibos_plus: 0.004 + XsecDibos_minus: -0.004 + BkgTtbarNorm_plus: 0.004 + BkgTtbarNorm_minus: -0.004 + BkgMCstat_plus: 0.004 + BkgMCstat_minus: -0.004 + WHFmodel_plus: 0.004 + WHFmodel_minus: -0.004 + LumiUncert_plus: 0.067 + LumiUncert_minus: -0.07 + UnfoldMCstat_plus: 0.067 + UnfoldMCstat_minus: -0.07 + UnfoldOtherGen_plus: 0.067 + UnfoldOtherGen_minus: -0.07 + UnfoldReweight_plus: 0.067 + UnfoldReweight_minus: -0.07 +- art_stat_corr_1: 3.16148191e-07 + art_stat_corr_2: 6.99129141e-07 + art_stat_corr_3: -6.06152022e-08 + art_stat_corr_4: 4.82857489e-06 + art_stat_corr_5: -2.57390885e-05 + art_stat_corr_6: 8.53773499e-06 + art_stat_corr_7: -1.03269451e-04 + art_stat_corr_8: 5.76021022e-04 + art_stat_corr_9: -1.67651806e-03 + art_stat_corr_10: 2.07892267e-03 + art_stat_corr_11: 1.57874126e-02 + art_stat_corr_12: -3.60845921e-02 + art_stat_corr_13: -5.98418131e-03 + art_stat_corr_14: 2.31336167e-03 + art_stat_corr_15: -1.47945196e-04 + art_stat_corr_16: 2.11660204e-06 + JetScaleEff1_plus: 0.049 + JetScaleEff1_minus: -0.036 + JetScaleEff2_plus: 0.049 + JetScaleEff2_minus: -0.023 + JetScaleEff3_plus: 0.011 + JetScaleEff3_minus: -0.013 + JetScaleEff4_plus: 0.005 + JetScaleEff4_minus: -0.004 + JetScaleEff5_plus: 0.004 + JetScaleEff5_minus: 0.002 + JetScaleEff6_plus: 0.005 + JetScaleEff6_minus: -0.004 + JetScaleEta1_plus: 0.013 + JetScaleEta1_minus: -0.014 + JetScaleEta2_plus: 0.01 + JetScaleEta2_minus: -0.01 + JetScaleHighPt_plus: -0.0002 + JetScaleHighPt_minus: -0.0002 + JetScaleMC_plus: -0.0002 + JetScaleMC_minus: -0.0003 + JetScalePileup1_plus: 0.002 + JetScalePileup1_minus: -0.001 + JetScalePileup2_plus: 0.004 + JetScalePileup2_minus: -0.003 + JetScalePileup3_plus: 0.006 + JetScalePileup3_minus: -0.005 + JetScalePileup4_plus: 0.018 + JetScalePileup4_minus: -0.017 + JetScaleFlav1Known_plus: 0.007 + JetScaleFlav1Known_minus: -0.007 + JetScaleFlav2_plus: 0.033 + JetScaleFlav2_minus: -0.032 + JetScaleBjet_plus: 0.0001 + JetScaleBjet_minus: 3.0e-05 + JetScalepunchT_plus: 0.0001 + JetScalepunchT_minus: 0.0001 + JetResolution10_plus: 0.0001 + JetResolution10_minus: 0.0001 + JetSFBeff_plus: 0.024 + JetSFBeff_minus: -0.021 + JetSFCeff_plus: 0.005 + JetSFCeff_minus: -0.005 + JetSFLmistag_plus: 0.003 + JetSFLmistag_minus: -0.003 + JetSFHighPt_plus: -0.0001 + JetSFHighPt_minus: -0.0001 + JetJVFcut_plus: -0.011 + JetJVFcut_minus: -0.012 + ElScaleR12_plus: 0.005 + ElScaleR12_minus: -0.005 + ElScaleZee_plus: 0.007 + ElScaleZee_minus: -0.007 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.0003 + ElResolution_plus: 0.001 + ElResolution_minus: -0.0003 + ElSFReco_plus: 0.007 + ElSFReco_minus: -0.007 + ElSFId_plus: 0.018 + ElSFId_minus: -0.018 + ElSFTrigger_plus: 0.009 + ElSFTrigger_minus: -0.009 + ElSFIso_plus: 0.004 + ElSFIso_minus: -0.003 + ElSFChargeMisID_plus: -2.0e-05 + ElSFChargeMisID_minus: -0.0001 + METScale_plus: 0.017 + METScale_minus: -0.014 + METResLong_plus: 0.017 + METResLong_minus: -0.014 + METResTrans_plus: 0.017 + METResTrans_minus: -0.014 + PileupWeight_plus: 0.004 + PileupWeight_minus: -0.003 + QCDlowRange_plus: 0.002 + QCDlowRange_minus: -0.001 + QCDhighRange_plus: -0.0001 + QCDhighRange_minus: -0.0002 + QCDvarIso_plus: -0.0001 + QCDvarIso_minus: -0.0002 + QCDvarElID_plus: -0.0001 + QCDvarElID_minus: -0.0002 + QCDfitUncert_plus: -0.0001 + QCDfitUncert_minus: -0.0002 + QCDotherGen_plus: -0.0001 + QCDotherGen_minus: -0.0002 + QCDfitRebin_plus: -0.0001 + QCDfitRebin_minus: -0.0002 + XsecZ_plus: 0.001 + XsecZ_minus: -0.001 + XsecTop_plus: 0.011 + XsecTop_minus: -0.011 + XsecDibos_plus: 0.002 + XsecDibos_minus: -0.002 + BkgTtbarNorm_plus: 0.002 + BkgTtbarNorm_minus: -0.002 + BkgMCstat_plus: 0.002 + BkgMCstat_minus: -0.002 + WHFmodel_plus: 0.002 + WHFmodel_minus: -0.002 + LumiUncert_plus: 0.03 + LumiUncert_minus: -0.031 + UnfoldMCstat_plus: 0.03 + UnfoldMCstat_minus: -0.031 + UnfoldOtherGen_plus: 0.03 + UnfoldOtherGen_minus: -0.031 + UnfoldReweight_plus: 0.03 + UnfoldReweight_minus: -0.031 +- art_stat_corr_1: 1.17924381e-07 + art_stat_corr_2: -4.32932627e-07 + art_stat_corr_3: 8.47634966e-07 + art_stat_corr_4: 1.07502975e-06 + art_stat_corr_5: -3.42259852e-06 + art_stat_corr_6: 7.90856939e-06 + art_stat_corr_7: 1.54468544e-05 + art_stat_corr_8: 2.28036482e-06 + art_stat_corr_9: -2.09993491e-04 + art_stat_corr_10: 1.03980379e-03 + art_stat_corr_11: -1.05975432e-03 + art_stat_corr_12: -1.13337976e-02 + art_stat_corr_13: 2.15846428e-02 + art_stat_corr_14: -6.92241057e-03 + art_stat_corr_15: 7.99848715e-04 + art_stat_corr_16: -3.64223907e-06 + JetScaleEff1_plus: 0.0231 + JetScaleEff1_minus: -0.0172 + JetScaleEff2_plus: 0.0229 + JetScaleEff2_minus: -0.0293 + JetScaleEff3_plus: 0.0052 + JetScaleEff3_minus: -0.006 + JetScaleEff4_plus: 0.0024 + JetScaleEff4_minus: -0.002 + JetScaleEff5_plus: 0.0021 + JetScaleEff5_minus: 0.001 + JetScaleEff6_plus: 0.0023 + JetScaleEff6_minus: -0.0018 + JetScaleEta1_plus: 0.0062 + JetScaleEta1_minus: -0.0067 + JetScaleEta2_plus: 0.0045 + JetScaleEta2_minus: -0.0049 + JetScaleHighPt_plus: -0.0001 + JetScaleHighPt_minus: -0.0001 + JetScaleMC_plus: -0.0001 + JetScaleMC_minus: -0.0001 + JetScalePileup1_plus: 0.001 + JetScalePileup1_minus: -0.0003 + JetScalePileup2_plus: 0.0019 + JetScalePileup2_minus: -0.0013 + JetScalePileup3_plus: 0.0027 + JetScalePileup3_minus: -0.0024 + JetScalePileup4_plus: 0.0085 + JetScalePileup4_minus: -0.0082 + JetScaleFlav1Known_plus: 0.0034 + JetScaleFlav1Known_minus: -0.0032 + JetScaleFlav2_plus: 0.0154 + JetScaleFlav2_minus: -0.0153 + JetScaleBjet_plus: 3.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 0.0001 + JetScalepunchT_minus: 3.0e-05 + JetResolution10_plus: 0.0001 + JetResolution10_minus: 3.0e-05 + JetSFBeff_plus: 0.0114 + JetSFBeff_minus: -0.0102 + JetSFCeff_plus: 0.0025 + JetSFCeff_minus: -0.0023 + JetSFLmistag_plus: 0.0015 + JetSFLmistag_minus: -0.0012 + JetSFHighPt_plus: -3.0e-05 + JetSFHighPt_minus: -0.0001 + JetJVFcut_plus: -0.0054 + JetJVFcut_minus: -0.0054 + ElScaleR12_plus: 0.0025 + ElScaleR12_minus: -0.0023 + ElScaleZee_plus: 0.0031 + ElScaleZee_minus: -0.0031 + ElScalePS_plus: 0.0007 + ElScalePS_minus: -0.0002 + ElResolution_plus: 0.0007 + ElResolution_minus: -0.0002 + ElSFReco_plus: 0.0034 + ElSFReco_minus: -0.0031 + ElSFId_plus: 0.0083 + ElSFId_minus: -0.0087 + ElSFTrigger_plus: 0.0042 + ElSFTrigger_minus: -0.004 + ElSFIso_plus: 0.0018 + ElSFIso_minus: -0.0014 + ElSFChargeMisID_plus: -1.0e-05 + ElSFChargeMisID_minus: -3.0e-05 + METScale_plus: 0.0078 + METScale_minus: -0.0067 + METResLong_plus: 0.0078 + METResLong_minus: -0.0067 + METResTrans_plus: 0.0078 + METResTrans_minus: -0.0067 + PileupWeight_plus: 0.0021 + PileupWeight_minus: -0.0015 + QCDlowRange_plus: 0.0011 + QCDlowRange_minus: -0.0006 + QCDhighRange_plus: 4.0e-05 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 4.0e-05 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 4.0e-05 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 4.0e-05 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 4.0e-05 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 4.0e-05 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.0046 + XsecTop_minus: -0.0046 + XsecDibos_plus: 0.0008 + XsecDibos_minus: -0.0008 + BkgTtbarNorm_plus: 0.0008 + BkgTtbarNorm_minus: -0.0008 + BkgMCstat_plus: 0.0008 + BkgMCstat_minus: -0.0008 + WHFmodel_plus: 0.0008 + WHFmodel_minus: -0.0008 + LumiUncert_plus: 0.0136 + LumiUncert_minus: -0.0142 + UnfoldMCstat_plus: 0.0136 + UnfoldMCstat_minus: -0.0142 + UnfoldOtherGen_plus: 0.0136 + UnfoldOtherGen_minus: -0.0142 + UnfoldReweight_plus: 0.0136 + UnfoldReweight_minus: -0.0142 +- art_stat_corr_1: 2.66914213e-07 + art_stat_corr_2: -2.21811939e-07 + art_stat_corr_3: 2.07683866e-08 + art_stat_corr_4: 1.50440505e-07 + art_stat_corr_5: 6.84405097e-08 + art_stat_corr_6: 7.26400016e-07 + art_stat_corr_7: 2.58934188e-06 + art_stat_corr_8: -8.43678388e-06 + art_stat_corr_9: 8.06669679e-06 + art_stat_corr_10: 9.10221488e-05 + art_stat_corr_11: -9.73452903e-04 + art_stat_corr_12: 6.06967015e-04 + art_stat_corr_13: 1.12246865e-02 + art_stat_corr_14: 1.47251600e-02 + art_stat_corr_15: -1.34551275e-03 + art_stat_corr_16: 3.49605741e-05 + JetScaleEff1_plus: 0.0124 + JetScaleEff1_minus: -0.0092 + JetScaleEff2_plus: 0.0123 + JetScaleEff2_minus: -0.0157 + JetScaleEff3_plus: 0.0028 + JetScaleEff3_minus: -0.0032 + JetScaleEff4_plus: 0.0013 + JetScaleEff4_minus: -0.0011 + JetScaleEff5_plus: 0.0011 + JetScaleEff5_minus: 0.0005 + JetScaleEff6_plus: 0.0012 + JetScaleEff6_minus: -0.001 + JetScaleEta1_plus: 0.0033 + JetScaleEta1_minus: -0.0036 + JetScaleEta2_plus: 0.0024 + JetScaleEta2_minus: -0.0026 + JetScaleHighPt_plus: -5.0e-05 + JetScaleHighPt_minus: -5.0e-05 + JetScaleMC_plus: -0.0001 + JetScaleMC_minus: -0.0001 + JetScalePileup1_plus: 0.0005 + JetScalePileup1_minus: -0.0002 + JetScalePileup2_plus: 0.001 + JetScalePileup2_minus: -0.0007 + JetScalePileup3_plus: 0.0014 + JetScalePileup3_minus: -0.0013 + JetScalePileup4_plus: 0.0045 + JetScalePileup4_minus: -0.0044 + JetScaleFlav1Known_plus: 0.0018 + JetScaleFlav1Known_minus: -0.0017 + JetScaleFlav2_plus: 0.0083 + JetScaleFlav2_minus: -0.0082 + JetScaleBjet_plus: 2.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 3.0e-05 + JetScalepunchT_minus: 2.0e-05 + JetResolution10_plus: 3.0e-05 + JetResolution10_minus: 2.0e-05 + JetSFBeff_plus: 0.0061 + JetSFBeff_minus: -0.0054 + JetSFCeff_plus: 0.0013 + JetSFCeff_minus: -0.0012 + JetSFLmistag_plus: 0.0008 + JetSFLmistag_minus: -0.0006 + JetSFHighPt_plus: -1.0e-05 + JetSFHighPt_minus: -3.0e-05 + JetJVFcut_plus: -0.0029 + JetJVFcut_minus: -0.0029 + ElScaleR12_plus: 0.0013 + ElScaleR12_minus: -0.0012 + ElScaleZee_plus: 0.0017 + ElScaleZee_minus: -0.0017 + ElScalePS_plus: 0.0004 + ElScalePS_minus: -0.0001 + ElResolution_plus: 0.0004 + ElResolution_minus: -0.0001 + ElSFReco_plus: 0.0018 + ElSFReco_minus: -0.0017 + ElSFId_plus: 0.0044 + ElSFId_minus: -0.0047 + ElSFTrigger_plus: 0.0022 + ElSFTrigger_minus: -0.0022 + ElSFIso_plus: 0.001 + ElSFIso_minus: -0.0008 + ElSFChargeMisID_plus: -1.0e-05 + ElSFChargeMisID_minus: -2.0e-05 + METScale_plus: 0.0042 + METScale_minus: -0.0036 + METResLong_plus: 0.0042 + METResLong_minus: -0.0036 + METResTrans_plus: 0.0042 + METResTrans_minus: -0.0036 + PileupWeight_plus: 0.0011 + PileupWeight_minus: -0.0008 + QCDlowRange_plus: 0.0006 + QCDlowRange_minus: -0.0005 + QCDhighRange_plus: 3.0e-05 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 3.0e-05 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 3.0e-05 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 3.0e-05 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 3.0e-05 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 3.0e-05 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0001 + XsecZ_minus: -0.0001 + XsecTop_plus: 0.002 + XsecTop_minus: -0.002 + XsecDibos_plus: 0.0005 + XsecDibos_minus: -0.0005 + BkgTtbarNorm_plus: 0.0005 + BkgTtbarNorm_minus: -0.0005 + BkgMCstat_plus: 0.0005 + BkgMCstat_minus: -0.0005 + WHFmodel_plus: 0.0005 + WHFmodel_minus: -0.0005 + LumiUncert_plus: 0.0072 + LumiUncert_minus: -0.0075 + UnfoldMCstat_plus: 0.0072 + UnfoldMCstat_minus: -0.0075 + UnfoldOtherGen_plus: 0.0072 + UnfoldOtherGen_minus: -0.0075 + UnfoldReweight_plus: 0.0072 + UnfoldReweight_minus: -0.0075 +- art_stat_corr_1: 7.56237256e-08 + art_stat_corr_2: 1.29089220e-07 + art_stat_corr_3: 8.87424462e-08 + art_stat_corr_4: -3.77457446e-07 + art_stat_corr_5: 1.39773561e-08 + art_stat_corr_6: -8.30812932e-07 + art_stat_corr_7: -3.61059721e-07 + art_stat_corr_8: -1.37975712e-07 + art_stat_corr_9: 3.92849298e-06 + art_stat_corr_10: -5.12202831e-06 + art_stat_corr_11: -5.52372235e-05 + art_stat_corr_12: 4.29480960e-04 + art_stat_corr_13: -3.26641285e-04 + art_stat_corr_14: 2.67267476e-03 + art_stat_corr_15: 9.62094249e-03 + art_stat_corr_16: 5.73727673e-06 + JetScaleEff1_plus: 0.0045 + JetScaleEff1_minus: -0.0034 + JetScaleEff2_plus: 0.0045 + JetScaleEff2_minus: -0.0058 + JetScaleEff3_plus: 0.001 + JetScaleEff3_minus: -0.0012 + JetScaleEff4_plus: 0.0005 + JetScaleEff4_minus: -0.0004 + JetScaleEff5_plus: 0.0004 + JetScaleEff5_minus: 0.0002 + JetScaleEff6_plus: 0.0004 + JetScaleEff6_minus: -0.0004 + JetScaleEta1_plus: 0.0012 + JetScaleEta1_minus: -0.0013 + JetScaleEta2_plus: 0.0009 + JetScaleEta2_minus: -0.001 + JetScaleHighPt_plus: -2.0e-05 + JetScaleHighPt_minus: -2.0e-05 + JetScaleMC_plus: -2.0e-05 + JetScaleMC_minus: -3.0e-05 + JetScalePileup1_plus: 0.0002 + JetScalePileup1_minus: -0.0001 + JetScalePileup2_plus: 0.0004 + JetScalePileup2_minus: -0.0002 + JetScalePileup3_plus: 0.0005 + JetScalePileup3_minus: -0.0005 + JetScalePileup4_plus: 0.0017 + JetScalePileup4_minus: -0.0016 + JetScaleFlav1Known_plus: 0.0007 + JetScaleFlav1Known_minus: -0.0006 + JetScaleFlav2_plus: 0.003 + JetScaleFlav2_minus: -0.003 + JetScaleBjet_plus: 1.0e-05 + JetScaleBjet_minus: 3.0e-06 + JetScalepunchT_plus: 1.0e-05 + JetScalepunchT_minus: 1.0e-05 + JetResolution10_plus: 1.0e-05 + JetResolution10_minus: 1.0e-05 + JetSFBeff_plus: 0.0022 + JetSFBeff_minus: -0.002 + JetSFCeff_plus: 0.0005 + JetSFCeff_minus: -0.0005 + JetSFLmistag_plus: 0.0003 + JetSFLmistag_minus: -0.0002 + JetSFHighPt_plus: -5.0e-06 + JetSFHighPt_minus: -1.0e-05 + JetJVFcut_plus: -0.0011 + JetJVFcut_minus: -0.0011 + ElScaleR12_plus: 0.0005 + ElScaleR12_minus: -0.0004 + ElScaleZee_plus: 0.0006 + ElScaleZee_minus: -0.0006 + ElScalePS_plus: 0.0001 + ElScalePS_minus: -3.0e-05 + ElResolution_plus: 0.0001 + ElResolution_minus: -3.0e-05 + ElSFReco_plus: 0.0007 + ElSFReco_minus: -0.0006 + ElSFId_plus: 0.0016 + ElSFId_minus: -0.0017 + ElSFTrigger_plus: 0.0008 + ElSFTrigger_minus: -0.0008 + ElSFIso_plus: 0.0004 + ElSFIso_minus: -0.0003 + ElSFChargeMisID_plus: -2.0e-06 + ElSFChargeMisID_minus: -1.0e-05 + METScale_plus: 0.0015 + METScale_minus: -0.0013 + METResLong_plus: 0.0015 + METResLong_minus: -0.0013 + METResTrans_plus: 0.0015 + METResTrans_minus: -0.0013 + PileupWeight_plus: 0.0004 + PileupWeight_minus: -0.0003 + QCDlowRange_plus: 0.0001 + QCDlowRange_minus: 1.0e-05 + QCDhighRange_plus: 1.0e-05 + QCDhighRange_minus: -1.0e-05 + QCDvarIso_plus: 1.0e-05 + QCDvarIso_minus: -1.0e-05 + QCDvarElID_plus: 1.0e-05 + QCDvarElID_minus: -1.0e-05 + QCDfitUncert_plus: 1.0e-05 + QCDfitUncert_minus: -1.0e-05 + QCDotherGen_plus: 1.0e-05 + QCDotherGen_minus: -1.0e-05 + QCDfitRebin_plus: 1.0e-05 + QCDfitRebin_minus: -1.0e-05 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.0009 + XsecTop_minus: -0.0009 + XsecDibos_plus: 0.0002 + XsecDibos_minus: -0.0002 + BkgTtbarNorm_plus: 0.0002 + BkgTtbarNorm_minus: -0.0002 + BkgMCstat_plus: 0.0002 + BkgMCstat_minus: -0.0002 + WHFmodel_plus: 0.0002 + WHFmodel_minus: -0.0002 + LumiUncert_plus: 0.0028 + LumiUncert_minus: -0.0029 + UnfoldMCstat_plus: 0.0028 + UnfoldMCstat_minus: -0.0029 + UnfoldOtherGen_plus: 0.0028 + UnfoldOtherGen_minus: -0.0029 + UnfoldReweight_plus: 0.0028 + UnfoldReweight_minus: -0.0029 +- art_stat_corr_1: 1.40662424e-07 + art_stat_corr_2: -9.15457279e-08 + art_stat_corr_3: 1.08570996e-07 + art_stat_corr_4: -3.98059077e-08 + art_stat_corr_5: 5.11073076e-08 + art_stat_corr_6: -1.50522461e-07 + art_stat_corr_7: -1.65073175e-07 + art_stat_corr_8: 3.26357159e-07 + art_stat_corr_9: -1.97994875e-07 + art_stat_corr_10: -4.13772221e-07 + art_stat_corr_11: 1.62137313e-06 + art_stat_corr_12: 3.75045501e-06 + art_stat_corr_13: -8.67701442e-05 + art_stat_corr_14: -1.62644365e-04 + art_stat_corr_15: -1.42971736e-06 + art_stat_corr_16: 3.44506874e-03 + JetScaleEff1_plus: 0.00105 + JetScaleEff1_minus: -0.00078 + JetScaleEff2_plus: 0.00104 + JetScaleEff2_minus: -0.00133 + JetScaleEff3_plus: 0.00024 + JetScaleEff3_minus: -0.00027 + JetScaleEff4_plus: 0.00011 + JetScaleEff4_minus: -9.0e-05 + JetScaleEff5_plus: 0.0001 + JetScaleEff5_minus: 4.0e-05 + JetScaleEff6_plus: 0.0001 + JetScaleEff6_minus: -8.0e-05 + JetScaleEta1_plus: 0.00028 + JetScaleEta1_minus: -0.00031 + JetScaleEta2_plus: 0.00021 + JetScaleEta2_minus: -0.00022 + JetScaleHighPt_plus: -4.0e-06 + JetScaleHighPt_minus: -4.0e-06 + JetScaleMC_plus: -5.0e-06 + JetScaleMC_minus: -1.0e-05 + JetScalePileup1_plus: 4.0e-05 + JetScalePileup1_minus: -2.0e-05 + JetScalePileup2_plus: 8.0e-05 + JetScalePileup2_minus: -6.0e-05 + JetScalePileup3_plus: 0.00012 + JetScalePileup3_minus: -0.00011 + JetScalePileup4_plus: 0.00039 + JetScalePileup4_minus: -0.00037 + JetScaleFlav1Known_plus: 0.00015 + JetScaleFlav1Known_minus: -0.00015 + JetScaleFlav2_plus: 0.0007 + JetScaleFlav2_minus: -0.0007 + JetScaleBjet_plus: 1.0e-06 + JetScaleBjet_minus: 1.0e-06 + JetScalepunchT_plus: 2.0e-06 + JetScalepunchT_minus: 1.0e-06 + JetResolution10_plus: 2.0e-06 + JetResolution10_minus: 1.0e-06 + JetSFBeff_plus: 0.00052 + JetSFBeff_minus: -0.00046 + JetSFCeff_plus: 0.00011 + JetSFCeff_minus: -0.00011 + JetSFLmistag_plus: 7.0e-05 + JetSFLmistag_minus: -5.0e-05 + JetSFHighPt_plus: -1.0e-06 + JetSFHighPt_minus: -3.0e-06 + JetJVFcut_plus: -0.00024 + JetJVFcut_minus: -0.00025 + ElScaleR12_plus: 0.00011 + ElScaleR12_minus: -0.0001 + ElScaleZee_plus: 0.00014 + ElScaleZee_minus: -0.00014 + ElScalePS_plus: 3.0e-05 + ElScalePS_minus: -1.0e-05 + ElResolution_plus: 3.0e-05 + ElResolution_minus: -1.0e-05 + ElSFReco_plus: 0.00016 + ElSFReco_minus: -0.00014 + ElSFId_plus: 0.00038 + ElSFId_minus: -0.0004 + ElSFTrigger_plus: 0.00019 + ElSFTrigger_minus: -0.00018 + ElSFIso_plus: 8.0e-05 + ElSFIso_minus: -7.0e-05 + ElSFChargeMisID_plus: -4.0e-07 + ElSFChargeMisID_minus: -1.0e-06 + METScale_plus: 0.00036 + METScale_minus: -0.0003 + METResLong_plus: 0.00036 + METResLong_minus: -0.0003 + METResTrans_plus: 0.00036 + METResTrans_minus: -0.0003 + PileupWeight_plus: 9.0e-05 + PileupWeight_minus: -7.0e-05 + QCDlowRange_plus: 1.0e-05 + QCDlowRange_minus: -1.0e-05 + QCDhighRange_plus: 1.0e-06 + QCDhighRange_minus: -2.0e-07 + QCDvarIso_plus: 1.0e-06 + QCDvarIso_minus: -2.0e-07 + QCDvarElID_plus: 1.0e-06 + QCDvarElID_minus: -2.0e-07 + QCDfitUncert_plus: 1.0e-06 + QCDfitUncert_minus: -2.0e-07 + QCDotherGen_plus: 1.0e-06 + QCDotherGen_minus: -2.0e-07 + QCDfitRebin_plus: 1.0e-06 + QCDfitRebin_minus: -2.0e-07 + XsecZ_plus: 6.0e-05 + XsecZ_minus: -6.0e-05 + XsecTop_plus: 0.00014 + XsecTop_minus: -0.00014 + XsecDibos_plus: 8.0e-05 + XsecDibos_minus: -8.0e-05 + BkgTtbarNorm_plus: 8.0e-05 + BkgTtbarNorm_minus: -8.0e-05 + BkgMCstat_plus: 8.0e-05 + BkgMCstat_minus: -8.0e-05 + WHFmodel_plus: 8.0e-05 + WHFmodel_minus: -8.0e-05 + LumiUncert_plus: 0.00064 + LumiUncert_minus: -0.00066 + UnfoldMCstat_plus: 0.00064 + UnfoldMCstat_minus: -0.00066 + UnfoldOtherGen_plus: 0.00064 + UnfoldOtherGen_minus: -0.00066 + UnfoldReweight_plus: 0.00064 + UnfoldReweight_minus: -0.00066 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml new file mode 100644 index 0000000000..5d7631321e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -0,0 +1,1402 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1: + description: 'Systematic: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: SYSATLASW2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: SYSATLASW3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: SYSATLASW4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: SYSATLASW5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: SYSATLASW6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: SYSATLASW7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: SYSATLASW8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: SYSATLASW9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: SYSATLASW10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: SYSATLASW11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: SYSATLASW12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: SYSATLASW13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: SYSATLASW14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: SYSATLASW16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: SYSATLASW17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: SYSATLASW18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: SYSATLASW19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: SYSATLASW20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: SYSATLASW21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: SYSATLASW22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: SYSATLASW23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: SYSATLASW24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: SYSATLASW25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: SYSATLASW26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: SYSATLASW27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: SYSATLASW28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: SYSATLASW29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: SYSATLASW30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: SYSATLASW31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: SYSATLASW32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: SYSATLASW34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: SYSATLASW35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: SYSATLASW36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: SYSATLASW37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: SYSATLASW38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: SYSATLASW39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: SYSATLASW40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: SYSATLASW41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: SYSATLASW42 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: SYSATLASW43 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: SYSATLASW44 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: SYSATLASW45 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: SYSATLASW46 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW47 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: SYSATLASW48 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW49 + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: SYSATLASW50 +bins: +- art_stat_corr_1: -1.98549813e+00 + art_stat_corr_2: -9.25079723e-02 + art_stat_corr_3: -1.88737325e-01 + art_stat_corr_4: -9.46107117e-02 + art_stat_corr_5: -5.68157564e-02 + art_stat_corr_6: -3.75945006e-02 + art_stat_corr_7: 4.94245821e-03 + art_stat_corr_8: -8.11582063e-04 + art_stat_corr_9: -1.45818415e-04 + art_stat_corr_10: -2.27037350e-05 + art_stat_corr_11: -1.32337848e-06 + art_stat_corr_12: -1.26667928e-07 + art_stat_corr_13: 5.87697050e-09 + art_stat_corr_14: -6.07661817e-09 + art_stat_corr_15: 1.43013263e-08 + art_stat_corr_16: -4.28585078e-10 + JetScaleEff1: 1.25501992e+02 + JetScaleEff2: 3.15079355e+01 + JetScaleEff3: 4.55521679e+00 + JetScaleEff4: 4.35889894e-01 + JetScaleEff5: 5.19615242e+00 + JetScaleEff6: 7.53325959e+00 + JetScaleEta1: 6.55343421e+01 + JetScaleEta2: 3.20312348e+01 + JetScaleHighPt: 2.82842712e-01 + JetScaleMC: 4.24264069e-01 + JetScalePileup1: 4.09267639e+00 + JetScalePileup2: 1.52643375e+01 + JetScalePileup3: 3.0 + JetScalePileup4: 8.35029940e+01 + JetScaleFlav1Known: 2.55098020e+01 + JetScaleFlav2: 1.01502463e+02 + JetScaleBjet: 3.57071421e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 214 + JetSFBeff: 6.53834842e+00 + JetSFCeff: 3.57071421e+00 + JetSFLmistag: 4.0 + JetSFHighPt: 2.82842712e-01 + JetJVFcut: 1.95639975e+01 + ElScaleR12: 2.0 + ElScaleZee: 2.16043977e+01 + ElScalePS: 0.5 + ElResolution: 3 + ElSFReco: 5.0 + ElSFId: 1.75142799e+01 + ElSFTrigger: 14.0 + ElSFIso: 4.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 5.54526825e+00 + METResLong: 20 + METResTrans: 11 + PileupWeight: 1.65151446e+01 + QCDlowRange: 2.41816046e+01 + QCDhighRange: 3.0 + QCDvarIso: 3 + QCDvarElID: 48 + QCDfitUncert: 5 + QCDotherGen: 4 + QCDfitRebin: 1 + XsecZ: 6.0 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 2 + WHFmodel: 13 + LumiUncert: 4.80208288e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 40 + UnfoldReweight: 48 +- art_stat_corr_1: -5.46130092e-01 + art_stat_corr_2: 4.20854057e-01 + art_stat_corr_3: 5.59423753e-01 + art_stat_corr_4: 3.58404009e-01 + art_stat_corr_5: 2.31855937e-01 + art_stat_corr_6: 1.69572474e-01 + art_stat_corr_7: -2.60467742e-02 + art_stat_corr_8: 4.90610013e-03 + art_stat_corr_9: 9.42616776e-04 + art_stat_corr_10: 1.55326394e-04 + art_stat_corr_11: 8.69648562e-06 + art_stat_corr_12: 8.80425856e-07 + art_stat_corr_13: 1.62284565e-08 + art_stat_corr_14: -1.25049385e-08 + art_stat_corr_15: -4.02752628e-08 + art_stat_corr_16: 2.11172552e-09 + JetScaleEff1: 2.79014337e+02 + JetScaleEff2: 6.95035970e+01 + JetScaleEff3: 9.52627944e+00 + JetScaleEff4: 4.55521679e+00 + JetScaleEff5: 1.20830460e+01 + JetScaleEff6: 1.65151446e+01 + JetScaleEta1: 1.38028982e+02 + JetScaleEta2: 7.00142843e+01 + JetScaleHighPt: 1.03440804e+00 + JetScaleMC: 1.41421356e+00 + JetScalePileup1: 6.63324958e+00 + JetScalePileup2: 3.44673759e+01 + JetScalePileup3: 7.53325959e+00 + JetScalePileup4: 1.84005435e+02 + JetScaleFlav1Known: 56.0 + JetScaleFlav2: 2.22501124e+02 + JetScaleBjet: 1.41421356e+00 + JetScalepunchT: 1.08972474e+00 + JetResolution10: 496 + JetSFBeff: 1.05237826e+01 + JetSFCeff: 8.12403840e+00 + JetSFLmistag: 8.52936105e+00 + JetSFHighPt: 1.41421356e+00 + JetJVFcut: 4.06078810e+01 + ElScaleR12: 4.0 + ElScaleZee: 5.40740233e+01 + ElScalePS: 1.0 + ElResolution: 8 + ElSFReco: 1.35185058e+01 + ElSFId: 44.0 + ElSFTrigger: 3.45072456e+01 + ElSFIso: 10.0 + ElSFChargeMisID: 2.17944947e-01 + METScale: 1.02619443e+02 + METResLong: 99 + METResTrans: 95 + PileupWeight: 3.15713478e+01 + QCDlowRange: 3.53694784e+01 + QCDhighRange: 4.55521679e+00 + QCDvarIso: 4 + QCDvarElID: 19 + QCDfitUncert: 7 + QCDotherGen: 8 + QCDfitRebin: 1 + XsecZ: 4.0 + XsecTop: 5.0 + XsecDibos: 2.0 + BkgTtbarNorm: 3 + BkgMCstat: 2 + WHFmodel: 13 + LumiUncert: 1.15034777e+02 + UnfoldMCstat: 7 + UnfoldOtherGen: 463 + UnfoldReweight: 29 +- art_stat_corr_1: -2.32127013e-02 + art_stat_corr_2: 8.78160776e-01 + art_stat_corr_3: 3.09818866e-01 + art_stat_corr_4: -1.72625277e-01 + art_stat_corr_5: -2.23992707e-01 + art_stat_corr_6: -2.23200218e-01 + art_stat_corr_7: 4.88640377e-02 + art_stat_corr_8: -1.10862158e-02 + art_stat_corr_9: -2.40207200e-03 + art_stat_corr_10: -4.09724989e-04 + art_stat_corr_11: -2.43367430e-05 + art_stat_corr_12: -2.23213712e-06 + art_stat_corr_13: -2.42353122e-07 + art_stat_corr_14: 2.63204302e-08 + art_stat_corr_15: 2.27500801e-08 + art_stat_corr_16: 9.52379364e-10 + JetScaleEff1: 1.28548629e+02 + JetScaleEff2: 25.0 + JetScaleEff3: 2.59807621e+00 + JetScaleEff4: 15.0 + JetScaleEff5: 5.0 + JetScaleEff6: 7.0 + JetScaleEta1: 5.85042733e+01 + JetScaleEta2: 29.0 + JetScaleHighPt: 3.57071421e-01 + JetScaleMC: 4.97493719e-01 + JetScalePileup1: 2.59807621e+00 + JetScalePileup2: 1.30766968e+01 + JetScalePileup3: 7.0 + JetScalePileup4: 7.90126572e+01 + JetScaleFlav1Known: 2.15116248e+01 + JetScaleFlav2: 1.01522165e+02 + JetScaleBjet: 4.97493719e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 225 + JetSFBeff: 8.52936105e+00 + JetSFCeff: 5.0 + JetSFLmistag: 5.0 + JetSFHighPt: 4.24264069e-01 + JetJVFcut: 1.22474487e+01 + ElScaleR12: 6.0 + ElScaleZee: 2.70370117e+01 + ElScalePS: 1.0 + ElResolution: 2 + ElSFReco: 8.0 + ElSFId: 24.0 + ElSFTrigger: 18.0 + ElSFIso: 6.0 + ElSFChargeMisID: 1.03440804e-01 + METScale: 8.25757228e+01 + METResLong: 76 + METResTrans: 76 + PileupWeight: 1.75142799e+01 + QCDlowRange: 1.50996689e+01 + QCDhighRange: 2.0 + QCDvarIso: 7 + QCDvarElID: 10 + QCDfitUncert: 3 + QCDotherGen: 3 + QCDfitRebin: 0.3 + XsecZ: 0.3 + XsecTop: 4.0 + XsecDibos: 2.0 + BkgTtbarNorm: 3 + BkgMCstat: 1 + WHFmodel: 16 + LumiUncert: 6.20161269e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 58 + UnfoldReweight: 7 +- art_stat_corr_1: 8.37312159e-02 + art_stat_corr_2: 7.44624627e-01 + art_stat_corr_3: -6.07705503e-01 + art_stat_corr_4: -9.83901914e-02 + art_stat_corr_5: 8.48126654e-02 + art_stat_corr_6: 2.13416364e-01 + art_stat_corr_7: -7.88851286e-02 + art_stat_corr_8: 2.32654438e-02 + art_stat_corr_9: 5.62988051e-03 + art_stat_corr_10: 1.03142707e-03 + art_stat_corr_11: 6.23663052e-05 + art_stat_corr_12: 6.11287268e-06 + art_stat_corr_13: 6.69256365e-07 + art_stat_corr_14: -1.05692018e-07 + art_stat_corr_15: -1.57702078e-09 + art_stat_corr_16: -2.75770019e-09 + JetScaleEff1: 42.0 + JetScaleEff2: 4.0 + JetScaleEff3: 3.57071421e+00 + JetScaleEff4: 8.0 + JetScaleEff5: 2.0 + JetScaleEff6: 3.0 + JetScaleEta1: 1.95128163e+01 + JetScaleEta2: 9.52627944e+00 + JetScaleHighPt: 1.41421356e-01 + JetScaleMC: 2.17944947e-01 + JetScalePileup1: 1.0 + JetScalePileup2: 3.57071421e+00 + JetScalePileup3: 3.57071421e+00 + JetScalePileup4: 25.0 + JetScaleFlav1Known: 6.0 + JetScaleFlav2: 35.0 + JetScaleBjet: 2.17944947e-01 + JetScalepunchT: 1.41421356e-01 + JetResolution10: 58 + JetSFBeff: 6.0 + JetSFCeff: 2.0 + JetSFLmistag: 2.0 + JetSFHighPt: 1.41421356e-01 + JetJVFcut: 3.57071421e+00 + ElScaleR12: 3.0 + ElScaleZee: 9.0 + ElScalePS: 0.2 + ElResolution: 1 + ElSFReco: 4.0 + ElSFId: 11.0 + ElSFTrigger: 7.0 + ElSFIso: 2.59807621e+00 + ElSFChargeMisID: 5.17204022e-02 + METScale: 3.00333148e+01 + METResLong: 23 + METResTrans: 26 + PileupWeight: 6.0 + QCDlowRange: 4.12310563e+00 + QCDhighRange: 8.29156198e-01 + QCDvarIso: 4 + QCDvarElID: 2 + QCDfitUncert: 1 + QCDotherGen: 1 + QCDfitRebin: 0.04 + XsecZ: 0.2 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 1 + WHFmodel: 8 + LumiUncert: 2.55098020e+01 + UnfoldMCstat: 2 + UnfoldOtherGen: 29 + UnfoldReweight: 3 +- art_stat_corr_1: 2.50600243e-02 + art_stat_corr_2: 1.68492305e-01 + art_stat_corr_3: -4.35060462e-01 + art_stat_corr_4: 4.54081860e-01 + art_stat_corr_5: 7.15182503e-02 + art_stat_corr_6: -1.82918172e-01 + art_stat_corr_7: 1.52192646e-01 + art_stat_corr_8: -5.89647083e-02 + art_stat_corr_9: -1.70328244e-02 + art_stat_corr_10: -3.29755489e-03 + art_stat_corr_11: -2.22027900e-04 + art_stat_corr_12: -2.12747037e-05 + art_stat_corr_13: -2.60819632e-06 + art_stat_corr_14: 3.69210066e-07 + art_stat_corr_15: 3.57630888e-09 + art_stat_corr_16: 8.00938753e-09 + JetScaleEff1: 1.56514376e+01 + JetScaleEff2: 1.10905365e+00 + JetScaleEff3: 2.3 + JetScaleEff4: 3.0 + JetScaleEff5: 0.9 + JetScaleEff6: 1.65151446e+00 + JetScaleEta1: 7.20138875e+00 + JetScaleEta2: 3.6 + JetScaleHighPt: 1.03440804e-01 + JetScaleMC: 1.41421356e-01 + JetScalePileup1: 5.19615242e-01 + JetScalePileup2: 1.1 + JetScalePileup3: 1.65151446e+00 + JetScalePileup4: 9.45238065e+00 + JetScaleFlav1Known: 2.35106359e+00 + JetScaleFlav2: 1.46542656e+01 + JetScaleBjet: 1.08972474e-01 + JetScalepunchT: 1.03440804e-01 + JetResolution10: 15.5 + JetSFBeff: 3.75066661e+00 + JetSFCeff: 1.16940156e+00 + JetSFLmistag: 1.10905365e+00 + JetSFHighPt: 1.41421356e-01 + JetJVFcut: 2.47941525e+00 + ElScaleR12: 1.6 + ElScaleZee: 3.05081956e+00 + ElScalePS: 0.1 + ElResolution: 0.4 + ElSFReco: 2.05121915e+00 + ElSFId: 5.50181788e+00 + ElSFTrigger: 2.95084734e+00 + ElSFIso: 1.35185058e+00 + ElSFChargeMisID: 2.17944947e-02 + METScale: 9.17210445e+00 + METResLong: 6.9 + METResTrans: 7.9 + PileupWeight: 1.15217186e+00 + QCDlowRange: 1.14455231e+00 + QCDhighRange: 1.65831240e-01 + QCDvarIso: 1.5 + QCDvarElID: 3.1 + QCDfitUncert: 0.4 + QCDotherGen: 0.2 + QCDfitRebin: 0.004 + XsecZ: 0.1 + XsecTop: 1.9 + XsecDibos: 0.4 + BkgTtbarNorm: 1.7 + BkgMCstat: 0.5 + WHFmodel: 3.9 + LumiUncert: 1.14554572e+01 + UnfoldMCstat: 1.4 + UnfoldOtherGen: 18.6 + UnfoldReweight: 1.5 +- art_stat_corr_1: 2.47464666e-03 + art_stat_corr_2: -1.90402851e-02 + art_stat_corr_3: -8.78966463e-02 + art_stat_corr_4: 3.46431470e-01 + art_stat_corr_5: -2.62209409e-01 + art_stat_corr_6: -1.00171459e-01 + art_stat_corr_7: -1.65447965e-01 + art_stat_corr_8: 1.17995500e-01 + art_stat_corr_9: 4.15139667e-02 + art_stat_corr_10: 9.10299179e-03 + art_stat_corr_11: 6.47175004e-04 + art_stat_corr_12: 6.92560868e-05 + art_stat_corr_13: 8.00566104e-06 + art_stat_corr_14: -1.30342997e-06 + art_stat_corr_15: -5.92472364e-09 + art_stat_corr_16: -1.39398247e-08 + JetScaleEff1: 6.65338260e+00 + JetScaleEff2: 1.35185058e+00 + JetScaleEff3: 1.25199840e+00 + JetScaleEff4: 8.52936105e-01 + JetScaleEff5: 4.55521679e-01 + JetScaleEff6: 8.52936105e-01 + JetScaleEta1: 3.05081956e+00 + JetScaleEta2: 1.65151446e+00 + JetScaleHighPt: 2.82842712e-02 + JetScaleMC: 4.24264069e-02 + JetScalePileup1: 2.59807621e-01 + JetScalePileup2: 0.5 + JetScalePileup3: 9.11043358e-01 + JetScalePileup4: 4.00249922e+00 + JetScaleFlav1Known: 1.15217186e+00 + JetScaleFlav2: 6.75333251e+00 + JetScaleBjet: 3.57071421e-02 + JetScalepunchT: 3.57071421e-02 + JetResolution10: 5.1 + JetSFBeff: 2.35106359e+00 + JetSFCeff: 6.53834842e-01 + JetSFLmistag: 5.54526825e-01 + JetSFHighPt: 3.57071421e-02 + JetJVFcut: 1.55563492e+00 + ElScaleR12: 0.8 + ElScaleZee: 1.30766968e+00 + ElScalePS: 0.1 + ElResolution: 0.2 + ElSFReco: 1.15217186e+00 + ElSFId: 2.85087706e+00 + ElSFTrigger: 1.45172311e+00 + ElSFIso: 6.53834842e-01 + ElSFChargeMisID: 1.03440804e-02 + METScale: 3.00333148e+00 + METResLong: 2.6 + METResTrans: 2.7 + PileupWeight: 5.54526825e-01 + QCDlowRange: 4.09267639e-01 + QCDhighRange: 8.17006732e-02 + QCDvarIso: 0.9 + QCDvarElID: 1.0 + QCDfitUncert: 0.2 + QCDotherGen: 0.1 + QCDfitRebin: 0.01 + XsecZ: 0.1 + XsecTop: 1.2 + XsecDibos: 0.2 + BkgTtbarNorm: 1.1 + BkgMCstat: 0.3 + WHFmodel: 1.5 + LumiUncert: 5.60178543e+00 + UnfoldMCstat: 0.9 + UnfoldOtherGen: 4.3 + UnfoldReweight: 0.7 +- art_stat_corr_1: -7.88153600e-04 + art_stat_corr_2: -3.08801844e-02 + art_stat_corr_3: 2.16202779e-02 + art_stat_corr_4: 1.47961688e-01 + art_stat_corr_5: -3.98724643e-01 + art_stat_corr_6: 2.32247252e-01 + art_stat_corr_7: -1.76401036e-02 + art_stat_corr_8: -9.91815450e-02 + art_stat_corr_9: -5.83875891e-02 + art_stat_corr_10: -1.43789419e-02 + art_stat_corr_11: -1.23859781e-03 + art_stat_corr_12: -1.30942857e-04 + art_stat_corr_13: -1.74986569e-05 + art_stat_corr_14: 2.74165455e-06 + art_stat_corr_15: 6.09595778e-08 + art_stat_corr_16: 2.21608618e-08 + JetScaleEff1: 3.55070416e+00 + JetScaleEff2: 1.15217186e+00 + JetScaleEff3: 7.79422863e-01 + JetScaleEff4: 4.55521679e-01 + JetScaleEff5: 5.17204022e-01 + JetScaleEff6: 4.55521679e-01 + JetScaleEta1: 1.6 + JetScaleEta2: 1.05237826e+00 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 2.17944947e-02 + JetScalePileup1: 1.65831240e-01 + JetScalePileup2: 0.3 + JetScalePileup3: 0.5 + JetScalePileup4: 2.2 + JetScaleFlav1Known: 0.6 + JetScaleFlav2: 3.65068487e+00 + JetScaleBjet: 2.17944947e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 2.4 + JetSFBeff: 1.4 + JetSFCeff: 3.57071421e-01 + JetSFLmistag: 2.59807621e-01 + JetSFHighPt: 1.41421356e-02 + JetJVFcut: 8.48528137e-01 + ElScaleR12: 0.4 + ElScaleZee: 0.6 + ElScalePS: 0.03 + ElResolution: 0.1 + ElSFReco: 0.6 + ElSFId: 1.55161206e+00 + ElSFTrigger: 0.8 + ElSFIso: 3.57071421e-01 + ElSFChargeMisID: 9.38083152e-03 + METScale: 1.3 + METResLong: 0.9 + METResTrans: 1.1 + PileupWeight: 0.3 + QCDlowRange: 1.65831240e-01 + QCDhighRange: 3.27871926e-02 + QCDvarIso: 0.6 + QCDvarElID: 0.5 + QCDfitUncert: 0.1 + QCDotherGen: 0.1 + QCDfitRebin: 0.01 + XsecZ: 0.03 + XsecTop: 0.7 + XsecDibos: 0.1 + BkgTtbarNorm: 0.7 + BkgMCstat: 0.2 + WHFmodel: 0.8 + LumiUncert: 2.95084734e+00 + UnfoldMCstat: 0.6 + UnfoldOtherGen: 2.6 + UnfoldReweight: 0.4 +- art_stat_corr_1: -3.65661141e-04 + art_stat_corr_2: -8.65569703e-03 + art_stat_corr_3: 1.78735927e-02 + art_stat_corr_4: 9.00748703e-03 + art_stat_corr_5: -1.56983480e-01 + art_stat_corr_6: 1.91934276e-01 + art_stat_corr_7: 2.38615381e-01 + art_stat_corr_8: 6.59481550e-02 + art_stat_corr_9: 7.57155626e-02 + art_stat_corr_10: 2.48381034e-02 + art_stat_corr_11: 2.33097114e-03 + art_stat_corr_12: 3.06815934e-04 + art_stat_corr_13: 3.77668856e-05 + art_stat_corr_14: -7.70683209e-06 + art_stat_corr_15: -1.64036212e-07 + art_stat_corr_16: -1.36939404e-08 + JetScaleEff1: 1.98126222e+00 + JetScaleEff2: 7.85286572e-01 + JetScaleEff3: 5.61604843e-01 + JetScaleEff4: 2.50399681e-01 + JetScaleEff5: 3.02117527e-01 + JetScaleEff6: 2.45102020e-01 + JetScaleEta1: 7.90506167e-01 + JetScaleEta2: 5.25428397e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 1.41421356e-02 + JetScalePileup1: 6.83739717e-02 + JetScalePileup2: 0.15 + JetScalePileup3: 2.80356915e-01 + JetScalePileup4: 1.14676720e+00 + JetScaleFlav1Known: 3.21247568e-01 + JetScaleFlav2: 1.98126222e+00 + JetScaleBjet: 1.41421356e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 1.28 + JetSFBeff: 7.85031846e-01 + JetSFCeff: 1.96150452e-01 + JetSFLmistag: 1.58981131e-01 + JetSFHighPt: 1.41421356e-02 + JetJVFcut: 5.72778317e-01 + ElScaleR12: 2.25111084e-01 + ElScaleZee: 0.32 + ElScalePS: 1.65831240e-02 + ElResolution: 0.06 + ElSFReco: 3.35670970e-01 + ElSFId: 0.86 + ElSFTrigger: 4.45056176e-01 + ElSFIso: 1.90525589e-01 + ElSFChargeMisID: 0.003 + METScale: 5.51633937e-01 + METResLong: 0.45 + METResTrans: 0.45 + PileupWeight: 1.50665192e-01 + QCDlowRange: 1.06301458e-01 + QCDhighRange: 1.65831240e-02 + QCDvarIso: 0.3 + QCDvarElID: 0.3 + QCDfitUncert: 0.06 + QCDotherGen: 0.03 + QCDfitRebin: 0.01 + XsecZ: 0.01 + XsecTop: 0.4 + XsecDibos: 0.06 + BkgTtbarNorm: 0.39 + BkgMCstat: 0.14 + WHFmodel: 0.36 + LumiUncert: 1.60056240e+00 + UnfoldMCstat: 0.46 + UnfoldOtherGen: 1.41 + UnfoldReweight: 0.2 +- art_stat_corr_1: -3.84037556e-05 + art_stat_corr_2: -2.65318618e-04 + art_stat_corr_3: 2.37663959e-03 + art_stat_corr_4: -9.62629650e-03 + art_stat_corr_5: 1.60261186e-03 + art_stat_corr_6: 2.09957285e-02 + art_stat_corr_7: 8.94448331e-02 + art_stat_corr_8: 1.51817025e-01 + art_stat_corr_9: -1.04821490e-01 + art_stat_corr_10: -3.84969698e-02 + art_stat_corr_11: -6.27078496e-03 + art_stat_corr_12: -7.31546431e-04 + art_stat_corr_13: -1.33441500e-04 + art_stat_corr_14: 2.56730128e-05 + art_stat_corr_15: 1.51825627e-06 + art_stat_corr_16: 2.66950177e-08 + JetScaleEff1: 9.25243211e-01 + JetScaleEff2: 4.53541619e-01 + JetScaleEff3: 2.67348088e-01 + JetScaleEff4: 1.15217186e-01 + JetScaleEff5: 1.33416641e-01 + JetScaleEff6: 0.11 + JetScaleEta1: 0.31 + JetScaleEta2: 2.40416306e-01 + JetScaleHighPt: 4.24264069e-03 + JetScaleMC: 5.65685425e-03 + JetScalePileup1: 3.31662479e-02 + JetScalePileup2: 0.07 + JetScalePileup3: 0.13 + JetScalePileup4: 4.45505331e-01 + JetScaleFlav1Known: 1.50665192e-01 + JetScaleFlav2: 8.75257105e-01 + JetScaleBjet: 4.97493719e-03 + JetScalepunchT: 4.97493719e-03 + JetResolution10: 0.4 + JetSFBeff: 0.37 + JetSFCeff: 9.11043358e-02 + JetSFLmistag: 7.14142843e-02 + JetSFHighPt: 4.24264069e-03 + JetJVFcut: 2.61677282e-01 + ElScaleR12: 0.1 + ElScaleZee: 0.15 + ElScalePS: 0.01 + ElResolution: 0.03 + ElSFReco: 1.55161206e-01 + ElSFId: 3.95063286e-01 + ElSFTrigger: 2.05121915e-01 + ElSFIso: 8.52936105e-02 + ElSFChargeMisID: 1.08972474e-03 + METScale: 2.55880832e-01 + METResLong: 0.21 + METResTrans: 0.21 + PileupWeight: 0.07 + QCDlowRange: 4.89897949e-02 + QCDhighRange: 8.41130192e-03 + QCDvarIso: 0.14 + QCDvarElID: 0.14 + QCDfitUncert: 0.03 + QCDotherGen: 0.01 + QCDfitRebin: 0.003 + XsecZ: 0.002 + XsecTop: 0.19 + XsecDibos: 0.03 + BkgTtbarNorm: 0.19 + BkgMCstat: 0.08 + WHFmodel: 0.11 + LumiUncert: 7.35306059e-01 + UnfoldMCstat: 0.24 + UnfoldOtherGen: 0.68 + UnfoldReweight: 0.09 +- art_stat_corr_1: 2.02933021e-06 + art_stat_corr_2: 1.24085098e-04 + art_stat_corr_3: -1.14431905e-04 + art_stat_corr_4: -1.36319976e-03 + art_stat_corr_5: 5.62675756e-03 + art_stat_corr_6: -5.66525322e-03 + art_stat_corr_7: -4.95430780e-03 + art_stat_corr_8: 1.45716788e-02 + art_stat_corr_9: -6.47245900e-02 + art_stat_corr_10: 1.10115855e-01 + art_stat_corr_11: 1.62956568e-02 + art_stat_corr_12: 4.10363444e-03 + art_stat_corr_13: 5.43143848e-04 + art_stat_corr_14: -1.45837852e-04 + art_stat_corr_15: -3.74284320e-06 + art_stat_corr_16: 4.11028116e-08 + JetScaleEff1: 3.30302891e-01 + JetScaleEff2: 0.22 + JetScaleEff3: 1.00995049e-01 + JetScaleEff4: 0.04 + JetScaleEff5: 5.17204022e-02 + JetScaleEff6: 0.04 + JetScaleEta1: 1.15217186e-01 + JetScaleEta2: 0.09 + JetScaleHighPt: 1.41421356e-03 + JetScaleMC: 2.17944947e-03 + JetScalePileup1: 0.01 + JetScalePileup2: 0.03 + JetScalePileup3: 0.05 + JetScalePileup4: 0.15 + JetScaleFlav1Known: 5.54526825e-02 + JetScaleFlav2: 2.90344623e-01 + JetScaleBjet: 2.17944947e-03 + JetScalepunchT: 1.41421356e-03 + JetResolution10: 0.16 + JetSFBeff: 0.14 + JetSFCeff: 3.57071421e-02 + JetSFLmistag: 2.59807621e-02 + JetSFHighPt: 1.41421356e-03 + JetJVFcut: 9.89949494e-02 + ElScaleR12: 0.04 + ElScaleZee: 5.54526825e-02 + ElScalePS: 2.59807621e-03 + ElResolution: 0.01 + ElSFReco: 5.54526825e-02 + ElSFId: 0.16 + ElSFTrigger: 7.53325959e-02 + ElSFIso: 0.03 + ElSFChargeMisID: 9.38083152e-04 + METScale: 9.52627944e-02 + METResLong: 0.08 + METResTrans: 0.08 + PileupWeight: 2.59807621e-02 + QCDlowRange: 1.65831240e-02 + QCDhighRange: 3.31662479e-03 + QCDvarIso: 0.05 + QCDvarElID: 0.05 + QCDfitUncert: 0.01 + QCDotherGen: 0.01 + QCDfitRebin: 0.001 + XsecZ: 0.001 + XsecTop: 0.07 + XsecDibos: 0.01 + BkgTtbarNorm: 0.07 + BkgMCstat: 0.06 + WHFmodel: 0.08 + LumiUncert: 2.75090894e-01 + UnfoldMCstat: 0.13 + UnfoldOtherGen: 0.35 + UnfoldReweight: 0.03 +- art_stat_corr_1: 1.22627324e-06 + art_stat_corr_2: 1.16192609e-05 + art_stat_corr_3: -3.24652534e-05 + art_stat_corr_4: 3.35771309e-06 + art_stat_corr_5: 4.94305532e-04 + art_stat_corr_6: -9.01675749e-04 + art_stat_corr_7: -2.73992288e-03 + art_stat_corr_8: -4.33770671e-03 + art_stat_corr_9: -2.22067976e-03 + art_stat_corr_10: 2.86109034e-02 + art_stat_corr_11: -7.55181713e-02 + art_stat_corr_12: -1.25804375e-02 + art_stat_corr_13: -3.35806844e-03 + art_stat_corr_14: 7.50236138e-04 + art_stat_corr_15: 4.76466685e-05 + art_stat_corr_16: 7.11282334e-07 + JetScaleEff1: 1.52527866e-01 + JetScaleEff2: 9.55026178e-02 + JetScaleEff3: 4.27872645e-02 + JetScaleEff4: 1.85135086e-02 + JetScaleEff5: 2.20454077e-02 + JetScaleEff6: 1.75142799e-02 + JetScaleEta1: 4.95050502e-02 + JetScaleEta2: 3.80263067e-02 + JetScaleHighPt: 1.03440804e-03 + JetScaleMC: 1.41421356e-03 + JetScalePileup1: 5.19615242e-03 + JetScalePileup2: 0.011 + JetScalePileup3: 2.05121915e-02 + JetScalePileup4: 6.35354232e-02 + JetScaleFlav1Known: 2.35955504e-02 + JetScaleFlav2: 1.15217186e-01 + JetScaleBjet: 1.41421356e-03 + JetScalepunchT: 1.03440804e-03 + JetResolution10: 0.067 + JetSFBeff: 0.059 + JetSFCeff: 1.40712473e-02 + JetSFLmistag: 1.16940156e-02 + JetSFHighPt: 1.41421356e-03 + JetJVFcut: 4.24264069e-02 + ElScaleR12: 1.65151446e-02 + ElScaleZee: 2.35106359e-02 + ElScalePS: 0.001 + ElResolution: 0.004 + ElSFReco: 2.45916653e-02 + ElSFId: 0.067 + ElSFTrigger: 3.25076914e-02 + ElSFIso: 1.40712473e-02 + ElSFChargeMisID: 2.17944947e-04 + METScale: 4.06540281e-02 + METResLong: 0.033 + METResTrans: 0.033 + PileupWeight: 1.15217186e-02 + QCDlowRange: 6.63324958e-03 + QCDhighRange: 8.41130192e-04 + QCDvarIso: 0.022 + QCDvarElID: 0.022 + QCDfitUncert: 0.005 + QCDotherGen: 0.004 + QCDfitRebin: 0.001 + XsecZ: 0.0001 + XsecTop: 0.027 + XsecDibos: 0.005 + BkgTtbarNorm: 0.026 + BkgMCstat: 0.03 + WHFmodel: 0.017 + LumiUncert: 1.17553179e-01 + UnfoldMCstat: 0.083 + UnfoldOtherGen: 0.148 + UnfoldReweight: 0.015 +- art_stat_corr_1: 3.86344306e-07 + art_stat_corr_2: -1.55349173e-07 + art_stat_corr_3: -2.32377126e-06 + art_stat_corr_4: 1.50505973e-05 + art_stat_corr_5: -2.37404144e-05 + art_stat_corr_6: -4.56980669e-06 + art_stat_corr_7: -1.82619408e-04 + art_stat_corr_8: -9.14420119e-04 + art_stat_corr_9: 2.41453082e-03 + art_stat_corr_10: -2.13181491e-03 + art_stat_corr_11: -2.10224237e-02 + art_stat_corr_12: 4.97263385e-02 + art_stat_corr_13: 9.29098782e-03 + art_stat_corr_14: -3.57097635e-03 + art_stat_corr_15: -1.72352451e-04 + art_stat_corr_16: 5.40732346e-07 + JetScaleEff1: 7.06735453e-02 + JetScaleEff2: 5.74521540e-02 + JetScaleEff3: 2.01990099e-02 + JetScaleEff4: 8.52936105e-03 + JetScaleEff5: 1.03440804e-02 + JetScaleEff6: 8.52936105e-03 + JetScaleEta1: 2.35106359e-02 + JetScaleEta2: 1.85135086e-02 + JetScaleHighPt: 2.82842712e-04 + JetScaleMC: 4.24264069e-04 + JetScalePileup1: 2.59807621e-03 + JetScalePileup2: 0.005 + JetScalePileup3: 9.52627944e-03 + JetScalePileup4: 3.00333148e-02 + JetScaleFlav1Known: 1.10905365e-02 + JetScaleFlav2: 5.46145585e-02 + JetScaleBjet: 3.57071421e-04 + JetScalepunchT: 3.57071421e-04 + JetResolution10: 0.031 + JetSFBeff: 0.028 + JetSFCeff: 6.53834842e-03 + JetSFLmistag: 5.54526825e-03 + JetSFHighPt: 3.57071421e-04 + JetJVFcut: 1.97989899e-02 + ElScaleR12: 7.53325959e-03 + ElScaleZee: 0.011 + ElScalePS: 0.001 + ElResolution: 0.002 + ElSFReco: 1.15217186e-02 + ElSFId: 3.15079355e-02 + ElSFTrigger: 1.55161206e-02 + ElSFIso: 6.53834842e-03 + ElSFChargeMisID: 1.03440804e-04 + METScale: 1.90525589e-02 + METResLong: 0.016 + METResTrans: 0.016 + PileupWeight: 5.54526825e-03 + QCDlowRange: 3.31662479e-03 + QCDhighRange: 8.24621125e-04 + QCDvarIso: 0.01 + QCDvarElID: 0.01 + QCDfitUncert: 0.002 + QCDotherGen: 0.002 + QCDfitRebin: 0.0002 + XsecZ: 0.0002 + XsecTop: 0.011 + XsecDibos: 0.002 + BkgTtbarNorm: 0.011 + BkgMCstat: 0.02 + WHFmodel: 0.012 + LumiUncert: 5.50181788e-02 + UnfoldMCstat: 0.058 + UnfoldOtherGen: 0.07 + UnfoldReweight: 0.007 +- art_stat_corr_1: -1.98543905e-07 + art_stat_corr_2: -4.92110729e-07 + art_stat_corr_3: -9.43633392e-07 + art_stat_corr_4: 8.15967028e-07 + art_stat_corr_5: -6.74162507e-06 + art_stat_corr_6: 6.26013840e-06 + art_stat_corr_7: 1.01691001e-05 + art_stat_corr_8: -3.95265163e-05 + art_stat_corr_9: 4.12837341e-04 + art_stat_corr_10: -1.48667435e-03 + art_stat_corr_11: 1.43432745e-03 + art_stat_corr_12: 1.63979937e-02 + art_stat_corr_13: -3.12814139e-02 + art_stat_corr_14: 1.07699356e-02 + art_stat_corr_15: 1.07125993e-03 + art_stat_corr_16: 1.23891794e-05 + JetScaleEff1: 3.45651559e-02 + JetScaleEff2: 3.80361670e-02 + JetScaleEff3: 1.00995049e-02 + JetScaleEff4: 0.004 + JetScaleEff5: 5.17204022e-03 + JetScaleEff6: 0.004 + JetScaleEta1: 1.15217186e-02 + JetScaleEta2: 0.009 + JetScaleHighPt: 1.41421356e-04 + JetScaleMC: 2.17944947e-04 + JetScalePileup1: 0.001 + JetScalePileup2: 0.003 + JetScalePileup3: 0.005 + JetScalePileup4: 1.45172311e-02 + JetScaleFlav1Known: 5.54526825e-03 + JetScaleFlav2: 2.65847701e-02 + JetScaleBjet: 2.17944947e-04 + JetScalepunchT: 1.41421356e-04 + JetResolution10: 0.015 + JetSFBeff: 0.014 + JetSFCeff: 3.57071421e-03 + JetSFLmistag: 2.59807621e-03 + JetSFHighPt: 1.41421356e-04 + JetJVFcut: 9.89949494e-03 + ElScaleR12: 0.004 + ElScaleZee: 5.54526825e-03 + ElScalePS: 2.59807621e-04 + ElResolution: 0.001 + ElSFReco: 5.54526825e-03 + ElSFId: 0.015 + ElSFTrigger: 7.53325959e-03 + ElSFIso: 0.003 + ElSFChargeMisID: 5.17204022e-05 + METScale: 9.52627944e-03 + METResLong: 0.008 + METResTrans: 0.008 + PileupWeight: 2.59807621e-03 + QCDlowRange: 1.65831240e-03 + QCDhighRange: 3.31662479e-04 + QCDvarIso: 0.005 + QCDvarElID: 0.005 + QCDfitUncert: 0.001 + QCDotherGen: 0.0003 + QCDfitRebin: 4.0e-06 + XsecZ: 0.001 + XsecTop: 0.005 + XsecDibos: 0.001 + BkgTtbarNorm: 0.005 + BkgMCstat: 0.016 + WHFmodel: 0.014 + LumiUncert: 2.75090894e-02 + UnfoldMCstat: 0.04 + UnfoldOtherGen: 0.127 + UnfoldReweight: 0.003 +- art_stat_corr_1: 4.54205323e-07 + art_stat_corr_2: -5.33468819e-07 + art_stat_corr_3: -4.90809482e-07 + art_stat_corr_4: -1.86742897e-06 + art_stat_corr_5: 2.99572945e-06 + art_stat_corr_6: -1.77634825e-06 + art_stat_corr_7: 5.56685379e-06 + art_stat_corr_8: 1.82526699e-05 + art_stat_corr_9: 4.30337857e-06 + art_stat_corr_10: -1.88966458e-04 + art_stat_corr_11: 1.38847862e-03 + art_stat_corr_12: -3.88161235e-04 + art_stat_corr_13: -1.67291862e-02 + art_stat_corr_14: -2.23226408e-02 + art_stat_corr_15: -1.92820216e-03 + art_stat_corr_16: 3.77115623e-05 + JetScaleEff1: 1.91970701e-02 + JetScaleEff2: 2.09625261e-02 + JetScaleEff3: 5.48703016e-03 + JetScaleEff4: 2.40416306e-03 + JetScaleEff5: 2.80356915e-03 + JetScaleEff6: 2.25111084e-03 + JetScaleEta1: 6.40156231e-03 + JetScaleEta2: 4.95454337e-03 + JetScaleHighPt: 1.41421356e-04 + JetScaleMC: 1.41421356e-04 + JetScalePileup1: 6.83739717e-04 + JetScalePileup2: 1.45172311e-03 + JetScalePileup3: 2.65094323e-03 + JetScalePileup4: 8.15276027e-03 + JetScaleFlav1Known: 3.01330383e-03 + JetScaleFlav2: 1.48784240e-02 + JetScaleBjet: 1.41421356e-04 + JetScalepunchT: 1.41421356e-04 + JetResolution10: 0.0086 + JetSFBeff: 7.65032679e-03 + JetSFCeff: 1.86212244e-03 + JetSFLmistag: 1.52643375e-03 + JetSFHighPt: 1.41421356e-04 + JetJVFcut: 5.44495179e-03 + ElScaleR12: 2.10475652e-03 + ElScaleZee: 3.05081956e-03 + ElScalePS: 0.0001 + ElResolution: 0.0006 + ElSFReco: 3.15713478e-03 + ElSFId: 0.0086 + ElSFTrigger: 4.15060237e-03 + ElSFIso: 1.80554701e-03 + ElSFChargeMisID: 3.0e-05 + METScale: 5.21727898e-03 + METResLong: 0.0043 + METResTrans: 0.0043 + PileupWeight: 1.45172311e-03 + QCDlowRange: 3.27871926e-04 + QCDhighRange: 0.0001 + QCDvarIso: 0.0028 + QCDvarElID: 0.0028 + QCDfitUncert: 0.0001 + QCDotherGen: 0.0001 + QCDfitRebin: 3.0e-05 + XsecZ: 0.0001 + XsecTop: 0.0026 + XsecDibos: 0.0006 + BkgTtbarNorm: 0.0024 + BkgMCstat: 0.0073 + WHFmodel: 0.0063 + LumiUncert: 1.49060390e-02 + UnfoldMCstat: 0.0321 + UnfoldOtherGen: 0.0821 + UnfoldReweight: 0.0019 +- art_stat_corr_1: 5.57448716e-07 + art_stat_corr_2: -6.91021952e-08 + art_stat_corr_3: 1.16601301e-06 + art_stat_corr_4: 1.36135511e-06 + art_stat_corr_5: 1.10468609e-06 + art_stat_corr_6: 6.23469087e-07 + art_stat_corr_7: -1.30791200e-06 + art_stat_corr_8: -2.12361472e-06 + art_stat_corr_9: 1.46074593e-06 + art_stat_corr_10: -1.82863884e-06 + art_stat_corr_11: 8.12461407e-05 + art_stat_corr_12: -6.25264498e-04 + art_stat_corr_13: 2.07590959e-04 + art_stat_corr_14: -3.78115232e-03 + art_stat_corr_15: 1.46037884e-02 + art_stat_corr_16: 3.98040543e-05 + JetScaleEff1: 8.31925477e-03 + JetScaleEff2: 9.03493221e-03 + JetScaleEff3: 2.41660919e-03 + JetScaleEff4: 1.05237826e-03 + JetScaleEff5: 1.25199840e-03 + JetScaleEff6: 0.001 + JetScaleEta1: 2.75090894e-03 + JetScaleEta2: 2.15116248e-03 + JetScaleHighPt: 3.57071421e-05 + JetScaleMC: 4.97493719e-05 + JetScalePileup1: 2.59807621e-04 + JetScalePileup2: 0.0006 + JetScalePileup3: 1.15217186e-03 + JetScalePileup4: 3.55070416e-03 + JetScaleFlav1Known: 1.30766968e-03 + JetScaleFlav2: 6.41404708e-03 + JetScaleBjet: 4.97493719e-05 + JetScalepunchT: 3.57071421e-05 + JetResolution10: 0.0037 + JetSFBeff: 0.0033 + JetSFCeff: 8.12403840e-04 + JetSFLmistag: 6.16441400e-04 + JetSFHighPt: 4.24264069e-05 + JetJVFcut: 2.40416306e-03 + ElScaleR12: 0.0009 + ElScaleZee: 0.0013 + ElScalePS: 0.0001 + ElResolution: 0.0002 + ElSFReco: 1.35185058e-03 + ElSFId: 0.0037 + ElSFTrigger: 0.0018 + ElSFIso: 7.53325959e-04 + ElSFChargeMisID: 1.03440804e-05 + METScale: 2.25997788e-03 + METResLong: 0.0019 + METResTrans: 0.0019 + PileupWeight: 6.53834842e-04 + QCDlowRange: 2.44948974e-04 + QCDhighRange: 8.24621125e-05 + QCDvarIso: 0.0012 + QCDvarElID: 0.0012 + QCDfitUncert: 0.0001 + QCDotherGen: 0.0001 + QCDfitRebin: 1.0e-05 + XsecZ: 4.0e-05 + XsecTop: 0.0013 + XsecDibos: 0.0003 + BkgTtbarNorm: 0.0009 + BkgMCstat: 0.0065 + WHFmodel: 0.0036 + LumiUncert: 6.75333251e-03 + UnfoldMCstat: 0.0147 + UnfoldOtherGen: 0.0465 + UnfoldReweight: 0.0008 +- art_stat_corr_1: 6.11178999e-08 + art_stat_corr_2: -1.23657758e-07 + art_stat_corr_3: -2.11032261e-07 + art_stat_corr_4: -4.29000891e-07 + art_stat_corr_5: 2.85894646e-07 + art_stat_corr_6: -2.92039409e-07 + art_stat_corr_7: -8.28290227e-08 + art_stat_corr_8: 6.86679377e-07 + art_stat_corr_9: 5.79866039e-07 + art_stat_corr_10: 6.26402497e-07 + art_stat_corr_11: -1.46108234e-06 + art_stat_corr_12: -3.04624030e-05 + art_stat_corr_13: 1.68900876e-04 + art_stat_corr_14: 1.44220837e-04 + art_stat_corr_15: -8.74726146e-05 + art_stat_corr_16: 5.96514792e-03 + JetScaleEff1: 2.14015770e-03 + JetScaleEff2: 2.33012339e-03 + JetScaleEff3: 6.09979508e-04 + JetScaleEff4: 2.60384331e-04 + JetScaleEff5: 3.10322413e-04 + JetScaleEff6: 2.55098020e-04 + JetScaleEta1: 7.10140831e-04 + JetScaleEta2: 5.45412688e-04 + JetScaleHighPt: 1.41421356e-05 + JetScaleMC: 1.41421356e-05 + JetScalePileup1: 7.54983444e-05 + JetScalePileup2: 0.00016 + JetScalePileup3: 2.95084734e-04 + JetScalePileup4: 9.10439454e-04 + JetScaleFlav1Known: 3.41174442e-04 + JetScaleFlav2: 1.64841591e-03 + JetScaleBjet: 1.41421356e-05 + JetScalepunchT: 1.41421356e-05 + JetResolution10: 0.00095 + JetSFBeff: 0.00085 + JetSFCeff: 2.06094638e-04 + JetSFLmistag: 1.68745370e-04 + JetSFHighPt: 1.41421356e-05 + JetJVFcut: 6.01061561e-04 + ElScaleR12: 2.35106359e-04 + ElScaleZee: 3.35074619e-04 + ElScalePS: 2.0e-05 + ElResolution: 6.0e-05 + ElSFReco: 3.55633238e-04 + ElSFId: 9.55026178e-04 + ElSFTrigger: 4.65053760e-04 + ElSFIso: 2.00499377e-04 + ElSFChargeMisID: 3.0e-06 + METScale: 5.81549654e-04 + METResLong: 0.00048 + METResTrans: 0.00048 + PileupWeight: 1.60623784e-04 + QCDlowRange: 4.97493719e-05 + QCDhighRange: 1.65831240e-05 + QCDvarIso: 0.00032 + QCDvarElID: 0.00031 + QCDfitUncert: 4.0e-05 + QCDotherGen: 6.0e-05 + QCDfitRebin: 4.0e-06 + XsecZ: 3.0e-05 + XsecTop: 0.00027 + XsecDibos: 8.0e-05 + BkgTtbarNorm: 0.0002 + BkgMCstat: 0.00184 + WHFmodel: 0.00085 + LumiUncert: 1.64054869e-03 + UnfoldMCstat: 0.00652 + UnfoldOtherGen: 0.01194 + UnfoldReweight: 0.00021 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml new file mode 100644 index 0000000000..67fecfc9b2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -0,0 +1,2482 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1_plus: + description: 'Systematic upper unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff1_minus: + description: 'Systematic lower unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW2 + JetScaleEff2_plus: + description: 'Systematic upper unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW3 + JetScaleEff2_minus: + description: 'Systematic lower unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW4 + JetScaleEff3_plus: + description: 'Systematic upper unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW5 + JetScaleEff3_minus: + description: 'Systematic lower unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW6 + JetScaleEff4_plus: + description: 'Systematic upper unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW7 + JetScaleEff4_minus: + description: 'Systematic lower unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW8 + JetScaleEff5_plus: + description: 'Systematic upper unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW9 + JetScaleEff5_minus: + description: 'Systematic lower unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW10 + JetScaleEff6_plus: + description: 'Systematic upper unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW11 + JetScaleEff6_minus: + description: 'Systematic lower unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW12 + JetScaleEta1_plus: + description: 'Systematic upper unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW13 + JetScaleEta1_minus: + description: 'Systematic lower unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW14 + JetScaleEta2_plus: + description: 'Systematic upper unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW15 + JetScaleEta2_minus: + description: 'Systematic lower unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW16 + JetScaleHighPt_plus: + description: 'Systematic upper unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW17 + JetScaleHighPt_minus: + description: 'Systematic lower unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW18 + JetScaleMC_plus: + description: 'Systematic upper unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW19 + JetScaleMC_minus: + description: 'Systematic lower unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW20 + JetScalePileup1_plus: + description: 'Systematic upper unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW21 + JetScalePileup1_minus: + description: 'Systematic lower unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW22 + JetScalePileup2_plus: + description: 'Systematic upper unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW23 + JetScalePileup2_minus: + description: 'Systematic lower unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW24 + JetScalePileup3_plus: + description: 'Systematic upper unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW25 + JetScalePileup3_minus: + description: 'Systematic lower unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW26 + JetScalePileup4_plus: + description: 'Systematic upper unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW27 + JetScalePileup4_minus: + description: 'Systematic lower unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW28 + JetScaleFlav1Known_plus: + description: 'Systematic upper unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW29 + JetScaleFlav1Known_minus: + description: 'Systematic lower unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW30 + JetScaleFlav2_plus: + description: 'Systematic upper unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW31 + JetScaleFlav2_minus: + description: 'Systematic lower unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW32 + JetScaleBjet_plus: + description: 'Systematic upper unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW33 + JetScaleBjet_minus: + description: 'Systematic lower unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW34 + JetScalepunchT_plus: + description: 'Systematic upper unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW35 + JetScalepunchT_minus: + description: 'Systematic lower unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW36 + JetResolution10_plus: + description: 'Systematic upper unc.: JetResolution10' + treatment: MULT + type: SYSATLASW37 + JetResolution10_minus: + description: 'Systematic lower unc.: JetResolution10' + treatment: MULT + type: SYSATLASW38 + JetSFBeff_plus: + description: 'Systematic upper unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW39 + JetSFBeff_minus: + description: 'Systematic lower unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW40 + JetSFCeff_plus: + description: 'Systematic upper unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW41 + JetSFCeff_minus: + description: 'Systematic lower unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW42 + JetSFLmistag_plus: + description: 'Systematic upper unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW43 + JetSFLmistag_minus: + description: 'Systematic lower unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW44 + JetSFHighPt_plus: + description: 'Systematic upper unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW45 + JetSFHighPt_minus: + description: 'Systematic lower unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW46 + JetJVFcut_plus: + description: 'Systematic upper unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW47 + JetJVFcut_minus: + description: 'Systematic lower unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW48 + ElScaleR12_plus: + description: 'Systematic upper unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW49 + ElScaleR12_minus: + description: 'Systematic lower unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW50 + ElScaleZee_plus: + description: 'Systematic upper unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW51 + ElScaleZee_minus: + description: 'Systematic lower unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW52 + ElScalePS_plus: + description: 'Systematic upper unc.: ElScalePS' + treatment: MULT + type: SYSATLASW53 + ElScalePS_minus: + description: 'Systematic lower unc.: ElScalePS' + treatment: MULT + type: SYSATLASW54 + ElResolution_plus: + description: 'Systematic upper unc.: ElResolution' + treatment: MULT + type: SYSATLASW55 + ElResolution_minus: + description: 'Systematic lower unc.: ElResolution' + treatment: MULT + type: SYSATLASW56 + ElSFReco_plus: + description: 'Systematic upper unc.: ElSFReco' + treatment: MULT + type: SYSATLASW57 + ElSFReco_minus: + description: 'Systematic lower unc.: ElSFReco' + treatment: MULT + type: SYSATLASW58 + ElSFId_plus: + description: 'Systematic upper unc.: ElSFId' + treatment: MULT + type: SYSATLASW59 + ElSFId_minus: + description: 'Systematic lower unc.: ElSFId' + treatment: MULT + type: SYSATLASW60 + ElSFTrigger_plus: + description: 'Systematic upper unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW61 + ElSFTrigger_minus: + description: 'Systematic lower unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW62 + ElSFIso_plus: + description: 'Systematic upper unc.: ElSFIso' + treatment: MULT + type: SYSATLASW63 + ElSFIso_minus: + description: 'Systematic lower unc.: ElSFIso' + treatment: MULT + type: SYSATLASW64 + ElSFChargeMisID_plus: + description: 'Systematic upper unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW65 + ElSFChargeMisID_minus: + description: 'Systematic lower unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW66 + METScale_plus: + description: 'Systematic upper unc.: METScale' + treatment: MULT + type: SYSATLASW67 + METScale_minus: + description: 'Systematic lower unc.: METScale' + treatment: MULT + type: SYSATLASW68 + METResLong_plus: + description: 'Systematic upper unc.: METResLong' + treatment: MULT + type: SYSATLASW69 + METResLong_minus: + description: 'Systematic lower unc.: METResLong' + treatment: MULT + type: SYSATLASW70 + METResTrans_plus: + description: 'Systematic upper unc.: METResTrans' + treatment: MULT + type: SYSATLASW71 + METResTrans_minus: + description: 'Systematic lower unc.: METResTrans' + treatment: MULT + type: SYSATLASW72 + PileupWeight_plus: + description: 'Systematic upper unc.: PileupWeight' + treatment: MULT + type: SYSATLASW73 + PileupWeight_minus: + description: 'Systematic lower unc.: PileupWeight' + treatment: MULT + type: SYSATLASW74 + QCDlowRange_plus: + description: 'Systematic upper unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW75 + QCDlowRange_minus: + description: 'Systematic lower unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW76 + QCDhighRange_plus: + description: 'Systematic upper unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW77 + QCDhighRange_minus: + description: 'Systematic lower unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW78 + QCDvarIso_plus: + description: 'Systematic upper unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW79 + QCDvarIso_minus: + description: 'Systematic lower unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW80 + QCDvarElID_plus: + description: 'Systematic upper unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW81 + QCDvarElID_minus: + description: 'Systematic lower unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW82 + QCDfitUncert_plus: + description: 'Systematic upper unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDfitUncert_minus: + description: 'Systematic lower unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen_plus: + description: 'Systematic upper unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW83 + QCDotherGen_minus: + description: 'Systematic lower unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW84 + QCDfitRebin_plus: + description: 'Systematic upper unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW85 + QCDfitRebin_minus: + description: 'Systematic lower unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW86 + XsecZ_plus: + description: 'Systematic upper unc.: XsecZ' + treatment: MULT + type: SYSATLASW87 + XsecZ_minus: + description: 'Systematic lower unc.: XsecZ' + treatment: MULT + type: SYSATLASW88 + XsecTop_plus: + description: 'Systematic upper unc.: XsecTop' + treatment: MULT + type: SYSATLASW89 + XsecTop_minus: + description: 'Systematic lower unc.: XsecTop' + treatment: MULT + type: SYSATLASW90 + XsecDibos_plus: + description: 'Systematic upper unc.: XsecDibos' + treatment: MULT + type: SYSATLASW91 + XsecDibos_minus: + description: 'Systematic lower unc.: XsecDibos' + treatment: MULT + type: SYSATLASW92 + BkgTtbarNorm_plus: + description: 'Systematic upper unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW93 + BkgTtbarNorm_minus: + description: 'Systematic lower unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW94 + BkgMCstat_plus: + description: 'Systematic upper unc.: BkgMCstat' + treatment: MULT + type: UNCORR + BkgMCstat_minus: + description: 'Systematic lower unc.: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel_plus: + description: 'Systematic upper unc.: WHFmodel' + treatment: MULT + type: SYSATLASW95 + WHFmodel_minus: + description: 'Systematic lower unc.: WHFmodel' + treatment: MULT + type: SYSATLASW96 + LumiUncert_plus: + description: 'Systematic upper unc.: LumiUncert' + treatment: MULT + type: SYSATLASW97 + LumiUncert_minus: + description: 'Systematic lower unc.: LumiUncert' + treatment: MULT + type: SYSATLASW98 + UnfoldMCstat_plus: + description: 'Systematic upper unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldMCstat_minus: + description: 'Systematic lower unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen_plus: + description: 'Systematic upper unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW99 + UnfoldOtherGen_minus: + description: 'Systematic lower unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW100 + UnfoldReweight_plus: + description: 'Systematic upper unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW101 + UnfoldReweight_minus: + description: 'Systematic lower unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW102 +bins: +- art_stat_corr_1: -1.98549813e+00 + art_stat_corr_2: -9.25079723e-02 + art_stat_corr_3: -1.88737325e-01 + art_stat_corr_4: -9.46107117e-02 + art_stat_corr_5: -5.68157564e-02 + art_stat_corr_6: -3.75945006e-02 + art_stat_corr_7: 4.94245821e-03 + art_stat_corr_8: -8.11582063e-04 + art_stat_corr_9: -1.45818415e-04 + art_stat_corr_10: -2.27037350e-05 + art_stat_corr_11: -1.32337848e-06 + art_stat_corr_12: -1.26667928e-07 + art_stat_corr_13: 5.87697050e-09 + art_stat_corr_14: -6.07661817e-09 + art_stat_corr_15: 1.43013263e-08 + art_stat_corr_16: -4.28585078e-10 + JetScaleEff1_plus: 126 + JetScaleEff1_minus: -125 + JetScaleEff2_plus: 32 + JetScaleEff2_minus: -31 + JetScaleEff3_plus: 5 + JetScaleEff3_minus: -4 + JetScaleEff4_plus: 0.4 + JetScaleEff4_minus: 0.2 + JetScaleEff5_plus: 6 + JetScaleEff5_minus: -4 + JetScaleEff6_plus: 8 + JetScaleEff6_minus: -7 + JetScaleEta1_plus: 67 + JetScaleEta1_minus: -64 + JetScaleEta2_plus: 33 + JetScaleEta2_minus: -31 + JetScaleHighPt_plus: 0.2 + JetScaleHighPt_minus: 0.2 + JetScaleMC_plus: 0.3 + JetScaleMC_minus: 0.3 + JetScalePileup1_plus: 5 + JetScalePileup1_minus: -2 + JetScalePileup2_plus: 17 + JetScalePileup2_minus: -13 + JetScalePileup3_plus: 3 + JetScalePileup3_minus: -3 + JetScalePileup4_plus: 84 + JetScalePileup4_minus: -83 + JetScaleFlav1Known_plus: 26 + JetScaleFlav1Known_minus: -25 + JetScaleFlav2_plus: 102 + JetScaleFlav2_minus: -101 + JetScaleBjet_plus: 0.3 + JetScaleBjet_minus: 0.2 + JetScalepunchT_plus: 0.3 + JetScalepunchT_minus: 0.2 + JetResolution10_plus: 0.3 + JetResolution10_minus: 0.2 + JetSFBeff_plus: 7 + JetSFBeff_minus: -6 + JetSFCeff_plus: 4 + JetSFCeff_minus: -3 + JetSFLmistag_plus: 4 + JetSFLmistag_minus: -4 + JetSFHighPt_plus: 0.2 + JetSFHighPt_minus: 0.2 + JetJVFcut_plus: 14 + JetJVFcut_minus: -23 + ElScaleR12_plus: 2 + ElScaleR12_minus: -2 + ElScaleZee_plus: 20 + ElScaleZee_minus: -23 + ElScalePS_plus: 0.5 + ElScalePS_minus: -0.5 + ElResolution_plus: 0.5 + ElResolution_minus: -0.5 + ElSFReco_plus: 5 + ElSFReco_minus: -5 + ElSFId_plus: 18 + ElSFId_minus: -17 + ElSFTrigger_plus: 14 + ElSFTrigger_minus: -14 + ElSFIso_plus: 4 + ElSFIso_minus: -4 + ElSFChargeMisID_plus: 0.1 + ElSFChargeMisID_minus: 0.03 + METScale_plus: 6 + METScale_minus: 1 + METResLong_plus: 6 + METResLong_minus: 1 + METResTrans_plus: 6 + METResTrans_minus: 1 + PileupWeight_plus: 17 + PileupWeight_minus: -16 + QCDlowRange_plus: 29 + QCDlowRange_minus: -4 + QCDhighRange_plus: 3 + QCDhighRange_minus: -3 + QCDvarIso_plus: 3 + QCDvarIso_minus: -3 + QCDvarElID_plus: 3 + QCDvarElID_minus: -3 + QCDfitUncert_plus: 3 + QCDfitUncert_minus: -3 + QCDotherGen_plus: 3 + QCDotherGen_minus: -3 + QCDfitRebin_plus: 3 + QCDfitRebin_minus: -3 + XsecZ_plus: 6 + XsecZ_minus: -6 + XsecTop_plus: 3 + XsecTop_minus: -3 + XsecDibos_plus: 1 + XsecDibos_minus: -1 + BkgTtbarNorm_plus: 1 + BkgTtbarNorm_minus: -1 + BkgMCstat_plus: 1 + BkgMCstat_minus: -1 + WHFmodel_plus: 1 + WHFmodel_minus: -1 + LumiUncert_plus: 47 + LumiUncert_minus: -49 + UnfoldMCstat_plus: 47 + UnfoldMCstat_minus: -49 + UnfoldOtherGen_plus: 47 + UnfoldOtherGen_minus: -49 + UnfoldReweight_plus: 47 + UnfoldReweight_minus: -49 +- art_stat_corr_1: -5.46130092e-01 + art_stat_corr_2: 4.20854057e-01 + art_stat_corr_3: 5.59423753e-01 + art_stat_corr_4: 3.58404009e-01 + art_stat_corr_5: 2.31855937e-01 + art_stat_corr_6: 1.69572474e-01 + art_stat_corr_7: -2.60467742e-02 + art_stat_corr_8: 4.90610013e-03 + art_stat_corr_9: 9.42616776e-04 + art_stat_corr_10: 1.55326394e-04 + art_stat_corr_11: 8.69648562e-06 + art_stat_corr_12: 8.80425856e-07 + art_stat_corr_13: 1.62284565e-08 + art_stat_corr_14: -1.25049385e-08 + art_stat_corr_15: -4.02752628e-08 + art_stat_corr_16: 2.11172552e-09 + JetScaleEff1_plus: 277 + JetScaleEff1_minus: -281 + JetScaleEff2_plus: 70 + JetScaleEff2_minus: -69 + JetScaleEff3_plus: 10 + JetScaleEff3_minus: -9 + JetScaleEff4_plus: 5 + JetScaleEff4_minus: -4 + JetScaleEff5_plus: 13 + JetScaleEff5_minus: -11 + JetScaleEff6_plus: 17 + JetScaleEff6_minus: -16 + JetScaleEta1_plus: 140 + JetScaleEta1_minus: -136 + JetScaleEta2_plus: 71 + JetScaleEta2_minus: -69 + JetScaleHighPt_plus: 1 + JetScaleHighPt_minus: 0.4 + JetScaleMC_plus: 1 + JetScaleMC_minus: 1 + JetScalePileup1_plus: 8 + JetScalePileup1_minus: -4 + JetScalePileup2_plus: 38 + JetScalePileup2_minus: -30 + JetScalePileup3_plus: 8 + JetScalePileup3_minus: -7 + JetScalePileup4_plus: 183 + JetScalePileup4_minus: -185 + JetScaleFlav1Known_plus: 56 + JetScaleFlav1Known_minus: -56 + JetScaleFlav2_plus: 222 + JetScaleFlav2_minus: -223 + JetScaleBjet_plus: 1 + JetScaleBjet_minus: 1 + JetScalepunchT_plus: 1 + JetScalepunchT_minus: 0.5 + JetResolution10_plus: 1 + JetResolution10_minus: 0.5 + JetSFBeff_plus: 11 + JetSFBeff_minus: -10 + JetSFCeff_plus: 9 + JetSFCeff_minus: -7 + JetSFLmistag_plus: 9 + JetSFLmistag_minus: -8 + JetSFHighPt_plus: 1 + JetSFHighPt_minus: 1 + JetJVFcut_plus: 31 + JetJVFcut_minus: -47 + ElScaleR12_plus: 4 + ElScaleR12_minus: -4 + ElScaleZee_plus: 52 + ElScaleZee_minus: -56 + ElScalePS_plus: 1 + ElScalePS_minus: -1 + ElResolution_plus: 1 + ElResolution_minus: -1 + ElSFReco_plus: 14 + ElSFReco_minus: -13 + ElSFId_plus: 44 + ElSFId_minus: -44 + ElSFTrigger_plus: 34 + ElSFTrigger_minus: -35 + ElSFIso_plus: 10 + ElSFIso_minus: -10 + ElSFChargeMisID_plus: 0.2 + ElSFChargeMisID_minus: 0.1 + METScale_plus: 99 + METScale_minus: -106 + METResLong_plus: 99 + METResLong_minus: -106 + METResTrans_plus: 99 + METResTrans_minus: -106 + PileupWeight_plus: 33 + PileupWeight_minus: -30 + QCDlowRange_plus: 42 + QCDlowRange_minus: -4 + QCDhighRange_plus: 4 + QCDhighRange_minus: -5 + QCDvarIso_plus: 4 + QCDvarIso_minus: -5 + QCDvarElID_plus: 4 + QCDvarElID_minus: -5 + QCDfitUncert_plus: 4 + QCDfitUncert_minus: -5 + QCDotherGen_plus: 4 + QCDotherGen_minus: -5 + QCDfitRebin_plus: 4 + QCDfitRebin_minus: -5 + XsecZ_plus: 4 + XsecZ_minus: -4 + XsecTop_plus: 5 + XsecTop_minus: -5 + XsecDibos_plus: 2 + XsecDibos_minus: -2 + BkgTtbarNorm_plus: 2 + BkgTtbarNorm_minus: -2 + BkgMCstat_plus: 2 + BkgMCstat_minus: -2 + WHFmodel_plus: 2 + WHFmodel_minus: -2 + LumiUncert_plus: 113 + LumiUncert_minus: -117 + UnfoldMCstat_plus: 113 + UnfoldMCstat_minus: -117 + UnfoldOtherGen_plus: 113 + UnfoldOtherGen_minus: -117 + UnfoldReweight_plus: 113 + UnfoldReweight_minus: -117 +- art_stat_corr_1: -2.32127013e-02 + art_stat_corr_2: 8.78160776e-01 + art_stat_corr_3: 3.09818866e-01 + art_stat_corr_4: -1.72625277e-01 + art_stat_corr_5: -2.23992707e-01 + art_stat_corr_6: -2.23200218e-01 + art_stat_corr_7: 4.88640377e-02 + art_stat_corr_8: -1.10862158e-02 + art_stat_corr_9: -2.40207200e-03 + art_stat_corr_10: -4.09724989e-04 + art_stat_corr_11: -2.43367430e-05 + art_stat_corr_12: -2.23213712e-06 + art_stat_corr_13: -2.42353122e-07 + art_stat_corr_14: 2.63204302e-08 + art_stat_corr_15: 2.27500801e-08 + art_stat_corr_16: 9.52379364e-10 + JetScaleEff1_plus: 126 + JetScaleEff1_minus: -131 + JetScaleEff2_plus: 25 + JetScaleEff2_minus: -25 + JetScaleEff3_plus: 2 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 15 + JetScaleEff4_minus: -15 + JetScaleEff5_plus: 5 + JetScaleEff5_minus: -5 + JetScaleEff6_plus: 7 + JetScaleEff6_minus: -7 + JetScaleEta1_plus: 59 + JetScaleEta1_minus: -58 + JetScaleEta2_plus: 29 + JetScaleEta2_minus: -29 + JetScaleHighPt_plus: 0.3 + JetScaleHighPt_minus: 0.2 + JetScaleMC_plus: 0.4 + JetScaleMC_minus: 0.3 + JetScalePileup1_plus: 3 + JetScalePileup1_minus: -2 + JetScalePileup2_plus: 14 + JetScalePileup2_minus: -12 + JetScalePileup3_plus: 7 + JetScalePileup3_minus: -7 + JetScalePileup4_plus: 78 + JetScalePileup4_minus: -80 + JetScaleFlav1Known_plus: 21 + JetScaleFlav1Known_minus: -22 + JetScaleFlav2_plus: 100 + JetScaleFlav2_minus: -103 + JetScaleBjet_plus: 0.4 + JetScaleBjet_minus: 0.3 + JetScalepunchT_plus: 0.3 + JetScalepunchT_minus: 0.2 + JetResolution10_plus: 0.3 + JetResolution10_minus: 0.2 + JetSFBeff_plus: 9 + JetSFBeff_minus: -8 + JetSFCeff_plus: 5 + JetSFCeff_minus: -5 + JetSFLmistag_plus: 5 + JetSFLmistag_minus: -5 + JetSFHighPt_plus: 0.3 + JetSFHighPt_minus: 0.3 + JetJVFcut_plus: 5 + JetJVFcut_minus: -15 + ElScaleR12_plus: 6 + ElScaleR12_minus: -6 + ElScaleZee_plus: 26 + ElScaleZee_minus: -28 + ElScalePS_plus: 1 + ElScalePS_minus: -1 + ElResolution_plus: 1 + ElResolution_minus: -1 + ElSFReco_plus: 8 + ElSFReco_minus: -8 + ElSFId_plus: 24 + ElSFId_minus: -24 + ElSFTrigger_plus: 18 + ElSFTrigger_minus: -18 + ElSFIso_plus: 6 + ElSFIso_minus: -6 + ElSFChargeMisID_plus: 0.1 + ElSFChargeMisID_minus: 0.04 + METScale_plus: 80 + METScale_minus: -85 + METResLong_plus: 80 + METResLong_minus: -85 + METResTrans_plus: 80 + METResTrans_minus: -85 + PileupWeight_plus: 18 + PileupWeight_minus: -17 + QCDlowRange_plus: 18 + QCDlowRange_minus: -2 + QCDhighRange_plus: 2 + QCDhighRange_minus: -2 + QCDvarIso_plus: 2 + QCDvarIso_minus: -2 + QCDvarElID_plus: 2 + QCDvarElID_minus: -2 + QCDfitUncert_plus: 2 + QCDfitUncert_minus: -2 + QCDotherGen_plus: 2 + QCDotherGen_minus: -2 + QCDfitRebin_plus: 2 + QCDfitRebin_minus: -2 + XsecZ_plus: 0.3 + XsecZ_minus: -0.3 + XsecTop_plus: 4 + XsecTop_minus: -4 + XsecDibos_plus: 2 + XsecDibos_minus: -2 + BkgTtbarNorm_plus: 2 + BkgTtbarNorm_minus: -2 + BkgMCstat_plus: 2 + BkgMCstat_minus: -2 + WHFmodel_plus: 2 + WHFmodel_minus: -2 + LumiUncert_plus: 61 + LumiUncert_minus: -63 + UnfoldMCstat_plus: 61 + UnfoldMCstat_minus: -63 + UnfoldOtherGen_plus: 61 + UnfoldOtherGen_minus: -63 + UnfoldReweight_plus: 61 + UnfoldReweight_minus: -63 +- art_stat_corr_1: 8.37312159e-02 + art_stat_corr_2: 7.44624627e-01 + art_stat_corr_3: -6.07705503e-01 + art_stat_corr_4: -9.83901914e-02 + art_stat_corr_5: 8.48126654e-02 + art_stat_corr_6: 2.13416364e-01 + art_stat_corr_7: -7.88851286e-02 + art_stat_corr_8: 2.32654438e-02 + art_stat_corr_9: 5.62988051e-03 + art_stat_corr_10: 1.03142707e-03 + art_stat_corr_11: 6.23663052e-05 + art_stat_corr_12: 6.11287268e-06 + art_stat_corr_13: 6.69256365e-07 + art_stat_corr_14: -1.05692018e-07 + art_stat_corr_15: -1.57702078e-09 + art_stat_corr_16: -2.75770019e-09 + JetScaleEff1_plus: 42 + JetScaleEff1_minus: -42 + JetScaleEff2_plus: 4 + JetScaleEff2_minus: -4 + JetScaleEff3_plus: 4 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 8 + JetScaleEff4_minus: -8 + JetScaleEff5_plus: 2 + JetScaleEff5_minus: -2 + JetScaleEff6_plus: 3 + JetScaleEff6_minus: -3 + JetScaleEta1_plus: 20 + JetScaleEta1_minus: -19 + JetScaleEta2_plus: 10 + JetScaleEta2_minus: -9 + JetScaleHighPt_plus: 0.1 + JetScaleHighPt_minus: 0.1 + JetScaleMC_plus: 0.2 + JetScaleMC_minus: 0.1 + JetScalePileup1_plus: 1 + JetScalePileup1_minus: -1 + JetScalePileup2_plus: 4 + JetScalePileup2_minus: -3 + JetScalePileup3_plus: 4 + JetScalePileup3_minus: -3 + JetScalePileup4_plus: 25 + JetScalePileup4_minus: -25 + JetScaleFlav1Known_plus: 6 + JetScaleFlav1Known_minus: -6 + JetScaleFlav2_plus: 35 + JetScaleFlav2_minus: -35 + JetScaleBjet_plus: 0.2 + JetScaleBjet_minus: 0.1 + JetScalepunchT_plus: 0.1 + JetScalepunchT_minus: 0.1 + JetResolution10_plus: 0.1 + JetResolution10_minus: 0.1 + JetSFBeff_plus: 6 + JetSFBeff_minus: -6 + JetSFCeff_plus: 2 + JetSFCeff_minus: -2 + JetSFLmistag_plus: 2 + JetSFLmistag_minus: -2 + JetSFHighPt_plus: 0.1 + JetSFHighPt_minus: 0.1 + JetJVFcut_plus: -2 + JetJVFcut_minus: -3 + ElScaleR12_plus: 3 + ElScaleR12_minus: -3 + ElScaleZee_plus: 9 + ElScaleZee_minus: -9 + ElScalePS_plus: 0.2 + ElScalePS_minus: -0.2 + ElResolution_plus: 0.2 + ElResolution_minus: -0.2 + ElSFReco_plus: 4 + ElSFReco_minus: -4 + ElSFId_plus: 11 + ElSFId_minus: -11 + ElSFTrigger_plus: 7 + ElSFTrigger_minus: -7 + ElSFIso_plus: 3 + ElSFIso_minus: -2 + ElSFChargeMisID_plus: 0.05 + ElSFChargeMisID_minus: 0.02 + METScale_plus: 31 + METScale_minus: -29 + METResLong_plus: 31 + METResLong_minus: -29 + METResTrans_plus: 31 + METResTrans_minus: -29 + PileupWeight_plus: 6 + PileupWeight_minus: -6 + QCDlowRange_plus: 5 + QCDlowRange_minus: -1 + QCDhighRange_plus: 1 + QCDhighRange_minus: -0.5 + QCDvarIso_plus: 1 + QCDvarIso_minus: -0.5 + QCDvarElID_plus: 1 + QCDvarElID_minus: -0.5 + QCDfitUncert_plus: 1 + QCDfitUncert_minus: -0.5 + QCDotherGen_plus: 1 + QCDotherGen_minus: -0.5 + QCDfitRebin_plus: 1 + QCDfitRebin_minus: -0.5 + XsecZ_plus: 0.2 + XsecZ_minus: -0.2 + XsecTop_plus: 3 + XsecTop_minus: -3 + XsecDibos_plus: 1 + XsecDibos_minus: -1 + BkgTtbarNorm_plus: 1 + BkgTtbarNorm_minus: -1 + BkgMCstat_plus: 1 + BkgMCstat_minus: -1 + WHFmodel_plus: 1 + WHFmodel_minus: -1 + LumiUncert_plus: 25 + LumiUncert_minus: -26 + UnfoldMCstat_plus: 25 + UnfoldMCstat_minus: -26 + UnfoldOtherGen_plus: 25 + UnfoldOtherGen_minus: -26 + UnfoldReweight_plus: 25 + UnfoldReweight_minus: -26 +- art_stat_corr_1: 2.50600243e-02 + art_stat_corr_2: 1.68492305e-01 + art_stat_corr_3: -4.35060462e-01 + art_stat_corr_4: 4.54081860e-01 + art_stat_corr_5: 7.15182503e-02 + art_stat_corr_6: -1.82918172e-01 + art_stat_corr_7: 1.52192646e-01 + art_stat_corr_8: -5.89647083e-02 + art_stat_corr_9: -1.70328244e-02 + art_stat_corr_10: -3.29755489e-03 + art_stat_corr_11: -2.22027900e-04 + art_stat_corr_12: -2.12747037e-05 + art_stat_corr_13: -2.60819632e-06 + art_stat_corr_14: 3.69210066e-07 + art_stat_corr_15: 3.57630888e-09 + art_stat_corr_16: 8.00938753e-09 + JetScaleEff1_plus: 15.5 + JetScaleEff1_minus: -15.8 + JetScaleEff2_plus: 1.2 + JetScaleEff2_minus: -1.0 + JetScaleEff3_plus: 2.3 + JetScaleEff3_minus: -2.3 + JetScaleEff4_plus: 3.0 + JetScaleEff4_minus: -3.0 + JetScaleEff5_plus: 0.9 + JetScaleEff5_minus: -0.9 + JetScaleEff6_plus: 1.6 + JetScaleEff6_minus: -1.7 + JetScaleEta1_plus: 7.3 + JetScaleEta1_minus: -7.1 + JetScaleEta2_plus: 3.6 + JetScaleEta2_minus: -3.6 + JetScaleHighPt_plus: 0.1 + JetScaleHighPt_minus: 0.04 + JetScaleMC_plus: 0.1 + JetScaleMC_minus: 0.1 + JetScalePileup1_plus: 0.6 + JetScalePileup1_minus: -0.4 + JetScalePileup2_plus: 1.1 + JetScalePileup2_minus: -1.1 + JetScalePileup3_plus: 1.6 + JetScalePileup3_minus: -1.7 + JetScalePileup4_plus: 9.3 + JetScalePileup4_minus: -9.6 + JetScaleFlav1Known_plus: 2.4 + JetScaleFlav1Known_minus: -2.3 + JetScaleFlav2_plus: 14.4 + JetScaleFlav2_minus: -14.9 + JetScaleBjet_plus: 0.1 + JetScaleBjet_minus: 0.05 + JetScalepunchT_plus: 0.1 + JetScalepunchT_minus: 0.04 + JetResolution10_plus: 0.1 + JetResolution10_minus: 0.04 + JetSFBeff_plus: 3.8 + JetSFBeff_minus: -3.7 + JetSFCeff_plus: 1.0 + JetSFCeff_minus: -1.3 + JetSFLmistag_plus: 1.0 + JetSFLmistag_minus: -1.2 + JetSFHighPt_plus: 0.1 + JetSFHighPt_minus: 0.1 + JetJVFcut_plus: -1.6 + JetJVFcut_minus: -1.9 + ElScaleR12_plus: 1.6 + ElScaleR12_minus: -1.6 + ElScaleZee_plus: 3.0 + ElScaleZee_minus: -3.1 + ElScalePS_plus: 0.1 + ElScalePS_minus: -0.1 + ElResolution_plus: 0.1 + ElResolution_minus: -0.1 + ElSFReco_plus: 2.0 + ElSFReco_minus: -2.1 + ElSFId_plus: 5.4 + ElSFId_minus: -5.6 + ElSFTrigger_plus: 2.9 + ElSFTrigger_minus: -3.0 + ElSFIso_plus: 1.3 + ElSFIso_minus: -1.4 + ElSFChargeMisID_plus: 0.02 + ElSFChargeMisID_minus: 0.01 + METScale_plus: 9.6 + METScale_minus: -8.7 + METResLong_plus: 9.6 + METResLong_minus: -8.7 + METResTrans_plus: 9.6 + METResTrans_minus: -8.7 + PileupWeight_plus: 1.1 + PileupWeight_minus: -1.2 + QCDlowRange_plus: 1.4 + QCDlowRange_minus: -0.4 + QCDhighRange_plus: 0.2 + QCDhighRange_minus: -0.1 + QCDvarIso_plus: 0.2 + QCDvarIso_minus: -0.1 + QCDvarElID_plus: 0.2 + QCDvarElID_minus: -0.1 + QCDfitUncert_plus: 0.2 + QCDfitUncert_minus: -0.1 + QCDotherGen_plus: 0.2 + QCDotherGen_minus: -0.1 + QCDfitRebin_plus: 0.2 + QCDfitRebin_minus: -0.1 + XsecZ_plus: 0.1 + XsecZ_minus: -0.1 + XsecTop_plus: 1.9 + XsecTop_minus: -1.9 + XsecDibos_plus: 0.4 + XsecDibos_minus: -0.4 + BkgTtbarNorm_plus: 0.4 + BkgTtbarNorm_minus: -0.4 + BkgMCstat_plus: 0.4 + BkgMCstat_minus: -0.4 + WHFmodel_plus: 0.4 + WHFmodel_minus: -0.4 + LumiUncert_plus: 11.2 + LumiUncert_minus: -11.7 + UnfoldMCstat_plus: 11.2 + UnfoldMCstat_minus: -11.7 + UnfoldOtherGen_plus: 11.2 + UnfoldOtherGen_minus: -11.7 + UnfoldReweight_plus: 11.2 + UnfoldReweight_minus: -11.7 +- art_stat_corr_1: 2.47464666e-03 + art_stat_corr_2: -1.90402851e-02 + art_stat_corr_3: -8.78966463e-02 + art_stat_corr_4: 3.46431470e-01 + art_stat_corr_5: -2.62209409e-01 + art_stat_corr_6: -1.00171459e-01 + art_stat_corr_7: -1.65447965e-01 + art_stat_corr_8: 1.17995500e-01 + art_stat_corr_9: 4.15139667e-02 + art_stat_corr_10: 9.10299179e-03 + art_stat_corr_11: 6.47175004e-04 + art_stat_corr_12: 6.92560868e-05 + art_stat_corr_13: 8.00566104e-06 + art_stat_corr_14: -1.30342997e-06 + art_stat_corr_15: -5.92472364e-09 + art_stat_corr_16: -1.39398247e-08 + JetScaleEff1_plus: 6.5 + JetScaleEff1_minus: -6.8 + JetScaleEff2_plus: 1.3 + JetScaleEff2_minus: -1.4 + JetScaleEff3_plus: 1.2 + JetScaleEff3_minus: -1.3 + JetScaleEff4_plus: 0.8 + JetScaleEff4_minus: -0.9 + JetScaleEff5_plus: 0.5 + JetScaleEff5_minus: -0.4 + JetScaleEff6_plus: 0.8 + JetScaleEff6_minus: -0.9 + JetScaleEta1_plus: 3.0 + JetScaleEta1_minus: -3.1 + JetScaleEta2_plus: 1.6 + JetScaleEta2_minus: -1.7 + JetScaleHighPt_plus: 0.02 + JetScaleHighPt_minus: 0.02 + JetScaleMC_plus: 0.03 + JetScaleMC_minus: 0.03 + JetScalePileup1_plus: 0.3 + JetScalePileup1_minus: -0.2 + JetScalePileup2_plus: 0.5 + JetScalePileup2_minus: -0.5 + JetScalePileup3_plus: 0.8 + JetScalePileup3_minus: -1.0 + JetScalePileup4_plus: 3.9 + JetScalePileup4_minus: -4.1 + JetScaleFlav1Known_plus: 1.1 + JetScaleFlav1Known_minus: -1.2 + JetScaleFlav2_plus: 6.6 + JetScaleFlav2_minus: -6.9 + JetScaleBjet_plus: 0.03 + JetScaleBjet_minus: 0.02 + JetScalepunchT_plus: 0.03 + JetScalepunchT_minus: 0.02 + JetResolution10_plus: 0.03 + JetResolution10_minus: 0.02 + JetSFBeff_plus: 2.4 + JetSFBeff_minus: -2.3 + JetSFCeff_plus: 0.6 + JetSFCeff_minus: -0.7 + JetSFLmistag_plus: 0.5 + JetSFLmistag_minus: -0.6 + JetSFHighPt_plus: 0.03 + JetSFHighPt_minus: 0.02 + JetJVFcut_plus: -1.1 + JetJVFcut_minus: -1.1 + ElScaleR12_plus: 0.8 + ElScaleR12_minus: -0.8 + ElScaleZee_plus: 1.2 + ElScaleZee_minus: -1.4 + ElScalePS_plus: 0.1 + ElScalePS_minus: -0.1 + ElResolution_plus: 0.1 + ElResolution_minus: -0.1 + ElSFReco_plus: 1.1 + ElSFReco_minus: -1.2 + ElSFId_plus: 2.8 + ElSFId_minus: -2.9 + ElSFTrigger_plus: 1.4 + ElSFTrigger_minus: -1.5 + ElSFIso_plus: 0.6 + ElSFIso_minus: -0.7 + ElSFChargeMisID_plus: 0.01 + ElSFChargeMisID_minus: 0.004 + METScale_plus: 2.9 + METScale_minus: -3.1 + METResLong_plus: 2.9 + METResLong_minus: -3.1 + METResTrans_plus: 2.9 + METResTrans_minus: -3.1 + PileupWeight_plus: 0.5 + PileupWeight_minus: -0.6 + QCDlowRange_plus: 0.5 + QCDlowRange_minus: -0.2 + QCDhighRange_plus: 0.1 + QCDhighRange_minus: -0.03 + QCDvarIso_plus: 0.1 + QCDvarIso_minus: -0.03 + QCDvarElID_plus: 0.1 + QCDvarElID_minus: -0.03 + QCDfitUncert_plus: 0.1 + QCDfitUncert_minus: -0.03 + QCDotherGen_plus: 0.1 + QCDotherGen_minus: -0.03 + QCDfitRebin_plus: 0.1 + QCDfitRebin_minus: -0.03 + XsecZ_plus: 0.1 + XsecZ_minus: -0.1 + XsecTop_plus: 1.2 + XsecTop_minus: -1.2 + XsecDibos_plus: 0.2 + XsecDibos_minus: -0.2 + BkgTtbarNorm_plus: 0.2 + BkgTtbarNorm_minus: -0.2 + BkgMCstat_plus: 0.2 + BkgMCstat_minus: -0.2 + WHFmodel_plus: 0.2 + WHFmodel_minus: -0.2 + LumiUncert_plus: 5.5 + LumiUncert_minus: -5.7 + UnfoldMCstat_plus: 5.5 + UnfoldMCstat_minus: -5.7 + UnfoldOtherGen_plus: 5.5 + UnfoldOtherGen_minus: -5.7 + UnfoldReweight_plus: 5.5 + UnfoldReweight_minus: -5.7 +- art_stat_corr_1: -7.88153600e-04 + art_stat_corr_2: -3.08801844e-02 + art_stat_corr_3: 2.16202779e-02 + art_stat_corr_4: 1.47961688e-01 + art_stat_corr_5: -3.98724643e-01 + art_stat_corr_6: 2.32247252e-01 + art_stat_corr_7: -1.76401036e-02 + art_stat_corr_8: -9.91815450e-02 + art_stat_corr_9: -5.83875891e-02 + art_stat_corr_10: -1.43789419e-02 + art_stat_corr_11: -1.23859781e-03 + art_stat_corr_12: -1.30942857e-04 + art_stat_corr_13: -1.74986569e-05 + art_stat_corr_14: 2.74165455e-06 + art_stat_corr_15: 6.09595778e-08 + art_stat_corr_16: 2.21608618e-08 + JetScaleEff1_plus: 3.5 + JetScaleEff1_minus: -3.6 + JetScaleEff2_plus: 1.1 + JetScaleEff2_minus: -1.2 + JetScaleEff3_plus: 0.6 + JetScaleEff3_minus: -0.9 + JetScaleEff4_plus: 0.4 + JetScaleEff4_minus: -0.5 + JetScaleEff5_plus: -0.2 + JetScaleEff5_minus: -0.5 + JetScaleEff6_plus: 0.4 + JetScaleEff6_minus: -0.5 + JetScaleEta1_plus: 1.6 + JetScaleEta1_minus: -1.6 + JetScaleEta2_plus: 1.0 + JetScaleEta2_minus: -1.1 + JetScaleHighPt_plus: 0.01 + JetScaleHighPt_minus: 0.01 + JetScaleMC_plus: 0.02 + JetScaleMC_minus: 0.01 + JetScalePileup1_plus: 0.2 + JetScalePileup1_minus: -0.1 + JetScalePileup2_plus: 0.3 + JetScalePileup2_minus: -0.3 + JetScalePileup3_plus: 0.5 + JetScalePileup3_minus: -0.5 + JetScalePileup4_plus: 2.2 + JetScalePileup4_minus: -2.2 + JetScaleFlav1Known_plus: 0.6 + JetScaleFlav1Known_minus: -0.6 + JetScaleFlav2_plus: 3.6 + JetScaleFlav2_minus: -3.7 + JetScaleBjet_plus: 0.02 + JetScaleBjet_minus: 0.01 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.01 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.01 + JetSFBeff_plus: 1.4 + JetSFBeff_minus: -1.4 + JetSFCeff_plus: 0.3 + JetSFCeff_minus: -0.4 + JetSFLmistag_plus: 0.2 + JetSFLmistag_minus: -0.3 + JetSFHighPt_plus: 0.01 + JetSFHighPt_minus: 0.01 + JetJVFcut_plus: -0.6 + JetJVFcut_minus: -0.6 + ElScaleR12_plus: 0.4 + ElScaleR12_minus: -0.4 + ElScaleZee_plus: 0.6 + ElScaleZee_minus: -0.6 + ElScalePS_plus: 0.03 + ElScalePS_minus: -0.03 + ElResolution_plus: 0.03 + ElResolution_minus: -0.03 + ElSFReco_plus: 0.6 + ElSFReco_minus: -0.6 + ElSFId_plus: 1.5 + ElSFId_minus: -1.6 + ElSFTrigger_plus: 0.8 + ElSFTrigger_minus: -0.8 + ElSFIso_plus: 0.3 + ElSFIso_minus: -0.4 + ElSFChargeMisID_plus: 0.01 + ElSFChargeMisID_minus: 0.002 + METScale_plus: 1.3 + METScale_minus: -1.3 + METResLong_plus: 1.3 + METResLong_minus: -1.3 + METResTrans_plus: 1.3 + METResTrans_minus: -1.3 + PileupWeight_plus: 0.3 + PileupWeight_minus: -0.3 + QCDlowRange_plus: 0.2 + QCDlowRange_minus: -0.1 + QCDhighRange_plus: 0.04 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.04 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.04 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.04 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.04 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.04 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.03 + XsecZ_minus: -0.03 + XsecTop_plus: 0.7 + XsecTop_minus: -0.7 + XsecDibos_plus: 0.1 + XsecDibos_minus: -0.1 + BkgTtbarNorm_plus: 0.1 + BkgTtbarNorm_minus: -0.1 + BkgMCstat_plus: 0.1 + BkgMCstat_minus: -0.1 + WHFmodel_plus: 0.1 + WHFmodel_minus: -0.1 + LumiUncert_plus: 2.9 + LumiUncert_minus: -3.0 + UnfoldMCstat_plus: 2.9 + UnfoldMCstat_minus: -3.0 + UnfoldOtherGen_plus: 2.9 + UnfoldOtherGen_minus: -3.0 + UnfoldReweight_plus: 2.9 + UnfoldReweight_minus: -3.0 +- art_stat_corr_1: -3.65661141e-04 + art_stat_corr_2: -8.65569703e-03 + art_stat_corr_3: 1.78735927e-02 + art_stat_corr_4: 9.00748703e-03 + art_stat_corr_5: -1.56983480e-01 + art_stat_corr_6: 1.91934276e-01 + art_stat_corr_7: 2.38615381e-01 + art_stat_corr_8: 6.59481550e-02 + art_stat_corr_9: 7.57155626e-02 + art_stat_corr_10: 2.48381034e-02 + art_stat_corr_11: 2.33097114e-03 + art_stat_corr_12: 3.06815934e-04 + art_stat_corr_13: 3.77668856e-05 + art_stat_corr_14: -7.70683209e-06 + art_stat_corr_15: -1.64036212e-07 + art_stat_corr_16: -1.36939404e-08 + JetScaleEff1_plus: 2.03 + JetScaleEff1_minus: -1.93 + JetScaleEff2_plus: 0.8 + JetScaleEff2_minus: -0.77 + JetScaleEff3_plus: 0.59 + JetScaleEff3_minus: -0.53 + JetScaleEff4_plus: 0.24 + JetScaleEff4_minus: -0.26 + JetScaleEff5_plus: -0.12 + JetScaleEff5_minus: -0.29 + JetScaleEff6_plus: 0.24 + JetScaleEff6_minus: -0.25 + JetScaleEta1_plus: 0.81 + JetScaleEta1_minus: -0.77 + JetScaleEta2_plus: 0.54 + JetScaleEta2_minus: -0.51 + JetScaleHighPt_plus: 0.01 + JetScaleHighPt_minus: 0.01 + JetScaleMC_plus: 0.01 + JetScaleMC_minus: 0.01 + JetScalePileup1_plus: 0.08 + JetScalePileup1_minus: -0.05 + JetScalePileup2_plus: 0.15 + JetScalePileup2_minus: -0.15 + JetScalePileup3_plus: 0.29 + JetScalePileup3_minus: -0.27 + JetScalePileup4_plus: 1.19 + JetScalePileup4_minus: -1.1 + JetScaleFlav1Known_plus: 0.3 + JetScaleFlav1Known_minus: -0.34 + JetScaleFlav2_plus: 2.03 + JetScaleFlav2_minus: -1.93 + JetScaleBjet_plus: 0.01 + JetScaleBjet_minus: 0.01 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.01 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.01 + JetSFBeff_plus: 0.79 + JetSFBeff_minus: -0.78 + JetSFCeff_plus: 0.18 + JetSFCeff_minus: -0.21 + JetSFLmistag_plus: 0.13 + JetSFLmistag_minus: -0.18 + JetSFHighPt_plus: 0.01 + JetSFHighPt_minus: 0.01 + JetJVFcut_plus: -0.4 + JetJVFcut_minus: -0.41 + ElScaleR12_plus: 0.23 + ElScaleR12_minus: -0.22 + ElScaleZee_plus: 0.32 + ElScaleZee_minus: -0.32 + ElScalePS_plus: 0.02 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.02 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.32 + ElSFReco_minus: -0.35 + ElSFId_plus: 0.86 + ElSFId_minus: -0.86 + ElSFTrigger_plus: 0.44 + ElSFTrigger_minus: -0.45 + ElSFIso_plus: 0.18 + ElSFIso_minus: -0.2 + ElSFChargeMisID_plus: 0.003 + ElSFChargeMisID_minus: 0.001 + METScale_plus: 0.58 + METScale_minus: -0.52 + METResLong_plus: 0.58 + METResLong_minus: -0.52 + METResTrans_plus: 0.58 + METResTrans_minus: -0.52 + PileupWeight_plus: 0.14 + PileupWeight_minus: -0.16 + QCDlowRange_plus: 0.13 + QCDlowRange_minus: -0.05 + QCDhighRange_plus: 0.02 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.02 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.02 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.02 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.02 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.02 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.01 + XsecZ_minus: -0.01 + XsecTop_plus: 0.4 + XsecTop_minus: -0.4 + XsecDibos_plus: 0.06 + XsecDibos_minus: -0.06 + BkgTtbarNorm_plus: 0.06 + BkgTtbarNorm_minus: -0.06 + BkgMCstat_plus: 0.06 + BkgMCstat_minus: -0.06 + WHFmodel_plus: 0.06 + WHFmodel_minus: -0.06 + LumiUncert_plus: 1.57 + LumiUncert_minus: -1.63 + UnfoldMCstat_plus: 1.57 + UnfoldMCstat_minus: -1.63 + UnfoldOtherGen_plus: 1.57 + UnfoldOtherGen_minus: -1.63 + UnfoldReweight_plus: 1.57 + UnfoldReweight_minus: -1.63 +- art_stat_corr_1: -3.84037556e-05 + art_stat_corr_2: -2.65318618e-04 + art_stat_corr_3: 2.37663959e-03 + art_stat_corr_4: -9.62629650e-03 + art_stat_corr_5: 1.60261186e-03 + art_stat_corr_6: 2.09957285e-02 + art_stat_corr_7: 8.94448331e-02 + art_stat_corr_8: 1.51817025e-01 + art_stat_corr_9: -1.04821490e-01 + art_stat_corr_10: -3.84969698e-02 + art_stat_corr_11: -6.27078496e-03 + art_stat_corr_12: -7.31546431e-04 + art_stat_corr_13: -1.33441500e-04 + art_stat_corr_14: 2.56730128e-05 + art_stat_corr_15: 1.51825627e-06 + art_stat_corr_16: 2.66950177e-08 + JetScaleEff1_plus: 0.94 + JetScaleEff1_minus: -0.91 + JetScaleEff2_plus: 0.49 + JetScaleEff2_minus: -0.41 + JetScaleEff3_plus: 0.29 + JetScaleEff3_minus: -0.24 + JetScaleEff4_plus: 0.11 + JetScaleEff4_minus: -0.12 + JetScaleEff5_plus: -0.05 + JetScaleEff5_minus: -0.13 + JetScaleEff6_plus: 0.11 + JetScaleEff6_minus: -0.11 + JetScaleEta1_plus: 0.31 + JetScaleEta1_minus: -0.31 + JetScaleEta2_plus: 0.25 + JetScaleEta2_minus: -0.23 + JetScaleHighPt_plus: 0.003 + JetScaleHighPt_minus: 0.003 + JetScaleMC_plus: 0.004 + JetScaleMC_minus: 0.004 + JetScalePileup1_plus: 0.04 + JetScalePileup1_minus: -0.02 + JetScalePileup2_plus: 0.07 + JetScalePileup2_minus: -0.07 + JetScalePileup3_plus: 0.13 + JetScalePileup3_minus: -0.13 + JetScalePileup4_plus: 0.43 + JetScalePileup4_minus: -0.46 + JetScaleFlav1Known_plus: 0.14 + JetScaleFlav1Known_minus: -0.16 + JetScaleFlav2_plus: 0.89 + JetScaleFlav2_minus: -0.86 + JetScaleBjet_plus: 0.004 + JetScaleBjet_minus: 0.003 + JetScalepunchT_plus: 0.004 + JetScalepunchT_minus: 0.003 + JetResolution10_plus: 0.004 + JetResolution10_minus: 0.003 + JetSFBeff_plus: 0.37 + JetSFBeff_minus: -0.37 + JetSFCeff_plus: 0.08 + JetSFCeff_minus: -0.1 + JetSFLmistag_plus: 0.06 + JetSFLmistag_minus: -0.08 + JetSFHighPt_plus: 0.003 + JetSFHighPt_minus: 0.003 + JetJVFcut_plus: -0.18 + JetJVFcut_minus: -0.19 + ElScaleR12_plus: 0.1 + ElScaleR12_minus: -0.1 + ElScaleZee_plus: 0.15 + ElScaleZee_minus: -0.15 + ElScalePS_plus: 0.01 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.01 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.15 + ElSFReco_minus: 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BkgMCstat_minus: -0.03 + WHFmodel_plus: 0.03 + WHFmodel_minus: -0.03 + LumiUncert_plus: 0.72 + LumiUncert_minus: -0.75 + UnfoldMCstat_plus: 0.72 + UnfoldMCstat_minus: -0.75 + UnfoldOtherGen_plus: 0.72 + UnfoldOtherGen_minus: -0.75 + UnfoldReweight_plus: 0.72 + UnfoldReweight_minus: -0.75 +- art_stat_corr_1: 2.02933021e-06 + art_stat_corr_2: 1.24085098e-04 + art_stat_corr_3: -1.14431905e-04 + art_stat_corr_4: -1.36319976e-03 + art_stat_corr_5: 5.62675756e-03 + art_stat_corr_6: -5.66525322e-03 + art_stat_corr_7: -4.95430780e-03 + art_stat_corr_8: 1.45716788e-02 + art_stat_corr_9: -6.47245900e-02 + art_stat_corr_10: 1.10115855e-01 + art_stat_corr_11: 1.62956568e-02 + art_stat_corr_12: 4.10363444e-03 + art_stat_corr_13: 5.43143848e-04 + art_stat_corr_14: -1.45837852e-04 + art_stat_corr_15: -3.74284320e-06 + art_stat_corr_16: 4.11028116e-08 + JetScaleEff1_plus: 0.32 + JetScaleEff1_minus: -0.34 + JetScaleEff2_plus: 0.22 + JetScaleEff2_minus: -0.22 + JetScaleEff3_plus: 0.11 + JetScaleEff3_minus: -0.09 + JetScaleEff4_plus: 0.04 + JetScaleEff4_minus: -0.04 + JetScaleEff5_plus: -0.02 + JetScaleEff5_minus: -0.05 + JetScaleEff6_plus: 0.04 + JetScaleEff6_minus: -0.04 + JetScaleEta1_plus: 0.11 + JetScaleEta1_minus: -0.12 + JetScaleEta2_plus: 0.09 + JetScaleEta2_minus: -0.09 + JetScaleHighPt_plus: 0.001 + JetScaleHighPt_minus: 0.001 + JetScaleMC_plus: 0.002 + JetScaleMC_minus: 0.001 + JetScalePileup1_plus: 0.01 + JetScalePileup1_minus: -0.01 + JetScalePileup2_plus: 0.03 + JetScalePileup2_minus: -0.03 + JetScalePileup3_plus: 0.05 + JetScalePileup3_minus: -0.05 + JetScalePileup4_plus: 0.15 + JetScalePileup4_minus: -0.15 + JetScaleFlav1Known_plus: 0.05 + JetScaleFlav1Known_minus: -0.06 + JetScaleFlav2_plus: 0.3 + JetScaleFlav2_minus: -0.28 + JetScaleBjet_plus: 0.002 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.001 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.001 + JetSFBeff_plus: 0.14 + JetSFBeff_minus: -0.14 + JetSFCeff_plus: 0.03 + JetSFCeff_minus: -0.04 + JetSFLmistag_plus: 0.02 + JetSFLmistag_minus: -0.03 + JetSFHighPt_plus: 0.001 + JetSFHighPt_minus: 0.001 + JetJVFcut_plus: -0.07 + JetJVFcut_minus: -0.07 + ElScaleR12_plus: 0.04 + ElScaleR12_minus: -0.04 + ElScaleZee_plus: 0.06 + ElScaleZee_minus: -0.05 + ElScalePS_plus: 0.003 + ElScalePS_minus: -0.002 + ElResolution_plus: 0.003 + ElResolution_minus: -0.002 + ElSFReco_plus: 0.05 + ElSFReco_minus: -0.06 + ElSFId_plus: 0.16 + ElSFId_minus: -0.16 + ElSFTrigger_plus: 0.07 + ElSFTrigger_minus: -0.08 + ElSFIso_plus: 0.03 + ElSFIso_minus: -0.03 + ElSFChargeMisID_plus: 0.001 + ElSFChargeMisID_minus: 0.0002 + METScale_plus: 0.1 + METScale_minus: -0.09 + METResLong_plus: 0.1 + METResLong_minus: -0.09 + METResTrans_plus: 0.1 + METResTrans_minus: -0.09 + PileupWeight_plus: 0.02 + PileupWeight_minus: -0.03 + QCDlowRange_plus: 0.02 + QCDlowRange_minus: -0.01 + QCDhighRange_plus: 0.004 + QCDhighRange_minus: -0.002 + QCDvarIso_plus: 0.004 + QCDvarIso_minus: -0.002 + QCDvarElID_plus: 0.004 + QCDvarElID_minus: -0.002 + QCDfitUncert_plus: 0.004 + QCDfitUncert_minus: -0.002 + QCDotherGen_plus: 0.004 + QCDotherGen_minus: -0.002 + QCDfitRebin_plus: 0.004 + QCDfitRebin_minus: -0.002 + XsecZ_plus: 0.001 + XsecZ_minus: -0.001 + XsecTop_plus: 0.07 + XsecTop_minus: -0.07 + XsecDibos_plus: 0.01 + XsecDibos_minus: -0.01 + BkgTtbarNorm_plus: 0.01 + BkgTtbarNorm_minus: -0.01 + BkgMCstat_plus: 0.01 + BkgMCstat_minus: -0.01 + WHFmodel_plus: 0.01 + WHFmodel_minus: -0.01 + LumiUncert_plus: 0.27 + LumiUncert_minus: -0.28 + UnfoldMCstat_plus: 0.27 + UnfoldMCstat_minus: -0.28 + UnfoldOtherGen_plus: 0.27 + UnfoldOtherGen_minus: -0.28 + UnfoldReweight_plus: 0.27 + UnfoldReweight_minus: -0.28 +- art_stat_corr_1: 1.22627324e-06 + art_stat_corr_2: 1.16192609e-05 + art_stat_corr_3: -3.24652534e-05 + art_stat_corr_4: 3.35771309e-06 + art_stat_corr_5: 4.94305532e-04 + art_stat_corr_6: -9.01675749e-04 + art_stat_corr_7: -2.73992288e-03 + art_stat_corr_8: -4.33770671e-03 + art_stat_corr_9: -2.22067976e-03 + art_stat_corr_10: 2.86109034e-02 + art_stat_corr_11: -7.55181713e-02 + art_stat_corr_12: -1.25804375e-02 + art_stat_corr_13: -3.35806844e-03 + art_stat_corr_14: 7.50236138e-04 + art_stat_corr_15: 4.76466685e-05 + art_stat_corr_16: 7.11282334e-07 + JetScaleEff1_plus: 0.139 + JetScaleEff1_minus: -0.164 + JetScaleEff2_plus: 0.095 + JetScaleEff2_minus: -0.096 + JetScaleEff3_plus: 0.046 + JetScaleEff3_minus: -0.039 + JetScaleEff4_plus: 0.018 + JetScaleEff4_minus: -0.019 + JetScaleEff5_plus: -0.009 + JetScaleEff5_minus: -0.021 + JetScaleEff6_plus: 0.017 + JetScaleEff6_minus: -0.018 + JetScaleEta1_plus: 0.049 + JetScaleEta1_minus: -0.05 + JetScaleEta2_plus: 0.039 + JetScaleEta2_minus: -0.037 + JetScaleHighPt_plus: 0.001 + JetScaleHighPt_minus: 0.0004 + JetScaleMC_plus: 0.001 + JetScaleMC_minus: 0.001 + JetScalePileup1_plus: 0.006 + JetScalePileup1_minus: -0.004 + JetScalePileup2_plus: 0.011 + JetScalePileup2_minus: -0.011 + JetScalePileup3_plus: 0.021 + JetScalePileup3_minus: -0.02 + JetScalePileup4_plus: 0.065 + JetScalePileup4_minus: -0.062 + JetScaleFlav1Known_plus: 0.022 + JetScaleFlav1Known_minus: -0.025 + JetScaleFlav2_plus: 0.11 + JetScaleFlav2_minus: -0.12 + JetScaleBjet_plus: 0.001 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.0004 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.0004 + JetSFBeff_plus: 0.059 + JetSFBeff_minus: -0.059 + JetSFCeff_plus: 0.013 + JetSFCeff_minus: -0.015 + JetSFLmistag_plus: 0.01 + JetSFLmistag_minus: -0.013 + JetSFHighPt_plus: 0.001 + JetSFHighPt_minus: 0.001 + JetJVFcut_plus: -0.03 + JetJVFcut_minus: -0.03 + ElScaleR12_plus: 0.017 + ElScaleR12_minus: -0.016 + ElScaleZee_plus: 0.024 + ElScaleZee_minus: -0.023 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.001 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.023 + ElSFReco_minus: -0.026 + ElSFId_plus: 0.067 + ElSFId_minus: -0.067 + ElSFTrigger_plus: 0.032 + ElSFTrigger_minus: -0.033 + ElSFIso_plus: 0.013 + ElSFIso_minus: -0.015 + ElSFChargeMisID_plus: 0.0002 + ElSFChargeMisID_minus: 0.0001 + METScale_plus: 0.043 + METScale_minus: -0.038 + METResLong_plus: 0.043 + METResLong_minus: -0.038 + METResTrans_plus: 0.043 + METResTrans_minus: -0.038 + PileupWeight_plus: 0.011 + PileupWeight_minus: -0.012 + QCDlowRange_plus: 0.008 + QCDlowRange_minus: -0.004 + QCDhighRange_plus: 0.001 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 0.001 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 0.001 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 0.001 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 0.001 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 0.001 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0001 + XsecZ_minus: -0.0001 + XsecTop_plus: 0.027 + XsecTop_minus: -0.027 + XsecDibos_plus: 0.005 + XsecDibos_minus: -0.005 + BkgTtbarNorm_plus: 0.005 + BkgTtbarNorm_minus: -0.005 + BkgMCstat_plus: 0.005 + BkgMCstat_minus: -0.005 + WHFmodel_plus: 0.005 + WHFmodel_minus: -0.005 + LumiUncert_plus: 0.115 + LumiUncert_minus: -0.12 + UnfoldMCstat_plus: 0.115 + UnfoldMCstat_minus: -0.12 + UnfoldOtherGen_plus: 0.115 + UnfoldOtherGen_minus: -0.12 + UnfoldReweight_plus: 0.115 + UnfoldReweight_minus: -0.12 +- art_stat_corr_1: 3.86344306e-07 + art_stat_corr_2: -1.55349173e-07 + art_stat_corr_3: -2.32377126e-06 + art_stat_corr_4: 1.50505973e-05 + art_stat_corr_5: -2.37404144e-05 + art_stat_corr_6: -4.56980669e-06 + art_stat_corr_7: -1.82619408e-04 + art_stat_corr_8: -9.14420119e-04 + art_stat_corr_9: 2.41453082e-03 + art_stat_corr_10: -2.13181491e-03 + art_stat_corr_11: -2.10224237e-02 + art_stat_corr_12: 4.97263385e-02 + art_stat_corr_13: 9.29098782e-03 + art_stat_corr_14: -3.57097635e-03 + art_stat_corr_15: -1.72352451e-04 + art_stat_corr_16: 5.40732346e-07 + JetScaleEff1_plus: 0.074 + JetScaleEff1_minus: -0.067 + JetScaleEff2_plus: 0.045 + JetScaleEff2_minus: -0.066 + JetScaleEff3_plus: 0.022 + JetScaleEff3_minus: -0.018 + JetScaleEff4_plus: 0.008 + JetScaleEff4_minus: -0.009 + JetScaleEff5_plus: -0.004 + JetScaleEff5_minus: -0.01 + JetScaleEff6_plus: 0.008 + JetScaleEff6_minus: -0.009 + JetScaleEta1_plus: 0.023 + JetScaleEta1_minus: -0.024 + JetScaleEta2_plus: 0.019 + JetScaleEta2_minus: -0.018 + JetScaleHighPt_plus: 0.0002 + JetScaleHighPt_minus: 0.0002 + JetScaleMC_plus: 0.0003 + JetScaleMC_minus: 0.0003 + JetScalePileup1_plus: 0.003 + JetScalePileup1_minus: -0.002 + JetScalePileup2_plus: 0.005 + JetScalePileup2_minus: -0.005 + JetScalePileup3_plus: 0.01 + JetScalePileup3_minus: -0.009 + JetScalePileup4_plus: 0.031 + JetScalePileup4_minus: -0.029 + JetScaleFlav1Known_plus: 0.01 + JetScaleFlav1Known_minus: -0.012 + JetScaleFlav2_plus: 0.052 + JetScaleFlav2_minus: -0.057 + JetScaleBjet_plus: 0.0003 + JetScaleBjet_minus: 0.0002 + JetScalepunchT_plus: 0.0003 + JetScalepunchT_minus: 0.0002 + JetResolution10_plus: 0.0003 + JetResolution10_minus: 0.0002 + JetSFBeff_plus: 0.028 + JetSFBeff_minus: -0.028 + JetSFCeff_plus: 0.006 + JetSFCeff_minus: -0.007 + JetSFLmistag_plus: 0.005 + JetSFLmistag_minus: -0.006 + JetSFHighPt_plus: 0.0003 + JetSFHighPt_minus: 0.0002 + JetJVFcut_plus: -0.014 + JetJVFcut_minus: -0.014 + ElScaleR12_plus: 0.008 + ElScaleR12_minus: -0.007 + ElScaleZee_plus: 0.011 + ElScaleZee_minus: -0.011 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.001 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.011 + ElSFReco_minus: -0.012 + ElSFId_plus: 0.032 + ElSFId_minus: -0.031 + ElSFTrigger_plus: 0.015 + ElSFTrigger_minus: -0.016 + ElSFIso_plus: 0.006 + ElSFIso_minus: -0.007 + ElSFChargeMisID_plus: 0.0001 + ElSFChargeMisID_minus: 4.0e-05 + METScale_plus: 0.02 + METScale_minus: -0.018 + METResLong_plus: 0.02 + METResLong_minus: -0.018 + METResTrans_plus: 0.02 + METResTrans_minus: -0.018 + PileupWeight_plus: 0.005 + PileupWeight_minus: -0.006 + QCDlowRange_plus: 0.004 + QCDlowRange_minus: -0.002 + QCDhighRange_plus: 0.001 + QCDhighRange_minus: -0.0002 + QCDvarIso_plus: 0.001 + QCDvarIso_minus: -0.0002 + QCDvarElID_plus: 0.001 + QCDvarElID_minus: -0.0002 + QCDfitUncert_plus: 0.001 + QCDfitUncert_minus: -0.0002 + QCDotherGen_plus: 0.001 + QCDotherGen_minus: -0.0002 + QCDfitRebin_plus: 0.001 + QCDfitRebin_minus: -0.0002 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.011 + XsecTop_minus: -0.011 + XsecDibos_plus: 0.002 + XsecDibos_minus: -0.002 + BkgTtbarNorm_plus: 0.002 + BkgTtbarNorm_minus: -0.002 + BkgMCstat_plus: 0.002 + BkgMCstat_minus: -0.002 + WHFmodel_plus: 0.002 + WHFmodel_minus: -0.002 + LumiUncert_plus: 0.054 + LumiUncert_minus: -0.056 + UnfoldMCstat_plus: 0.054 + UnfoldMCstat_minus: -0.056 + UnfoldOtherGen_plus: 0.054 + UnfoldOtherGen_minus: -0.056 + UnfoldReweight_plus: 0.054 + UnfoldReweight_minus: -0.056 +- art_stat_corr_1: -1.98543905e-07 + art_stat_corr_2: -4.92110729e-07 + art_stat_corr_3: -9.43633392e-07 + art_stat_corr_4: 8.15967028e-07 + art_stat_corr_5: -6.74162507e-06 + art_stat_corr_6: 6.26013840e-06 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JetScaleFlav1Known_plus: 0.00032 + JetScaleFlav1Known_minus: -0.00036 + JetScaleFlav2_plus: 0.00157 + JetScaleFlav2_minus: -0.00172 + JetScaleBjet_plus: 1.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 1.0e-05 + JetScalepunchT_minus: 1.0e-05 + JetResolution10_plus: 1.0e-05 + JetResolution10_minus: 1.0e-05 + JetSFBeff_plus: 0.00085 + JetSFBeff_minus: -0.00085 + JetSFCeff_plus: 0.00019 + JetSFCeff_minus: -0.00022 + JetSFLmistag_plus: 0.00014 + JetSFLmistag_minus: -0.00019 + JetSFHighPt_plus: 1.0e-05 + JetSFHighPt_minus: 1.0e-05 + JetJVFcut_plus: -0.00042 + JetJVFcut_minus: -0.00043 + ElScaleR12_plus: 0.00024 + ElScaleR12_minus: -0.00023 + ElScaleZee_plus: 0.00034 + ElScaleZee_minus: -0.00033 + ElScalePS_plus: 2.0e-05 + ElScalePS_minus: -2.0e-05 + ElResolution_plus: 2.0e-05 + ElResolution_minus: -2.0e-05 + ElSFReco_plus: 0.00034 + ElSFReco_minus: -0.00037 + ElSFId_plus: 0.00096 + ElSFId_minus: -0.00095 + ElSFTrigger_plus: 0.00046 + ElSFTrigger_minus: -0.00047 + ElSFIso_plus: 0.00019 + ElSFIso_minus: -0.00021 + ElSFChargeMisID_plus: 3.0e-06 + ElSFChargeMisID_minus: 1.0e-06 + METScale_plus: 0.00061 + METScale_minus: -0.00055 + METResLong_plus: 0.00061 + METResLong_minus: -0.00055 + METResTrans_plus: 0.00061 + METResTrans_minus: -0.00055 + PileupWeight_plus: 0.00015 + PileupWeight_minus: -0.00017 + QCDlowRange_plus: 6.0e-05 + QCDlowRange_minus: -3.0e-05 + QCDhighRange_plus: 2.0e-05 + QCDhighRange_minus: -1.0e-05 + QCDvarIso_plus: 2.0e-05 + QCDvarIso_minus: -1.0e-05 + QCDvarElID_plus: 2.0e-05 + QCDvarElID_minus: -1.0e-05 + QCDfitUncert_plus: 2.0e-05 + QCDfitUncert_minus: -1.0e-05 + QCDotherGen_plus: 2.0e-05 + QCDotherGen_minus: -1.0e-05 + QCDfitRebin_plus: 2.0e-05 + QCDfitRebin_minus: -1.0e-05 + XsecZ_plus: 3.0e-05 + XsecZ_minus: -3.0e-05 + XsecTop_plus: 0.00027 + XsecTop_minus: -0.00027 + XsecDibos_plus: 8.0e-05 + XsecDibos_minus: -8.0e-05 + BkgTtbarNorm_plus: 8.0e-05 + BkgTtbarNorm_minus: -8.0e-05 + BkgMCstat_plus: 8.0e-05 + BkgMCstat_minus: -8.0e-05 + WHFmodel_plus: 8.0e-05 + WHFmodel_minus: -8.0e-05 + LumiUncert_plus: 0.00161 + LumiUncert_minus: -0.00167 + UnfoldMCstat_plus: 0.00161 + UnfoldMCstat_minus: -0.00167 + UnfoldOtherGen_plus: 0.00161 + UnfoldOtherGen_minus: -0.00167 + UnfoldReweight_plus: 0.00161 + UnfoldReweight_minus: -0.00167 diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index 665631f061..eb685532fd 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -218,11 +218,11 @@ - dataset: ATLAS_WJ_8TEV_WP-PT reason: Avoid the region where small-pT resummation effects become important. - rule: "p_T >= 30" + rule: "pT >= 30" - dataset: ATLAS_WJ_8TEV_WM-PT reason: Avoid the region where small-pT resummation effects become important. - rule: "p_T >= 30" + rule: "pT >= 30" - dataset: ATLAS_Z0J_8TEV_PT-M reason: Avoid the region where resummation effects become important. @@ -239,7 +239,7 @@ - dataset: ATLAS_Z0J_13TEV_PT_LL reason: Avoid the region where resummation effects become important. rule: "pT >= 30" - + - dataset: ATLAS_Z0J_13TEV_PT_LL reason: Avoid the large pT region where the statistics are not very good. rule: "pT <= 600" diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 6690c1e640..590b99399d 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -287,6 +287,7 @@ def _dybosonptrap_xq2map(kin_info): x = np.concatenate((x1, x2)) return x, np.concatenate((ET2, ET2)) + def _singletop_xq2map(kin_dict): y_t = kin_dict[_Vars.y_t] @@ -301,7 +302,6 @@ def _singletop_xq2map(kin_dict): return np.clip(x, a_min=None, a_max=1, out=x), np.concatenate((q2, q2)) - DIS = _Process( "DIS", "Deep Inelastic Scattering", @@ -480,6 +480,7 @@ def _singletop_xq2map(kin_dict): DY_2L, name="DY_VB_ETA", description="DY Z/W -> ll pseudorapidity" ), "DY_NC_PT": dataclasses.replace(DY_PT, name="DY_NC_PT", description="DY Z (ll) + j"), + "DY_CC_PT": dataclasses.replace(DY_PT, name="DY_CC_PT", description="DY W + j"), "DY_NC_PTRAP": dataclasses.replace(DY_PT_RAP, name="DY_NC_PTRAP", description="DY Z (ll) + j"), "POS_XPDF": POS_XPDF, "POS_DIS": POS_DIS, From f37288ade4c15821d1ebfadf7f8fbdab9f9a3e12 Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 1 Dec 2024 19:22:50 +0000 Subject: [PATCH 095/138] Correct file names in metadata --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 59aebe6c79..7e13c982c5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -56,10 +56,10 @@ implemented_observables: - uncertainties_legacy_WM-PT.yaml legacy_NP: data_uncertainties: - - uncertainties_WM-PT_sys_NP.yaml + - uncertainties_legacy_WM-PT_sys_NP.yaml legacy_ATLAS: data_uncertainties: - - uncertainties_WM-PT_sys_ATLAS.yaml + - uncertainties_legacy_WM-PT_sys_ATLAS.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -105,10 +105,10 @@ implemented_observables: - uncertainties_legacy_WP-PT.yaml legacy_NP: data_uncertainties: - - uncertainties_WP-PT_sys_NP.yaml + - uncertainties_legacy_WP-PT_sys_NP.yaml legacy_ATLAS: data_uncertainties: - - uncertainties_WP-PT_sys_ATLAS.yaml + - uncertainties_legacy_WP-PT_sys_ATLAS.yaml theory: conversion_factor: 1.0 operation: 'null' From ecbb4a3b923dcb428e3a9c191dd29dccec3f461d Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:11:47 +0000 Subject: [PATCH 096/138] Add legata data central in metadata --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 7e13c982c5..9b77c4aa8d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -54,12 +54,15 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_WM-PT.yaml + data_central: data_legacy_WM-PT.yaml legacy_NP: data_uncertainties: - uncertainties_legacy_WM-PT_sys_NP.yaml + data_central: data_legacy_WM-PT.yaml legacy_ATLAS: data_uncertainties: - uncertainties_legacy_WM-PT_sys_ATLAS.yaml + data_central: data_legacy_WM-PT.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -103,12 +106,15 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_WP-PT.yaml + data_central: data_legacy_WP-PT.yaml legacy_NP: data_uncertainties: - uncertainties_legacy_WP-PT_sys_NP.yaml + data_central: data_legacy_WP-PT.yaml legacy_ATLAS: data_uncertainties: - uncertainties_legacy_WP-PT_sys_ATLAS.yaml + data_central: data_legacy_WP-PT.yaml theory: conversion_factor: 1.0 operation: 'null' From f5ec1a7525c968c852acf8e017abe814ba9b8802 Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:12:37 +0000 Subject: [PATCH 097/138] Change name from SYSATLASW to ATLASWJ --- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 100 ++++----- .../uncertainties_WM-PT_cms.yaml | 208 +++++++++--------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 100 ++++----- .../uncertainties_WP-PT_cms.yaml | 208 +++++++++--------- 4 files changed, 308 insertions(+), 308 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 82965271ff..384f2990ef 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -66,167 +66,167 @@ definitions: JetScaleEff1: description: 'Systematic: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff2: description: 'Systematic: JetScaleEff2' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff3: description: 'Systematic: JetScaleEff3' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff4: description: 'Systematic: JetScaleEff4' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff5: description: 'Systematic: JetScaleEff5' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff6: description: 'Systematic: JetScaleEff6' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEta1: description: 'Systematic: JetScaleEta1' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEta2: description: 'Systematic: JetScaleEta2' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleHighPt: description: 'Systematic: JetScaleHighPt' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleMC: description: 'Systematic: JetScaleMC' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScalePileup1: description: 'Systematic: JetScalePileup1' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScalePileup2: description: 'Systematic: JetScalePileup2' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScalePileup3: description: 'Systematic: JetScalePileup3' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScalePileup4: description: 'Systematic: JetScalePileup4' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleFlav1Known: description: 'Systematic: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleFlav2: description: 'Systematic: JetScaleFlav2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleBjet: description: 'Systematic: JetScaleBjet' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScalepunchT: description: 'Systematic: JetScalepunchT' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetResolution10: description: 'Systematic: JetResolution10' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetSFBeff: description: 'Systematic: JetSFBeff' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetSFCeff: description: 'Systematic: JetSFCeff' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetSFLmistag: description: 'Systematic: JetSFLmistag' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetSFHighPt: description: 'Systematic: JetSFHighPt' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetJVFcut: description: 'Systematic: JetJVFcut' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 ElScaleR12: description: 'Systematic: ElScaleR12' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 ElScaleZee: description: 'Systematic: ElScaleZee' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 ElScalePS: description: 'Systematic: ElScalePS' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 ElResolution: description: 'Systematic: ElResolution' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 ElSFReco: description: 'Systematic: ElSFReco' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 ElSFId: description: 'Systematic: ElSFId' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 ElSFTrigger: description: 'Systematic: ElSFTrigger' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 ElSFIso: description: 'Systematic: ElSFIso' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 ElSFChargeMisID: description: 'Systematic: ElSFChargeMisID' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 METScale: description: 'Systematic: METScale' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 METResLong: description: 'Systematic: METResLong' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 METResTrans: description: 'Systematic: METResTrans' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 PileupWeight: description: 'Systematic: PileupWeight' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 QCDlowRange: description: 'Systematic: QCDlowRange' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 QCDhighRange: description: 'Systematic: QCDhighRange' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 QCDvarIso: description: 'Systematic: QCDvarIso' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 QCDvarElID: description: 'Systematic: QCDvarElID' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT @@ -234,27 +234,27 @@ definitions: QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT @@ -262,7 +262,7 @@ definitions: WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,11 +274,11 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 bins: - art_stat_corr_1: -6.23054206e-01 art_stat_corr_2: -6.60106176e-01 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml index 42e9765e50..f2b151f713 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -66,331 +66,331 @@ definitions: JetScaleEff1_plus: description: 'Systematic upper unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff1_minus: description: 'Systematic lower unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff2_plus: description: 'Systematic upper unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff2_minus: description: 'Systematic lower unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff3_plus: description: 'Systematic upper unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff3_minus: description: 'Systematic lower unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEff4_plus: description: 'Systematic upper unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEff4_minus: description: 'Systematic lower unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleEff5_plus: description: 'Systematic upper unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleEff5_minus: description: 'Systematic lower unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScaleEff6_plus: description: 'Systematic upper unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScaleEff6_minus: description: 'Systematic lower unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScaleEta1_plus: description: 'Systematic upper unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScaleEta1_minus: description: 'Systematic lower unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleEta2_plus: description: 'Systematic upper unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleEta2_minus: description: 'Systematic lower unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleHighPt_plus: description: 'Systematic upper unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScaleHighPt_minus: description: 'Systematic lower unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetScaleMC_plus: description: 'Systematic upper unc.: JetScaleMC' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetScaleMC_minus: description: 'Systematic lower unc.: JetScaleMC' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetScalePileup1_plus: description: 'Systematic upper unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetScalePileup1_minus: description: 'Systematic lower unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetScalePileup2_plus: description: 'Systematic upper unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetScalePileup2_minus: description: 'Systematic lower unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 JetScalePileup3_plus: description: 'Systematic upper unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 JetScalePileup3_minus: description: 'Systematic lower unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 JetScalePileup4_plus: description: 'Systematic upper unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 JetScalePileup4_minus: description: 'Systematic lower unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 JetScaleFlav1Known_plus: description: 'Systematic upper unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 JetScaleFlav1Known_minus: description: 'Systematic lower unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 JetScaleFlav2_plus: description: 'Systematic upper unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 JetScaleFlav2_minus: description: 'Systematic lower unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 JetScaleBjet_plus: description: 'Systematic upper unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 JetScaleBjet_minus: description: 'Systematic lower unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 JetScalepunchT_plus: description: 'Systematic upper unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 JetScalepunchT_minus: description: 'Systematic lower unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 JetResolution10_plus: description: 'Systematic upper unc.: JetResolution10' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 JetResolution10_minus: description: 'Systematic lower unc.: JetResolution10' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 JetSFBeff_plus: description: 'Systematic upper unc.: JetSFBeff' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 JetSFBeff_minus: description: 'Systematic lower unc.: JetSFBeff' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 JetSFCeff_plus: description: 'Systematic upper unc.: JetSFCeff' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 JetSFCeff_minus: description: 'Systematic lower unc.: JetSFCeff' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 JetSFLmistag_plus: description: 'Systematic upper unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 JetSFLmistag_minus: description: 'Systematic lower unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 JetSFHighPt_plus: description: 'Systematic upper unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 JetSFHighPt_minus: description: 'Systematic lower unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 JetJVFcut_plus: description: 'Systematic upper unc.: JetJVFcut' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 JetJVFcut_minus: description: 'Systematic lower unc.: JetJVFcut' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 ElScaleR12_plus: description: 'Systematic upper unc.: ElScaleR12' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 ElScaleR12_minus: description: 'Systematic lower unc.: ElScaleR12' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 ElScaleZee_plus: description: 'Systematic upper unc.: ElScaleZee' treatment: MULT - type: SYSATLASW51 + type: ATLASWJ51 ElScaleZee_minus: description: 'Systematic lower unc.: ElScaleZee' treatment: MULT - type: SYSATLASW52 + type: ATLASWJ52 ElScalePS_plus: description: 'Systematic upper unc.: ElScalePS' treatment: MULT - type: SYSATLASW53 + type: ATLASWJ53 ElScalePS_minus: description: 'Systematic lower unc.: ElScalePS' treatment: MULT - type: SYSATLASW54 + type: ATLASWJ54 ElResolution_plus: description: 'Systematic upper unc.: ElResolution' treatment: MULT - type: SYSATLASW55 + type: ATLASWJ55 ElResolution_minus: description: 'Systematic lower unc.: ElResolution' treatment: MULT - type: SYSATLASW56 + type: ATLASWJ56 ElSFReco_plus: description: 'Systematic upper unc.: ElSFReco' treatment: MULT - type: SYSATLASW57 + type: ATLASWJ57 ElSFReco_minus: description: 'Systematic lower unc.: ElSFReco' treatment: MULT - type: SYSATLASW58 + type: ATLASWJ58 ElSFId_plus: description: 'Systematic upper unc.: ElSFId' treatment: MULT - type: SYSATLASW59 + type: ATLASWJ59 ElSFId_minus: description: 'Systematic lower unc.: ElSFId' treatment: MULT - type: SYSATLASW60 + type: ATLASWJ60 ElSFTrigger_plus: description: 'Systematic upper unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW61 + type: ATLASWJ61 ElSFTrigger_minus: description: 'Systematic lower unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW62 + type: ATLASWJ62 ElSFIso_plus: description: 'Systematic upper unc.: ElSFIso' treatment: MULT - type: SYSATLASW63 + type: ATLASWJ63 ElSFIso_minus: description: 'Systematic lower unc.: ElSFIso' treatment: MULT - type: SYSATLASW64 + type: ATLASWJ64 ElSFChargeMisID_plus: description: 'Systematic upper unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW65 + type: ATLASWJ65 ElSFChargeMisID_minus: description: 'Systematic lower unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW66 + type: ATLASWJ66 METScale_plus: description: 'Systematic upper unc.: METScale' treatment: MULT - type: SYSATLASW67 + type: ATLASWJ67 METScale_minus: description: 'Systematic lower unc.: METScale' treatment: MULT - type: SYSATLASW68 + type: ATLASWJ68 METResLong_plus: description: 'Systematic upper unc.: METResLong' treatment: MULT - type: SYSATLASW69 + type: ATLASWJ69 METResLong_minus: description: 'Systematic lower unc.: METResLong' treatment: MULT - type: SYSATLASW70 + type: ATLASWJ70 METResTrans_plus: description: 'Systematic upper unc.: METResTrans' treatment: MULT - type: SYSATLASW71 + type: ATLASWJ71 METResTrans_minus: description: 'Systematic lower unc.: METResTrans' treatment: MULT - type: SYSATLASW72 + type: ATLASWJ72 PileupWeight_plus: description: 'Systematic upper unc.: PileupWeight' treatment: MULT - type: SYSATLASW73 + type: ATLASWJ73 PileupWeight_minus: description: 'Systematic lower unc.: PileupWeight' treatment: MULT - type: SYSATLASW74 + type: ATLASWJ74 QCDlowRange_plus: description: 'Systematic upper unc.: QCDlowRange' treatment: MULT - type: SYSATLASW75 + type: ATLASWJ75 QCDlowRange_minus: description: 'Systematic lower unc.: QCDlowRange' treatment: MULT - type: SYSATLASW76 + type: ATLASWJ76 QCDhighRange_plus: description: 'Systematic upper unc.: QCDhighRange' treatment: MULT - type: SYSATLASW77 + type: ATLASWJ77 QCDhighRange_minus: description: 'Systematic lower unc.: QCDhighRange' treatment: MULT - type: SYSATLASW78 + type: ATLASWJ78 QCDvarIso_plus: description: 'Systematic upper unc.: QCDvarIso' treatment: MULT - type: SYSATLASW79 + type: ATLASWJ79 QCDvarIso_minus: description: 'Systematic lower unc.: QCDvarIso' treatment: MULT - type: SYSATLASW80 + type: ATLASWJ80 QCDvarElID_plus: description: 'Systematic upper unc.: QCDvarElID' treatment: MULT - type: SYSATLASW81 + type: ATLASWJ81 QCDvarElID_minus: description: 'Systematic lower unc.: QCDvarElID' treatment: MULT - type: SYSATLASW82 + type: ATLASWJ82 QCDfitUncert_plus: description: 'Systematic upper unc.: QCDfitUncert' treatment: MULT @@ -402,51 +402,51 @@ definitions: QCDotherGen_plus: description: 'Systematic upper unc.: QCDotherGen' treatment: MULT - type: SYSATLASW83 + type: ATLASWJ83 QCDotherGen_minus: description: 'Systematic lower unc.: QCDotherGen' treatment: MULT - type: SYSATLASW84 + type: ATLASWJ84 QCDfitRebin_plus: description: 'Systematic upper unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW85 + type: ATLASWJ85 QCDfitRebin_minus: description: 'Systematic lower unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW86 + type: ATLASWJ86 XsecZ_plus: description: 'Systematic upper unc.: XsecZ' treatment: MULT - type: SYSATLASW87 + type: ATLASWJ87 XsecZ_minus: description: 'Systematic lower unc.: XsecZ' treatment: MULT - type: SYSATLASW88 + type: ATLASWJ88 XsecTop_plus: description: 'Systematic upper unc.: XsecTop' treatment: MULT - type: SYSATLASW89 + type: ATLASWJ89 XsecTop_minus: description: 'Systematic lower unc.: XsecTop' treatment: MULT - type: SYSATLASW90 + type: ATLASWJ90 XsecDibos_plus: description: 'Systematic upper unc.: XsecDibos' treatment: MULT - type: SYSATLASW91 + type: ATLASWJ91 XsecDibos_minus: description: 'Systematic lower unc.: XsecDibos' treatment: MULT - type: SYSATLASW92 + type: ATLASWJ92 BkgTtbarNorm_plus: description: 'Systematic upper unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW93 + type: ATLASWJ93 BkgTtbarNorm_minus: description: 'Systematic lower unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW94 + type: ATLASWJ94 BkgMCstat_plus: description: 'Systematic upper unc.: BkgMCstat' treatment: MULT @@ -458,19 +458,19 @@ definitions: WHFmodel_plus: description: 'Systematic upper unc.: WHFmodel' treatment: MULT - type: SYSATLASW95 + type: ATLASWJ95 WHFmodel_minus: description: 'Systematic lower unc.: WHFmodel' treatment: MULT - type: SYSATLASW96 + type: ATLASWJ96 LumiUncert_plus: - description: 'Systematic upper unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW97 + type: ATLASLUMI12 LumiUncert_minus: - description: 'Systematic lower unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW98 + type: ATLASLUMI12 UnfoldMCstat_plus: description: 'Systematic upper unc.: UnfoldMCstat' treatment: MULT @@ -482,19 +482,19 @@ definitions: UnfoldOtherGen_plus: description: 'Systematic upper unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW99 + type: ATLASWJ97 UnfoldOtherGen_minus: description: 'Systematic lower unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW100 + type: ATLASWJ98 UnfoldReweight_plus: description: 'Systematic upper unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW101 + type: ATLASWJ99 UnfoldReweight_minus: description: 'Systematic lower unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW102 + type: ATLASWJ100 bins: - art_stat_corr_1: -6.23054206e-01 art_stat_corr_2: -6.60106176e-01 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index 5d7631321e..eabff35e75 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -66,167 +66,167 @@ definitions: JetScaleEff1: description: 'Systematic: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff2: description: 'Systematic: JetScaleEff2' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff3: description: 'Systematic: JetScaleEff3' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff4: description: 'Systematic: JetScaleEff4' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff5: description: 'Systematic: JetScaleEff5' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff6: description: 'Systematic: JetScaleEff6' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEta1: description: 'Systematic: JetScaleEta1' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEta2: description: 'Systematic: JetScaleEta2' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleHighPt: description: 'Systematic: JetScaleHighPt' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleMC: description: 'Systematic: JetScaleMC' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScalePileup1: description: 'Systematic: JetScalePileup1' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScalePileup2: description: 'Systematic: JetScalePileup2' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScalePileup3: description: 'Systematic: JetScalePileup3' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScalePileup4: description: 'Systematic: JetScalePileup4' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleFlav1Known: description: 'Systematic: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleFlav2: description: 'Systematic: JetScaleFlav2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleBjet: description: 'Systematic: JetScaleBjet' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScalepunchT: description: 'Systematic: JetScalepunchT' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetResolution10: description: 'Systematic: JetResolution10' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetSFBeff: description: 'Systematic: JetSFBeff' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetSFCeff: description: 'Systematic: JetSFCeff' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetSFLmistag: description: 'Systematic: JetSFLmistag' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetSFHighPt: description: 'Systematic: JetSFHighPt' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetJVFcut: description: 'Systematic: JetJVFcut' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 ElScaleR12: description: 'Systematic: ElScaleR12' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 ElScaleZee: description: 'Systematic: ElScaleZee' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 ElScalePS: description: 'Systematic: ElScalePS' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 ElResolution: description: 'Systematic: ElResolution' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 ElSFReco: description: 'Systematic: ElSFReco' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 ElSFId: description: 'Systematic: ElSFId' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 ElSFTrigger: description: 'Systematic: ElSFTrigger' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 ElSFIso: description: 'Systematic: ElSFIso' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 ElSFChargeMisID: description: 'Systematic: ElSFChargeMisID' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 METScale: description: 'Systematic: METScale' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 METResLong: description: 'Systematic: METResLong' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 METResTrans: description: 'Systematic: METResTrans' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 PileupWeight: description: 'Systematic: PileupWeight' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 QCDlowRange: description: 'Systematic: QCDlowRange' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 QCDhighRange: description: 'Systematic: QCDhighRange' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 QCDvarIso: description: 'Systematic: QCDvarIso' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 QCDvarElID: description: 'Systematic: QCDvarElID' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT @@ -234,27 +234,27 @@ definitions: QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT @@ -262,7 +262,7 @@ definitions: WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,11 +274,11 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 bins: - art_stat_corr_1: -1.98549813e+00 art_stat_corr_2: -9.25079723e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml index 67fecfc9b2..d16af1e0cd 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -66,331 +66,331 @@ definitions: JetScaleEff1_plus: description: 'Systematic upper unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff1_minus: description: 'Systematic lower unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff2_plus: description: 'Systematic upper unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff2_minus: description: 'Systematic lower unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff3_plus: description: 'Systematic upper unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff3_minus: description: 'Systematic lower unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEff4_plus: description: 'Systematic upper unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEff4_minus: description: 'Systematic lower unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleEff5_plus: description: 'Systematic upper unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleEff5_minus: description: 'Systematic lower unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScaleEff6_plus: description: 'Systematic upper unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScaleEff6_minus: description: 'Systematic lower unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScaleEta1_plus: description: 'Systematic upper unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScaleEta1_minus: description: 'Systematic lower unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleEta2_plus: description: 'Systematic upper unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleEta2_minus: description: 'Systematic lower unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleHighPt_plus: description: 'Systematic upper unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScaleHighPt_minus: description: 'Systematic lower unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetScaleMC_plus: description: 'Systematic upper unc.: JetScaleMC' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetScaleMC_minus: description: 'Systematic lower unc.: JetScaleMC' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetScalePileup1_plus: description: 'Systematic upper unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetScalePileup1_minus: description: 'Systematic lower unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetScalePileup2_plus: description: 'Systematic upper unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetScalePileup2_minus: description: 'Systematic lower unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 JetScalePileup3_plus: description: 'Systematic upper unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 JetScalePileup3_minus: description: 'Systematic lower unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 JetScalePileup4_plus: description: 'Systematic upper unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 JetScalePileup4_minus: description: 'Systematic lower unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 JetScaleFlav1Known_plus: description: 'Systematic upper unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 JetScaleFlav1Known_minus: description: 'Systematic lower unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 JetScaleFlav2_plus: description: 'Systematic upper unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 JetScaleFlav2_minus: description: 'Systematic lower unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 JetScaleBjet_plus: description: 'Systematic upper unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 JetScaleBjet_minus: description: 'Systematic lower unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 JetScalepunchT_plus: description: 'Systematic upper unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 JetScalepunchT_minus: description: 'Systematic lower unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 JetResolution10_plus: description: 'Systematic upper unc.: JetResolution10' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 JetResolution10_minus: description: 'Systematic lower unc.: JetResolution10' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 JetSFBeff_plus: description: 'Systematic upper unc.: JetSFBeff' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 JetSFBeff_minus: description: 'Systematic lower unc.: JetSFBeff' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 JetSFCeff_plus: description: 'Systematic upper unc.: JetSFCeff' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 JetSFCeff_minus: description: 'Systematic lower unc.: JetSFCeff' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 JetSFLmistag_plus: description: 'Systematic upper unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 JetSFLmistag_minus: description: 'Systematic lower unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 JetSFHighPt_plus: description: 'Systematic upper unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 JetSFHighPt_minus: description: 'Systematic lower unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 JetJVFcut_plus: description: 'Systematic upper unc.: JetJVFcut' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 JetJVFcut_minus: description: 'Systematic lower unc.: JetJVFcut' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 ElScaleR12_plus: description: 'Systematic upper unc.: ElScaleR12' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 ElScaleR12_minus: description: 'Systematic lower unc.: ElScaleR12' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 ElScaleZee_plus: description: 'Systematic upper unc.: ElScaleZee' treatment: MULT - type: SYSATLASW51 + type: ATLASWJ51 ElScaleZee_minus: description: 'Systematic lower unc.: ElScaleZee' treatment: MULT - type: SYSATLASW52 + type: ATLASWJ52 ElScalePS_plus: description: 'Systematic upper unc.: ElScalePS' treatment: MULT - type: SYSATLASW53 + type: ATLASWJ53 ElScalePS_minus: description: 'Systematic lower unc.: ElScalePS' treatment: MULT - type: SYSATLASW54 + type: ATLASWJ54 ElResolution_plus: description: 'Systematic upper unc.: ElResolution' treatment: MULT - type: SYSATLASW55 + type: ATLASWJ55 ElResolution_minus: description: 'Systematic lower unc.: ElResolution' treatment: MULT - type: SYSATLASW56 + type: ATLASWJ56 ElSFReco_plus: description: 'Systematic upper unc.: ElSFReco' treatment: MULT - type: SYSATLASW57 + type: ATLASWJ57 ElSFReco_minus: description: 'Systematic lower unc.: ElSFReco' treatment: MULT - type: SYSATLASW58 + type: ATLASWJ58 ElSFId_plus: description: 'Systematic upper unc.: ElSFId' treatment: MULT - type: SYSATLASW59 + type: ATLASWJ59 ElSFId_minus: description: 'Systematic lower unc.: ElSFId' treatment: MULT - type: SYSATLASW60 + type: ATLASWJ60 ElSFTrigger_plus: description: 'Systematic upper unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW61 + type: ATLASWJ61 ElSFTrigger_minus: description: 'Systematic lower unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW62 + type: ATLASWJ62 ElSFIso_plus: description: 'Systematic upper unc.: ElSFIso' treatment: MULT - type: SYSATLASW63 + type: ATLASWJ63 ElSFIso_minus: description: 'Systematic lower unc.: ElSFIso' treatment: MULT - type: SYSATLASW64 + type: ATLASWJ64 ElSFChargeMisID_plus: description: 'Systematic upper unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW65 + type: ATLASWJ65 ElSFChargeMisID_minus: description: 'Systematic lower unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW66 + type: ATLASWJ66 METScale_plus: description: 'Systematic upper unc.: METScale' treatment: MULT - type: SYSATLASW67 + type: ATLASWJ67 METScale_minus: description: 'Systematic lower unc.: METScale' treatment: MULT - type: SYSATLASW68 + type: ATLASWJ68 METResLong_plus: description: 'Systematic upper unc.: METResLong' treatment: MULT - type: SYSATLASW69 + type: ATLASWJ69 METResLong_minus: description: 'Systematic lower unc.: METResLong' treatment: MULT - type: SYSATLASW70 + type: ATLASWJ70 METResTrans_plus: description: 'Systematic upper unc.: METResTrans' treatment: MULT - type: SYSATLASW71 + type: ATLASWJ71 METResTrans_minus: description: 'Systematic lower unc.: METResTrans' treatment: MULT - type: SYSATLASW72 + type: ATLASWJ72 PileupWeight_plus: description: 'Systematic upper unc.: PileupWeight' treatment: MULT - type: SYSATLASW73 + type: ATLASWJ73 PileupWeight_minus: description: 'Systematic lower unc.: PileupWeight' treatment: MULT - type: SYSATLASW74 + type: ATLASWJ74 QCDlowRange_plus: description: 'Systematic upper unc.: QCDlowRange' treatment: MULT - type: SYSATLASW75 + type: ATLASWJ75 QCDlowRange_minus: description: 'Systematic lower unc.: QCDlowRange' treatment: MULT - type: SYSATLASW76 + type: ATLASWJ76 QCDhighRange_plus: description: 'Systematic upper unc.: QCDhighRange' treatment: MULT - type: SYSATLASW77 + type: ATLASWJ77 QCDhighRange_minus: description: 'Systematic lower unc.: QCDhighRange' treatment: MULT - type: SYSATLASW78 + type: ATLASWJ78 QCDvarIso_plus: description: 'Systematic upper unc.: QCDvarIso' treatment: MULT - type: SYSATLASW79 + type: ATLASWJ79 QCDvarIso_minus: description: 'Systematic lower unc.: QCDvarIso' treatment: MULT - type: SYSATLASW80 + type: ATLASWJ80 QCDvarElID_plus: description: 'Systematic upper unc.: QCDvarElID' treatment: MULT - type: SYSATLASW81 + type: ATLASWJ81 QCDvarElID_minus: description: 'Systematic lower unc.: QCDvarElID' treatment: MULT - type: SYSATLASW82 + type: ATLASWJ82 QCDfitUncert_plus: description: 'Systematic upper unc.: QCDfitUncert' treatment: MULT @@ -402,51 +402,51 @@ definitions: QCDotherGen_plus: description: 'Systematic upper unc.: QCDotherGen' treatment: MULT - type: SYSATLASW83 + type: ATLASWJ83 QCDotherGen_minus: description: 'Systematic lower unc.: QCDotherGen' treatment: MULT - type: SYSATLASW84 + type: ATLASWJ84 QCDfitRebin_plus: description: 'Systematic upper unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW85 + type: ATLASWJ85 QCDfitRebin_minus: description: 'Systematic lower unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW86 + type: ATLASWJ86 XsecZ_plus: description: 'Systematic upper unc.: XsecZ' treatment: MULT - type: SYSATLASW87 + type: ATLASWJ87 XsecZ_minus: description: 'Systematic lower unc.: XsecZ' treatment: MULT - type: SYSATLASW88 + type: ATLASWJ88 XsecTop_plus: description: 'Systematic upper unc.: XsecTop' treatment: MULT - type: SYSATLASW89 + type: ATLASWJ89 XsecTop_minus: description: 'Systematic lower unc.: XsecTop' treatment: MULT - type: SYSATLASW90 + type: ATLASWJ90 XsecDibos_plus: description: 'Systematic upper unc.: XsecDibos' treatment: MULT - type: SYSATLASW91 + type: ATLASWJ91 XsecDibos_minus: description: 'Systematic lower unc.: XsecDibos' treatment: MULT - type: SYSATLASW92 + type: ATLASWJ92 BkgTtbarNorm_plus: description: 'Systematic upper unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW93 + type: ATLASWJ93 BkgTtbarNorm_minus: description: 'Systematic lower unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW94 + type: ATLASWJ94 BkgMCstat_plus: description: 'Systematic upper unc.: BkgMCstat' treatment: MULT @@ -458,19 +458,19 @@ definitions: WHFmodel_plus: description: 'Systematic upper unc.: WHFmodel' treatment: MULT - type: SYSATLASW95 + type: ATLASWJ95 WHFmodel_minus: description: 'Systematic lower unc.: WHFmodel' treatment: MULT - type: SYSATLASW96 + type: ATLASWJ96 LumiUncert_plus: - description: 'Systematic upper unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW97 + type: ATLASLUMI12 LumiUncert_minus: - description: 'Systematic lower unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW98 + type: ATLASLUMI12 UnfoldMCstat_plus: description: 'Systematic upper unc.: UnfoldMCstat' treatment: MULT @@ -482,19 +482,19 @@ definitions: UnfoldOtherGen_plus: description: 'Systematic upper unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW99 + type: ATLASWJ97 UnfoldOtherGen_minus: description: 'Systematic lower unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW100 + type: ATLASWJ98 UnfoldReweight_plus: description: 'Systematic upper unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW101 + type: ATLASWJ99 UnfoldReweight_minus: description: 'Systematic lower unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW102 + type: ATLASWJ100 bins: - art_stat_corr_1: -1.98549813e+00 art_stat_corr_2: -9.25079723e-02 From 671fbd29d9a8bc13dfc0d7532e56cb44c4cca06c Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:13:07 +0000 Subject: [PATCH 098/138] Update filter utils --- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 53 ++++++++++--------- 1 file changed, 29 insertions(+), 24 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 850fe64959..62f9ea19dd 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -334,7 +334,7 @@ def __build_unc_definitions(self, variant='default'): elif label in UNCORR_SYS_UNC: unc_type = 'UNCORR' else: - unc_type = f'SYSATLASW{i}' + unc_type = f'ATLASWJ{i}' i += 1 unc_definitions[f'{label}'] = { @@ -346,36 +346,41 @@ def __build_unc_definitions(self, variant='default'): elif variant == 'CMS_prescription': i = 1 for label in self.unc_labels: - # if label == 'LumiUncert': - # unc_definitions[f'{label}'] = { - # 'description': f'Systematic: {label}', - # 'treatment': 'MULT', - # 'type': 'ATLASLUMI12', - # } - # else: - if label in UNCORR_SYS_UNC: + if label == 'LumiUncert': unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', + 'description': f'Systematic: {label}', 'treatment': 'MULT', - 'type': 'UNCORR', + 'type': 'ATLASLUMI12', } unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', + 'description': f'Systematic: {label}', 'treatment': 'MULT', - 'type': 'UNCORR', + 'type': 'ATLASLUMI12', } else: - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i}', - } - unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i+1}', - } - i += 2 + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + else: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'ATLASWJ{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'ATLASWJ{i+1}', + } + i += 2 elif variant == 'inter_sys': raise ValueError(f'Not yet implemented') From 59a2bf129c008d029ef85e0d3a55ece5627ead9f Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 20:52:13 +0000 Subject: [PATCH 099/138] Symmetrized lumi unc for CMS prescription --- .../ATLAS_WJ_8TEV/data_WM-PT_cms.yaml | 32 +++++------ .../ATLAS_WJ_8TEV/data_WP-PT_cms.yaml | 32 +++++------ .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 22 ++++---- .../uncertainties_WM-PT_cms.yaml | 54 ++++++------------- .../uncertainties_WP-PT_cms.yaml | 54 ++++++------------- 5 files changed, 78 insertions(+), 116 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml index f459b6b24a..c3da05daab 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml @@ -1,17 +1,17 @@ data_central: -- 1618.0 -- 4037.0 -- 2096.0 -- 834.0 -- 362.3 -- 171.2 -- 86.49 -- 46.16 -- 20.34 -- 7.263 -- 2.979 -- 1.319 -- 0.6226 -- 0.3336 -- 0.1224 -- 0.02836 +- 1617.0 +- 4035.5 +- 2095.0 +- 833.7 +- 3.62150000e+02 +- 171.1 +- 8.64500000e+01 +- 4.61400000e+01 +- 20.335 +- 7.26 +- 2.9775 +- 1.3185 +- 6.22300000e-01 +- 0.33345 +- 0.12235 +- 0.02835 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml index 0c6c89cbc0..d8285522db 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml @@ -1,17 +1,17 @@ data_central: -- 2322.0 -- 5644.0 -- 2973.0 -- 1210.0 -- 537.1 -- 258.1 -- 135.0 -- 73.55 -- 33.73 -- 12.6 -- 5.403 -- 2.55 -- 1.249 -- 0.696 -- 0.3016 -- 0.0774 +- 2321.0 +- 5642.0 +- 2972.0 +- 1209.5 +- 536.85 +- 258.0 +- 134.95 +- 73.52 +- 3.37150000e+01 +- 1.25950000e+01 +- 5.40050000e+00 +- 2.549 +- 1.24850000e+00 +- 0.6957 +- 0.30145 +- 0.07737 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 62f9ea19dd..00f00e33ac 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -255,6 +255,7 @@ def __cms_sys_unc(self): With this prescription, asymmetric uncertainties are not symmetrized. """ modified_uncertainties = [] + deltas_from_lumi = [] for bin in self.diag_unc: unc_dict = {} for source in self.unc_labels: @@ -267,8 +268,13 @@ def __cms_sys_unc(self): minus = plus plus = aux - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + if source == 'LumiUncert': + data_delta, sym_error = symmetrize_errors(plus, minus) + unc_dict[f'{source}'] = sym_error + deltas_from_lumi.append(data_delta) + else: + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus elif bin[source]['type'] == 'symerror': error = bin[source]['error'] if source == 'LumiUncert': @@ -277,7 +283,7 @@ def __cms_sys_unc(self): unc_dict[f'{source}_plus'] = plus unc_dict[f'{source}_minus'] = minus modified_uncertainties.append(unc_dict) - return modified_uncertainties + return modified_uncertainties, deltas_from_lumi def get_diag_unc(self): if hasattr(self, 'diag_unc'): @@ -347,12 +353,7 @@ def __build_unc_definitions(self, variant='default'): i = 1 for label in self.unc_labels: if label == 'LumiUncert': - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic: {label}', - 'treatment': 'MULT', - 'type': 'ATLASLUMI12', - } - unc_definitions[f'{label}_minus'] = { + unc_definitions[f'{label}'] = { 'description': f'Systematic: {label}', 'treatment': 'MULT', 'type': 'ATLASLUMI12', @@ -431,7 +432,8 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): central_data = central_data + shifts elif variant == 'CMS_prescription': - cms_type_uncertainties = self.__cms_sys_unc() + cms_type_uncertainties, deltas = self.__cms_sys_unc() + central_data = central_data + deltas for data_idx, unc in enumerate(cms_type_uncertainties): # Add statistical uncertainties unc_dict = { diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml index f2b151f713..d1ee8bf6b2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -463,11 +463,7 @@ definitions: description: 'Systematic lower unc.: WHFmodel' treatment: MULT type: ATLASWJ96 - LumiUncert_plus: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - LumiUncert_minus: + LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT type: ATLASLUMI12 @@ -612,8 +608,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 33 - LumiUncert_minus: -35 + LumiUncert: 3.40293991e+01 UnfoldMCstat_plus: 33 UnfoldMCstat_minus: -35 UnfoldOtherGen_plus: 33 @@ -736,8 +731,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 82 - LumiUncert_minus: -85 + LumiUncert: 8.35269418e+01 UnfoldMCstat_plus: 82 UnfoldMCstat_minus: -85 UnfoldOtherGen_plus: 82 @@ -860,8 +854,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 43 - LumiUncert_minus: -45 + LumiUncert: 4.40227214e+01 UnfoldMCstat_plus: 43 UnfoldMCstat_minus: -45 UnfoldOtherGen_plus: 43 @@ -984,8 +977,7 @@ bins: BkgMCstat_minus: -0.7 WHFmodel_plus: 0.7 WHFmodel_minus: -0.7 - LumiUncert_plus: 17.6 - LumiUncert_minus: -18.2 + LumiUncert: 1.79050272e+01 UnfoldMCstat_plus: 17.6 UnfoldMCstat_minus: -18.2 UnfoldOtherGen_plus: 17.6 @@ -1108,8 +1100,7 @@ bins: BkgMCstat_minus: -0.3 WHFmodel_plus: 0.3 WHFmodel_minus: -0.3 - LumiUncert_plus: 7.7 - LumiUncert_minus: -8.0 + LumiUncert: 7.85286572e+00 UnfoldMCstat_plus: 7.7 UnfoldMCstat_minus: -8.0 UnfoldOtherGen_plus: 7.7 @@ -1232,8 +1223,7 @@ bins: BkgMCstat_minus: -0.2 WHFmodel_plus: 0.2 WHFmodel_minus: -0.2 - LumiUncert_plus: 3.7 - LumiUncert_minus: -3.9 + LumiUncert: 3.80263067e+00 UnfoldMCstat_plus: 3.7 UnfoldMCstat_minus: -3.9 UnfoldOtherGen_plus: 3.7 @@ -1356,8 +1346,7 @@ bins: BkgMCstat_minus: -0.09 WHFmodel_plus: 0.09 WHFmodel_minus: -0.09 - LumiUncert_plus: 1.9 - LumiUncert_minus: -1.98 + LumiUncert: 1.94082457e+00 UnfoldMCstat_plus: 1.9 UnfoldMCstat_minus: -1.98 UnfoldOtherGen_plus: 1.9 @@ -1480,8 +1469,7 @@ bins: BkgMCstat_minus: -0.05 WHFmodel_plus: 0.05 WHFmodel_minus: -0.05 - LumiUncert_plus: 1.03 - LumiUncert_minus: -1.07 + LumiUncert: 1.05038088e+00 UnfoldMCstat_plus: 1.03 UnfoldMCstat_minus: -1.07 UnfoldOtherGen_plus: 1.03 @@ -1604,8 +1592,7 @@ bins: BkgMCstat_minus: -0.02 WHFmodel_plus: 0.02 WHFmodel_minus: -0.02 - LumiUncert_plus: 0.46 - LumiUncert_minus: -0.47 + LumiUncert: 4.65053760e-01 UnfoldMCstat_plus: 0.46 UnfoldMCstat_minus: -0.47 UnfoldOtherGen_plus: 0.46 @@ -1728,8 +1715,7 @@ bins: BkgMCstat_minus: -0.009 WHFmodel_plus: 0.009 WHFmodel_minus: -0.009 - LumiUncert_plus: 0.164 - LumiUncert_minus: -0.17 + LumiUncert: 1.67053884e-01 UnfoldMCstat_plus: 0.164 UnfoldMCstat_minus: -0.17 UnfoldOtherGen_plus: 0.164 @@ -1852,8 +1838,7 @@ bins: BkgMCstat_minus: -0.004 WHFmodel_plus: 0.004 WHFmodel_minus: -0.004 - LumiUncert_plus: 0.067 - LumiUncert_minus: -0.07 + LumiUncert: 6.85328388e-02 UnfoldMCstat_plus: 0.067 UnfoldMCstat_minus: -0.07 UnfoldOtherGen_plus: 0.067 @@ -1976,8 +1961,7 @@ bins: BkgMCstat_minus: -0.002 WHFmodel_plus: 0.002 WHFmodel_minus: -0.002 - LumiUncert_plus: 0.03 - LumiUncert_minus: -0.031 + LumiUncert: 3.05081956e-02 UnfoldMCstat_plus: 0.03 UnfoldMCstat_minus: -0.031 UnfoldOtherGen_plus: 0.03 @@ -2100,8 +2084,7 @@ bins: BkgMCstat_minus: -0.0008 WHFmodel_plus: 0.0008 WHFmodel_minus: -0.0008 - LumiUncert_plus: 0.0136 - LumiUncert_minus: -0.0142 + LumiUncert: 1.39064733e-02 UnfoldMCstat_plus: 0.0136 UnfoldMCstat_minus: -0.0142 UnfoldOtherGen_plus: 0.0136 @@ -2224,8 +2207,7 @@ bins: BkgMCstat_minus: -0.0005 WHFmodel_plus: 0.0005 WHFmodel_minus: -0.0005 - LumiUncert_plus: 0.0072 - LumiUncert_minus: -0.0075 + LumiUncert: 7.35306059e-03 UnfoldMCstat_plus: 0.0072 UnfoldMCstat_minus: -0.0075 UnfoldOtherGen_plus: 0.0072 @@ -2348,8 +2330,7 @@ bins: BkgMCstat_minus: -0.0002 WHFmodel_plus: 0.0002 WHFmodel_minus: -0.0002 - LumiUncert_plus: 0.0028 - LumiUncert_minus: -0.0029 + LumiUncert: 2.85087706e-03 UnfoldMCstat_plus: 0.0028 UnfoldMCstat_minus: -0.0029 UnfoldOtherGen_plus: 0.0028 @@ -2472,8 +2453,7 @@ bins: BkgMCstat_minus: -8.0e-05 WHFmodel_plus: 8.0e-05 WHFmodel_minus: -8.0e-05 - LumiUncert_plus: 0.00064 - LumiUncert_minus: -0.00066 + LumiUncert: 6.50153828e-04 UnfoldMCstat_plus: 0.00064 UnfoldMCstat_minus: -0.00066 UnfoldOtherGen_plus: 0.00064 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml index d16af1e0cd..34988cc51c 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -463,11 +463,7 @@ definitions: description: 'Systematic lower unc.: WHFmodel' treatment: MULT type: ATLASWJ96 - LumiUncert_plus: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - LumiUncert_minus: + LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT type: ATLASLUMI12 @@ -612,8 +608,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 47 - LumiUncert_minus: -49 + LumiUncert: 4.80208288e+01 UnfoldMCstat_plus: 47 UnfoldMCstat_minus: -49 UnfoldOtherGen_plus: 47 @@ -736,8 +731,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 113 - LumiUncert_minus: -117 + LumiUncert: 1.15034777e+02 UnfoldMCstat_plus: 113 UnfoldMCstat_minus: -117 UnfoldOtherGen_plus: 113 @@ -860,8 +854,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 61 - LumiUncert_minus: -63 + LumiUncert: 6.20161269e+01 UnfoldMCstat_plus: 61 UnfoldMCstat_minus: -63 UnfoldOtherGen_plus: 61 @@ -984,8 +977,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 25 - LumiUncert_minus: -26 + LumiUncert: 2.55098020e+01 UnfoldMCstat_plus: 25 UnfoldMCstat_minus: -26 UnfoldOtherGen_plus: 25 @@ -1108,8 +1100,7 @@ bins: BkgMCstat_minus: -0.4 WHFmodel_plus: 0.4 WHFmodel_minus: -0.4 - LumiUncert_plus: 11.2 - LumiUncert_minus: -11.7 + LumiUncert: 1.14554572e+01 UnfoldMCstat_plus: 11.2 UnfoldMCstat_minus: -11.7 UnfoldOtherGen_plus: 11.2 @@ -1232,8 +1223,7 @@ bins: BkgMCstat_minus: -0.2 WHFmodel_plus: 0.2 WHFmodel_minus: -0.2 - LumiUncert_plus: 5.5 - LumiUncert_minus: -5.7 + LumiUncert: 5.60178543e+00 UnfoldMCstat_plus: 5.5 UnfoldMCstat_minus: -5.7 UnfoldOtherGen_plus: 5.5 @@ -1356,8 +1346,7 @@ bins: BkgMCstat_minus: -0.1 WHFmodel_plus: 0.1 WHFmodel_minus: -0.1 - LumiUncert_plus: 2.9 - LumiUncert_minus: -3.0 + LumiUncert: 2.95084734e+00 UnfoldMCstat_plus: 2.9 UnfoldMCstat_minus: -3.0 UnfoldOtherGen_plus: 2.9 @@ -1480,8 +1469,7 @@ bins: BkgMCstat_minus: -0.06 WHFmodel_plus: 0.06 WHFmodel_minus: -0.06 - LumiUncert_plus: 1.57 - LumiUncert_minus: -1.63 + LumiUncert: 1.60056240e+00 UnfoldMCstat_plus: 1.57 UnfoldMCstat_minus: -1.63 UnfoldOtherGen_plus: 1.57 @@ -1604,8 +1592,7 @@ bins: BkgMCstat_minus: -0.03 WHFmodel_plus: 0.03 WHFmodel_minus: -0.03 - LumiUncert_plus: 0.72 - LumiUncert_minus: -0.75 + LumiUncert: 7.35306059e-01 UnfoldMCstat_plus: 0.72 UnfoldMCstat_minus: -0.75 UnfoldOtherGen_plus: 0.72 @@ -1728,8 +1715,7 @@ bins: BkgMCstat_minus: -0.01 WHFmodel_plus: 0.01 WHFmodel_minus: -0.01 - LumiUncert_plus: 0.27 - LumiUncert_minus: -0.28 + LumiUncert: 2.75090894e-01 UnfoldMCstat_plus: 0.27 UnfoldMCstat_minus: -0.28 UnfoldOtherGen_plus: 0.27 @@ -1852,8 +1838,7 @@ bins: BkgMCstat_minus: -0.005 WHFmodel_plus: 0.005 WHFmodel_minus: -0.005 - LumiUncert_plus: 0.115 - LumiUncert_minus: -0.12 + LumiUncert: 1.17553179e-01 UnfoldMCstat_plus: 0.115 UnfoldMCstat_minus: -0.12 UnfoldOtherGen_plus: 0.115 @@ -1976,8 +1961,7 @@ bins: BkgMCstat_minus: -0.002 WHFmodel_plus: 0.002 WHFmodel_minus: -0.002 - LumiUncert_plus: 0.054 - LumiUncert_minus: -0.056 + LumiUncert: 5.50181788e-02 UnfoldMCstat_plus: 0.054 UnfoldMCstat_minus: -0.056 UnfoldOtherGen_plus: 0.054 @@ -2100,8 +2084,7 @@ bins: BkgMCstat_minus: -0.001 WHFmodel_plus: 0.001 WHFmodel_minus: -0.001 - LumiUncert_plus: 0.027 - LumiUncert_minus: -0.028 + LumiUncert: 2.75090894e-02 UnfoldMCstat_plus: 0.027 UnfoldMCstat_minus: -0.028 UnfoldOtherGen_plus: 0.027 @@ -2224,8 +2207,7 @@ bins: BkgMCstat_minus: -0.0006 WHFmodel_plus: 0.0006 WHFmodel_minus: -0.0006 - LumiUncert_plus: 0.0146 - LumiUncert_minus: -0.0152 + LumiUncert: 1.49060390e-02 UnfoldMCstat_plus: 0.0146 UnfoldMCstat_minus: -0.0152 UnfoldOtherGen_plus: 0.0146 @@ -2348,8 +2330,7 @@ bins: BkgMCstat_minus: -0.0003 WHFmodel_plus: 0.0003 WHFmodel_minus: -0.0003 - LumiUncert_plus: 0.0066 - LumiUncert_minus: -0.0069 + LumiUncert: 6.75333251e-03 UnfoldMCstat_plus: 0.0066 UnfoldMCstat_minus: -0.0069 UnfoldOtherGen_plus: 0.0066 @@ -2472,8 +2453,7 @@ bins: BkgMCstat_minus: -8.0e-05 WHFmodel_plus: 8.0e-05 WHFmodel_minus: -8.0e-05 - LumiUncert_plus: 0.00161 - LumiUncert_minus: -0.00167 + LumiUncert: 1.64054869e-03 UnfoldMCstat_plus: 0.00161 UnfoldMCstat_minus: -0.00167 UnfoldOtherGen_plus: 0.00161 From 098e13e9401d4dcc137ae22a73d76a65e4774efc Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Tue, 3 Dec 2024 10:15:57 +0000 Subject: [PATCH 100/138] Add comments for legacy variants --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 9b77c4aa8d..7da5c8dfaf 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -52,14 +52,17 @@ implemented_observables: - uncertainties_WM-PT_cms.yaml data_central: data_WM-PT_cms.yaml legacy: + # Corresponds to CMS prescription data_uncertainties: - uncertainties_legacy_WM-PT.yaml data_central: data_legacy_WM-PT.yaml legacy_NP: + # Corresponds to CMS prescription + non-perturbative corrections data_uncertainties: - uncertainties_legacy_WM-PT_sys_NP.yaml data_central: data_legacy_WM-PT.yaml legacy_ATLAS: + # Corresponds to CMS prescription + inter-experiment correlations data_uncertainties: - uncertainties_legacy_WM-PT_sys_ATLAS.yaml data_central: data_legacy_WM-PT.yaml @@ -104,14 +107,17 @@ implemented_observables: - uncertainties_WP-PT_cms.yaml data_central: data_WP-PT_cms.yaml legacy: + # Corresponds to CMS prescription data_uncertainties: - uncertainties_legacy_WP-PT.yaml data_central: data_legacy_WP-PT.yaml legacy_NP: + # Corresponds to CMS prescription + non-perturbative corrections data_uncertainties: - uncertainties_legacy_WP-PT_sys_NP.yaml data_central: data_legacy_WP-PT.yaml legacy_ATLAS: + # Corresponds to CMS prescription + inter-experiment correlations data_uncertainties: - uncertainties_legacy_WP-PT_sys_ATLAS.yaml data_central: data_legacy_WP-PT.yaml From bdc0a14e8dd1c22f60199f022a1e1bf2ddb317c3 Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Wed, 4 Dec 2024 09:42:33 +0000 Subject: [PATCH 101/138] Remove legacy kinematics --- .../kinematics_legacy_WM-PT.yaml | 193 ------------------ .../kinematics_legacy_WP-PT.yaml | 193 ------------------ 2 files changed, 386 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml deleted file mode 100644 index 8120562585..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml +++ /dev/null @@ -1,193 +0,0 @@ -bins: -- k1: - min: null - mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml deleted file mode 100644 index 8120562585..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml +++ /dev/null @@ -1,193 +0,0 @@ -bins: -- k1: - min: null - mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null From d78e0ca3c8c99d50e59090b96fcdaf035b6bd1c7 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:30:56 +0000 Subject: [PATCH 102/138] Correct bug in stat. and uncorrelated uncertainties --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 32 +- .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 32 +- .../commondata/ATLAS_WJ_8TEV/filter.py | 4 +- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 78 +- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 4 +- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 886 +++++++++--------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 858 ++++++++--------- 7 files changed, 946 insertions(+), 948 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml index 73ca4f121e..d9164fa9a2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 1631.4 -- 4037.95 -- 2096.5 -- 835.16 -- 364.545 -- 1.71450500e+02 -- 86.63615 -- 46.0402 -- 20.23555 -- 7.2515 -- 2.977525 -- 1.335755 -- 0.62122 -- 0.33252 -- 0.121998 -- 2.82787000e-02 +- 1632.4 +- 4039.45 +- 2097.5 +- 835.46 +- 364.695 +- 171.5505 +- 8.66761500e+01 +- 4.60602000e+01 +- 20.24055 +- 7.2545 +- 2.979025 +- 1.336255 +- 6.21520000e-01 +- 0.33267 +- 1.22048000e-01 +- 2.82887000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml index 576b18d49f..e813590ec4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 2345.065 -- 5664.1 -- 2970.07 -- 1213.885 -- 5.35680000e+02 -- 255.967 -- 133.531 -- 73.187 -- 3.35522500e+01 -- 12.4881 -- 5.3465 -- 2.52222 -- 1.242785 -- 0.69372 -- 3.00397000e-01 -- 7.71570000e-02 +- 2346.065 +- 5666.1 +- 2971.07 +- 1214.385 +- 5.35930000e+02 +- 256.067 +- 133.581 +- 73.217 +- 3.35672500e+01 +- 12.4931 +- 5.34900000e+00 +- 2.52322 +- 1.24328500e+00 +- 0.69402 +- 3.00547000e-01 +- 7.71870000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py index c18feb4818..46955de7f2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -53,11 +53,11 @@ def check_dat_with_legacy(observable, rtol=1e-03): if __name__ == "__main__": ATLAS_WP_8TEV_PT = Extractor("./metadata.yaml", "WP-PT") _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='default', save_to_yaml=True) - _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) + # _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='default', save_to_yaml=True) - _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) + # _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) # check_dat_with_legacy('WP-PT', rtol=1e-4) # check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 00f00e33ac..ba2a9b2743 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -14,7 +14,7 @@ # List of systematic uncertainties that shuold # be considered uncorrelated -UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] +UNCORR_SYS_UNC = ['UnfoldMCstat', 'UnfoldOtherGen', 'UnfoldReweight'] STAT_ART_LABEL = 'art_stat_corr' @@ -125,7 +125,7 @@ def __retrieve_table(self, table_id): logging.debug( f'Table {table_id} has not already been used or stored.' f' Storing the table...' ) - with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: tab_dict = yaml.safe_load(tab) self.tables[str(table_id)] = tab_dict table = tab_dict @@ -181,22 +181,27 @@ def generate_data_central(self): dat_central = np.concatenate([dat_central, data]) return dat_central - def __build_abs_stat_covmat(self): - """Builds the statistical covmat given the diagonal statistical uncertainties.""" + def __build_stat_corrmat(self): ndata = self.metadata['ndata'] table_id = self.metadata['tables'][1] - with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: stat = yaml.load(tab, yaml.Loader) matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] - statmat_rel = matlist_to_matrix(ndata, ndata, matlist) + stat_cormat = np.zeros((ndata, ndata)) + for i in range(ndata): + for j in range(ndata): + stat_cormat[i, j] = matlist[i + ndata * j] # Col-major + return stat_cormat + def __build_abs_stat_covmat(self): + """Builds the statistical covmat given the diagonal statistical uncertainties.""" + stat_cormat = self.__build_stat_corrmat() # Retrieve statistical diagonal entries abs_stat_diag = [float(d['Stat']['error']) for d in self.diag_unc] - statmat_abs = np.zeros_like(statmat_rel) - for i in range(statmat_rel.shape[0]): - for j in range(statmat_rel.shape[1]): - statmat_abs[i, j] = statmat_rel[i, j] * abs_stat_diag[i] * abs_stat_diag[j] - + statmat_abs = np.zeros_like(stat_cormat) + for i in range(stat_cormat.shape[0]): + for j in range(stat_cormat.shape[1]): + statmat_abs[i, j] = stat_cormat[i, j] * abs_stat_diag[i] * abs_stat_diag[j] return statmat_abs def __collect_diag_unc(self): @@ -217,9 +222,6 @@ def __collect_diag_unc(self): abs_unc_by_bin.append(unc_dict) return abs_unc_by_bin - # TODO and TOCHECK - # Some plus uncertainties are actually lower than minus uncertainties - # Also, some symmetric uncertainties are negative. def symmetrized_sys_unc(self): """Symmetrise systematic uncertainties. Returns the symmetrized uncertainty and the shift to the central data @@ -232,19 +234,15 @@ def symmetrized_sys_unc(self): error = bin[source]['error'] plus = error['plus'] minus = error['minus'] - if plus < minus: - aux = minus - minus = plus - plus = aux - data_delta, sym_error = symmetrize_errors(error['plus'], error['minus']) + data_delta, sym_error = symmetrize_errors(plus, minus) unc_dict[source] = {'shift': data_delta, 'sym_error': sym_error} elif bin[source]['type'] == 'symerror': - # TODO - # I'm not sure I need the abs value here - unc_dict[source] = {'shift': 0, 'sym_error': abs(bin[source]['error'])} + unc_dict[source] = {'shift': 0.0, 'sym_error': bin[source]['error']} symmetrized_uncs.append(unc_dict) return symmetrized_uncs + # TODO + # I was not able to reproduce the legacy implementation with this function def __cms_sys_unc(self): """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. @@ -263,25 +261,27 @@ def __cms_sys_unc(self): error = bin[source]['error'] plus = error['plus'] minus = error['minus'] - if plus < minus: - aux = minus - minus = plus - plus = aux - if source == 'LumiUncert': data_delta, sym_error = symmetrize_errors(plus, minus) unc_dict[f'{source}'] = sym_error + data_delta = 0.0 deltas_from_lumi.append(data_delta) + elif abs(plus) == abs(minus): + unc_dict[f'{source}_plus'] = abs(plus) / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = 0.0 # minus / float(np.sqrt(2)) else: - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + unc_dict[f'{source}_plus'] = plus / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = minus / float(np.sqrt(2)) elif bin[source]['type'] == 'symerror': error = bin[source]['error'] if source == 'LumiUncert': unc_dict[f'{source}'] = error + elif source in UNCORR_SYS_UNC: + unc_dict[f'{source}_plus'] = error / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = -error / float(np.sqrt(2)) else: - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + unc_dict[f'{source}_plus'] = error / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = -error / float(np.sqrt(2)) modified_uncertainties.append(unc_dict) return modified_uncertainties, deltas_from_lumi @@ -292,6 +292,12 @@ def get_diag_unc(self): self.diag_unc = self.__collect_diag_unc() return self.diag_unc + def get_stat_covmat(self): + return self.__build_abs_stat_covmat() + + def get_stat_cormat(self): + return self.__build_stat_corrmat() + def get_abs_stat_covmat(self): if hasattr(self, 'abs_stat_covmat'): return self.abs_stat_covmat @@ -390,14 +396,6 @@ def __build_unc_definitions(self, variant='default'): return unc_definitions - @classmethod - def generate_artifical_unc(matrix): - eigvals, eigvecs = np.linalg.eig(matrix) - artificial_unc = np.zeros_like(eigvecs) - for i in range(artificial_unc.shape[0]): - for j in range(artificial_unc.shape[1]): - artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] - def generate_data(self, variant='default', save_to_yaml=False, path='./'): # Get central data and kinematics central_data = self.generate_data_central() @@ -409,7 +407,6 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): # Get statistical (artidicial uncertainties) stat_covmat = self.__build_abs_stat_covmat() eigvals, eigvecs = np.linalg.eig(stat_covmat) - eigvals, eigvecs = np.linalg.eig(stat_covmat) art_stat = np.sqrt(eigvals) * eigvecs sys_artificial = [] # Initialize vector of artificial uncertainties @@ -432,6 +429,7 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): central_data = central_data + shifts elif variant == 'CMS_prescription': + raise NotImplementedError('This variant has a bug and will not produce any data file.') cms_type_uncertainties, deltas = self.__cms_sys_unc() central_data = central_data + deltas for data_idx, unc in enumerate(cms_type_uncertainties): diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 7da5c8dfaf..6d1c9b08af 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -23,7 +23,7 @@ implemented_observables: label: ATLAS $W^-$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13, 14] + tables: [13, 15] ndata: 16 plotting: kinematics_override: identity @@ -78,7 +78,7 @@ implemented_observables: label: ATLAS $W^+$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13, 15] + tables: [13, 14] ndata: 16 plotting: kinematics_override: identity diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 384f2990ef..60dfcba7ca 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -230,39 +230,39 @@ definitions: QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT - type: UNCORR + type: ATLASWJ42 QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: ATLASWJ42 + type: ATLASWJ43 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: ATLASWJ43 + type: ATLASWJ44 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: ATLASWJ44 + type: ATLASWJ45 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: ATLASWJ45 + type: ATLASWJ46 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: ATLASWJ46 + type: ATLASWJ47 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: ATLASWJ47 + type: ATLASWJ48 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT - type: UNCORR + type: ATLASWJ49 WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: ATLASWJ48 + type: ATLASWJ50 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,28 +274,28 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: ATLASWJ49 + type: UNCORR UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: ATLASWJ50 + type: UNCORR bins: -- art_stat_corr_1: -6.23054206e-01 - art_stat_corr_2: -6.60106176e-01 - art_stat_corr_3: -3.65763825e-01 - art_stat_corr_4: -1.93447285e-01 - art_stat_corr_5: -6.31086642e-02 - art_stat_corr_6: -2.91207529e-02 - art_stat_corr_7: 5.16404592e-03 - art_stat_corr_8: 9.23844245e-04 - art_stat_corr_9: 1.48947707e-04 - art_stat_corr_10: 1.63169167e-05 - art_stat_corr_11: 1.02877296e-06 - art_stat_corr_12: 1.22305738e-07 - art_stat_corr_13: 3.93795500e-08 - art_stat_corr_14: -8.58669834e-09 - art_stat_corr_15: -1.07398508e-09 - art_stat_corr_16: 1.38135318e-10 +- art_stat_corr_1: -6.27588381e-01 + art_stat_corr_2: -6.54163592e-01 + art_stat_corr_3: -3.67451045e-01 + art_stat_corr_4: -1.95953283e-01 + art_stat_corr_5: -6.27998321e-02 + art_stat_corr_6: -2.85290412e-02 + art_stat_corr_7: 5.11806271e-03 + art_stat_corr_8: 9.55272013e-04 + art_stat_corr_9: 1.63525608e-04 + art_stat_corr_10: 2.06712475e-05 + art_stat_corr_11: 1.28429809e-06 + art_stat_corr_12: 1.24480014e-07 + art_stat_corr_13: 7.92558341e-09 + art_stat_corr_14: -5.37921958e-09 + art_stat_corr_15: 1.25540426e-08 + art_stat_corr_16: -2.87323680e-10 JetScaleEff1: 9.50105257e+01 JetScaleEff2: 2.15116248e+01 JetScaleEff3: 3.0 @@ -323,7 +323,7 @@ bins: ElScaleR12: 1.0 ElScaleZee: 1.65151446e+01 ElScalePS: 3.57071421e-01 - ElResolution: 1 + ElResolution: -1 ElSFReco: 3.0 ElSFId: 11.0 ElSFTrigger: 9.0 @@ -331,7 +331,7 @@ bins: ElSFChargeMisID: 9.83615779e-02 METScale: 1.03923048e+01 METResLong: 4 - METResTrans: 4 + METResTrans: -4 PileupWeight: 1.45172311e+01 QCDlowRange: 2.29510348e+01 QCDhighRange: 3.31662479e+00 @@ -339,33 +339,33 @@ bins: QCDvarElID: 52 QCDfitUncert: 5 QCDotherGen: 37 - QCDfitRebin: 0.5 + QCDfitRebin: -0.5 XsecZ: 6.0 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 2 - WHFmodel: 4 - LumiUncert: 3.40293991e+01 - UnfoldMCstat: 4 + BkgTtbarNorm: -2 + BkgMCstat: -2 + WHFmodel: -4 + LumiUncert: 3.0 + UnfoldMCstat: -4 UnfoldOtherGen: 29 UnfoldReweight: 51 -- art_stat_corr_1: -8.90718976e-01 - art_stat_corr_2: -9.96676403e-02 - art_stat_corr_3: 3.08178914e-01 - art_stat_corr_4: 2.91069693e-01 - art_stat_corr_5: 1.12991578e-01 - art_stat_corr_6: 6.34402276e-02 - art_stat_corr_7: -1.37907587e-02 - art_stat_corr_8: -2.84076801e-03 - art_stat_corr_9: -4.89808346e-04 - art_stat_corr_10: -5.79165363e-05 - art_stat_corr_11: -3.47851184e-06 - art_stat_corr_12: -4.68044785e-07 - art_stat_corr_13: -9.29288411e-08 - art_stat_corr_14: 2.34139744e-08 - art_stat_corr_15: 4.49735773e-09 - art_stat_corr_16: 2.47393920e-10 +- art_stat_corr_1: -8.90086981e-01 + art_stat_corr_2: -9.85839862e-02 + art_stat_corr_3: 3.09682676e-01 + art_stat_corr_4: 2.92538915e-01 + art_stat_corr_5: 1.11817531e-01 + art_stat_corr_6: 6.20263408e-02 + art_stat_corr_7: -1.35937425e-02 + art_stat_corr_8: -2.91237694e-03 + art_stat_corr_9: -5.31881137e-04 + art_stat_corr_10: -7.15094056e-05 + art_stat_corr_11: -4.20899494e-06 + art_stat_corr_12: -4.36358514e-07 + art_stat_corr_13: 9.62373886e-10 + art_stat_corr_14: -5.12203413e-09 + art_stat_corr_15: -1.76563638e-08 + art_stat_corr_16: 7.06592452e-10 JetScaleEff1: 2.03501228e+02 JetScaleEff2: 4.80208288e+01 JetScaleEff3: 6.16441400e+00 @@ -393,49 +393,49 @@ bins: ElScaleR12: 6.0 ElScaleZee: 4.25529082e+01 ElScalePS: 1.0 - ElResolution: 3 + ElResolution: -3 ElSFReco: 9.52627944e+00 ElSFId: 3.00333148e+01 ElSFTrigger: 2.25111084e+01 ElSFIso: 7.0 ElSFChargeMisID: 2.17944947e-01 METScale: 8.75028571e+01 - METResLong: 86 - METResTrans: 80 + METResLong: -86 + METResTrans: -80 PileupWeight: 2.60384331e+01 QCDlowRange: 3.41284339e+01 QCDhighRange: 4.09267639e+00 - QCDvarIso: 2 + QCDvarIso: -2 QCDvarElID: 34 QCDfitUncert: 7 QCDotherGen: 48 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 4.0 XsecTop: 4.0 XsecDibos: 2.0 - BkgTtbarNorm: 4 - BkgMCstat: 2 + BkgTtbarNorm: -4 + BkgMCstat: -2 WHFmodel: 21 - LumiUncert: 8.35269418e+01 - UnfoldMCstat: 6 + LumiUncert: 7.0 + UnfoldMCstat: -6 UnfoldOtherGen: 306 - UnfoldReweight: 40 -- art_stat_corr_1: -6.35514951e-01 - art_stat_corr_2: 7.20845787e-01 - art_stat_corr_3: 1.60683400e-03 - art_stat_corr_4: -2.18732321e-01 - art_stat_corr_5: -1.35132994e-01 - art_stat_corr_6: -9.78027526e-02 - art_stat_corr_7: 2.79946320e-02 - art_stat_corr_8: 6.63494898e-03 - art_stat_corr_9: 1.27944653e-03 - art_stat_corr_10: 1.57171449e-04 - art_stat_corr_11: 1.02504457e-05 - art_stat_corr_12: 1.19731798e-06 - art_stat_corr_13: 1.88043638e-07 - art_stat_corr_14: -3.52097090e-08 - art_stat_corr_15: -5.78913012e-09 - art_stat_corr_16: 1.54437345e-10 + UnfoldReweight: -40 +- art_stat_corr_1: -6.28240902e-01 + art_stat_corr_2: 7.27207187e-01 + art_stat_corr_3: 2.45177992e-03 + art_stat_corr_4: -2.19512710e-01 + art_stat_corr_5: -1.34616644e-01 + art_stat_corr_6: -9.66998432e-02 + art_stat_corr_7: 2.77540976e-02 + art_stat_corr_8: 6.81914748e-03 + art_stat_corr_9: 1.38111039e-03 + art_stat_corr_10: 1.90963620e-04 + art_stat_corr_11: 1.18682261e-05 + art_stat_corr_12: 1.11013903e-06 + art_stat_corr_13: -9.55459529e-08 + art_stat_corr_14: 8.75280340e-09 + art_stat_corr_15: 9.93378663e-09 + art_stat_corr_16: 3.17007765e-10 JetScaleEff1: 9.15027322e+01 JetScaleEff2: 1.75142799e+01 JetScaleEff3: 2.0 @@ -463,49 +463,49 @@ bins: ElScaleR12: 6.53834842e+00 ElScaleZee: 2.05121915e+01 ElScalePS: 8.18535277e-01 - ElResolution: 1 + ElResolution: -1 ElSFReco: 6.0 ElSFId: 17.0 ElSFTrigger: 12.0 ElSFIso: 4.0 ElSFChargeMisID: 9.83615779e-02 METScale: 6.60151498e+01 - METResLong: 61 - METResTrans: 59 + METResLong: -61 + METResTrans: -59 PileupWeight: 1.45172311e+01 QCDlowRange: 1.32193041e+01 QCDhighRange: 1.65831240e+00 - QCDvarIso: 6 + QCDvarIso: -6 QCDvarElID: 3 QCDfitUncert: 3 QCDotherGen: 21 - QCDfitRebin: 0.3 + QCDfitRebin: -0.3 XsecZ: 2.59807621e-02 XsecTop: 4.0 XsecDibos: 1.0 - BkgTtbarNorm: 3 - BkgMCstat: 1 + BkgTtbarNorm: -3 + BkgMCstat: -1 WHFmodel: 11 - LumiUncert: 4.40227214e+01 - UnfoldMCstat: 3 + LumiUncert: 4.0 + UnfoldMCstat: -3 UnfoldOtherGen: 31 - UnfoldReweight: 13 -- art_stat_corr_1: -1.09404151e-01 - art_stat_corr_2: 3.91805097e-01 - art_stat_corr_3: -5.02138443e-01 - art_stat_corr_4: 1.13257548e-01 - art_stat_corr_5: 1.51153484e-01 - art_stat_corr_6: 1.76864156e-01 - art_stat_corr_7: -7.05713732e-02 - art_stat_corr_8: -2.05203287e-02 - art_stat_corr_9: -4.37649525e-03 - art_stat_corr_10: -5.88748300e-04 - art_stat_corr_11: -3.81858620e-05 - art_stat_corr_12: -4.49874782e-06 - art_stat_corr_13: -5.22856825e-07 - art_stat_corr_14: 1.05767673e-07 - art_stat_corr_15: 7.27216552e-09 - art_stat_corr_16: 9.05996530e-10 + UnfoldReweight: -13 +- art_stat_corr_1: -1.07692642e-01 + art_stat_corr_2: 3.93070594e-01 + art_stat_corr_3: -5.00489319e-01 + art_stat_corr_4: 1.16854468e-01 + art_stat_corr_5: 1.52562177e-01 + art_stat_corr_6: 1.76484855e-01 + art_stat_corr_7: -6.97890629e-02 + art_stat_corr_8: -2.09367924e-02 + art_stat_corr_9: -4.66998039e-03 + art_stat_corr_10: -6.95360562e-04 + art_stat_corr_11: -4.35891306e-05 + art_stat_corr_12: -4.36185324e-06 + art_stat_corr_13: 3.79728993e-07 + art_stat_corr_14: -5.52234078e-08 + art_stat_corr_15: -7.89706606e-10 + art_stat_corr_16: -1.31498679e-09 JetScaleEff1: 3.01500829e+01 JetScaleEff2: 2.20624115e+00 JetScaleEff3: 2.60384331e+00 @@ -533,49 +533,49 @@ bins: ElScaleR12: 3.51140997e+00 ElScaleZee: 6.80587981e+00 ElScalePS: 7.39932429e-01 - ElResolution: 0.6 + ElResolution: -0.6 ElSFReco: 2.95084734e+00 ElSFId: 7.95031446e+00 ElSFTrigger: 4.40227214e+00 ElSFIso: 1.75142799e+00 ElSFChargeMisID: 3.84057287e-02 METScale: 2.42674164e+01 - METResLong: 19.7 - METResTrans: 21.1 + METResLong: -19.7 + METResTrans: -21.1 PileupWeight: 4.60868745e+00 QCDlowRange: 3.51140997e+00 QCDhighRange: 4.09267639e-01 - QCDvarIso: 2.9 + QCDvarIso: -2.9 QCDvarElID: 1.4 QCDfitUncert: 1.1 QCDotherGen: 6.5 - QCDfitRebin: 0.1 + QCDfitRebin: -0.1 XsecZ: 0.2 XsecTop: 2.6 XsecDibos: 0.7 - BkgTtbarNorm: 2.3 - BkgMCstat: 0.6 + BkgTtbarNorm: -2.3 + BkgMCstat: -0.6 WHFmodel: 2.3 - LumiUncert: 1.79050272e+01 - UnfoldMCstat: 1.8 + LumiUncert: 2.0 + UnfoldMCstat: -1.8 UnfoldOtherGen: 13.5 - UnfoldReweight: 1.7 -- art_stat_corr_1: 2.38041421e-02 - art_stat_corr_2: 5.64438799e-02 - art_stat_corr_3: -2.77284930e-01 - art_stat_corr_4: 3.42785526e-01 - art_stat_corr_5: -4.71782006e-02 - art_stat_corr_6: -1.70399410e-01 - art_stat_corr_7: 1.33630891e-01 - art_stat_corr_8: 5.06483498e-02 - art_stat_corr_9: 1.30712710e-02 - art_stat_corr_10: 1.87442323e-03 - art_stat_corr_11: 1.35278486e-04 - art_stat_corr_12: 1.49542778e-05 - art_stat_corr_13: 1.80857698e-06 - art_stat_corr_14: -3.45208110e-07 - art_stat_corr_15: 4.93440117e-09 - art_stat_corr_16: -1.53260130e-10 + UnfoldReweight: -1.7 +- art_stat_corr_1: 2.37945148e-02 + art_stat_corr_2: 5.56663946e-02 + art_stat_corr_3: -2.77341479e-01 + art_stat_corr_4: 3.43071370e-01 + art_stat_corr_5: -4.76946085e-02 + art_stat_corr_6: -1.71103507e-01 + art_stat_corr_7: 1.31582863e-01 + art_stat_corr_8: 5.15532367e-02 + art_stat_corr_9: 1.38216945e-02 + art_stat_corr_10: 2.18589555e-03 + art_stat_corr_11: 1.53135993e-04 + art_stat_corr_12: 1.49091707e-05 + art_stat_corr_13: -1.47381865e-06 + art_stat_corr_14: 1.86193678e-07 + art_stat_corr_15: 1.45881610e-09 + art_stat_corr_16: 3.74209977e-09 JetScaleEff1: 11.1 JetScaleEff2: 1.13137085e+00 JetScaleEff3: 1.70587221e+00 @@ -603,49 +603,49 @@ bins: ElScaleR12: 1.52643375e+00 ElScaleZee: 2.31732605e+00 ElScalePS: 3.27871926e-01 - ElResolution: 0.2 + ElResolution: -0.2 ElSFReco: 1.60623784e+00 ElSFId: 4.05061724e+00 ElSFTrigger: 2.00499377e+00 ElSFIso: 9.11043358e-01 ElSFChargeMisID: 2.17944947e-02 METScale: 7.85795775e+00 - METResLong: 5.8 - METResTrans: 6.5 + METResLong: -5.8 + METResTrans: -6.5 PileupWeight: 1.07121426e+00 QCDlowRange: 9.83615779e-01 QCDhighRange: 8.17006732e-02 - QCDvarIso: 1.6 - QCDvarElID: 1.9 + QCDvarIso: -1.6 + QCDvarElID: -1.9 QCDfitUncert: 0.4 QCDotherGen: 2.0 - QCDfitRebin: 0.02 + QCDfitRebin: -0.02 XsecZ: 0.1 XsecTop: 1.7 XsecDibos: 0.3 - BkgTtbarNorm: 1.6 - BkgMCstat: 0.4 - WHFmodel: 0.2 - LumiUncert: 7.85286572e+00 - UnfoldMCstat: 1.1 + BkgTtbarNorm: -1.6 + BkgMCstat: -0.4 + WHFmodel: -0.2 + LumiUncert: 1.0 + UnfoldMCstat: -1.1 UnfoldOtherGen: 7.6 - UnfoldReweight: 0.7 -- art_stat_corr_1: 1.80188251e-02 - art_stat_corr_2: -1.93251550e-02 - art_stat_corr_3: -4.60935577e-02 - art_stat_corr_4: 2.03239465e-01 - art_stat_corr_5: -2.91370251e-01 - art_stat_corr_6: -8.89000393e-02 - art_stat_corr_7: -1.19554426e-01 - art_stat_corr_8: -8.90437069e-02 - art_stat_corr_9: -2.87342154e-02 - art_stat_corr_10: -4.82640925e-03 - art_stat_corr_11: -3.60827416e-04 - art_stat_corr_12: -4.47836298e-05 - art_stat_corr_13: -5.05042220e-06 - art_stat_corr_14: 1.03608715e-06 - art_stat_corr_15: -2.67316813e-08 - art_stat_corr_16: 6.82056257e-10 + UnfoldReweight: -0.7 +- art_stat_corr_1: 1.78855293e-02 + art_stat_corr_2: -1.93731092e-02 + art_stat_corr_3: -4.73008530e-02 + art_stat_corr_4: 2.02728173e-01 + art_stat_corr_5: -2.93360231e-01 + art_stat_corr_6: -8.81459512e-02 + art_stat_corr_7: -1.15164838e-01 + art_stat_corr_8: -8.92017578e-02 + art_stat_corr_9: -2.98183522e-02 + art_stat_corr_10: -5.43914138e-03 + art_stat_corr_11: -4.00100163e-04 + art_stat_corr_12: -4.35710097e-05 + art_stat_corr_13: 4.01745246e-06 + art_stat_corr_14: -6.00685323e-07 + art_stat_corr_15: -1.09948833e-09 + art_stat_corr_16: -5.81478136e-09 JetScaleEff1: 4.95454337e+00 JetScaleEff2: 1.00995049e+00 JetScaleEff3: 1.00995049e+00 @@ -673,49 +673,49 @@ bins: ElScaleR12: 6.53834842e-01 ElScaleZee: 0.9 ElScalePS: 1.64924225e-01 - ElResolution: 0.1 + ElResolution: -0.1 ElSFReco: 8.52936105e-01 ElSFId: 2.1 ElSFTrigger: 1.0 ElSFIso: 4.55521679e-01 ElSFChargeMisID: 9.83615779e-03 METScale: 3.0 - METResLong: 2.5 - METResTrans: 2.6 + METResLong: -2.5 + METResTrans: -2.6 PileupWeight: 5.19615242e-01 QCDlowRange: 3.31662479e-01 QCDhighRange: 4.12310563e-02 - QCDvarIso: 0.9 - QCDvarElID: 0.8 + QCDvarIso: -0.9 + QCDvarElID: -0.8 QCDfitUncert: 0.2 QCDotherGen: 0.8 - QCDfitRebin: 0.005 + QCDfitRebin: -0.005 XsecZ: 0.1 XsecTop: 1.0 XsecDibos: 0.2 - BkgTtbarNorm: 1.0 - BkgMCstat: 0.3 - WHFmodel: 0.1 - LumiUncert: 3.80263067e+00 - UnfoldMCstat: 0.8 + BkgTtbarNorm: -1.0 + BkgMCstat: -0.3 + WHFmodel: -0.1 + LumiUncert: 0.5 + UnfoldMCstat: -0.8 UnfoldOtherGen: 3.9 - UnfoldReweight: 0.3 -- art_stat_corr_1: 5.29572777e-03 - art_stat_corr_2: -1.48328684e-02 - art_stat_corr_3: 2.28945950e-02 - art_stat_corr_4: 5.59500582e-02 - art_stat_corr_5: -3.03605950e-01 - art_stat_corr_6: 2.17648052e-01 - art_stat_corr_7: -1.55336536e-02 - art_stat_corr_8: 8.02776251e-02 - art_stat_corr_9: 4.35410404e-02 - art_stat_corr_10: 8.24268178e-03 - art_stat_corr_11: 7.47318654e-04 - art_stat_corr_12: 9.01458523e-05 - art_stat_corr_13: 1.13226172e-05 - art_stat_corr_14: -2.21641265e-06 - art_stat_corr_15: 9.27326911e-08 - art_stat_corr_16: 2.99004266e-10 + UnfoldReweight: -0.3 +- art_stat_corr_1: 5.27985999e-03 + art_stat_corr_2: -1.48736855e-02 + art_stat_corr_3: 2.23558216e-02 + art_stat_corr_4: 5.62945920e-02 + art_stat_corr_5: -3.04605281e-01 + art_stat_corr_6: 2.16710464e-01 + art_stat_corr_7: -1.85421647e-02 + art_stat_corr_8: 7.81107675e-02 + art_stat_corr_9: 4.36825579e-02 + art_stat_corr_10: 8.96202789e-03 + art_stat_corr_11: 7.97026385e-04 + art_stat_corr_12: 8.50376294e-05 + art_stat_corr_13: -9.19932408e-06 + art_stat_corr_14: 1.30028118e-06 + art_stat_corr_15: 2.94599346e-08 + art_stat_corr_16: 9.47610265e-09 JetScaleEff1: 2.53063233e+00 JetScaleEff2: 8.16026960e-01 JetScaleEff3: 0.64 @@ -743,49 +743,49 @@ bins: ElScaleR12: 3.30302891e-01 ElScaleZee: 4.35057467e-01 ElScalePS: 7.39932429e-02 - ElResolution: 0.06 + ElResolution: -0.06 ElSFReco: 4.60868745e-01 ElSFId: 1.14502183e+00 ElSFTrigger: 5.70175412e-01 ElSFIso: 2.27760839e-01 ElSFChargeMisID: 3.84057287e-03 METScale: 1.38516245e+00 - METResLong: 1.1 - METResTrans: 1.27 + METResLong: -1.1 + METResTrans: -1.27 PileupWeight: 2.56320112e-01 QCDlowRange: 1.65831240e-01 QCDhighRange: 1.72356462e-02 - QCDvarIso: 0.48 - QCDvarElID: 0.4 + QCDvarIso: -0.48 + QCDvarElID: -0.4 QCDfitUncert: 0.09 QCDotherGen: 0.37 - QCDfitRebin: 0.001 + QCDfitRebin: -0.001 XsecZ: 0.03 XsecTop: 0.61 XsecDibos: 0.09 - BkgTtbarNorm: 0.61 - BkgMCstat: 0.18 - WHFmodel: 0.12 - LumiUncert: 1.94082457e+00 - UnfoldMCstat: 0.5 + BkgTtbarNorm: -0.61 + BkgMCstat: -0.18 + WHFmodel: -0.12 + LumiUncert: 0.3 + UnfoldMCstat: -0.5 UnfoldOtherGen: 1.27 - UnfoldReweight: 0.18 -- art_stat_corr_1: 3.78141991e-04 - art_stat_corr_2: -3.27240405e-03 - art_stat_corr_3: 1.39103920e-02 - art_stat_corr_4: -6.52477713e-03 - art_stat_corr_5: -9.75038776e-02 - art_stat_corr_6: 1.73282509e-01 - art_stat_corr_7: 1.77040024e-01 - art_stat_corr_8: -6.01779618e-02 - art_stat_corr_9: -5.85103710e-02 - art_stat_corr_10: -1.51367071e-02 - art_stat_corr_11: -1.43394264e-03 - art_stat_corr_12: -2.12499458e-04 - art_stat_corr_13: -2.44912746e-05 - art_stat_corr_14: 5.38604544e-06 - art_stat_corr_15: -2.04442940e-07 - art_stat_corr_16: 2.32581250e-09 + UnfoldReweight: -0.18 +- art_stat_corr_1: 3.75871593e-04 + art_stat_corr_2: -3.20861405e-03 + art_stat_corr_3: 1.36881329e-02 + art_stat_corr_4: -6.42900097e-03 + art_stat_corr_5: -9.64216467e-02 + art_stat_corr_6: 1.73787161e-01 + art_stat_corr_7: 1.79240069e-01 + art_stat_corr_8: -5.42230132e-02 + art_stat_corr_9: -5.77522116e-02 + art_stat_corr_10: -1.60294707e-02 + art_stat_corr_11: -1.52140187e-03 + art_stat_corr_12: -2.01912941e-04 + art_stat_corr_13: 1.98585590e-05 + art_stat_corr_14: -3.81103937e-06 + art_stat_corr_15: -8.09080495e-08 + art_stat_corr_16: -5.87265834e-09 JetScaleEff1: 1.37719824e+00 JetScaleEff2: 5.70175412e-01 JetScaleEff3: 3.61109402e-01 @@ -813,49 +813,49 @@ bins: ElScaleR12: 1.75142799e-01 ElScaleZee: 0.23 ElScalePS: 4.12310563e-02 - ElResolution: 0.03 + ElResolution: -0.03 ElSFReco: 2.40416306e-01 ElSFId: 6.35983490e-01 ElSFTrigger: 3.05081956e-01 ElSFIso: 1.26787223e-01 ElSFChargeMisID: 2.17944947e-03 METScale: 6.65338260e-01 - METResLong: 0.6 - METResTrans: 0.56 + METResLong: -0.6 + METResTrans: -0.56 PileupWeight: 1.33041347e-01 QCDlowRange: 9.05538514e-02 QCDhighRange: 8.55102333e-03 - QCDvarIso: 0.32 - QCDvarElID: 0.21 + QCDvarIso: -0.32 + QCDvarElID: -0.21 QCDfitUncert: 0.05 QCDotherGen: 0.2 - QCDfitRebin: 0.001 + QCDfitRebin: -0.001 XsecZ: 0.02 XsecTop: 0.36 XsecDibos: 0.05 - BkgTtbarNorm: 0.36 - BkgMCstat: 0.13 - WHFmodel: 0.1 - LumiUncert: 1.05038088e+00 - UnfoldMCstat: 0.35 + BkgTtbarNorm: -0.36 + BkgMCstat: -0.13 + WHFmodel: -0.1 + LumiUncert: 0.17 + UnfoldMCstat: -0.35 UnfoldOtherGen: 1.9 - UnfoldReweight: 0.09 -- art_stat_corr_1: -1.16952661e-04 - art_stat_corr_2: 1.27366544e-05 - art_stat_corr_3: 1.45001217e-03 - art_stat_corr_4: -5.57422206e-03 - art_stat_corr_5: 5.69114925e-03 - art_stat_corr_6: 1.67170078e-02 - art_stat_corr_7: 6.40087084e-02 - art_stat_corr_8: -1.12752379e-01 - art_stat_corr_9: 8.84307736e-02 - art_stat_corr_10: 2.46420894e-02 - art_stat_corr_11: 4.15041840e-03 - art_stat_corr_12: 5.31555827e-04 - art_stat_corr_13: 8.54358636e-05 - art_stat_corr_14: -1.68123451e-05 - art_stat_corr_15: 1.13924196e-06 - art_stat_corr_16: 7.53830821e-09 + UnfoldReweight: -0.09 +- art_stat_corr_1: -1.15823766e-04 + art_stat_corr_2: 9.61743009e-06 + art_stat_corr_3: 1.49186962e-03 + art_stat_corr_4: -5.55761400e-03 + art_stat_corr_5: 5.41136242e-03 + art_stat_corr_6: 1.79012724e-02 + art_stat_corr_7: 6.71839688e-02 + art_stat_corr_8: -1.13299615e-01 + art_stat_corr_9: 8.47437971e-02 + art_stat_corr_10: 2.58189537e-02 + art_stat_corr_11: 4.27373877e-03 + art_stat_corr_12: 4.96793344e-04 + art_stat_corr_13: -7.49313253e-05 + art_stat_corr_14: 1.31292233e-05 + art_stat_corr_15: 8.33076672e-07 + art_stat_corr_16: 1.15935478e-08 JetScaleEff1: 6.11473630e-01 JetScaleEff2: 2.95084734e-01 JetScaleEff3: 1.86212244e-01 @@ -883,49 +883,49 @@ bins: ElScaleR12: 7.53325959e-02 ElScaleZee: 0.1 ElScalePS: 1.65831240e-02 - ElResolution: 0.01 + ElResolution: -0.01 ElSFReco: 1.05237826e-01 ElSFId: 2.75090894e-01 ElSFTrigger: 1.35185058e-01 ElSFIso: 5.54526825e-02 ElSFChargeMisID: 9.83615779e-04 METScale: 2.41660919e-01 - METResLong: 0.25 - METResTrans: 0.27 + METResLong: -0.25 + METResTrans: -0.27 PileupWeight: 6.16441400e-02 QCDlowRange: 3.31662479e-02 QCDhighRange: 3.84057287e-03 - QCDvarIso: 0.14 - QCDvarElID: 0.09 + QCDvarIso: -0.14 + QCDvarElID: -0.09 QCDfitUncert: 0.02 QCDotherGen: 0.08 - QCDfitRebin: 0.0004 + QCDfitRebin: -0.0004 XsecZ: 0.01 XsecTop: 0.17 XsecDibos: 0.02 - BkgTtbarNorm: 0.17 - BkgMCstat: 0.08 + BkgTtbarNorm: -0.17 + BkgMCstat: -0.08 WHFmodel: 0.03 - LumiUncert: 4.65053760e-01 - UnfoldMCstat: 0.18 + LumiUncert: 0.08 + UnfoldMCstat: -0.18 UnfoldOtherGen: 0.42 - UnfoldReweight: 0.04 -- art_stat_corr_1: -1.61853308e-05 - art_stat_corr_2: 4.98086175e-05 - art_stat_corr_3: -1.27621124e-04 - art_stat_corr_4: -4.42847472e-04 - art_stat_corr_5: 3.64841217e-03 - art_stat_corr_6: -4.92403580e-03 - art_stat_corr_7: -3.76715805e-03 - art_stat_corr_8: -8.62506075e-03 - art_stat_corr_9: 4.23588993e-02 - art_stat_corr_10: -8.46233141e-02 - art_stat_corr_11: -1.11772276e-02 - art_stat_corr_12: -3.03154992e-03 - art_stat_corr_13: -3.63530728e-04 - art_stat_corr_14: 1.00671386e-04 - art_stat_corr_15: -5.37112398e-06 - art_stat_corr_16: 6.26335244e-08 + UnfoldReweight: -0.04 +- art_stat_corr_1: -1.64259374e-05 + art_stat_corr_2: 5.30191066e-05 + art_stat_corr_3: -1.22891895e-04 + art_stat_corr_4: -4.47167708e-04 + art_stat_corr_5: 3.59497250e-03 + art_stat_corr_6: -4.86566002e-03 + art_stat_corr_7: -3.53576266e-03 + art_stat_corr_8: -9.63651530e-03 + art_stat_corr_9: 4.40652171e-02 + art_stat_corr_10: -8.35920896e-02 + art_stat_corr_11: -1.16564604e-02 + art_stat_corr_12: -2.90926590e-03 + art_stat_corr_13: 3.08941919e-04 + art_stat_corr_14: -7.87349615e-05 + art_stat_corr_15: -2.02333728e-06 + art_stat_corr_16: 1.84260407e-08 JetScaleEff1: 2.17115177e-01 JetScaleEff2: 1.33651599e-01 JetScaleEff3: 6.53834842e-02 @@ -953,49 +953,49 @@ bins: ElScaleR12: 2.80356915e-02 ElScaleZee: 3.65068487e-02 ElScalePS: 6.55743852e-03 - ElResolution: 0.005 + ElResolution: -0.005 ElSFReco: 3.85583973e-02 ElSFId: 9.95627943e-02 ElSFTrigger: 4.80208288e-02 ElSFIso: 1.92093727e-02 ElSFChargeMisID: 3.84057287e-04 METScale: 8.49985294e-02 - METResLong: 0.088 - METResTrans: 0.097 + METResLong: -0.088 + METResTrans: -0.097 PileupWeight: 2.14242853e-02 QCDlowRange: 1.25199840e-02 QCDhighRange: 1.41421356e-03 - QCDvarIso: 0.05 - QCDvarElID: 0.034 + QCDvarIso: -0.05 + QCDvarElID: -0.034 QCDfitUncert: 0.012 QCDotherGen: 0.027 QCDfitRebin: 0.0002 XsecZ: 0.002 XsecTop: 6.45038759e-02 XsecDibos: 0.009 - BkgTtbarNorm: 0.065 - BkgMCstat: 0.044 - WHFmodel: 0.013 - LumiUncert: 1.67053884e-01 - UnfoldMCstat: 0.104 + BkgTtbarNorm: -0.065 + BkgMCstat: -0.044 + WHFmodel: -0.013 + LumiUncert: 0.029 + UnfoldMCstat: -0.104 UnfoldOtherGen: 0.148 - UnfoldReweight: 0.015 -- art_stat_corr_1: 8.13455362e-07 - art_stat_corr_2: 3.24884647e-06 - art_stat_corr_3: -2.64150251e-05 - art_stat_corr_4: 3.02569282e-05 - art_stat_corr_5: 2.42664877e-04 - art_stat_corr_6: -7.14355230e-04 - art_stat_corr_7: -1.88560372e-03 - art_stat_corr_8: 3.16979315e-03 - art_stat_corr_9: 7.05684691e-05 - art_stat_corr_10: -1.99466580e-02 - art_stat_corr_11: 5.56305737e-02 - art_stat_corr_12: 9.37982278e-03 - art_stat_corr_13: 2.22529485e-03 - art_stat_corr_14: -5.06395910e-04 - art_stat_corr_15: 4.20600216e-05 - art_stat_corr_16: -1.40924527e-07 + UnfoldReweight: -0.015 +- art_stat_corr_1: -9.10833581e-08 + art_stat_corr_2: 3.66780920e-06 + art_stat_corr_3: -2.36072639e-05 + art_stat_corr_4: 2.77759008e-05 + art_stat_corr_5: 2.50248861e-04 + art_stat_corr_6: -7.47380507e-04 + art_stat_corr_7: -1.95852724e-03 + art_stat_corr_8: 3.12571045e-03 + art_stat_corr_9: 7.09573009e-04 + art_stat_corr_10: -2.06271036e-02 + art_stat_corr_11: 5.54268355e-02 + art_stat_corr_12: 9.12828927e-03 + art_stat_corr_13: -2.03986936e-03 + art_stat_corr_14: 4.11199947e-04 + art_stat_corr_15: 2.74249178e-05 + art_stat_corr_16: 3.21801522e-07 JetScaleEff1: 8.45739322e-02 JetScaleEff2: 5.45412688e-02 JetScaleEff3: 2.71477439e-02 @@ -1023,49 +1023,49 @@ bins: ElScaleR12: 1.15217186e-02 ElScaleZee: 0.015 ElScalePS: 2.44948974e-03 - ElResolution: 0.002 + ElResolution: -0.002 ElSFReco: 1.55161206e-02 ElSFId: 4.10243830e-02 ElSFTrigger: 1.95128163e-02 ElSFIso: 8.12403840e-03 ElSFChargeMisID: 1.92028644e-04 METScale: 3.46806863e-02 - METResLong: 0.036 - METResTrans: 0.04 + METResLong: -0.036 + METResTrans: -0.04 PileupWeight: 8.76070773e-03 QCDlowRange: 5.74456265e-03 QCDhighRange: 8.98610038e-04 - QCDvarIso: 0.02 - QCDvarElID: 0.014 + QCDvarIso: -0.02 + QCDvarElID: -0.014 QCDfitUncert: 0.004 QCDotherGen: 0.013 QCDfitRebin: 3.0e-05 XsecZ: 0.0004 XsecTop: 0.025 XsecDibos: 0.004 - BkgTtbarNorm: 0.025 - BkgMCstat: 0.026 - WHFmodel: 0.016 - LumiUncert: 6.85328388e-02 - UnfoldMCstat: 0.067 + BkgTtbarNorm: -0.025 + BkgMCstat: -0.026 + WHFmodel: -0.016 + LumiUncert: 0.012 + UnfoldMCstat: -0.067 UnfoldOtherGen: 0.061 - UnfoldReweight: 0.006 -- art_stat_corr_1: 3.16148191e-07 - art_stat_corr_2: 6.99129141e-07 - art_stat_corr_3: -6.06152022e-08 - art_stat_corr_4: 4.82857489e-06 - art_stat_corr_5: -2.57390885e-05 - art_stat_corr_6: 8.53773499e-06 - art_stat_corr_7: -1.03269451e-04 - art_stat_corr_8: 5.76021022e-04 - art_stat_corr_9: -1.67651806e-03 - art_stat_corr_10: 2.07892267e-03 - art_stat_corr_11: 1.57874126e-02 - art_stat_corr_12: -3.60845921e-02 - art_stat_corr_13: -5.98418131e-03 - art_stat_corr_14: 2.31336167e-03 - art_stat_corr_15: -1.47945196e-04 - art_stat_corr_16: 2.11660204e-06 + UnfoldReweight: -0.006 +- art_stat_corr_1: 4.55293903e-07 + art_stat_corr_2: -6.74227151e-08 + art_stat_corr_3: -1.14669827e-06 + art_stat_corr_4: 7.02717033e-06 + art_stat_corr_5: -1.86614319e-05 + art_stat_corr_6: -2.89755126e-06 + art_stat_corr_7: -1.29677153e-04 + art_stat_corr_8: 6.14199893e-04 + art_stat_corr_9: -1.65254776e-03 + art_stat_corr_10: 1.68819982e-03 + art_stat_corr_11: 1.51524880e-02 + art_stat_corr_12: -3.64424058e-02 + art_stat_corr_13: 5.67496135e-03 + art_stat_corr_14: -2.04024922e-03 + art_stat_corr_15: -9.98404739e-05 + art_stat_corr_16: 2.43543426e-07 JetScaleEff1: 4.34827552e-02 JetScaleEff2: 4.04227659e-02 JetScaleEff3: 1.20830460e-02 @@ -1093,49 +1093,49 @@ bins: ElScaleR12: 0.005 ElScaleZee: 0.007 ElScalePS: 8.17006732e-04 - ElResolution: 0.001 + ElResolution: -0.001 ElSFReco: 0.007 ElSFId: 0.018 ElSFTrigger: 0.009 ElSFIso: 3.57071421e-03 ElSFChargeMisID: 9.38083152e-05 METScale: 1.56444878e-02 - METResLong: 0.016 - METResTrans: 0.018 + METResLong: -0.016 + METResTrans: -0.018 PileupWeight: 3.57071421e-03 QCDlowRange: 1.65831240e-03 QCDhighRange: 2.17944947e-04 - QCDvarIso: 0.009 - QCDvarElID: 0.006 + QCDvarIso: -0.009 + QCDvarElID: -0.006 QCDfitUncert: 0.001 QCDotherGen: 0.004 QCDfitRebin: 0.0001 XsecZ: 0.001 XsecTop: 0.011 XsecDibos: 0.002 - BkgTtbarNorm: 0.01 - BkgMCstat: 0.018 - WHFmodel: 0.009 - LumiUncert: 3.05081956e-02 - UnfoldMCstat: 0.041 + BkgTtbarNorm: -0.01 + BkgMCstat: -0.018 + WHFmodel: -0.009 + LumiUncert: 0.005 + UnfoldMCstat: -0.041 UnfoldOtherGen: 0.027 - UnfoldReweight: 0.003 -- art_stat_corr_1: 1.17924381e-07 - art_stat_corr_2: -4.32932627e-07 - art_stat_corr_3: 8.47634966e-07 - art_stat_corr_4: 1.07502975e-06 - art_stat_corr_5: -3.42259852e-06 - art_stat_corr_6: 7.90856939e-06 - art_stat_corr_7: 1.54468544e-05 - art_stat_corr_8: 2.28036482e-06 - art_stat_corr_9: -2.09993491e-04 - art_stat_corr_10: 1.03980379e-03 - art_stat_corr_11: -1.05975432e-03 - art_stat_corr_12: -1.13337976e-02 - art_stat_corr_13: 2.15846428e-02 - art_stat_corr_14: -6.92241057e-03 - art_stat_corr_15: 7.99848715e-04 - art_stat_corr_16: -3.64223907e-06 + UnfoldReweight: -0.003 +- art_stat_corr_1: 4.02428595e-07 + art_stat_corr_2: -1.99421271e-07 + art_stat_corr_3: -6.24662632e-07 + art_stat_corr_4: -9.04429588e-08 + art_stat_corr_5: -3.77498647e-06 + art_stat_corr_6: 4.95499691e-06 + art_stat_corr_7: 6.29728436e-06 + art_stat_corr_8: 2.28523936e-05 + art_stat_corr_9: -2.38185848e-04 + art_stat_corr_10: 1.00608655e-03 + art_stat_corr_11: -9.80242363e-04 + art_stat_corr_12: -1.04716101e-02 + art_stat_corr_13: -2.20994929e-02 + art_stat_corr_14: 6.68102496e-03 + art_stat_corr_15: 6.71749196e-04 + art_stat_corr_16: 5.98617549e-06 JetScaleEff1: 2.05773541e-02 JetScaleEff2: 2.64894319e-02 JetScaleEff3: 5.62849891e-03 @@ -1163,49 +1163,49 @@ bins: ElScaleR12: 2.40416306e-03 ElScaleZee: 0.0031 ElScalePS: 5.72276157e-04 - ElResolution: 0.0004 + ElResolution: -0.0004 ElSFReco: 3.25691572e-03 ElSFId: 8.50470458e-03 ElSFTrigger: 4.10243830e-03 ElSFIso: 1.62480768e-03 ElSFChargeMisID: 3.0e-05 METScale: 7.29160476e-03 - METResLong: 0.0075 - METResTrans: 0.0083 + METResLong: -0.0075 + METResTrans: -0.0083 PileupWeight: 1.84932420e-03 QCDlowRange: 9.20597632e-04 QCDhighRange: 8.18535277e-05 - QCDvarIso: 0.0043 - QCDvarElID: 0.0029 + QCDvarIso: -0.0043 + QCDvarElID: -0.0029 QCDfitUncert: 0.0004 QCDotherGen: 0.0021 - QCDfitRebin: 2.0e-05 + QCDfitRebin: -2.0e-05 XsecZ: 0.0002 XsecTop: 0.0046 XsecDibos: 0.0008 - BkgTtbarNorm: 0.0046 - BkgMCstat: 0.0095 - WHFmodel: 0.006 - LumiUncert: 1.39064733e-02 - UnfoldMCstat: 0.0291 + BkgTtbarNorm: -0.0046 + BkgMCstat: -0.0095 + WHFmodel: -0.006 + LumiUncert: 0.0021 + UnfoldMCstat: -0.0291 UnfoldOtherGen: 0.0127 - UnfoldReweight: 0.0013 -- art_stat_corr_1: 2.66914213e-07 - art_stat_corr_2: -2.21811939e-07 - art_stat_corr_3: 2.07683866e-08 - art_stat_corr_4: 1.50440505e-07 - art_stat_corr_5: 6.84405097e-08 - art_stat_corr_6: 7.26400016e-07 - art_stat_corr_7: 2.58934188e-06 - art_stat_corr_8: -8.43678388e-06 - art_stat_corr_9: 8.06669679e-06 - art_stat_corr_10: 9.10221488e-05 - art_stat_corr_11: -9.73452903e-04 - art_stat_corr_12: 6.06967015e-04 - art_stat_corr_13: 1.12246865e-02 - art_stat_corr_14: 1.47251600e-02 - art_stat_corr_15: -1.34551275e-03 - art_stat_corr_16: 3.49605741e-05 + UnfoldReweight: -0.0013 +- art_stat_corr_1: 6.11404828e-07 + art_stat_corr_2: -6.54294374e-09 + art_stat_corr_3: -1.98994997e-07 + art_stat_corr_4: -8.46087664e-07 + art_stat_corr_5: 2.07066481e-06 + art_stat_corr_6: -1.35106980e-06 + art_stat_corr_7: 3.57099140e-06 + art_stat_corr_8: -1.14748810e-05 + art_stat_corr_9: 1.02084162e-06 + art_stat_corr_10: 1.17391533e-04 + art_stat_corr_11: -8.90101054e-04 + art_stat_corr_12: 4.87044722e-04 + art_stat_corr_13: -1.05416240e-02 + art_stat_corr_14: -1.52379058e-02 + art_stat_corr_15: -1.26357048e-03 + art_stat_corr_16: 1.88140770e-05 JetScaleEff1: 1.10344914e-02 JetScaleEff2: 1.42049287e-02 JetScaleEff3: 3.01330383e-03 @@ -1233,49 +1233,49 @@ bins: ElScaleR12: 1.25199840e-03 ElScaleZee: 0.0017 ElScalePS: 3.27871926e-04 - ElResolution: 0.0002 + ElResolution: -0.0002 ElSFReco: 1.75142799e-03 ElSFId: 4.55494237e-03 ElSFTrigger: 0.0022 ElSFIso: 9.11043358e-04 ElSFChargeMisID: 2.17944947e-05 METScale: 3.92300905e-03 - METResLong: 0.004 - METResTrans: 0.0044 + METResLong: -0.004 + METResTrans: -0.0044 PileupWeight: 9.73396117e-04 QCDlowRange: 5.54526825e-04 QCDhighRange: 8.17006732e-05 - QCDvarIso: 0.0023 - QCDvarElID: 0.0015 + QCDvarIso: -0.0023 + QCDvarElID: -0.0015 QCDfitUncert: 0.0003 QCDotherGen: 0.0016 QCDfitRebin: 2.0e-05 XsecZ: 0.0001 XsecTop: 0.002 XsecDibos: 0.0005 - BkgTtbarNorm: 0.0022 - BkgMCstat: 0.0075 + BkgTtbarNorm: -0.0022 + BkgMCstat: -0.0075 WHFmodel: 0.007 - LumiUncert: 7.35306059e-03 - UnfoldMCstat: 0.021 + LumiUncert: 0.001 + UnfoldMCstat: -0.021 UnfoldOtherGen: 0.0068 - UnfoldReweight: 0.0007 -- art_stat_corr_1: 7.56237256e-08 - art_stat_corr_2: 1.29089220e-07 - art_stat_corr_3: 8.87424462e-08 - art_stat_corr_4: -3.77457446e-07 - art_stat_corr_5: 1.39773561e-08 - art_stat_corr_6: -8.30812932e-07 - art_stat_corr_7: -3.61059721e-07 - art_stat_corr_8: -1.37975712e-07 - art_stat_corr_9: 3.92849298e-06 - art_stat_corr_10: -5.12202831e-06 - art_stat_corr_11: -5.52372235e-05 - art_stat_corr_12: 4.29480960e-04 - art_stat_corr_13: -3.26641285e-04 - art_stat_corr_14: 2.67267476e-03 - art_stat_corr_15: 9.62094249e-03 - art_stat_corr_16: 5.73727673e-06 + UnfoldReweight: -0.0007 +- art_stat_corr_1: -1.24133611e-07 + art_stat_corr_2: -2.56738193e-08 + art_stat_corr_3: 9.98836299e-07 + art_stat_corr_4: 1.04245533e-06 + art_stat_corr_5: 4.48582443e-07 + art_stat_corr_6: 8.14446806e-08 + art_stat_corr_7: -8.24903661e-07 + art_stat_corr_8: 1.40618586e-06 + art_stat_corr_9: -1.10112643e-06 + art_stat_corr_10: 1.49916195e-06 + art_stat_corr_11: -5.17372592e-05 + art_stat_corr_12: 3.88012999e-04 + art_stat_corr_13: 2.22455730e-04 + art_stat_corr_14: -2.47490450e-03 + art_stat_corr_15: 9.67841677e-03 + art_stat_corr_16: 1.92536921e-05 JetScaleEff1: 4.02585395e-03 JetScaleEff2: 5.23139561e-03 JetScaleEff3: 1.10905365e-03 @@ -1303,49 +1303,49 @@ bins: ElScaleR12: 4.55521679e-04 ElScaleZee: 0.0006 ElScalePS: 8.17006732e-05 - ElResolution: 0.0001 + ElResolution: -0.0001 ElSFReco: 6.53834842e-04 ElSFId: 1.65151446e-03 ElSFTrigger: 0.0008 ElSFIso: 3.57071421e-04 ElSFChargeMisID: 9.38083152e-06 METScale: 1.40712473e-03 - METResLong: 0.0015 - METResTrans: 0.0016 + METResLong: -0.0015 + METResTrans: -0.0016 PileupWeight: 3.57071421e-04 QCDlowRange: 8.98610038e-05 QCDhighRange: 1.0e-05 - QCDvarIso: 0.0008 - QCDvarElID: 0.0006 + QCDvarIso: -0.0008 + QCDvarElID: -0.0006 QCDfitUncert: 5.0e-08 QCDotherGen: 0.0001 QCDfitRebin: 2.0e-06 XsecZ: 0.0002 XsecTop: 0.0009 XsecDibos: 0.0002 - BkgTtbarNorm: 0.0009 - BkgMCstat: 0.0032 + BkgTtbarNorm: -0.0009 + BkgMCstat: -0.0032 WHFmodel: 0.0014 - LumiUncert: 2.85087706e-03 - UnfoldMCstat: 0.0092 + LumiUncert: 0.0005 + UnfoldMCstat: -0.0092 UnfoldOtherGen: 0.0025 - UnfoldReweight: 0.0002 -- art_stat_corr_1: 1.40662424e-07 - art_stat_corr_2: -9.15457279e-08 - art_stat_corr_3: 1.08570996e-07 - art_stat_corr_4: -3.98059077e-08 - art_stat_corr_5: 5.11073076e-08 - art_stat_corr_6: -1.50522461e-07 - art_stat_corr_7: -1.65073175e-07 - art_stat_corr_8: 3.26357159e-07 - art_stat_corr_9: -1.97994875e-07 - art_stat_corr_10: -4.13772221e-07 - art_stat_corr_11: 1.62137313e-06 - art_stat_corr_12: 3.75045501e-06 - art_stat_corr_13: -8.67701442e-05 - art_stat_corr_14: -1.62644365e-04 - art_stat_corr_15: -1.42971736e-06 - art_stat_corr_16: 3.44506874e-03 + UnfoldReweight: -0.0002 +- art_stat_corr_1: 1.34403646e-07 + art_stat_corr_2: -9.06366037e-09 + art_stat_corr_3: -1.07586258e-07 + art_stat_corr_4: -1.90742983e-07 + art_stat_corr_5: 2.05713198e-07 + art_stat_corr_6: -1.67383386e-07 + art_stat_corr_7: -4.76132843e-08 + art_stat_corr_8: -4.08991071e-07 + art_stat_corr_9: -3.41385914e-07 + art_stat_corr_10: -2.93638732e-07 + art_stat_corr_11: 6.46750494e-07 + art_stat_corr_12: 1.50943179e-05 + art_stat_corr_13: 9.44540258e-05 + art_stat_corr_14: 8.54907729e-05 + art_stat_corr_15: -4.83216534e-05 + art_stat_corr_16: 3.44727516e-03 JetScaleEff1: 9.34705836e-04 JetScaleEff2: 1.20261174e-03 JetScaleEff3: 2.55880832e-04 @@ -1373,30 +1373,30 @@ bins: ElScaleR12: 1.05237826e-04 ElScaleZee: 0.00014 ElScalePS: 2.44948974e-05 - ElResolution: 2.0e-05 + ElResolution: -2.0e-05 ElSFReco: 1.50665192e-04 ElSFId: 3.90256326e-04 ElSFTrigger: 1.85135086e-04 ElSFIso: 7.53325959e-05 ElSFChargeMisID: 1.03440804e-06 METScale: 3.32716095e-04 - METResLong: 0.00034 - METResTrans: 0.00038 + METResLong: -0.00034 + METResTrans: -0.00038 PileupWeight: 8.12403840e-05 QCDlowRange: 1.0e-05 QCDhighRange: 8.24621125e-07 - QCDvarIso: 0.00019 - QCDvarElID: 0.00013 - QCDfitUncert: 3.0e-06 - QCDotherGen: 2.0e-05 - QCDfitRebin: 1.0e-08 + QCDvarIso: -0.00019 + QCDvarElID: -0.00013 + QCDfitUncert: -3.0e-06 + QCDotherGen: -2.0e-05 + QCDfitRebin: -1.0e-08 XsecZ: 6.0e-05 XsecTop: 0.00014 XsecDibos: 8.0e-05 - BkgTtbarNorm: 0.00013 - BkgMCstat: 0.00099 - WHFmodel: 0.00075 - LumiUncert: 6.50153828e-04 - UnfoldMCstat: 0.00404 + BkgTtbarNorm: -0.00013 + BkgMCstat: -0.00099 + WHFmodel: -0.00075 + LumiUncert: 0.00011 + UnfoldMCstat: -0.00404 UnfoldOtherGen: 0.00058 - UnfoldReweight: 6.0e-05 + UnfoldReweight: -6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index eabff35e75..e7a3d98ce5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -230,39 +230,39 @@ definitions: QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT - type: UNCORR + type: ATLASWJ42 QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: ATLASWJ42 + type: ATLASWJ43 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: ATLASWJ43 + type: ATLASWJ44 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: ATLASWJ44 + type: ATLASWJ45 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: ATLASWJ45 + type: ATLASWJ46 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: ATLASWJ46 + type: ATLASWJ47 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: ATLASWJ47 + type: ATLASWJ48 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT - type: UNCORR + type: ATLASWJ49 WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: ATLASWJ48 + type: ATLASWJ50 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,28 +274,28 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: ATLASWJ49 + type: UNCORR UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: ATLASWJ50 + type: UNCORR bins: -- art_stat_corr_1: -1.98549813e+00 - art_stat_corr_2: -9.25079723e-02 - art_stat_corr_3: -1.88737325e-01 - art_stat_corr_4: -9.46107117e-02 - art_stat_corr_5: -5.68157564e-02 - art_stat_corr_6: -3.75945006e-02 - art_stat_corr_7: 4.94245821e-03 - art_stat_corr_8: -8.11582063e-04 - art_stat_corr_9: -1.45818415e-04 - art_stat_corr_10: -2.27037350e-05 - art_stat_corr_11: -1.32337848e-06 - art_stat_corr_12: -1.26667928e-07 - art_stat_corr_13: 5.87697050e-09 - art_stat_corr_14: -6.07661817e-09 - art_stat_corr_15: 1.43013263e-08 - art_stat_corr_16: -4.28585078e-10 +- art_stat_corr_1: -1.98542171e+00 + art_stat_corr_2: 9.56548751e-02 + art_stat_corr_3: 1.88862080e-01 + art_stat_corr_4: 9.28404853e-02 + art_stat_corr_5: 5.61228648e-02 + art_stat_corr_6: 3.85627331e-02 + art_stat_corr_7: 5.00592572e-03 + art_stat_corr_8: -7.85567390e-04 + art_stat_corr_9: -1.33589803e-04 + art_stat_corr_10: -1.79785626e-05 + art_stat_corr_11: -1.05988974e-06 + art_stat_corr_12: -1.19526188e-07 + art_stat_corr_13: 4.35508103e-08 + art_stat_corr_14: -1.05397397e-08 + art_stat_corr_15: -1.19261727e-09 + art_stat_corr_16: 2.06555333e-10 JetScaleEff1: 1.25501992e+02 JetScaleEff2: 3.15079355e+01 JetScaleEff3: 4.55521679e+00 @@ -323,7 +323,7 @@ bins: ElScaleR12: 2.0 ElScaleZee: 2.16043977e+01 ElScalePS: 0.5 - ElResolution: 3 + ElResolution: -3 ElSFReco: 5.0 ElSFId: 1.75142799e+01 ElSFTrigger: 14.0 @@ -339,33 +339,33 @@ bins: QCDvarElID: 48 QCDfitUncert: 5 QCDotherGen: 4 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 6.0 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 2 - WHFmodel: 13 - LumiUncert: 4.80208288e+01 - UnfoldMCstat: 4 + BkgTtbarNorm: -2 + BkgMCstat: -2 + WHFmodel: -13 + LumiUncert: 4.0 + UnfoldMCstat: -4 UnfoldOtherGen: 40 UnfoldReweight: 48 -- art_stat_corr_1: -5.46130092e-01 - art_stat_corr_2: 4.20854057e-01 - art_stat_corr_3: 5.59423753e-01 - art_stat_corr_4: 3.58404009e-01 - art_stat_corr_5: 2.31855937e-01 - art_stat_corr_6: 1.69572474e-01 - art_stat_corr_7: -2.60467742e-02 - art_stat_corr_8: 4.90610013e-03 - art_stat_corr_9: 9.42616776e-04 - art_stat_corr_10: 1.55326394e-04 - art_stat_corr_11: 8.69648562e-06 - art_stat_corr_12: 8.80425856e-07 - art_stat_corr_13: 1.62284565e-08 - art_stat_corr_14: -1.25049385e-08 - art_stat_corr_15: -4.02752628e-08 - art_stat_corr_16: 2.11172552e-09 +- art_stat_corr_1: -5.46002087e-01 + art_stat_corr_2: -4.27285350e-01 + art_stat_corr_3: -5.57536453e-01 + art_stat_corr_4: -3.52843748e-01 + art_stat_corr_5: -2.29862118e-01 + art_stat_corr_6: -1.74358239e-01 + art_stat_corr_7: -2.65003448e-02 + art_stat_corr_8: 4.78636812e-03 + art_stat_corr_9: 8.72668337e-04 + art_stat_corr_10: 1.25908437e-04 + art_stat_corr_11: 7.17572327e-06 + art_stat_corr_12: 9.20534997e-07 + art_stat_corr_13: -2.11361624e-07 + art_stat_corr_14: 5.74752177e-08 + art_stat_corr_15: 1.00856463e-08 + art_stat_corr_16: 7.42301837e-10 JetScaleEff1: 2.79014337e+02 JetScaleEff2: 6.95035970e+01 JetScaleEff3: 9.52627944e+00 @@ -393,49 +393,49 @@ bins: ElScaleR12: 4.0 ElScaleZee: 5.40740233e+01 ElScalePS: 1.0 - ElResolution: 8 + ElResolution: -8 ElSFReco: 1.35185058e+01 ElSFId: 44.0 ElSFTrigger: 3.45072456e+01 ElSFIso: 10.0 ElSFChargeMisID: 2.17944947e-01 METScale: 1.02619443e+02 - METResLong: 99 - METResTrans: 95 + METResLong: -99 + METResTrans: -95 PileupWeight: 3.15713478e+01 QCDlowRange: 3.53694784e+01 QCDhighRange: 4.55521679e+00 - QCDvarIso: 4 + QCDvarIso: -4 QCDvarElID: 19 QCDfitUncert: 7 QCDotherGen: 8 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 4.0 XsecTop: 5.0 XsecDibos: 2.0 - BkgTtbarNorm: 3 - BkgMCstat: 2 + BkgTtbarNorm: -3 + BkgMCstat: -2 WHFmodel: 13 - LumiUncert: 1.15034777e+02 - UnfoldMCstat: 7 + LumiUncert: 8.0 + UnfoldMCstat: -7 UnfoldOtherGen: 463 - UnfoldReweight: 29 -- art_stat_corr_1: -2.32127013e-02 - art_stat_corr_2: 8.78160776e-01 - art_stat_corr_3: 3.09818866e-01 - art_stat_corr_4: -1.72625277e-01 - art_stat_corr_5: -2.23992707e-01 - art_stat_corr_6: -2.23200218e-01 - art_stat_corr_7: 4.88640377e-02 - art_stat_corr_8: -1.10862158e-02 - art_stat_corr_9: -2.40207200e-03 - art_stat_corr_10: -4.09724989e-04 - art_stat_corr_11: -2.43367430e-05 - art_stat_corr_12: -2.23213712e-06 - art_stat_corr_13: -2.42353122e-07 - art_stat_corr_14: 2.63204302e-08 - art_stat_corr_15: 2.27500801e-08 - art_stat_corr_16: 9.52379364e-10 + UnfoldReweight: -29 +- art_stat_corr_1: -2.59558118e-02 + art_stat_corr_2: -8.80092582e-01 + art_stat_corr_3: -3.05579700e-01 + art_stat_corr_4: 1.69517565e-01 + art_stat_corr_5: 2.20631802e-01 + art_stat_corr_6: 2.26747457e-01 + art_stat_corr_7: 4.93373007e-02 + art_stat_corr_8: -1.07753162e-02 + art_stat_corr_9: -2.23453199e-03 + art_stat_corr_10: -3.37011786e-04 + art_stat_corr_11: -2.09343662e-05 + art_stat_corr_12: -2.37162477e-06 + art_stat_corr_13: 4.40014236e-07 + art_stat_corr_14: -8.99435481e-08 + art_stat_corr_15: -1.28832719e-08 + art_stat_corr_16: 4.60457365e-10 JetScaleEff1: 1.28548629e+02 JetScaleEff2: 25.0 JetScaleEff3: 2.59807621e+00 @@ -463,49 +463,49 @@ bins: ElScaleR12: 6.0 ElScaleZee: 2.70370117e+01 ElScalePS: 1.0 - ElResolution: 2 + ElResolution: -2 ElSFReco: 8.0 ElSFId: 24.0 ElSFTrigger: 18.0 ElSFIso: 6.0 ElSFChargeMisID: 1.03440804e-01 METScale: 8.25757228e+01 - METResLong: 76 - METResTrans: 76 + METResLong: -76 + METResTrans: -76 PileupWeight: 1.75142799e+01 QCDlowRange: 1.50996689e+01 QCDhighRange: 2.0 - QCDvarIso: 7 + QCDvarIso: -7 QCDvarElID: 10 QCDfitUncert: 3 QCDotherGen: 3 - QCDfitRebin: 0.3 + QCDfitRebin: -0.3 XsecZ: 0.3 XsecTop: 4.0 XsecDibos: 2.0 - BkgTtbarNorm: 3 - BkgMCstat: 1 + BkgTtbarNorm: -3 + BkgMCstat: -1 WHFmodel: 16 - LumiUncert: 6.20161269e+01 - UnfoldMCstat: 4 + LumiUncert: 5.0 + UnfoldMCstat: -4 UnfoldOtherGen: 58 - UnfoldReweight: 7 -- art_stat_corr_1: 8.37312159e-02 - art_stat_corr_2: 7.44624627e-01 - art_stat_corr_3: -6.07705503e-01 - art_stat_corr_4: -9.83901914e-02 - art_stat_corr_5: 8.48126654e-02 - art_stat_corr_6: 2.13416364e-01 - art_stat_corr_7: -7.88851286e-02 - art_stat_corr_8: 2.32654438e-02 - art_stat_corr_9: 5.62988051e-03 - art_stat_corr_10: 1.03142707e-03 - art_stat_corr_11: 6.23663052e-05 - art_stat_corr_12: 6.11287268e-06 - art_stat_corr_13: 6.69256365e-07 - art_stat_corr_14: -1.05692018e-07 - art_stat_corr_15: -1.57702078e-09 - art_stat_corr_16: -2.75770019e-09 + UnfoldReweight: -7 +- art_stat_corr_1: 8.37164657e-02 + art_stat_corr_2: -7.40666480e-01 + art_stat_corr_3: 6.12723683e-01 + art_stat_corr_4: 1.00961042e-01 + art_stat_corr_5: -8.01740596e-02 + art_stat_corr_6: -2.13197843e-01 + art_stat_corr_7: -7.97042497e-02 + art_stat_corr_8: 2.27702330e-02 + art_stat_corr_9: 5.29738728e-03 + art_stat_corr_10: 8.71305458e-04 + art_stat_corr_11: 5.44526894e-05 + art_stat_corr_12: 6.25756472e-06 + art_stat_corr_13: -8.84903348e-07 + art_stat_corr_14: 1.90042862e-07 + art_stat_corr_15: 1.09490964e-08 + art_stat_corr_16: 1.90345122e-09 JetScaleEff1: 42.0 JetScaleEff2: 4.0 JetScaleEff3: 3.57071421e+00 @@ -533,49 +533,49 @@ bins: ElScaleR12: 3.0 ElScaleZee: 9.0 ElScalePS: 0.2 - ElResolution: 1 + ElResolution: -1 ElSFReco: 4.0 ElSFId: 11.0 ElSFTrigger: 7.0 ElSFIso: 2.59807621e+00 ElSFChargeMisID: 5.17204022e-02 METScale: 3.00333148e+01 - METResLong: 23 - METResTrans: 26 + METResLong: -23 + METResTrans: -26 PileupWeight: 6.0 QCDlowRange: 4.12310563e+00 QCDhighRange: 8.29156198e-01 - QCDvarIso: 4 - QCDvarElID: 2 + QCDvarIso: -4 + QCDvarElID: -2 QCDfitUncert: 1 QCDotherGen: 1 - QCDfitRebin: 0.04 + QCDfitRebin: -0.04 XsecZ: 0.2 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 1 + BkgTtbarNorm: -2 + BkgMCstat: -1 WHFmodel: 8 - LumiUncert: 2.55098020e+01 - UnfoldMCstat: 2 + LumiUncert: 2.0 + UnfoldMCstat: -2 UnfoldOtherGen: 29 - UnfoldReweight: 3 -- art_stat_corr_1: 2.50600243e-02 - art_stat_corr_2: 1.68492305e-01 - art_stat_corr_3: -4.35060462e-01 - art_stat_corr_4: 4.54081860e-01 - art_stat_corr_5: 7.15182503e-02 - art_stat_corr_6: -1.82918172e-01 - art_stat_corr_7: 1.52192646e-01 - art_stat_corr_8: -5.89647083e-02 - art_stat_corr_9: -1.70328244e-02 - art_stat_corr_10: -3.29755489e-03 - art_stat_corr_11: -2.22027900e-04 - art_stat_corr_12: -2.12747037e-05 - art_stat_corr_13: -2.60819632e-06 - art_stat_corr_14: 3.69210066e-07 - art_stat_corr_15: 3.57630888e-09 - art_stat_corr_16: 8.00938753e-09 + UnfoldReweight: -3 +- art_stat_corr_1: 2.55145732e-02 + art_stat_corr_2: -1.66290402e-01 + art_stat_corr_3: 4.34534384e-01 + art_stat_corr_4: -4.55649045e-01 + art_stat_corr_5: -7.46825792e-02 + art_stat_corr_6: 1.79573386e-01 + art_stat_corr_7: 1.54332967e-01 + art_stat_corr_8: -5.78625089e-02 + art_stat_corr_9: -1.61711675e-02 + art_stat_corr_10: -2.82076836e-03 + art_stat_corr_11: -1.95618782e-04 + art_stat_corr_12: -2.12328617e-05 + art_stat_corr_13: 3.11642427e-06 + art_stat_corr_14: -6.35594969e-07 + art_stat_corr_15: 1.02852373e-08 + art_stat_corr_16: -3.41829418e-10 JetScaleEff1: 1.56514376e+01 JetScaleEff2: 1.10905365e+00 JetScaleEff3: 2.3 @@ -603,49 +603,49 @@ bins: ElScaleR12: 1.6 ElScaleZee: 3.05081956e+00 ElScalePS: 0.1 - ElResolution: 0.4 + ElResolution: -0.4 ElSFReco: 2.05121915e+00 ElSFId: 5.50181788e+00 ElSFTrigger: 2.95084734e+00 ElSFIso: 1.35185058e+00 ElSFChargeMisID: 2.17944947e-02 METScale: 9.17210445e+00 - METResLong: 6.9 - METResTrans: 7.9 + METResLong: -6.9 + METResTrans: -7.9 PileupWeight: 1.15217186e+00 QCDlowRange: 1.14455231e+00 QCDhighRange: 1.65831240e-01 - QCDvarIso: 1.5 - QCDvarElID: 3.1 + QCDvarIso: -1.5 + QCDvarElID: -3.1 QCDfitUncert: 0.4 QCDotherGen: 0.2 QCDfitRebin: 0.004 XsecZ: 0.1 XsecTop: 1.9 XsecDibos: 0.4 - BkgTtbarNorm: 1.7 - BkgMCstat: 0.5 + BkgTtbarNorm: -1.7 + BkgMCstat: -0.5 WHFmodel: 3.9 - LumiUncert: 1.14554572e+01 - UnfoldMCstat: 1.4 + LumiUncert: 1.2 + UnfoldMCstat: -1.4 UnfoldOtherGen: 18.6 - UnfoldReweight: 1.5 -- art_stat_corr_1: 2.47464666e-03 - art_stat_corr_2: -1.90402851e-02 - art_stat_corr_3: -8.78966463e-02 - art_stat_corr_4: 3.46431470e-01 - art_stat_corr_5: -2.62209409e-01 - art_stat_corr_6: -1.00171459e-01 - art_stat_corr_7: -1.65447965e-01 - art_stat_corr_8: 1.17995500e-01 - art_stat_corr_9: 4.15139667e-02 - art_stat_corr_10: 9.10299179e-03 - art_stat_corr_11: 6.47175004e-04 - art_stat_corr_12: 6.92560868e-05 - art_stat_corr_13: 8.00566104e-06 - art_stat_corr_14: -1.30342997e-06 - art_stat_corr_15: -5.92472364e-09 - art_stat_corr_16: -1.39398247e-08 + UnfoldReweight: -1.5 +- art_stat_corr_1: 2.51761439e-03 + art_stat_corr_2: 1.98165033e-02 + art_stat_corr_3: 8.58050707e-02 + art_stat_corr_4: -3.46827952e-01 + art_stat_corr_5: 2.58158877e-01 + art_stat_corr_6: 1.01902953e-01 + art_stat_corr_7: -1.71380028e-01 + art_stat_corr_8: 1.17764641e-01 + art_stat_corr_9: 4.01731969e-02 + art_stat_corr_10: 8.04717395e-03 + art_stat_corr_11: 5.82381468e-04 + art_stat_corr_12: 7.08732061e-05 + art_stat_corr_13: -9.79281907e-06 + art_stat_corr_14: 2.12651117e-06 + art_stat_corr_15: -5.60753977e-08 + art_stat_corr_16: 1.68372271e-09 JetScaleEff1: 6.65338260e+00 JetScaleEff2: 1.35185058e+00 JetScaleEff3: 1.25199840e+00 @@ -673,49 +673,49 @@ bins: ElScaleR12: 0.8 ElScaleZee: 1.30766968e+00 ElScalePS: 0.1 - ElResolution: 0.2 + ElResolution: -0.2 ElSFReco: 1.15217186e+00 ElSFId: 2.85087706e+00 ElSFTrigger: 1.45172311e+00 ElSFIso: 6.53834842e-01 ElSFChargeMisID: 1.03440804e-02 METScale: 3.00333148e+00 - METResLong: 2.6 - METResTrans: 2.7 + METResLong: -2.6 + METResTrans: -2.7 PileupWeight: 5.54526825e-01 QCDlowRange: 4.09267639e-01 QCDhighRange: 8.17006732e-02 - QCDvarIso: 0.9 - QCDvarElID: 1.0 + QCDvarIso: -0.9 + QCDvarElID: -1.0 QCDfitUncert: 0.2 QCDotherGen: 0.1 QCDfitRebin: 0.01 XsecZ: 0.1 XsecTop: 1.2 XsecDibos: 0.2 - BkgTtbarNorm: 1.1 - BkgMCstat: 0.3 + BkgTtbarNorm: -1.1 + BkgMCstat: -0.3 WHFmodel: 1.5 - LumiUncert: 5.60178543e+00 - UnfoldMCstat: 0.9 + LumiUncert: 0.7 + UnfoldMCstat: -0.9 UnfoldOtherGen: 4.3 - UnfoldReweight: 0.7 -- art_stat_corr_1: -7.88153600e-04 - art_stat_corr_2: -3.08801844e-02 - art_stat_corr_3: 2.16202779e-02 - art_stat_corr_4: 1.47961688e-01 - art_stat_corr_5: -3.98724643e-01 - art_stat_corr_6: 2.32247252e-01 - art_stat_corr_7: -1.76401036e-02 - art_stat_corr_8: -9.91815450e-02 - art_stat_corr_9: -5.83875891e-02 - art_stat_corr_10: -1.43789419e-02 - art_stat_corr_11: -1.23859781e-03 - art_stat_corr_12: -1.30942857e-04 - art_stat_corr_13: -1.74986569e-05 - art_stat_corr_14: 2.74165455e-06 - art_stat_corr_15: 6.09595778e-08 - art_stat_corr_16: 2.21608618e-08 + UnfoldReweight: -0.7 +- art_stat_corr_1: -8.03408678e-04 + art_stat_corr_2: 3.06889418e-02 + art_stat_corr_3: -2.25053233e-02 + art_stat_corr_4: -1.46579824e-01 + art_stat_corr_5: 4.00242437e-01 + art_stat_corr_6: -2.29587157e-01 + art_stat_corr_7: -1.37926731e-02 + art_stat_corr_8: -1.01904208e-01 + art_stat_corr_9: -5.84075702e-02 + art_stat_corr_10: -1.31766944e-02 + art_stat_corr_11: -1.15896269e-03 + art_stat_corr_12: -1.38265644e-04 + art_stat_corr_13: 2.11414152e-05 + art_stat_corr_14: -4.43170489e-06 + art_stat_corr_15: 1.80455595e-07 + art_stat_corr_16: 5.99134321e-10 JetScaleEff1: 3.55070416e+00 JetScaleEff2: 1.15217186e+00 JetScaleEff3: 7.79422863e-01 @@ -743,49 +743,49 @@ bins: ElScaleR12: 0.4 ElScaleZee: 0.6 ElScalePS: 0.03 - ElResolution: 0.1 + ElResolution: -0.1 ElSFReco: 0.6 ElSFId: 1.55161206e+00 ElSFTrigger: 0.8 ElSFIso: 3.57071421e-01 ElSFChargeMisID: 9.38083152e-03 METScale: 1.3 - METResLong: 0.9 - METResTrans: 1.1 + METResLong: -0.9 + METResTrans: -1.1 PileupWeight: 0.3 QCDlowRange: 1.65831240e-01 QCDhighRange: 3.27871926e-02 - QCDvarIso: 0.6 - QCDvarElID: 0.5 + QCDvarIso: -0.6 + QCDvarElID: -0.5 QCDfitUncert: 0.1 QCDotherGen: 0.1 QCDfitRebin: 0.01 XsecZ: 0.03 XsecTop: 0.7 XsecDibos: 0.1 - BkgTtbarNorm: 0.7 - BkgMCstat: 0.2 + BkgTtbarNorm: -0.7 + BkgMCstat: -0.2 WHFmodel: 0.8 - LumiUncert: 2.95084734e+00 - UnfoldMCstat: 0.6 + LumiUncert: 0.4 + UnfoldMCstat: -0.6 UnfoldOtherGen: 2.6 - UnfoldReweight: 0.4 -- art_stat_corr_1: -3.65661141e-04 - art_stat_corr_2: -8.65569703e-03 - art_stat_corr_3: 1.78735927e-02 - art_stat_corr_4: 9.00748703e-03 - art_stat_corr_5: -1.56983480e-01 - art_stat_corr_6: 1.91934276e-01 - art_stat_corr_7: 2.38615381e-01 - art_stat_corr_8: 6.59481550e-02 - art_stat_corr_9: 7.57155626e-02 - art_stat_corr_10: 2.48381034e-02 - art_stat_corr_11: 2.33097114e-03 - art_stat_corr_12: 3.06815934e-04 - art_stat_corr_13: 3.77668856e-05 - art_stat_corr_14: -7.70683209e-06 - art_stat_corr_15: -1.64036212e-07 - art_stat_corr_16: -1.36939404e-08 + UnfoldReweight: -0.4 +- art_stat_corr_1: -3.87209868e-04 + art_stat_corr_2: 8.68187011e-03 + art_stat_corr_3: -1.81399120e-02 + art_stat_corr_4: -8.86357012e-03 + art_stat_corr_5: 1.60217683e-01 + art_stat_corr_6: -1.89584752e-01 + art_stat_corr_7: 2.35803745e-01 + art_stat_corr_8: 7.35596006e-02 + art_stat_corr_9: 7.70634415e-02 + art_stat_corr_10: 2.33806806e-02 + art_stat_corr_11: 2.19424159e-03 + art_stat_corr_12: 3.22092689e-04 + art_stat_corr_13: -4.57266799e-05 + art_stat_corr_14: 1.06428903e-05 + art_stat_corr_15: -3.98033596e-07 + art_stat_corr_16: 5.67892573e-09 JetScaleEff1: 1.98126222e+00 JetScaleEff2: 7.85286572e-01 JetScaleEff3: 5.61604843e-01 @@ -813,49 +813,49 @@ bins: ElScaleR12: 2.25111084e-01 ElScaleZee: 0.32 ElScalePS: 1.65831240e-02 - ElResolution: 0.06 + ElResolution: -0.06 ElSFReco: 3.35670970e-01 ElSFId: 0.86 ElSFTrigger: 4.45056176e-01 ElSFIso: 1.90525589e-01 ElSFChargeMisID: 0.003 METScale: 5.51633937e-01 - METResLong: 0.45 - METResTrans: 0.45 + METResLong: -0.45 + METResTrans: -0.45 PileupWeight: 1.50665192e-01 QCDlowRange: 1.06301458e-01 QCDhighRange: 1.65831240e-02 - QCDvarIso: 0.3 - QCDvarElID: 0.3 + QCDvarIso: -0.3 + QCDvarElID: -0.3 QCDfitUncert: 0.06 QCDotherGen: 0.03 QCDfitRebin: 0.01 XsecZ: 0.01 XsecTop: 0.4 XsecDibos: 0.06 - BkgTtbarNorm: 0.39 - BkgMCstat: 0.14 + BkgTtbarNorm: -0.39 + BkgMCstat: -0.14 WHFmodel: 0.36 - LumiUncert: 1.60056240e+00 - UnfoldMCstat: 0.46 + LumiUncert: 0.21 + UnfoldMCstat: -0.46 UnfoldOtherGen: 1.41 - UnfoldReweight: 0.2 -- art_stat_corr_1: -3.84037556e-05 - art_stat_corr_2: -2.65318618e-04 - art_stat_corr_3: 2.37663959e-03 - art_stat_corr_4: -9.62629650e-03 - art_stat_corr_5: 1.60261186e-03 - art_stat_corr_6: 2.09957285e-02 - art_stat_corr_7: 8.94448331e-02 - art_stat_corr_8: 1.51817025e-01 - art_stat_corr_9: -1.04821490e-01 - art_stat_corr_10: -3.84969698e-02 - art_stat_corr_11: -6.27078496e-03 - art_stat_corr_12: -7.31546431e-04 - art_stat_corr_13: -1.33441500e-04 - art_stat_corr_14: 2.56730128e-05 - art_stat_corr_15: 1.51825627e-06 - art_stat_corr_16: 2.66950177e-08 + UnfoldReweight: -0.2 +- art_stat_corr_1: -3.82463633e-05 + art_stat_corr_2: 2.42918591e-04 + art_stat_corr_3: -2.31167392e-03 + art_stat_corr_4: 9.68858537e-03 + art_stat_corr_5: -1.99313094e-03 + art_stat_corr_6: -1.96235212e-02 + art_stat_corr_7: 8.52584543e-02 + art_stat_corr_8: 1.51261283e-01 + art_stat_corr_9: -1.09905334e-01 + art_stat_corr_10: -3.66859804e-02 + art_stat_corr_11: -6.08394655e-03 + art_stat_corr_12: -7.81098367e-04 + art_stat_corr_13: 1.51417046e-04 + art_stat_corr_14: -3.24003437e-05 + art_stat_corr_15: 2.09035085e-06 + art_stat_corr_16: 1.64786681e-08 JetScaleEff1: 9.25243211e-01 JetScaleEff2: 4.53541619e-01 JetScaleEff3: 2.67348088e-01 @@ -883,49 +883,49 @@ bins: ElScaleR12: 0.1 ElScaleZee: 0.15 ElScalePS: 0.01 - ElResolution: 0.03 + ElResolution: -0.03 ElSFReco: 1.55161206e-01 ElSFId: 3.95063286e-01 ElSFTrigger: 2.05121915e-01 ElSFIso: 8.52936105e-02 ElSFChargeMisID: 1.08972474e-03 METScale: 2.55880832e-01 - METResLong: 0.21 - METResTrans: 0.21 + METResLong: -0.21 + METResTrans: -0.21 PileupWeight: 0.07 QCDlowRange: 4.89897949e-02 QCDhighRange: 8.41130192e-03 - QCDvarIso: 0.14 - QCDvarElID: 0.14 + QCDvarIso: -0.14 + QCDvarElID: -0.14 QCDfitUncert: 0.03 QCDotherGen: 0.01 QCDfitRebin: 0.003 XsecZ: 0.002 XsecTop: 0.19 XsecDibos: 0.03 - BkgTtbarNorm: 0.19 - BkgMCstat: 0.08 + BkgTtbarNorm: -0.19 + BkgMCstat: -0.08 WHFmodel: 0.11 - LumiUncert: 7.35306059e-01 - UnfoldMCstat: 0.24 + LumiUncert: 0.1 + UnfoldMCstat: -0.24 UnfoldOtherGen: 0.68 - UnfoldReweight: 0.09 -- art_stat_corr_1: 2.02933021e-06 - art_stat_corr_2: 1.24085098e-04 - art_stat_corr_3: -1.14431905e-04 - art_stat_corr_4: -1.36319976e-03 - art_stat_corr_5: 5.62675756e-03 - art_stat_corr_6: -5.66525322e-03 - art_stat_corr_7: -4.95430780e-03 - art_stat_corr_8: 1.45716788e-02 - art_stat_corr_9: -6.47245900e-02 - art_stat_corr_10: 1.10115855e-01 - art_stat_corr_11: 1.62956568e-02 - art_stat_corr_12: 4.10363444e-03 - art_stat_corr_13: 5.43143848e-04 - art_stat_corr_14: -1.45837852e-04 - art_stat_corr_15: -3.74284320e-06 - art_stat_corr_16: 4.11028116e-08 + UnfoldReweight: -0.09 +- art_stat_corr_1: 9.76535268e-07 + art_stat_corr_2: -1.21827150e-04 + art_stat_corr_3: 1.22650116e-04 + art_stat_corr_4: 1.36102455e-03 + art_stat_corr_5: -5.76850772e-03 + art_stat_corr_6: 5.67446450e-03 + art_stat_corr_7: -5.27574622e-03 + art_stat_corr_8: 1.31489012e-02 + art_stat_corr_9: -6.19883840e-02 + art_stat_corr_10: 1.11921847e-01 + art_stat_corr_11: 1.56260979e-02 + art_stat_corr_12: 4.27178777e-03 + art_stat_corr_13: -6.31359205e-04 + art_stat_corr_14: 1.84094088e-04 + art_stat_corr_15: -9.58588930e-06 + art_stat_corr_16: 1.43675568e-07 JetScaleEff1: 3.30302891e-01 JetScaleEff2: 0.22 JetScaleEff3: 1.00995049e-01 @@ -953,49 +953,49 @@ bins: ElScaleR12: 0.04 ElScaleZee: 5.54526825e-02 ElScalePS: 2.59807621e-03 - ElResolution: 0.01 + ElResolution: -0.01 ElSFReco: 5.54526825e-02 ElSFId: 0.16 ElSFTrigger: 7.53325959e-02 ElSFIso: 0.03 ElSFChargeMisID: 9.38083152e-04 METScale: 9.52627944e-02 - METResLong: 0.08 - METResTrans: 0.08 + METResLong: -0.08 + METResTrans: -0.08 PileupWeight: 2.59807621e-02 QCDlowRange: 1.65831240e-02 QCDhighRange: 3.31662479e-03 - QCDvarIso: 0.05 - QCDvarElID: 0.05 + QCDvarIso: -0.05 + QCDvarElID: -0.05 QCDfitUncert: 0.01 QCDotherGen: 0.01 QCDfitRebin: 0.001 XsecZ: 0.001 XsecTop: 0.07 XsecDibos: 0.01 - BkgTtbarNorm: 0.07 - BkgMCstat: 0.06 + BkgTtbarNorm: -0.07 + BkgMCstat: -0.06 WHFmodel: 0.08 - LumiUncert: 2.75090894e-01 - UnfoldMCstat: 0.13 + LumiUncert: 0.04 + UnfoldMCstat: -0.13 UnfoldOtherGen: 0.35 - UnfoldReweight: 0.03 -- art_stat_corr_1: 1.22627324e-06 - art_stat_corr_2: 1.16192609e-05 - art_stat_corr_3: -3.24652534e-05 - art_stat_corr_4: 3.35771309e-06 - art_stat_corr_5: 4.94305532e-04 - art_stat_corr_6: -9.01675749e-04 - art_stat_corr_7: -2.73992288e-03 - art_stat_corr_8: -4.33770671e-03 - art_stat_corr_9: -2.22067976e-03 - art_stat_corr_10: 2.86109034e-02 - art_stat_corr_11: -7.55181713e-02 - art_stat_corr_12: -1.25804375e-02 - art_stat_corr_13: -3.35806844e-03 - art_stat_corr_14: 7.50236138e-04 - art_stat_corr_15: 4.76466685e-05 - art_stat_corr_16: 7.11282334e-07 + UnfoldReweight: -0.03 +- art_stat_corr_1: 1.04476827e-06 + art_stat_corr_2: -1.19348689e-05 + art_stat_corr_3: 3.67093521e-05 + art_stat_corr_4: -6.28857452e-06 + art_stat_corr_5: -4.86076754e-04 + art_stat_corr_6: 8.55713655e-04 + art_stat_corr_7: -2.63950943e-03 + art_stat_corr_8: -4.41894848e-03 + art_stat_corr_9: -1.18220721e-03 + art_stat_corr_10: 2.77028976e-02 + art_stat_corr_11: -7.58091099e-02 + art_stat_corr_12: -1.29041734e-02 + art_stat_corr_13: 3.64871064e-03 + art_stat_corr_14: -9.11288519e-04 + art_stat_corr_15: 7.29594623e-05 + art_stat_corr_16: -3.30961000e-07 JetScaleEff1: 1.52527866e-01 JetScaleEff2: 9.55026178e-02 JetScaleEff3: 4.27872645e-02 @@ -1023,49 +1023,49 @@ bins: ElScaleR12: 1.65151446e-02 ElScaleZee: 2.35106359e-02 ElScalePS: 0.001 - ElResolution: 0.004 + ElResolution: -0.004 ElSFReco: 2.45916653e-02 ElSFId: 0.067 ElSFTrigger: 3.25076914e-02 ElSFIso: 1.40712473e-02 ElSFChargeMisID: 2.17944947e-04 METScale: 4.06540281e-02 - METResLong: 0.033 - METResTrans: 0.033 + METResLong: -0.033 + METResTrans: -0.033 PileupWeight: 1.15217186e-02 QCDlowRange: 6.63324958e-03 QCDhighRange: 8.41130192e-04 - QCDvarIso: 0.022 - QCDvarElID: 0.022 + QCDvarIso: -0.022 + QCDvarElID: -0.022 QCDfitUncert: 0.005 QCDotherGen: 0.004 QCDfitRebin: 0.001 XsecZ: 0.0001 XsecTop: 0.027 XsecDibos: 0.005 - BkgTtbarNorm: 0.026 - BkgMCstat: 0.03 + BkgTtbarNorm: -0.026 + BkgMCstat: -0.03 WHFmodel: 0.017 - LumiUncert: 1.17553179e-01 - UnfoldMCstat: 0.083 + LumiUncert: 0.015 + UnfoldMCstat: -0.083 UnfoldOtherGen: 0.148 - UnfoldReweight: 0.015 -- art_stat_corr_1: 3.86344306e-07 - art_stat_corr_2: -1.55349173e-07 - art_stat_corr_3: -2.32377126e-06 - art_stat_corr_4: 1.50505973e-05 - art_stat_corr_5: -2.37404144e-05 - art_stat_corr_6: -4.56980669e-06 - art_stat_corr_7: -1.82619408e-04 - art_stat_corr_8: -9.14420119e-04 - art_stat_corr_9: 2.41453082e-03 - art_stat_corr_10: -2.13181491e-03 - art_stat_corr_11: -2.10224237e-02 - art_stat_corr_12: 4.97263385e-02 - art_stat_corr_13: 9.29098782e-03 - art_stat_corr_14: -3.57097635e-03 - art_stat_corr_15: -1.72352451e-04 - art_stat_corr_16: 5.40732346e-07 + UnfoldReweight: -0.015 +- art_stat_corr_1: 6.50343122e-07 + art_stat_corr_2: 1.57890322e-07 + art_stat_corr_3: 2.32849206e-07 + art_stat_corr_4: -1.39954492e-05 + art_stat_corr_5: 3.64873973e-05 + art_stat_corr_6: -7.87403716e-06 + art_stat_corr_7: -1.45104053e-04 + art_stat_corr_8: -8.62249823e-04 + art_stat_corr_9: 2.46100497e-03 + art_stat_corr_10: -2.68465619e-03 + art_stat_corr_11: -2.18964582e-02 + art_stat_corr_12: 4.91971317e-02 + art_stat_corr_13: -9.74369038e-03 + art_stat_corr_14: 4.01904849e-03 + art_stat_corr_15: -2.55004545e-04 + art_stat_corr_16: 4.73501064e-06 JetScaleEff1: 7.06735453e-02 JetScaleEff2: 5.74521540e-02 JetScaleEff3: 2.01990099e-02 @@ -1093,49 +1093,49 @@ bins: ElScaleR12: 7.53325959e-03 ElScaleZee: 0.011 ElScalePS: 0.001 - ElResolution: 0.002 + ElResolution: -0.002 ElSFReco: 1.15217186e-02 ElSFId: 3.15079355e-02 ElSFTrigger: 1.55161206e-02 ElSFIso: 6.53834842e-03 ElSFChargeMisID: 1.03440804e-04 METScale: 1.90525589e-02 - METResLong: 0.016 - METResTrans: 0.016 + METResLong: -0.016 + METResTrans: -0.016 PileupWeight: 5.54526825e-03 QCDlowRange: 3.31662479e-03 QCDhighRange: 8.24621125e-04 - QCDvarIso: 0.01 - QCDvarElID: 0.01 + QCDvarIso: -0.01 + QCDvarElID: -0.01 QCDfitUncert: 0.002 QCDotherGen: 0.002 QCDfitRebin: 0.0002 XsecZ: 0.0002 XsecTop: 0.011 XsecDibos: 0.002 - BkgTtbarNorm: 0.011 - BkgMCstat: 0.02 + BkgTtbarNorm: -0.011 + BkgMCstat: -0.02 WHFmodel: 0.012 - LumiUncert: 5.50181788e-02 - UnfoldMCstat: 0.058 + LumiUncert: 0.006 + UnfoldMCstat: -0.058 UnfoldOtherGen: 0.07 - UnfoldReweight: 0.007 -- art_stat_corr_1: -1.98543905e-07 - art_stat_corr_2: -4.92110729e-07 - art_stat_corr_3: -9.43633392e-07 - art_stat_corr_4: 8.15967028e-07 - art_stat_corr_5: -6.74162507e-06 - art_stat_corr_6: 6.26013840e-06 - art_stat_corr_7: 1.01691001e-05 - art_stat_corr_8: -3.95265163e-05 - art_stat_corr_9: 4.12837341e-04 - art_stat_corr_10: -1.48667435e-03 - art_stat_corr_11: 1.43432745e-03 - art_stat_corr_12: 1.63979937e-02 - art_stat_corr_13: -3.12814139e-02 - art_stat_corr_14: 1.07699356e-02 - art_stat_corr_15: 1.07125993e-03 - art_stat_corr_16: 1.23891794e-05 + UnfoldReweight: -0.007 +- art_stat_corr_1: 2.50914363e-07 + art_stat_corr_2: 7.08829439e-07 + art_stat_corr_3: -8.08250005e-07 + art_stat_corr_4: -2.17678136e-06 + art_stat_corr_5: 6.40393969e-06 + art_stat_corr_6: -1.07739641e-05 + art_stat_corr_7: 2.36426280e-05 + art_stat_corr_8: -8.18635182e-06 + art_stat_corr_9: 3.66849880e-04 + art_stat_corr_10: -1.54156800e-03 + art_stat_corr_11: 1.55115468e-03 + art_stat_corr_12: 1.76856583e-02 + art_stat_corr_13: 3.04415772e-02 + art_stat_corr_14: -1.10896220e-02 + art_stat_corr_15: 1.27679701e-03 + art_stat_corr_16: -7.79414269e-06 JetScaleEff1: 3.45651559e-02 JetScaleEff2: 3.80361670e-02 JetScaleEff3: 1.00995049e-02 @@ -1163,49 +1163,49 @@ bins: ElScaleR12: 0.004 ElScaleZee: 5.54526825e-03 ElScalePS: 2.59807621e-04 - ElResolution: 0.001 + ElResolution: -0.001 ElSFReco: 5.54526825e-03 ElSFId: 0.015 ElSFTrigger: 7.53325959e-03 ElSFIso: 0.003 ElSFChargeMisID: 5.17204022e-05 METScale: 9.52627944e-03 - METResLong: 0.008 - METResTrans: 0.008 + METResLong: -0.008 + METResTrans: -0.008 PileupWeight: 2.59807621e-03 QCDlowRange: 1.65831240e-03 QCDhighRange: 3.31662479e-04 - QCDvarIso: 0.005 - QCDvarElID: 0.005 + QCDvarIso: -0.005 + QCDvarElID: -0.005 QCDfitUncert: 0.001 QCDotherGen: 0.0003 - QCDfitRebin: 4.0e-06 + QCDfitRebin: -4.0e-06 XsecZ: 0.001 XsecTop: 0.005 XsecDibos: 0.001 - BkgTtbarNorm: 0.005 - BkgMCstat: 0.016 + BkgTtbarNorm: -0.005 + BkgMCstat: -0.016 WHFmodel: 0.014 - LumiUncert: 2.75090894e-02 - UnfoldMCstat: 0.04 - UnfoldOtherGen: 0.127 - UnfoldReweight: 0.003 -- art_stat_corr_1: 4.54205323e-07 - art_stat_corr_2: -5.33468819e-07 - art_stat_corr_3: -4.90809482e-07 - art_stat_corr_4: -1.86742897e-06 - art_stat_corr_5: 2.99572945e-06 - art_stat_corr_6: -1.77634825e-06 - art_stat_corr_7: 5.56685379e-06 - art_stat_corr_8: 1.82526699e-05 - art_stat_corr_9: 4.30337857e-06 - art_stat_corr_10: -1.88966458e-04 - art_stat_corr_11: 1.38847862e-03 - art_stat_corr_12: -3.88161235e-04 - art_stat_corr_13: -1.67291862e-02 - art_stat_corr_14: -2.23226408e-02 - art_stat_corr_15: -1.92820216e-03 - art_stat_corr_16: 3.77115623e-05 + LumiUncert: 0.003 + UnfoldMCstat: -0.04 + UnfoldOtherGen: -0.127 + UnfoldReweight: -0.003 +- art_stat_corr_1: 1.31936803e-07 + art_stat_corr_2: 4.34991951e-07 + art_stat_corr_3: 1.85999180e-07 + art_stat_corr_4: -8.11455742e-08 + art_stat_corr_5: 1.02742860e-08 + art_stat_corr_6: -1.15397923e-06 + art_stat_corr_7: 4.12967598e-06 + art_stat_corr_8: 1.39068120e-05 + art_stat_corr_9: -9.23663655e-06 + art_stat_corr_10: -1.49457422e-04 + art_stat_corr_11: 1.51969278e-03 + art_stat_corr_12: -5.26536676e-04 + art_stat_corr_13: 1.77547117e-02 + art_stat_corr_14: 2.14925510e-02 + art_stat_corr_15: -2.05576130e-03 + art_stat_corr_16: 7.04718859e-05 JetScaleEff1: 1.91970701e-02 JetScaleEff2: 2.09625261e-02 JetScaleEff3: 5.48703016e-03 @@ -1233,49 +1233,49 @@ bins: ElScaleR12: 2.10475652e-03 ElScaleZee: 3.05081956e-03 ElScalePS: 0.0001 - ElResolution: 0.0006 + ElResolution: -0.0006 ElSFReco: 3.15713478e-03 ElSFId: 0.0086 ElSFTrigger: 4.15060237e-03 ElSFIso: 1.80554701e-03 ElSFChargeMisID: 3.0e-05 METScale: 5.21727898e-03 - METResLong: 0.0043 - METResTrans: 0.0043 + METResLong: -0.0043 + METResTrans: -0.0043 PileupWeight: 1.45172311e-03 QCDlowRange: 3.27871926e-04 QCDhighRange: 0.0001 - QCDvarIso: 0.0028 - QCDvarElID: 0.0028 + QCDvarIso: -0.0028 + QCDvarElID: -0.0028 QCDfitUncert: 0.0001 QCDotherGen: 0.0001 - QCDfitRebin: 3.0e-05 + QCDfitRebin: -3.0e-05 XsecZ: 0.0001 XsecTop: 0.0026 XsecDibos: 0.0006 - BkgTtbarNorm: 0.0024 - BkgMCstat: 0.0073 + BkgTtbarNorm: -0.0024 + BkgMCstat: -0.0073 WHFmodel: 0.0063 - LumiUncert: 1.49060390e-02 - UnfoldMCstat: 0.0321 + LumiUncert: 0.0016 + UnfoldMCstat: -0.0321 UnfoldOtherGen: 0.0821 - UnfoldReweight: 0.0019 -- art_stat_corr_1: 5.57448716e-07 - art_stat_corr_2: -6.91021952e-08 - art_stat_corr_3: 1.16601301e-06 - art_stat_corr_4: 1.36135511e-06 - art_stat_corr_5: 1.10468609e-06 - art_stat_corr_6: 6.23469087e-07 - art_stat_corr_7: -1.30791200e-06 - art_stat_corr_8: -2.12361472e-06 - art_stat_corr_9: 1.46074593e-06 - art_stat_corr_10: -1.82863884e-06 - art_stat_corr_11: 8.12461407e-05 - art_stat_corr_12: -6.25264498e-04 - art_stat_corr_13: 2.07590959e-04 - art_stat_corr_14: -3.78115232e-03 - art_stat_corr_15: 1.46037884e-02 - art_stat_corr_16: 3.98040543e-05 + UnfoldReweight: -0.0019 +- art_stat_corr_1: 1.30061274e-07 + art_stat_corr_2: 7.98741208e-08 + art_stat_corr_3: -1.93687703e-07 + art_stat_corr_4: 3.58689892e-07 + art_stat_corr_5: -1.11709636e-07 + art_stat_corr_6: 1.32679720e-06 + art_stat_corr_7: -5.50196269e-07 + art_stat_corr_8: 4.03190669e-07 + art_stat_corr_9: -6.51126851e-06 + art_stat_corr_10: 8.05781043e-06 + art_stat_corr_11: 8.64437157e-05 + art_stat_corr_12: -6.98268212e-04 + art_stat_corr_13: -3.53199429e-04 + art_stat_corr_14: 4.09541540e-03 + art_stat_corr_15: 1.45126679e-02 + art_stat_corr_16: 1.15572376e-05 JetScaleEff1: 8.31925477e-03 JetScaleEff2: 9.03493221e-03 JetScaleEff3: 2.41660919e-03 @@ -1303,49 +1303,49 @@ bins: ElScaleR12: 0.0009 ElScaleZee: 0.0013 ElScalePS: 0.0001 - ElResolution: 0.0002 + ElResolution: -0.0002 ElSFReco: 1.35185058e-03 ElSFId: 0.0037 ElSFTrigger: 0.0018 ElSFIso: 7.53325959e-04 ElSFChargeMisID: 1.03440804e-05 METScale: 2.25997788e-03 - METResLong: 0.0019 - METResTrans: 0.0019 + METResLong: -0.0019 + METResTrans: -0.0019 PileupWeight: 6.53834842e-04 QCDlowRange: 2.44948974e-04 QCDhighRange: 8.24621125e-05 - QCDvarIso: 0.0012 - QCDvarElID: 0.0012 + QCDvarIso: -0.0012 + QCDvarElID: -0.0012 QCDfitUncert: 0.0001 QCDotherGen: 0.0001 QCDfitRebin: 1.0e-05 XsecZ: 4.0e-05 XsecTop: 0.0013 XsecDibos: 0.0003 - BkgTtbarNorm: 0.0009 - BkgMCstat: 0.0065 + BkgTtbarNorm: -0.0009 + BkgMCstat: -0.0065 WHFmodel: 0.0036 - LumiUncert: 6.75333251e-03 - UnfoldMCstat: 0.0147 + LumiUncert: 0.001 + UnfoldMCstat: -0.0147 UnfoldOtherGen: 0.0465 - UnfoldReweight: 0.0008 -- art_stat_corr_1: 6.11178999e-08 - art_stat_corr_2: -1.23657758e-07 - art_stat_corr_3: -2.11032261e-07 - art_stat_corr_4: -4.29000891e-07 - art_stat_corr_5: 2.85894646e-07 - art_stat_corr_6: -2.92039409e-07 - art_stat_corr_7: -8.28290227e-08 - art_stat_corr_8: 6.86679377e-07 - art_stat_corr_9: 5.79866039e-07 - art_stat_corr_10: 6.26402497e-07 - art_stat_corr_11: -1.46108234e-06 - art_stat_corr_12: -3.04624030e-05 - art_stat_corr_13: 1.68900876e-04 - art_stat_corr_14: 1.44220837e-04 - art_stat_corr_15: -8.74726146e-05 - art_stat_corr_16: 5.96514792e-03 + UnfoldReweight: -0.0008 +- art_stat_corr_1: 1.11398353e-07 + art_stat_corr_2: 3.24988255e-07 + art_stat_corr_3: -8.65289205e-08 + art_stat_corr_4: 3.89964532e-08 + art_stat_corr_5: -1.37778583e-07 + art_stat_corr_6: 2.24358749e-07 + art_stat_corr_7: -2.97882687e-07 + art_stat_corr_8: -5.74799347e-07 + art_stat_corr_9: 2.97442785e-07 + art_stat_corr_10: 7.86376700e-07 + art_stat_corr_11: -3.28327078e-06 + art_stat_corr_12: -9.19301890e-06 + art_stat_corr_13: -1.61447339e-04 + art_stat_corr_14: -2.79764316e-04 + art_stat_corr_15: -1.95739182e-06 + art_stat_corr_16: 5.96124704e-03 JetScaleEff1: 2.14015770e-03 JetScaleEff2: 2.33012339e-03 JetScaleEff3: 6.09979508e-04 @@ -1373,30 +1373,30 @@ bins: ElScaleR12: 2.35106359e-04 ElScaleZee: 3.35074619e-04 ElScalePS: 2.0e-05 - ElResolution: 6.0e-05 + ElResolution: -6.0e-05 ElSFReco: 3.55633238e-04 ElSFId: 9.55026178e-04 ElSFTrigger: 4.65053760e-04 ElSFIso: 2.00499377e-04 ElSFChargeMisID: 3.0e-06 METScale: 5.81549654e-04 - METResLong: 0.00048 - METResTrans: 0.00048 + METResLong: -0.00048 + METResTrans: -0.00048 PileupWeight: 1.60623784e-04 QCDlowRange: 4.97493719e-05 QCDhighRange: 1.65831240e-05 - QCDvarIso: 0.00032 - QCDvarElID: 0.00031 + QCDvarIso: -0.00032 + QCDvarElID: -0.00031 QCDfitUncert: 4.0e-05 QCDotherGen: 6.0e-05 - QCDfitRebin: 4.0e-06 + QCDfitRebin: -4.0e-06 XsecZ: 3.0e-05 XsecTop: 0.00027 XsecDibos: 8.0e-05 - BkgTtbarNorm: 0.0002 - BkgMCstat: 0.00184 + BkgTtbarNorm: -0.0002 + BkgMCstat: -0.00184 WHFmodel: 0.00085 - LumiUncert: 1.64054869e-03 - UnfoldMCstat: 0.00652 + LumiUncert: 0.00017 + UnfoldMCstat: -0.00652 UnfoldOtherGen: 0.01194 - UnfoldReweight: 0.00021 + UnfoldReweight: -0.00021 From c309b32b39b40d9896a5dbf3854be2f6b5c6990f Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:35:07 +0000 Subject: [PATCH 103/138] Update HepData to version 2 --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 32 +++++++++---------- .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 32 +++++++++---------- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 4 +-- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 32 +++++++++---------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 32 +++++++++---------- 5 files changed, 66 insertions(+), 66 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml index d9164fa9a2..73ca4f121e 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 1632.4 -- 4039.45 -- 2097.5 -- 835.46 -- 364.695 -- 171.5505 -- 8.66761500e+01 -- 4.60602000e+01 -- 20.24055 -- 7.2545 -- 2.979025 -- 1.336255 -- 6.21520000e-01 -- 0.33267 -- 1.22048000e-01 -- 2.82887000e-02 +- 1631.4 +- 4037.95 +- 2096.5 +- 835.16 +- 364.545 +- 1.71450500e+02 +- 86.63615 +- 46.0402 +- 20.23555 +- 7.2515 +- 2.977525 +- 1.335755 +- 0.62122 +- 0.33252 +- 0.121998 +- 2.82787000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml index e813590ec4..576b18d49f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 2346.065 -- 5666.1 -- 2971.07 -- 1214.385 -- 5.35930000e+02 -- 256.067 -- 133.581 -- 73.217 -- 3.35672500e+01 -- 12.4931 -- 5.34900000e+00 -- 2.52322 -- 1.24328500e+00 -- 0.69402 -- 3.00547000e-01 -- 7.71870000e-02 +- 2345.065 +- 5664.1 +- 2970.07 +- 1213.885 +- 5.35680000e+02 +- 255.967 +- 133.531 +- 73.187 +- 3.35522500e+01 +- 12.4881 +- 5.3465 +- 2.52222 +- 1.242785 +- 0.69372 +- 3.00397000e-01 +- 7.71570000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index ba2a9b2743..d7dd1b89f4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -125,7 +125,7 @@ def __retrieve_table(self, table_id): logging.debug( f'Table {table_id} has not already been used or stored.' f' Storing the table...' ) - with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: tab_dict = yaml.safe_load(tab) self.tables[str(table_id)] = tab_dict table = tab_dict @@ -184,7 +184,7 @@ def generate_data_central(self): def __build_stat_corrmat(self): ndata = self.metadata['ndata'] table_id = self.metadata['tables'][1] - with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: stat = yaml.load(tab, yaml.Loader) matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] stat_cormat = np.zeros((ndata, ndata)) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 60dfcba7ca..80822fe602 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -346,7 +346,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -2 WHFmodel: -4 - LumiUncert: 3.0 + LumiUncert: 3.40293991e+01 UnfoldMCstat: -4 UnfoldOtherGen: 29 UnfoldReweight: 51 @@ -416,7 +416,7 @@ bins: BkgTtbarNorm: -4 BkgMCstat: -2 WHFmodel: 21 - LumiUncert: 7.0 + LumiUncert: 8.35269418e+01 UnfoldMCstat: -6 UnfoldOtherGen: 306 UnfoldReweight: -40 @@ -486,7 +486,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -1 WHFmodel: 11 - LumiUncert: 4.0 + LumiUncert: 4.40227214e+01 UnfoldMCstat: -3 UnfoldOtherGen: 31 UnfoldReweight: -13 @@ -556,7 +556,7 @@ bins: BkgTtbarNorm: -2.3 BkgMCstat: -0.6 WHFmodel: 2.3 - LumiUncert: 2.0 + LumiUncert: 1.79050272e+01 UnfoldMCstat: -1.8 UnfoldOtherGen: 13.5 UnfoldReweight: -1.7 @@ -626,7 +626,7 @@ bins: BkgTtbarNorm: -1.6 BkgMCstat: -0.4 WHFmodel: -0.2 - LumiUncert: 1.0 + LumiUncert: 7.85286572e+00 UnfoldMCstat: -1.1 UnfoldOtherGen: 7.6 UnfoldReweight: -0.7 @@ -696,7 +696,7 @@ bins: BkgTtbarNorm: -1.0 BkgMCstat: -0.3 WHFmodel: -0.1 - LumiUncert: 0.5 + LumiUncert: 3.80263067e+00 UnfoldMCstat: -0.8 UnfoldOtherGen: 3.9 UnfoldReweight: -0.3 @@ -766,7 +766,7 @@ bins: BkgTtbarNorm: -0.61 BkgMCstat: -0.18 WHFmodel: -0.12 - LumiUncert: 0.3 + LumiUncert: 1.94082457e+00 UnfoldMCstat: -0.5 UnfoldOtherGen: 1.27 UnfoldReweight: -0.18 @@ -836,7 +836,7 @@ bins: BkgTtbarNorm: -0.36 BkgMCstat: -0.13 WHFmodel: -0.1 - LumiUncert: 0.17 + LumiUncert: 1.05038088e+00 UnfoldMCstat: -0.35 UnfoldOtherGen: 1.9 UnfoldReweight: -0.09 @@ -906,7 +906,7 @@ bins: BkgTtbarNorm: -0.17 BkgMCstat: -0.08 WHFmodel: 0.03 - LumiUncert: 0.08 + LumiUncert: 4.65053760e-01 UnfoldMCstat: -0.18 UnfoldOtherGen: 0.42 UnfoldReweight: -0.04 @@ -976,7 +976,7 @@ bins: BkgTtbarNorm: -0.065 BkgMCstat: -0.044 WHFmodel: -0.013 - LumiUncert: 0.029 + LumiUncert: 1.67053884e-01 UnfoldMCstat: -0.104 UnfoldOtherGen: 0.148 UnfoldReweight: -0.015 @@ -1046,7 +1046,7 @@ bins: BkgTtbarNorm: -0.025 BkgMCstat: -0.026 WHFmodel: -0.016 - LumiUncert: 0.012 + LumiUncert: 6.85328388e-02 UnfoldMCstat: -0.067 UnfoldOtherGen: 0.061 UnfoldReweight: -0.006 @@ -1116,7 +1116,7 @@ bins: BkgTtbarNorm: -0.01 BkgMCstat: -0.018 WHFmodel: -0.009 - LumiUncert: 0.005 + LumiUncert: 3.05081956e-02 UnfoldMCstat: -0.041 UnfoldOtherGen: 0.027 UnfoldReweight: -0.003 @@ -1186,7 +1186,7 @@ bins: BkgTtbarNorm: -0.0046 BkgMCstat: -0.0095 WHFmodel: -0.006 - LumiUncert: 0.0021 + LumiUncert: 1.39064733e-02 UnfoldMCstat: -0.0291 UnfoldOtherGen: 0.0127 UnfoldReweight: -0.0013 @@ -1256,7 +1256,7 @@ bins: BkgTtbarNorm: -0.0022 BkgMCstat: -0.0075 WHFmodel: 0.007 - LumiUncert: 0.001 + LumiUncert: 7.35306059e-03 UnfoldMCstat: -0.021 UnfoldOtherGen: 0.0068 UnfoldReweight: -0.0007 @@ -1326,7 +1326,7 @@ bins: BkgTtbarNorm: -0.0009 BkgMCstat: -0.0032 WHFmodel: 0.0014 - LumiUncert: 0.0005 + LumiUncert: 2.85087706e-03 UnfoldMCstat: -0.0092 UnfoldOtherGen: 0.0025 UnfoldReweight: -0.0002 @@ -1396,7 +1396,7 @@ bins: BkgTtbarNorm: -0.00013 BkgMCstat: -0.00099 WHFmodel: -0.00075 - LumiUncert: 0.00011 + LumiUncert: 6.50153828e-04 UnfoldMCstat: -0.00404 UnfoldOtherGen: 0.00058 UnfoldReweight: -6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index e7a3d98ce5..55e09c6819 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -346,7 +346,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -2 WHFmodel: -13 - LumiUncert: 4.0 + LumiUncert: 4.80208288e+01 UnfoldMCstat: -4 UnfoldOtherGen: 40 UnfoldReweight: 48 @@ -416,7 +416,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -2 WHFmodel: 13 - LumiUncert: 8.0 + LumiUncert: 1.15034777e+02 UnfoldMCstat: -7 UnfoldOtherGen: 463 UnfoldReweight: -29 @@ -486,7 +486,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -1 WHFmodel: 16 - LumiUncert: 5.0 + LumiUncert: 6.20161269e+01 UnfoldMCstat: -4 UnfoldOtherGen: 58 UnfoldReweight: -7 @@ -556,7 +556,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -1 WHFmodel: 8 - LumiUncert: 2.0 + LumiUncert: 2.55098020e+01 UnfoldMCstat: -2 UnfoldOtherGen: 29 UnfoldReweight: -3 @@ -626,7 +626,7 @@ bins: BkgTtbarNorm: -1.7 BkgMCstat: -0.5 WHFmodel: 3.9 - LumiUncert: 1.2 + LumiUncert: 1.14554572e+01 UnfoldMCstat: -1.4 UnfoldOtherGen: 18.6 UnfoldReweight: -1.5 @@ -696,7 +696,7 @@ bins: BkgTtbarNorm: -1.1 BkgMCstat: -0.3 WHFmodel: 1.5 - LumiUncert: 0.7 + LumiUncert: 5.60178543e+00 UnfoldMCstat: -0.9 UnfoldOtherGen: 4.3 UnfoldReweight: -0.7 @@ -766,7 +766,7 @@ bins: BkgTtbarNorm: -0.7 BkgMCstat: -0.2 WHFmodel: 0.8 - LumiUncert: 0.4 + LumiUncert: 2.95084734e+00 UnfoldMCstat: -0.6 UnfoldOtherGen: 2.6 UnfoldReweight: -0.4 @@ -836,7 +836,7 @@ bins: BkgTtbarNorm: -0.39 BkgMCstat: -0.14 WHFmodel: 0.36 - LumiUncert: 0.21 + LumiUncert: 1.60056240e+00 UnfoldMCstat: -0.46 UnfoldOtherGen: 1.41 UnfoldReweight: -0.2 @@ -906,7 +906,7 @@ bins: BkgTtbarNorm: -0.19 BkgMCstat: -0.08 WHFmodel: 0.11 - LumiUncert: 0.1 + LumiUncert: 7.35306059e-01 UnfoldMCstat: -0.24 UnfoldOtherGen: 0.68 UnfoldReweight: -0.09 @@ -976,7 +976,7 @@ bins: BkgTtbarNorm: -0.07 BkgMCstat: -0.06 WHFmodel: 0.08 - LumiUncert: 0.04 + LumiUncert: 2.75090894e-01 UnfoldMCstat: -0.13 UnfoldOtherGen: 0.35 UnfoldReweight: -0.03 @@ -1046,7 +1046,7 @@ bins: BkgTtbarNorm: -0.026 BkgMCstat: -0.03 WHFmodel: 0.017 - LumiUncert: 0.015 + LumiUncert: 1.17553179e-01 UnfoldMCstat: -0.083 UnfoldOtherGen: 0.148 UnfoldReweight: -0.015 @@ -1116,7 +1116,7 @@ bins: BkgTtbarNorm: -0.011 BkgMCstat: -0.02 WHFmodel: 0.012 - LumiUncert: 0.006 + LumiUncert: 5.50181788e-02 UnfoldMCstat: -0.058 UnfoldOtherGen: 0.07 UnfoldReweight: -0.007 @@ -1186,7 +1186,7 @@ bins: BkgTtbarNorm: -0.005 BkgMCstat: -0.016 WHFmodel: 0.014 - LumiUncert: 0.003 + LumiUncert: 2.75090894e-02 UnfoldMCstat: -0.04 UnfoldOtherGen: -0.127 UnfoldReweight: -0.003 @@ -1256,7 +1256,7 @@ bins: BkgTtbarNorm: -0.0024 BkgMCstat: -0.0073 WHFmodel: 0.0063 - LumiUncert: 0.0016 + LumiUncert: 1.49060390e-02 UnfoldMCstat: -0.0321 UnfoldOtherGen: 0.0821 UnfoldReweight: -0.0019 @@ -1326,7 +1326,7 @@ bins: BkgTtbarNorm: -0.0009 BkgMCstat: -0.0065 WHFmodel: 0.0036 - LumiUncert: 0.001 + LumiUncert: 6.75333251e-03 UnfoldMCstat: -0.0147 UnfoldOtherGen: 0.0465 UnfoldReweight: -0.0008 @@ -1396,7 +1396,7 @@ bins: BkgTtbarNorm: -0.0002 BkgMCstat: -0.00184 WHFmodel: 0.00085 - LumiUncert: 0.00017 + LumiUncert: 1.64054869e-03 UnfoldMCstat: -0.00652 UnfoldOtherGen: 0.01194 UnfoldReweight: -0.00021 From 740f089f1a036ee52a117c4a229e4ca4c0bb0965 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:35:36 +0000 Subject: [PATCH 104/138] Remove CMS variant --- .../ATLAS_WJ_8TEV/data_WM-PT_cms.yaml | 17 - .../ATLAS_WJ_8TEV/data_WP-PT_cms.yaml | 17 - .../uncertainties_WM-PT_cms.yaml | 2462 ----------------- .../uncertainties_WP-PT_cms.yaml | 2462 ----------------- 4 files changed, 4958 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml deleted file mode 100644 index c3da05daab..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml +++ /dev/null @@ -1,17 +0,0 @@ -data_central: -- 1617.0 -- 4035.5 -- 2095.0 -- 833.7 -- 3.62150000e+02 -- 171.1 -- 8.64500000e+01 -- 4.61400000e+01 -- 20.335 -- 7.26 -- 2.9775 -- 1.3185 -- 6.22300000e-01 -- 0.33345 -- 0.12235 -- 0.02835 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml deleted file mode 100644 index d8285522db..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml +++ /dev/null @@ -1,17 +0,0 @@ -data_central: -- 2321.0 -- 5642.0 -- 2972.0 -- 1209.5 -- 536.85 -- 258.0 -- 134.95 -- 73.52 -- 3.37150000e+01 -- 1.25950000e+01 -- 5.40050000e+00 -- 2.549 -- 1.24850000e+00 -- 0.6957 -- 0.30145 -- 0.07737 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml deleted file mode 100644 index d1ee8bf6b2..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ /dev/null @@ -1,2462 +0,0 @@ -definitions: - art_stat_corr_1: - description: Artificial statistical uncertainty 1 - treatment: ADD - type: CORR - art_stat_corr_2: - description: Artificial statistical uncertainty 2 - treatment: ADD - type: CORR - art_stat_corr_3: - description: Artificial statistical uncertainty 3 - treatment: ADD - type: CORR - art_stat_corr_4: - description: Artificial statistical uncertainty 4 - treatment: ADD - type: CORR - art_stat_corr_5: - description: Artificial statistical uncertainty 5 - treatment: ADD - type: CORR - art_stat_corr_6: - description: Artificial statistical uncertainty 6 - treatment: ADD - type: CORR - art_stat_corr_7: - description: Artificial statistical uncertainty 7 - treatment: ADD - type: CORR - art_stat_corr_8: - description: Artificial statistical uncertainty 8 - treatment: ADD - type: CORR - art_stat_corr_9: - description: Artificial statistical uncertainty 9 - treatment: ADD - type: CORR - art_stat_corr_10: - description: Artificial statistical uncertainty 10 - treatment: ADD - type: CORR - art_stat_corr_11: - description: Artificial statistical uncertainty 11 - treatment: ADD - type: CORR - art_stat_corr_12: - description: Artificial statistical uncertainty 12 - treatment: ADD - type: CORR - art_stat_corr_13: - description: Artificial statistical uncertainty 13 - treatment: ADD - type: CORR - art_stat_corr_14: - description: Artificial statistical uncertainty 14 - treatment: ADD - type: CORR - art_stat_corr_15: - description: Artificial statistical uncertainty 15 - treatment: ADD - type: CORR - art_stat_corr_16: - description: Artificial statistical uncertainty 16 - treatment: ADD - type: CORR - JetScaleEff1_plus: - description: 'Systematic upper unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ1 - JetScaleEff1_minus: - description: 'Systematic lower unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ2 - JetScaleEff2_plus: - description: 'Systematic upper unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ3 - JetScaleEff2_minus: - description: 'Systematic lower unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ4 - JetScaleEff3_plus: - description: 'Systematic upper unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ5 - JetScaleEff3_minus: - description: 'Systematic lower unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ6 - JetScaleEff4_plus: - description: 'Systematic upper unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ7 - JetScaleEff4_minus: - description: 'Systematic lower unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ8 - JetScaleEff5_plus: - description: 'Systematic upper unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ9 - JetScaleEff5_minus: - description: 'Systematic lower unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ10 - JetScaleEff6_plus: - description: 'Systematic upper unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ11 - JetScaleEff6_minus: - description: 'Systematic lower unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ12 - JetScaleEta1_plus: - description: 'Systematic upper unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ13 - JetScaleEta1_minus: - description: 'Systematic lower unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ14 - JetScaleEta2_plus: - description: 'Systematic upper unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ15 - JetScaleEta2_minus: - description: 'Systematic lower unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ16 - JetScaleHighPt_plus: - description: 'Systematic upper unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ17 - JetScaleHighPt_minus: - description: 'Systematic lower unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ18 - JetScaleMC_plus: - description: 'Systematic upper unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ19 - JetScaleMC_minus: - description: 'Systematic lower unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ20 - JetScalePileup1_plus: - description: 'Systematic upper unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ21 - JetScalePileup1_minus: - description: 'Systematic lower unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ22 - JetScalePileup2_plus: - description: 'Systematic upper unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ23 - JetScalePileup2_minus: - description: 'Systematic lower unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ24 - JetScalePileup3_plus: - description: 'Systematic upper unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ25 - JetScalePileup3_minus: - description: 'Systematic lower unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ26 - JetScalePileup4_plus: - description: 'Systematic upper unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ27 - JetScalePileup4_minus: - description: 'Systematic lower unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ28 - JetScaleFlav1Known_plus: - description: 'Systematic upper unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ29 - JetScaleFlav1Known_minus: - description: 'Systematic lower unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ30 - JetScaleFlav2_plus: - description: 'Systematic upper unc.: JetScaleFlav2' - 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art_stat_corr_11: - description: Artificial statistical uncertainty 11 - treatment: ADD - type: CORR - art_stat_corr_12: - description: Artificial statistical uncertainty 12 - treatment: ADD - type: CORR - art_stat_corr_13: - description: Artificial statistical uncertainty 13 - treatment: ADD - type: CORR - art_stat_corr_14: - description: Artificial statistical uncertainty 14 - treatment: ADD - type: CORR - art_stat_corr_15: - description: Artificial statistical uncertainty 15 - treatment: ADD - type: CORR - art_stat_corr_16: - description: Artificial statistical uncertainty 16 - treatment: ADD - type: CORR - JetScaleEff1_plus: - description: 'Systematic upper unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ1 - JetScaleEff1_minus: - description: 'Systematic lower unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ2 - JetScaleEff2_plus: - description: 'Systematic upper unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ3 - JetScaleEff2_minus: - description: 'Systematic lower unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ4 - JetScaleEff3_plus: - description: 'Systematic upper unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ5 - JetScaleEff3_minus: - description: 'Systematic lower unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ6 - JetScaleEff4_plus: - description: 'Systematic upper unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ7 - JetScaleEff4_minus: - description: 'Systematic lower unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ8 - JetScaleEff5_plus: - description: 'Systematic upper unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ9 - JetScaleEff5_minus: - description: 'Systematic lower unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ10 - JetScaleEff6_plus: - description: 'Systematic upper unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ11 - JetScaleEff6_minus: - description: 'Systematic lower unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ12 - JetScaleEta1_plus: - description: 'Systematic upper unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ13 - JetScaleEta1_minus: - description: 'Systematic lower unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ14 - JetScaleEta2_plus: - description: 'Systematic upper unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ15 - JetScaleEta2_minus: - description: 'Systematic lower unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ16 - JetScaleHighPt_plus: - description: 'Systematic upper unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ17 - JetScaleHighPt_minus: - description: 'Systematic lower unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ18 - JetScaleMC_plus: - description: 'Systematic upper unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ19 - JetScaleMC_minus: - description: 'Systematic lower unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ20 - JetScalePileup1_plus: - description: 'Systematic upper unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ21 - JetScalePileup1_minus: - description: 'Systematic lower unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ22 - JetScalePileup2_plus: - description: 'Systematic upper unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ23 - JetScalePileup2_minus: - description: 'Systematic lower unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ24 - JetScalePileup3_plus: - description: 'Systematic upper unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ25 - JetScalePileup3_minus: - description: 'Systematic lower unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ26 - JetScalePileup4_plus: - description: 'Systematic upper unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ27 - JetScalePileup4_minus: - description: 'Systematic lower unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ28 - JetScaleFlav1Known_plus: - description: 'Systematic upper unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ29 - JetScaleFlav1Known_minus: - description: 'Systematic lower unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ30 - JetScaleFlav2_plus: - description: 'Systematic upper unc.: JetScaleFlav2' - treatment: MULT - type: ATLASWJ31 - JetScaleFlav2_minus: - description: 'Systematic lower unc.: JetScaleFlav2' - treatment: MULT - type: ATLASWJ32 - JetScaleBjet_plus: - description: 'Systematic upper unc.: JetScaleBjet' - treatment: MULT - type: ATLASWJ33 - JetScaleBjet_minus: - description: 'Systematic lower unc.: JetScaleBjet' - treatment: MULT - type: ATLASWJ34 - JetScalepunchT_plus: - description: 'Systematic upper unc.: JetScalepunchT' - treatment: MULT - type: ATLASWJ35 - JetScalepunchT_minus: - description: 'Systematic lower unc.: JetScalepunchT' - treatment: MULT - type: ATLASWJ36 - JetResolution10_plus: - description: 'Systematic upper unc.: JetResolution10' - treatment: MULT - type: ATLASWJ37 - JetResolution10_minus: - description: 'Systematic lower unc.: JetResolution10' - treatment: MULT - type: ATLASWJ38 - JetSFBeff_plus: - description: 'Systematic upper unc.: JetSFBeff' - treatment: MULT - type: ATLASWJ39 - JetSFBeff_minus: - description: 'Systematic lower unc.: JetSFBeff' - treatment: MULT - type: ATLASWJ40 - JetSFCeff_plus: - description: 'Systematic upper unc.: JetSFCeff' - treatment: MULT - type: ATLASWJ41 - JetSFCeff_minus: - description: 'Systematic lower unc.: JetSFCeff' - treatment: MULT - type: ATLASWJ42 - JetSFLmistag_plus: - description: 'Systematic upper unc.: JetSFLmistag' - treatment: MULT - type: ATLASWJ43 - JetSFLmistag_minus: - description: 'Systematic lower unc.: JetSFLmistag' - treatment: MULT - type: ATLASWJ44 - JetSFHighPt_plus: - description: 'Systematic upper unc.: JetSFHighPt' - treatment: MULT - type: ATLASWJ45 - JetSFHighPt_minus: - description: 'Systematic lower unc.: JetSFHighPt' - treatment: MULT - type: ATLASWJ46 - JetJVFcut_plus: - description: 'Systematic upper unc.: JetJVFcut' - treatment: MULT - type: ATLASWJ47 - JetJVFcut_minus: - description: 'Systematic lower unc.: JetJVFcut' - treatment: MULT - type: ATLASWJ48 - ElScaleR12_plus: - description: 'Systematic upper unc.: ElScaleR12' - treatment: MULT - type: ATLASWJ49 - ElScaleR12_minus: - description: 'Systematic lower unc.: ElScaleR12' - treatment: MULT - type: ATLASWJ50 - ElScaleZee_plus: - description: 'Systematic upper unc.: ElScaleZee' - treatment: MULT - type: ATLASWJ51 - ElScaleZee_minus: - description: 'Systematic lower unc.: ElScaleZee' - treatment: MULT - type: ATLASWJ52 - ElScalePS_plus: - description: 'Systematic upper unc.: ElScalePS' - treatment: MULT - type: ATLASWJ53 - ElScalePS_minus: - description: 'Systematic lower unc.: ElScalePS' - treatment: MULT - type: ATLASWJ54 - ElResolution_plus: - description: 'Systematic upper unc.: ElResolution' - treatment: MULT - type: ATLASWJ55 - ElResolution_minus: - description: 'Systematic lower unc.: ElResolution' - treatment: MULT - type: ATLASWJ56 - ElSFReco_plus: - description: 'Systematic upper unc.: ElSFReco' - treatment: MULT - type: ATLASWJ57 - ElSFReco_minus: - description: 'Systematic lower unc.: ElSFReco' - treatment: MULT - type: ATLASWJ58 - ElSFId_plus: - description: 'Systematic upper unc.: ElSFId' - treatment: MULT - type: ATLASWJ59 - ElSFId_minus: - description: 'Systematic lower unc.: ElSFId' - treatment: MULT - type: ATLASWJ60 - ElSFTrigger_plus: - description: 'Systematic upper unc.: ElSFTrigger' - treatment: MULT - type: ATLASWJ61 - ElSFTrigger_minus: - description: 'Systematic lower unc.: ElSFTrigger' - treatment: MULT - type: ATLASWJ62 - ElSFIso_plus: - description: 'Systematic upper unc.: ElSFIso' - treatment: MULT - type: ATLASWJ63 - ElSFIso_minus: - description: 'Systematic lower unc.: ElSFIso' - treatment: MULT - type: ATLASWJ64 - ElSFChargeMisID_plus: - description: 'Systematic upper unc.: ElSFChargeMisID' - treatment: MULT - type: ATLASWJ65 - ElSFChargeMisID_minus: - description: 'Systematic lower unc.: ElSFChargeMisID' - treatment: MULT - type: ATLASWJ66 - METScale_plus: - description: 'Systematic upper unc.: METScale' - treatment: MULT - type: ATLASWJ67 - METScale_minus: - description: 'Systematic lower unc.: METScale' - treatment: MULT - type: ATLASWJ68 - METResLong_plus: - description: 'Systematic upper unc.: METResLong' - treatment: MULT - type: ATLASWJ69 - METResLong_minus: - description: 'Systematic lower unc.: METResLong' - treatment: MULT - type: ATLASWJ70 - METResTrans_plus: - description: 'Systematic upper unc.: METResTrans' - treatment: MULT - type: ATLASWJ71 - METResTrans_minus: - description: 'Systematic lower unc.: METResTrans' - treatment: MULT - type: ATLASWJ72 - PileupWeight_plus: - description: 'Systematic upper unc.: PileupWeight' - treatment: MULT - type: ATLASWJ73 - PileupWeight_minus: - description: 'Systematic lower unc.: PileupWeight' - treatment: MULT - type: ATLASWJ74 - QCDlowRange_plus: - description: 'Systematic upper unc.: QCDlowRange' - treatment: MULT - type: ATLASWJ75 - QCDlowRange_minus: - description: 'Systematic lower unc.: QCDlowRange' - treatment: MULT - type: ATLASWJ76 - QCDhighRange_plus: - description: 'Systematic upper unc.: QCDhighRange' - treatment: MULT - type: ATLASWJ77 - QCDhighRange_minus: - description: 'Systematic lower unc.: QCDhighRange' - treatment: MULT - type: ATLASWJ78 - QCDvarIso_plus: - description: 'Systematic upper unc.: QCDvarIso' - treatment: MULT - type: ATLASWJ79 - QCDvarIso_minus: - description: 'Systematic lower unc.: QCDvarIso' - treatment: MULT - type: ATLASWJ80 - QCDvarElID_plus: - description: 'Systematic upper unc.: QCDvarElID' - treatment: MULT - type: ATLASWJ81 - QCDvarElID_minus: - description: 'Systematic lower unc.: QCDvarElID' - treatment: MULT - type: ATLASWJ82 - QCDfitUncert_plus: - description: 'Systematic upper unc.: QCDfitUncert' - treatment: MULT - type: UNCORR - QCDfitUncert_minus: - description: 'Systematic lower unc.: QCDfitUncert' - treatment: MULT - type: UNCORR - QCDotherGen_plus: - description: 'Systematic upper unc.: QCDotherGen' - treatment: MULT - type: ATLASWJ83 - QCDotherGen_minus: - description: 'Systematic lower unc.: QCDotherGen' - treatment: MULT - type: ATLASWJ84 - QCDfitRebin_plus: - description: 'Systematic upper unc.: QCDfitRebin' - treatment: MULT - type: ATLASWJ85 - QCDfitRebin_minus: - description: 'Systematic lower unc.: QCDfitRebin' - treatment: MULT - type: ATLASWJ86 - XsecZ_plus: - description: 'Systematic upper unc.: XsecZ' - treatment: MULT - type: ATLASWJ87 - XsecZ_minus: - description: 'Systematic lower unc.: XsecZ' - treatment: MULT - type: ATLASWJ88 - XsecTop_plus: - description: 'Systematic upper unc.: XsecTop' - treatment: MULT - type: ATLASWJ89 - XsecTop_minus: - description: 'Systematic lower unc.: XsecTop' - treatment: MULT - type: ATLASWJ90 - XsecDibos_plus: - description: 'Systematic upper unc.: XsecDibos' - treatment: MULT - type: ATLASWJ91 - XsecDibos_minus: - description: 'Systematic lower unc.: XsecDibos' - treatment: MULT - type: ATLASWJ92 - BkgTtbarNorm_plus: - description: 'Systematic upper unc.: BkgTtbarNorm' - treatment: MULT - type: ATLASWJ93 - BkgTtbarNorm_minus: - description: 'Systematic lower unc.: BkgTtbarNorm' - treatment: MULT - type: ATLASWJ94 - BkgMCstat_plus: - description: 'Systematic upper unc.: BkgMCstat' - treatment: MULT - type: UNCORR - BkgMCstat_minus: - description: 'Systematic lower unc.: BkgMCstat' - treatment: MULT - type: UNCORR - WHFmodel_plus: - description: 'Systematic upper unc.: WHFmodel' - treatment: MULT - type: ATLASWJ95 - WHFmodel_minus: - description: 'Systematic lower unc.: WHFmodel' - treatment: MULT - type: ATLASWJ96 - LumiUncert: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - UnfoldMCstat_plus: - description: 'Systematic upper unc.: UnfoldMCstat' - treatment: MULT - type: UNCORR - UnfoldMCstat_minus: - description: 'Systematic lower unc.: UnfoldMCstat' - treatment: MULT - type: UNCORR - UnfoldOtherGen_plus: - description: 'Systematic upper unc.: UnfoldOtherGen' - treatment: MULT - type: ATLASWJ97 - UnfoldOtherGen_minus: - description: 'Systematic lower unc.: UnfoldOtherGen' - treatment: MULT - type: ATLASWJ98 - UnfoldReweight_plus: - description: 'Systematic upper unc.: UnfoldReweight' - treatment: MULT - type: ATLASWJ99 - UnfoldReweight_minus: - description: 'Systematic lower unc.: UnfoldReweight' - treatment: MULT - type: ATLASWJ100 -bins: -- art_stat_corr_1: -1.98549813e+00 - art_stat_corr_2: -9.25079723e-02 - art_stat_corr_3: -1.88737325e-01 - art_stat_corr_4: -9.46107117e-02 - art_stat_corr_5: -5.68157564e-02 - art_stat_corr_6: -3.75945006e-02 - art_stat_corr_7: 4.94245821e-03 - art_stat_corr_8: -8.11582063e-04 - art_stat_corr_9: -1.45818415e-04 - art_stat_corr_10: -2.27037350e-05 - art_stat_corr_11: -1.32337848e-06 - art_stat_corr_12: -1.26667928e-07 - art_stat_corr_13: 5.87697050e-09 - art_stat_corr_14: -6.07661817e-09 - art_stat_corr_15: 1.43013263e-08 - art_stat_corr_16: -4.28585078e-10 - JetScaleEff1_plus: 126 - JetScaleEff1_minus: -125 - JetScaleEff2_plus: 32 - JetScaleEff2_minus: -31 - JetScaleEff3_plus: 5 - JetScaleEff3_minus: -4 - JetScaleEff4_plus: 0.4 - JetScaleEff4_minus: 0.2 - JetScaleEff5_plus: 6 - JetScaleEff5_minus: -4 - JetScaleEff6_plus: 8 - JetScaleEff6_minus: -7 - JetScaleEta1_plus: 67 - JetScaleEta1_minus: -64 - JetScaleEta2_plus: 33 - JetScaleEta2_minus: -31 - 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JetScaleEta1_minus: -136 - JetScaleEta2_plus: 71 - JetScaleEta2_minus: -69 - JetScaleHighPt_plus: 1 - JetScaleHighPt_minus: 0.4 - JetScaleMC_plus: 1 - JetScaleMC_minus: 1 - JetScalePileup1_plus: 8 - JetScalePileup1_minus: -4 - JetScalePileup2_plus: 38 - JetScalePileup2_minus: -30 - JetScalePileup3_plus: 8 - JetScalePileup3_minus: -7 - JetScalePileup4_plus: 183 - JetScalePileup4_minus: -185 - JetScaleFlav1Known_plus: 56 - JetScaleFlav1Known_minus: -56 - JetScaleFlav2_plus: 222 - JetScaleFlav2_minus: -223 - JetScaleBjet_plus: 1 - JetScaleBjet_minus: 1 - JetScalepunchT_plus: 1 - JetScalepunchT_minus: 0.5 - JetResolution10_plus: 1 - JetResolution10_minus: 0.5 - JetSFBeff_plus: 11 - JetSFBeff_minus: -10 - JetSFCeff_plus: 9 - JetSFCeff_minus: -7 - JetSFLmistag_plus: 9 - JetSFLmistag_minus: -8 - JetSFHighPt_plus: 1 - JetSFHighPt_minus: 1 - JetJVFcut_plus: 31 - JetJVFcut_minus: -47 - ElScaleR12_plus: 4 - ElScaleR12_minus: -4 - ElScaleZee_plus: 52 - ElScaleZee_minus: -56 - ElScalePS_plus: 1 - ElScalePS_minus: -1 - ElResolution_plus: 1 - ElResolution_minus: -1 - ElSFReco_plus: 14 - ElSFReco_minus: -13 - ElSFId_plus: 44 - ElSFId_minus: -44 - ElSFTrigger_plus: 34 - ElSFTrigger_minus: -35 - ElSFIso_plus: 10 - ElSFIso_minus: -10 - ElSFChargeMisID_plus: 0.2 - ElSFChargeMisID_minus: 0.1 - METScale_plus: 99 - METScale_minus: -106 - METResLong_plus: 99 - METResLong_minus: -106 - METResTrans_plus: 99 - METResTrans_minus: -106 - PileupWeight_plus: 33 - PileupWeight_minus: -30 - QCDlowRange_plus: 42 - QCDlowRange_minus: -4 - QCDhighRange_plus: 4 - QCDhighRange_minus: -5 - QCDvarIso_plus: 4 - QCDvarIso_minus: -5 - QCDvarElID_plus: 4 - QCDvarElID_minus: -5 - QCDfitUncert_plus: 4 - QCDfitUncert_minus: -5 - QCDotherGen_plus: 4 - QCDotherGen_minus: -5 - QCDfitRebin_plus: 4 - QCDfitRebin_minus: -5 - XsecZ_plus: 4 - XsecZ_minus: -4 - XsecTop_plus: 5 - XsecTop_minus: -5 - XsecDibos_plus: 2 - XsecDibos_minus: -2 - BkgTtbarNorm_plus: 2 - BkgTtbarNorm_minus: -2 - BkgMCstat_plus: 2 - BkgMCstat_minus: -2 - WHFmodel_plus: 2 - 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METScale_plus: 0.00061 - METScale_minus: -0.00055 - METResLong_plus: 0.00061 - METResLong_minus: -0.00055 - METResTrans_plus: 0.00061 - METResTrans_minus: -0.00055 - PileupWeight_plus: 0.00015 - PileupWeight_minus: -0.00017 - QCDlowRange_plus: 6.0e-05 - QCDlowRange_minus: -3.0e-05 - QCDhighRange_plus: 2.0e-05 - QCDhighRange_minus: -1.0e-05 - QCDvarIso_plus: 2.0e-05 - QCDvarIso_minus: -1.0e-05 - QCDvarElID_plus: 2.0e-05 - QCDvarElID_minus: -1.0e-05 - QCDfitUncert_plus: 2.0e-05 - QCDfitUncert_minus: -1.0e-05 - QCDotherGen_plus: 2.0e-05 - QCDotherGen_minus: -1.0e-05 - QCDfitRebin_plus: 2.0e-05 - QCDfitRebin_minus: -1.0e-05 - XsecZ_plus: 3.0e-05 - XsecZ_minus: -3.0e-05 - XsecTop_plus: 0.00027 - XsecTop_minus: -0.00027 - XsecDibos_plus: 8.0e-05 - XsecDibos_minus: -8.0e-05 - BkgTtbarNorm_plus: 8.0e-05 - BkgTtbarNorm_minus: -8.0e-05 - BkgMCstat_plus: 8.0e-05 - BkgMCstat_minus: -8.0e-05 - WHFmodel_plus: 8.0e-05 - WHFmodel_minus: -8.0e-05 - LumiUncert: 1.64054869e-03 - UnfoldMCstat_plus: 0.00161 - UnfoldMCstat_minus: -0.00167 - UnfoldOtherGen_plus: 0.00161 - UnfoldOtherGen_minus: -0.00167 - UnfoldReweight_plus: 0.00161 - UnfoldReweight_minus: -0.00167 From c3756f16e9c03542e687cba84c141005517a4948 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:38:53 +0000 Subject: [PATCH 105/138] Remove CMS prescription from metadata --- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 6d1c9b08af..6cd7bf5af6 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -47,10 +47,10 @@ implemented_observables: data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] variants: - CMS_prescription: - data_uncertainties: - - uncertainties_WM-PT_cms.yaml - data_central: data_WM-PT_cms.yaml + #CMS_prescription: + # data_uncertainties: + # - uncertainties_WM-PT_cms.yaml + # data_central: data_WM-PT_cms.yaml legacy: # Corresponds to CMS prescription data_uncertainties: @@ -102,10 +102,10 @@ implemented_observables: data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: - CMS_prescription: - data_uncertainties: - - uncertainties_WP-PT_cms.yaml - data_central: data_WP-PT_cms.yaml + #CMS_prescription: + # data_uncertainties: + # - uncertainties_WP-PT_cms.yaml + # data_central: data_WP-PT_cms.yaml legacy: # Corresponds to CMS prescription data_uncertainties: From c617abbad9b6d9f8d68a4d9c86593d7e1eb09199 Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:05:47 +0000 Subject: [PATCH 106/138] Update metadata and filter for CMS_WPWM_7TEV_ELECTRON --- .../CMS_WPWM_7TEV_ELECTRON/filter.py | 2 +- .../CMS_WPWM_7TEV_ELECTRON/kinematics.yaml | 22 +++++++++---------- .../CMS_WPWM_7TEV_ELECTRON/metadata.yaml | 8 +++---- 3 files changed, 16 insertions(+), 16 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py index 27f332e58b..324585471f 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py @@ -86,7 +86,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "eta": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml index 7a166af12a..a1db665936 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.6 mid: 1.70000000e+00 max: 1.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.8 mid: 1.9 max: 2.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 2.0 mid: 2.1 max: 2.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.2 mid: 2.3 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml index 5d61487e5e..95ce8613bd 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml @@ -18,12 +18,12 @@ nnpdf_metadata: implemented_observables: -- observable_name: "ASY" +- observable_name: ASY observable: description: "Measurement of the electron charge asymmetry in inclusive W production in pp collisions at sqrt(s) = 7 TeV" label: r"$dA_{e} / d|y|$" units: "[fb]" - process_type: "EWK_RAP_ASY" + process_type: "DY_W_ETA" tables: [1] npoints: [11] ndata: 11 @@ -32,11 +32,11 @@ implemented_observables: dataset_label: "CMS $W$ asymmetry 840 pb" plot_x: eta y_label: '$dA_{e}/dy$' - kinematic_coverage: [eta, M2, sqrts] + kinematic_coverage: [eta, m_W2, sqrts] kinematics: variables: eta: {description: "Electron pseudorapidity", label: '$\eta$', units: ""} - M2: {description: "W boson Mass", label: "$M^2$", units: "$GeV^2$"} + m_W2: {description: "W boson mass squared", label: "$M^2_W$", units: "$GeV^2$"} sqrts: {description: "Center of Mass Energy", label: '$\sqrt{s}$', units: "$GeV$"} file: kinematics.yaml data_central: data.yaml From 7ee6b9ee95a9fc0a8204da357d0f5f72e41f4c6d Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:06:14 +0000 Subject: [PATCH 107/138] Update metadata and filter for CMS_WPWM_7TEV_MUON --- .../commondata/CMS_WPWM_7TEV_MUON/filter.py | 2 +- .../CMS_WPWM_7TEV_MUON/kinematics.yaml | 22 +++++++++---------- .../CMS_WPWM_7TEV_MUON/metadata.yaml | 8 +++---- 3 files changed, 16 insertions(+), 16 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py index b3b46618ea..c723f9c28e 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py @@ -85,7 +85,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "eta": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml index 4010f47569..ed7d73fda6 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml index 8f1659d48c..6bf10f363a 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: in pp collisions at sqrt(s) = 7 TeV label: r"$dA_{\mu} / d|y|$" units: '[fb]' - process_type: EWK_RAP_ASY + process_type: DY_W_RAP tables: - 1 npoints: @@ -31,7 +31,7 @@ implemented_observables: y_label: $dA_{\mu}/dy$ kinematic_coverage: - eta - - M2 + - m_W2 - sqrts kinematics: variables: @@ -40,8 +40,8 @@ implemented_observables: label: $\eta$ units: '' M2: - description: W boson Mass - label: $M^2$ + description: W boson mass squared + label: $M^2_W$ units: $GeV^2$ sqrts: description: Center of Mass Energy From cf84181f1e93890cc2d160453db0185f7a6a578e Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:06:34 +0000 Subject: [PATCH 108/138] Re-run filter file --- .../CMS_WPWM_8TEV_MUON/uncertainties.yaml | 88 +++++++++---------- 1 file changed, 44 insertions(+), 44 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml index 6cce9fc9be..262a6987a1 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml @@ -218,8 +218,8 @@ bins: corr_stat_10: 4.59724656e+02 corr_stat_11: -1.19020891e+03 corr_stat_12: -7.78086020e+02 - corr_stat_13: -3.25115482e+02 - corr_stat_14: -1.74120972e+01 + corr_stat_13: 3.25115482e+02 + corr_stat_14: 1.74120972e+01 corr_stat_15: 1.85441751e+02 corr_stat_16: 2.46174582e+02 corr_stat_17: -3.95553139e+02 @@ -264,8 +264,8 @@ bins: corr_stat_10: -1.34018451e+03 corr_stat_11: -3.79455357e+01 corr_stat_12: 5.43105707e+02 - corr_stat_13: -2.30864507e+02 - corr_stat_14: 2.28105939e+01 + corr_stat_13: 2.30864507e+02 + corr_stat_14: -2.28105939e+01 corr_stat_15: 2.73916318e+02 corr_stat_16: 8.24197776e+01 corr_stat_17: 2.76294496e+01 @@ -310,8 +310,8 @@ bins: corr_stat_10: 1.12031856e+03 corr_stat_11: 4.43031166e+02 corr_stat_12: 1.12661630e+03 - corr_stat_13: -2.74944954e+02 - corr_stat_14: 5.52990763e+01 + corr_stat_13: 2.74944954e+02 + corr_stat_14: -5.52990763e+01 corr_stat_15: 1.27894440e+02 corr_stat_16: 1.24550002e+02 corr_stat_17: 4.22149756e+02 @@ -356,8 +356,8 @@ bins: corr_stat_10: 6.46013289e+01 corr_stat_11: 1.27302623e+03 corr_stat_12: -1.11730633e+03 - corr_stat_13: -1.94870789e+02 - corr_stat_14: -7.57330157e+01 + corr_stat_13: 1.94870789e+02 + corr_stat_14: 7.57330157e+01 corr_stat_15: 1.36530310e+02 corr_stat_16: -4.91346830e+02 corr_stat_17: -5.12303267e+01 @@ -402,8 +402,8 @@ bins: corr_stat_10: -1.49282566e+01 corr_stat_11: -3.23545619e+02 corr_stat_12: 1.31475743e+02 - corr_stat_13: -1.60873244e+02 - corr_stat_14: 1.02178450e+01 + corr_stat_13: 1.60873244e+02 + corr_stat_14: -1.02178450e+01 corr_stat_15: 1.01032667e+02 corr_stat_16: 1.46563056e+01 corr_stat_17: 7.32192971e+00 @@ -448,8 +448,8 @@ bins: corr_stat_10: -2.25365217e+02 corr_stat_11: -5.48458954e+01 corr_stat_12: 3.12881270e+01 - corr_stat_13: -2.04709516e+02 - corr_stat_14: 3.06913866e+00 + corr_stat_13: 2.04709516e+02 + corr_stat_14: -3.06913866e+00 corr_stat_15: -2.10681508e+01 corr_stat_16: -3.52021944e+01 corr_stat_17: -1.33321947e+01 @@ -494,8 +494,8 @@ bins: corr_stat_10: -7.71475862e+01 corr_stat_11: -7.69659252e+01 corr_stat_12: 3.85267500e+01 - corr_stat_13: -1.00328129e+02 - corr_stat_14: -1.39260564e+01 + corr_stat_13: 1.00328129e+02 + corr_stat_14: 1.39260564e+01 corr_stat_15: -1.53924285e+02 corr_stat_16: 1.28376889e+01 corr_stat_17: 8.78571392e+00 @@ -540,8 +540,8 @@ bins: corr_stat_10: -2.85126823e+00 corr_stat_11: -5.57930273e+01 corr_stat_12: 1.88981368e+01 - corr_stat_13: 1.21176693e+02 - corr_stat_14: 1.34979006e+01 + corr_stat_13: -1.21176693e+02 + corr_stat_14: -1.34979006e+01 corr_stat_15: -3.97096467e+02 corr_stat_16: -7.17774019e+00 corr_stat_17: -4.44743235e-01 @@ -586,8 +586,8 @@ bins: corr_stat_10: -1.71843974e+02 corr_stat_11: -4.86736376e+01 corr_stat_12: 8.76017022e+01 - corr_stat_13: 2.18162536e+02 - corr_stat_14: 1.52875640e+01 + corr_stat_13: -2.18162536e+02 + corr_stat_14: -1.52875640e+01 corr_stat_15: -2.02327791e+02 corr_stat_16: -6.31564464e+00 corr_stat_17: -3.46464550e+00 @@ -632,8 +632,8 @@ bins: corr_stat_10: 4.00216318e+02 corr_stat_11: -2.01207749e+02 corr_stat_12: -1.46830335e+02 - corr_stat_13: 5.49806804e+02 - corr_stat_14: -2.19948692e+02 + corr_stat_13: -5.49806804e+02 + corr_stat_14: 2.19948692e+02 corr_stat_15: 1.62009610e+02 corr_stat_16: 5.55134469e+01 corr_stat_17: 1.58021551e+01 @@ -678,8 +678,8 @@ bins: corr_stat_10: -1.28337756e+02 corr_stat_11: 1.84030848e+02 corr_stat_12: 9.43715720e+01 - corr_stat_13: 3.73036543e+02 - corr_stat_14: 3.45572602e+02 + corr_stat_13: -3.73036543e+02 + corr_stat_14: -3.45572602e+02 corr_stat_15: 2.56840349e+02 corr_stat_16: -1.40084799e+01 corr_stat_17: -5.62974853e+01 @@ -724,8 +724,8 @@ bins: corr_stat_10: 2.21466223e+02 corr_stat_11: -5.95612979e+02 corr_stat_12: -3.91534987e+02 - corr_stat_13: 2.84701813e+02 - corr_stat_14: 9.09401638e+00 + corr_stat_13: -2.84701813e+02 + corr_stat_14: -9.09401638e+00 corr_stat_15: -2.27656995e+02 corr_stat_16: -4.51103344e+02 corr_stat_17: 7.91059001e+02 @@ -770,8 +770,8 @@ bins: corr_stat_10: -6.96085155e+02 corr_stat_11: -1.14923376e+00 corr_stat_12: 2.74332722e+02 - corr_stat_13: 3.28529536e+02 - corr_stat_14: -9.33800792e+01 + corr_stat_13: -3.28529536e+02 + corr_stat_14: 9.33800792e+01 corr_stat_15: -3.15980013e+02 corr_stat_16: -1.25911016e+02 corr_stat_17: -6.32305047e+01 @@ -816,8 +816,8 @@ bins: corr_stat_10: 5.36523581e+02 corr_stat_11: 2.12797827e+02 corr_stat_12: 5.40242281e+02 - corr_stat_13: 2.68474383e+02 - corr_stat_14: -1.58542411e+02 + corr_stat_13: -2.68474383e+02 + corr_stat_14: 1.58542411e+02 corr_stat_15: -1.77134907e+02 corr_stat_16: -2.54771305e+02 corr_stat_17: -8.74592783e+02 @@ -862,8 +862,8 @@ bins: corr_stat_10: 2.38394387e+01 corr_stat_11: 6.20649522e+02 corr_stat_12: -5.22512421e+02 - corr_stat_13: 2.02067082e+02 - corr_stat_14: 1.21989798e+02 + corr_stat_13: -2.02067082e+02 + corr_stat_14: -1.21989798e+02 corr_stat_15: -2.25252690e+02 corr_stat_16: 1.04389776e+03 corr_stat_17: 1.08609029e+02 @@ -908,8 +908,8 @@ bins: corr_stat_10: -2.32502204e+01 corr_stat_11: -1.16004558e+02 corr_stat_12: 3.79725151e+01 - corr_stat_13: 3.56939811e+02 - corr_stat_14: -3.97181405e+01 + corr_stat_13: -3.56939811e+02 + corr_stat_14: 3.97181405e+01 corr_stat_15: -1.92412647e+02 corr_stat_16: -5.08265383e+01 corr_stat_17: -1.08235439e+01 @@ -954,8 +954,8 @@ bins: corr_stat_10: -6.60004411e+01 corr_stat_11: 1.73172679e+01 corr_stat_12: -6.58949312e-02 - corr_stat_13: 3.13417169e+02 - corr_stat_14: -2.87346996e+01 + corr_stat_13: -3.13417169e+02 + corr_stat_14: 2.87346996e+01 corr_stat_15: -1.50454329e+02 corr_stat_16: 4.03069390e+01 corr_stat_17: 5.77813169e+01 @@ -1000,8 +1000,8 @@ bins: corr_stat_10: -4.45544321e+01 corr_stat_11: -9.48428668e+00 corr_stat_12: -1.28917984e+01 - corr_stat_13: 2.90293908e+02 - corr_stat_14: 4.26834655e+01 + corr_stat_13: -2.90293908e+02 + corr_stat_14: -4.26834655e+01 corr_stat_15: 1.74833397e+02 corr_stat_16: -6.83458298e+01 corr_stat_17: -4.73037838e+00 @@ -1046,8 +1046,8 @@ bins: corr_stat_10: -1.11973342e+01 corr_stat_11: -1.68293083e+00 corr_stat_12: 8.87169475e+00 - corr_stat_13: -1.51590352e+02 - corr_stat_14: -7.81307771e+01 + corr_stat_13: 1.51590352e+02 + corr_stat_14: 7.81307771e+01 corr_stat_15: 1.08251599e+03 corr_stat_16: -1.47718942e+01 corr_stat_17: 6.35272640e+01 @@ -1092,8 +1092,8 @@ bins: corr_stat_10: -7.06222743e+01 corr_stat_11: 9.61801124e+00 corr_stat_12: 8.85862456e-01 - corr_stat_13: -3.22588300e+02 - corr_stat_14: -1.47454585e+01 + corr_stat_13: 3.22588300e+02 + corr_stat_14: 1.47454585e+01 corr_stat_15: 2.40892067e+02 corr_stat_16: 1.25478689e+01 corr_stat_17: -1.25835132e+01 @@ -1138,8 +1138,8 @@ bins: corr_stat_10: 7.81250253e+01 corr_stat_11: -5.24258466e+01 corr_stat_12: -3.29076864e+01 - corr_stat_13: -7.28757366e+02 - corr_stat_14: 8.17509997e+02 + corr_stat_13: 7.28757366e+02 + corr_stat_14: -8.17509997e+02 corr_stat_15: -4.42397547e+02 corr_stat_16: -1.68566367e+02 corr_stat_17: -1.05597375e+02 @@ -1184,8 +1184,8 @@ bins: corr_stat_10: -7.97131051e+01 corr_stat_11: 6.08045840e+01 corr_stat_12: 3.94152965e+01 - corr_stat_13: -7.67952244e+02 - corr_stat_14: -8.12465805e+02 + corr_stat_13: 7.67952244e+02 + corr_stat_14: 8.12465805e+02 corr_stat_15: -4.36685793e+02 corr_stat_16: 7.48470148e+01 corr_stat_17: 1.03554500e+02 From c6473f08824fff19a73f7b9d3060906a325cfa8a Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:07:49 +0000 Subject: [PATCH 109/138] Re-run filter file for CMS_Z0_7TEV_DIMUON --- .../CMS_Z0_7TEV_DIMUON/uncertainties.yaml | 21916 ++++++++-------- 1 file changed, 10958 insertions(+), 10958 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml index e4898d85ad..8a27e68082 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml @@ -542,26 +542,26 @@ bins: sys_corr_4: 6.39404427e+01 sys_corr_5: 4.24457496e+02 sys_corr_6: -9.70144274e+02 - sys_corr_7: 2.71112162e+01 - sys_corr_8: 4.11565566e+01 + sys_corr_7: -2.71112162e+01 + sys_corr_8: -4.11565566e+01 sys_corr_9: 3.28881045e+01 - sys_corr_10: 2.96966591e+01 - sys_corr_11: 1.07316063e+02 - sys_corr_12: 1.31444046e+02 + sys_corr_10: -2.96966591e+01 + sys_corr_11: -1.07316063e+02 + sys_corr_12: -1.31444046e+02 sys_corr_13: -8.76955418e+01 - sys_corr_14: 1.62949139e+01 - sys_corr_15: 2.85386023e+01 - sys_corr_16: -5.14575197e-01 - sys_corr_17: -3.32765915e-01 - sys_corr_18: -2.19396190e+01 - sys_corr_19: -1.00359222e+01 - sys_corr_20: 1.33211279e+01 - sys_corr_21: 2.03092201e+01 - sys_corr_22: 1.86879934e+02 - sys_corr_23: 1.77906193e+01 - sys_corr_24: 6.43868224e+01 - sys_corr_25: 8.02814932e+00 - sys_corr_26: 1.19938058e+01 + sys_corr_14: -1.62949139e+01 + sys_corr_15: -2.85386023e+01 + sys_corr_16: 5.14575197e-01 + sys_corr_17: 3.32765915e-01 + sys_corr_18: 2.19396190e+01 + sys_corr_19: 1.00359222e+01 + sys_corr_20: -1.33211279e+01 + sys_corr_21: -2.03092201e+01 + sys_corr_22: -1.86879934e+02 + sys_corr_23: -1.77906193e+01 + sys_corr_24: -6.43868224e+01 + sys_corr_25: -8.02814932e+00 + sys_corr_26: -1.19938058e+01 sys_corr_27: -2.69013191e+00 sys_corr_28: 5.95285375e+01 sys_corr_29: -5.75834102e+01 @@ -569,105 +569,105 @@ bins: sys_corr_31: -6.30206764e-01 sys_corr_32: 1.52354204e+02 sys_corr_33: 1.63092626e+02 - sys_corr_34: 7.01962891e+01 - sys_corr_35: 1.29521171e+01 + sys_corr_34: -7.01962891e+01 + sys_corr_35: -1.29521171e+01 sys_corr_36: -7.66651670e+01 sys_corr_37: 1.02134789e+02 - sys_corr_38: -4.31805259e+01 + sys_corr_38: 4.31805259e+01 sys_corr_39: 5.23585358e+01 - sys_corr_40: 5.94193246e+01 + sys_corr_40: -5.94193246e+01 sys_corr_41: -2.78110212e+01 - sys_corr_42: -6.98823856e+01 - sys_corr_43: -1.95896158e+01 - sys_corr_44: -9.28239544e+01 - sys_corr_45: 7.89688582e+00 + sys_corr_42: 6.98823856e+01 + sys_corr_43: 1.95896158e+01 + sys_corr_44: 9.28239544e+01 + sys_corr_45: -7.89688582e+00 sys_corr_46: 3.14386712e+00 sys_corr_47: -2.79195120e+01 sys_corr_48: 3.06879458e+01 - sys_corr_49: 2.31756421e+01 - sys_corr_50: -6.45323916e+01 + sys_corr_49: -2.31756421e+01 + sys_corr_50: 6.45323916e+01 sys_corr_51: -1.52451576e+00 sys_corr_52: -8.04182487e+01 sys_corr_53: -1.14840299e+01 - sys_corr_54: -1.91036009e+00 - sys_corr_55: -5.12246530e-01 - sys_corr_56: -2.40369454e+01 + sys_corr_54: 1.91036009e+00 + sys_corr_55: 5.12246530e-01 + sys_corr_56: 2.40369454e+01 sys_corr_57: -8.76854368e+00 - 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sys_corr_80: 4.22891838e+00 - sys_corr_81: -5.01058719e+00 - sys_corr_82: -5.84043238e+00 - sys_corr_83: 1.15087577e+00 - sys_corr_84: 1.03240536e+01 - sys_corr_85: 3.05590098e+00 - sys_corr_86: 8.01235452e+00 + sys_corr_80: -3.93033201e+00 + sys_corr_81: 5.01058719e+00 + sys_corr_82: -1.15087577e+00 + sys_corr_83: 5.84043238e+00 + sys_corr_84: -1.03240536e+01 + sys_corr_85: -3.05590098e+00 + sys_corr_86: -8.01235452e+00 sys_corr_87: -3.51975658e-01 - sys_corr_88: 1.12591804e+01 + sys_corr_88: -1.12591804e+01 sys_corr_89: -1.24346987e+00 - sys_corr_90: -1.34059659e-01 - sys_corr_91: -8.41346338e-01 + sys_corr_90: 1.34059659e-01 + sys_corr_91: 8.41346338e-01 sys_corr_92: -8.55588500e-01 - sys_corr_93: -3.34886990e-01 + sys_corr_93: 5.46722002e-03 sys_corr_94: 8.60941960e-01 - sys_corr_95: -5.46722002e-03 - sys_corr_96: 3.72643401e-01 + sys_corr_95: 3.34886990e-01 + sys_corr_96: -3.72643401e-01 sys_corr_97: 2.55234557e+00 - sys_corr_98: 1.18986353e+00 + sys_corr_98: -1.18986353e+00 sys_corr_99: 1.67699380e+00 - sys_corr_100: 4.25186310e+00 - sys_corr_101: 2.53443826e+01 - sys_corr_102: -9.98121441e+00 - sys_corr_103: 7.00828134e+00 - sys_corr_104: 2.82955034e+00 - sys_corr_105: -2.92603044e+00 - sys_corr_106: -2.74081361e+00 - sys_corr_107: -9.70988039e-01 - sys_corr_108: 1.62505355e+00 - sys_corr_109: -4.31914890e-01 - sys_corr_110: -7.35849712e-01 - sys_corr_111: -8.20042936e-01 + sys_corr_100: -2.92603044e+00 + sys_corr_101: 2.82955034e+00 + sys_corr_102: -7.00828134e+00 + sys_corr_103: -2.53443826e+01 + sys_corr_104: 4.25186310e+00 + sys_corr_105: -9.98121441e+00 + sys_corr_106: 2.74081361e+00 + sys_corr_107: 1.62505355e+00 + sys_corr_108: -9.70988039e-01 + sys_corr_109: -7.35849712e-01 + sys_corr_110: 4.31914890e-01 + sys_corr_111: 8.20042936e-01 sys_corr_112: 1.75707569e-01 sys_corr_113: -1.23573058e-01 sys_corr_114: -2.95836417e-03 - sys_corr_115: 1.26162573e-01 - sys_corr_116: -1.19369680e-01 - sys_corr_117: -1.00622372e-01 - sys_corr_118: 1.73306589e-01 - sys_corr_119: -1.72591925e-03 - sys_corr_120: -6.82302421e-02 - sys_corr_121: -6.09802098e-03 - sys_corr_122: 1.26709726e-01 - sys_corr_123: 6.21218501e-02 - sys_corr_124: -4.71163556e-02 + sys_corr_115: -1.26162573e-01 + sys_corr_116: 1.19369680e-01 + sys_corr_117: 1.00622372e-01 + sys_corr_118: 1.72591925e-03 + sys_corr_119: -1.73306589e-01 + sys_corr_120: 6.09802098e-03 + sys_corr_121: 6.82302421e-02 + sys_corr_122: 6.21218501e-02 + sys_corr_123: -1.26709726e-01 + sys_corr_124: 4.71163556e-02 sys_corr_125: 8.50605839e-02 sys_corr_126: 2.19498344e-02 sys_corr_127: 6.67023571e-01 - sys_corr_128: 1.29567800e-01 + sys_corr_128: -1.29567800e-01 sys_corr_129: -5.28202673e-02 - sys_corr_130: -2.38184435e-02 - sys_corr_131: -3.23375291e-02 - sys_corr_132: 7.58361622e-02 + sys_corr_130: 2.38184435e-02 + sys_corr_131: -7.58361622e-02 + sys_corr_132: -3.23375291e-02 stat: 0.0 luminosity: 3.92441566e+02 - sys_corr_1: 2.11159255e+02 @@ -676,26 +676,26 @@ bins: sys_corr_4: 6.53363078e+01 sys_corr_5: 4.05029572e+02 sys_corr_6: -9.32812702e+02 - sys_corr_7: 2.31445793e+01 - sys_corr_8: 3.80583862e+01 + sys_corr_7: -2.31445793e+01 + sys_corr_8: -3.80583862e+01 sys_corr_9: 2.92694186e+01 - sys_corr_10: 2.90426238e+01 - sys_corr_11: 1.06752684e+02 - sys_corr_12: 1.27869539e+02 + sys_corr_10: -2.90426238e+01 + sys_corr_11: -1.06752684e+02 + sys_corr_12: -1.27869539e+02 sys_corr_13: -8.84596960e+01 - sys_corr_14: 2.27421092e+01 - sys_corr_15: 3.24561008e+01 - sys_corr_16: -3.61105419e+00 - sys_corr_17: 2.68489186e+00 - sys_corr_18: -2.08180501e+01 - sys_corr_19: -2.01183676e+01 - sys_corr_20: 1.51054674e+01 - sys_corr_21: 1.19945184e+01 - sys_corr_22: 1.99259781e+02 - sys_corr_23: 1.83622711e+01 - sys_corr_24: 8.25834997e+01 - sys_corr_25: -1.58705237e+00 - sys_corr_26: 4.27948281e+00 + sys_corr_14: -2.27421092e+01 + sys_corr_15: -3.24561008e+01 + sys_corr_16: 3.61105419e+00 + sys_corr_17: -2.68489186e+00 + sys_corr_18: 2.08180501e+01 + sys_corr_19: 2.01183676e+01 + sys_corr_20: -1.51054674e+01 + sys_corr_21: -1.19945184e+01 + sys_corr_22: -1.99259781e+02 + sys_corr_23: -1.83622711e+01 + sys_corr_24: -8.25834997e+01 + sys_corr_25: 1.58705237e+00 + sys_corr_26: -4.27948281e+00 sys_corr_27: -1.85517640e+01 sys_corr_28: 6.72401839e+01 sys_corr_29: -8.80451346e+01 @@ -703,105 +703,105 @@ bins: sys_corr_31: -3.87442654e+01 sys_corr_32: -1.67453074e+02 sys_corr_33: -1.40882452e+02 - sys_corr_34: -7.14319508e+01 - sys_corr_35: 1.52518556e-01 + sys_corr_34: 7.14319508e+01 + sys_corr_35: -1.52518556e-01 sys_corr_36: 2.18140147e+01 sys_corr_37: -1.48019359e+01 - sys_corr_38: -2.41929013e+00 + sys_corr_38: 2.41929013e+00 sys_corr_39: -1.39628267e+01 - sys_corr_40: 3.69175160e+00 + sys_corr_40: -3.69175160e+00 sys_corr_41: -2.40414211e+01 - sys_corr_42: -4.21353633e+01 - sys_corr_43: -1.33940732e+01 - sys_corr_44: -2.06099269e+01 - sys_corr_45: 5.05691235e+01 + sys_corr_42: 4.21353633e+01 + sys_corr_43: 1.33940732e+01 + sys_corr_44: 2.06099269e+01 + sys_corr_45: -5.05691235e+01 sys_corr_46: -6.46020089e+00 sys_corr_47: -2.67634849e+01 sys_corr_48: 2.14808494e+01 - sys_corr_49: -1.46355397e+01 - sys_corr_50: -3.14327737e+01 + sys_corr_49: 1.46355397e+01 + sys_corr_50: 3.14327737e+01 sys_corr_51: 4.57738351e+01 sys_corr_52: -9.41530439e+01 sys_corr_53: 2.70234473e+01 - sys_corr_54: -5.27627791e+01 - sys_corr_55: -1.46866162e+00 - sys_corr_56: -2.88825791e+01 + sys_corr_54: 5.27627791e+01 + sys_corr_55: 1.46866162e+00 + sys_corr_56: 2.88825791e+01 sys_corr_57: -1.42867812e+01 - 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sys_corr_8: -9.66513783e+01 + sys_corr_7: 1.42618891e+02 + sys_corr_8: 9.66513783e+01 sys_corr_9: -8.19778576e+01 - sys_corr_10: -2.36136251e+01 - sys_corr_11: -1.41696997e+02 - sys_corr_12: -1.70065373e+02 + sys_corr_10: 2.36136251e+01 + sys_corr_11: 1.41696997e+02 + sys_corr_12: 1.70065373e+02 sys_corr_13: 1.07740667e+02 - sys_corr_14: -2.65116694e+01 - sys_corr_15: -2.98494230e+01 - sys_corr_16: -4.42241350e+00 - sys_corr_17: -1.81532785e+01 - sys_corr_18: 4.27286929e+01 - sys_corr_19: 3.27095364e+01 - sys_corr_20: -3.04564929e+01 - sys_corr_21: -1.76009409e+01 - sys_corr_22: -2.98246881e+02 - sys_corr_23: -2.73395710e+01 - sys_corr_24: -3.54332126e+01 - sys_corr_25: 2.30167334e+01 - sys_corr_26: 7.08925569e+01 + sys_corr_14: 2.65116694e+01 + sys_corr_15: 2.98494230e+01 + sys_corr_16: 4.42241350e+00 + sys_corr_17: 1.81532785e+01 + sys_corr_18: -4.27286929e+01 + sys_corr_19: -3.27095364e+01 + sys_corr_20: 3.04564929e+01 + sys_corr_21: 1.76009409e+01 + sys_corr_22: 2.98246881e+02 + sys_corr_23: 2.73395710e+01 + sys_corr_24: 3.54332126e+01 + sys_corr_25: -2.30167334e+01 + sys_corr_26: -7.08925569e+01 sys_corr_27: 4.39195475e+01 sys_corr_28: 3.47296558e+01 sys_corr_29: -4.64543704e+01 @@ -1909,105 +1909,105 @@ bins: sys_corr_31: 6.96294702e+00 sys_corr_32: 1.18673085e+00 sys_corr_33: -6.64920797e-01 - 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sys_corr_100: -6.37325692e-01 - sys_corr_101: -6.87561510e-01 - sys_corr_102: 4.11142430e-02 - sys_corr_103: -7.58748036e-01 - sys_corr_104: -3.15270965e-01 - sys_corr_105: 6.79935550e-01 - sys_corr_106: 4.45328957e-01 - sys_corr_107: 6.17801747e-01 - sys_corr_108: 2.44988024e-01 - sys_corr_109: 1.10994708e-01 - sys_corr_110: -1.92861557e-01 - sys_corr_111: 1.73486460e-01 + sys_corr_100: 6.79935550e-01 + sys_corr_101: -3.15270965e-01 + sys_corr_102: 7.58748036e-01 + sys_corr_103: 6.87561510e-01 + sys_corr_104: -6.37325692e-01 + sys_corr_105: 4.11142430e-02 + sys_corr_106: -4.45328957e-01 + sys_corr_107: 2.44988024e-01 + sys_corr_108: 6.17801747e-01 + sys_corr_109: -1.92861557e-01 + sys_corr_110: -1.10994708e-01 + sys_corr_111: -1.73486460e-01 sys_corr_112: -3.30137892e-02 sys_corr_113: 6.45203775e-02 sys_corr_114: 8.23561246e-04 - sys_corr_115: 9.34327411e-02 - sys_corr_116: 8.83084269e-03 - sys_corr_117: 1.62109642e-02 - sys_corr_118: 1.04060952e-01 - sys_corr_119: 9.12952566e-03 - sys_corr_120: 1.96809956e-02 - sys_corr_121: -5.56941565e-03 - sys_corr_122: -1.59931435e-02 - sys_corr_123: -7.08996264e-03 - sys_corr_124: 3.01771278e-02 + sys_corr_115: -9.34327411e-02 + sys_corr_116: -8.83084269e-03 + sys_corr_117: -1.62109642e-02 + sys_corr_118: -9.12952566e-03 + sys_corr_119: -1.04060952e-01 + sys_corr_120: 5.56941565e-03 + sys_corr_121: -1.96809956e-02 + sys_corr_122: -7.08996264e-03 + sys_corr_123: 1.59931435e-02 + sys_corr_124: -3.01771278e-02 sys_corr_125: -6.91658967e-03 sys_corr_126: 7.40314298e-03 sys_corr_127: 2.78462293e-02 - sys_corr_128: -1.35234769e-01 + sys_corr_128: 1.35234769e-01 sys_corr_129: -1.09256894e-01 - sys_corr_130: 1.96230755e-04 - sys_corr_131: 8.65735464e-03 - sys_corr_132: -4.74961068e-03 + sys_corr_130: -1.96230755e-04 + sys_corr_131: 4.74961068e-03 + sys_corr_132: 8.65735464e-03 stat: 0.0 luminosity: 3.85649990e+02 - sys_corr_1: 2.09840538e+02 @@ -2016,26 +2016,26 @@ bins: sys_corr_4: 3.88556382e+01 sys_corr_5: -6.92177156e+01 sys_corr_6: -1.52800909e+02 - sys_corr_7: -1.57605101e+02 - 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sys_corr_100: 6.13207900e-02 - sys_corr_101: -2.26139140e-01 - sys_corr_102: -5.18717865e-02 - sys_corr_103: -2.45725138e-01 - sys_corr_104: -2.42604905e-01 - sys_corr_105: 7.40186993e-02 - sys_corr_106: -3.00838167e-02 - sys_corr_107: -1.76163596e-02 - sys_corr_108: 1.61749890e-01 - sys_corr_109: 6.19104781e-03 - sys_corr_110: -2.15315818e-02 - sys_corr_111: 4.77714221e-04 + sys_corr_100: 7.40186993e-02 + sys_corr_101: -2.42604905e-01 + sys_corr_102: 2.45725138e-01 + sys_corr_103: 2.26139140e-01 + sys_corr_104: 6.13207900e-02 + sys_corr_105: -5.18717865e-02 + sys_corr_106: 3.00838167e-02 + sys_corr_107: 1.61749890e-01 + sys_corr_108: -1.76163596e-02 + sys_corr_109: -2.15315818e-02 + sys_corr_110: -6.19104781e-03 + sys_corr_111: -4.77714221e-04 sys_corr_112: 7.85689656e-03 sys_corr_113: 5.81699448e-02 sys_corr_114: -1.92369377e-05 - sys_corr_115: -3.32831558e-02 - sys_corr_116: -7.48336969e-03 - sys_corr_117: -5.59861660e-03 - sys_corr_118: -2.97175286e-02 - sys_corr_119: 1.42653640e-04 - 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sys_corr_100: 2.52030100e-02 - sys_corr_101: -1.94277789e-02 - sys_corr_102: 9.15763425e-02 - sys_corr_103: -1.13981738e-01 - sys_corr_104: 7.72705386e-02 - sys_corr_105: 7.14394015e-02 - sys_corr_106: 6.99994876e-02 - sys_corr_107: 1.03875589e-03 - sys_corr_108: 8.69073217e-02 - sys_corr_109: 6.62724264e-03 - sys_corr_110: 2.18690075e-03 - sys_corr_111: -1.65736687e-02 + sys_corr_100: 7.14394015e-02 + sys_corr_101: 7.72705386e-02 + sys_corr_102: 1.13981738e-01 + sys_corr_103: 1.94277789e-02 + sys_corr_104: 2.52030100e-02 + sys_corr_105: 9.15763425e-02 + sys_corr_106: -6.99994876e-02 + sys_corr_107: 8.69073217e-02 + sys_corr_108: 1.03875589e-03 + sys_corr_109: 2.18690075e-03 + sys_corr_110: -6.62724264e-03 + sys_corr_111: 1.65736687e-02 sys_corr_112: -2.20355159e-02 sys_corr_113: 4.17542251e-02 sys_corr_114: -7.15913227e-05 - sys_corr_115: -1.28205093e-02 - sys_corr_116: -2.09044825e-03 - sys_corr_117: 9.40609410e-04 - sys_corr_118: -1.75992735e-02 - sys_corr_119: 7.92683986e-04 - sys_corr_120: 4.91567633e-03 - sys_corr_121: -1.73320898e-03 - sys_corr_122: -4.80282749e-03 - sys_corr_123: -3.92689897e-03 - sys_corr_124: -1.09145713e-02 + sys_corr_115: 1.28205093e-02 + sys_corr_116: 2.09044825e-03 + sys_corr_117: -9.40609410e-04 + sys_corr_118: -7.92683986e-04 + sys_corr_119: 1.75992735e-02 + sys_corr_120: 1.73320898e-03 + sys_corr_121: -4.91567633e-03 + sys_corr_122: -3.92689897e-03 + sys_corr_123: 4.80282749e-03 + sys_corr_124: 1.09145713e-02 sys_corr_125: -2.09880723e-03 sys_corr_126: -3.60660297e-04 sys_corr_127: -3.17685777e-02 - sys_corr_128: 1.85676639e-02 + sys_corr_128: -1.85676639e-02 sys_corr_129: 3.51491765e-02 - sys_corr_130: -1.16018722e-03 - sys_corr_131: -1.06676823e-02 - sys_corr_132: -4.74287429e-03 + sys_corr_130: 1.16018722e-03 + sys_corr_131: 4.74287429e-03 + sys_corr_132: -1.06676823e-02 stat: 0.0 luminosity: 6.93522779e+03 - sys_corr_1: 3.39062509e+03 @@ -10458,26 +10458,26 @@ bins: sys_corr_4: 9.77539281e+02 sys_corr_5: -1.49741705e+02 sys_corr_6: 4.63516577e+01 - sys_corr_7: -7.03409544e+02 - 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sys_corr_100: -2.01470336e-02 - sys_corr_101: 1.18139491e-01 - sys_corr_102: 6.51749688e-02 - sys_corr_103: -5.46875251e-02 - sys_corr_104: -7.83604025e-02 - sys_corr_105: 2.95624902e-02 - sys_corr_106: -4.36932428e-02 - sys_corr_107: -5.96214188e-02 - sys_corr_108: 4.76590985e-01 - sys_corr_109: 3.07298678e-02 - sys_corr_110: -1.31800487e-04 - sys_corr_111: -2.70076448e-02 + sys_corr_100: 2.95624902e-02 + sys_corr_101: -7.83604025e-02 + sys_corr_102: 5.46875251e-02 + sys_corr_103: -1.18139491e-01 + sys_corr_104: -2.01470336e-02 + sys_corr_105: 6.51749688e-02 + sys_corr_106: 4.36932428e-02 + sys_corr_107: 4.76590985e-01 + sys_corr_108: -5.96214188e-02 + sys_corr_109: -1.31800487e-04 + sys_corr_110: -3.07298678e-02 + sys_corr_111: 2.70076448e-02 sys_corr_112: -4.66847469e-03 sys_corr_113: 3.65280155e-02 sys_corr_114: 1.09734336e-04 - sys_corr_115: -1.95468190e-03 - sys_corr_116: -4.35632097e-03 - sys_corr_117: -9.17161630e-05 - sys_corr_118: -1.72287016e-02 - sys_corr_119: -1.23730531e-03 - sys_corr_120: 1.55860140e-03 - sys_corr_121: -5.46915334e-04 - sys_corr_122: 2.19218543e-04 - sys_corr_123: -4.64696597e-04 - sys_corr_124: -8.17498169e-03 + sys_corr_115: 1.95468190e-03 + sys_corr_116: 4.35632097e-03 + sys_corr_117: 9.17161630e-05 + sys_corr_118: 1.23730531e-03 + sys_corr_119: 1.72287016e-02 + sys_corr_120: 5.46915334e-04 + sys_corr_121: -1.55860140e-03 + sys_corr_122: -4.64696597e-04 + sys_corr_123: -2.19218543e-04 + sys_corr_124: 8.17498169e-03 sys_corr_125: -3.31778458e-03 sys_corr_126: 6.48484227e-04 sys_corr_127: -3.77905453e-02 - sys_corr_128: 1.73695591e-02 + sys_corr_128: -1.73695591e-02 sys_corr_129: 1.00855812e-02 - sys_corr_130: -5.11531150e-04 - sys_corr_131: -1.24491741e-03 - sys_corr_132: -2.17885715e-03 + sys_corr_130: 5.11531150e-04 + sys_corr_131: 2.17885715e-03 + sys_corr_132: -1.24491741e-03 stat: 0.0 luminosity: 6.94862762e+03 - sys_corr_1: 3.67162480e+03 @@ -10592,26 +10592,26 @@ bins: sys_corr_4: 4.14359581e+02 sys_corr_5: 1.49601062e+02 sys_corr_6: 1.74796328e+02 - 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sys_corr_120: -7.94145529e-01 - sys_corr_121: -1.26216628e-02 - sys_corr_122: -9.96402322e-01 - sys_corr_123: -2.57882821e-01 - sys_corr_124: -4.16796488e+00 + sys_corr_115: 1.58373448e+00 + sys_corr_116: -1.31884768e+00 + sys_corr_117: 5.30797261e+01 + sys_corr_118: -2.81994756e-02 + sys_corr_119: 6.42840554e-01 + sys_corr_120: 1.26216628e-02 + sys_corr_121: 7.94145529e-01 + sys_corr_122: -2.57882821e-01 + sys_corr_123: 9.96402322e-01 + sys_corr_124: 4.16796488e+00 sys_corr_125: -1.95726811e+00 sys_corr_126: -5.52717753e-02 sys_corr_127: -3.82194063e-01 - sys_corr_128: 6.37229015e-02 + sys_corr_128: -6.37229015e-02 sys_corr_129: 2.87782261e-01 - sys_corr_130: -5.25119022e-02 - sys_corr_131: -1.74395940e-01 - sys_corr_132: -2.05951723e+00 + sys_corr_130: 5.25119022e-02 + sys_corr_131: 2.05951723e+00 + sys_corr_132: -1.74395940e-01 stat: 0.0 luminosity: 1.43488840e+01 - sys_corr_1: 2.96928369e+00 @@ -17024,26 +17024,26 @@ bins: sys_corr_4: 1.15408645e-01 sys_corr_5: -3.56738267e+00 sys_corr_6: 5.25520046e-01 - 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sys_corr_100: -5.94128868e-01 - sys_corr_101: -1.17910142e+00 - sys_corr_102: 6.08790736e-01 - sys_corr_103: 5.74879618e-01 - sys_corr_104: 1.92391328e+00 - sys_corr_105: -2.65665341e+00 - sys_corr_106: -1.50418239e+00 - sys_corr_107: -1.97744674e+00 - sys_corr_108: -1.08777683e+00 - sys_corr_109: -3.15233007e-01 - sys_corr_110: 1.28488990e+00 - sys_corr_111: -8.72043489e-01 + sys_corr_100: -2.65665341e+00 + sys_corr_101: 1.92391328e+00 + sys_corr_102: -5.74879618e-01 + sys_corr_103: 1.17910142e+00 + sys_corr_104: -5.94128868e-01 + sys_corr_105: 6.08790736e-01 + sys_corr_106: 1.50418239e+00 + sys_corr_107: -1.08777683e+00 + sys_corr_108: -1.97744674e+00 + sys_corr_109: 1.28488990e+00 + sys_corr_110: 3.15233007e-01 + sys_corr_111: 8.72043489e-01 sys_corr_112: 8.57603310e-01 sys_corr_113: -7.57069340e-01 sys_corr_114: -2.03463464e-03 - sys_corr_115: -1.56560467e+00 - sys_corr_116: -1.65825566e+00 - sys_corr_117: -2.62045657e+00 - sys_corr_118: 2.90502690e-01 - sys_corr_119: -1.71736751e-03 - 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sys_corr_120: -6.37022408e-01 - sys_corr_121: 4.64816457e+00 - sys_corr_122: 5.56076756e+00 - sys_corr_123: 5.29772697e+00 - sys_corr_124: -1.98226125e-01 + sys_corr_115: 1.76963781e+00 + sys_corr_116: 4.04024966e-02 + sys_corr_117: 3.29783925e-01 + sys_corr_118: -1.26685431e+01 + sys_corr_119: 2.59807945e+00 + sys_corr_120: -4.64816457e+00 + sys_corr_121: 6.37022408e-01 + sys_corr_122: 5.29772697e+00 + sys_corr_123: -5.56076756e+00 + sys_corr_124: 1.98226125e-01 sys_corr_125: 2.39221639e+00 sys_corr_126: 4.36241565e+00 sys_corr_127: -6.97916335e-02 - sys_corr_128: -8.71107258e-01 + sys_corr_128: 8.71107258e-01 sys_corr_129: -1.62791340e-01 - sys_corr_130: -1.78229286e-01 - sys_corr_131: -3.10557051e+00 - sys_corr_132: 1.01937079e+00 + sys_corr_130: 1.78229286e-01 + sys_corr_131: -1.01937079e+00 + sys_corr_132: -3.10557051e+00 stat: 0.0 luminosity: 2.12645400e+00 - sys_corr_1: -4.14063459e-03 @@ -18096,26 +18096,26 @@ bins: sys_corr_4: 2.85254128e-01 sys_corr_5: -5.27745872e-01 sys_corr_6: -6.61040738e-01 - 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sys_corr_58: -6.33546947e-02 + sys_corr_58: 6.33546947e-02 sys_corr_59: 4.67076248e-02 - sys_corr_60: -3.09072293e-02 + sys_corr_60: 3.09072293e-02 sys_corr_61: 1.64198177e-02 - sys_corr_62: -4.21227142e-02 - sys_corr_63: -8.24962392e-02 - sys_corr_64: 3.41912760e-02 + sys_corr_62: 4.21227142e-02 + sys_corr_63: 8.24962392e-02 + sys_corr_64: -3.41912760e-02 sys_corr_65: -5.39307208e-02 - sys_corr_66: -1.40323937e-01 + sys_corr_66: 1.40323937e-01 sys_corr_67: 2.13353323e-01 - sys_corr_68: -7.93032482e-02 - sys_corr_69: 8.49633526e-03 + sys_corr_68: 7.93032482e-02 + sys_corr_69: -8.49633526e-03 sys_corr_70: -3.69741819e-02 sys_corr_71: 6.94503608e-03 - sys_corr_72: -1.34336525e-02 + sys_corr_72: 1.34336525e-02 sys_corr_73: 8.46837778e-02 - sys_corr_74: 1.35074256e-02 + sys_corr_74: -1.35074256e-02 sys_corr_75: 2.05311008e-01 sys_corr_76: 6.09259674e-02 - sys_corr_77: 1.90095335e-01 - sys_corr_78: 6.99930402e-02 + sys_corr_77: -1.90095335e-01 + sys_corr_78: -1.19142721e-01 sys_corr_79: 9.35741787e-02 - sys_corr_80: -1.19142721e-01 - sys_corr_81: 2.17912484e-02 - sys_corr_82: 1.15852471e-01 - sys_corr_83: -7.59116896e-02 - sys_corr_84: 4.55562410e-01 - sys_corr_85: -2.15825069e-01 - sys_corr_86: 4.26233014e-02 + sys_corr_80: -6.99930402e-02 + sys_corr_81: -2.17912484e-02 + sys_corr_82: 7.59116896e-02 + sys_corr_83: -1.15852471e-01 + sys_corr_84: -4.55562410e-01 + sys_corr_85: 2.15825069e-01 + sys_corr_86: -4.26233014e-02 sys_corr_87: 9.19187228e-02 - sys_corr_88: 3.06592849e-04 + sys_corr_88: -3.06592849e-04 sys_corr_89: -2.17883328e-01 - sys_corr_90: 4.61475456e-01 - sys_corr_91: 1.15733710e-01 + sys_corr_90: -4.61475456e-01 + sys_corr_91: -1.15733710e-01 sys_corr_92: 1.69691510e-02 - sys_corr_93: -4.54492996e-02 + sys_corr_93: -4.73821153e-02 sys_corr_94: -1.01693925e-01 - sys_corr_95: 4.73821153e-02 - sys_corr_96: 4.56438496e-03 + sys_corr_95: 4.54492996e-02 + sys_corr_96: -4.56438496e-03 sys_corr_97: -1.75926651e-01 - sys_corr_98: -9.40683983e-02 + sys_corr_98: 9.40683983e-02 sys_corr_99: -1.16832875e-01 - sys_corr_100: -1.86929420e-03 - sys_corr_101: -3.49089494e-01 - sys_corr_102: 2.21244950e-01 - sys_corr_103: -1.15542520e-01 - sys_corr_104: -1.15157451e-01 - sys_corr_105: 1.88671421e-02 - sys_corr_106: 1.18289245e-02 - sys_corr_107: -2.83760901e-01 - sys_corr_108: -9.10485309e-02 - sys_corr_109: -3.27278263e-01 - sys_corr_110: 4.44293905e-01 - sys_corr_111: -2.18483487e-01 + sys_corr_100: 1.88671421e-02 + sys_corr_101: -1.15157451e-01 + sys_corr_102: 1.15542520e-01 + sys_corr_103: 3.49089494e-01 + sys_corr_104: -1.86929420e-03 + sys_corr_105: 2.21244950e-01 + sys_corr_106: -1.18289245e-02 + sys_corr_107: -9.10485309e-02 + sys_corr_108: -2.83760901e-01 + sys_corr_109: 4.44293905e-01 + sys_corr_110: 3.27278263e-01 + sys_corr_111: 2.18483487e-01 sys_corr_112: 1.36803628e-01 sys_corr_113: -1.19457863e-01 sys_corr_114: -5.01812007e+00 - sys_corr_115: -9.00835756e-02 - sys_corr_116: -2.03391782e-01 - sys_corr_117: -2.69697706e-01 - sys_corr_118: 7.99051737e-01 - sys_corr_119: 1.76728716e+00 - sys_corr_120: -2.47872236e-01 - sys_corr_121: 1.26761789e+00 - sys_corr_122: 1.96592492e+00 - sys_corr_123: 1.82492290e+00 - sys_corr_124: -1.54998594e-01 + sys_corr_115: 9.00835756e-02 + sys_corr_116: 2.03391782e-01 + sys_corr_117: 2.69697706e-01 + sys_corr_118: -1.76728716e+00 + sys_corr_119: -7.99051737e-01 + sys_corr_120: -1.26761789e+00 + sys_corr_121: 2.47872236e-01 + sys_corr_122: 1.82492290e+00 + sys_corr_123: -1.96592492e+00 + sys_corr_124: 1.54998594e-01 sys_corr_125: 9.30763695e-01 sys_corr_126: 1.31712180e+00 sys_corr_127: -1.23003007e-02 - sys_corr_128: -2.02442099e-01 + sys_corr_128: 2.02442099e-01 sys_corr_129: 2.47551691e-01 - sys_corr_130: -1.25586845e-01 - sys_corr_131: 4.22855763e+00 - sys_corr_132: 5.59272244e-01 + sys_corr_130: 1.25586845e-01 + sys_corr_131: -5.59272244e-01 + sys_corr_132: 4.22855763e+00 stat: 0.0 luminosity: 0.473748 From 37f09531d4709b928da7e38561de5c8f891ba4c6 Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:11:36 +0000 Subject: [PATCH 110/138] Remove deprecated keyword from read_csv for CMS_Z0_7TEV_DIMUON --- .../nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py index 57dc822fee..61f0474b87 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py @@ -31,9 +31,7 @@ def load_rawdata() -> pd.DataFrame: """ - return pd.read_csv( - "./rawdata/CMS-DY2D11-ABS.data", delim_whitespace=True, names=['y', 'M', 'sigma'] - ) + return pd.read_csv("./rawdata/CMS-DY2D11-ABS.data", sep=r'\s+', names=['y', 'M', 'sigma']) def read_metadata() -> tuple[int, int, list]: @@ -125,7 +123,7 @@ def read_corrmatrix(nb_datapoints: int) -> np.ndarray: entries of the corr/cov-mat as an array """ - df_corrmat = pd.read_csv("./rawdata/covmat.corr", delim_whitespace=True, header=None) + df_corrmat = pd.read_csv("./rawdata/covmat.corr", sep=r'\s+', header=None) corrmat = df_corrmat.iloc[:, 2].values return corrmat.reshape(nb_datapoints, nb_datapoints) From a0d88c7bc7efe195464ab3e1ef7cd9f98debb90a Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:13:09 +0000 Subject: [PATCH 111/138] Remove deprecated keyword from read_csv for CMS_WPWM_7TEV_MUON --- nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py index c723f9c28e..ea2fed3f6d 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py @@ -160,7 +160,7 @@ def read_corrmatrix(nb_datapoints: int) -> np.ndarray: """ corrmat = pd.read_csv( - "./rawdata/covmat.corr", names=[f'{i}' for i in range(nb_datapoints)], delim_whitespace=True + "./rawdata/covmat.corr", names=[f'{i}' for i in range(nb_datapoints)], sep=r'\s+' ) return corrmat.iloc[:, :].values From a7bc4516142c3108fcf3f940fa57e17d153d1ee1 Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:27:21 +0000 Subject: [PATCH 112/138] Update metadata and filter for CMS_Z0_7TEV_DIMUON --- .../commondata/CMS_Z0_7TEV_DIMUON/filter.py | 2 +- .../CMS_Z0_7TEV_DIMUON/kinematics.yaml | 264 +++++++++--------- .../CMS_Z0_7TEV_DIMUON/metadata.yaml | 6 +- 3 files changed, 136 insertions(+), 136 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py index 61f0474b87..178a62bf00 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py @@ -77,7 +77,7 @@ def get_kinematics(hepdata: pd.DataFrame, bin_index: list, boson: str = "Z") -> for bins in bin_index: kin_value = { "y": {"min": None, "mid": float(y[bins]), "max": None}, - "M2": {"min": None, "mid": float(M[bins]) ** 2, "max": None}, + "m_Z2": {"min": None, "mid": float(M[bins]) ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml index ad1deed7b7..14a343e34d 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -15,7 +15,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -27,7 +27,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -39,7 +39,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -51,7 +51,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -63,7 +63,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -75,7 +75,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -87,7 +87,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -99,7 +99,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -111,7 +111,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -123,7 +123,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -135,7 +135,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -147,7 +147,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -159,7 +159,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -171,7 +171,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -183,7 +183,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -195,7 +195,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -207,7 +207,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -219,7 +219,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -231,7 +231,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -243,7 +243,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -255,7 +255,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -267,7 +267,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -279,7 +279,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -291,7 +291,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -303,7 +303,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -315,7 +315,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -327,7 +327,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -339,7 +339,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -351,7 +351,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -363,7 +363,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -375,7 +375,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -387,7 +387,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -399,7 +399,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -411,7 +411,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -423,7 +423,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -435,7 +435,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -447,7 +447,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -459,7 +459,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -471,7 +471,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -483,7 +483,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -495,7 +495,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -507,7 +507,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -519,7 +519,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -531,7 +531,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -543,7 +543,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -555,7 +555,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -567,7 +567,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -579,7 +579,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -591,7 +591,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -603,7 +603,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -615,7 +615,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -627,7 +627,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -639,7 +639,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -651,7 +651,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -663,7 +663,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -675,7 +675,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -687,7 +687,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -699,7 +699,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -711,7 +711,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -723,7 +723,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -735,7 +735,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -747,7 +747,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -759,7 +759,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -771,7 +771,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -783,7 +783,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -795,7 +795,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -807,7 +807,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -819,7 +819,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -831,7 +831,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -843,7 +843,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -855,7 +855,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -867,7 +867,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -879,7 +879,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -891,7 +891,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -903,7 +903,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -915,7 +915,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -927,7 +927,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -939,7 +939,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -951,7 +951,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -963,7 +963,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -975,7 +975,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -987,7 +987,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -999,7 +999,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1011,7 +1011,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1023,7 +1023,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1035,7 +1035,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1047,7 +1047,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1059,7 +1059,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1071,7 +1071,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1083,7 +1083,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1095,7 +1095,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1107,7 +1107,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1119,7 +1119,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1131,7 +1131,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1143,7 +1143,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1155,7 +1155,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1167,7 +1167,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1179,7 +1179,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1191,7 +1191,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1203,7 +1203,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1215,7 +1215,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1227,7 +1227,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1239,7 +1239,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1251,7 +1251,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1263,7 +1263,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1275,7 +1275,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1287,7 +1287,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1299,7 +1299,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1311,7 +1311,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1323,7 +1323,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1335,7 +1335,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1347,7 +1347,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1359,7 +1359,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1371,7 +1371,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1383,7 +1383,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1395,7 +1395,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1407,7 +1407,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1419,7 +1419,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1431,7 +1431,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1443,7 +1443,7 @@ bins: min: null mid: 0.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1455,7 +1455,7 @@ bins: min: null mid: 0.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1467,7 +1467,7 @@ bins: min: null mid: 0.5 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1479,7 +1479,7 @@ bins: min: null mid: 0.7 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1491,7 +1491,7 @@ bins: min: null mid: 0.9 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1503,7 +1503,7 @@ bins: min: null mid: 1.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1515,7 +1515,7 @@ bins: min: null mid: 1.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1527,7 +1527,7 @@ bins: min: null mid: 1.5 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1539,7 +1539,7 @@ bins: min: null mid: 1.7 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1551,7 +1551,7 @@ bins: min: null mid: 1.9 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1563,7 +1563,7 @@ bins: min: null mid: 2.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1575,7 +1575,7 @@ bins: min: null mid: 2.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml index 96111076c8..47317fe677 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml @@ -31,13 +31,13 @@ implemented_observables: dataset_label: "CMS Drell-Yan 2D 7 TeV 2011" plot_x: y figure_by: - - M2 + - m_Z2 y_label: '$d\sigma_{Z/\gamma^{*}}/dy$ (fb)' - kinematic_coverage: [y, M2, sqrts] + kinematic_coverage: [y, m_Z2, sqrts] kinematics: variables: y: {description: "Dimuon rapidity", label: '$y$', units: ""} - M2: {description: "Z boson Mass squared", label: "$M^2$", units: "$GeV^2$"} + m_Z2: {description: "Z boson Mass squared", label: "$M^2$", units: "$GeV^2$"} sqrts: {description: "Center of Mass Energy", label: '$\sqrt{s}$', units: "$GeV$"} file: kinematics.yaml data_central: data.yaml From e58dabe54d2f087002277415551a9c6d28c25faf Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 12:30:01 +0000 Subject: [PATCH 113/138] Update metadata and filter for CMS_WPWM_8TEV_MUON --- .../nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py | 2 +- .../nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py index e03cdeac2c..d8c9b2553c 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py @@ -88,7 +88,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "y": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml index ceeb50eaf1..5af4156bbf 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml @@ -32,7 +32,7 @@ implemented_observables: y_label: $d\sigma(W\to l\nu)/dy_l$ kinematic_coverage: - y - - M2 + - m_W2 - sqrts kinematics: variables: @@ -40,8 +40,8 @@ implemented_observables: description: Lepton rapidity label: $\eta$ units: '' - M2: - description: W boson Mass + m_W2: + description: W boson Mass squared label: $M^2$ units: $GeV^2$ sqrts: From b9121022675f9f7a2c6477593782a113d3e66647 Mon Sep 17 00:00:00 2001 From: Regenerate Commondata <> Date: Thu, 5 Dec 2024 12:35:22 +0000 Subject: [PATCH 114/138] Automatically regenerated commondata from PR 2238, branch rev_CMS_inclusive_DY. --- .../CMS_WPWM_8TEV_MUON/uncertainties.yaml | 88 +- .../CMS_Z0_7TEV_DIMUON/uncertainties.yaml | 21916 ++++++++-------- 2 files changed, 11002 insertions(+), 11002 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml index 262a6987a1..6cce9fc9be 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml @@ -218,8 +218,8 @@ bins: corr_stat_10: 4.59724656e+02 corr_stat_11: -1.19020891e+03 corr_stat_12: -7.78086020e+02 - corr_stat_13: 3.25115482e+02 - corr_stat_14: 1.74120972e+01 + corr_stat_13: -3.25115482e+02 + corr_stat_14: -1.74120972e+01 corr_stat_15: 1.85441751e+02 corr_stat_16: 2.46174582e+02 corr_stat_17: -3.95553139e+02 @@ -264,8 +264,8 @@ bins: corr_stat_10: -1.34018451e+03 corr_stat_11: -3.79455357e+01 corr_stat_12: 5.43105707e+02 - corr_stat_13: 2.30864507e+02 - corr_stat_14: -2.28105939e+01 + corr_stat_13: -2.30864507e+02 + corr_stat_14: 2.28105939e+01 corr_stat_15: 2.73916318e+02 corr_stat_16: 8.24197776e+01 corr_stat_17: 2.76294496e+01 @@ -310,8 +310,8 @@ bins: corr_stat_10: 1.12031856e+03 corr_stat_11: 4.43031166e+02 corr_stat_12: 1.12661630e+03 - corr_stat_13: 2.74944954e+02 - corr_stat_14: -5.52990763e+01 + corr_stat_13: -2.74944954e+02 + corr_stat_14: 5.52990763e+01 corr_stat_15: 1.27894440e+02 corr_stat_16: 1.24550002e+02 corr_stat_17: 4.22149756e+02 @@ -356,8 +356,8 @@ bins: corr_stat_10: 6.46013289e+01 corr_stat_11: 1.27302623e+03 corr_stat_12: -1.11730633e+03 - corr_stat_13: 1.94870789e+02 - corr_stat_14: 7.57330157e+01 + corr_stat_13: -1.94870789e+02 + corr_stat_14: -7.57330157e+01 corr_stat_15: 1.36530310e+02 corr_stat_16: -4.91346830e+02 corr_stat_17: -5.12303267e+01 @@ -402,8 +402,8 @@ bins: corr_stat_10: -1.49282566e+01 corr_stat_11: -3.23545619e+02 corr_stat_12: 1.31475743e+02 - corr_stat_13: 1.60873244e+02 - corr_stat_14: -1.02178450e+01 + corr_stat_13: -1.60873244e+02 + corr_stat_14: 1.02178450e+01 corr_stat_15: 1.01032667e+02 corr_stat_16: 1.46563056e+01 corr_stat_17: 7.32192971e+00 @@ -448,8 +448,8 @@ bins: corr_stat_10: -2.25365217e+02 corr_stat_11: -5.48458954e+01 corr_stat_12: 3.12881270e+01 - corr_stat_13: 2.04709516e+02 - corr_stat_14: -3.06913866e+00 + corr_stat_13: -2.04709516e+02 + corr_stat_14: 3.06913866e+00 corr_stat_15: -2.10681508e+01 corr_stat_16: -3.52021944e+01 corr_stat_17: -1.33321947e+01 @@ -494,8 +494,8 @@ bins: corr_stat_10: -7.71475862e+01 corr_stat_11: -7.69659252e+01 corr_stat_12: 3.85267500e+01 - corr_stat_13: 1.00328129e+02 - corr_stat_14: 1.39260564e+01 + corr_stat_13: -1.00328129e+02 + corr_stat_14: -1.39260564e+01 corr_stat_15: -1.53924285e+02 corr_stat_16: 1.28376889e+01 corr_stat_17: 8.78571392e+00 @@ -540,8 +540,8 @@ bins: corr_stat_10: -2.85126823e+00 corr_stat_11: -5.57930273e+01 corr_stat_12: 1.88981368e+01 - corr_stat_13: -1.21176693e+02 - corr_stat_14: -1.34979006e+01 + corr_stat_13: 1.21176693e+02 + corr_stat_14: 1.34979006e+01 corr_stat_15: -3.97096467e+02 corr_stat_16: -7.17774019e+00 corr_stat_17: -4.44743235e-01 @@ -586,8 +586,8 @@ bins: corr_stat_10: -1.71843974e+02 corr_stat_11: -4.86736376e+01 corr_stat_12: 8.76017022e+01 - corr_stat_13: -2.18162536e+02 - corr_stat_14: -1.52875640e+01 + corr_stat_13: 2.18162536e+02 + corr_stat_14: 1.52875640e+01 corr_stat_15: -2.02327791e+02 corr_stat_16: -6.31564464e+00 corr_stat_17: -3.46464550e+00 @@ -632,8 +632,8 @@ bins: corr_stat_10: 4.00216318e+02 corr_stat_11: -2.01207749e+02 corr_stat_12: -1.46830335e+02 - corr_stat_13: -5.49806804e+02 - corr_stat_14: 2.19948692e+02 + corr_stat_13: 5.49806804e+02 + corr_stat_14: -2.19948692e+02 corr_stat_15: 1.62009610e+02 corr_stat_16: 5.55134469e+01 corr_stat_17: 1.58021551e+01 @@ -678,8 +678,8 @@ bins: corr_stat_10: -1.28337756e+02 corr_stat_11: 1.84030848e+02 corr_stat_12: 9.43715720e+01 - corr_stat_13: -3.73036543e+02 - corr_stat_14: -3.45572602e+02 + corr_stat_13: 3.73036543e+02 + corr_stat_14: 3.45572602e+02 corr_stat_15: 2.56840349e+02 corr_stat_16: -1.40084799e+01 corr_stat_17: -5.62974853e+01 @@ -724,8 +724,8 @@ bins: corr_stat_10: 2.21466223e+02 corr_stat_11: -5.95612979e+02 corr_stat_12: -3.91534987e+02 - corr_stat_13: -2.84701813e+02 - corr_stat_14: -9.09401638e+00 + corr_stat_13: 2.84701813e+02 + corr_stat_14: 9.09401638e+00 corr_stat_15: -2.27656995e+02 corr_stat_16: -4.51103344e+02 corr_stat_17: 7.91059001e+02 @@ -770,8 +770,8 @@ bins: corr_stat_10: -6.96085155e+02 corr_stat_11: -1.14923376e+00 corr_stat_12: 2.74332722e+02 - corr_stat_13: -3.28529536e+02 - corr_stat_14: 9.33800792e+01 + corr_stat_13: 3.28529536e+02 + corr_stat_14: -9.33800792e+01 corr_stat_15: -3.15980013e+02 corr_stat_16: -1.25911016e+02 corr_stat_17: -6.32305047e+01 @@ -816,8 +816,8 @@ bins: corr_stat_10: 5.36523581e+02 corr_stat_11: 2.12797827e+02 corr_stat_12: 5.40242281e+02 - corr_stat_13: -2.68474383e+02 - corr_stat_14: 1.58542411e+02 + corr_stat_13: 2.68474383e+02 + corr_stat_14: -1.58542411e+02 corr_stat_15: -1.77134907e+02 corr_stat_16: -2.54771305e+02 corr_stat_17: -8.74592783e+02 @@ -862,8 +862,8 @@ bins: corr_stat_10: 2.38394387e+01 corr_stat_11: 6.20649522e+02 corr_stat_12: -5.22512421e+02 - corr_stat_13: -2.02067082e+02 - corr_stat_14: -1.21989798e+02 + corr_stat_13: 2.02067082e+02 + corr_stat_14: 1.21989798e+02 corr_stat_15: -2.25252690e+02 corr_stat_16: 1.04389776e+03 corr_stat_17: 1.08609029e+02 @@ -908,8 +908,8 @@ bins: corr_stat_10: -2.32502204e+01 corr_stat_11: -1.16004558e+02 corr_stat_12: 3.79725151e+01 - corr_stat_13: -3.56939811e+02 - corr_stat_14: 3.97181405e+01 + corr_stat_13: 3.56939811e+02 + corr_stat_14: -3.97181405e+01 corr_stat_15: -1.92412647e+02 corr_stat_16: -5.08265383e+01 corr_stat_17: -1.08235439e+01 @@ -954,8 +954,8 @@ bins: corr_stat_10: -6.60004411e+01 corr_stat_11: 1.73172679e+01 corr_stat_12: -6.58949312e-02 - corr_stat_13: -3.13417169e+02 - corr_stat_14: 2.87346996e+01 + corr_stat_13: 3.13417169e+02 + corr_stat_14: -2.87346996e+01 corr_stat_15: -1.50454329e+02 corr_stat_16: 4.03069390e+01 corr_stat_17: 5.77813169e+01 @@ -1000,8 +1000,8 @@ bins: corr_stat_10: -4.45544321e+01 corr_stat_11: -9.48428668e+00 corr_stat_12: -1.28917984e+01 - corr_stat_13: -2.90293908e+02 - corr_stat_14: -4.26834655e+01 + corr_stat_13: 2.90293908e+02 + corr_stat_14: 4.26834655e+01 corr_stat_15: 1.74833397e+02 corr_stat_16: -6.83458298e+01 corr_stat_17: -4.73037838e+00 @@ -1046,8 +1046,8 @@ bins: corr_stat_10: -1.11973342e+01 corr_stat_11: -1.68293083e+00 corr_stat_12: 8.87169475e+00 - corr_stat_13: 1.51590352e+02 - corr_stat_14: 7.81307771e+01 + corr_stat_13: -1.51590352e+02 + corr_stat_14: -7.81307771e+01 corr_stat_15: 1.08251599e+03 corr_stat_16: -1.47718942e+01 corr_stat_17: 6.35272640e+01 @@ -1092,8 +1092,8 @@ bins: corr_stat_10: -7.06222743e+01 corr_stat_11: 9.61801124e+00 corr_stat_12: 8.85862456e-01 - corr_stat_13: 3.22588300e+02 - corr_stat_14: 1.47454585e+01 + corr_stat_13: -3.22588300e+02 + corr_stat_14: -1.47454585e+01 corr_stat_15: 2.40892067e+02 corr_stat_16: 1.25478689e+01 corr_stat_17: -1.25835132e+01 @@ -1138,8 +1138,8 @@ bins: corr_stat_10: 7.81250253e+01 corr_stat_11: -5.24258466e+01 corr_stat_12: -3.29076864e+01 - corr_stat_13: 7.28757366e+02 - corr_stat_14: -8.17509997e+02 + corr_stat_13: -7.28757366e+02 + corr_stat_14: 8.17509997e+02 corr_stat_15: -4.42397547e+02 corr_stat_16: -1.68566367e+02 corr_stat_17: -1.05597375e+02 @@ -1184,8 +1184,8 @@ bins: corr_stat_10: -7.97131051e+01 corr_stat_11: 6.08045840e+01 corr_stat_12: 3.94152965e+01 - corr_stat_13: 7.67952244e+02 - corr_stat_14: 8.12465805e+02 + corr_stat_13: -7.67952244e+02 + corr_stat_14: -8.12465805e+02 corr_stat_15: -4.36685793e+02 corr_stat_16: 7.48470148e+01 corr_stat_17: 1.03554500e+02 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml index 8a27e68082..e4898d85ad 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/uncertainties.yaml @@ -542,26 +542,26 @@ bins: sys_corr_4: 6.39404427e+01 sys_corr_5: 4.24457496e+02 sys_corr_6: -9.70144274e+02 - sys_corr_7: -2.71112162e+01 - sys_corr_8: -4.11565566e+01 + sys_corr_7: 2.71112162e+01 + sys_corr_8: 4.11565566e+01 sys_corr_9: 3.28881045e+01 - sys_corr_10: -2.96966591e+01 - sys_corr_11: -1.07316063e+02 - sys_corr_12: -1.31444046e+02 + sys_corr_10: 2.96966591e+01 + sys_corr_11: 1.07316063e+02 + sys_corr_12: 1.31444046e+02 sys_corr_13: -8.76955418e+01 - sys_corr_14: -1.62949139e+01 - sys_corr_15: -2.85386023e+01 - sys_corr_16: 5.14575197e-01 - sys_corr_17: 3.32765915e-01 - sys_corr_18: 2.19396190e+01 - sys_corr_19: 1.00359222e+01 - sys_corr_20: -1.33211279e+01 - sys_corr_21: -2.03092201e+01 - sys_corr_22: -1.86879934e+02 - sys_corr_23: -1.77906193e+01 - sys_corr_24: -6.43868224e+01 - sys_corr_25: -8.02814932e+00 - sys_corr_26: -1.19938058e+01 + sys_corr_14: 1.62949139e+01 + sys_corr_15: 2.85386023e+01 + sys_corr_16: -5.14575197e-01 + sys_corr_17: -3.32765915e-01 + sys_corr_18: -2.19396190e+01 + sys_corr_19: -1.00359222e+01 + sys_corr_20: 1.33211279e+01 + sys_corr_21: 2.03092201e+01 + sys_corr_22: 1.86879934e+02 + sys_corr_23: 1.77906193e+01 + sys_corr_24: 6.43868224e+01 + sys_corr_25: 8.02814932e+00 + sys_corr_26: 1.19938058e+01 sys_corr_27: -2.69013191e+00 sys_corr_28: 5.95285375e+01 sys_corr_29: -5.75834102e+01 @@ -569,105 +569,105 @@ bins: sys_corr_31: -6.30206764e-01 sys_corr_32: 1.52354204e+02 sys_corr_33: 1.63092626e+02 - sys_corr_34: -7.01962891e+01 - sys_corr_35: -1.29521171e+01 + sys_corr_34: 7.01962891e+01 + sys_corr_35: 1.29521171e+01 sys_corr_36: -7.66651670e+01 sys_corr_37: 1.02134789e+02 - sys_corr_38: 4.31805259e+01 + sys_corr_38: -4.31805259e+01 sys_corr_39: 5.23585358e+01 - sys_corr_40: -5.94193246e+01 + sys_corr_40: 5.94193246e+01 sys_corr_41: -2.78110212e+01 - sys_corr_42: 6.98823856e+01 - sys_corr_43: 1.95896158e+01 - sys_corr_44: 9.28239544e+01 - sys_corr_45: -7.89688582e+00 + sys_corr_42: -6.98823856e+01 + sys_corr_43: -1.95896158e+01 + sys_corr_44: -9.28239544e+01 + sys_corr_45: 7.89688582e+00 sys_corr_46: 3.14386712e+00 sys_corr_47: -2.79195120e+01 sys_corr_48: 3.06879458e+01 - sys_corr_49: -2.31756421e+01 - sys_corr_50: 6.45323916e+01 + sys_corr_49: 2.31756421e+01 + sys_corr_50: -6.45323916e+01 sys_corr_51: -1.52451576e+00 sys_corr_52: -8.04182487e+01 sys_corr_53: -1.14840299e+01 - sys_corr_54: 1.91036009e+00 - sys_corr_55: 5.12246530e-01 - sys_corr_56: 2.40369454e+01 + sys_corr_54: -1.91036009e+00 + sys_corr_55: -5.12246530e-01 + sys_corr_56: -2.40369454e+01 sys_corr_57: -8.76854368e+00 - 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sys_corr_100: -2.92603044e+00 - sys_corr_101: 2.82955034e+00 - sys_corr_102: -7.00828134e+00 - sys_corr_103: -2.53443826e+01 - sys_corr_104: 4.25186310e+00 - sys_corr_105: -9.98121441e+00 - sys_corr_106: 2.74081361e+00 - sys_corr_107: 1.62505355e+00 - sys_corr_108: -9.70988039e-01 - sys_corr_109: -7.35849712e-01 - sys_corr_110: 4.31914890e-01 - sys_corr_111: 8.20042936e-01 + sys_corr_100: 4.25186310e+00 + sys_corr_101: 2.53443826e+01 + sys_corr_102: -9.98121441e+00 + sys_corr_103: 7.00828134e+00 + sys_corr_104: 2.82955034e+00 + sys_corr_105: -2.92603044e+00 + sys_corr_106: -2.74081361e+00 + sys_corr_107: -9.70988039e-01 + sys_corr_108: 1.62505355e+00 + sys_corr_109: -4.31914890e-01 + sys_corr_110: -7.35849712e-01 + sys_corr_111: -8.20042936e-01 sys_corr_112: 1.75707569e-01 sys_corr_113: -1.23573058e-01 sys_corr_114: -2.95836417e-03 - sys_corr_115: -1.26162573e-01 - sys_corr_116: 1.19369680e-01 - sys_corr_117: 1.00622372e-01 - sys_corr_118: 1.72591925e-03 - sys_corr_119: -1.73306589e-01 - sys_corr_120: 6.09802098e-03 - sys_corr_121: 6.82302421e-02 - sys_corr_122: 6.21218501e-02 - sys_corr_123: -1.26709726e-01 - sys_corr_124: 4.71163556e-02 + sys_corr_115: 1.26162573e-01 + sys_corr_116: -1.19369680e-01 + sys_corr_117: -1.00622372e-01 + sys_corr_118: 1.73306589e-01 + sys_corr_119: -1.72591925e-03 + sys_corr_120: -6.82302421e-02 + sys_corr_121: -6.09802098e-03 + sys_corr_122: 1.26709726e-01 + sys_corr_123: 6.21218501e-02 + sys_corr_124: -4.71163556e-02 sys_corr_125: 8.50605839e-02 sys_corr_126: 2.19498344e-02 sys_corr_127: 6.67023571e-01 - sys_corr_128: -1.29567800e-01 + sys_corr_128: 1.29567800e-01 sys_corr_129: -5.28202673e-02 - sys_corr_130: 2.38184435e-02 - sys_corr_131: -7.58361622e-02 - sys_corr_132: -3.23375291e-02 + sys_corr_130: -2.38184435e-02 + sys_corr_131: -3.23375291e-02 + sys_corr_132: 7.58361622e-02 stat: 0.0 luminosity: 3.92441566e+02 - sys_corr_1: 2.11159255e+02 @@ -676,26 +676,26 @@ bins: sys_corr_4: 6.53363078e+01 sys_corr_5: 4.05029572e+02 sys_corr_6: -9.32812702e+02 - sys_corr_7: -2.31445793e+01 - sys_corr_8: -3.80583862e+01 + sys_corr_7: 2.31445793e+01 + sys_corr_8: 3.80583862e+01 sys_corr_9: 2.92694186e+01 - sys_corr_10: -2.90426238e+01 - sys_corr_11: -1.06752684e+02 - sys_corr_12: -1.27869539e+02 + sys_corr_10: 2.90426238e+01 + sys_corr_11: 1.06752684e+02 + sys_corr_12: 1.27869539e+02 sys_corr_13: -8.84596960e+01 - sys_corr_14: -2.27421092e+01 - sys_corr_15: -3.24561008e+01 - sys_corr_16: 3.61105419e+00 - sys_corr_17: -2.68489186e+00 - sys_corr_18: 2.08180501e+01 - sys_corr_19: 2.01183676e+01 - sys_corr_20: -1.51054674e+01 - sys_corr_21: -1.19945184e+01 - sys_corr_22: -1.99259781e+02 - sys_corr_23: -1.83622711e+01 - sys_corr_24: -8.25834997e+01 - sys_corr_25: 1.58705237e+00 - sys_corr_26: -4.27948281e+00 + sys_corr_14: 2.27421092e+01 + sys_corr_15: 3.24561008e+01 + sys_corr_16: -3.61105419e+00 + sys_corr_17: 2.68489186e+00 + sys_corr_18: -2.08180501e+01 + sys_corr_19: -2.01183676e+01 + sys_corr_20: 1.51054674e+01 + sys_corr_21: 1.19945184e+01 + sys_corr_22: 1.99259781e+02 + sys_corr_23: 1.83622711e+01 + sys_corr_24: 8.25834997e+01 + sys_corr_25: -1.58705237e+00 + sys_corr_26: 4.27948281e+00 sys_corr_27: -1.85517640e+01 sys_corr_28: 6.72401839e+01 sys_corr_29: -8.80451346e+01 @@ -703,105 +703,105 @@ bins: sys_corr_31: -3.87442654e+01 sys_corr_32: -1.67453074e+02 sys_corr_33: -1.40882452e+02 - 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sys_corr_120: 5.56941565e-03 - sys_corr_121: -1.96809956e-02 - sys_corr_122: -7.08996264e-03 - sys_corr_123: 1.59931435e-02 - sys_corr_124: -3.01771278e-02 + sys_corr_115: 9.34327411e-02 + sys_corr_116: 8.83084269e-03 + sys_corr_117: 1.62109642e-02 + sys_corr_118: 1.04060952e-01 + sys_corr_119: 9.12952566e-03 + sys_corr_120: 1.96809956e-02 + sys_corr_121: -5.56941565e-03 + sys_corr_122: -1.59931435e-02 + sys_corr_123: -7.08996264e-03 + sys_corr_124: 3.01771278e-02 sys_corr_125: -6.91658967e-03 sys_corr_126: 7.40314298e-03 sys_corr_127: 2.78462293e-02 - sys_corr_128: 1.35234769e-01 + sys_corr_128: -1.35234769e-01 sys_corr_129: -1.09256894e-01 - sys_corr_130: -1.96230755e-04 - sys_corr_131: 4.74961068e-03 - sys_corr_132: 8.65735464e-03 + sys_corr_130: 1.96230755e-04 + sys_corr_131: 8.65735464e-03 + sys_corr_132: -4.74961068e-03 stat: 0.0 luminosity: 3.85649990e+02 - sys_corr_1: 2.09840538e+02 @@ -2016,26 +2016,26 @@ bins: sys_corr_4: 3.88556382e+01 sys_corr_5: -6.92177156e+01 sys_corr_6: -1.52800909e+02 - 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sys_corr_80: -6.99930402e-02 - sys_corr_81: -2.17912484e-02 - sys_corr_82: 7.59116896e-02 - sys_corr_83: -1.15852471e-01 - sys_corr_84: -4.55562410e-01 - sys_corr_85: 2.15825069e-01 - sys_corr_86: -4.26233014e-02 + sys_corr_80: -1.19142721e-01 + sys_corr_81: 2.17912484e-02 + sys_corr_82: 1.15852471e-01 + sys_corr_83: -7.59116896e-02 + sys_corr_84: 4.55562410e-01 + sys_corr_85: -2.15825069e-01 + sys_corr_86: 4.26233014e-02 sys_corr_87: 9.19187228e-02 - sys_corr_88: -3.06592849e-04 + sys_corr_88: 3.06592849e-04 sys_corr_89: -2.17883328e-01 - sys_corr_90: -4.61475456e-01 - sys_corr_91: -1.15733710e-01 + sys_corr_90: 4.61475456e-01 + sys_corr_91: 1.15733710e-01 sys_corr_92: 1.69691510e-02 - sys_corr_93: -4.73821153e-02 + sys_corr_93: -4.54492996e-02 sys_corr_94: -1.01693925e-01 - sys_corr_95: 4.54492996e-02 - sys_corr_96: -4.56438496e-03 + sys_corr_95: 4.73821153e-02 + sys_corr_96: 4.56438496e-03 sys_corr_97: -1.75926651e-01 - sys_corr_98: 9.40683983e-02 + sys_corr_98: -9.40683983e-02 sys_corr_99: -1.16832875e-01 - sys_corr_100: 1.88671421e-02 - sys_corr_101: -1.15157451e-01 - sys_corr_102: 1.15542520e-01 - sys_corr_103: 3.49089494e-01 - sys_corr_104: -1.86929420e-03 - sys_corr_105: 2.21244950e-01 - sys_corr_106: -1.18289245e-02 - sys_corr_107: -9.10485309e-02 - sys_corr_108: -2.83760901e-01 - sys_corr_109: 4.44293905e-01 - sys_corr_110: 3.27278263e-01 - sys_corr_111: 2.18483487e-01 + sys_corr_100: -1.86929420e-03 + sys_corr_101: -3.49089494e-01 + sys_corr_102: 2.21244950e-01 + sys_corr_103: -1.15542520e-01 + sys_corr_104: -1.15157451e-01 + sys_corr_105: 1.88671421e-02 + sys_corr_106: 1.18289245e-02 + sys_corr_107: -2.83760901e-01 + sys_corr_108: -9.10485309e-02 + sys_corr_109: -3.27278263e-01 + sys_corr_110: 4.44293905e-01 + sys_corr_111: -2.18483487e-01 sys_corr_112: 1.36803628e-01 sys_corr_113: -1.19457863e-01 sys_corr_114: -5.01812007e+00 - sys_corr_115: 9.00835756e-02 - sys_corr_116: 2.03391782e-01 - sys_corr_117: 2.69697706e-01 - sys_corr_118: -1.76728716e+00 - sys_corr_119: -7.99051737e-01 - sys_corr_120: -1.26761789e+00 - sys_corr_121: 2.47872236e-01 - sys_corr_122: 1.82492290e+00 - sys_corr_123: -1.96592492e+00 - sys_corr_124: 1.54998594e-01 + sys_corr_115: -9.00835756e-02 + sys_corr_116: -2.03391782e-01 + sys_corr_117: -2.69697706e-01 + sys_corr_118: 7.99051737e-01 + sys_corr_119: 1.76728716e+00 + sys_corr_120: -2.47872236e-01 + sys_corr_121: 1.26761789e+00 + sys_corr_122: 1.96592492e+00 + sys_corr_123: 1.82492290e+00 + sys_corr_124: -1.54998594e-01 sys_corr_125: 9.30763695e-01 sys_corr_126: 1.31712180e+00 sys_corr_127: -1.23003007e-02 - sys_corr_128: 2.02442099e-01 + sys_corr_128: -2.02442099e-01 sys_corr_129: 2.47551691e-01 - sys_corr_130: 1.25586845e-01 - sys_corr_131: -5.59272244e-01 - sys_corr_132: 4.22855763e+00 + sys_corr_130: -1.25586845e-01 + sys_corr_131: 4.22855763e+00 + sys_corr_132: 5.59272244e-01 stat: 0.0 luminosity: 0.473748 From 4e7694d3074163532219f31efe83235ba6001927 Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 13:11:45 +0000 Subject: [PATCH 115/138] Update process type --- .../nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml | 2 +- .../nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml index 5af4156bbf..e3850f504c 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: \ for inclusive pp\u2192W\xB1+X production at 8TeV" label: r"$d\sigma(W\to l\nu)/dy_l$" units: '[fb]' - process_type: EWK_RAP + process_type: DY_W_ETA tables: - 1 - 2 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml index 47317fe677..db724d98c0 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml @@ -22,7 +22,7 @@ implemented_observables: description: "Double differential cross-section in pp collisions at 7 TeV" label: r"$d\sigma_{Z/\gamma^{*}}/dy$" units: "[fb]" - process_type: "EWK_RAP" + process_type: DY_Z_Y tables: [1] npoints: [132] ndata: 132 From dfdc5566dcf60c0921b30f36897b6aee45abf25c Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 13:17:17 +0000 Subject: [PATCH 116/138] Updated forgotten variable --- .../nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml index 6bf10f363a..6900d1eeef 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml @@ -39,7 +39,7 @@ implemented_observables: description: Muon pseudorapidity label: $\eta$ units: '' - M2: + m_W2: description: W boson mass squared label: $M^2_W$ units: $GeV^2$ From fd01cc885d7f5dd080b335ce023f06a88f883ecd Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 13:19:18 +0000 Subject: [PATCH 117/138] Updated name in kin --- .../CMS_WPWM_8TEV_MUON/kinematics.yaml | 44 +++++----- .../CMS_WPWM_8TEV_MUON/uncertainties.yaml | 88 +++++++++---------- 2 files changed, 66 insertions(+), 66 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml index de6290415b..daf45bb550 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -135,7 +135,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -147,7 +147,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -159,7 +159,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -171,7 +171,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -183,7 +183,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -195,7 +195,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -207,7 +207,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -219,7 +219,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -231,7 +231,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -243,7 +243,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -255,7 +255,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml index 6cce9fc9be..262a6987a1 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml @@ -218,8 +218,8 @@ bins: corr_stat_10: 4.59724656e+02 corr_stat_11: -1.19020891e+03 corr_stat_12: -7.78086020e+02 - corr_stat_13: -3.25115482e+02 - corr_stat_14: -1.74120972e+01 + corr_stat_13: 3.25115482e+02 + corr_stat_14: 1.74120972e+01 corr_stat_15: 1.85441751e+02 corr_stat_16: 2.46174582e+02 corr_stat_17: -3.95553139e+02 @@ -264,8 +264,8 @@ bins: corr_stat_10: -1.34018451e+03 corr_stat_11: -3.79455357e+01 corr_stat_12: 5.43105707e+02 - corr_stat_13: -2.30864507e+02 - corr_stat_14: 2.28105939e+01 + corr_stat_13: 2.30864507e+02 + corr_stat_14: -2.28105939e+01 corr_stat_15: 2.73916318e+02 corr_stat_16: 8.24197776e+01 corr_stat_17: 2.76294496e+01 @@ -310,8 +310,8 @@ bins: corr_stat_10: 1.12031856e+03 corr_stat_11: 4.43031166e+02 corr_stat_12: 1.12661630e+03 - corr_stat_13: -2.74944954e+02 - corr_stat_14: 5.52990763e+01 + corr_stat_13: 2.74944954e+02 + corr_stat_14: -5.52990763e+01 corr_stat_15: 1.27894440e+02 corr_stat_16: 1.24550002e+02 corr_stat_17: 4.22149756e+02 @@ -356,8 +356,8 @@ bins: corr_stat_10: 6.46013289e+01 corr_stat_11: 1.27302623e+03 corr_stat_12: -1.11730633e+03 - corr_stat_13: -1.94870789e+02 - corr_stat_14: -7.57330157e+01 + corr_stat_13: 1.94870789e+02 + corr_stat_14: 7.57330157e+01 corr_stat_15: 1.36530310e+02 corr_stat_16: -4.91346830e+02 corr_stat_17: -5.12303267e+01 @@ -402,8 +402,8 @@ bins: corr_stat_10: -1.49282566e+01 corr_stat_11: -3.23545619e+02 corr_stat_12: 1.31475743e+02 - corr_stat_13: -1.60873244e+02 - corr_stat_14: 1.02178450e+01 + corr_stat_13: 1.60873244e+02 + corr_stat_14: -1.02178450e+01 corr_stat_15: 1.01032667e+02 corr_stat_16: 1.46563056e+01 corr_stat_17: 7.32192971e+00 @@ -448,8 +448,8 @@ bins: corr_stat_10: -2.25365217e+02 corr_stat_11: -5.48458954e+01 corr_stat_12: 3.12881270e+01 - corr_stat_13: -2.04709516e+02 - corr_stat_14: 3.06913866e+00 + corr_stat_13: 2.04709516e+02 + corr_stat_14: -3.06913866e+00 corr_stat_15: -2.10681508e+01 corr_stat_16: -3.52021944e+01 corr_stat_17: -1.33321947e+01 @@ -494,8 +494,8 @@ bins: corr_stat_10: -7.71475862e+01 corr_stat_11: -7.69659252e+01 corr_stat_12: 3.85267500e+01 - corr_stat_13: -1.00328129e+02 - corr_stat_14: -1.39260564e+01 + corr_stat_13: 1.00328129e+02 + corr_stat_14: 1.39260564e+01 corr_stat_15: -1.53924285e+02 corr_stat_16: 1.28376889e+01 corr_stat_17: 8.78571392e+00 @@ -540,8 +540,8 @@ bins: corr_stat_10: -2.85126823e+00 corr_stat_11: -5.57930273e+01 corr_stat_12: 1.88981368e+01 - corr_stat_13: 1.21176693e+02 - corr_stat_14: 1.34979006e+01 + corr_stat_13: -1.21176693e+02 + corr_stat_14: -1.34979006e+01 corr_stat_15: -3.97096467e+02 corr_stat_16: -7.17774019e+00 corr_stat_17: -4.44743235e-01 @@ -586,8 +586,8 @@ bins: corr_stat_10: -1.71843974e+02 corr_stat_11: -4.86736376e+01 corr_stat_12: 8.76017022e+01 - corr_stat_13: 2.18162536e+02 - corr_stat_14: 1.52875640e+01 + corr_stat_13: -2.18162536e+02 + corr_stat_14: -1.52875640e+01 corr_stat_15: -2.02327791e+02 corr_stat_16: -6.31564464e+00 corr_stat_17: -3.46464550e+00 @@ -632,8 +632,8 @@ bins: corr_stat_10: 4.00216318e+02 corr_stat_11: -2.01207749e+02 corr_stat_12: -1.46830335e+02 - corr_stat_13: 5.49806804e+02 - corr_stat_14: -2.19948692e+02 + corr_stat_13: -5.49806804e+02 + corr_stat_14: 2.19948692e+02 corr_stat_15: 1.62009610e+02 corr_stat_16: 5.55134469e+01 corr_stat_17: 1.58021551e+01 @@ -678,8 +678,8 @@ bins: corr_stat_10: -1.28337756e+02 corr_stat_11: 1.84030848e+02 corr_stat_12: 9.43715720e+01 - corr_stat_13: 3.73036543e+02 - corr_stat_14: 3.45572602e+02 + corr_stat_13: -3.73036543e+02 + corr_stat_14: -3.45572602e+02 corr_stat_15: 2.56840349e+02 corr_stat_16: -1.40084799e+01 corr_stat_17: -5.62974853e+01 @@ -724,8 +724,8 @@ bins: corr_stat_10: 2.21466223e+02 corr_stat_11: -5.95612979e+02 corr_stat_12: -3.91534987e+02 - corr_stat_13: 2.84701813e+02 - corr_stat_14: 9.09401638e+00 + corr_stat_13: -2.84701813e+02 + corr_stat_14: -9.09401638e+00 corr_stat_15: -2.27656995e+02 corr_stat_16: -4.51103344e+02 corr_stat_17: 7.91059001e+02 @@ -770,8 +770,8 @@ bins: corr_stat_10: -6.96085155e+02 corr_stat_11: -1.14923376e+00 corr_stat_12: 2.74332722e+02 - corr_stat_13: 3.28529536e+02 - corr_stat_14: -9.33800792e+01 + corr_stat_13: -3.28529536e+02 + corr_stat_14: 9.33800792e+01 corr_stat_15: -3.15980013e+02 corr_stat_16: -1.25911016e+02 corr_stat_17: -6.32305047e+01 @@ -816,8 +816,8 @@ bins: corr_stat_10: 5.36523581e+02 corr_stat_11: 2.12797827e+02 corr_stat_12: 5.40242281e+02 - corr_stat_13: 2.68474383e+02 - corr_stat_14: -1.58542411e+02 + corr_stat_13: -2.68474383e+02 + corr_stat_14: 1.58542411e+02 corr_stat_15: -1.77134907e+02 corr_stat_16: -2.54771305e+02 corr_stat_17: -8.74592783e+02 @@ -862,8 +862,8 @@ bins: corr_stat_10: 2.38394387e+01 corr_stat_11: 6.20649522e+02 corr_stat_12: -5.22512421e+02 - corr_stat_13: 2.02067082e+02 - corr_stat_14: 1.21989798e+02 + corr_stat_13: -2.02067082e+02 + corr_stat_14: -1.21989798e+02 corr_stat_15: -2.25252690e+02 corr_stat_16: 1.04389776e+03 corr_stat_17: 1.08609029e+02 @@ -908,8 +908,8 @@ bins: corr_stat_10: -2.32502204e+01 corr_stat_11: -1.16004558e+02 corr_stat_12: 3.79725151e+01 - corr_stat_13: 3.56939811e+02 - corr_stat_14: -3.97181405e+01 + corr_stat_13: -3.56939811e+02 + corr_stat_14: 3.97181405e+01 corr_stat_15: -1.92412647e+02 corr_stat_16: -5.08265383e+01 corr_stat_17: -1.08235439e+01 @@ -954,8 +954,8 @@ bins: corr_stat_10: -6.60004411e+01 corr_stat_11: 1.73172679e+01 corr_stat_12: -6.58949312e-02 - corr_stat_13: 3.13417169e+02 - corr_stat_14: -2.87346996e+01 + corr_stat_13: -3.13417169e+02 + corr_stat_14: 2.87346996e+01 corr_stat_15: -1.50454329e+02 corr_stat_16: 4.03069390e+01 corr_stat_17: 5.77813169e+01 @@ -1000,8 +1000,8 @@ bins: corr_stat_10: -4.45544321e+01 corr_stat_11: -9.48428668e+00 corr_stat_12: -1.28917984e+01 - corr_stat_13: 2.90293908e+02 - corr_stat_14: 4.26834655e+01 + corr_stat_13: -2.90293908e+02 + corr_stat_14: -4.26834655e+01 corr_stat_15: 1.74833397e+02 corr_stat_16: -6.83458298e+01 corr_stat_17: -4.73037838e+00 @@ -1046,8 +1046,8 @@ bins: corr_stat_10: -1.11973342e+01 corr_stat_11: -1.68293083e+00 corr_stat_12: 8.87169475e+00 - corr_stat_13: -1.51590352e+02 - corr_stat_14: -7.81307771e+01 + corr_stat_13: 1.51590352e+02 + corr_stat_14: 7.81307771e+01 corr_stat_15: 1.08251599e+03 corr_stat_16: -1.47718942e+01 corr_stat_17: 6.35272640e+01 @@ -1092,8 +1092,8 @@ bins: corr_stat_10: -7.06222743e+01 corr_stat_11: 9.61801124e+00 corr_stat_12: 8.85862456e-01 - corr_stat_13: -3.22588300e+02 - corr_stat_14: -1.47454585e+01 + corr_stat_13: 3.22588300e+02 + corr_stat_14: 1.47454585e+01 corr_stat_15: 2.40892067e+02 corr_stat_16: 1.25478689e+01 corr_stat_17: -1.25835132e+01 @@ -1138,8 +1138,8 @@ bins: corr_stat_10: 7.81250253e+01 corr_stat_11: -5.24258466e+01 corr_stat_12: -3.29076864e+01 - corr_stat_13: -7.28757366e+02 - corr_stat_14: 8.17509997e+02 + corr_stat_13: 7.28757366e+02 + corr_stat_14: -8.17509997e+02 corr_stat_15: -4.42397547e+02 corr_stat_16: -1.68566367e+02 corr_stat_17: -1.05597375e+02 @@ -1184,8 +1184,8 @@ bins: corr_stat_10: -7.97131051e+01 corr_stat_11: 6.08045840e+01 corr_stat_12: 3.94152965e+01 - corr_stat_13: -7.67952244e+02 - corr_stat_14: -8.12465805e+02 + corr_stat_13: 7.67952244e+02 + corr_stat_14: 8.12465805e+02 corr_stat_15: -4.36685793e+02 corr_stat_16: 7.48470148e+01 corr_stat_17: 1.03554500e+02 From 9fab0d4087fd19426350883fbc751a92fea3f31c Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 13:26:35 +0000 Subject: [PATCH 118/138] Correct process_type --- .../nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml index 6900d1eeef..5385a79547 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml @@ -9,7 +9,7 @@ hepdata: url: https://www.hepdata.net/record/ins1273570 version: 1 nnpdf_metadata: - nnpdf31_process: DY CC + nnpdf31_process: "DY CC" experiment: CMS implemented_observables: - observable_name: ASY @@ -18,7 +18,7 @@ implemented_observables: in pp collisions at sqrt(s) = 7 TeV label: r"$dA_{\mu} / d|y|$" units: '[fb]' - process_type: DY_W_RAP + process_type: DY_W_ETA tables: - 1 npoints: From a1d5a5ac5e6a8f2bdaf36861a5f869118d04194b Mon Sep 17 00:00:00 2001 From: achiefa Date: Thu, 5 Dec 2024 13:27:00 +0000 Subject: [PATCH 119/138] Update filter rules --- validphys2/src/validphys/cuts/filters.yaml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index eb685532fd..d5860acdf4 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -271,7 +271,7 @@ thus the NLO calculation is unreliable. PTO: NNLO- local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) max_M: 200.0 rule: M <= max_M @@ -279,7 +279,7 @@ reason: Remove data points for which electroweak corrections are large. PTO: NNLO- local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) min_M: 30.0 max_rapidity: 2.2 rule: M >= min_M and y <= max_rapidity @@ -288,7 +288,7 @@ reason: Remove data points for which electroweak corrections are large. PTO: NNLO+ local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) max_rapidity: 2.2 max_M: 200.0 rule: M <= max_M and y <= max_rapidity From d2b874621f4308b40e84fe90d5323b309f1122ae Mon Sep 17 00:00:00 2001 From: ecole41 Date: Thu, 5 Dec 2024 14:21:12 +0000 Subject: [PATCH 120/138] Latex error --- .../nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 1755d0b8e5..d1c801d942 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -34,7 +34,7 @@ implemented_observables: variables: m_ll: description: Mass of lepton pair - label: "$m_ll$" + label: "$m_{ll}$" units: 'GeV' file: kinematics.yaml theory: From 27da4c8428935ea90c86e560ea89c18929e73a26 Mon Sep 17 00:00:00 2001 From: Regenerate Commondata <> Date: Thu, 5 Dec 2024 16:59:34 +0000 Subject: [PATCH 121/138] Automatically regenerated commondata from PR 2238, branch rev_CMS_inclusive_DY. --- .../CMS_WPWM_8TEV_MUON/uncertainties.yaml | 88 +++++++++---------- 1 file changed, 44 insertions(+), 44 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml index 262a6987a1..6cce9fc9be 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/uncertainties.yaml @@ -218,8 +218,8 @@ bins: corr_stat_10: 4.59724656e+02 corr_stat_11: -1.19020891e+03 corr_stat_12: -7.78086020e+02 - corr_stat_13: 3.25115482e+02 - corr_stat_14: 1.74120972e+01 + corr_stat_13: -3.25115482e+02 + corr_stat_14: -1.74120972e+01 corr_stat_15: 1.85441751e+02 corr_stat_16: 2.46174582e+02 corr_stat_17: -3.95553139e+02 @@ -264,8 +264,8 @@ bins: corr_stat_10: -1.34018451e+03 corr_stat_11: -3.79455357e+01 corr_stat_12: 5.43105707e+02 - corr_stat_13: 2.30864507e+02 - corr_stat_14: -2.28105939e+01 + corr_stat_13: -2.30864507e+02 + corr_stat_14: 2.28105939e+01 corr_stat_15: 2.73916318e+02 corr_stat_16: 8.24197776e+01 corr_stat_17: 2.76294496e+01 @@ -310,8 +310,8 @@ bins: corr_stat_10: 1.12031856e+03 corr_stat_11: 4.43031166e+02 corr_stat_12: 1.12661630e+03 - corr_stat_13: 2.74944954e+02 - corr_stat_14: -5.52990763e+01 + corr_stat_13: -2.74944954e+02 + corr_stat_14: 5.52990763e+01 corr_stat_15: 1.27894440e+02 corr_stat_16: 1.24550002e+02 corr_stat_17: 4.22149756e+02 @@ -356,8 +356,8 @@ bins: corr_stat_10: 6.46013289e+01 corr_stat_11: 1.27302623e+03 corr_stat_12: -1.11730633e+03 - corr_stat_13: 1.94870789e+02 - corr_stat_14: 7.57330157e+01 + corr_stat_13: -1.94870789e+02 + corr_stat_14: -7.57330157e+01 corr_stat_15: 1.36530310e+02 corr_stat_16: -4.91346830e+02 corr_stat_17: -5.12303267e+01 @@ -402,8 +402,8 @@ bins: corr_stat_10: -1.49282566e+01 corr_stat_11: -3.23545619e+02 corr_stat_12: 1.31475743e+02 - corr_stat_13: 1.60873244e+02 - corr_stat_14: -1.02178450e+01 + corr_stat_13: -1.60873244e+02 + corr_stat_14: 1.02178450e+01 corr_stat_15: 1.01032667e+02 corr_stat_16: 1.46563056e+01 corr_stat_17: 7.32192971e+00 @@ -448,8 +448,8 @@ bins: corr_stat_10: -2.25365217e+02 corr_stat_11: -5.48458954e+01 corr_stat_12: 3.12881270e+01 - corr_stat_13: 2.04709516e+02 - corr_stat_14: -3.06913866e+00 + corr_stat_13: -2.04709516e+02 + corr_stat_14: 3.06913866e+00 corr_stat_15: -2.10681508e+01 corr_stat_16: -3.52021944e+01 corr_stat_17: -1.33321947e+01 @@ -494,8 +494,8 @@ bins: corr_stat_10: -7.71475862e+01 corr_stat_11: -7.69659252e+01 corr_stat_12: 3.85267500e+01 - corr_stat_13: 1.00328129e+02 - corr_stat_14: 1.39260564e+01 + corr_stat_13: -1.00328129e+02 + corr_stat_14: -1.39260564e+01 corr_stat_15: -1.53924285e+02 corr_stat_16: 1.28376889e+01 corr_stat_17: 8.78571392e+00 @@ -540,8 +540,8 @@ bins: corr_stat_10: -2.85126823e+00 corr_stat_11: -5.57930273e+01 corr_stat_12: 1.88981368e+01 - corr_stat_13: -1.21176693e+02 - corr_stat_14: -1.34979006e+01 + corr_stat_13: 1.21176693e+02 + corr_stat_14: 1.34979006e+01 corr_stat_15: -3.97096467e+02 corr_stat_16: -7.17774019e+00 corr_stat_17: -4.44743235e-01 @@ -586,8 +586,8 @@ bins: corr_stat_10: -1.71843974e+02 corr_stat_11: -4.86736376e+01 corr_stat_12: 8.76017022e+01 - corr_stat_13: -2.18162536e+02 - corr_stat_14: -1.52875640e+01 + corr_stat_13: 2.18162536e+02 + corr_stat_14: 1.52875640e+01 corr_stat_15: -2.02327791e+02 corr_stat_16: -6.31564464e+00 corr_stat_17: -3.46464550e+00 @@ -632,8 +632,8 @@ bins: corr_stat_10: 4.00216318e+02 corr_stat_11: -2.01207749e+02 corr_stat_12: -1.46830335e+02 - corr_stat_13: -5.49806804e+02 - corr_stat_14: 2.19948692e+02 + corr_stat_13: 5.49806804e+02 + corr_stat_14: -2.19948692e+02 corr_stat_15: 1.62009610e+02 corr_stat_16: 5.55134469e+01 corr_stat_17: 1.58021551e+01 @@ -678,8 +678,8 @@ bins: corr_stat_10: -1.28337756e+02 corr_stat_11: 1.84030848e+02 corr_stat_12: 9.43715720e+01 - corr_stat_13: -3.73036543e+02 - corr_stat_14: -3.45572602e+02 + corr_stat_13: 3.73036543e+02 + corr_stat_14: 3.45572602e+02 corr_stat_15: 2.56840349e+02 corr_stat_16: -1.40084799e+01 corr_stat_17: -5.62974853e+01 @@ -724,8 +724,8 @@ bins: corr_stat_10: 2.21466223e+02 corr_stat_11: -5.95612979e+02 corr_stat_12: -3.91534987e+02 - corr_stat_13: -2.84701813e+02 - corr_stat_14: -9.09401638e+00 + corr_stat_13: 2.84701813e+02 + corr_stat_14: 9.09401638e+00 corr_stat_15: -2.27656995e+02 corr_stat_16: -4.51103344e+02 corr_stat_17: 7.91059001e+02 @@ -770,8 +770,8 @@ bins: corr_stat_10: -6.96085155e+02 corr_stat_11: -1.14923376e+00 corr_stat_12: 2.74332722e+02 - corr_stat_13: -3.28529536e+02 - corr_stat_14: 9.33800792e+01 + corr_stat_13: 3.28529536e+02 + corr_stat_14: -9.33800792e+01 corr_stat_15: -3.15980013e+02 corr_stat_16: -1.25911016e+02 corr_stat_17: -6.32305047e+01 @@ -816,8 +816,8 @@ bins: corr_stat_10: 5.36523581e+02 corr_stat_11: 2.12797827e+02 corr_stat_12: 5.40242281e+02 - corr_stat_13: -2.68474383e+02 - corr_stat_14: 1.58542411e+02 + corr_stat_13: 2.68474383e+02 + corr_stat_14: -1.58542411e+02 corr_stat_15: -1.77134907e+02 corr_stat_16: -2.54771305e+02 corr_stat_17: -8.74592783e+02 @@ -862,8 +862,8 @@ bins: corr_stat_10: 2.38394387e+01 corr_stat_11: 6.20649522e+02 corr_stat_12: -5.22512421e+02 - corr_stat_13: -2.02067082e+02 - corr_stat_14: -1.21989798e+02 + corr_stat_13: 2.02067082e+02 + corr_stat_14: 1.21989798e+02 corr_stat_15: -2.25252690e+02 corr_stat_16: 1.04389776e+03 corr_stat_17: 1.08609029e+02 @@ -908,8 +908,8 @@ bins: corr_stat_10: -2.32502204e+01 corr_stat_11: -1.16004558e+02 corr_stat_12: 3.79725151e+01 - corr_stat_13: -3.56939811e+02 - corr_stat_14: 3.97181405e+01 + corr_stat_13: 3.56939811e+02 + corr_stat_14: -3.97181405e+01 corr_stat_15: -1.92412647e+02 corr_stat_16: -5.08265383e+01 corr_stat_17: -1.08235439e+01 @@ -954,8 +954,8 @@ bins: corr_stat_10: -6.60004411e+01 corr_stat_11: 1.73172679e+01 corr_stat_12: -6.58949312e-02 - corr_stat_13: -3.13417169e+02 - corr_stat_14: 2.87346996e+01 + corr_stat_13: 3.13417169e+02 + corr_stat_14: -2.87346996e+01 corr_stat_15: -1.50454329e+02 corr_stat_16: 4.03069390e+01 corr_stat_17: 5.77813169e+01 @@ -1000,8 +1000,8 @@ bins: corr_stat_10: -4.45544321e+01 corr_stat_11: -9.48428668e+00 corr_stat_12: -1.28917984e+01 - corr_stat_13: -2.90293908e+02 - corr_stat_14: -4.26834655e+01 + corr_stat_13: 2.90293908e+02 + corr_stat_14: 4.26834655e+01 corr_stat_15: 1.74833397e+02 corr_stat_16: -6.83458298e+01 corr_stat_17: -4.73037838e+00 @@ -1046,8 +1046,8 @@ bins: corr_stat_10: -1.11973342e+01 corr_stat_11: -1.68293083e+00 corr_stat_12: 8.87169475e+00 - corr_stat_13: 1.51590352e+02 - corr_stat_14: 7.81307771e+01 + corr_stat_13: -1.51590352e+02 + corr_stat_14: -7.81307771e+01 corr_stat_15: 1.08251599e+03 corr_stat_16: -1.47718942e+01 corr_stat_17: 6.35272640e+01 @@ -1092,8 +1092,8 @@ bins: corr_stat_10: -7.06222743e+01 corr_stat_11: 9.61801124e+00 corr_stat_12: 8.85862456e-01 - corr_stat_13: 3.22588300e+02 - corr_stat_14: 1.47454585e+01 + corr_stat_13: -3.22588300e+02 + corr_stat_14: -1.47454585e+01 corr_stat_15: 2.40892067e+02 corr_stat_16: 1.25478689e+01 corr_stat_17: -1.25835132e+01 @@ -1138,8 +1138,8 @@ bins: corr_stat_10: 7.81250253e+01 corr_stat_11: -5.24258466e+01 corr_stat_12: -3.29076864e+01 - corr_stat_13: 7.28757366e+02 - corr_stat_14: -8.17509997e+02 + corr_stat_13: -7.28757366e+02 + corr_stat_14: 8.17509997e+02 corr_stat_15: -4.42397547e+02 corr_stat_16: -1.68566367e+02 corr_stat_17: -1.05597375e+02 @@ -1184,8 +1184,8 @@ bins: corr_stat_10: -7.97131051e+01 corr_stat_11: 6.08045840e+01 corr_stat_12: 3.94152965e+01 - corr_stat_13: 7.67952244e+02 - corr_stat_14: 8.12465805e+02 + corr_stat_13: -7.67952244e+02 + corr_stat_14: -8.12465805e+02 corr_stat_15: -4.36685793e+02 corr_stat_16: 7.48470148e+01 corr_stat_17: 1.03554500e+02 From 277b23939a1434c0a8189ced097bec56bd80a469 Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Thu, 5 Dec 2024 17:27:55 +0000 Subject: [PATCH 122/138] Trigger tests --- .../commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml index 95ce8613bd..9a5c17f561 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml @@ -13,7 +13,7 @@ hepdata: version: 1 nnpdf_metadata: - nnpdf31_process: "DY CC" + nnpdf31_process: DY CC experiment: "CMS" implemented_observables: @@ -23,7 +23,7 @@ implemented_observables: description: "Measurement of the electron charge asymmetry in inclusive W production in pp collisions at sqrt(s) = 7 TeV" label: r"$dA_{e} / d|y|$" units: "[fb]" - process_type: "DY_W_ETA" + process_type: DY_W_ETA tables: [1] npoints: [11] ndata: 11 From b040cadc6f60d0993e0e34eac3f54746461c72fd Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Fri, 6 Dec 2024 09:21:57 +0000 Subject: [PATCH 123/138] Set kinematics_override to identity --- .../nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml | 2 +- .../nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml | 2 +- .../nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml | 2 +- .../nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml index 9a5c17f561..6023b6de1a 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml @@ -28,7 +28,7 @@ implemented_observables: npoints: [11] ndata: 11 plotting: - kinematics_override: ewk_rap_sqrt_scale # TODO: To Check + kinematics_override: identity dataset_label: "CMS $W$ asymmetry 840 pb" plot_x: eta y_label: '$dA_{e}/dy$' diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml index 5385a79547..6975a4ab82 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml @@ -25,7 +25,7 @@ implemented_observables: - 11 ndata: 11 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: CMS $W$ asymmetry 4.7 fb plot_x: eta y_label: $dA_{\mu}/dy$ diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml index e3850f504c..8b4e33b76b 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml @@ -26,7 +26,7 @@ implemented_observables: - 22 ndata: 22 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: CMS $W$ rapidity 8 TeV plot_x: y y_label: $d\sigma(W\to l\nu)/dy_l$ diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml index db724d98c0..b60997f57b 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml @@ -27,7 +27,7 @@ implemented_observables: npoints: [132] ndata: 132 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: "CMS Drell-Yan 2D 7 TeV 2011" plot_x: y figure_by: From 82428f942e0cc023ba7bf60fc9148ca8eecb591e Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 6 Dec 2024 09:25:28 +0000 Subject: [PATCH 124/138] Added eta back as an accepted variable --- validphys2/src/validphys/process_options.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 586e201ac4..ceb6f43757 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -351,7 +351,7 @@ def _dybosonpt_xq2map(kin_dict): DY_2L = _Process( "DY_2L", "DY W or Z -> 2 leptons ", - accepted_variables=(_Vars.y, _Vars.abs_eta, _Vars.m_W2, _Vars.m_Z2, _Vars.sqrts), + accepted_variables=(_Vars.y, _Vars.eta, _Vars.abs_eta, _Vars.m_W2, _Vars.m_Z2, _Vars.sqrts), xq2map_function=_dyboson_xq2map, ) From 0666b8e6ce2fb2642f0490b55fbbdbac87a82414 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 6 Dec 2024 09:36:44 +0000 Subject: [PATCH 125/138] Fixed error with UNCORR title --- .../nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py index a2d9db0912..0a28efddf3 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -54,7 +54,13 @@ def filter_ATLAS_WPWM_7TEV_46FB_systematics(): "treatment": "ADD", "type": "UNCORR", } - + elif 'UNCORR' in sys[0]['name']: + error_definitions['sys_corr_' + str(counter)] = { + "description": "Sys uncertainty idx: " + str(counter), + "treatment": "MULT", + "type": "UNCORR", + } + counter += 1 else: error_definitions['sys_corr_' + str(counter)] = { "description": "Sys uncertainty idx: " + str(counter), From 1f2b922952981d002762f3ab9a62c3cc9bb8596d Mon Sep 17 00:00:00 2001 From: ecole41 Date: Fri, 6 Dec 2024 09:40:43 +0000 Subject: [PATCH 126/138] Updated uncertainties --- .../commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml index c9f7c7d699..4aa25e4e78 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml @@ -534,7 +534,7 @@ definitions: sys_corr_133: description: 'Sys uncertainty idx: 133' treatment: MULT - type: UNCORR.1 + type: UNCORR bins: - stat: 6.26380895e+02 sys_corr_1: 7.60914560e+02 From 92d349daabfe9435a75f36b3c56d18e48ff804ac Mon Sep 17 00:00:00 2001 From: juacrumar Date: Fri, 26 Jul 2024 19:44:56 +0200 Subject: [PATCH 127/138] remove most tf dependencies make the code compatible with pytorch make it more keras only, working also with sum rules update keras limits test with newer tf fix for normalized distributions --- conda-recipe/meta.yaml | 5 +- .../n3fit/backends/keras_backend/MetaModel.py | 28 +-- .../backends/keras_backend/base_layers.py | 22 +- .../n3fit/backends/keras_backend/callbacks.py | 3 +- .../backends/keras_backend/constraints.py | 10 +- .../backends/keras_backend/internal_state.py | 5 +- .../backends/keras_backend/operations.py | 210 ++++++++++-------- n3fit/src/n3fit/layers/DY.py | 8 +- n3fit/src/n3fit/layers/losses.py | 4 +- n3fit/src/n3fit/layers/mask.py | 24 +- n3fit/src/n3fit/layers/msr_normalization.py | 1 + n3fit/src/n3fit/layers/observable.py | 9 +- n3fit/src/n3fit/model_gen.py | 9 +- n3fit/src/n3fit/model_trainer.py | 23 +- n3fit/src/n3fit/performfit.py | 3 - n3fit/src/n3fit/tests/test_backend.py | 51 +++-- n3fit/src/n3fit/tests/test_layers.py | 4 +- pyproject.toml | 1 + 18 files changed, 237 insertions(+), 183 deletions(-) diff --git a/conda-recipe/meta.yaml b/conda-recipe/meta.yaml index e364904f7e..6f7432a8b8 100644 --- a/conda-recipe/meta.yaml +++ b/conda-recipe/meta.yaml @@ -19,8 +19,9 @@ requirements: - pip run: - python >=3.9,<3.13 - - tensorflow >=2.10,<2.17 # 2.17 works ok but the conda-forge package for macos doesn't - - psutil + - tensorflow >=2.17 + - keras >=3.1 + - psutil # to ensure n3fit affinity is with the right processors - hyperopt - mongodb - pymongo <4 diff --git a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py index 2399c16a64..f1cdbc418a 100644 --- a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py +++ b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py @@ -8,23 +8,15 @@ from pathlib import Path import re +from keras import backend as K +from keras import ops as Kops +from keras import optimizers as Kopt +from keras.models import Model import numpy as np import tensorflow as tf -from tensorflow.keras import optimizers as Kopt -from tensorflow.keras.models import Model -from tensorflow.python.keras.utils import tf_utils # pylint: disable=no-name-in-module import n3fit.backends.keras_backend.operations as op -# We need a function to transform tensors to numpy/python primitives -# which is not part of the official TF interface and can change with the version -if hasattr(tf_utils, "to_numpy_or_python_type"): - _to_numpy_or_python_type = tf_utils.to_numpy_or_python_type -elif hasattr(tf_utils, "sync_to_numpy_or_python_type"): # from TF 2.5 - _to_numpy_or_python_type = tf_utils.sync_to_numpy_or_python_type -else: # in case of disaster - _to_numpy_or_python_type = lambda ret: {k: i.numpy() for k, i in ret.items()} - # Starting with TF 2.16, a memory leak in TF https://github.com/tensorflow/tensorflow/issues/64170 # makes jit compilation unusable in GPU. # Before TF 2.16 it was set to `False` by default. From 2.16 onwards, it is set to `True` @@ -121,7 +113,7 @@ def __init__(self, input_tensors, output_tensors, scaler=None, input_values=None self.compute_losses_function = None self._scaler = scaler - @tf.autograph.experimental.do_not_convert + # @tf.autograph.experimental.do_not_convert def _parse_input(self, extra_input=None): """Returns the input data the model was compiled with. Introduces the extra_input in the places asigned to the placeholders. @@ -173,8 +165,8 @@ def perform_fit(self, x=None, y=None, epochs=1, **kwargs): steps_per_epoch = self._determine_steps_per_epoch(epochs) for k, v in x_params.items(): - x_params[k] = tf.repeat(v, steps_per_epoch, axis=0) - y = [tf.repeat(yi, steps_per_epoch, axis=0) for yi in y] + x_params[k] = Kops.repeat(v, steps_per_epoch, axis=0) + y = [Kops.repeat(yi, steps_per_epoch, axis=0) for yi in y] history = super().fit( x=x_params, y=y, epochs=epochs // steps_per_epoch, batch_size=1, **kwargs @@ -228,13 +220,13 @@ def compute_losses(self): inputs[k] = v[:1] # Compile a evaluation function - @tf.function + @op.decorator_compiler def losses_fun(): predictions = self(inputs) # If we only have one dataset the output changes if len(out_names) == 2: predictions = [predictions] - total_loss = tf.reduce_sum(predictions, axis=0) + total_loss = Kops.sum(predictions, axis=0) ret = [total_loss] + predictions return dict(zip(out_names, ret)) @@ -244,7 +236,7 @@ def losses_fun(): # The output of this function is to be used by python (and numpy) # so we need to convert the tensors - return _to_numpy_or_python_type(ret) + return op.dict_to_numpy_or_python(ret) def compile( self, diff --git a/n3fit/src/n3fit/backends/keras_backend/base_layers.py b/n3fit/src/n3fit/backends/keras_backend/base_layers.py index 2ed2628293..849cd74175 100644 --- a/n3fit/src/n3fit/backends/keras_backend/base_layers.py +++ b/n3fit/src/n3fit/backends/keras_backend/base_layers.py @@ -17,16 +17,14 @@ The names of the layer and the activation function are the ones to be used in the n3fit runcard. """ -from tensorflow import expand_dims, math, nn -from tensorflow.keras.layers import Dense as KerasDense -from tensorflow.keras.layers import Dropout, Lambda -from tensorflow.keras.layers import Input # pylint: disable=unused-import -from tensorflow.keras.layers import LSTM, Concatenate -from tensorflow.keras.regularizers import l1_l2 +from keras.layers import Dense as KerasDense +from keras.layers import Dropout, Lambda +from keras.layers import Input # pylint: disable=unused-import +from keras.layers import LSTM, Concatenate +from keras.regularizers import l1_l2 +from . import operations as ops from .MetaLayer import MetaLayer -from .operations import concatenate_function - # Custom activation functions def square_activation(x): @@ -38,17 +36,17 @@ def square_singlet(x): """Square the singlet sector Defined as the two first values of the NN""" singlet_squared = x[..., :2] ** 2 - return concatenate_function([singlet_squared, x[..., 2:]], axis=-1) + return ops.concatenate([singlet_squared, x[..., 2:]], axis=-1) def modified_tanh(x): """A non-saturating version of the tanh function""" - return math.abs(x) * nn.tanh(x) + return ops.absolute(x) * ops.tanh(x) def leaky_relu(x): """Computes the Leaky ReLU activation function""" - return nn.leaky_relu(x, alpha=0.2) + return ops.leaky_relu(x, alpha=0.2) custom_activations = { @@ -64,7 +62,7 @@ def LSTM_modified(**kwargs): LSTM asks for a sample X timestep X features kind of thing so we need to reshape the input """ the_lstm = LSTM(**kwargs) - ExpandDim = Lambda(lambda x: expand_dims(x, axis=-1)) + ExpandDim = Lambda(lambda x: ops.expand_dims(x, axis=-1)) def ReshapedLSTM(input_tensor): if len(input_tensor.shape) == 2: diff --git a/n3fit/src/n3fit/backends/keras_backend/callbacks.py b/n3fit/src/n3fit/backends/keras_backend/callbacks.py index 911f069e5c..29324e7cee 100644 --- a/n3fit/src/n3fit/backends/keras_backend/callbacks.py +++ b/n3fit/src/n3fit/backends/keras_backend/callbacks.py @@ -15,9 +15,9 @@ import logging from time import time +from keras.callbacks import Callback, TensorBoard import numpy as np import tensorflow as tf -from tensorflow.keras.callbacks import Callback, TensorBoard log = logging.getLogger(__name__) @@ -171,7 +171,6 @@ def on_train_begin(self, logs=None): layer = self.model.get_layer(layer_name) self.updateable_weights.append(layer.weights) - @tf.function def _update_weights(self): """Update all the weight with the corresponding multipliers Wrapped with tf.function to compensate the for loops as both weights variables diff --git a/n3fit/src/n3fit/backends/keras_backend/constraints.py b/n3fit/src/n3fit/backends/keras_backend/constraints.py index e943c1fcb6..bb6d85ff4b 100644 --- a/n3fit/src/n3fit/backends/keras_backend/constraints.py +++ b/n3fit/src/n3fit/backends/keras_backend/constraints.py @@ -2,9 +2,9 @@ Implementations of weight constraints for initializers """ -import tensorflow as tf -from tensorflow.keras import backend as K -from tensorflow.keras.constraints import MinMaxNorm +from keras import backend as K +from keras import ops as Kops +from keras.constraints import MinMaxNorm class MinMaxWeight(MinMaxNorm): @@ -17,8 +17,8 @@ def __init__(self, min_value, max_value, **kwargs): super().__init__(min_value=min_value, max_value=max_value, axis=1, **kwargs) def __call__(self, w): - norms = K.sum(w, axis=self.axis, keepdims=True) + norms = Kops.sum(w, axis=self.axis, keepdims=True) desired = ( - self.rate * K.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms + self.rate * Kops.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms ) return w * desired / (K.epsilon() + norms) diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index e818716940..dd61068190 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -1,6 +1,7 @@ """ Library of functions that modify the internal state of Keras/Tensorflow """ + import os import psutil @@ -13,10 +14,10 @@ import logging import random as rn +import keras +from keras import backend as K import numpy as np import tensorflow as tf -from tensorflow import keras -from tensorflow.keras import backend as K log = logging.getLogger(__name__) diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index b6ad0e010e..f521b0536e 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -6,7 +6,7 @@ This includes an implementation of the NNPDF operations on fktable in the keras language (with the mapping ``c_to_py_fun``) into Keras ``Lambda`` layers. - Tensor operations are compiled through the @tf.function decorator for optimization + Tensor operations are compiled through the decorator for optimization The rest of the operations in this module are divided into four categories: numpy to tensor: @@ -25,30 +25,28 @@ from typing import Optional +from keras import backend as K +from keras import ops as Kops +from keras.layers import ELU, Input +from keras.layers import Lambda as keras_Lambda +from keras.layers import multiply as keras_multiply +from keras.layers import subtract as keras_subtract import numpy as np -import numpy.typing as npt -import tensorflow as tf -from tensorflow import keras -from tensorflow.keras import backend as K -from tensorflow.keras.layers import Input -from tensorflow.keras.layers import Lambda as keras_Lambda -from tensorflow.keras.layers import multiply as keras_multiply -from tensorflow.keras.layers import subtract as keras_subtract from validphys.convolution import OP -# Select a concatenate function depending on the tensorflow version -try: - # For tensorflow >= 2.16, Keras >= 3 - concatenate_function = keras.ops.concatenate -except AttributeError: - # keras.ops was introduced in keras 3 - concatenate_function = tf.concat +# Backend dependent functions and operations +if K.backend() == "torch": + tensor_to_numpy_or_python = lambda x: x.detach().numpy() + decorator_compiler = lambda f: f +else: + tensor_to_numpy_or_python = lambda x: x.numpy() + lambda ret: {k: i.numpy() for k, i in ret.items()} + import tensorflow as tf + decorator_compiler = tf.function -def evaluate(tensor): - """Evaluate input tensor using the backend""" - return K.eval(tensor) +dict_to_numpy_or_python = lambda ret: {k: tensor_to_numpy_or_python(i) for k, i in ret.items()} def as_layer(operation, op_args=None, op_kwargs=None, **kwargs): @@ -101,7 +99,6 @@ def c_to_py_fun(op_name, name="dataset"): except KeyError as e: raise ValueError(f"Operation {op_name} not recognised") from e - @tf.function def operate_on_tensors(tensor_list): return operation(*tensor_list) @@ -113,19 +110,19 @@ def numpy_to_tensor(ival, **kwargs): """ Make the input into a tensor """ - if kwargs.get("dtype", None) is not bool: - kwargs["dtype"] = tf.keras.backend.floatx() - return K.constant(ival, **kwargs) + if (dtype := kwargs.get("dtype", None)) is not bool: + dtype = K.floatx() + return Kops.cast(ival, dtype) # f(x: tensor) -> y: tensor def batchit(x, batch_dimension=0, **kwarg): """Add a batch dimension to tensor x""" - return tf.expand_dims(x, batch_dimension, **kwarg) + return Kops.expand_dims(x, batch_dimension, **kwarg) # layer generation -def numpy_to_input(numpy_array: npt.NDArray, name: Optional[str] = None): +def numpy_to_input(numpy_array: np.typing.NDArray, name: Optional[str] = None): """ Takes a numpy array and generates an Input layer with the same shape, but with a batch dimension (of size 1) added. @@ -173,6 +170,13 @@ def op_multiply_dim(o_list, **kwargs): return layer_op(o_list) +def gather(*args, **kwargs): + """ + Gather elements from a tensor along an axis + """ + return Kops.take(*args, **kwargs) + + def op_gather_keep_dims(tensor, indices, axis=0, **kwargs): """A convoluted way of providing ``x[:, indices, :]`` @@ -183,20 +187,13 @@ def op_gather_keep_dims(tensor, indices, axis=0, **kwargs): indices = tensor.shape[axis] - 1 def tmp(x): - y = tf.gather(x, indices, axis=axis, **kwargs) - return tf.expand_dims(y, axis=axis) + y = gather(x, indices, axis=axis) + return Kops.expand_dims(y, axis=axis) layer_op = as_layer(tmp) return layer_op(tensor) -def gather(*args, **kwargs): - """ - Gather elements from a tensor along an axis - """ - return tf.gather(*args, **kwargs) - - # # Tensor operations # f(x: tensor[s]) -> y: tensor @@ -205,7 +202,8 @@ def gather(*args, **kwargs): # Generation operations # generate tensors of given shape/content -@tf.function + + def tensor_ones_like(*args, **kwargs): """ Generates a tensor of ones of the same shape as the input tensor @@ -216,49 +214,31 @@ def tensor_ones_like(*args, **kwargs): # Property operations # modify properties of the tensor like the shape or elements it has -@tf.function -def flatten(x): - """Flatten tensor x""" - return tf.reshape(x, (-1,)) -@tf.function def reshape(x, shape): """reshape tensor x""" - return tf.reshape(x, shape) - - -@tf.function -def boolean_mask(*args, target_shape=None, **kwargs): - """ - Applies a boolean mask to a tensor + return Kops.reshape(x, shape) - Relevant parameters: (tensor, mask, axis=None) - see full `docs `_. - tensorflow's masking concatenates the masked dimensions, it is possible to - provide a `target_shape` to reshape the output to the desired shape - """ - ret = tf.boolean_mask(*args, **kwargs) - if target_shape is not None: - ret = reshape(ret, target_shape) - return ret +def flatten(x): + """Flatten tensor x""" + return reshape(x, (-1,)) -@tf.function def transpose(tensor, **kwargs): """ Transpose a layer, see full `docs `_ """ - return K.transpose(tensor, **kwargs) + return Kops.transpose(tensor, **kwargs) def stack(tensor_list, axis=0, **kwargs): """Stack a list of tensors see full `docs `_ """ - return tf.stack(tensor_list, axis=axis, **kwargs) + return Kops.stack(tensor_list, axis=axis) def concatenate(tensor_list, axis=-1, target_shape=None, name=None): @@ -266,7 +246,7 @@ def concatenate(tensor_list, axis=-1, target_shape=None, name=None): Concatenates a list of numbers or tensor into a bigger tensor If the target shape is given, the output is reshaped to said shape """ - concatenated_tensor = concatenate_function(tensor_list, axis=axis) + concatenated_tensor = Kops.concatenate(tensor_list, axis=axis) if target_shape is None: return concatenated_tensor @@ -278,7 +258,7 @@ def einsum(equation, *args, **kwargs): Computes the tensor product using einsum See full `docs `_ """ - return tf.einsum(equation, *args, **kwargs) + return Kops.einsum(equation, *args, **kwargs) def tensor_product(*args, **kwargs): @@ -286,40 +266,14 @@ def tensor_product(*args, **kwargs): Computes the tensordot product between tensor_x and tensor_y See full `docs `_ """ - return tf.tensordot(*args, **kwargs) + return Kops.tensordot(*args, **kwargs) -@tf.function def pow(tensor, power): """ Computes the power of the tensor """ - return tf.pow(tensor, power) - - -@tf.function(reduce_retracing=True) -def op_log(o_tensor, **kwargs): - """ - Computes the logarithm of the input - """ - return K.log(o_tensor) - - -@tf.function -def sum(*args, **kwargs): - """ - Computes the sum of the elements of the tensor - see full `docs `_ - """ - return K.sum(*args, **kwargs) - - -def split(*args, **kwargs): - """ - Splits the tensor on the selected axis - see full `docs `_ - """ - return tf.split(*args, **kwargs) + return Kops.power(tensor, power) def scatter_to_one(values, indices, output_shape): @@ -327,8 +281,8 @@ def scatter_to_one(values, indices, output_shape): Like scatter_nd initialized to one instead of zero see full `docs `_ """ - ones = numpy_to_tensor(np.ones(output_shape)) - return tf.tensor_scatter_nd_update(ones, indices, values) + ones = Kops.ones(output_shape) + return Kops.scatter_update(ones, indices, values) def op_subtract(inputs, **kwargs): @@ -344,18 +298,23 @@ def swapaxes(tensor, source, destination): Moves the axis of the tensor from source to destination, as in numpy.swapaxes. see full `docs `_ """ - indices = list(range(tensor.shape.rank)) + rank = len(tensor.shape) + indices = list(range(rank)) if source < 0: - source += tensor.shape.rank + source += rank if destination < 0: - destination += tensor.shape.rank + destination += rank indices[source], indices[destination] = indices[destination], indices[source] - return tf.transpose(tensor, indices) + return Kops.transpose(tensor, indices) + + +def elu(x, alpha=1.0, **kwargs): + new_layer = ELU(alpha=alpha, **kwargs) + return new_layer(x) -@tf.function def backend_function(fun_name, *args, **kwargs): """ Wrapper to call non-explicitly implemented backend functions by name: (``fun_name``) @@ -363,3 +322,62 @@ def backend_function(fun_name, *args, **kwargs): """ fun = getattr(K, fun_name) return fun(*args, **kwargs) + + +def tensor_splitter(ishape, split_sizes, axis=2, name="splitter"): + """ + Generates a Lambda layer to apply the split operation to a given tensor shape. + This wrapper cannot split along the batch index (axis=0). + + Parameters + ---------- + ishape: list(int) + input shape of the tensor that will be split + split_sizes: list(int) + size of each chunk + axis: int + axis along which the split will be applied + name: str + name of the layer + Returns + ------- + sp_layer: layer + a keras layer that applies the split operation upon call + """ + if axis < 1: + raise ValueError("tensor_splitter wrapper can only split along non-batch dimensions") + + # Check that we can indeed split this + if ishape[axis] != np.sum(split_sizes): + raise ValueError( + f"Cannot split tensor of shape {ishape} along axis {axis} in chunks of {split_sizes}" + ) + + # Output shape of each split + oshapes = [] + # Indices at which to put the splits + # NB: tensorflow's split function would've taken the split_sizes directly + # keras instead takes the index at where to split + indices = [] + current_idx = 0 + + for xsize in split_sizes: + current_idx += xsize + indices.append(current_idx) + oshapes.append((*ishape[1:axis], xsize, *ishape[axis + 1 :])) + + sp_layer = keras_Lambda( + lambda x: Kops.split(x, indices, axis=axis), output_shape=oshapes, name=name + ) + return sp_layer + + +expand_dims = Kops.expand_dims +absolute = Kops.absolute +tanh = Kops.tanh +leaky_relu = Kops.leaky_relu +split = Kops.split +gather = Kops.take +take = Kops.take +sum = Kops.sum +op_log = Kops.log diff --git a/n3fit/src/n3fit/layers/DY.py b/n3fit/src/n3fit/layers/DY.py index f05416c5e4..94c982a391 100644 --- a/n3fit/src/n3fit/layers/DY.py +++ b/n3fit/src/n3fit/layers/DY.py @@ -86,7 +86,7 @@ def compute_dy_observable_many_replica(pdf, padded_fk): """ pdfa = pdf[1] pdfb = pdf[0] - + temp = op.einsum('nxfyg, bryg -> brnxf', padded_fk, pdfa) return op.einsum('brnxf, brxf -> brn', temp, pdfb) @@ -96,11 +96,13 @@ def compute_dy_observable_one_replica(pdf, mask_and_fk): Same operations as above but a specialized implementation that is more efficient for 1 replica, masking the PDF rather than the fk table. """ + # mask: (channels, flavs_b, flavs_a) Ffg + # fk: (npoints, channels, x_a, x_b) nFyx mask, fk = mask_and_fk # Retrieve the two PDFs (which may potentially be coming from different initial states) # Since this is the one-replica function, remove the batch and replica dimension - pdfb = pdf[0][0][0] # xf - pdfa = pdf[1][0][0] # yg + pdfb = pdf[0][0][0] # (x_b, flavs_b) xf + pdfa = pdf[1][0][0] # (x_a, flavs_a) yg # TODO: check which PDF must go first in case of different initial states!!! mask_x_pdf = op.tensor_product(mask, pdfa, axes=[(2,), (1,)]) # Ffg, yg -> Ffy diff --git a/n3fit/src/n3fit/layers/losses.py b/n3fit/src/n3fit/layers/losses.py index b33547a6ce..ee6162a8d4 100644 --- a/n3fit/src/n3fit/layers/losses.py +++ b/n3fit/src/n3fit/layers/losses.py @@ -160,7 +160,7 @@ def __init__(self, alpha=1e-7, **kwargs): super().__init__(**kwargs) def apply_loss(self, y_pred): - loss = op.backend_function("elu", -y_pred, alpha=self.alpha) + loss = op.elu(-y_pred, alpha=self.alpha) # Sum over the batch and the datapoints return op.sum(loss, axis=[0, -1]) @@ -180,6 +180,6 @@ class LossIntegrability(LossLagrange): """ def apply_loss(self, y_pred): - y = op.backend_function("square", y_pred) + y = y_pred * y_pred # Sum over the batch and the datapoints return op.sum(y, axis=[0, -1]) diff --git a/n3fit/src/n3fit/layers/mask.py b/n3fit/src/n3fit/layers/mask.py index 3ed007a18f..089c0b6ba6 100644 --- a/n3fit/src/n3fit/layers/mask.py +++ b/n3fit/src/n3fit/layers/mask.py @@ -1,4 +1,4 @@ -from numpy import count_nonzero +import numpy as np from n3fit.backends import MetaLayer from n3fit.backends import operations as op @@ -23,12 +23,14 @@ class Mask(MetaLayer): """ def __init__(self, bool_mask=None, c=None, **kwargs): + self._raw_mask = bool_mask + self._flattened_indices = None if bool_mask is None: self.mask = None self.last_dim = -1 else: self.mask = op.numpy_to_tensor(bool_mask, dtype=bool) - self.last_dim = count_nonzero(bool_mask[0, ...]) + self.last_dim = np.count_nonzero(bool_mask[0, ...]) self.c = c self.masked_output_shape = None super().__init__(**kwargs) @@ -40,9 +42,22 @@ def build(self, input_shape): # Make sure reshape will succeed: set the last dimension to the unmasked data length and before-last to # the number of replicas if self.mask is not None: + + # Prepare the indices to mask + indices = np.where(self._raw_mask) + # The batch dimension can be ignored + nreps = self.mask.shape[-2] + dims = (nreps, self.last_dim * nreps) + try: + self._flattened_indices = np.ravel_multi_index(indices, self._raw_mask.shape) + except: + import ipdb + + ipdb.set_trace() + self.masked_output_shape = [-1 if d is None else d for d in input_shape] self.masked_output_shape[-1] = self.last_dim - self.masked_output_shape[-2] = self.mask.shape[-2] + self.masked_output_shape[-2] = nreps super().build(input_shape) def call(self, ret): @@ -58,7 +73,8 @@ def call(self, ret): Tensor of shape (batch_size, n_replicas, n_features) """ if self.mask is not None: - ret = op.boolean_mask(ret, self.mask, axis=1, target_shape=self.masked_output_shape) + ret = op.take(op.flatten(ret), self._flattened_indices) + ret = op.reshape(ret, self.masked_output_shape) if self.c is not None: ret = ret * self.kernel return ret diff --git a/n3fit/src/n3fit/layers/msr_normalization.py b/n3fit/src/n3fit/layers/msr_normalization.py index 7695d4f11f..5159628c0d 100644 --- a/n3fit/src/n3fit/layers/msr_normalization.py +++ b/n3fit/src/n3fit/layers/msr_normalization.py @@ -194,6 +194,7 @@ def call(self, pdf_integrated, photon_integral): numerators += [self.vsr_factors] numerators = op.concatenate(numerators, axis=0) + divisors = op.gather(y, self.divisor_indices, axis=0) # Fill in the rest of the flavours with 1 diff --git a/n3fit/src/n3fit/layers/observable.py b/n3fit/src/n3fit/layers/observable.py index 8945cc4da4..29c5754ecc 100644 --- a/n3fit/src/n3fit/layers/observable.py +++ b/n3fit/src/n3fit/layers/observable.py @@ -89,7 +89,7 @@ def __init__( operation_name="NULL", nfl=14, n_replicas=1, - **kwargs + **kwargs, ): super(MetaLayer, self).__init__(**kwargs) @@ -178,7 +178,10 @@ def call(self, pdf): rank 3 tensor (batchsize, replicas, ndata) """ if self.splitting: - pdfs = op.split(pdf, self.splitting, axis=2) + splitter = op.tensor_splitter( + pdf.shape, self.splitting, axis=2, name=f"pdf_splitter_{self.name}" + ) + pdfs = splitter(pdf) else: pdfs = [pdf] * len(self.padded_fk_tables) @@ -222,7 +225,7 @@ def compute_float_mask(bool_mask): """ # Create a tensor with the shape (**bool_mask.shape, num_active_flavours) masked_to_full = [] - for idx in np.argwhere(bool_mask): + for idx in np.argwhere(np.array(bool_mask)): temp_matrix = np.zeros(bool_mask.shape) temp_matrix[tuple(idx)] = 1 masked_to_full.append(temp_matrix) diff --git a/n3fit/src/n3fit/model_gen.py b/n3fit/src/n3fit/model_gen.py index 852f93caf3..f7fe7c5608 100644 --- a/n3fit/src/n3fit/model_gen.py +++ b/n3fit/src/n3fit/model_gen.py @@ -99,13 +99,10 @@ def _generate_experimental_layer(self, pdf): the input PDF is evaluated in all points that the experiment needs and needs to be split """ if len(self.dataset_xsizes) > 1: - splitting_layer = op.as_layer( - op.split, - op_args=[self.dataset_xsizes], - op_kwargs={"axis": 2}, - name=f"{self.name}_split", + sp_layer = op.tensor_splitter( + pdf.shape, self.dataset_xsizes, axis=2, name=f"{self.name}_split" ) - sp_pdf = splitting_layer(pdf) + sp_pdf = sp_layer(pdf) output_layers = [obs(p) for obs, p in zip(self.observables, sp_pdf)] else: output_layers = [obs(pdf) for obs in self.observables] diff --git a/n3fit/src/n3fit/model_trainer.py b/n3fit/src/n3fit/model_trainer.py index d92e7cf51d..d864d2c6e5 100644 --- a/n3fit/src/n3fit/model_trainer.py +++ b/n3fit/src/n3fit/model_trainer.py @@ -16,7 +16,7 @@ import numpy as np from n3fit import model_gen -from n3fit.backends import NN_LAYER_ALL_REPLICAS, MetaModel, callbacks, clear_backend_state +from n3fit.backends import NN_LAYER_ALL_REPLICAS, Lambda, MetaModel, callbacks, clear_backend_state from n3fit.backends import operations as op from n3fit.hyper_optimization.hyper_scan import HYPEROPT_STATUSES import n3fit.hyper_optimization.penalties @@ -40,6 +40,9 @@ # Each how many epochs do we increase the integrability Lagrange Multiplier PUSH_INTEGRABILITY_EACH = 100 +# Final number of flavours +FLAVOURS = 14 + # See ModelTrainer::_xgrid_generation for the definition of each field and how they are generated InputInfo = namedtuple("InputInfo", ["input", "split", "idx"]) @@ -354,11 +357,13 @@ def _xgrid_generation(self): input_arr = self._scaler(input_arr) input_layer = op.numpy_to_input(input_arr, name="pdf_input") - # The PDF model will be called with a concatenation of all inputs - # now the output needs to be splitted so that each experiment takes its corresponding input - sp_ar = [[i.shape[1] for i in inputs_unique]] - sp_kw = {"axis": 2} - sp_layer = op.as_layer(op.split, op_args=sp_ar, op_kwargs=sp_kw, name="pdf_split") + # The PDF model is called with a concatenation of all inputs + # however, each output layer might require a different subset, this is achieved by + # splitting back the output + # Input shape: (batch size, replicas, input array, flavours) + ishape = (1, len(self.replicas), input_arr.shape[0], FLAVOURS) + xsizes = [i.shape[1] for i in inputs_unique] + sp_layer = op.tensor_splitter(ishape, xsizes, axis=2, name="splitter") return InputInfo(input_layer, sp_layer, inputs_idx) @@ -936,8 +941,10 @@ def hyperparametrizable(self, params): ) if photons: - if self._scaler: # select only the non-scaled input - pdf_model.get_layer("add_photon").register_photon(xinput.input.tensor_content[:,:,1:]) + if self._scaler: # select only the non-scaled input + pdf_model.get_layer("add_photon").register_photon( + xinput.input.tensor_content[:, :, 1:] + ) else: pdf_model.get_layer("add_photon").register_photon(xinput.input.tensor_content) diff --git a/n3fit/src/n3fit/performfit.py b/n3fit/src/n3fit/performfit.py index 04703ef924..7e91c1b5ca 100644 --- a/n3fit/src/n3fit/performfit.py +++ b/n3fit/src/n3fit/performfit.py @@ -3,11 +3,8 @@ """ # Backend-independent imports -import copy import logging -import numpy as np - import n3fit.checks from n3fit.vpinterface import N3PDF diff --git a/n3fit/src/n3fit/tests/test_backend.py b/n3fit/src/n3fit/tests/test_backend.py index eaae5667c8..e464ae2384 100644 --- a/n3fit/src/n3fit/tests/test_backend.py +++ b/n3fit/src/n3fit/tests/test_backend.py @@ -2,8 +2,11 @@ This module tests the mathematical functions in the n3fit backend and ensures they do the same thing as their numpy counterparts """ + import operator + import numpy as np + from n3fit.backends import operations as op # General parameters @@ -24,14 +27,14 @@ def are_equal(result, reference, threshold=THRESHOLD): - """ checks the difference between array `reference` and tensor `result` is - below `threshold` for all elements """ - res = op.evaluate(result) + """checks the difference between array `reference` and tensor `result` is + below `threshold` for all elements""" + res = op.tensor_to_numpy_or_python(result) assert np.allclose(res, reference, atol=threshold) def numpy_check(backend_op, python_op, mode="same"): - """ Receives a backend operation (`backend_op`) and a python operation + """Receives a backend operation (`backend_op`) and a python operation `python_op` and asserts that, applied to two random arrays, the result is the same. The option `mode` selects the two arrays to be tested and accepts the following @@ -53,7 +56,28 @@ def numpy_check(backend_op, python_op, mode="same"): arrays = [ARR1, ARR2, ARR1, ARR1] elif mode == "twenty": tensors = [T1, T2, T1, T1, T1, T1, T1, T1, T1, T1, T1, T2, T1, T1, T1, T1, T1, T1, T1, T1] - arrays = [ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1] + arrays = [ + ARR1, + ARR2, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR2, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ] elif mode == "ten": tensors = [T1, T2, T1, T1, T1, T1, T1, T1, T1, T1] arrays = [ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1] @@ -98,13 +122,16 @@ def test_c_to_py_fun(): numpy_check(op_smp, reference, "four") # COM op_com = op.c_to_py_fun("COM") - reference = lambda x, y, z, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t : (x + y + z + d + e + f + g + h + i + j) / (k + l + m + n + o + p + q + r + s + t) + reference = lambda x, y, z, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t: ( + x + y + z + d + e + f + g + h + i + j + ) / (k + l + m + n + o + p + q + r + s + t) numpy_check(op_com, reference, "twenty") # SMT op_smt = op.c_to_py_fun("SMT") - reference = lambda x, y, z, d, e, f, g, h, i, j : (x + y + z + d + e + f + g + h + i + j) + reference = lambda x, y, z, d, e, f, g, h, i, j: (x + y + z + d + e + f + g + h + i + j) numpy_check(op_smt, reference, "ten") + # Tests operations def test_op_multiply(): numpy_check(op.op_multiply, operator.mul) @@ -122,17 +149,11 @@ def test_flatten(): numpy_check(op.flatten, np.ndarray.flatten, mode=(T3, [ARR3])) -def test_boolean_mask(): - bools = np.random.randint(0, 2, DIM, dtype=bool) - np_result = ARR1[bools] - tf_bools = op.numpy_to_tensor(bools) - tf_result = op.boolean_mask(T1, tf_bools, axis=0) - are_equal(np_result, tf_result) - def test_tensor_product(): np_result = np.tensordot(ARR3, ARR1, axes=1) tf_result = op.tensor_product(T3, T1, axes=1) - are_equal(np_result, tf_result) + are_equal(tf_result, np_result) + def test_sum(): numpy_check(op.sum, np.sum, mode='single') diff --git a/n3fit/src/n3fit/tests/test_layers.py b/n3fit/src/n3fit/tests/test_layers.py index 8615414c2f..84ef8c8eaf 100644 --- a/n3fit/src/n3fit/tests/test_layers.py +++ b/n3fit/src/n3fit/tests/test_layers.py @@ -169,7 +169,7 @@ def test_DIS(): kp = op.numpy_to_tensor([[pdf]]) # add batch and replica dimension # generate the n3fit results result_tensor = obs_layer(kp) - result = op.evaluate(result_tensor) + result = op.tensor_to_numpy_or_python(result_tensor) # Compute the numpy version of this layer all_masks = obs_layer.all_masks if len(all_masks) < nfk: @@ -195,7 +195,7 @@ def test_DY(): kp = op.numpy_to_tensor([[pdf]]) # add batch and replica dimension # generate the n3fit results result_tensor = obs_layer(kp) - result = op.evaluate(result_tensor) + result = op.tensor_to_numpy_or_python(result_tensor) # Compute the numpy version of this layer all_masks = obs_layer.all_masks if len(all_masks) < nfk: diff --git a/pyproject.toml b/pyproject.toml index e9f4ce5d9a..5993829e7c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -73,6 +73,7 @@ reportengine = { git = "https://github.com/NNPDF/reportengine" } # Fit psutil = "*" tensorflow = "*" +keras = "^3.1" eko = "^0.14.1" joblib = "*" # Hyperopt From fd85990083f7bafeb357e707a4eeeaf5d9162ed4 Mon Sep 17 00:00:00 2001 From: juacrumar Date: Fri, 22 Nov 2024 16:53:13 +0100 Subject: [PATCH 128/138] add a test for pytorch test change workflow test in 3.12 in conda --- .github/workflows/pytorch_test.yml | 24 +++++++++++ .github/workflows/tests.yml | 2 +- .../n3fit/backends/keras_backend/MetaModel.py | 7 ++-- .../n3fit/backends/keras_backend/callbacks.py | 5 ++- .../backends/keras_backend/internal_state.py | 42 ++++++++++++++----- .../backends/keras_backend/operations.py | 2 +- n3fit/src/n3fit/msr.py | 4 +- pyproject.toml | 3 ++ 8 files changed, 70 insertions(+), 19 deletions(-) create mode 100644 .github/workflows/pytorch_test.yml diff --git a/.github/workflows/pytorch_test.yml b/.github/workflows/pytorch_test.yml new file mode 100644 index 0000000000..57aa9791d8 --- /dev/null +++ b/.github/workflows/pytorch_test.yml @@ -0,0 +1,24 @@ +name: Test pytorch + +on: [push] + +jobs: + run_pytorch: + runs-on: ubuntu-latest + env: + KERAS_BACKEND: torch + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.12" + - name: Install nnpdf without LHAPDF + shell: bash -l {0} + run: | + pip install .[nolha,torch] + lhapdf-management update --init + - name: Test we can run one runcard + shell: bash -l {0} + run: | + cd n3fit/runcards/examples + n3fit Basic_runcard.yml 4 diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index e719ff4423..315f95e674 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -12,7 +12,7 @@ jobs: strategy: matrix: os: [ubuntu-latest, macos-14] - python-version: ["3.10"] # We need an older python version to avoid conflict with the pymongo pin + python-version: ["3.12"] fail-fast: false runs-on: ${{ matrix.os }} env: diff --git a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py index f1cdbc418a..afcc4b6dad 100644 --- a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py +++ b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py @@ -8,12 +8,11 @@ from pathlib import Path import re -from keras import backend as K +from keras import Variable from keras import ops as Kops from keras import optimizers as Kopt from keras.models import Model import numpy as np -import tensorflow as tf import n3fit.backends.keras_backend.operations as op @@ -501,9 +500,9 @@ def get_layer_replica_weights(layer, i_replica: int): """ if is_stacked_single_replicas(layer): weights_ref = layer.get_layer(f"{NN_PREFIX}_{i_replica}").weights - weights = [tf.Variable(w, name=w.name) for w in weights_ref] + weights = [Variable(w, name=w.name) for w in weights_ref] else: - weights = [tf.Variable(w[i_replica : i_replica + 1], name=w.name) for w in layer.weights] + weights = [Variable(w[i_replica : i_replica + 1], name=w.name) for w in layer.weights] return weights diff --git a/n3fit/src/n3fit/backends/keras_backend/callbacks.py b/n3fit/src/n3fit/backends/keras_backend/callbacks.py index 29324e7cee..8a593af814 100644 --- a/n3fit/src/n3fit/backends/keras_backend/callbacks.py +++ b/n3fit/src/n3fit/backends/keras_backend/callbacks.py @@ -15,9 +15,11 @@ import logging from time import time +# Callbacks need tensorflow installed even if the backend is pytorch from keras.callbacks import Callback, TensorBoard import numpy as np -import tensorflow as tf + +from .operations import decorator_compiler log = logging.getLogger(__name__) @@ -171,6 +173,7 @@ def on_train_begin(self, logs=None): layer = self.model.get_layer(layer_name) self.updateable_weights.append(layer.weights) + @decorator_compiler def _update_weights(self): """Update all the weight with the corresponding multipliers Wrapped with tf.function to compensate the for loops as both weights variables diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index dd61068190..4235a73473 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -17,17 +17,34 @@ import keras from keras import backend as K import numpy as np -import tensorflow as tf log = logging.getLogger(__name__) +# Prepare Keras-backend dependent functions +if K.backend() == "torch": -def set_eager(flag=True): - """Set eager mode on or off - for a very slow but fine grained debugging call this function as early as possible - ideally after the first tf import - """ - tf.config.run_functions_eagerly(flag) + def set_eager(flag=True): + """Pytorch is eager by default""" + pass + + def set_threading(threads, core): + """Not implemented""" + pass + +elif K.backend() == "tensorflow": + import tensorflow as tf + + def set_eager(flag=True): + """Set eager mode on or off + for a very slow but fine grained debugging call this function as early as possible + ideally after the first tf import + """ + tf.config.run_functions_eagerly(flag) + + def set_threading(threads, cores): + """Set the Tensorflow inter and intra parallelism options""" + tf.config.threading.set_inter_op_parallelism_threads(threads) + tf.config.threading.set_intra_op_parallelism_threads(cores) def set_number_of_cores(max_cores=None, max_threads=None): @@ -65,8 +82,7 @@ def set_number_of_cores(max_cores=None, max_threads=None): log.info("Setting the number of cores to: %d", cores) try: - tf.config.threading.set_inter_op_parallelism_threads(threads) - tf.config.threading.set_intra_op_parallelism_threads(cores) + set_threading(threads, cores) except RuntimeError: # If pdfflow is being used, tensorflow will already be initialized by pdfflow # maybe it would be good to drop completely pdfflow before starting the fit? (TODO ?) @@ -130,7 +146,7 @@ def set_initial_state(debug=False, external_seed=None, max_cores=None, double_pr clear_backend_state() if double_precision: - tf.keras.backend.set_floatx('float64') + K.set_floatx('float64') # Set the number of cores depending on the user choice of max_cores # if debug mode and no number of cores set by the user, set to 1 @@ -143,7 +159,11 @@ def set_initial_state(debug=False, external_seed=None, max_cores=None, double_pr # Once again, if in debug mode or external_seed set, set also the TF seed if debug or external_seed: - tf.random.set_seed(use_seed) + if K.backend() == "tensorflow": + # if backend is tensorflow, keep the old seeding + tf.random.set_seed(use_seed) + else: + keras.utils.set_random_seed(use_seed) def get_physical_gpus(): diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index f521b0536e..ae65e1f1de 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -122,7 +122,7 @@ def batchit(x, batch_dimension=0, **kwarg): # layer generation -def numpy_to_input(numpy_array: np.typing.NDArray, name: Optional[str] = None): +def numpy_to_input(numpy_array, name=None): """ Takes a numpy array and generates an Input layer with the same shape, but with a batch dimension (of size 1) added. diff --git a/n3fit/src/n3fit/msr.py b/n3fit/src/n3fit/msr.py index a66e03a3fe..721eb6b38d 100644 --- a/n3fit/src/n3fit/msr.py +++ b/n3fit/src/n3fit/msr.py @@ -84,7 +84,9 @@ def generate_msr_model_and_grid( # 3. Prepare the pdf for integration by dividing by x pdf_integrand = Lambda( - lambda x_pdf: op.batchit(x_pdf[0], batch_dimension=1) * x_pdf[1], name="pdf_integrand" + lambda x_pdf: op.batchit(x_pdf[0], batch_dimension=1) * x_pdf[1], + name="pdf_integrand", + output_shape=pdf_xgrid_integration.shape[1:], )([x_divided, pdf_xgrid_integration]) # 4. Integrate the pdf diff --git a/pyproject.toml b/pyproject.toml index 5993829e7c..9f10d7b934 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -98,6 +98,8 @@ fiatlux = {version = "*", optional = true} # without lhapdf pdfflow = {version = "^1.2.1", optional = true} lhapdf-management = {version = "^0.5", optional = true} +# torch +torch = {version = "*", optional = true} # Optional dependencies [tool.poetry.extras] @@ -105,6 +107,7 @@ tests = ["pytest", "pytest-mpl", "hypothesis"] docs = ["sphinxcontrib", "sphinx-rtd-theme", "sphinx", "tabulate"] qed = ["fiatlux"] nolha = ["pdfflow", "lhapdf-management"] +torch = ["torch"] [tool.poetry-dynamic-versioning] enable = true From 82e4b73a479f55216e4c65b61dc19cbb50ee02c2 Mon Sep 17 00:00:00 2001 From: juacrumar Date: Fri, 22 Nov 2024 20:57:54 +0100 Subject: [PATCH 129/138] use xla to compile the tf graph, add _some_ jax support --- n3fit/src/n3fit/backends/keras_backend/MetaModel.py | 13 ++++++------- .../n3fit/backends/keras_backend/internal_state.py | 2 +- .../src/n3fit/backends/keras_backend/operations.py | 9 +++++---- n3fit/src/n3fit/layers/observable.py | 2 +- 4 files changed, 13 insertions(+), 13 deletions(-) diff --git a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py index afcc4b6dad..ddd010b89a 100644 --- a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py +++ b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py @@ -9,6 +9,7 @@ import re from keras import Variable +from keras import backend as K from keras import ops as Kops from keras import optimizers as Kopt from keras.models import Model @@ -16,11 +17,6 @@ import n3fit.backends.keras_backend.operations as op -# Starting with TF 2.16, a memory leak in TF https://github.com/tensorflow/tensorflow/issues/64170 -# makes jit compilation unusable in GPU. -# Before TF 2.16 it was set to `False` by default. From 2.16 onwards, it is set to `True` -JIT_COMPILE = False - # Define in this dictionary new optimizers as well as the arguments they accept # (with default values if needed be) optimizers = { @@ -296,13 +292,16 @@ def compile( # If given target output is None, target_output is unnecesary, save just a zero per output if target_output is None: - self.target_tensors = [op.numpy_to_tensor(np.zeros((1, 1))) for i in self.output_shape] + self.target_tensors = [op.numpy_to_tensor(np.zeros((1, 1))) for _ in self.output_shape] else: if not isinstance(target_output, list): target_output = [target_output] self.target_tensors = target_output - super().compile(optimizer=opt, loss=loss, jit_compile=JIT_COMPILE) + # For debug purposes it may be interesting to set in the compile call + # jit_compile = False + # run_eager = True + super().compile(optimizer=opt, loss=loss) def set_masks_to(self, names, val=0.0): """Set all mask value to the selected value diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index 4235a73473..23d9ed3819 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -21,7 +21,7 @@ log = logging.getLogger(__name__) # Prepare Keras-backend dependent functions -if K.backend() == "torch": +if K.backend() in ("torch", "jax"): def set_eager(flag=True): """Pytorch is eager by default""" diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index ae65e1f1de..3f5f9c5736 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -23,8 +23,6 @@ equally operations are automatically converted to layers when used as such. """ -from typing import Optional - from keras import backend as K from keras import ops as Kops from keras.layers import ELU, Input @@ -37,9 +35,12 @@ # Backend dependent functions and operations if K.backend() == "torch": - tensor_to_numpy_or_python = lambda x: x.detach().numpy() + tensor_to_numpy_or_python = lambda x: x.detach().cpu().numpy() + decorator_compiler = lambda f: f +elif K.backend() == "jax": + tensor_to_numpy_or_python = lambda x: np.array(x.block_until_ready()) decorator_compiler = lambda f: f -else: +elif K.backend() == "tensorflow": tensor_to_numpy_or_python = lambda x: x.numpy() lambda ret: {k: i.numpy() for k, i in ret.items()} import tensorflow as tf diff --git a/n3fit/src/n3fit/layers/observable.py b/n3fit/src/n3fit/layers/observable.py index 29c5754ecc..14a7c8cd15 100644 --- a/n3fit/src/n3fit/layers/observable.py +++ b/n3fit/src/n3fit/layers/observable.py @@ -225,7 +225,7 @@ def compute_float_mask(bool_mask): """ # Create a tensor with the shape (**bool_mask.shape, num_active_flavours) masked_to_full = [] - for idx in np.argwhere(np.array(bool_mask)): + for idx in np.argwhere(op.tensor_to_numpy_or_python(bool_mask)): temp_matrix = np.zeros(bool_mask.shape) temp_matrix[tuple(idx)] = 1 masked_to_full.append(temp_matrix) From 909424ff3b0927dee786c5694d0fc522c3ef6bea Mon Sep 17 00:00:00 2001 From: juacrumar Date: Wed, 27 Nov 2024 16:47:42 +0100 Subject: [PATCH 130/138] apply some comments, refactor operations remove other instances of kops Update n3fit/src/n3fit/backends/keras_backend/MetaModel.py Co-authored-by: Roy Stegeman --- .../n3fit/backends/keras_backend/MetaModel.py | 21 +-- .../backends/keras_backend/constraints.py | 7 +- .../backends/keras_backend/operations.py | 158 ++++-------------- n3fit/src/n3fit/layers/mask.py | 11 +- n3fit/src/n3fit/tests/test_backend.py | 4 - 5 files changed, 48 insertions(+), 153 deletions(-) diff --git a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py index ddd010b89a..d5f1c8c5bd 100644 --- a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py +++ b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py @@ -9,13 +9,11 @@ import re from keras import Variable -from keras import backend as K -from keras import ops as Kops from keras import optimizers as Kopt from keras.models import Model import numpy as np -import n3fit.backends.keras_backend.operations as op +from . import operations as ops # Define in this dictionary new optimizers as well as the arguments they accept # (with default values if needed be) @@ -42,7 +40,7 @@ def _default_loss(y_true, y_pred): # pylint: disable=unused-argument """Default loss to be used when the model is compiled with loss = Null (for instance if the prediction of the model is already the loss""" - return op.sum(y_pred) + return ops.sum(y_pred) class MetaModel(Model): @@ -95,7 +93,7 @@ def __init__(self, input_tensors, output_tensors, scaler=None, input_values=None if k in input_values: x_in[k] = input_values[k] elif hasattr(v, "tensor_content"): - x_in[k] = op.numpy_to_tensor(v.tensor_content) + x_in[k] = ops.numpy_to_tensor(v.tensor_content) else: self.required_slots.add(k) super().__init__(input_tensors, output_tensors, **kwargs) @@ -108,7 +106,6 @@ def __init__(self, input_tensors, output_tensors, scaler=None, input_values=None self.compute_losses_function = None self._scaler = scaler - # @tf.autograph.experimental.do_not_convert def _parse_input(self, extra_input=None): """Returns the input data the model was compiled with. Introduces the extra_input in the places asigned to the placeholders. @@ -160,8 +157,8 @@ def perform_fit(self, x=None, y=None, epochs=1, **kwargs): steps_per_epoch = self._determine_steps_per_epoch(epochs) for k, v in x_params.items(): - x_params[k] = Kops.repeat(v, steps_per_epoch, axis=0) - y = [Kops.repeat(yi, steps_per_epoch, axis=0) for yi in y] + x_params[k] = ops.repeat(v, steps_per_epoch, axis=0) + y = [ops.repeat(yi, steps_per_epoch, axis=0) for yi in y] history = super().fit( x=x_params, y=y, epochs=epochs // steps_per_epoch, batch_size=1, **kwargs @@ -215,13 +212,13 @@ def compute_losses(self): inputs[k] = v[:1] # Compile a evaluation function - @op.decorator_compiler + @ops.decorator_compiler def losses_fun(): predictions = self(inputs) # If we only have one dataset the output changes if len(out_names) == 2: predictions = [predictions] - total_loss = Kops.sum(predictions, axis=0) + total_loss = ops.sum(predictions, axis=0) ret = [total_loss] + predictions return dict(zip(out_names, ret)) @@ -231,7 +228,7 @@ def losses_fun(): # The output of this function is to be used by python (and numpy) # so we need to convert the tensors - return op.dict_to_numpy_or_python(ret) + return ops.dict_to_numpy_or_python(ret) def compile( self, @@ -292,7 +289,7 @@ def compile( # If given target output is None, target_output is unnecesary, save just a zero per output if target_output is None: - self.target_tensors = [op.numpy_to_tensor(np.zeros((1, 1))) for _ in self.output_shape] + self.target_tensors = [ops.numpy_to_tensor(np.zeros((1, 1))) for _ in self.output_shape] else: if not isinstance(target_output, list): target_output = [target_output] diff --git a/n3fit/src/n3fit/backends/keras_backend/constraints.py b/n3fit/src/n3fit/backends/keras_backend/constraints.py index bb6d85ff4b..7ac874e0d8 100644 --- a/n3fit/src/n3fit/backends/keras_backend/constraints.py +++ b/n3fit/src/n3fit/backends/keras_backend/constraints.py @@ -3,9 +3,10 @@ """ from keras import backend as K -from keras import ops as Kops from keras.constraints import MinMaxNorm +from . import operations as ops + class MinMaxWeight(MinMaxNorm): """ @@ -17,8 +18,8 @@ def __init__(self, min_value, max_value, **kwargs): super().__init__(min_value=min_value, max_value=max_value, axis=1, **kwargs) def __call__(self, w): - norms = Kops.sum(w, axis=self.axis, keepdims=True) + norms = ops.sum(w, axis=self.axis, keepdims=True) desired = ( - self.rate * Kops.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms + self.rate * ops.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms ) return w * desired / (K.epsilon() + norms) diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index 3f5f9c5736..23d412c171 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -6,8 +6,6 @@ This includes an implementation of the NNPDF operations on fktable in the keras language (with the mapping ``c_to_py_fun``) into Keras ``Lambda`` layers. - Tensor operations are compiled through the decorator for optimization - The rest of the operations in this module are divided into four categories: numpy to tensor: Operations that take a numpy array and return a tensorflow tensor @@ -18,7 +16,12 @@ layer generation: Instanciate a layer to be applied by the calling function - Some of these are just aliases to the backend (tensorflow or Keras) operations + Most of the operations in this module are just aliases to the backend + (Keras in this case) so that, when implementing new backends, it is clear + which operations may needd to be overwritten. + For a few selected operations, a more complicated wrapper to e.g., make + them into layers or apply some default, is included. + Note that tensor operations can also be applied to layers as the output of a layer is a tensor equally operations are automatically converted to layers when used as such. """ @@ -27,12 +30,37 @@ from keras import ops as Kops from keras.layers import ELU, Input from keras.layers import Lambda as keras_Lambda -from keras.layers import multiply as keras_multiply -from keras.layers import subtract as keras_subtract import numpy as np from validphys.convolution import OP +# The following operations are either loaded directly from keras and exposed here +# or the name is change slightly (usually for historical or collision reasons, +# e.g., our logs are always logs or we were using the tf version in the past) + +# isort: off +from keras.ops import ( + absolute, + clip, + einsum, + expand_dims, + leaky_relu, + reshape, + repeat, + split, + sum, + tanh, + transpose, +) +from keras.ops import log as op_log +from keras.ops import power as pow +from keras.ops import take as gather +from keras.ops import tensordot as tensor_product +from keras.layers import multiply as op_multiply +from keras.layers import subtract as op_subtract + +# isort: on + # Backend dependent functions and operations if K.backend() == "torch": tensor_to_numpy_or_python = lambda x: x.detach().cpu().numpy() @@ -144,40 +172,6 @@ def numpy_to_input(numpy_array, name=None): return input_layer -# -# Layer to Layer operations -# -def op_multiply(o_list, **kwargs): - """ - Receives a list of layers of the same output size and multiply them element-wise - """ - return keras_multiply(o_list, **kwargs) - - -def op_multiply_dim(o_list, **kwargs): - """ - Bypass in order to multiply two layers with different output dimension - for instance: (10000 x 14) * (14) - as the normal keras multiply don't accept it (but somewhow it does accept it doing it like this) - """ - if len(o_list) != 2: - raise ValueError( - "The number of observables is incorrect, operations.py:op_multiply_dim, expected 2, received {}".format( - len(o_list) - ) - ) - - layer_op = as_layer(lambda inputs: inputs[0] * inputs[1]) - return layer_op(o_list) - - -def gather(*args, **kwargs): - """ - Gather elements from a tensor along an axis - """ - return Kops.take(*args, **kwargs) - - def op_gather_keep_dims(tensor, indices, axis=0, **kwargs): """A convoluted way of providing ``x[:, indices, :]`` @@ -195,46 +189,11 @@ def tmp(x): return layer_op(tensor) -# -# Tensor operations -# f(x: tensor[s]) -> y: tensor -# - - -# Generation operations -# generate tensors of given shape/content - - -def tensor_ones_like(*args, **kwargs): - """ - Generates a tensor of ones of the same shape as the input tensor - See full `docs `_ - """ - return K.ones_like(*args, **kwargs) - - -# Property operations -# modify properties of the tensor like the shape or elements it has - - -def reshape(x, shape): - """reshape tensor x""" - return Kops.reshape(x, shape) - - def flatten(x): """Flatten tensor x""" return reshape(x, (-1,)) -def transpose(tensor, **kwargs): - """ - Transpose a layer, - see full `docs `_ - """ - return Kops.transpose(tensor, **kwargs) - - def stack(tensor_list, axis=0, **kwargs): """Stack a list of tensors see full `docs `_ @@ -254,29 +213,6 @@ def concatenate(tensor_list, axis=-1, target_shape=None, name=None): return K.reshape(concatenated_tensor, target_shape) -def einsum(equation, *args, **kwargs): - """ - Computes the tensor product using einsum - See full `docs `_ - """ - return Kops.einsum(equation, *args, **kwargs) - - -def tensor_product(*args, **kwargs): - """ - Computes the tensordot product between tensor_x and tensor_y - See full `docs `_ - """ - return Kops.tensordot(*args, **kwargs) - - -def pow(tensor, power): - """ - Computes the power of the tensor - """ - return Kops.power(tensor, power) - - def scatter_to_one(values, indices, output_shape): """ Like scatter_nd initialized to one instead of zero @@ -286,14 +222,6 @@ def scatter_to_one(values, indices, output_shape): return Kops.scatter_update(ones, indices, values) -def op_subtract(inputs, **kwargs): - """ - Computes the difference between two tensors. - see full `docs `_ - """ - return keras_subtract(inputs, **kwargs) - - def swapaxes(tensor, source, destination): """ Moves the axis of the tensor from source to destination, as in numpy.swapaxes. @@ -316,15 +244,6 @@ def elu(x, alpha=1.0, **kwargs): return new_layer(x) -def backend_function(fun_name, *args, **kwargs): - """ - Wrapper to call non-explicitly implemented backend functions by name: (``fun_name``) - see full `docs `_ for some possibilities - """ - fun = getattr(K, fun_name) - return fun(*args, **kwargs) - - def tensor_splitter(ishape, split_sizes, axis=2, name="splitter"): """ Generates a Lambda layer to apply the split operation to a given tensor shape. @@ -371,14 +290,3 @@ def tensor_splitter(ishape, split_sizes, axis=2, name="splitter"): lambda x: Kops.split(x, indices, axis=axis), output_shape=oshapes, name=name ) return sp_layer - - -expand_dims = Kops.expand_dims -absolute = Kops.absolute -tanh = Kops.tanh -leaky_relu = Kops.leaky_relu -split = Kops.split -gather = Kops.take -take = Kops.take -sum = Kops.sum -op_log = Kops.log diff --git a/n3fit/src/n3fit/layers/mask.py b/n3fit/src/n3fit/layers/mask.py index 089c0b6ba6..d89a8942af 100644 --- a/n3fit/src/n3fit/layers/mask.py +++ b/n3fit/src/n3fit/layers/mask.py @@ -47,14 +47,7 @@ def build(self, input_shape): indices = np.where(self._raw_mask) # The batch dimension can be ignored nreps = self.mask.shape[-2] - dims = (nreps, self.last_dim * nreps) - try: - self._flattened_indices = np.ravel_multi_index(indices, self._raw_mask.shape) - except: - import ipdb - - ipdb.set_trace() - + self._flattened_indices = np.ravel_multi_index(indices, self._raw_mask.shape) self.masked_output_shape = [-1 if d is None else d for d in input_shape] self.masked_output_shape[-1] = self.last_dim self.masked_output_shape[-2] = nreps @@ -73,7 +66,7 @@ def call(self, ret): Tensor of shape (batch_size, n_replicas, n_features) """ if self.mask is not None: - ret = op.take(op.flatten(ret), self._flattened_indices) + ret = op.gather(op.flatten(ret), self._flattened_indices) ret = op.reshape(ret, self.masked_output_shape) if self.c is not None: ret = ret * self.kernel diff --git a/n3fit/src/n3fit/tests/test_backend.py b/n3fit/src/n3fit/tests/test_backend.py index e464ae2384..9e434eaf8b 100644 --- a/n3fit/src/n3fit/tests/test_backend.py +++ b/n3fit/src/n3fit/tests/test_backend.py @@ -137,10 +137,6 @@ def test_op_multiply(): numpy_check(op.op_multiply, operator.mul) -def test_op_multiply_dim(): - numpy_check(op.op_multiply_dim, operator.mul, mode="diff") - - def test_op_log(): numpy_check(op.op_log, np.log, mode='single') From 9e7ae844ad7b5a20f0be6b11a843d044c479de16 Mon Sep 17 00:00:00 2001 From: juacrumar Date: Thu, 5 Dec 2024 13:33:31 +0100 Subject: [PATCH 131/138] apply comments ; add set_threads from pytorch as well --- .github/workflows/pytorch_test.yml | 1 + .../backends/keras_backend/internal_state.py | 26 ++++++++++--------- .../backends/keras_backend/operations.py | 2 +- n3fit/src/n3fit/model_gen.py | 4 +-- 4 files changed, 18 insertions(+), 15 deletions(-) diff --git a/.github/workflows/pytorch_test.yml b/.github/workflows/pytorch_test.yml index 57aa9791d8..1621159b4c 100644 --- a/.github/workflows/pytorch_test.yml +++ b/.github/workflows/pytorch_test.yml @@ -16,6 +16,7 @@ jobs: shell: bash -l {0} run: | pip install .[nolha,torch] + # Since there is no LHAPDF in the system, initialize the folder and download pdfsets.index lhapdf-management update --init - name: Test we can run one runcard shell: bash -l {0} diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index 23d9ed3819..a10e317010 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -22,6 +22,7 @@ # Prepare Keras-backend dependent functions if K.backend() in ("torch", "jax"): + import torch def set_eager(flag=True): """Pytorch is eager by default""" @@ -29,7 +30,8 @@ def set_eager(flag=True): def set_threading(threads, core): """Not implemented""" - pass + log.info("Setting max number of threads to: %d", threads) + torch.set_num_threads(threads) elif K.backend() == "tensorflow": import tensorflow as tf @@ -43,8 +45,16 @@ def set_eager(flag=True): def set_threading(threads, cores): """Set the Tensorflow inter and intra parallelism options""" - tf.config.threading.set_inter_op_parallelism_threads(threads) - tf.config.threading.set_intra_op_parallelism_threads(cores) + log.info("Setting the number of cores to: %d", cores) + try: + tf.config.threading.set_inter_op_parallelism_threads(threads) + tf.config.threading.set_intra_op_parallelism_threads(cores) + except RuntimeError: + # If tensorflow has already been initiated, the previous calls might fail. + # This may happen for instance if pdfflow is being used + log.warning( + "Could not set tensorflow parallelism settings from n3fit, maybe tensorflow is already initialized by a third program" + ) def set_number_of_cores(max_cores=None, max_threads=None): @@ -80,15 +90,7 @@ def set_number_of_cores(max_cores=None, max_threads=None): if max_threads is not None: threads = min(max_threads, threads) - log.info("Setting the number of cores to: %d", cores) - try: - set_threading(threads, cores) - except RuntimeError: - # If pdfflow is being used, tensorflow will already be initialized by pdfflow - # maybe it would be good to drop completely pdfflow before starting the fit? (TODO ?) - log.warning( - "Could not set tensorflow parallelism settings from n3fit, maybe has already been initialized?" - ) + set_threading(threads, cores) def clear_backend_state(): diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index 23d412c171..f123e450e3 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -18,7 +18,7 @@ Most of the operations in this module are just aliases to the backend (Keras in this case) so that, when implementing new backends, it is clear - which operations may needd to be overwritten. + which operations may need to be overwritten. For a few selected operations, a more complicated wrapper to e.g., make them into layers or apply some default, is included. diff --git a/n3fit/src/n3fit/model_gen.py b/n3fit/src/n3fit/model_gen.py index f7fe7c5608..868409f489 100644 --- a/n3fit/src/n3fit/model_gen.py +++ b/n3fit/src/n3fit/model_gen.py @@ -99,10 +99,10 @@ def _generate_experimental_layer(self, pdf): the input PDF is evaluated in all points that the experiment needs and needs to be split """ if len(self.dataset_xsizes) > 1: - sp_layer = op.tensor_splitter( + splitting_layer = op.tensor_splitter( pdf.shape, self.dataset_xsizes, axis=2, name=f"{self.name}_split" ) - sp_pdf = sp_layer(pdf) + sp_pdf = splitting_layer(pdf) output_layers = [obs(p) for obs, p in zip(self.observables, sp_pdf)] else: output_layers = [obs(pdf) for obs in self.observables] From eaec1c866c54d13438426747ee3853e796ee170e Mon Sep 17 00:00:00 2001 From: juacrumar Date: Fri, 6 Dec 2024 12:06:01 +0100 Subject: [PATCH 132/138] more review comments --- n3fit/src/n3fit/backends/keras_backend/callbacks.py | 4 ++-- n3fit/src/n3fit/backends/keras_backend/internal_state.py | 4 ++++ n3fit/src/n3fit/checks.py | 8 ++++++++ 3 files changed, 14 insertions(+), 2 deletions(-) diff --git a/n3fit/src/n3fit/backends/keras_backend/callbacks.py b/n3fit/src/n3fit/backends/keras_backend/callbacks.py index 8a593af814..f3627e9e3b 100644 --- a/n3fit/src/n3fit/backends/keras_backend/callbacks.py +++ b/n3fit/src/n3fit/backends/keras_backend/callbacks.py @@ -15,7 +15,6 @@ import logging from time import time -# Callbacks need tensorflow installed even if the backend is pytorch from keras.callbacks import Callback, TensorBoard import numpy as np @@ -196,7 +195,8 @@ def gen_tensorboard_callback(log_dir, profiling=False, histogram_freq=0): If the profiling flag is set to True, it will also attempt to save profiling data. - Note the usage of this callback can hurt performance. + Note the usage of this callback can hurt performance + At the moment can only be used with TensorFlow: https://github.com/keras-team/keras/issues/19121 Parameters ---------- diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index a10e317010..3b7be3f7ed 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -56,6 +56,10 @@ def set_threading(threads, cores): "Could not set tensorflow parallelism settings from n3fit, maybe tensorflow is already initialized by a third program" ) +else: + # Keras should've failed by now, if it doesn't it could be a new backend that works ootb? + log.warning(f"Backend {K.backend()} not recognized. You are entering uncharted territory") + def set_number_of_cores(max_cores=None, max_threads=None): """ diff --git a/n3fit/src/n3fit/checks.py b/n3fit/src/n3fit/checks.py index 32c2d26acf..ee7cdaee43 100644 --- a/n3fit/src/n3fit/checks.py +++ b/n3fit/src/n3fit/checks.py @@ -159,6 +159,14 @@ def check_dropout(parameters): def check_tensorboard(tensorboard): """Check that the tensorbard callback can be enabled correctly""" if tensorboard is not None: + # Check that Tensorflow is installed + try: + import tensorflow + except ModuleNotFoundError as e: + raise ModuleNotFoundError( + "The tensorboard callback requires `tensorflow` to be installed" + ) from e + weight_freq = tensorboard.get("weight_freq", 0) if weight_freq < 0: raise CheckError( From 59ce25a661bb4979366fa14bfb847ec5d691816a Mon Sep 17 00:00:00 2001 From: juacrumar Date: Fri, 6 Dec 2024 12:57:15 +0100 Subject: [PATCH 133/138] update docs ; update versions at the end of the fit to include the backend --- .../source/get-started/nnpdfmodules.rst | 2 +- doc/sphinx/source/n3fit/index.rst | 3 +- doc/sphinx/source/n3fit/methodology.rst | 71 +++++++++---------- doc/sphinx/source/n3fit/runcard_detailed.rst | 10 +-- doc/sphinx/source/tutorials/run-fit.rst | 35 ++++----- n3fit/src/n3fit/io/writer.py | 27 +++---- 6 files changed, 72 insertions(+), 76 deletions(-) diff --git a/doc/sphinx/source/get-started/nnpdfmodules.rst b/doc/sphinx/source/get-started/nnpdfmodules.rst index 054fefaa53..0643b43570 100644 --- a/doc/sphinx/source/get-started/nnpdfmodules.rst +++ b/doc/sphinx/source/get-started/nnpdfmodules.rst @@ -14,7 +14,7 @@ for an NNPDF fit is displayed in the figure below. The :ref:`n3fit ` fitting code -------------------------------------------------------------------------------- This module implements the core fitting methodology as implemented through -the ``TensorFlow`` framework. The ``n3fit`` library allows +the ``Keras`` framework. The ``n3fit`` library allows for a flexible specification of the neural network model adopted to parametrise the PDFs, whose settings can be selected automatically via the built-in :ref:`hyperoptimization algorithm `. These diff --git a/doc/sphinx/source/n3fit/index.rst b/doc/sphinx/source/n3fit/index.rst index 5d5705ba97..3225fa529a 100644 --- a/doc/sphinx/source/n3fit/index.rst +++ b/doc/sphinx/source/n3fit/index.rst @@ -6,8 +6,7 @@ Fitting code: ``n3fit`` - ``n3fit`` is the next generation fitting code for NNPDF developed by the N3PDF team :cite:p:`Carrazza:2019mzf` - ``n3fit`` is responsible for fitting PDFs from NNPDF4.0 onwards. -- The code is implemented in python using `Tensorflow `_ - and `Keras `_. +- The code is implemented in python using `Keras `_ and can run with `Tensorflow `_ (default) or `pytorch `_ (with the environment variable ``KERAS_BACKEND=torch``). - The sections below are an overview of the ``n3fit`` design. diff --git a/doc/sphinx/source/n3fit/methodology.rst b/doc/sphinx/source/n3fit/methodology.rst index 8380d5526d..1fdc2365f6 100644 --- a/doc/sphinx/source/n3fit/methodology.rst +++ b/doc/sphinx/source/n3fit/methodology.rst @@ -8,8 +8,8 @@ different in comparison to the latest NNPDF (i.e. `NNPDF3.1 `_. .. note:: @@ -90,7 +90,7 @@ random numbers used in training-validation, ``nnseed`` for the neural network in Neural network architecture --------------------------- -The main advantage of using a modern deep learning backend such as Keras/Tensorflow consists in the +The main advantage of using a modern deep learning backend such as Keras consists in the possibility to change the neural network architecture quickly as the developer is not forced to fine tune the code in order to achieve efficient memory management and PDF convolution performance. @@ -132,41 +132,36 @@ See the `Keras documentation `_. +It is possible to inspect the ``n3fit`` code using `TensorBoard `_ when running with the tensorflow backend. In order to enable the TensorBoard callback in ``n3fit`` it is enough with adding the following options in the runcard: @@ -333,7 +333,7 @@ top-level option: parallel_models: true Note that currently, in order to run with parallel models, one has to set ``savepseudodata: false`` -in the ``fitting`` section of the runcard. Once this is done, the user can run ``n3fit`` with a +in the ``fitting`` section of the runcard. Once this is done, the user can run ``n3fit`` with a replica range to be parallelized (in this case from replica 1 to replica 4). .. code-block:: bash @@ -346,8 +346,8 @@ should run by setting the environment variable ``CUDA_VISIBLE_DEVICES`` to the right index (usually ``0, 1, 2``) or leaving it explicitly empty to avoid running on GPU: ``export CUDA_VISIBLE_DEVICES=""`` -Note that in order to run the replicas in parallel using the GPUs of an Apple Silicon computer (like M1 Mac), it is necessary to also install -the following packages: +Note that in order to run the replicas in parallel using the GPUs of an Apple Silicon computer (like M1 Mac), it is necessary to also install +extra packages. At the timing of writing this worked with ``tensorflow`` 2.13. .. code-block:: bash diff --git a/doc/sphinx/source/tutorials/run-fit.rst b/doc/sphinx/source/tutorials/run-fit.rst index 4293563fb2..40cf0de87e 100644 --- a/doc/sphinx/source/tutorials/run-fit.rst +++ b/doc/sphinx/source/tutorials/run-fit.rst @@ -51,7 +51,7 @@ example of the ``parameter`` dictionary that defines the Machine Learning framew dropout: 0.0 ... -The runcard system is designed such that the user can utilize the program +The runcard system is designed such that the user can utilize the program without having to tinker with the codebase. One can simply modify the options in ``parameters`` to specify the desired architecture of the Neural Network as well as the settings for the optimization algorithm. @@ -164,7 +164,7 @@ folder, which contains a number of files: - ``runcard.exportgrid``: a file containing the PDF grid. - ``runcard.json``: Includes information about the fit (metadata, parameters, times) in json format. -.. note:: +.. note:: The reported χ² refers always to the actual χ², i.e., without positivity loss or other penalty terms. @@ -184,25 +184,26 @@ After obtaining the fit you can proceed with the fit upload and analisis by: Performance of the fit ---------------------- -The ``n3fit`` framework is currently based on `Tensorflow `_ and as such, to -first approximation, anything that makes Tensorflow faster will also make ``n3fit`` faster. - -.. note:: - - Tensorflow only supports the installation via pip. Note, however, that the TensorFlow - pip package has been known to break third party packages. Install it at your own risk. - Only the conda tensorflow-eigen package is tested by our CI systems. - -When you install the nnpdf conda package, you get the -`tensorflow-eigen `_ package, -which is not the default. This is due to a memory explosion found in some of +The ``n3fit`` framework is currently based on `Keras `_ +and it is tested to run with the `Tensorflow `_ +and `pytorch `_ backends. +This also means that anything that make any of these packages faster will also +make ``n3fit`` faster. +Note that at the time of writing, ``TensorFlow`` is approximately 4 times faster than ``pytorch``. + +The default backend for ``keras`` is ``tensorflow``. +In order to change the backend, the environment variable ``KERAS_BACKENDD`` need to be set (e.g., ``KERAS_BACKEND=torch``). + +The best results are obtained with ``tensorflos[and-cuda]`` installed from pip. +When you install the nnpdf conda package, you get the +`tensorflow-eigen `_ package, +which is not the default. This is due to a memory explosion found in some of the conda mkl builds. -If you want to disable MKL without installing ``tensorflow-eigen`` you can always +If you want to disable MKL without installing ``tensorflow-eigen`` you can always set the environment variable ``TF_DISABLE_MKL=1`` before running ``n3fit``. When running ``n3fit`` all versions of the package show similar performance. - When using the MKL version of tensorflow you gain more control of the way Tensorflow will use the multithreading capabilities of the machine by using the following environment variables: @@ -214,7 +215,7 @@ the multithreading capabilities of the machine by using the following environmen These are the best values found for ``n3fit`` when using the mkl version of Tensorflow from conda and were found for TF 2.1 as the default values were suboptimal. For a more detailed explanation on the effects of ``KMP_AFFINITY`` on the performance of -the code please see +the code please see `here `_. By default, ``n3fit`` will try to use as many cores as possible, but this behaviour can be overriden diff --git a/n3fit/src/n3fit/io/writer.py b/n3fit/src/n3fit/io/writer.py index 053fc6d229..7b6e40e140 100644 --- a/n3fit/src/n3fit/io/writer.py +++ b/n3fit/src/n3fit/io/writer.py @@ -394,23 +394,24 @@ def jsonfit( def version(): """Generates a dictionary with misc version info for this run""" versions = {} + try: - # Wrap tf in try-except block as it could possible to run n3fit without tf - import tensorflow as tf - from tensorflow.python.framework import test_util - - versions["keras"] = tf.keras.__version__ - mkl = test_util.IsMklEnabled() - versions["tensorflow"] = f"{tf.__version__}, mkl={mkl}" - except ImportError: - versions["tensorflow"] = "Not available" - versions["keras"] = "Not available" - except AttributeError: - # Check for MKL was only recently introduced and is not part of the official API - versions["tensorflow"] = f"{tf.__version__}, mkl=??" + import keras + + versions["keras"] = f"{keras.__version__} backend={keras.backend()}" + + if keras.backend.backend() == "tensorflow": + import tensorflow as tf + + versions["tensorflow"] = tf.__version__ + elif keras.backend.backend() == "torch": + import torch + + versions["torch"] == torch.__version__ except: # We don't want _any_ uncaught exception to crash the whole program at this point pass + versions["numpy"] = np.__version__ versions["nnpdf"] = n3fit.__version__ try: From 4cfba2c6eb3a30ecce311adc4c304f16c959ab8f Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Fri, 6 Dec 2024 12:28:23 +0000 Subject: [PATCH 134/138] Update doc/sphinx/source/n3fit/methodology.rst --- doc/sphinx/source/n3fit/methodology.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/sphinx/source/n3fit/methodology.rst b/doc/sphinx/source/n3fit/methodology.rst index 1fdc2365f6..f460af5967 100644 --- a/doc/sphinx/source/n3fit/methodology.rst +++ b/doc/sphinx/source/n3fit/methodology.rst @@ -132,7 +132,7 @@ See the `Keras documentation Date: Fri, 6 Dec 2024 12:28:32 +0000 Subject: [PATCH 135/138] Update doc/sphinx/source/tutorials/run-fit.rst --- doc/sphinx/source/tutorials/run-fit.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/sphinx/source/tutorials/run-fit.rst b/doc/sphinx/source/tutorials/run-fit.rst index 40cf0de87e..b3d4437260 100644 --- a/doc/sphinx/source/tutorials/run-fit.rst +++ b/doc/sphinx/source/tutorials/run-fit.rst @@ -194,7 +194,7 @@ Note that at the time of writing, ``TensorFlow`` is approximately 4 times faster The default backend for ``keras`` is ``tensorflow``. In order to change the backend, the environment variable ``KERAS_BACKENDD`` need to be set (e.g., ``KERAS_BACKEND=torch``). -The best results are obtained with ``tensorflos[and-cuda]`` installed from pip. +The best results are obtained with ``tensorflow[and-cuda]`` installed from pip. When you install the nnpdf conda package, you get the `tensorflow-eigen `_ package, which is not the default. This is due to a memory explosion found in some of From 85789d8f6967380144bfdfe528fff1ad0f88b4f9 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Fri, 6 Dec 2024 14:33:54 +0000 Subject: [PATCH 136/138] add no-interactive flag to vp-nextfitruncard --- .../src/validphys/scripts/vp_nextfitruncard.py | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/validphys2/src/validphys/scripts/vp_nextfitruncard.py b/validphys2/src/validphys/scripts/vp_nextfitruncard.py index 03eeeddb6a..51e5dd7e9b 100644 --- a/validphys2/src/validphys/scripts/vp_nextfitruncard.py +++ b/validphys2/src/validphys/scripts/vp_nextfitruncard.py @@ -66,6 +66,11 @@ def process_args(): f"used: {PREPROCESSING_LIMS}" ), ) + parser.add_argument( + "--no-interactive", + action="store_true", + help=("Do not ask for user input on the description key or open the vi editor."), + ) args = parser.parse_args() return args @@ -130,7 +135,10 @@ def main(): # don't enforce any limits. preproc_lims = None - updated_description = interactive_description(description) + if args.no_interactive: + updated_description = description + else: + updated_description = interactive_description(description) iterated_runcard_yaml = API.iterated_runcard_yaml( fit=input_fit, _updated_description=updated_description, _flmap_np_clip_arg=preproc_lims @@ -141,9 +149,10 @@ def main(): outfile.write(iterated_runcard_yaml) log.info("Runcard for iterated fit written to %s.", runcard_path_out.absolute()) - # Open new runcard with default editor, or if one is not set, with vi - EDITOR = os.environ.get("EDITOR") if os.environ.get("EDITOR") else "vi" - os.system(f"{EDITOR} {runcard_path_out}") + if not args.no_interactive: + # Open new runcard with default editor, or if one is not set, with vi + EDITOR = os.environ.get("EDITOR") if os.environ.get("EDITOR") else "vi" + os.system(f"{EDITOR} {runcard_path_out}") if __name__ == "__main__": From 27d7e80436f2e5b02b11b19b486a1a0a8d0246bc Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Fri, 6 Dec 2024 14:54:19 +0000 Subject: [PATCH 137/138] add N3LO scalevars --- .../scalevariationtheoryids.yaml | 1079 +++++++++++++++-- 1 file changed, 992 insertions(+), 87 deletions(-) diff --git a/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml b/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml index bdc95506c9..798afc3c9c 100644 --- a/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml +++ b/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml @@ -188,91 +188,6 @@ scale_variations_for: (0.125): 40_003_011 (0.130): 40_003_012 - # N3LO: MHOU + IHOU - - theoryid: 722 - variations: - (0, 0, 0, 0): 722 # central th - (1, 0, 0, 0): 723 # anomalous dimensions variations - (2, 0, 0, 0): 724 - (3, 0, 0, 0): 725 - (4, 0, 0, 0): 726 - (5, 0, 0, 0): 727 - (6, 0, 0, 0): 728 - (7, 0, 0, 0): 729 - (8, 0, 0, 0): 730 - (9, 0, 0, 0): 731 - (10, 0, 0, 0): 732 - (11, 0, 0, 0): 733 - (12, 0, 0, 0): 734 - (13, 0, 0, 0): 735 - (14, 0, 0, 0): 736 - (15, 0, 0, 0): 737 - (16, 0, 0, 0): 738 - (17, 0, 0, 0): 739 - (18, 0, 0, 0): 740 - (19, 0, 0, 0): 741 - (0, 1, 0, 0): 742 - (0, 2, 0, 0): 743 - (0, 3, 0, 0): 744 - (0, 4, 0, 0): 745 - (0, 5, 0, 0): 746 - (0, 6, 0, 0): 747 - (0, 7, 0, 0): 748 - (0, 8, 0, 0): 749 - (0, 9, 0, 0): 750 - (0, 10, 0, 0): 751 - (0, 11, 0, 0): 752 - (0, 12, 0, 0): 753 - (0, 13, 0, 0): 754 - (0, 14, 0, 0): 755 - (0, 15, 0, 0): 756 - (0, 16, 0, 0): 757 - (0, 17, 0, 0): 758 - (0, 18, 0, 0): 759 - (0, 19, 0, 0): 760 - (0, 20, 0, 0): 761 - (0, 21, 0, 0): 762 - (0, 0, 1, 0): 763 - (0, 0, 2, 0): 764 - (0, 0, 3, 0): 765 - (0, 0, 4, 0): 766 - (0, 0, 5, 0): 767 - (0, 0, 6, 0): 768 - (0, 0, 7, 0): 769 - (0, 0, 8, 0): 770 - (0, 0, 9, 0): 771 - (0, 0, 10, 0): 772 - (0, 0, 11, 0): 773 - (0, 0, 12, 0): 774 - (0, 0, 13, 0): 775 - (0, 0, 14, 0): 776 - (0, 0, 15, 0): 777 - (0, 0, 0, 1): 778 - (0, 0, 0, 2): 779 - (0, 0, 0, 3): 780 - (0, 0, 0, 4): 781 - (0, 0, 0, 5): 782 - (0, 0, 0, 6): 783 - # scale variations - (0.5, 1): 784 - (1, 1): 722 - (2, 1): 785 - (0.5, 0.5): 786 - (1, 0.5): 787 - (2, 0.5): 788 - (0.5, 2): 789 - (1, 2): 790 - (2, 2): 791 - # DIS coeff functions fact variations - lower bound DIS: 792 - central DIS: 722 - upper bound DIS: 793 - # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 - (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 - (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 - (1, 0.5 hadronic): 796 # As 787 but DIS from 722 - (1, 2 hadronic): 797 # As 790 but DIS from 722 - - theoryid: 824 # N3LO+QED variations: (0, 0, 0, 0): 722 # central th @@ -808,7 +723,7 @@ scale_variations_for: (2, 1): 711 (2, 2): 712 - - theoryid: 40_002_006 # N3LO, alphas=0.119 + - theoryid: 40_002_001 # N3LO, alphas=0.114 variations: (0, 0, 0, 0): 722 # central th (1, 0, 0, 0): 723 # anomalous dimensions variations @@ -907,7 +822,997 @@ scale_variations_for: (0.125): 40_002_012 (0.130): 40_002_013 - - theoryid: 40_002_007 # N3LO, alphas=0.120 + - theoryid: 40_002_002 # N3LO, alphas=0.115 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_003 # N3LO, alphas=0.116 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_004 # N3LO, alphas=0.117 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 722 # N3LO baseline + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_006 # N3LO, alphas=0.119 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_007 # N3LO, alphas=0.120 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_008 # N3LO, alphas=0.121 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_009 # N3LO, alphas=0.122 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_010 # N3LO, alphas=0.123 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_011 # N3LO, alphas=0.124 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_012 # N3LO, alphas=0.125 variations: (0, 0, 0, 0): 722 # central th (1, 0, 0, 0): 723 # anomalous dimensions variations From 15d1d626c4bbad01a4abd73ee29ce575f2bdde98 Mon Sep 17 00:00:00 2001 From: Roy Stegeman Date: Sat, 7 Dec 2024 11:06:27 +0000 Subject: [PATCH 138/138] also iterate theory covmat pdf set --- validphys2/src/validphys/eff_exponents.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index 00ac155479..fbab7ca0d6 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -561,7 +561,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): """ Takes the runcard with preprocessing iterated and description updated then - - Updates the t0 pdf set to be ``fit`` + - Updates the t0 pdf, the fiatlux pdf, and the theory covmat pdf to be ``fit`` - Modifies the random seeds (to random unsigned long ints) This should facilitate running a new fit with identical input settings @@ -614,6 +614,9 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): if "fiatlux" in filtermap: filtermap['fiatlux']['luxset'] = fit.name + if "theorycovmatconfig" in filtermap: + filtermap["theorycovmatconfig"]["pdf"] = fit.name + with tempfile.NamedTemporaryFile() as fp: path = Path(fp.name) yaml_rt.dump(filtermap, path)