diff --git a/src/Learning/KWLearningProblem/KWLearningProblemView.cpp b/src/Learning/KWLearningProblem/KWLearningProblemView.cpp index a92874190..946f41f54 100644 --- a/src/Learning/KWLearningProblem/KWLearningProblemView.cpp +++ b/src/Learning/KWLearningProblem/KWLearningProblemView.cpp @@ -278,7 +278,7 @@ void KWLearningProblemView::ComputeStats() // On verifie a minima qu'une base est specifiee bOk = GetLearningProblem()->CheckTrainDatabaseName(); - // Test si on a pas specifie de dictionnaire d'analyse, pour le construire automatiquement a la volee + // Test si on n'a pas specifie de dictionnaire d'analyse, pour le construire automatiquement a la volee if (bOk and GetLearningProblem()->GetTrainDatabase()->GetClassName() == "") bOk = BuildClassFromDataTable(); diff --git a/src/Learning/MHHistograms/MHDiscretizerMODLHistogram.cpp b/src/Learning/MHHistograms/MHDiscretizerMODLHistogram.cpp index ed165ee92..6e3d14e14 100644 --- a/src/Learning/MHHistograms/MHDiscretizerMODLHistogram.cpp +++ b/src/Learning/MHHistograms/MHDiscretizerMODLHistogram.cpp @@ -57,12 +57,14 @@ void MHDiscretizerMODLHistogram::DiscretizeValues(ContinuousVector* cvSourceValu int n; int nMissingValueNumber; ContinuousVector cvActualValues; + int nTerrellScottMaxPartNumber; int nRequiredMaxPartNumber; + int nMaxPartNumber; require(GetHistogramSpec()->GetHistogramCriterion() == "G-Enum-fp"); // On memorise le nombre de partie max demandees - // En effet, on ne passe pas par lea contrainte de discretisatuion dans le cas des histogrammes + // En effet, on ne passe pas par la contrainte de discretisation dans le cas des histogrammes // On exploite si necessaire la granularite des histogrammes pour gerer cette contrainte, // en ayant prealablement optimise les histogrammes comme dans le cas classique nRequiredMaxPartNumber = GetMaxIntervalNumber(); @@ -109,33 +111,50 @@ void MHDiscretizerMODLHistogram::DiscretizeValues(ContinuousVector* cvSourceValu oaResultHistograms.Add(postprocessedOptimizedHistogram); oaResultHistograms.Add(optimizedHistogram); - // Recherche du meilleur histogramme - if (postprocessedOptimizedHistogram != NULL) - bestHistogram = postprocessedOptimizedHistogram; - else - bestHistogram = optimizedHistogram; - - // Cas avec contrainte sur le nombre max d'intervalles + // Les histogrammes MODL sont optimaux. + // Pour chaque variable numerique, on produit une serie d'histogrammes interpretables, par granularite croissante. + // Le probleme est que l'histogramme interpretable le plus fin est parfois tres complexe, de type "herisson", + // ce qui peut derouter un utilisateur non expert. Ce probleme se produit dans environ 20% des cas. + // Plutot que de montrer par defaut l'histogramme interpretable le plus fin, on propose d'utiliser la + // regle de Terrell-Scott (cf. https://en.wikipedia.org/wiki/Histogram), avec un nombre de bins de (2 N)^1/3 + // Ce choix permet d'avoir par defaut un histogramme a la fois fin et plus simple a interpreter: + // - en evitant des choix trop heuristiques de type "regle du coude", ou nombre maximal de "peaks" + // - pas trop parcimonieux (comme la regle de Sturges en log(N)) + // - ne dependant pas des valeurs (comme la regle de Scott, qui utilise l'ecart type) + // - tres simple a calculer + // - avec une justification theorique, facile a defendre + nTerrellScottMaxPartNumber = int(ceil(pow(2 * cvSourceValues->GetSize(), 1.0 / 3))); + nMaxPartNumber = nTerrellScottMaxPartNumber; + + // La regle de Terrell-Scott est pertinente pour eviter les histogrammes de type "herisson" comportant des + // centaines, voire des milliers d'intervalles: cela ameliore vraiment le choix de la granularite par defaut. + // Par contre, dans le cas des discretisations avec faible nombre d'intervalles, l'application de cette + // regle aboutit parfois a un choix de granularite trop grossiere, avec perte d'information + // De facon heuristique, on choisit donc de ne pas appliquer la regle de Terell-Scott s'il y a moins + // de 100 intervalles + nMaxPartNumber = max(100, nMaxPartNumber); + + // Nombre max partie en prenant en compte l'eventuelle contrainte utilisateur if (nRequiredMaxPartNumber > 0) + nMaxPartNumber = min(nRequiredMaxPartNumber, nMaxPartNumber); + + // On recherche l'histogramme interpretable le plus fin qui respecte la contrainte + bestHistogram = NULL; + for (n = oaResultHistograms.GetSize() - 1; n >= 0; n--) { - // On garde le premier histogramme qui respecte la contrainte - if (bestHistogram->GetIntervalNumber() > nRequiredMaxPartNumber) + histogram = cast(MHHistogram*, oaResultHistograms.GetAt(n)); + + // On ne considere que les histogrammes interpretables, c'est a dire tous sauf eventuellement le dernier + if (not histogram->GetRaw()) { - // Parcours des histogramme candidats en partant de l'avant dernier, ce qui permet - // de traiter les cas ou le meilleur histogramme etait la version post-optimise ou non - bestHistogram = NULL; - for (n = oaResultHistograms.GetSize() - 2; n >= 0; n--) + if (histogram->GetIntervalNumber() <= nMaxPartNumber) { - histogram = cast(MHHistogram*, oaResultHistograms.GetAt(n)); - if (histogram->GetIntervalNumber() <= nRequiredMaxPartNumber) - { - bestHistogram = histogram; - break; - } + bestHistogram = histogram; + break; } - assert(bestHistogram != NULL); } } + assert(bestHistogram != NULL); // Transformation du meilleur histogramme en une table de contingence non supervisee BuildOutputFrequencyTableAndBounds(bestHistogram, nMissingValueNumber, kwftTarget, cvBounds); diff --git a/src/Learning/MODL_Coclustering/CCLearningProblem.cpp b/src/Learning/MODL_Coclustering/CCLearningProblem.cpp index 85f55c544..0c56627f6 100644 --- a/src/Learning/MODL_Coclustering/CCLearningProblem.cpp +++ b/src/Learning/MODL_Coclustering/CCLearningProblem.cpp @@ -655,7 +655,7 @@ boolean CCLearningProblem::CheckCoclusteringSpecifications() const AddError("No coclustering variable specified"); bOk = false; } - // Il doit y avoir au moins deux variables specifiee pour un co-clustering + // Il doit y avoir au moins deux variables specifiees pour un co-clustering else if (analysisSpec->GetCoclusteringSpec()->GetAttributeNames()->GetSize() < 2) { AddError("At least two coclustering variables must be specified"); diff --git a/src/Learning/MODL_Coclustering/CCLearningProblemView.cpp b/src/Learning/MODL_Coclustering/CCLearningProblemView.cpp index 61b31788a..3793468df 100644 --- a/src/Learning/MODL_Coclustering/CCLearningProblemView.cpp +++ b/src/Learning/MODL_Coclustering/CCLearningProblemView.cpp @@ -193,7 +193,7 @@ void CCLearningProblemView::BuildCoclustering() // On verifie a minima qu'une base est specifiee bOk = GetLearningProblem()->CheckDatabaseName(); - // Test si on a pas specifie de dictionnaire d'analyse, pour le construire automatiquement a la volee + // Test si on n'a pas specifie de dictionnaire d'analyse, pour le construire automatiquement a la volee if (bOk and GetLearningProblem()->GetDatabase()->GetClassName() == "") bOk = BuildClassFromDataTable(); diff --git a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.PreparationReport.xls b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.PreparationReport.xls index f31f34288..69bb72bf4 100644 --- a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.PreparationReport.xls +++ b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.PreparationReport.xls @@ -1,4 +1,4 @@ -#Khiops 10.5.2-b.0 +#Khiops 10.5.5-b.0 Descriptive statistics @@ -52,7 +52,7 @@ R02 age 21 74 17 90 38.64358544 13.71036958 0 0 3.46574 R03 capital_gain 38 123 0 99999 1079.067626 7451.94277 0 0 3.46574 R04 capital_loss 51 99 0 4356 87.50231358 403.0004265 0 0 3.46574 R07 education_num 16 16 1 16 10.07808853 2.570946436 0 0 3.46574 -R08 fnlwgt 1007 28523 12285 1490400 189664.1346 105602.9443 0 0 3.46574 +R08 fnlwgt 73 28523 12285 1490400 189664.1346 105602.9443 0 0 3.46574 R09 hours_per_week 70 96 1 99 40.42238238 12.39131717 0 0 3.46574 @@ -291,1013 +291,79 @@ Variable Numerical fnlwgt Variable stats Interval Frequency Coverage -]-inf;13768.5] 2 4.09484e-05 -]13768.5;13770.5] 3 6.14225e-05 -]13770.5;19300.5] 4 8.18967e-05 -]19300.5;19302.5] 6 0.000122845 -]19302.5;19912.5] 19 0.000389009 -]19912.5;19914.5] 5 0.000102371 -]19914.5;20056.5] 0 0 -]20056.5;20058.5] 4 8.18967e-05 -]20058.5;20306.5] 5 0.000102371 -]20306.5;20308.5] 5 0.000102371 -]20308.5;20794.5] 14 0.000286639 -]20794.5;20796.5] 5 0.000102371 -]20796.5;20952.5] 3 6.14225e-05 -]20952.5;20956.5] 5 0.000102371 -]20956.5;22148.5] 30 0.000614225 -]22148.5;22244.5] 16 0.000327587 -]22244.5;22246.5] 10 0.000204742 -]22246.5;22404.5] 3 6.14225e-05 -]22404.5;22492.5] 15 0.000307113 -]22492.5;22494.5] 5 0.000102371 -]22494.5;22742.5] 6 0.000122845 -]22742.5;22744.5] 4 8.18967e-05 -]22744.5;22964.5] 4 8.18967e-05 -]22964.5;22966.5] 5 0.000102371 -]22966.5;23774.5] 32 0.000655174 -]23774.5;23780.5] 8 0.000163793 -]23780.5;24006.5] 15 0.000307113 -]24006.5;24008.5] 6 0.000122845 -]24008.5;25954.5] 136 0.00278449 -]25954.5;25956.5] 5 0.000102371 -]25956.5;26488.5] 19 0.000389009 -]26488.5;27048.5] 72 0.00147414 -]27048.5;27052.5] 7 0.000143319 -]27052.5;27406.5] 38 0.000778019 -]27406.5;27444.5] 20 0.000409484 -]27444.5;28570.5] 115 0.00235453 -]28570.5;28572.5] 6 0.000122845 -]28572.5;28976.5] 25 0.000511855 -]28976.5;29700.5] 112 0.00229311 -]29700.5;29702.5] 8 0.000163793 -]29702.5;29808.5] 12 0.00024569 -]29808.5;29814.5] 11 0.000225216 -]29814.5;31738.5] 305 0.00624463 -]31738.5;31740.5] 6 0.000122845 -]31740.5;32182.5] 54 0.00110561 -]32182.5;32186.5] 8 0.000163793 -]32186.5;32526.5] 52 0.00106466 -]32526.5;32528.5] 7 0.000143319 -]32528.5;32730.5] 34 0.000696122 -]32730.5;32732.5] 9 0.000184268 -]32732.5;32948.5] 34 0.000696122 -]32948.5;32950.5] 8 0.000163793 -]32950.5;33104.5] 30 0.000614225 -]33104.5;33126.5] 27 0.000552803 -]33126.5;33732.5] 126 0.00257975 -]33732.5;33792.5] 0 0 -]33792.5;33798.5] 12 0.00024569 -]33798.5;33974.5] 24 0.00049138 -]33974.5;33976.5] 9 0.000184268 -]33976.5;34376.5] 101 0.00206789 -]34376.5;34378.5] 10 0.000204742 -]34378.5;34566.5] 31 0.0006347 -]34566.5;34574.5] 12 0.00024569 -]34574.5;34614.5] 1 2.04742e-05 -]34614.5;34616.5] 6 0.000122845 -]34616.5;35632.5] 148 0.00303018 -]35632.5;35634.5] 7 0.000143319 -]35634.5;35722.5] 11 0.000225216 -]35722.5;35724.5] 7 0.000143319 -]35724.5;36490.5] 115 0.00235453 -]36490.5;36988.5] 33 0.000675648 -]36988.5;36990.5] 7 0.000143319 -]36990.5;37776.5] 116 0.00237501 -]37776.5;37778.5] 8 0.000163793 -]37778.5;37868.5] 9 0.000184268 -]37868.5;37870.5] 6 0.000122845 -]37870.5;37930.5] 6 0.000122845 -]37930.5;37940.5] 21 0.000429958 -]37940.5;38222.5] 17 0.000348061 -]38222.5;38454.5] 40 0.000818967 -]38454.5;38456.5] 7 0.000143319 -]38456.5;38946.5] 52 0.00106466 -]38946.5;38950.5] 10 0.000204742 -]38950.5;39476.5] 57 0.00116703 -]39476.5;39478.5] 7 0.000143319 -]39478.5;39644.5] 35 0.000716596 -]39644.5;40020.5] 23 0.000470906 -]40020.5;40024.5] 8 0.000163793 -]40024.5;40664.5] 42 0.000859916 -]40664.5;40666.5] 9 0.000184268 -]40666.5;40954.5] 19 0.000389009 -]40954.5;40956.5] 7 0.000143319 -]40956.5;41354.5] 30 0.000614225 -]41354.5;41356.5] 7 0.000143319 -]41356.5;42702.5] 102 0.00208837 -]42702.5;42706.5] 9 0.000184268 -]42706.5;42898.5] 13 0.000266164 -]42898.5;42902.5] 7 0.000143319 -]42902.5;43710.5] 71 0.00145367 -]43710.5;43712.5] 11 0.000225216 -]43712.5;45598.5] 141 0.00288686 -]45598.5;45614.5] 12 0.00024569 -]45614.5;45794.5] 11 0.000225216 -]45794.5;45796.5] 6 0.000122845 -]45796.5;46398.5] 46 0.000941812 -]46398.5;46402.5] 8 0.000163793 -]46402.5;47900.5] 128 0.0026207 -]47900.5;47908.5] 9 0.000184268 -]47908.5;48086.5] 13 0.000266164 -]48086.5;48124.5] 22 0.000450432 -]48124.5;48342.5] 17 0.000348061 -]48342.5;48344.5] 6 0.000122845 -]48344.5;48518.5] 17 0.000348061 -]48518.5;48520.5] 10 0.000204742 -]48520.5;50176.5] 183 0.00374678 -]50176.5;50178.5] 6 0.000122845 -]50178.5;52260.5] 219 0.00448385 -]52260.5;52268.5] 10 0.000204742 -]52268.5;53480.5] 130 0.00266164 -]53480.5;53482.5] 6 0.000122845 -]53482.5;53832.5] 33 0.000675648 -]53832.5;53834.5] 7 0.000143319 -]53834.5;53954.5] 13 0.000266164 -]53954.5;53956.5] 8 0.000163793 -]53956.5;54258.5] 28 0.000573277 -]54258.5;54260.5] 8 0.000163793 -]54260.5;54606.5] 41 0.000839441 -]54606.5;54612.5] 10 0.000204742 -]54612.5;55358.5] 70 0.00143319 -]55358.5;55396.5] 23 0.000470906 -]55396.5;56480.5] 107 0.00219074 -]56480.5;56484.5] 7 0.000143319 -]56484.5;56650.5] 14 0.000286639 -]56650.5;56652.5] 9 0.000184268 -]56652.5;56840.5] 10 0.000204742 -]56840.5;56842.5] 5 0.000102371 -]56842.5;57232.5] 27 0.000552803 -]57232.5;57234.5] 7 0.000143319 -]57234.5;59082.5] 132 0.00270259 -]59082.5;59084.5] 5 0.000102371 -]59084.5;59378.5] 20 0.000409484 -]59378.5;59380.5] 5 0.000102371 -]59380.5;59468.5] 3 6.14225e-05 -]59468.5;59470.5] 6 0.000122845 -]59470.5;60330.5] 60 0.00122845 -]60330.5;60332.5] 6 0.000122845 -]60332.5;60666.5] 29 0.000593751 -]60666.5;60668.5] 6 0.000122845 -]60668.5;60720.5] 1 2.04742e-05 -]60720.5;60726.5] 10 0.000204742 -]60726.5;61342.5] 36 0.000737071 -]61342.5;61344.5] 8 0.000163793 -]61344.5;61776.5] 25 0.000511855 -]61776.5;61778.5] 7 0.000143319 -]61778.5;61884.5] 6 0.000122845 -]61884.5;61886.5] 10 0.000204742 -]61886.5;63502.5] 92 0.00188362 -]63502.5;63510.5] 7 0.000143319 -]63510.5;64290.5] 44 0.000900864 -]64290.5;64292.5] 7 0.000143319 -]64292.5;64518.5] 11 0.000225216 -]64518.5;64520.5] 5 0.000102371 -]64520.5;64630.5] 4 8.18967e-05 -]64630.5;64632.5] 6 0.000122845 -]64632.5;64872.5] 9 0.000184268 -]64872.5;64876.5] 7 0.000143319 -]64876.5;65622.5] 67 0.00137177 -]65622.5;65624.5] 6 0.000122845 -]65624.5;67216.5] 123 0.00251832 -]67216.5;67244.5] 17 0.000348061 -]67244.5;68894.5] 123 0.00251832 -]68894.5;68900.5] 11 0.000225216 -]68900.5;69248.5] 17 0.000348061 -]69248.5;69252.5] 8 0.000163793 -]69252.5;69332.5] 5 0.000102371 -]69332.5;69334.5] 6 0.000122845 -]69334.5;70238.5] 70 0.00143319 -]70238.5;70240.5] 9 0.000184268 -]70240.5;72336.5] 160 0.00327587 -]72336.5;72338.5] 10 0.000204742 -]72338.5;72884.5] 40 0.000818967 -]72884.5;72896.5] 20 0.000409484 -]72896.5;73198.5] 28 0.000573277 -]73198.5;73200.5] 6 0.000122845 -]73200.5;73512.5] 32 0.000655174 -]73512.5;73514.5] 7 0.000143319 -]73514.5;73926.5] 30 0.000614225 -]73926.5;73928.5] 5 0.000102371 -]73928.5;74782.5] 56 0.00114655 -]74782.5;74784.5] 5 0.000102371 -]74784.5;76480.5] 134 0.00274354 -]76480.5;76494.5] 10 0.000204742 -]76494.5;77142.5] 50 0.00102371 -]77142.5;77146.5] 10 0.000204742 -]77146.5;77882.5] 71 0.00145367 -]77882.5;77884.5] 6 0.000122845 -]77884.5;78372.5] 40 0.000818967 -]78372.5;78374.5] 6 0.000122845 -]78374.5;78528.5] 9 0.000184268 -]78528.5;78530.5] 11 0.000225216 -]78530.5;79584.5] 71 0.00145367 -]79584.5;79586.5] 11 0.000225216 -]79586.5;80056.5] 31 0.0006347 -]80056.5;80058.5] 7 0.000143319 -]80058.5;80678.5] 51 0.00104418 -]80678.5;80680.5] 7 0.000143319 -]80680.5;80932.5] 11 0.000225216 -]80932.5;80934.5] 6 0.000122845 -]80934.5;81130.5] 11 0.000225216 -]81130.5;81146.5] 12 0.00024569 -]81146.5;81532.5] 29 0.000593751 -]81532.5;81534.5] 6 0.000122845 -]81534.5;82392.5] 65 0.00133082 -]82392.5;82394.5] 11 0.000225216 -]82394.5;82464.5] 0 0 -]82464.5;82620.5] 33 0.000675648 -]82620.5;82624.5] 8 0.000163793 -]82624.5;83062.5] 43 0.00088039 -]83062.5;83066.5] 7 0.000143319 -]83066.5;83140.5] 3 6.14225e-05 -]83140.5;83142.5] 6 0.000122845 -]83142.5;83410.5] 18 0.000368535 -]83410.5;83414.5] 10 0.000204742 -]83414.5;84014.5] 74 0.00151509 -]84014.5;84118.5] 1 2.04742e-05 -]84118.5;84120.5] 6 0.000122845 -]84120.5;85994.5] 175 0.00358298 -]85994.5;85996.5] 6 0.000122845 -]85996.5;86142.5] 8 0.000163793 -]86142.5;86154.5] 15 0.000307113 -]86154.5;86550.5] 22 0.000450432 -]86550.5;86552.5] 6 0.000122845 -]86552.5;86642.5] 7 0.000143319 -]86642.5;86648.5] 11 0.000225216 -]86648.5;89038.5] 235 0.00481143 -]89038.5;89042.5] 10 0.000204742 -]89042.5;89506.5] 52 0.00106466 -]89506.5;89508.5] 6 0.000122845 -]89508.5;91188.5] 177 0.00362393 -]91188.5;91190.5] 7 0.000143319 -]91190.5;91664.5] 42 0.000859916 -]91664.5;91734.5] 24 0.00049138 -]91734.5;93204.5] 127 0.00260022 -]93204.5;93236.5] 21 0.000429958 -]93236.5;94234.5] 107 0.00219074 -]94234.5;94236.5] 8 0.000163793 -]94236.5;95550.5] 139 0.00284591 -]95550.5;95552.5] 6 0.000122845 -]95552.5;95632.5] 4 8.18967e-05 -]95632.5;95654.5] 20 0.000409484 -]95654.5;96060.5] 55 0.00112608 -]96060.5;96062.5] 14 0.000286639 -]96062.5;96218.5] 26 0.000532329 -]96218.5;96220.5] 7 0.000143319 -]96220.5;96478.5] 41 0.000839441 -]96478.5;96484.5] 15 0.000307113 -]96484.5;97134.5] 77 0.00157651 -]97134.5;97306.5] 48 0.000982761 -]97306.5;97722.5] 37 0.000757545 -]97722.5;97724.5] 13 0.000266164 -]97724.5;97882.5] 19 0.000389009 -]97882.5;97884.5] 6 0.000122845 -]97884.5;98358.5] 72 0.00147414 -]98358.5;98362.5] 13 0.000266164 -]98362.5;98774.5] 60 0.00122845 -]98774.5;98776.5] 8 0.000163793 -]98776.5;99144.5] 67 0.00137177 -]99144.5;99146.5] 12 0.00024569 -]99146.5;99184.5] 11 0.000225216 -]99184.5;99186.5] 17 0.000348061 -]99186.5;99198.5] 0 0 -]99198.5;99200.5] 8 0.000163793 -]99200.5;99392.5] 60 0.00122845 -]99392.5;100134.5] 117 0.00239548 -]100134.5;100136.5] 7 0.000143319 -]100136.5;100344.5] 32 0.000655174 -]100344.5;100346.5] 8 0.000163793 -]100346.5;100668.5] 32 0.000655174 -]100668.5;100670.5] 6 0.000122845 -]100670.5;100732.5] 4 8.18967e-05 -]100732.5;100734.5] 8 0.000163793 -]100734.5;101344.5] 105 0.00214979 -]101344.5;101346.5] 10 0.000204742 -]101346.5;101560.5] 31 0.0006347 -]101560.5;101562.5] 8 0.000163793 -]101562.5;101592.5] 6 0.000122845 -]101592.5;101594.5] 9 0.000184268 -]101594.5;101708.5] 19 0.000389009 -]101708.5;101710.5] 8 0.000163793 -]101710.5;102306.5] 97 0.001986 -]102306.5;102308.5] 12 0.00024569 -]102308.5;102358.5] 17 0.000348061 -]102358.5;102360.5] 9 0.000184268 -]102360.5;102474.5] 16 0.000327587 -]102474.5;102476.5] 9 0.000184268 -]102476.5;102770.5] 57 0.00116703 -]102770.5;102772.5] 8 0.000163793 -]102772.5;103062.5] 46 0.000941812 -]103062.5;103064.5] 8 0.000163793 -]103064.5;103276.5] 22 0.000450432 -]103276.5;103278.5] 8 0.000163793 -]103278.5;103322.5] 1 2.04742e-05 -]103322.5;103324.5] 10 0.000204742 -]103324.5;103640.5] 82 0.00167888 -]103640.5;103652.5] 16 0.000327587 -]103652.5;103924.5] 41 0.000839441 -]103924.5;103926.5] 9 0.000184268 -]103926.5;104194.5] 50 0.00102371 -]104194.5;104196.5] 13 0.000266164 -]104196.5;104500.5] 57 0.00116703 -]104500.5;104510.5] 18 0.000368535 -]104510.5;105802.5] 220 0.00450432 -]105802.5;105804.5] 8 0.000163793 -]105804.5;105934.5] 28 0.000573277 -]105934.5;105938.5] 9 0.000184268 -]105938.5;106898.5] 163 0.00333729 -]106898.5;106900.5] 11 0.000225216 -]106900.5;107230.5] 61 0.00124893 -]107230.5;107236.5] 16 0.000327587 -]107236.5;107300.5] 7 0.000143319 -]107300.5;107302.5] 11 0.000225216 -]107302.5;107800.5] 96 0.00196552 -]107800.5;107802.5] 7 0.000143319 -]107802.5;107880.5] 13 0.000266164 -]107880.5;107882.5] 9 0.000184268 -]107882.5;108138.5] 36 0.000737071 -]108138.5;108140.5] 14 0.000286639 -]108140.5;108292.5] 20 0.000409484 -]108292.5;108294.5] 9 0.000184268 -]108294.5;108434.5] 21 0.000429958 -]108434.5;108438.5] 14 0.000286639 -]108438.5;109000.5] 106 0.00217026 -]109000.5;109016.5] 18 0.000368535 -]109016.5;109132.5] 19 0.000389009 -]109132.5;109134.5] 11 0.000225216 -]109134.5;109910.5] 127 0.00260022 -]109910.5;109912.5] 7 0.000143319 -]109912.5;110170.5] 62 0.0012694 -]110170.5;110172.5] 7 0.000143319 -]110172.5;110456.5] 46 0.000941812 -]110456.5;110458.5] 7 0.000143319 -]110458.5;110620.5] 19 0.000389009 -]110620.5;110622.5] 10 0.000204742 -]110622.5;111126.5] 84 0.00171983 -]111126.5;111130.5] 15 0.000307113 -]111130.5;111482.5] 70 0.00143319 -]111482.5;111484.5] 14 0.000286639 -]111484.5;111498.5] 0 0 -]111498.5;111500.5] 9 0.000184268 -]111500.5;111566.5] 12 0.00024569 -]111566.5;111568.5] 16 0.000327587 -]111568.5;112114.5] 82 0.00167888 -]112114.5;112116.5] 13 0.000266164 -]112116.5;112136.5] 2 4.09484e-05 -]112136.5;112140.5] 10 0.000204742 -]112140.5;112260.5] 14 0.000286639 -]112260.5;112272.5] 15 0.000307113 -]112272.5;112496.5] 38 0.000778019 -]112496.5;112498.5] 12 0.00024569 -]112498.5;112760.5] 42 0.000859916 -]112760.5;112764.5] 10 0.000204742 -]112764.5;112846.5] 22 0.000450432 -]112846.5;112848.5] 10 0.000204742 -]112848.5;113322.5] 73 0.00149462 -]113322.5;113324.5] 13 0.000266164 -]113324.5;113362.5] 2 4.09484e-05 -]113362.5;113364.5] 17 0.000348061 -]113364.5;113836.5] 99 0.00202694 -]113836.5;113838.5] 10 0.000204742 -]113838.5;114156.5] 54 0.00110561 -]114156.5;114158.5] 10 0.000204742 -]114158.5;114690.5] 90 0.00184268 -]114690.5;114692.5] 11 0.000225216 -]114692.5;114750.5] 7 0.000143319 -]114750.5;114766.5] 17 0.000348061 -]114766.5;114936.5] 23 0.000470906 -]114936.5;114940.5] 8 0.000163793 -]114940.5;115086.5] 42 0.000859916 -]115086.5;115174.5] 1 2.04742e-05 -]115174.5;115436.5] 61 0.00124893 -]115436.5;115440.5] 10 0.000204742 -]115440.5;115930.5] 93 0.0019041 -]115930.5;115932.5] 10 0.000204742 -]115932.5;116356.5] 60 0.00122845 -]116356.5;116358.5] 11 0.000225216 -]116358.5;116394.5] 22 0.000450432 -]116394.5;116630.5] 47 0.000962287 -]116630.5;116632.5] 11 0.000225216 -]116632.5;117208.5] 117 0.00239548 -]117208.5;117210.5] 9 0.000184268 -]117210.5;117308.5] 18 0.000368535 -]117308.5;117312.5] 13 0.000266164 -]117312.5;117380.5] 13 0.000266164 -]117380.5;117382.5] 10 0.000204742 -]117382.5;117604.5] 57 0.00116703 -]117604.5;117606.5] 10 0.000204742 -]117606.5;117766.5] 36 0.000737071 -]117766.5;117768.5] 9 0.000184268 -]117768.5;117788.5] 10 0.000204742 -]117788.5;117790.5] 13 0.000266164 -]117790.5;117848.5] 15 0.000307113 -]117848.5;117850.5] 9 0.000184268 -]117850.5;117962.5] 16 0.000327587 -]117962.5;117964.5] 15 0.000307113 -]117964.5;118472.5] 71 0.00145367 -]118472.5;118550.5] 28 0.000573277 -]118550.5;118552.5] 11 0.000225216 -]118552.5;118940.5] 75 0.00153556 -]118940.5;118942.5] 8 0.000163793 -]118942.5;119154.5] 40 0.000818967 -]119154.5;119156.5] 8 0.000163793 -]119156.5;119420.5] 51 0.00104418 -]119420.5;119422.5] 10 0.000204742 -]119422.5;119792.5] 58 0.0011875 -]119792.5;119794.5] 11 0.000225216 -]119794.5;120120.5] 56 0.00114655 -]120120.5;120130.5] 11 0.000225216 -]120130.5;120132.5] 15 0.000307113 -]120132.5;120236.5] 11 0.000225216 -]120236.5;120238.5] 8 0.000163793 -]120238.5;120276.5] 10 0.000204742 -]120276.5;120278.5] 19 0.000389009 -]120278.5;120780.5] 59 0.00120798 -]120780.5;120782.5] 6 0.000122845 -]120782.5;121010.5] 32 0.000655174 -]121010.5;121012.5] 7 0.000143319 -]121012.5;121122.5] 24 0.00049138 -]121122.5;121124.5] 14 0.000286639 -]121124.5;121716.5] 89 0.0018222 -]121716.5;121718.5] 7 0.000143319 -]121718.5;122344.5] 118 0.00241595 -]122344.5;122354.5] 13 0.000266164 -]122354.5;122492.5] 14 0.000286639 -]122492.5;122494.5] 9 0.000184268 -]122494.5;123010.5] 53 0.00108513 -]123010.5;123012.5] 15 0.000307113 -]123012.5;123428.5] 84 0.00171983 -]123428.5;123430.5] 14 0.000286639 -]123430.5;123680.5] 32 0.000655174 -]123680.5;123682.5] 9 0.000184268 -]123682.5;123982.5] 44 0.000900864 -]123982.5;123984.5] 15 0.000307113 -]123984.5;124110.5] 21 0.000429958 -]124110.5;124112.5] 8 0.000163793 -]124112.5;124136.5] 0 0 -]124136.5;124138.5] 7 0.000143319 -]124138.5;124240.5] 8 0.000163793 -]124240.5;124242.5] 6 0.000122845 -]124242.5;124482.5] 22 0.000450432 -]124482.5;124484.5] 6 0.000122845 -]124484.5;124678.5] 23 0.000470906 -]124678.5;124692.5] 16 0.000327587 -]124692.5;124952.5] 42 0.000859916 -]124952.5;125012.5] 50 0.00102371 -]125012.5;125460.5] 56 0.00114655 -]125460.5;125462.5] 13 0.000266164 -]125462.5;125890.5] 51 0.00104418 -]125890.5;125892.5] 18 0.000368535 -]125892.5;125932.5] 6 0.000122845 -]125932.5;125934.5] 12 0.00024569 -]125934.5;126058.5] 9 0.000184268 -]126058.5;126060.5] 6 0.000122845 -]126060.5;126568.5] 69 0.00141272 -]126568.5;126570.5] 18 0.000368535 -]126570.5;126612.5] 3 6.14225e-05 -]126612.5;126614.5] 11 0.000225216 -]126614.5;126674.5] 2 4.09484e-05 -]126674.5;126676.5] 17 0.000348061 -]126676.5;126752.5] 14 0.000286639 -]126752.5;126754.5] 7 0.000143319 -]126754.5;127608.5] 118 0.00241595 -]127608.5;127610.5] 7 0.000143319 -]127610.5;127650.5] 2 4.09484e-05 -]127650.5;127652.5] 15 0.000307113 -]127652.5;128014.5] 67 0.00137177 -]128014.5;128016.5] 7 0.000143319 -]128016.5;128376.5] 48 0.000982761 -]128376.5;128378.5] 8 0.000163793 -]128378.5;129572.5] 167 0.00341919 -]129572.5;129574.5] 11 0.000225216 -]129574.5;129760.5] 24 0.00049138 -]129760.5;129786.5] 18 0.000368535 -]129786.5;130124.5] 46 0.000941812 -]130124.5;130126.5] 9 0.000184268 -]130126.5;130618.5] 51 0.00104418 -]130618.5;130620.5] 9 0.000184268 -]130620.5;130854.5] 39 0.000798493 -]130854.5;130856.5] 6 0.000122845 -]130856.5;131228.5] 29 0.000593751 -]131228.5;131232.5] 10 0.000204742 -]131232.5;132548.5] 188 0.00384915 -]132548.5;132756.5] 73 0.00149462 -]132756.5;132876.5] 16 0.000327587 -]132876.5;132880.5] 14 0.000286639 -]132880.5;133932.5] 157 0.00321445 -]133932.5;133988.5] 32 0.000655174 -]133988.5;134736.5] 77 0.00157651 -]134736.5;134740.5] 9 0.000184268 -]134740.5;134816.5] 26 0.000532329 -]134816.5;134884.5] 4 8.18967e-05 -]134884.5;134892.5] 17 0.000348061 -]134892.5;135052.5] 20 0.000409484 -]135052.5;135056.5] 8 0.000163793 -]135056.5;135284.5] 19 0.000389009 -]135284.5;135296.5] 13 0.000266164 -]135296.5;135336.5] 5 0.000102371 -]135336.5;135340.5] 10 0.000204742 -]135340.5;136076.5] 77 0.00157651 -]136076.5;136080.5] 8 0.000163793 -]136080.5;136456.5] 71 0.00145367 -]136456.5;136816.5] 21 0.000429958 -]136816.5;136824.5] 8 0.000163793 -]136824.5;136984.5] 23 0.000470906 -]136984.5;136988.5] 16 0.000327587 -]136988.5;137736.5] 153 0.00313255 -]137736.5;137812.5] 2 4.09484e-05 -]137812.5;137816.5] 9 0.000184268 -]137816.5;138764.5] 164 0.00335777 -]138764.5;138768.5] 10 0.000204742 -]138768.5;138844.5] 3 6.14225e-05 -]138844.5;138852.5] 14 0.000286639 -]138852.5;139212.5] 79 0.00161746 -]139212.5;139264.5] 0 0 -]139264.5;139268.5] 10 0.000204742 -]139268.5;140000.5] 105 0.00214979 -]140000.5;140004.5] 11 0.000225216 -]140004.5;140640.5] 84 0.00171983 -]140640.5;140644.5] 8 0.000163793 -]140644.5;140848.5] 31 0.0006347 -]140848.5;140856.5] 14 0.000286639 -]140856.5;141580.5] 115 0.00235453 -]141580.5;141584.5] 10 0.000204742 -]141584.5;142708.5] 166 0.00339871 -]142708.5;142720.5] 20 0.000409484 -]142720.5;143044.5] 62 0.0012694 -]143044.5;143072.5] 31 0.0006347 -]143072.5;143580.5] 92 0.00188362 -]143580.5;143584.5] 12 0.00024569 -]143584.5;144060.5] 90 0.00184268 -]144060.5;144072.5] 17 0.000348061 -]144072.5;144608.5] 94 0.00192457 -]144608.5;144776.5] 10 0.000204742 -]144776.5;144780.5] 13 0.000266164 -]144780.5;144948.5] 27 0.000552803 -]144948.5;144952.5] 13 0.000266164 -]144952.5;145408.5] 76 0.00155604 -]145408.5;145444.5] 32 0.000655174 -]145444.5;145572.5] 10 0.000204742 -]145572.5;145576.5] 8 0.000163793 -]145576.5;145960.5] 50 0.00102371 -]145960.5;145964.5] 11 0.000225216 -]145964.5;146324.5] 44 0.000900864 -]146324.5;146328.5] 8 0.000163793 -]146328.5;146656.5] 56 0.00114655 -]146656.5;146660.5] 9 0.000184268 -]146660.5;147096.5] 54 0.00110561 -]147096.5;147100.5] 11 0.000225216 -]147100.5;147652.5] 114 0.00233406 -]147652.5;147656.5] 14 0.000286639 -]147656.5;148548.5] 133 0.00272307 -]148548.5;148552.5] 8 0.000163793 -]148552.5;148992.5] 59 0.00120798 -]148992.5;148996.5] 14 0.000286639 -]148996.5;149100.5] 9 0.000184268 -]149100.5;149104.5] 10 0.000204742 -]149104.5;149208.5] 15 0.000307113 -]149208.5;149224.5] 19 0.000389009 -]149224.5;149336.5] 6 0.000122845 -]149336.5;149348.5] 20 0.000409484 -]149348.5;149636.5] 45 0.000921338 -]149636.5;149640.5] 10 0.000204742 -]149640.5;150056.5] 91 0.00186315 -]150056.5;150060.5] 12 0.00024569 -]150060.5;150532.5] 77 0.00157651 -]150532.5;150536.5] 11 0.000225216 -]150536.5;151088.5] 68 0.00139224 -]151088.5;151092.5] 8 0.000163793 -]151092.5;151576.5] 74 0.00151509 -]151576.5;151584.5] 14 0.000286639 -]151584.5;151720.5] 7 0.000143319 -]151720.5;152304.5] 118 0.00241595 -]152304.5;152308.5] 9 0.000184268 -]152308.5;152808.5] 93 0.0019041 -]152808.5;152812.5] 9 0.000184268 -]152812.5;153128.5] 72 0.00147414 -]153128.5;153132.5] 9 0.000184268 -]153132.5;153472.5] 41 0.000839441 -]153472.5;153552.5] 41 0.000839441 -]153552.5;153784.5] 16 0.000327587 -]153784.5;154116.5] 63 0.00128987 -]154116.5;154120.5] 10 0.000204742 -]154120.5;154372.5] 46 0.000941812 -]154372.5;154376.5] 13 0.000266164 -]154376.5;154408.5] 4 8.18967e-05 -]154408.5;154412.5] 11 0.000225216 -]154412.5;154640.5] 42 0.000859916 -]154640.5;154644.5] 9 0.000184268 -]154644.5;154948.5] 44 0.000900864 -]154948.5;154952.5] 11 0.000225216 -]154952.5;155104.5] 21 0.000429958 -]155104.5;155108.5] 8 0.000163793 -]155108.5;155488.5] 63 0.00128987 -]155488.5;155492.5] 13 0.000266164 -]155492.5;155656.5] 23 0.000470906 -]155656.5;155664.5] 23 0.000470906 -]155664.5;155960.5] 44 0.000900864 -]155960.5;155984.5] 18 0.000368535 -]155984.5;156460.5] 53 0.00108513 -]156460.5;156464.5] 13 0.000266164 -]156464.5;157328.5] 166 0.00339871 -]157328.5;157332.5] 9 0.000184268 -]157332.5;157744.5] 62 0.0012694 -]157744.5;157752.5] 11 0.000225216 -]157752.5;158684.5] 137 0.00280496 -]158684.5;158688.5] 9 0.000184268 -]158688.5;159720.5] 192 0.00393104 -]159720.5;159732.5] 15 0.000307113 -]159732.5;160116.5] 82 0.00167888 -]160116.5;160120.5] 11 0.000225216 -]160120.5;160260.5] 27 0.000552803 -]160260.5;160264.5] 12 0.00024569 -]160264.5;160368.5] 16 0.000327587 -]160368.5;160372.5] 9 0.000184268 -]160372.5;160720.5] 68 0.00139224 -]160720.5;160732.5] 16 0.000327587 -]160732.5;160784.5] 5 0.000102371 -]160784.5;160788.5] 11 0.000225216 -]160788.5;161140.5] 71 0.00145367 -]161140.5;161156.5] 21 0.000429958 -]161156.5;161940.5] 117 0.00239548 -]161940.5;162296.5] 94 0.00192457 -]162296.5;162312.5] 22 0.000450432 -]162312.5;163396.5] 259 0.00530281 -]163396.5;163664.5] 34 0.000696122 -]163664.5;163668.5] 10 0.000204742 -]163668.5;163868.5] 46 0.000941812 -]163868.5;163872.5] 10 0.000204742 -]163872.5;164188.5] 46 0.000941812 -]164188.5;164200.5] 23 0.000470906 -]164200.5;164484.5] 34 0.000696122 -]164484.5;164488.5] 8 0.000163793 -]164488.5;165812.5] 294 0.00601941 -]165812.5;165816.5] 11 0.000225216 -]165816.5;167472.5] 339 0.00694075 -]167472.5;167484.5] 22 0.000450432 -]167484.5;168068.5] 137 0.00280496 -]168068.5;168072.5] 11 0.000225216 -]168072.5;168184.5] 20 0.000409484 -]168184.5;168232.5] 37 0.000757545 -]168232.5;169068.5] 186 0.0038082 -]169068.5;169136.5] 44 0.000900864 -]169136.5;169176.5] 3 6.14225e-05 -]169176.5;169188.5] 20 0.000409484 -]169188.5;172228.5] 669 0.0136972 -]172228.5;172232.5] 10 0.000204742 -]172232.5;172536.5] 64 0.00131035 -]172536.5;172540.5] 10 0.000204742 -]172540.5;172568.5] 2 4.09484e-05 -]172568.5;172584.5] 18 0.000368535 -]172584.5;173008.5] 103 0.00210884 -]173008.5;173576.5] 81 0.00165841 -]173576.5;173848.5] 85 0.00174031 -]173848.5;173860.5] 19 0.000389009 -]173860.5;173936.5] 10 0.000204742 -]173936.5;173944.5] 14 0.000286639 -]173944.5;174788.5] 266 0.00544613 -]174788.5;174792.5] 13 0.000266164 -]174792.5;175228.5] 117 0.00239548 -]175228.5;175232.5] 10 0.000204742 -]175232.5;175260.5] 3 6.14225e-05 -]175260.5;175264.5] 10 0.000204742 -]175264.5;175924.5] 182 0.0037263 -]175924.5;175960.5] 40 0.000818967 -]175960.5;176184.5] 76 0.00155604 -]176184.5;176188.5] 14 0.000286639 -]176188.5;176680.5] 111 0.00227263 -]176680.5;176684.5] 12 0.00024569 -]176684.5;177308.5] 221 0.00452479 -]177308.5;177672.5] 82 0.00167888 -]177672.5;177676.5] 13 0.000266164 -]177676.5;177904.5] 54 0.00110561 -]177904.5;177908.5] 14 0.000286639 -]177908.5;179020.5] 272 0.00556898 -]179020.5;179480.5] 70 0.00143319 -]179480.5;179488.5] 16 0.000327587 -]179488.5;179664.5] 42 0.000859916 -]179664.5;179672.5] 13 0.000266164 -]179672.5;181088.5] 327 0.00669506 -]181088.5;181092.5] 11 0.000225216 -]181092.5;183288.5] 594 0.0121617 -]183288.5;183520.5] 33 0.000675648 -]183520.5;183524.5] 10 0.000204742 -]183524.5;183764.5] 68 0.00139224 -]183764.5;183812.5] 38 0.000778019 -]183812.5;184096.5] 62 0.0012694 -]184096.5;184120.5] 21 0.000429958 -]184120.5;184652.5] 113 0.00231358 -]184652.5;184660.5] 16 0.000327587 -]184660.5;185036.5] 84 0.00171983 -]185036.5;185064.5] 27 0.000552803 -]185064.5;185384.5] 74 0.00151509 -]185384.5;185408.5] 28 0.000573277 -]185408.5;186804.5] 324 0.00663363 -]186804.5;186824.5] 22 0.000450432 -]186824.5;186932.5] 30 0.000614225 -]186932.5;186936.5] 17 0.000348061 -]186936.5;187156.5] 55 0.00112608 -]187156.5;187168.5] 17 0.000348061 -]187168.5;188068.5] 266 0.00544613 -]188068.5;188072.5] 12 0.00024569 -]188072.5;188244.5] 36 0.000737071 -]188244.5;188248.5] 16 0.000327587 -]188248.5;188952.5] 238 0.00487286 -]188952.5;189756.5] 173 0.00354203 -]189756.5;189764.5] 15 0.000307113 -]189764.5;190224.5] 130 0.00266164 -]190224.5;190228.5] 11 0.000225216 -]190228.5;190288.5] 6 0.000122845 -]190288.5;190292.5] 20 0.000409484 -]190292.5;190544.5] 97 0.001986 -]190544.5;190756.5] 40 0.000818967 -]190756.5;190788.5] 29 0.000593751 -]190788.5;190908.5] 19 0.000389009 -]190908.5;190916.5] 16 0.000327587 -]190916.5;193024.5] 591 0.0121002 -]193024.5;193052.5] 27 0.000552803 -]193052.5;193880.5] 201 0.00411531 -]193880.5;193884.5] 16 0.000327587 -]193884.5;194092.5] 38 0.000778019 -]194092.5;194104.5] 15 0.000307113 -]194104.5;194628.5] 96 0.00196552 -]194628.5;194636.5] 22 0.000450432 -]194636.5;194900.5] 73 0.00149462 -]194900.5;194908.5] 15 0.000307113 -]194908.5;196384.5] 369 0.00755497 -]196384.5;196388.5] 10 0.000204742 -]196388.5;197284.5] 191 0.00391057 -]197284.5;197288.5] 11 0.000225216 -]197288.5;198144.5] 223 0.00456574 -]198144.5;198148.5] 10 0.000204742 -]198148.5;198288.5] 64 0.00131035 -]198288.5;198840.5] 132 0.00270259 -]198840.5;198844.5] 11 0.000225216 -]198844.5;199056.5] 48 0.000982761 -]199056.5;199060.5] 10 0.000204742 -]199060.5;200468.5] 363 0.00743213 -]200468.5;200472.5] 11 0.000225216 -]200472.5;201120.5] 145 0.00296876 -]201120.5;201128.5] 13 0.000266164 -]201128.5;201696.5] 124 0.0025388 -]201696.5;201700.5] 11 0.000225216 -]201700.5;202024.5] 65 0.00133082 -]202024.5;202028.5] 9 0.000184268 -]202028.5;202556.5] 113 0.00231358 -]202556.5;202560.5] 11 0.000225216 -]202560.5;202680.5] 17 0.000348061 -]202680.5;202684.5] 8 0.000163793 -]202684.5;202868.5] 26 0.000532329 -]202868.5;202872.5] 13 0.000266164 -]202872.5;203484.5] 140 0.00286639 -]203484.5;203488.5] 21 0.000429958 -]203488.5;203760.5] 40 0.000818967 -]203760.5;203788.5] 24 0.00049138 -]203788.5;204224.5] 89 0.0018222 -]204224.5;204236.5] 15 0.000307113 -]204236.5;204840.5] 148 0.00303018 -]204840.5;205096.5] 29 0.000593751 -]205096.5;205100.5] 10 0.000204742 -]205100.5;205336.5] 34 0.000696122 -]205336.5;205340.5] 10 0.000204742 -]205340.5;205936.5] 107 0.00219074 -]205936.5;205956.5] 18 0.000368535 -]205956.5;206596.5] 106 0.00217026 -]206596.5;206612.5] 19 0.000389009 -]206612.5;207664.5] 195 0.00399247 -]207664.5;207688.5] 24 0.00049138 -]207688.5;207936.5] 27 0.000552803 -]207936.5;207940.5] 8 0.000163793 -]207940.5;208356.5] 68 0.00139224 -]208356.5;208360.5] 8 0.000163793 -]208360.5;208944.5] 101 0.00206789 -]208944.5;208948.5] 9 0.000184268 -]208948.5;209316.5] 71 0.00145367 -]209316.5;209320.5] 9 0.000184268 -]209320.5;210732.5] 257 0.00526186 -]210732.5;210736.5] 10 0.000204742 -]210736.5;210944.5] 48 0.000982761 -]210944.5;210948.5] 10 0.000204742 -]210948.5;211604.5] 140 0.00286639 -]211604.5;211964.5] 42 0.000859916 -]211964.5;211968.5] 10 0.000204742 -]211968.5;212892.5] 143 0.00292781 -]212892.5;212896.5] 14 0.000286639 -]212896.5;213136.5] 40 0.000818967 -]213136.5;213140.5] 11 0.000225216 -]213140.5;213432.5] 78 0.00159699 -]213432.5;213608.5] 6 0.000122845 -]213608.5;214232.5] 94 0.00192457 -]214232.5;214244.5] 14 0.000286639 -]214244.5;214540.5] 37 0.000757545 -]214540.5;214544.5] 17 0.000348061 -]214544.5;216128.5] 266 0.00544613 -]216128.5;216132.5] 13 0.000266164 -]216132.5;216408.5] 39 0.000798493 -]216408.5;216416.5] 14 0.000286639 -]216416.5;216468.5] 3 6.14225e-05 -]216468.5;216484.5] 17 0.000348061 -]216484.5;216844.5] 62 0.0012694 -]216844.5;216868.5] 20 0.000409484 -]216868.5;217456.5] 85 0.00174031 -]217456.5;217460.5] 8 0.000163793 -]217460.5;217960.5] 54 0.00110561 -]217960.5;217964.5] 8 0.000163793 -]217964.5;218488.5] 68 0.00139224 -]218488.5;218492.5] 12 0.00024569 -]218492.5;219152.5] 91 0.00186315 -]219152.5;219156.5] 8 0.000163793 -]219156.5;220996.5] 294 0.00601941 -]220996.5;221164.5] 9 0.000184268 -]221164.5;221172.5] 16 0.000327587 -]221172.5;222432.5] 151 0.0030916 -]222432.5;222452.5] 15 0.000307113 -]222452.5;223016.5] 82 0.00167888 -]223016.5;223020.5] 8 0.000163793 -]223020.5;223208.5] 11 0.000225216 -]223208.5;223216.5] 13 0.000266164 -]223216.5;224556.5] 194 0.00397199 -]224556.5;224568.5] 15 0.000307113 -]224568.5;226292.5] 234 0.00479096 -]226292.5;226296.5] 10 0.000204742 -]226296.5;226440.5] 14 0.000286639 -]226440.5;226444.5] 12 0.00024569 -]226444.5;227064.5] 98 0.00200647 -]227064.5;227068.5] 9 0.000184268 -]227068.5;227592.5] 80 0.00163793 -]227592.5;227616.5] 17 0.000348061 -]227616.5;229728.5] 280 0.00573277 -]229728.5;229744.5] 16 0.000327587 -]229744.5;230244.5] 56 0.00114655 -]230244.5;230248.5] 7 0.000143319 -]230248.5;230680.5] 43 0.00088039 -]230680.5;230684.5] 9 0.000184268 -]230684.5;231864.5] 178 0.0036444 -]231864.5;231868.5] 6 0.000122845 -]231868.5;233508.5] 168 0.00343966 -]233508.5;233512.5] 7 0.000143319 -]233512.5;233776.5] 24 0.00049138 -]233776.5;233780.5] 8 0.000163793 -]233780.5;234104.5] 35 0.000716596 -]234104.5;234108.5] 7 0.000143319 -]234108.5;234632.5] 52 0.00106466 -]234632.5;234664.5] 18 0.000368535 -]234664.5;236388.5] 216 0.00442242 -]236388.5;236396.5] 13 0.000266164 -]236396.5;236944.5] 107 0.00219074 -]236944.5;237864.5] 87 0.00178125 -]237864.5;237868.5] 8 0.000163793 -]237868.5;237940.5] 8 0.000163793 -]237940.5;237944.5] 9 0.000184268 -]237944.5;238184.5] 18 0.000368535 -]238184.5;238188.5] 7 0.000143319 -]238188.5;238380.5] 20 0.000409484 -]238380.5;238388.5] 9 0.000184268 -]238388.5;238908.5] 53 0.00108513 -]238908.5;238920.5] 14 0.000286639 -]238920.5;239536.5] 71 0.00145367 -]239536.5;239540.5] 7 0.000143319 -]239540.5;239752.5] 18 0.000368535 -]239752.5;239756.5] 9 0.000184268 -]239756.5;241884.5] 242 0.00495475 -]241884.5;241896.5] 12 0.00024569 -]241896.5;241996.5] 9 0.000184268 -]241996.5;242000.5] 13 0.000266164 -]242000.5;245360.5] 399 0.0081692 -]245360.5;245380.5] 14 0.000286639 -]245380.5;246436.5] 70 0.00143319 -]246436.5;246440.5] 8 0.000163793 -]246440.5;246888.5] 20 0.000409484 -]246888.5;246892.5] 11 0.000225216 -]246892.5;247324.5] 60 0.00122845 -]247324.5;247328.5] 8 0.000163793 -]247328.5;248988.5] 190 0.00389009 -]248988.5;248992.5] 7 0.000143319 -]248992.5;249036.5] 1 2.04742e-05 -]249036.5;249048.5] 12 0.00024569 -]249048.5;250036.5] 92 0.00188362 -]250036.5;250040.5] 9 0.000184268 -]250040.5;252748.5] 244 0.0049957 -]252748.5;252752.5] 7 0.000143319 -]252752.5;254284.5] 127 0.00260022 -]254284.5;254304.5] 13 0.000266164 -]254304.5;255000.5] 55 0.00112608 -]255000.5;255004.5] 8 0.000163793 -]255004.5;257248.5] 239 0.00489333 -]257248.5;257252.5] 8 0.000163793 -]257252.5;259296.5] 193 0.00395152 -]259296.5;259324.5] 15 0.000307113 -]259324.5;260780.5] 120 0.0024569 -]260780.5;260784.5] 7 0.000143319 -]260784.5;263560.5] 222 0.00454527 -]263560.5;263568.5] 9 0.000184268 -]263568.5;265072.5] 128 0.0026207 -]265072.5;265104.5] 15 0.000307113 -]265104.5;269720.5] 429 0.00878342 -]269720.5;269736.5] 12 0.00024569 -]269736.5;271928.5] 169 0.00346014 -]271928.5;271936.5] 8 0.000163793 -]271936.5;272936.5] 73 0.00149462 -]272936.5;272952.5] 12 0.00024569 -]272952.5;277480.5] 336 0.00687933 -]277480.5;277488.5] 8 0.000163793 -]277488.5;287984.5] 861 0.0176283 -]287984.5;287992.5] 8 0.000163793 -]287992.5;289400.5] 83 0.00169936 -]289400.5;289448.5] 18 0.000368535 -]289448.5;289976.5] 48 0.000982761 -]289976.5;289992.5] 11 0.000225216 -]289992.5;296448.5] 410 0.00839441 -]296448.5;296488.5] 15 0.000307113 -]296488.5;301608.5] 306 0.0062651 -]301608.5;301616.5] 8 0.000163793 -]301616.5;320448.5] 1210 0.0247738 -]320448.5;320456.5] 10 0.000204742 -]320456.5;323784.5] 173 0.00354203 -]323784.5;323816.5] 12 0.00024569 -]323816.5;329424.5] 301 0.00616273 -]329424.5;329432.5] 9 0.000184268 -]329432.5;329976.5] 23 0.000470906 -]329976.5;329984.5] 10 0.000204742 -]329984.5;330904.5] 48 0.000982761 -]330904.5;331368.5] 5 0.000102371 -]331368.5;331648.5] 27 0.000552803 -]331648.5;331656.5] 7 0.000143319 -]331656.5;334264.5] 113 0.00231358 -]334264.5;334296.5] 17 0.000348061 -]334296.5;340912.5] 393 0.00804635 -]340912.5;340920.5] 10 0.000204742 -]340920.5;341624.5] 35 0.000716596 -]341624.5;341672.5] 19 0.000389009 -]341672.5;344616.5] 184 0.00376725 -]344616.5;344624.5] 7 0.000143319 -]344624.5;347488.5] 142 0.00290733 -]347488.5;347496.5] 7 0.000143319 -]347496.5;349144.5] 97 0.001986 -]349144.5;349152.5] 10 0.000204742 -]349152.5;353008.5] 174 0.00356251 -]353008.5;353016.5] 7 0.000143319 -]353016.5;355848.5] 119 0.00243643 -]355848.5;355856.5] 7 0.000143319 -]355856.5;360888.5] 230 0.00470906 -]360888.5;361272.5] 3 6.14225e-05 -]361272.5;361280.5] 7 0.000143319 -]361280.5;361480.5] 5 0.000102371 -]361480.5;361504.5] 10 0.000204742 -]361504.5;361880.5] 11 0.000225216 -]361880.5;361888.5] 6 0.000122845 -]361888.5;365736.5] 124 0.0025388 -]365736.5;365752.5] 8 0.000163793 -]365752.5;376392.5] 384 0.00786209 -]376392.5;376488.5] 18 0.000368535 -]376488.5;377016.5] 17 0.000348061 -]377016.5;377024.5] 7 0.000143319 -]377024.5;381152.5] 140 0.00286639 -]381152.5;381160.5] 7 0.000143319 -]381160.5;389712.5] 214 0.00438147 -]389712.5;389728.5] 7 0.000143319 -]389728.5;394920.5] 150 0.00307113 -]394920.5;394928.5] 6 0.000122845 -]394928.5;398872.5] 73 0.00149462 -]398872.5;399128.5] 28 0.000573277 -]399128.5;409168.5] 249 0.00509807 -]409168.5;409232.5] 17 0.000348061 -]409232.5;410344.5] 34 0.000696122 -]410344.5;410352.5] 6 0.000122845 -]410352.5;421832.5] 219 0.00448385 -]421832.5;421840.5] 5 0.000102371 -]421840.5;423216.5] 20 0.000409484 -]423216.5;423224.5] 6 0.000122845 -]423224.5;428424.5] 102 0.00208837 -]428424.5;443504.5] 191 0.00391057 -]443504.5;443552.5] 9 0.000184268 -]443552.5;445376.5] 21 0.000429958 -]445376.5;445384.5] 7 0.000143319 -]445384.5;452400.5] 83 0.00169936 -]452400.5;452408.5] 5 0.000102371 -]452408.5;455360.5] 30 0.000614225 -]455360.5;455400.5] 7 0.000143319 -]455400.5;455992.5] 3 6.14225e-05 -]455992.5;456000.5] 5 0.000102371 -]456000.5;456736.5] 20 0.000409484 -]456736.5;473128.5] 131 0.00268212 -]473128.5;473136.5] 5 0.000102371 -]473136.5;475320.5] 14 0.000286639 -]475320.5;475328.5] 5 0.000102371 -]475328.5;481984.5] 47 0.000962287 -]481984.5;481992.5] 5 0.000102371 -]481992.5;488704.5] 43 0.00088039 -]488704.5;488720.5] 5 0.000102371 -]488720.5;510064.5] 123 0.00251832 -]510064.5;510072.5] 4 8.18967e-05 -]510072.5;557344.5] 160 0.00327587 -]557344.5;557360.5] 4 8.18967e-05 -]557360.5;609776.5] 123 0.00251832 -]609776.5;609792.5] 4 8.18967e-05 -]609792.5;772928.5] 137 0.00280496 -]772928.5;917232.5] 30 0.000614225 -]917232.5;+inf[ 23 0.000470906 +]-inf;19200.5] 8 0.000163793 +]19200.5;22144.5] 102 0.00208837 +]22144.5;22496.5] 49 0.00100323 +]22496.5;26496.5] 241 0.00493428 +]26496.5;28960.5] 281 0.00575325 +]28960.5;32512.5] 567 0.0116089 +]32512.5;34624.5] 483 0.00988903 +]34624.5;37920.5] 473 0.00968429 +]37920.5;37952.5] 21 0.000429958 +]37952.5;39648.5] 225 0.00460669 +]39648.5;43680.5] 341 0.0069817 +]43680.5;43712.5] 17 0.000348061 +]43712.5;48000.5] 363 0.00743213 +]48000.5;56672.5] 1018 0.0208427 +]56672.5;72864.5] 1284 0.0262888 +]72864.5;72896.5] 21 0.000429958 +]72896.5;83392.5] 960 0.0196552 +]83392.5;83456.5] 25 0.000511855 +]83456.5;87488.5] 405 0.00829204 +]87488.5;87584.5] 31 0.0006347 +]87584.5;95424.5] 815 0.0166865 +]95424.5;99136.5] 629 0.0128783 +]99136.5;99200.5] 50 0.00102371 +]99200.5;102304.5] 567 0.0116089 +]102304.5;102368.5] 38 0.000778019 +]102368.5;111360.5] 1817 0.0372016 +]111360.5;111584.5] 86 0.00176078 +]111584.5;116352.5] 981 0.0200852 +]116352.5;116384.5] 25 0.000511855 +]116384.5;117760.5] 349 0.00714549 +]117760.5;117792.5] 33 0.000675648 +]117792.5;120256.5] 530 0.0108513 +]120256.5;120288.5] 26 0.000532329 +]120288.5;124928.5] 812 0.016625 +]124928.5;125024.5] 55 0.00112608 +]125024.5;125888.5] 119 0.00243643 +]125888.5;125952.5] 37 0.000757545 +]125952.5;126560.5] 79 0.00161746 +]126560.5;126688.5] 57 0.00116703 +]126688.5;127648.5] 146 0.00298923 +]127648.5;127680.5] 21 0.000429958 +]127680.5;132544.5] 731 0.0149666 +]132544.5;132928.5] 110 0.00225216 +]132928.5;143040.5] 1684 0.0344785 +]143040.5;143104.5] 39 0.000798493 +]143104.5;154368.5] 2094 0.0428729 +]154368.5;154432.5] 37 0.000757545 +]154432.5;159424.5] 896 0.0183449 +]159424.5;172992.5] 3127 0.0640228 +]172992.5;173568.5] 87 0.00178125 +]173568.5;177984.5] 1394 0.028541 +]177984.5;181632.5] 838 0.0171574 +]181632.5;190272.5] 2418 0.0495066 +]190272.5;190336.5] 49 0.00100323 +]190336.5;193152.5] 826 0.0169117 +]193152.5;204672.5] 2891 0.0591909 +]204672.5;217024.5] 2329 0.0476844 +]217024.5;231872.5] 2177 0.0445723 +]231872.5;245504.5] 1694 0.0346833 +]245504.5;246848.5] 83 0.00169936 +]246848.5;247552.5] 118 0.00241595 +]247552.5;269824.5] 2133 0.0436714 +]269824.5;292608.5] 1810 0.0370583 +]292608.5;349440.5] 3450 0.0706359 +]349440.5;380032.5] 1225 0.0250809 +]380032.5;410624.5] 832 0.0170345 +]410624.5;428416.5] 338 0.00692027 +]428416.5;457472.5] 390 0.00798493 +]457472.5;514048.5] 396 0.00810778 +]514048.5;610048.5] 270 0.00552803 +]610048.5;768768.5] 134 0.00274354 +]768768.5;917248.5] 32 0.000655174 +]917248.5;+inf[ 23 0.000470906 ---------------------------------------------- diff --git a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.khj b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.khj index c736af750..1b8d7f5a3 100644 --- a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.khj +++ b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/AnalysisResults.khj @@ -1,6 +1,6 @@ { "tool": "Khiops", - "version": "10.5.2-b.0", + "version": "10.5.5-b.0", "shortDescription": "", "preparationReport": { "reportType": "Preparation", @@ -132,7 +132,7 @@ "rank": "R08", "name": "fnlwgt", "type": "Numerical", - "parts": 1007, + "parts": 73, "values": 28523, "min": 12285, "max": 1490400, @@ -734,1017 +734,83 @@ "type": "Numerical", "partitionType": "Intervals", "partition": [ - [12284.5,13768.5], - [13768.5,13770.5], - [13770.5,19300.5], - [19300.5,19302.5], - [19302.5,19912.5], - [19912.5,19914.5], - [19914.5,20056.5], - [20056.5,20058.5], - [20058.5,20306.5], - [20306.5,20308.5], - [20308.5,20794.5], - [20794.5,20796.5], - [20796.5,20952.5], - [20952.5,20956.5], - [20956.5,22148.5], - [22148.5,22244.5], - [22244.5,22246.5], - [22246.5,22404.5], - [22404.5,22492.5], - [22492.5,22494.5], - [22494.5,22742.5], - [22742.5,22744.5], - [22744.5,22964.5], - [22964.5,22966.5], - [22966.5,23774.5], - [23774.5,23780.5], - [23780.5,24006.5], - [24006.5,24008.5], - [24008.5,25954.5], - [25954.5,25956.5], - [25956.5,26488.5], - [26488.5,27048.5], - [27048.5,27052.5], - 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+ "frequencies": [8,102,49,241,281,567,483,473,21,225,341,17,363,1018,1284,21,960,25,405,31,815,629,50,567,38,1817,86,981,25,349,33,530,26,812,55,119,37,79,57,146,21,731,110,1684,39,2094,37,896,3127,87,1394,838,2418,49,826,2891,2329,2177,1694,83,118,2133,1810,3450,1225,832,338,390,396,270,134,32,23] }, "modlHistograms": { "histogramNumber": 20, diff --git a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/err.txt b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/err.txt index 8b092a1ef..7357b569f 100644 --- a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/err.txt +++ b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/err.txt @@ -1,5 +1,5 @@ Train unsupervised model Database ../../../datasets/Adult/Adult.txt: Read records: 48,842 -Data preparation time: 0:00:01.64 +Data preparation time: 0:00:01.67 Write report ./results/AnalysisResults.khj diff --git a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/time.log b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/time.log index 7c1218005..616cd58b0 100644 --- a/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/time.log +++ b/test/LearningTest/TestKhiops/Standard/AdultU/results.ref/time.log @@ -1 +1 @@ -1.8786346912384033 +2.0578880310058594 diff --git a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/AnalysisResults.khj b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/AnalysisResults.khj index db0d481be..3fd3be448 100644 --- a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/AnalysisResults.khj +++ b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/AnalysisResults.khj @@ -1,6 +1,6 @@ { "tool": "Khiops", - "version": "10.5.2-b.0", + "version": "10.5.5-b.0", "shortDescription": "", "logs": [ { @@ -160,7 +160,7 @@ "rank": "R08", "name": "fnlwgt", "type": "Numerical", - "parts": 643, + "parts": 81, "values": 22525, "min": 12285, "max": 1490400, @@ -769,652 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+ "frequencies": [2,3,2,5,79,8,191,281,10,376,19,229,519,482,683,9,217,10,201,8,138,14,318,16,342,11,218,12,379,26,564,425,43,386,32,1304,18,650,285,17,381,16,384,15,178,39,169,17,7,18,1919,24,1658,21,451,2193,47,791,1480,25,1370,1075,56,904,26,1841,1540,1210,59,93,888,1806,2509,850,632,474,276,186,88,30,13] }, "modlHistograms": { "histogramNumber": 18, diff --git a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/time.log b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/time.log index 15b4d9028..8134aba83 100644 --- a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/time.log +++ b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/results.ref/time.log @@ -1 +1 @@ -1.490004301071167 +1.6336257457733154 diff --git a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V10.prm b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V10.prm deleted file mode 100644 index 496016241..000000000 --- a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V10.prm +++ /dev/null @@ -1,39 +0,0 @@ -// Thu Jun 12 13:31:06 2008 -// modl -// Output command file -// -//This file contains recorded commands, that can be replayed. -//Commands are based on user interactions: -// field update -// list index selection -// menu action -//Every command can be commented, using //. -//For example, commenting the last Exit command will allow other -//user interactions, after the commands have been replayed. -// -// - -// -> Data preparation and scoring - -ClassManagement.OpenFile // Open... - -// -> Open -ClassFileName ./AdultWrongTypes.kdic // Dictionary file -OK // Open -// <- Open - -TrainDatabase.DatabaseFiles.List.Key Adult // List item selection -TrainDatabase.DatabaseFiles.DataTableName ../../../datasets/Adult/Adult.txt // Data table file - - -AnalysisResults.ResultFilesDirectory ./results // Result files directory - -ComputeStats // Analyse database - -Exit // Close -// <- Data preparation and scoring - - -// -> Data preparation and scoring -OK // Close -// <- Data preparation and scoring diff --git a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V11.prm b/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V11.prm deleted file mode 100644 index d7d4ab1e4..000000000 --- a/test/LearningTest/TestKhiops/Standard/BugMPIWithErrors/test.V11.prm +++ /dev/null @@ -1,44 +0,0 @@ -// Thu Jun 12 13:31:06 2008 -// modl -// Output command file -// -//This file contains recorded commands, that can be replayed. -//Commands are based on user interactions: -// field update -// list index selection -// menu action -//Every command can be commented, using //. -//For example, commenting the last Exit command will allow other -//user interactions, after the commands have been replayed. -// -// - -// -> Data preparation and scoring -AnalysisSpec.SystemParameters.APIMode true // API mode -AnalysisSpec.SystemParameters.MemoryLimit 2000 // Memory limit in MB -ClassManagement.OpenFile // Open... - -// -> Open -ClassFileName ./AdultWrongTypes.kdic // Dictionary file -OK // Open -// <- Open - -TrainDatabase.ClassName Adult // Dictionary - -TrainDatabase.DatabaseSpec.Data.DatabaseFiles.List.Key Adult // List item selection -TrainDatabase.DatabaseSpec.Data.DatabaseFiles.DataTableName ../../../datasets/Adult/Adult.txt // Database file -TrainDatabase.DatabaseSpec.Sampling.SampleNumberPercentage 70 // Sample percentage - - -AnalysisResults.ReportFileName ./results/AnalysisResults.khj // Analysis report - -ComputeStats // Analyse database - -Exit // Close -// <- Data preparation and scoring - - -// -> Data preparation and scoring -OK // Close -// <- Data preparation and scoring -