From 1072b27e740b6532b4cd2f3f501aee3d7f8a5d41 Mon Sep 17 00:00:00 2001 From: Sebastian Raschka Date: Sat, 21 Oct 2017 20:30:13 -0400 Subject: [PATCH] version 0.9 (#267) --- docs/mkdocs.yml | 2 +- docs/sources/CHANGELOG.md | 30 +++++++++--------- .../evaluate/BootstrapOutOfBag.ipynb | 11 +++---- .../BootstrapOutOfBag_16_0.png} | Bin .../bootstrap_concept.png | Bin 0 -> 95557 bytes .../bootrap_concept.png | Bin 108946 -> 0 bytes mlxtend/__init__.py | 2 +- 7 files changed, 22 insertions(+), 23 deletions(-) rename docs/sources/user_guide/evaluate/{OutOfBagBootstrap_files/OutOfBagBootstrap_16_0.png => BootstrapOutOfBag_files/BootstrapOutOfBag_16_0.png} (100%) create mode 100644 docs/sources/user_guide/evaluate/BootstrapOutOfBag_files/bootstrap_concept.png delete mode 100644 docs/sources/user_guide/evaluate/OutOfBagBootstrap_files/bootrap_concept.png diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index 2adeb4843..e32b2c9a7 100755 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -53,7 +53,7 @@ pages: - user_guide/data/wine_data.md - evaluate: - user_guide/evaluate/bootstrap.md - - user_guide/evaluate/BootstrapOutOufBag.md + - user_guide/evaluate/BootstrapOutOfBag.md - user_guide/evaluate/confusion_matrix.md - user_guide/evaluate/lift_score.md - user_guide/evaluate/mcnemar_table.md diff --git a/docs/sources/CHANGELOG.md b/docs/sources/CHANGELOG.md index 6796f60af..bb015fe7b 100755 --- a/docs/sources/CHANGELOG.md +++ b/docs/sources/CHANGELOG.md @@ -5,34 +5,34 @@ The CHANGELOG for the current development version is available at [https://github.com/rasbt/mlxtend/blob/master/docs/sources/CHANGELOG.md](https://github.com/rasbt/mlxtend/blob/master/docs/sources/CHANGELOG.md). -### Version 0.8.1dev (TBD) +### Version 0.9.0 (2017-10-21) ##### Downloads -- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.8.1.zip) -- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.8.1.tar.gz) +- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.9.0.zip) +- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.9.0.tar.gz) ##### New Features -- Added `evaluate.permutation_test`, a permutation test for hypothesis testing (or A/B testing) to test if two samples come from the same distribution. Or in other words, a procedure to test the null hypothesis that that two groups are not significantly different (e.g., a treatment and a control group). -- Added `'leverage'` and `'conviction` as evaluation metrics to the `frequent_patterns.association_rules` function. [#246](https://github.com/rasbt/mlxtend/pull/246) & [#247](https://github.com/rasbt/mlxtend/pull/247) -- Added a `loadings_` attribute to `PrincipalComponentAnalysis` to compute the factor loadings of the features on the principal components. [#251](https://github.com/rasbt/mlxtend/pull/251) -- Allow grid search over classifiers/regressors in ensemble and stacking estimators [#259](https://github.com/rasbt/mlxtend/pull/259) -- New `make_multiplexer_dataset` function that creates a dataset generated by a n-bit Boolean multiplexer for evaluating supervised learning algorithms [#263](https://github.com/rasbt/mlxtend/pull/263) -- Added a new `BootstrapOutOfBag` class, an implementation of the out-of-bag bootstrap to evaluate supervised learning algorithms [#265](https://github.com/rasbt/mlxtend/pull/265) +- Added `evaluate.permutation_test`, a permutation test for hypothesis testing (or A/B testing) to test if two samples come from the same distribution. Or in other words, a procedure to test the null hypothesis that that two groups are not significantly different (e.g., a treatment and a control group). ([#250](https://github.com/rasbt/mlxtend/pull/250)) +- Added `'leverage'` and `'conviction` as evaluation metrics to the `frequent_patterns.association_rules` function. ([#246](https://github.com/rasbt/mlxtend/pull/246) & [#247](https://github.com/rasbt/mlxtend/pull/247)) +- Added a `loadings_` attribute to `PrincipalComponentAnalysis` to compute the factor loadings of the features on the principal components. ([#251](https://github.com/rasbt/mlxtend/pull/251)) +- Allow grid search over classifiers/regressors in ensemble and stacking estimators. ([#259](https://github.com/rasbt/mlxtend/pull/259)) +- New `make_multiplexer_dataset` function that creates a dataset generated by a n-bit Boolean multiplexer for evaluating supervised learning algorithms. ([#263](https://github.com/rasbt/mlxtend/pull/263)) +- Added a new `BootstrapOutOfBag` class, an implementation of the out-of-bag bootstrap to evaluate supervised learning algorithms. ([#265](https://github.com/rasbt/mlxtend/pull/265)) +- The parameters for `StackingClassifier`, `StackingCVClassifier`, `StackingRegressor`, `StackingCVRegressor`, and `EnsembleVoteClassifier` can now be tuned using scikit-learn's `GridSearchCV` ([#254](https://github.com/rasbt/mlxtend/pull/254) via [James Bourbeau](https://github.com/jrbourbeau)) ##### Changes -- The `'support'` column returned by `frequent_patterns.association_rules` was changed to compute the support of "antecedant union consequent", and new `antecedant support'` and `'consequent support'` column were added to avoid ambiguity. [#245](https://github.com/rasbt/mlxtend/pull/245) -- Allow the `OnehotTransactions` to be cloned via scikit-learn's `clone` function, which is required by e.g., scikit-learn's `FeatureUnion` or `GridSearchCV` (via [Iaroslav Shcherbatyi](https://github.com/iaroslav-ai)). [#249](https://github.com/rasbt/mlxtend/pull/249) +- The `'support'` column returned by `frequent_patterns.association_rules` was changed to compute the support of "antecedant union consequent", and new `antecedant support'` and `'consequent support'` column were added to avoid ambiguity. ([#245](https://github.com/rasbt/mlxtend/pull/245)) +- Allow the `OnehotTransactions` to be cloned via scikit-learn's `clone` function, which is required by e.g., scikit-learn's `FeatureUnion` or `GridSearchCV` (via [Iaroslav Shcherbatyi](https://github.com/iaroslav-ai)). ([#249](https://github.com/rasbt/mlxtend/pull/249)) ##### Bug Fixes -- the "S" vector from SVD in `PrincipalComponentAnalysis` are now scaled so that the eigenvalues via `solver='eigen'` and `solver='svd'` now store eigenvalues that have the same magnitudes. [#251](https://github.com/rasbt/mlxtend/pull/251) -- The parameters for `StackingClassifier`, `StackingCVClassifier`, `StackingRegressor`, `StackingCVRegressor`, and `EnsembleVoteClassifier` can now be tuned using scikit-learn's `GridSearchCV` ([#254](https://github.com/rasbt/mlxtend/pull/254) via [James Bourbeau](https://github.com/jrbourbeau)) -- Fix issues with `self._init_time` parameter in `_IterativeModel` subclasses. [#256](https://github.com/rasbt/mlxtend/pull/256) -- Fix imprecision bug that occurred in `plot_ecdf` when run on Python 2.7 that [264](https://github.com/rasbt/mlxtend/pull/264) +- Fix issues with `self._init_time` parameter in `_IterativeModel` subclasses. ([#256](https://github.com/rasbt/mlxtend/pull/256)) +- Fix imprecision bug that occurred in `plot_ecdf` when run on Python 2.7. ([264](https://github.com/rasbt/mlxtend/pull/264)) +- The vectors from SVD in `PrincipalComponentAnalysis` are no being scaled so that the eigenvalues via `solver='eigen'` and `solver='svd'` now store eigenvalues that have the same magnitudes. ([#251](https://github.com/rasbt/mlxtend/pull/251)) ### Version 0.8.0 (2017-09-09) diff --git a/docs/sources/user_guide/evaluate/BootstrapOutOfBag.ipynb b/docs/sources/user_guide/evaluate/BootstrapOutOfBag.ipynb index dd5bfa3b8..ded3a81e9 100644 --- a/docs/sources/user_guide/evaluate/BootstrapOutOfBag.ipynb +++ b/docs/sources/user_guide/evaluate/BootstrapOutOfBag.ipynb @@ -34,8 +34,7 @@ "source": [ "Originally, the bootstrap method aims to determine the statistical properties of an estimator when the underlying distribution was unknown and additional samples are not available. Now, in order to exploit this method for the evaluation of predictive models, such as hypotheses for classification and regression, we may prefer a slightly different approach to bootstrapping using the so-called Out-Of-Bag (OOB) or Leave-One-Out Bootstrap (LOOB) technique. Here, we use out-of-bag samples as test sets for evaluation instead of evaluating the model on the training data. Out-of-bag samples are the unique sets of instances that are not used for model fitting as shown in the figure below [1].\n", "\n", - "\n", - "![](BootstrapOutOfBag_files/bootrap_concept.png)\n", + "![](BootstrapOutOfBag_files/bootstrap_concept.png)\n", "\n", "\n", "The figure above illustrates how three random bootstrap samples drawn from an exemplary ten-sample dataset ($X_1,X_2, ..., X_{10}$) and their out-of-bag sample for testing may look like. In practice, Bradley Efron and Robert Tibshirani recommend drawing 50 to 200 bootstrap samples as being sufficient for reliable estimates [2]." @@ -74,9 +73,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0 4 4 3 3] [1 2]\n", - "[1 1 1 0 3] [2 4]\n", - "[4 2 1 4 0] [3]\n" + "[4 2 1 3 3] [0]\n", + "[2 4 1 2 1] [0 3]\n", + "[4 3 3 4 1] [0 2]\n" ] } ], @@ -198,7 +197,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAD8CAYAAAC4lecIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1K0dHAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/docs/sources/user_guide/evaluate/OutOfBagBootstrap_files/OutOfBagBootstrap_16_0.png b/docs/sources/user_guide/evaluate/BootstrapOutOfBag_files/BootstrapOutOfBag_16_0.png similarity index 100% rename from docs/sources/user_guide/evaluate/OutOfBagBootstrap_files/OutOfBagBootstrap_16_0.png rename to docs/sources/user_guide/evaluate/BootstrapOutOfBag_files/BootstrapOutOfBag_16_0.png diff --git a/docs/sources/user_guide/evaluate/BootstrapOutOfBag_files/bootstrap_concept.png b/docs/sources/user_guide/evaluate/BootstrapOutOfBag_files/bootstrap_concept.png new file mode 100644 index 0000000000000000000000000000000000000000..2d681cd623e66b09e2733a4630aee54b40486739 GIT binary patch literal 95557 zcmeFZWpf-|vMnrGvMgpsi&-sZhHkMeMvIx5nVFdxEM{hAi^*bUW_tb1oOjOLA8^0j zj;QFWRk<@)W_9f9U6HH8e#n9lU~yr=z`zhB#6=arz`m$~fq_dvL;XcSkcvKkzrY<7 zK*C^EQ~1Y!5560SE69L>xl@3F`38c4z5IoIkHEm37{S0!biu&5Q^CNnY%|;BdHnxVb#%1l1^`@KTo_zf7;NlK08Ct5TmVL905dcFUkiE%H)}^dS9)s) z(tkVo|NV#>IT+ZR**copSbzV=ub#e*lOrDq$v=Vq^Z7SVM>FI9jb!ccKWY6<5b)0# z022cv;6J|q4(0s^<(9KIGx{6(AOHMJy#KQNKd}Fa!wdK)_vnFXaas>g?L*;6L`Zj9*rJ>=|>@ zGyiKiF1VGh837d&pyD5C(q^^pJ-In8)$xD999xQ)_A@ z*@PBU&I{D212OK8Tx2{Z@Zq|JG0!?zyOwr`Ou8hI zB`Nfz=g~fN`eA{Dz%*{!iaNe2T=o5&=#Q+xgZPsi%%1oQ_hWmx>mYLX%!4@xyIz!L_{$HpKoYP zSovEgBy+N2C2lLJWEVTyvNAsn3$?#kY>xw}?ZL|Se*W1yJBf1KPKwjEe}iPDG!bdK zLpLlWPsRs;ld(WdS@Q=@C)EvxefyMzmLku9GrBF(f*C3FB(ad-#^Tsin2m!!38i!z zsNZuMhzBuP&ws)zf+Uea2N`*!4CK|M`F?4#wzqenrK+DO$jG@ja(L?G>XNMIK5*cC zVox^2pF}$ualOFR6&#c4Y_Sjv4Fey0friT!R1*MsPtr&6c=_?vxXw=6WnGp2S!^*J z-a(d5*Ceu#DXSs$?CdOd^5xSsdm&%b|%3mKGWGw+IWR{hx;8F zcbdA%7<#_Bwd9g#?M}26Uf!DfaWTPFmr|A^(w3H%S#N38H_Lul0ZndHf$B$N&f8Av zjP`Q8DV?@ZMFCz!M-OlrQuFV`)G!PaaxBr3DF{{`p0}{1A3#@JNE#dF+QV{_V@;%} z3!LEjJ64Q^LbG7iY-ewV6bcq^?kFW2B!K05*VpAM27fWoSQ1E5gJw?N){FHx&2zH+ zX}oiru8!&QVZs}^Q~-Z+^=Clfo@o1v>6p0(8})ui`kQ5S-^%&|!J3KJ^j5@=*D0j3 z0&DT+8I-)N9G2siV5a?A8CC966aj#oC9nGzwHIE*v(1q7M)Up(9n0NQkEosnUthxB zHeCDKL_=F=XW?7pNn5X_5cy`kpJet|gF{{R;xx-urM)zH?SJ@iwfQk@Wj6CFu2#_1 zHn;-gf}q!AABz3vK+$>)%IlS%BAol%(5!;MM9aAf;L;fusFUXLCq=J5tATJFNbVwANUmoKMI`A z-59T$j(=BL7Kf*`g(__aHGY&f$Y(>GR_HyY0&Rut@+rqBdIw;+;Kx=~&L_Fr`Obk#jOEW@K4R=hmmu zcKr;^@R&I7fSe!XavzEfG6%p|{SR1{JjoMb)jc$4`~9Njy5&OIBWnI+eCAqopvp=l zG~#xpA&M2FA!_=8j-72o3i~xn)>et3;)FE5l}IXagsagG2AkOCp3#V@m%QkzbAA{k zGXevHYWB)e7+Fcni+(;CHVr|8mKZ}4B8x9saZ7Y?*KgLF@l=KslXKQDsw{u!`?hq4 z=0HOhkmh`DL;*-!?GV?I{2GX+U-v`qKxA=k2bLPXl67KevI94)whOSB)j%1HtU|n> z#+;Ul8PO$UNK6}*MpCU7D(Z=fG^e_**)h$C9fn}N@o%WGDIJ>++#_I$7q1&fI`6GGcr^} zZ2g60ugoEqYbg*uqI*?WQ$r;EY7SY23n{6q^7*S52xrd)S;q#I0#~v5`3kL7iDOKg za{k^O^MsM(KN~zAoMSNAOiO5%)x#Vr*bA&#Hb^A+u``j~l)j@IQ}`VYBZ}Dbm|6m< z`1@e^8}mqvo>5A4ffmIQSSWfO=~Q;YJtroULnnjlYCVX}wr(f+-3o?Z9yzX2*EL0# zoAsC$0=(cU*jETh=?|^I>9JSH zm#2K`!D@mVSP-^Ps*H>!>fsvwd9ad88%VxM7lzWWfLV3B5(js6eiP3|PEsA<7Pbr( zO_DxhG-51(kODsHY2`QU+0Yr@6`RLczf)?6X8Ek+jE_FEub%<>P}`^H29SoWaIN-F zbagz#h~vZV+{DY&D4T0&tyrQFx0w`{?~QAGbilt)N4Hx^-gg3XD@bCi{fyY>zsTOL zP@SzeW0g#6Z^@D&DQ)9$IGxV#JTnRlDD8J_k55&SJD_Hl6(0`k53!|q zL7j%(Y2}+e`rYc_)8zAf1C5BtJas!tdQMX_8ABc6N`6cC-9>I%zj!m)mA|>DZ^@Se zL~|q|(m$y<1-?})W#-uw=wP?os$!|>Y8g92l{)kT5jN=W-C*pZ7JdbXG8!r@BSQuk z-;ewD&tMXBYz0169C2M3%l>}B$N@HG19d>i40Z{e@gAV7b#@C3Kd1=~E&whl;Z}Lh z%IKC+GPB<>p>9`rr6ocBZ1zq`vPg}yH|ZvvzRWRjn+^~TX7x=u+rtoR>`;XoW;3+iQgL%D!?FMwBdlFhyA(19-k~VVU zs-~zh!h?#zH(d;escoFbIIbgf7q=&E;$Y!^Tn^m&CH#GwL0Ls4D=l0(qFbaS7rEhb z`Rlt4VPuz=d!AUr3pVc!wdJ}?qHn035juAmB}UpE{=P1k9jLilXwF!sc7KHH-ZF4h zm-AMxPl}h+)BMj@NAr1fBDxo;pcGuGjWoRp*Bi@I`!0@t_0X-7W3;Q0z+>?`QN?Q+ z+%z+_k2%K%(;0l340bV=>_;*mgp(yPHF3rvne<>Z69eTSqnpNIxwkzznx@Ek$T!wk z#kV&7&Y9>^ms#C(d(CPJ8Hw_rZB72GFbPorxooRXFt zSsKu8`!Fv-iZHlGIwKbRbW3UH`N^Oa-f1}U9VT}wldld-emI&Y3kzVZ&BV#f5N23R zxjnJX$LVzjJs#^NdH@TT>OQxd;Cp%8XG@Q6x`gZ)51*>YYxlc$MD z9)wt%m%Pg<+K@j^VMjhWYIkVo&yDJJ(IEy^V1Vg$f-H;wXL=WUR%wNr8$in-JCOrN zNm73_R@yR>k&GRZ5XWP;J)u5We#NQ5l*psll=x(tS!gM&3QloPVzC@i60;+^r%iUd z{Ixgts7~Fjh;o>i#vW@blh;fl5_^=+;!v(u`V1({i$t;SPQ8 z3siI%7J}CV4VwNrMxW8rkg({y5Zjke6v#6?HHElei(k}QuPn4YcCAV|cDO7zT8Wsj z3T(Ik;8bY8usnEk<4m4xM681bZJBA zdP}$h0yH+--CuW0Fr;j49+PiIpqanuOY5lZVow_z713}Ft`(YTs|#T(p(AkQ8Mv#x zEd<%kt<-=MTtB|hFSna;IG-*1MV&5fB|L8S&>DcYuCIxRDP~N;B7q=7wr6ZrWny*s z!MjB4J0eekd^G7`)~+YHnp(V=mP7Io@i?(Th3l1Bs&otxi5FSxTqMY@LB^Ej98DC4{R8Z{meOQTqw2NMvS0t9TyHCnGgzG zwNa+O8Kje04LaBh3xK%e8MfBsqpr>m6OeOaq2z9OI$gLZ_YXZ1^yX5}^jg@bZNQglMVlJ?hO&e8vT=?F>W)3}-6`@i$n6(-< zeHqnr8R4@7L%@I-J1IE7LJiTL(h=qo9K1ach6YrR;13U~4%wNT77)da=%TTB_EYk8 z>65wnJQ`X_eG`O4tSi`)eHWMGj1e$F97r4{NRuB;G*m2;QFGZt?9ET2jAN`I1Utz}=;FDz1#Wrp zTDj)3wLCiaOP*tlwM5vpqOpX>LOnyc3f1sKyz);|9Yeg?bsz(ZEMT{J0Xys1Rf z7+$c1oJ?QuyGM|;&wbo9}R9h_ekh&#Ss_&Vbgl@AM{=I0 zxSaEu!Ys** z#rpk1^{sQqM5{2aaeJ83EUyX7W8PHv;|@Oi!3P5{8!Kx%&i@%85b%C8 zmlDc_74ma@vwv~DXI&&`rw)oRS@TaF@EzI9QNME~_f*7GiQvidg-mNp+ z=7|Aii+NlfY1{}LfIw)!{7{Ht_xlz7ACFILUbgT}b&FZZU6VK8tkX~6j~~d3pt_=> zwdQBQpT$~KTy}GR*~xU>qyCuPR?3Uv)UcfIe&3*X6wNMc?V~`_UPZ1^0R>6Egr-rB; zQWr06V4*LoNz=#WJ&%oYOn#GSWk*uYMKj-cNPi^SE#_0fa%5Dzm0}|x^g|rO5zm$g z_-7r<$y{aFpt>XC7MO)e#&57x`~P4E7|>!cIgwDvH1H!Ec**Es71 zo6DUQcdV&8ojd!j2i3?7&1-DD@pGS~>@2kj< z+Ix{B=eh5=vlHDr?2Pf!+vJLE9hEaLh<6=MR9$Xv*xnzukW+yhqWyMcW6y0rns#u$ zQ;-xB?-ZGeHlMn&re&S zr#n8`p;|YihETDB_{h&kU}1uw*Tol39^pN>)qFr42&_HoE-Y`6#TmjEyGJSyY1jTl z3Gwk#Nou?_mhGDaREUb++cL;e>8i7Ajj>4dNiB{&E5Y~Q$5a_^ng!1ePj3j%eZ7tH+LjI7z%3n-?=EH~i{rnUGo!l!kjLC_-T8ug?OK)8W2Yg>CbQ1C!`Rza-S%i?iZ-kl7KnvYX$h5m%OV3 zM4$oeRHix9M5t}WicE$s}v+axC=*i^M`DoW_6Gq6e>&wnf(5OfHVuUz?vlx`+O*&f3ufh9g0yreF&3W?DE7&STiLhyWCI zdntYvG_?Z03y%xMv!`8_zz0{t^R@@o43@f>E9|+kXF;RevELAQNDEsgBc7-N;!72W z2BtH`yiFA!IL+NJ#C_!|6w&&eb?Lg=VOoQI3X#f~wkt6|s^@+w((`+XL#adL|N|ox6Gn! zW~qNG8=)>@zjH|?o{m_Cg@=gwgJpre zLb27j6F+x?CLUa117ab{)AaY)@t$~^DO}gus zv_wd4o4$9Ei@wIJDzV)cwiPODl>{D_th3EF%m^I)^SzYcxj+mh=!(d8BJ3cO3sc{@ z>(OK<7GD=^0i}$_hko(7w=h7iVmT1HLJ5cCt`%WY;?VL;?4!6q8SoIuaV8w&EF)i) z3Gna#Rp1cA@7b*5H5bhh-$r-5*Qz^3!g?st0pV}UM1u*V6|%2c3wtoB6G<7e8J+8U zgCAcVntaYpk|_!pl1TSWZ?q7i;3`)t5BM#K@f1}Jj|)Mh-ybdRxb-H-rK1xlHV=%^ zc5xVdfKf?(BUJO>8fmE0x8HG3tieUN9xO9h=6c6@a&Tq|kI2k%KeX_?*_Cv(T7%r! z*eIPVfh;Zm z48FRwQpE55nGujgghojTotxq&YzEzsVkN1Inf(CEDk@)cglAD4T0zeqX?u$yxNTE- zcg-2yR*`KW(?bmkS8&ARKA!6orgl7GV?;#zO?bal8ji5P;vfuGt8V%QClCB}Z6dQK zA*}Q4_UJ)bAJ$38OpvhTj@Up}k}SrOSQcMZ7q}U2SzVamIlB_iaQLvCBN-btVoH7t ztv1#a{{9!+8J9d-sL+a97U#{dII`)lE?lz|*Xr+Nc6OciCQHQZ!HPFfjuXsr5ih;G zXar0=sw>YJnF6CTRGooOM~dMCUr&5cPvJyZ1In%(FbJrHtqhB$nxAz&*& zrb_Z>?8_aQmY`5cLD!5+eVxQ`I>$6XG(jf5Mw?FFjM6U<}pd$zzX z?@X{*Gq;jnKh=`no%`4P4nMKNZP%zG-2Yv;aG%;l%wG;&Y$rIu`-gRonOwbA-z|Y` zlZ$$HpLNN@ZU&Zn^EXypd$ZoglFrUit-*4q1!eM7djG{<<5wsDJ z3Gw8Dsn|l>qh(uyxy>~RG|lf- z>+)*sdAmSYd|N7c`1h9`Q8U#{ob>Z`b+W3LZz(9>#f0I?r7ECA2R|II>NHwqG6M#N zfsh0DPfqtcyobuWFZPA`?Jg6lNwlT>Wz4k~0j_7fKl-urEY7(ixVZvG8?rzXtPsU4 zc0J+HR1&_#n;yjrA2UIBrvQGri1~JK#5a ziw3d=>yXxZi_S@pezv1x%66dmB|YYP7qp$Ji9;Z;3(jaspHF_BB0O0R5Y9D&q0tqG zm{@Pd!`fLZo8B5inX|RrSDVQBiS`)j9z@zVHFN}bjVYm!kYM`#3OjZ@JPFS zigDWPk^4FF$mDYZQHrjBcHZt7lu)5qn3pi-PM+2d@*02d2X7=w8G{WhM+gNc;B|O;g|l~3d`(yRCD>|mfB1Bt zQFg>)4z=iY1*Q_KnzI&SzmBgHuWD{j0#Z}l+CQBB`k`+rsfCB{P%er%O75E%6SDXo zcv;-(i$|0mO)3?%Y_&H>$~&-VZIMT|+c_LW_}_!P?&LM=Y+8 zY1}q($OtI$o`=>VfZk)SDMU?RKAM32&g)-p$%F!u%M@FHMX7+FjU%pvhKoX@B{9Q! zyx1s>EycIQ7MLw%gT9kT5XBT#|GH`~+&;i6mA?P0c-OM&Q3AkG!m=b1)~#e(cL)eb z%5Tx>O83`xiP@gtL%?3GCw0HW@l}aB-Oa0IsiQ$3qyd#BgECHl72M$_ku7O&hT+Wo z2VXFKp1xK2+%qWY2H6`9<2G3QA(W34IJqvF$+fd^Jo|&g^NAnID&>hI7H3Q~caxch z8dGf|J@m6cTd@A(eWqIq?~mhnmZ?TLE@4i47%7yQ*69xnBA;f2$B%c8#fqO1M4a|) z+eW$5p($7U?SMKxmOZQa1{m{iuf*h0ZhdAcD)gEKpFMG_Bd%9r4R zBh9K>ZI^S7r8I9aLt%8p*BqXXrt(>!0tL8GE^ua+pVp)^ zw{fhkH+l!&2$c@v@J{f{>9QJ%EDy6K4OlaAmK%3OEdL~je=Fe+3uVM@)YKU`1PDZx z6i*82y4jq4yyBg0)Ztd~C(RU&>n7)z2knYI1aFVXe3yT{y8pBmi^ALNVe1Up)vBa% zwXp#>&t}Og*N20#;E)c0n7JYI0hU}DAhx0rHXZ&C{3qrz6iMS2)(C08VRna zQ4bsmNJOhAl!ycGaBx7SPDNkE-;`E%p@ z*67e0Zykw`?2u*|(Eyd~!3-v?34-orF;dmJ0IsZ^N9|1tQ0?UwAHL;KXdv@XSwQTFgIOQ$gP_4;lr=tA{egNkUEQte$?jl6`_*8CORn{% z%kR7;h*ITB<_(`VKvP2tlogM&@(>1=x8CU`QGcgBh}C)>pE^Z1Ti+%M;023bV`S!g}EZE9U(kGhl^1d^_hVCfzbL)>n!fr`sBHaXs(`5gG5 z$9}rv{KMqTY+lo=C(}DLB6dDszXao$KZA)&lVIxe{lpQz8oxI-TgCm0v!!-l(A{D` zXBO9O>g1K4+8SX6D|{W<==2iap&Vgv0c#bZ&!NhlBJ|!VjLrB_2DZu#rS&AyADn?xnV)NAhnFSY!KJng`U2jBm)$IcNPMT7cY#S{O=V>jaBJD|bY~BZ7DxS|l9d~c_E$0W`rK+^hY3-mrHP+aZDFhY1r22SZO;MA{L5Y6g_>TaDgI%+Q0AtfnE(Q|pn*Bl7$J6=#zbO4sv| zk=Ex(3~Oeeo1-w77EdA`+KzYMuOfjhe1!Z?O^&>Ng6i_0rQ?TQzoH#t%}T!9)?r7N zU1Qa{KR|135!P;KDFIH%nxgVcqSNy>Gk`e_?vvW zHj7cBM3?5cq4O$NYk6=w)b?|K#`U$7OTJKdnCb6^#>_EailsSSqd+;6P7wZdO#<_` z-Y6Tf>Gm9#PSm>+fOxH0w%=Zs6$|i z4y7Yl-?#1bDlIrM?F9{Z!9!~T(^RDXFp+Pyr;QZk-7E4t{S|yuH6egsu)T6POe} z^cLBghTSXM4nRi19nj_i!8Td->{^QYy|`KroL?a`GuI6cNuAFpFk6FZl&A$7M+&b=IkN zQ&d8Gu{Cw?y5B|IQSSdFnpRq108wnZM`qcv{{q)nd&&54wh|HEMTmbQdq}cEX8CMF z4Tb1|?gfhOZ>+>)bfiILu=CRR@l`g8W)x)@Xu9|f4TGEu3z$iVl*D?$GjI=EM$n2W zoo)JLt1%IPkuTojv1`uD{{)i@v|%f9vb`lb;=e+nd$EACZY!qd<@MT@)*5WJ8zCX< zzzl9U3|(B8(|@%g%9EdDyy5p-B03L%(Xkrxo3o=joIIur-kg?v5Y}ROdUbW+CjJBp zGf|zzkjDhonZIgv*zN8`QDI^ClHzp4^<~$W%YAR-Yk-%r;TwIkJJ3t34K?L}=lI%` zPk6mGNJ1e6#2Qz%3Xvx|1L~^LpAa@1As3H1RrebZS%cc@DVMU@1d|SWq2V6}%!mYv z6{6dzGSSwPNU1s?PWAQ@&r7i-Ap*^kSC)K#Sur}VT9e6l8U|JjuLGC}U^wm1zV}&h zC`3i}75UOd?GG^1K(d~^BWnCX2@FpP;QBd)!Y>QXetJ*Rm%jNGK$sAp9P3X|evrSK zo3gF!2h~OnxG_okd5y5b*?FmhfYjZL0Z!b=)hE7^YV(mdnP^#N3lg5N!(VHMn8H{j z-u6T$!F9L`7ZZ~`nB0WjVG zku=!E&TWveeRGAxtq+-+x`+Wvk3AVh9W~)x&(jP@kZq9g*I>9waXKS8=)1?W-g}nc&qu>1(`URmqOW#4{YK0N4Q_$L^d4c z86`d#cV6d=Z3EX60Dumpa@n*~=4Dfj4^WJ~e z|Ilrx+HUc~WTX8m&ug}04b0I3eZ+~2`GO?Mi9*(%&xSxYEo?m24b-}-B+C5W=;zI$ z6>3nVjBwfcNCzcg|IOv@Js7&F$by|n_?0JQx0!mbb@7;0V-Z@|T%YbCD`wZvCtNF< zD6Okd^^By!w1H}vXX|)rqrY@pgma%9DwE}9LjV)t*aD->Bf4|Ve_nHcxllUOQHgu~ z8WM4S*@t~!zP>>cZVYGbQEwef0|6nX=r_QLugcN&&kAoU1A4BwL%BMVPR+4@7s~5?BtvK7 zRw-5bRpjlvlQBsK<`_od(JWbtA~ESi&6IeRW9^*AZ1%73djEh5to5ka;v6x_rBNx1 zl8hwzWm@%ZN5N7l-pr91Ra@T?f1?8y56dSqeW|EZn*MkSy^cW z<*a;x7g6AXMF89@mcfi_hVA%O%J#TJ7Oa6`82mm>&|C|wDjrImqv$NM0)$Wn9K+37 zXM*Ntu7SVedCBwzW z$(2Fe&#^c1Y?|(a!?Mz~L;8_i8`v1OQR@kbi-Sv1_8i|IPv3%Q-Z|`0FdlcKcVP7f zIQ+8e=HZs>mY5I2xlRaipIUn!6ek*|;liHO@tE^4FVI{xC5K7R`^PN zXhtRFB{#yH$-A|EBFp0%|Q z@)s{01(#pvZkw9p6KixGC~4;`Xmz1{tKP1lmL$m{c{#xO`k{Xw!D1T?KTllg*MjI^ zHK7nh{|>Ku3rDric-+@TElbNw><|2trjG0av0={it>H#hdX!$=m+W2<^*p?5Yn*r7 zwi0{TIfd@fNR`82!sh6K^k}U}`nlu^;z9-FfI|HrjD6*SWpQv$SA_5BT61V257xuQ z^gL>LhC2sq7ecob_qGo+A+G*y6}$QfyB8rS)7?>s97y}=a5l5s(W7yIT$Q4dZ!h1KCYdmT27aE>ofQ z_soT1&ZN#P|yeHGt{wfv|1a%b^RK(dK#^d zdzEkq(oFjx$qX3y1_Cai+&Q9@9B9 zWPvZOHtXrUF`PYlPzzf$3B4DycA46({xmT7W)cAI6pp|u*MerP{!CFB?!t%m|kY7?Z!O_|_CmzY)iDkB* zPTG;aza>vD*EQhKjowCgORaEWWted6&UCbIno%F3t}Vy8y*O+tNP-ek9Nlw`wl3eU z63BcaY67=M$Gl8$p>;`ZB;#18k|AWfevbum{#%m4sG%1bKXTe>*d7^I`NGT>DpyGY zlQG&BNf3xzW{i`ZNVP=iMwWQ!3(x5QD^i4z*)cqI7OfzzBXU%a54s;O0$m&kHtxji zN`t8dmirn|!m?RzKOSD>&d0E-G*xQ4*GUwkZ#pSp_pP}~aMF0a#{Sluu=TgfbCy6G zoSby_BukNZpa$DOwn;*=)jW^-w=F#6$i+7_%Dcc6JS1ex#WCEWBt^4IZpZB$*yQ`U z{Kj699p!S;Igel#1J-c-)XwrSduP_Z6szvUM;D7#Ki{ z(`c|J*F|z0;<**+b(gZHfmKQ*v)k*}T(6R<);?%HhxSIFL1f3yE>%Ptee~G~GdO5O zQXSkJ%#vBzPkpYutm=BJ+{(Z0+Cn!9vy=zr_%5*&q>1rlNyZkgPA=-&B*mgr)Mz=rh>lnNiju=vQ1N?=6?f zY&}{N01r=0T@&3ypC$RN4XiUby1%HO79|4{Qili!g*@)Z0|mNZF)7H@N*)trLs1%3F8LruhB9vUXG^}-Fnbr;V4EvRv~X=tsLB%0Zue91^? zc-TkZ!uCrHa`!6T26>~ZZ5E{#JZ)Z>>-B|7bZ@%UWse~X&n+HppC=R_9HBaF;WXKS z*vAY1PZK-_3Ae3i1XO2a;an;m)NGJsJ7NXOQ#10&Qct{S8EklCfSaMeyk4!iL{zT= z4MNxPo-Aw(rvr^-pOo71%838<*uu%~%v$>H>Otdmw;dYtR(d35wpUyZ7=GlMhfev< z7*(A7QzQym7@$)|ebeYBC3#3ZK?eH;=aT-bwyTu8nwu22)!$aZM*Xs1Ft?rC3Gb>$ z#@9_FhHI&5kMBJ>CvbZ>5Cb%RN0trpebgHD4(g|v`{xM^S z26!!3)1ym~w3p#$(!cGs;lyLhl!*sZ5h@lFEjZpFzZ66_<>d*d@mjvYIa?h0p8bi8 z>hg7d&la-3^M1R%)emGp3md`|8MvU5>%}&NBX5zMUaz)Cb3AvTW&dCfYdZ~|g2)!s z%_Z8Da3@Q+arla!+(A~5^^=ctQX>L{9Baen(%@3&Keo+^Uj~tXfjZGOejD_@H37gu zfT@^?hI@?BpL}axKtU&XjrOf>F2@b48#B&n^4k1!78s4qQKbc%FTN~Temi{RY+_1M zOnA(bbj1j&rB?f3z4gh6s;2>I1*qh)|8fUW_3I2l6DX)yVux*vqZj#zlSUhF2GMuR zVKA6F&Y_iRafwGoOA_oOgRYCDxg>sS7BI0_e;|gibCEVo@|9{-wn>JB6^J~oAjff! z0162^*0~ggI$_FuAaFC=eK9sWrqm;bOgEYmBs1n?^9zh+(^T;kUQ|eJmA~7nLr6)C z&gxo-hv{f1#hR(DYuuG^y1%g&JUKNT9`dxt&6HmEs@5Ow zWY|?NQ^LyLWN1H&{<1PV*3-1T-^tgt^I6R;K~|qKNoC&LohHE)iDp519y*T`YJA08 zw0iz6PlYF~YQG_p+9& zIv*$lJl|fG2UA%6vWt#_i%8nw6lb8&VoWdtV98}GE_q>_-@Z|pxDYWcI!;fh^7i*u~Ym6(&tw+9l*)riP&HNj4>pFBT%-bYL-i7Cu* zOYUvUbsz77u3SnQKh@gaH;B~6c}X=n6Yh#_6Xb4?h5ogG`LjR0)S;}y^&nXz<;WJF z+zt3n3RGSw<|sX6mF;bFeUY~z)NKt7;OWkyq6HXw8Bci{9@j>+{aBPGz0v{Z>Ov(4 zkTuM+T+!=LB(drx&L#s3YdTTuX}fup*O>OAU>V6c1h{26^p_j5GI`^YWae zgwvB&)EQ4_fQ+Dt)NL(W;(r^DiLE5=ie1147o<^;n)`WEXH+!C0cSEoykUvdm1JVR zhyk>|lZW9N+1=hLShx&;F@tR3K;>I`QrcK)n7t9)B;Uw9o)Q(^D7f{N+@gnOd*p#C z7}1^+XrOQPO@j)@2vL$mK0a*rNkeRbRmSRct`A4CxPG5>Uy96iVI&o%vFA*ahvazG z$HfP<+i8`^J>N6aUbi!tcEn8hfkw6kgJhEDTQng^I&mr+r(9Bd=>i+}&HWFx22 z4#G=PM9oNqbx8thUXN3!5W6Jb9Ynd&Lt^zxk5#NH39>&Jq4jai_2gSEaR?m5gX)mA z3sF;erf*8pJ~ac3A2#0{XP~KB3AX6C_33V~@Eyhvz!)%5Q-wqBw^`LHxr@9f zR&)GN841Se5qg`n$lyhLl|IK^;{lr35C)z$kjF!qagRJEM$@0Z1yNSbe5yLh?Qh)R(NJlt3(yPab{D$uP75Ki;;?DvdC>H(e@qJOvRP!r=Ir;uE&d z%?7+C7$!{xAHT6yKu+PNqz?JWK`Y~%bQ_dhUK(v@c#7WdF`giTehEUFVu~<)v+0|u zHk6&dVHJL(@VRMEN>$=HQY#u>e&$ z{*s&D>gq0ZdXrBF3w=$#SYbwaLLKv1#j~Rkr#8HFb)(TVdit}|Zj<5FRO&txwp^Qd zA8$rGM#LSuN4w;8*LePhNkVA|_%a%(B3e`BY%)WyncYCwXN;f7E3;ua)qOJ~993Nn zTc)#3_O(UE5%o{B=}qACo#dPJ+$2yn98RKlqEoLjhf9!&@|Jo=Il=VuQi6EZXLj)3 zI5<_3-@bwbl5FB#c!Pa)jfZDwGAg6fw4`x@vfOf5GLKqjdB`&;oo0IEBMB9WqV{l= z9A=wl>${ro(R3`Hx6yRQqBZ68kLbB~wu_ykjjv3pe0BcA3UJq zQEz{0ac@a3`O5XY%LPuQ%6g=6dMXq2*|`nTa+S5=#M`>y=zG}9+_ z0vIar8v}Cu97(CRFc~US{fH^JE&S}tUWuBxEEcy~@Pz8}QN{~V^s9XsQm!`)F~35O zL?On>Exwtn{P^}K)VgK%Df&?ODQbX;uY%O&b77~|G%R{pUK+B4J^>QQzfu$A;;5i1EDnhC*`Gi*RcQzk+Gy&W@I>_}hx($y)ink< zV8E7&(eQuCCt(i4!@>$#sXyErsD;31+mdA-zu+}`M9-0NhGpfPb;TIzOEv}-Afe%#~_R5x`&li6CVKMw?#`%F=%b-bMrwwIlMJBDo; zpKr)L8Y$YBtj`C?X#4A!-O&EjMxUCsO$p9UtgEQ(W24*_m%{%e#oqUpy!s@eY$0c$xyAF-*a{!C7;5S$%fko}ji7#$0|)1jjU z`s7KK`yUb6tiutkR8AFobq)N?=*+)#$GCp9sNf(QzgCi<`LNl4L;v>rBOTflqMUVR zvE#qQ$5d$lfYOHbmHme2wj@)q zOrCZ}2^t$y?8))`>&pDlg3Qd!{O+>~j)Q}P3-yiImi#yg4NrPqpPR~{+L$??qK&yD z-9c@<7=_9Ua?HI`VR0Ye6-E0q+8wgo@%lr~o`u%$@%q=_*E9V4T>yJ~hG%QdNMSHx zw$AnkrYbPu{n1t$8o%_nPEMc_83D&a#YH83lMCyNWKyX*<{IIBzXyZFY69JgN=nKI z>qb=aqunUl;?vW=jIx-RR0&e)tyF0c=mCog$@>Raz7`ders3E+Q0o!oY2kkhDbIjA znJkLty@-C21!ZGlt^9X=H`y|D-HqiK(iY{Y4o@#W6NmJ?8%lr)dhPJ*)o(- z6`ybsyH~^@v=vY#q&iYkl8B=V$vBFaks_7;Oebtwd`x*1Oh<~EZy9iR_r&(dgGk&Z zI^t*1k<@&2q+rO|3nh9ddbxS=aiBWTrcn(Gj*|Y%Ia?WR@AHo5>f(m=iw>&*O|K87 zK}Q{7eoBL7%{SZoylLfrW5#3SmzfT44?pZVu@})Bfyl^6ZD6tBr_tc~c-k~fo-_%! zx9Nbm)92vCJSeU+kvHhD{PDlLhdZ|I*@}boys3J9)d^D5la8){sK2gmuDEdO99GAj zLJPPdyl#D@CbQG*EGcu0Q!rVzIc7kC^T$ZABl-cETE1nECQ@55FGgsy7Q_phEF*!^cvKKy{>e=lOC93;m=@i z(Zkan$0ASRi+AT^pu^jr`-K|7*#M9dYyEY!c>?sQ{_LX7qtKiF?c^aIG zA)7r-wv}yWh40ap`q8{&10*FR7Yj$bybKkAo4YHPwfzTswjRX&&)lZ+(a;flv5M|z zmbKF-&*H=9zp>hGMJIVx#FTQM&N}bCLBr6qTX!TSB{{r45TG)sT;3iY_;cG9tlGW> zPuzAVJIK!Lyk@Tt9098E@^Ev*@pES}bkdu6e#B@rh^UUF6dAd9WKCyjGe}eFpU_Xd zVa$6tLW<(k&<0lVF)T9_q(|$G8^HRI&Mia=U;2RXwC;phNG@$~S_l1--49F3zS*_2H% zbhpUnN&`|h*4Hf7i_Z$!2%9Z8i@PRBbj47{ix zhK?BeAv&4rN(0NmjfJFMWRqzkrT?CW{!7^_30}fa^38*MgrCUe%IO@V(UrFjax6+2 z>6!3UWz7@b?5L><#6jf$(`2Ya&MwZx-Wy&lH)4L2L|#i7^=7@}DfI#Wygj{?ft6N5 z^??{zUZTG~KB~U+rfelq*NI$0S30lWe!eAwT~YN*8(2j}u8hW$#yKrDRSj#WrIuU| zUJNW*6P1?cMt*5l1Iw|UAJve_sE!QN%i1AXpCI@0=ak`CW>OJ|6WS@{mBzJES-eW1 zp%#8FX@+dFR!Mk?#aL1XmWUvEB{(X%RKBIb*}*u9(W{IQUQ;b{W$B1Q*s(uiV5OzG zD49}Hle5X@=!Q^K#2lT=CR+)VHHDI3Dfvd-Q2fY8oWl()(ll_SK9WaDN-}-OTswt8 zrmO+wTBVY#4`fs+&4qQ2)H|%hQ<>)(Y6Q#i9WLSJLd6n!k`fZK>N?@+@DVKPk#h#8 z)rn*(*9prSzbnOQ1M5o3iT_YKq*1Z`b8ONryA_3p>a`oaIpHV8h8M>=(#s}`MK)n1 z{*HD+GK-&ORKk3AG%ulN&^E6kll9)w{IcY*U}wwQk-Ve=72483n>@{{Bl(!LY%w$W z*j~+Wj=7q$S@Wsnco`;+LEo02+#Ao1k;$Ny5{-aH;6H>w$@W<-)NPp9+?EPT zCCRTOY1;><^f}s3$Cc$<(x~L3pUcB>cw{G?{mF4$u6#<`z`FAD=!#8YX%(B&;$sE6 zq&b!}eXAtd?@E?$$x_cQ$-nv}^LST{Gh|V}B`#KpGq}of<-aYC&TZhoF-6D<&0c27 z8WVF^)zPYGu9qq3P;FtuJ376#^h{iA{YvZJ9uD^Wik2SH0_#wA7G3ePdaK3VLcgGS zSD>_H>7X&qX2!`%L!pNBZ4zq|%5k+v*Yp!%3&k#rb{>2kDq9va`!~!&vozc0k13n2 zpM3&_^R-JiD-90Dkx8@1&z@i5q_7{_9$kBW_G1^)w={L6kV*T`2e;R_U zi|(>>l!NQU(2y2k`T z^3{T)>@bsOM>!|bb+P16ab(MlT8eJhK~9p!9!2~{(B zu1tf}I|b!s#@(y7%gh zpz=O>^3R!`!amy;K8c&b9U{rxDlg}e$Z-Htc%;IYQ-hNd)0DrYujnp2$CO0bG2+B6 z$F4RFwG+fYgNIPc_H#223dd9UWOu1aDWoY|+U10DV@H%UoN|VhG;nSz4f*9{c6#|e z$&R8V@)HA6WRPbuf_Q_Zc%IKie>n-;QBDs3OQ&#d9&R*#tg@x@%$oExo^Qo8h=F`L zmm9SlF-St~loGs1Q*=S;2(RhfS(cp2!%7RtD+gu!k1T{q)CDQuA{&{hLMb|t%yXqg zIV2s0cXlKd*(ie?C*sQO=~7pTvFI#y7Ry93-?`A=#gzf=M88}bBno3@IkT+E3E6Jc z1rx^%@=s=26MxwqTTqvOl6X3Ql9VaxKXH_FNc|={q4ZyLhvnk(Wi5X$1x;&N3ny(r zqMVJzI>3`UB=v!SE%}g;EC=~I!=3r<7{@Y0n(P*+bF5@*k>r|meiF0%3&tz&+%|Z~ zQMR5u2$|g~^59Vw`}EbX*qQ^Tl(XgHZAb>9ofU@f#R(7jGkBz7!PnC;@q=%{4X>6s24Ay>Eb%2xS#> z`eHIXyxftNl!)IyTY#zWEJ5t0RMqelJv}D2oZDvOadP*5yfpYdtX*?hhLU(5k_%4l ziNu@3r(oUMBWl!1ViZSwNvjw$=Z_r2+r!_-@+G^GmdVP;(+wAnp1_A=Kf=-_dss!t z2u$&Ksf4n!bk0n}KR+zP_~*XEu@kXyO{|Oc@*oJf(tIEDB29Uzbg}f5^Igl@3`3!Tv zTEoU6oo7qA(=P_|-kF0rv;LtWBAo>3pcF%A8CNQ7ss#4^wFxf`pMjk_qu|0*tlenf z99XvlLT#+%FoPXK3!P(~4j3e0~ zouyOz4&se_-^E|6BH7wXS#!nd$itXCY6@1bI^>YDX7Vg^S39^H^_INg0h&&k*syIi z2E8){TTh%;UuSS*%e{HmI{LkX9jDI299=37cEU{t2lnjWf;-2L$KR1hnAJQZjrqU- z;C2js`wjea=s4>F>D(EHS7G^yKDn`-I(T>&9(d~wEZcp6y2G;-$>Z?Ry%_x-{q`JU zIVn1i!ltPt!(X`uR+iMPDCJvpXpcExeT#()7vP5<<|FFNDf~41Lwx+|V_5pnHcM#c z9t{l{H8Bhy!^o0nsnkS)ROOae80i_%rKiSW{PZv2>03@c^NZMuo}x=1p)L3FXSy|i z&c)dzRy-Cj>D?J&WCYFpv&PMtK6y6NmPKFU+3=Hehzz+L!-+d}crTtCGX!HN%t3JL zyH$fP{stAfD;X#0m9v#R{ru3ZQ$sBI^k;rfXP=r**u8Q+rcGXkmYwS(Ai!Jo@FhhB zak*tReR!4=Z^Px& zRY9{>ftdREhd6jB8fl3%Cg1xMe=IwX#;vNcwZ9%$Ig_W5x_Ee@ zLEHM+^y_MTHG3UTKhD4j8k284H4pW!X~2=&^6J#`g5sEii}jIdO-su_#qba`Z(9YQ zKKBXs>^+Nge%@xu%k3KK`7&7>j?~#dC%-v2V?0d@z17T6SrKz(6T$ zB3pjBl3g78Pexe_trd>?^*u1@p?7iYWE_&?V)5Fa8i(_9TVh->fp(Iei)3yO(I;or2q&$IaTq!I zRUC=Fg!oGrFk!;0SP@?dEoxLPCXd`)|1F<_jrILosk88vMh7UzN~01_0G3mLjTgOo z-;9=c7&~?!#vRwSX5luhn-hojVZ)})I2UsXftAD2rfpk<1p3puVufP~bLz+eR`8o~ zCOQ@YL1Ad!rVXkD2Ouf-JeDn4t{D8a{C8CJb45#j7REU_9vjxL#oowc$mI9;s@AB9 zR;^mW*TV^0{#k+jQEBXnZ^JLkSEEC_R){%%5U1nPP^lch^R;mk{3=&RmyYe>>5_`= zn>VtTaELwlH29VeK*Po?BsIcSqmp>>JT`CNgDMdbICFF#HtslppwI}WueC~_GO}2U znaVArUt-7|-1!%3HtLA(cRqwS#yyGWUf8M%fe0dInKg!iox^`w;xbrp>b7r&G0$|z zd;gn;3K)dX|2G$Xo*ax$*Vg993=h+jf@vnch>4KKH-pnIUKPrt|Kr23XwmDK|K*=C!R zsUz;(x)+mQ{TXTZH^KW8|G@q4j6{p(RhX~xp^M_>nIu54ktw_KVU_W~H>2_Jty8e* z>l$#1;s^|?W7Mc_2=MbjG8?NR<7g&RWTXCbau7|sx52On58~r7-@$EMC%pgCA`BY$ z0NS>##-3Z6>L8iXB%MWbJTQ_~Vx6{)G4{n9@%F1T5$utSU!R|i9*+z}*KYM_@JLxR zI)+8#VZ>6MCzdr&e}D9TXdu?l9f$8`E=T>!nOMPo?HfN0M0ltlag=X&7GJXBr1ffy zE0Cr#vx9@GV#2deqt}}gFz1h|h&#F#2yTU^Z|s2pjyNZ>+!Xf!PszVj>S+1$!5BSs z9KL_y1$?=DDg2X;VJ|9T;lTa~_484myD4g3OB&^%Q{QqGasO?P;@eHn;M3n1qn1ZJ zmUF`8`w@c>!EXx6Cv}R-<4V#4>k!P9lq$PvNk%eHX%(kFo5D$%9osg6-wZ`Fehk%c z8CbjQ2UMw17k9AIITX1c{d?bl&~8JpW$#g`bycuUD;FZPT5a?lI~9ix9>9RUHzK@p zZ)`glg_QVM{QAu&3|9fOULK2IR&Pc^d_3lT@($W|>W{zoLZCf?Pop%ky9fJnrp%1?2*V4~p-i(Q8(&`#~ z^UI&uw`&Uq^zVcEHM`-jE&Em4;?JMLGo3o3MYk>(@$8#8dFmua_w9-B&i7)+;V8<$ z5@#7{QxPnUkxb)En>7zVefBPTbZX64`$|lW8~A*((A_i?3h#ffO9$x*VUaSfJ- ze|g;T!V~b?{ST(T_7m1jr91F?Isw}ExBqycOSgnnh-n|p^CVh{&a}HtLyuk>o?92MZ z#<-Ha<6lvo(tpYZS5I`k>n7ZIlLy{^;Tv2x;uhXFV&@_~+bE#QyCSj^UYQ&*PS12f z>)zMm&U;&7Dvc}uTd%{wJ6m%~hXxo&3spE%C-amo2ViypP;0HIesEr)3aqMLUw($&(4OI9X{I2ihvawQegGqBg!;CeF z_~xOz5bp1dBz`%;%xf7%ES4UVo6xHgQUkL`kHjYnX5*dTS7Q28V^J@t0@p}MUb6`z zACp&J{H!vlDC$R4p4EV&BSzyFPdtWifBz1z|NJYaJoYLYhXh)97_p6VVl620Z1S~I zy>jpV6C+qIZt_jDKQZymacp2bXaRH4G}juv_rY|GeC2)I(5aQ7f$>1!29DLM>#Jy?6Md>14g`v?{Dg$77U&_v<0`1cpe|kTZ$0_x+^+kMm~VL z5e@L$-|Nw_S#5qZ&K+KSb3ULYR(<(C>PH0Op&_@S7iDhhJ&4u}AEwx?=CxAF`1J-(LJ4R7kZD(%y!^;PM=CbZ5gU6~4hv z7Qsup)7Ue%u45}?QlycQ#+Y;U0hI#~!RSZ$SAqG->3kMa7D|SZ#o^{6U|DROm54&J zBiwXOC|{`pYS4Z?xgH3pZRnCWHEm*y;6jA{`tRIze zN*`fomNn6RNn4R{Bpua=Qop6F)#u8I-Eq|aKq+h7=%MT@DT~CA>+A$r(SH+Pl{o!V zWCSG7B=6)Kf?<`6yheB>1o-%JDou)AvD^ga*d0PRnvqWtFR*EkiK$MqGP=I{3Z4d zXT|p1r92RPANlsb5hvMpe$ZQrj%gHa9jg9DJ*oa#t1?5l3#^ ziTB_94IO(o!@|j5W9{FOTt{Ho^8aV=IsmIEp8hYr_mD;)q4(ZAm+3p@f!@LVEvxv-d7}3GXE@knn-rDtUK%dow$;v$M0avwO1h zE|vT{clsi-sTssTP|CZQ>g1DAK#&?l9B8OzCMRLp&kJ$7N@X-{8i;QvFJXLMs@feU zJh5X(yl^UpaRljVhnk=%fL9Dsvq!39OJFe#*R^w2V9jP9wCPj@Z@)ShCr&2N5Ru)A z5|fvQILg?C^OvacHgxDyAKyRyCHCw-0|(QNJ_&M9x|oRbXXBB} zHq>OK5G0#!#L$r4ZOJjQm^=A*M7FGr8mD=LH=0Up*N%0vXBVqs_ z-+llezVbKP_G^O0++eb9^T8#haqiSbZeHMq28%)OCAON@*EpzVrzB(f zuS>AsEfg)=gyEC-7vd~8T&PI}<(=F_Y;-Ix#w075Vpb9PFBw$Qrm7v0Vz7z9n8!)iCF(hWC6f}FsGPZY0SW9s@=@|a z+T0St|7VfWdj0=%B}zh{lO-ORj(GO@mua|rbLN(#6v*R`PQ*j48=&0x78} zEY}wP^kPWL;<~gGg(WD6Gi9b^?y|{C5Cf$O4Ia&i(#uo`q?N;zn39HUUu`CxW13O> zh1bB+zh|IxzuWNJTnSr+lc5h{j)lv1lgP8&r4^}um7Lw$noU-lPPu1@*cTA?C zYB1x;iX`bwc{DmX9`T>alsEkpDOxVK(!rcKQ%^d79^c;e4H}OefN_s>K<$bS_;B3U zh+O(2YF6{di9Lt0Z0=TEO36f}hPBY8S3`c)U4p1>pIs}XK+R-;ZL7Cp+Alls%FGuK z=8=K1{olia`PDJ%?zXVYNy4f>*5PPWJlls7G`Itg^$1bRREklya6)Mg9tGiSk3;MB z;fs%!BGy^1QH=ltO){PX)7?pDiVka`%p z3~B*?22soMd4BtsgiJlxj=6~1x*s3Du@K`vnuvByDZXo8CFm+41ifLV2u0=?pFL z06H`7CM7lozi{_w^+7!`?wRgrQqu#ICw_vei{3(=ngKYq{}`72xd{o$nFy;>9bNl0 zfv5ZBeNEa;wVfqiiu_Aoqf*Kl<`F-GW0#y_j)WB&1EEO`5Vq{ke@ z5bi2$QKK4eZB`G*qYhyD%2i0CJV%6A$1SZ|vft7uE>5o&X$IA2XsA&_ux9H@Oxd&_ zzrFGid~;&a^L56#)~bo|om(R|_Aq9w*$6*hKU_*Uhb;F>c%VmD_)(8%6^D;4sp)P9 z>JDJ-&UN^B#U}jt+`EW$OGoDyU&72y_3&WVwra&Ek2|NAtzV3b&LOz1O>5+3T*9)= zYq-1d6#JSFhIHtPI*gmnkho0?ee!w`9FlqcC#~O$H^Nj`3Y{zsRjyti<3IQxu>Kpw zCUGW3Lxd)hT7r<0q8lXXhLT*<1Icv!@-l2pNy_V?+@IRDmg$U6eMcbnTr}3N`WIh+ z`aTxF@jTi!Yk*~&4zh?V9Ox+#C97#F84U8^8{);8hb#qX+g}fE`4^RH)W_=!cB4oC zq4?;V={R^`H|}a#foE<>aIcm`C5e+xl1@WzuJ+tnybTtT$d@i-n&XxLbbjfTvhZG6 zWa)!hdSW7GzxNIH6X;!|T5*GcAKDM=&ASvl{Q5$6%w+6cx)A}5>SOHFx8UT0wNwmo zY8j)TuEo_z*9fw+)DFkC?WHGj2Kqial7>^5+Ew`M8v`)st*O|&@feQpI>OBdxft>A zAaw0s3$bV7C<`Jx1>U~mu*oxFp)7lxId}|@kNy@7hxI}87Lf>!2*cxF+=+ER{E6ku z4j|_21*}>gh2D4f#RwXA>*x(S7n??z)Rs(2!lRyxT+7TeD+4QLEX3@&(Rluw0SK+= zj|Lr^qen~Nl@Z?{>ezYgUb`LkVbyT=6NBJq7mp3}5{lspnB*dj))9e*!*uMitKiCr+zN1GnCPnd4 z>U&wzMZ&@Zdn$~b%QoWUx0m7Gw;w>Y8o{X2pcckVXpJu(`UE?6o?%DL#_Hdf7zo7Hjp=i{kGQH~Ic=5fV z`1`|YSi9y3E<~Th`VHqWaO?mKxveP{&02$tiJ9tM@ro2qMehqgHSV-wMA}I_8jjDVe~N$h9;S07 z4S%hikBL*KA%i;Gg?cI~`Y7h@Ig1AeGiEc=55H~LgtT0a1)|Rdp9T4~QjKetT|x_7 zvw9SZNY-6t7ooGO<_(fV^d#kFB;nA3J-n*TomDOf4w1N@y*P603?ls{o=FTY>h8S^ zm|;@u$iX4%`p}V6s1Z~zzs%u%TUCBA59XwsOIkeJi zzv07gL5+~=*nQ*}dbXsef!lducAp8Z+m4RvYf4>Ur|6; za4#`csh3g^P_HFk9Z?gJ5q>7;~I-1qzlH0{!eUI2T#<8!!UvI(C1fS%DDdPZGB zG4{ow2nr8C?176s^U2w?Bx5UK+8`&VoTqV{#YhOE}PIf5$%a_Kn)%eTcU&zTlSq)S3cxXA-r@<|CPxcAv%Xw<0@e7Wm2 zH8l&>=$U=tqq~sI`kXy|9>@1bbH#f<4J~)nZ(EP?VD!c?&c|_~7*_-}sR3^<7fx7gmk}A5Jg*GP> zZRBIs?nBV^sXFvPdn($3sz%_wsS~jGV656GadOXb96y_bQ4{)dvZs*Qj72XfeeDwa zns3#*cxmbYRIe7G`kGH@Fed%>m|BudN=ip)tw`+BqaZ0|E7@G@>>WoICXahI=-eh@vIHdc-U9ubXh?fT(emp~qXoB}&; zh7F7(3Q2MgP%H;lVe)L1eHu>^vIcp}xN8-|ki{-}D z)?8w#&zxNBqjD3W(vk#7OH9=&?Ao;pe$8tmhDSO4@ab!6CuGyu1c;AHjE5?;wH_Tg zkV}Cp(4k39Y*;)8V|eVrmot|j*hh>$ZDymvz5K5TFtCNVb>#AEUGOi5P`VsZ0upHL z9b5tZM)x2l8Zlhn5&SYPMmDO2Dotv!+POHlGZW{yThr4njfx>d&3aTlZK@vWkPa+x z*&*w;Z;S>sY(+k_ouypv^7KUKTRW+xxn(~@Va1M%X!1aN>|ePBD>Lme@Ybd(R;t(~ zAT#o%T5?KA)uwe(qXlvCCWlLa;w7|qc0ud@?NsNNr7}4*^W45e_~eN%(0Ss02nlrK zOpKnfoN!L=XY%b?iu3rOH8q)wF4he=9+U&S2(V};2<-LoKK7-bS+ajV~BrfdV zkDoqYiisRd{XCsWAB`-^tR!99Ea4Sg0y~KHA5^P~hKsbxOSyIqsMo#;>WksblbrW5 zzT(UgdK+VDv}bXH1eK?VvW;w1d{n{hoOCts)r##c@=4mHk+}TfSs?(uNA)ntO)l!U zs)@tv({S`eJdu<@h!9tVP>nX8CssKO1MUu2axeIl{1ae}mh~vBPKZBs8o$rjjNbS3 z#Muoy7|SNHE2T3)R9_<>y%Y`IRdq%71&%}|RBlk6{jH|*dh9%$feXhk;FxP3kE}^k zawKDJVLnQ4HKqIu)4dcl^|e|&5~6NfQ(seq88=~gc%c0)9TXoWJi*1y5mDRr;N6F& zV8rVW@)!&*b#rZA>Z~RG*K}+ASml5;h44+qD{+%o_tssN9Lo_0dO*29Lr!k**VMI$?GP>va#F_d8_f}-id+1niIcqTfadjEpjAE&>6a2d;DbS(dMbS?22(^3 z9VV&gaq^ykMTIN3C7Nyv04REEXA&ybORVz+?D1Tpcppc_FIu^ z#<~_=`r~UJi*V~LeP{wP2Er!(9eD@`EY1t4ptJlP#BZu(#s~_XB33r>y1Yyd1&*T25p2ezz7qRBY*RgBeB8+U? z3$?y~3pJ_+@MPPI_;AW^=-N_Zuxxz4$Q-ykGAkh-tC#G?uqQ^N zNnL-;`|3|@*${>Bp^aEp-m^?n0Uom}UdkYv&42Qqj!O)YT<##W=ZUX5Tz2hxOAEB^ z-3(zqc0Ai@8<%3~rE%pzE`zOE+gQeI$}NOTj9bzsL!00yE~&PBuICJ6UgrGxF9tmK zAlkI4s?Lwn>Q*dtiw}j50$5<{w5dGe&Et|y<+|0;n@iJq^yb!W*8p+3w93WMkr$+H zHYQ<#w3jHV{C3l66W+>y^!_!V*D9h`7}6?x;^3}1NTf$2fH7ZrVqlqY>AzM{Ysd=W z(q3i|J&(a~;Td<++S+EON=Q44fm}#N zIB4izQvoNq#Yl0K<$T3Is}yJt#Pd`%3Gs@Lnj8yU)ozkUW6QxI8|N51vSHUbL~P!V zgR6JJ;Y2DbQI~{N@YDc0n-|M?AzcI`%; ziapf$!y>8;ivgeiNZLy2&_Zo3dEB)}>s;F3h4OX&+<7EA2CF4R6@nu|Vq=n`#o^Gv z$cjW3vRDsC8hs*Ta^QF(zgpnx%#|Yc!7Q#?NLY}PNgHur>tffhfklRDO=gF-y>7?3 zb3@fG0&@mA^Tca!Zc~;dOcp5$rQ7_i&ws(Vr%o^cIFnn6gHb6wluJWWMl5A}#?REm zYaji9dmnk3!PXhv+8@L+VJeVT;5gBezVpFn(c{+pXl%Q{i|+0QZF*u&?0J5sRq*1w-*9>01*FhL z>K_z>2p)u(!JyaC2}$7U3@))3#V|DF(J_ypf75C>b}R~h!C?$s3|0IPI5H!@JTX|; zl-;mZA1)zvsE_& zvF%JsfUnz}^s)q>p9Hrk9dZc~jUq5>-d;3l5KIrn0r)eXz@4X(i?S%S*4L_7m^Kq# zvQsS~`Yc}P_cm&c8;k%?d+gtF3?UK0@ZhYzGy(iNAwrwbWk#C1773=)4u>}H!}&}P z8ggNbwb_D527*fnb`Ih)71qev^tX^%r{YeD!IB>*l z+mC?SmElK^v@)EngH)g_J-!SVON!Q%zGlxsutJb04(*CUkb4%6>_3BGo@=I)R}@}} zBwK1X0m5dHPawq}KY{T>KEQw{N5a!FoAQ5L9UtLFqg7&a%=w?s8{@)e4v1bACR%DY z8Qa!w_y-p}tK&{i__rQCipct1R6JFVB_YwV76oR?7wxI(1k zzmo@Vhr^c}OR`wT98Lk2|NpD&*T6FIMi}kk<;#E8n58X4X-0&0?d0Nt8nx;cdO;~2 z<1{#X(R4=-Kw`0vBGtEVez(#k>lp? zkAb7RVdIM3IKq{IW&=B-R;@r9D7G)PnnSlFkMdmSuTU)pxo4ms>Nlq6S2}uuz?p-x z=~{4IL&iQ;m z<`-6)Lz!_!E5P^kI>-do+b=~IS7cRod4|`ihG52<(N0juI;d02$yRw@)=9M= zjkh4~iVLo)^&O$3cwARTsfuY~e`csXYH`U`^hJ7F$;MS_X;w5*CjII4?lY=_I{9CY zkPzei@^4CB9aB}CaS1fEb~TLPQ4lgHl6(35)4W$#hoiLg-%RCITa)J!k2SnoAMS+B z=CLTTH#RS2#Hm_@V1=;UkVo~(1j z3TnO}UJv;~JDpin_7bmBvQbcgr{Ky8hWu>dnHX6Td@F{W7{`{3g8Ub*_Cl)0aaT8} zWe66JXn7=(rty&q#*I5@Y~|yX)J5@8+KEVokJ4TexNk`&ZEv08Ya#}#QlQQ6#1RO+X;w%3(WDm>HqrvH|@iZ;HGFC(1bx$*2PG5lq@$Qs@&qsXi>f{>|r`M+u` zW(bW-odd$vY#Q$NJf_8yUl9>~P+VK0Bxf!a)^FHYRm2wK&@sSEgISiD?;0o$&6DAYi zu85B|A}CUfBBBNfExW)QQlwbf-cp#w9v0jsCR^>WVgSitQJ(T4sFjS+u(}p~O$4#9 z^cUCPY+-US%rhQc#(@HTU}|lf1o<*BHfM-YLzQ5o3}1PBo8u80|t(Oy@7nJ=(q@R8k=!Uz4I!pVDuq$n`!2Mt+|DT#85|6)9JUHYI~>vwV83z!l&EM_`-7ll**qQeU$&%op_Xg5VVS z*F!OMeDbsqJRQFNE6?-c%T3{=_@kHQuhypopGH&R(#Bl@f3!By1le}Jm^X#Aq0V|8 zf@)_aQ-yV%lr1X8`aAMl6ps15l40}0rfUtCNwy>wOk|Az)UR22b695Cg)XIxysIbu z9f75;1vVer3w-v^>nRxq*7ejHQWuU6=0`hRZ`G6URJrm1R*CzeIGgIKi@dek%5zBt zokY7Y`d9PfNi3Yi%(*d^z>Paa1)sK5q%Uz4g=3E2{91=^DNlPQ9oL1Q9dYF$v7YYU zCfZz;yIqUh6I}ZHMSqKfub0)!$N;0A3ZKKMP)}||a53>wj7e?6slQ|Gw*Z!QrI))r zU)o0gSG19j?yeq+M%fi8%SD>;ZcdvHLtvUGOJ&TT%eB^S@?qgD*K9?bD-Q)0p3=Hf zZCSYO^?IA*vIS28E?KUZH{7_^EOL@BBh01Gi%&{|SG0^?m!j{F?jX zzY+@K=I*X|qjSxq6f~yjtkqd$si})&rx+jn=SJQunIbN^7MZg6VQ6!FMRDo(dR_7> z%nNys&&AM@;~WH+A2&Qm{}FuBUnGR3a2GYbWL|%B{5pJ7F_YLzu7*qc4B^TFaF3=@R)6`t}~&hJb)TRNEP*$;cG}EdC|&?#P7V;J%~SxO_YI z?{3X4>K@uI$}(o8(4>q`q)Qvg;DB`ws3kkjbmHUV@#?Fu^1F8%5EfREC+bt_mxCgZ znh4m$OY&iEz{lHHbs{nFH1CAUw&{-ucX6spV2TGRgC~ezB0fJqfAtM7S#~Ndu97OG z*I$0)6XM{?U`-Eqe!ip}a7kTs+EVx_lk|*qZlRYCh>IdEJs)kMP53DB5%KYH@aCs| zT)6vCWT*UO#Evqeeb!23M7)v3wRK4}SbMJXQFxe?d`a<9JPt~+moY~3wz(L8k+Xg` z$}(WJ%K!jC07*naREWnlkrC<7zWji%$h~`D?X)M4IVsLW$VV5Uglc=8V1(2=J*YW zPZv^A2#Nflv+P(Y4+T(^HL@EcCh>cMYQidB^YT*%!gyu$$YjK^-1Vv$Z*nw9j!7SszhV`9?p*%#;Afn!hh!L7 z*F!59buc(!aKPZeO~?Tm5U<5#?IvWcLGpFL0b}}b9W=s?R0Z*38R_adaIFWHYmM*f zIdpwOxR!jpmbir5*BYM~R)%q<$@#U`tJkuvuO%+w=Jh03h6hWNZ{x4Q0fPeu2Mi7v z956UwaG=aMAje-^y<>D`-L^GcL1o7_E4FRh+_9aCZQHIS72CGWimi%mJ73N@@45H6 z-`_Rnn4|Z;R%@%Zi9RsDKD7Veb68G&Om&kH8L*`P8xY|5dLDxNpX{Fhrj7jq3-MPS zf@ST&`uDW|6MzL9kNZCbd$t6y9D5jQ#(w2OaQqX=SBil?7Sq3I{{st!5j-Y@8W!{X zH?#j6V1T6&hWIaw|CeGi0n*B9KWY|iZ}6{gMb)lna`J*|^TW2&gZXG7qqY+c?6iA99?tSV zYS{JL3BX2X*l%?jV3)vBdoVXO8e!c`eY+>v_uFJtQdX|D+29%&9P00#MB3*)b+Ai8 zJLB0iPU%iunCyjzk8v59oIp$Rlc^eqs+3vB(>{yO$SnRyZeCvIUg@3OjPYWbQOkmq z%phK)4Q<%pkMrLj5hoOWk`U}5V=|O~j`QWjY7MAcPn;&>LFJ@$(<*ksBZ575Ea zUeBEA683z0exc-bV8+&H)BQ6#+FKNzf$01~a+di!E>%mU#i?tB$o{}&Uo!zd<}qMy zbTjK^4IYbg9&jM(3;bNjPIl50;slC|H`p%0`}_N|>uBLXq|o6GRja}uMF_xFgp%<^ zfh9i}shr|V$c2Y?b_OmyR_*!siGJ6Y|9q1_se~`1Wq0`pcsBxU4I?DizN$9wFz7lbBw`)I{%W1i>=Lna_NXW|@Wm6cr ztAIQ9I6DnZtXTOG6A}NRB$lHyEG#YTZfR>X?BC(94SG!EdhqWABNyJ!MOa>(w6O_`<_oQUwCTCv zZHEJszGvT!?FFI6%^?84KUwT=X$R!#?ygG6OVc-li1E)>Hkn5tu^&638 z2q7IWO^P`yNSB{4B-tkE$Vauz z#Fuv!OsRtPWbL_hqT_BaPg{w#u{o}XbSy>Vy4BFa1+i`IEqN}9Ath~Q5VelDbJB{Oni?5g7R`rga%V!psVD?; z+MpS7ta1ui9aH@gEk$;(a#9R$DxkiuEkB=%YlPHGmt|BKiYWbTc>*KnSjP!`YBiL#C}AH$dXC8;2_)N1furJ zh(ShDBp|XS2qKp}k($6{?bQ}{lo7T9r?|2zGF^&X^|N+(q%lPV<#Z{fOk>uu-W5Cw zs;RH=%3_Mui?p}yZe2+iL)I4+GzzTfVKH6fC3dBrscn8u^>yLS zKYa(-Tx8+L)+>o zh^&`VrIaA}FB5;I0iB<_JJcL=v_ILVj_!%+)JzL~Md|}ZOg3svQHRanM0!`*D<6!h=atbFX5j1CI&g zcY5?>#W;8Nyr7%H{#IU@eeGia|7%s+mhGAil}@3_72Qu-4J*bs_=LKKHit%~=%w$Lb0puq&tqC{Y*VzM;KMIIOLLU~4_)RF*(vtQDFuGPPk$uxC`XnwT z9rOB%QNfqA*Le*rs3Gb%8;yAl-{gB$M;qI-q~Cx?Em`i`G0x2C)wpR^erz09f46(S z&}$eq+k6YRHz+4GhD&kp!hC3(F@^bA8O3|555K>vbLu?rp7S>~B!s%O@=8(y-HS`^ zmaBv(rDb(P{yPdSUcQ=^v>R!W0H|2_ncm>a2Rz;Wg=zlVW7iy7VV@ z^)zt+CQzWUBghAdtB8)L&?22(l6GdUe21e4%_aAqUb?*3lQwZ;u*aArVjYLyMiW-o zMsdBp0Tteo%6c;`BHO-O!3+{t^JhLSO--gcR-HM`<)1qxyr(N^EoyOE_P~1AdDs11 zxV{w;I$QfX=b%o!zhvDa$OU&SM7zclu2CRy=6 zoUnea!=s86r%7@~&f;>wsR47>L9Ld?+C|fbFPKrBj56pc>e7;hu*SeR7ODf2m^`K; z2>^=KA+vIGv~y9mtOQXr?gj`?PAd)5{5sK>C6fwNpHV}t`j#Wpb_Gk@TfQXtb;lrK zq>R^g9M%;pcG`|iX@lxUR;Qxp#qu#C!5^942AR}Hw zTqTSR`3Fy8y5!ukbKHhsVcs8TuHeWCDw0DHk``Rb*E(hSQWsb_G?HruroHZkRRXi(E#H0RZh+MUo2YU|9Rk)1`Kjo*F)e<-$jmc-q zQE|Ofb2}&#oy|B2Xj9uq!p9|=?6)8|e)qu-KU54E#qvfJTCwl+_=7FCyRsk1yyAkr zIt?Ec|Lsd_K`o3Iy*~OhzMAl~UlH-g*E^`_-g2uNO>5rqSRLEc+4J5P9P`v{s`B~T%*g(yFN=~=T@txCsx4hJ zXf_{i^iiUHUPLv1c7VdSPzprxz=vfJ6x}cX_NzTbkW4No?3v;n)BSs)4OXJ-+ew^$~#+Y6$=Rl}9uN5%6tXD!AhlqI868b4>?i#JotPY}v&y&qCQ3>S z3hZc{9lmY(!=LWp@iHK~wnj}*X0M0~fKCqp{^rT%^2G+^P5lUj7UYpIyecp&*y$PF z<;aK|;HjiX1I(qE{Z#!O$r<@xEJqxS0@_RbSy#_&ccg+UrwBX>a6q$MNGW?GA4`%g zPXbUwlfcIC;KCh+AZ&g@>iOQ2lF5I-`qF9!F2I->&LlP07@xzdf?=UL^$&JPt={+* zHHZpo&>DGAl5?Z+)9V0S<>gVdvA|gZWkabMM6T`{d>^5Wm)nK9I0z+&3A+y@r<#+1 z^CL{Y%Dz)xTQezreoseWM=V!zQ63-46KOA`L($&fl--$bBOhIQX%T#b9HEYt2(4c` zICsiBQVJ2S&$PLGK@bqU@O&pWV}5e<1j{Tpd%z4mdgF!03{qE*FPQ5)@<}8w_#GVi z?ZFIiZ#hrA2f8^9W{7l9vl|I@v)etXutNSx#7GLbz@Ox3JVYFN@Itd<`>imPN&D?j zi;KH`FX=leHCVl_2MU6Gdf=}XSbUPxh+n(p*KWB4CUme}x~2lxLvSr1H3IgQAU>Y=JfpDg zVI~oqrqO+0U^ma-hq}&<-kPemc}zJn&;Kox|aB$A4qrk?O<@EtT&K zz~EQ+m*K){DEysZXW>i*+wEscDEp!)B~y{`na0dU%sho(^@cm!d%t!qkiArUIW4Lx zHls?zWu*>%g$4YMJH0;}pBR8b{*XHb6KinYMVw@Xv3zJ^&>O)&eYjt2&qfIsbH?uR z3<_D;p3sD@&4?kFb15yq^+?+uXLbo`_R3SS(g543n;z7UfufpL4&*B=UyIg!;nF1{ zk(PaDWG9#2aP#m`j^*sx*wDFdmtBi7A1Egto+|NFboi~d-BV?)-s*uTA20jWx(mF` z`O+U7iLimO;1On88+Wr4k6NvI&>dPvK*Gf7ViC@{EJRr{bFc!dyI$t|8?P1DcTTts z?nWUSCEO34Hq3SeF~X@{C{@cvMQJ<#tQhtCDT3u1e)tD`tE=4!siVKefSs62VHFu{ zA+O9Dr(-2>HLCzEzL{$OZ zV~__2(Ac1~udV{a{21Gf?5R7iwxQd1MYK=Ot2Qz(2FO&v9Wzai_B}{V>^wT^^3_=4 zTHpN$x2=pBH`6nfpBL&dl{nw^Uv{&vacIwH@@>KB;6`S3MjO!V&Y4sq=<9y&qu~Z= zWxFF%+rHwCr?U3==`K85WR^;ZIKy^TeqY}>GT5Pf0S<}>XZZnr5HZXcltGaVj-lUA5DOnB293h4JN#xF|gRXs;h||Gzb)9 z!dY8ua!I|N#pjSFJkS|l$&Kl!7#BZJhiR*qA>6s<;)138uI1<%fkLr8^;_!$BIuj< z)v1+huBkDFnl*P16A?0}`t=fh$x01p5$#5>-#7lZ`{#`ktxDv@Gp;dzZk*wV2yq&S zb~f5U13Jb6U8$Z&f-b)sus$yk=nF(l3FCS z6xO}7M8*JNywAzO8*PKPo0|iQsZ$llK&#aW8)lDwi3d*7+AZ<^ zx!N?EyXyb+8H|rR`NdI7{nnXjp&dU|&f->}7|g~f!b1&ixQ7!9>dC%6>}s}~Del`} zgCUl0QZCWRqD%%YXP#e{L{_oU1U1Av50cIMMC{{bMaK3Us?T%kK`gEt2Vgnmngn7k zl#N*)|28pO00e9;r549E{bfA7gmH5}ur5J8s5DF+15LeBghdi}MQ|eEg_NZNQ{H^R z)8oJ8)ZCoG=zN(!6t|VdA(Gmlr(;JAN>1BT79Ha0dir3P@clHKWrN{=??9M(V?k0S zersr<8FbtpNG1m%thGcdQ|XITz8H)-zP;M@tiQhI9%uZR3sr1(v7>|?9=BkuPTO3% zIm?{xkmrWQQoW?w(}z)m z`2vP(qZO1Zov@kX{*I-+jx4WjfvYX#mw~8c3gpsGcTbXASiW!_`{L=WeKnhf6wdwr{@xB-wl^f1_XFuDJZ6ZwPfq`M zlI!FtUz06ffI(Z}y?}TxVHL^qm!*LkvJsKRdEd&fry=>Ly^U9-NkJtDB@HUt@q!Lv zT(^3rx~-GbNI{fPV%tZ-3LQ^udEONaLbUZ~Nr>mYsM1|!D^v#~6u)(hG3us(@6aOp z(7NnCzuc$$n+a_XK`OL-A!2zp0S1B>Z>Z7e2t_?;gIY8(;{;Ts;`zh93wRrsC!s0H z`PY{_fo=zxT8f2r^h~o)w1T;{^LN@Y(hfmV&*+AOTnpE;!_5W@**FT}%wt_(85FMG zY({wna$J`UdgC=xV`vU(x01w!(I5n=?h?Sqn9KRUdN>^O;i+x zsdR7UCo)!aq1mSvGu6Cs+YstJX4DtnW<1!e6=6Spx`ZK8`kcbOP(zGPGZT;&|FYAd z=Ksy|+Zb;)a<#Nxcb6A`n!crhh@Y2~ADk&lRqXy=jcN>oE9W&L#d5I-oj=^zx1*84 zaFgsg)8THiH@!19?bh0 zjS&ti#fhJUg2~r!D6s~d;f8|N zvU_6QwQAl9*t75iyf2OeoQ4)t(CBc=9Q!dS*N~b!mJM!}S#0OjXp@~U=Akw`?|NxB zw081ci}de@c%dEVyL3)m@2)_`9ErrjT=hxUr`!fvT@Hk6y_v|%8v{&2e48q9}+6KkeeetT=% zNb0zaJ1sq+0e?S3KBg088wB6d{ZF}&$@=F_>eFH5=eAP?IF=OCrO5BzkxBSOF`e!^ z*M>`1@}W*1ELVh!Dyc-Y7b9oA6kqU4FEuh=(r6!k+Ce=T!%UfwZ}szAgAP<-T%TR~ zfIJTykEKNdQMzkW#7p-%=>Q-EXCe5_HR@I)T2rF~)|;FC4%E4Y_5|rZX`(t$G+#8n z_)rByKXw@M?Y?X-Z7P_FrC}MB@0$v40$pJ#z^fnuoLkx}YHO}Dtw_A^W#-zXz+@W7 zQ?b+YS||^@XQ79Zvp`&8cCA_kG6EHSweDzNHbP!Wo-RvXzo&`@Mv9SOP|{^@6p;MAJFA$NazoEu54L$vWQMgTxc*v#)f-i_I(MWHy@Y1u>)>v;aqX`G zOABw=M8qMVp}OiBN76cA%8f13`=8&X1HVuRZ3JZ%ccIhlcW`%FO9OlyP5h3}X}I5U zoxGhyd6Y-yFD{cq~b*ZLr){9+=M%wgfZ1Q*L%M?4Zc6} z`vLGVr%cj9uLcUtt~aKb8JmvL?@sQqcQ}+~$Mrd1AFdwIW1~kP#Wl(J`LCfsN~2WU zl4ztlxxBm^Ip{j0s^#OT5`{R%)VDJ~CdeDed{$~;kuXy1ILoNZ#MS!z6cO~d$KWIq zH@%V2=OKZ&HwQta~d16e$N#pIjO@ObSxl9^+eOgp-Ega~rD z5~w6pBDT6JkXth-GP9*5?$6*iwoJ&JJs7fIE(XAv+qzjs-&Hg7H6spupIyg}+dFkP zls12onIdLDe65GA_teimovF=;BF?qzjZ|vPt*m~tbU|`)v9L#)%+I@BMyW{UnV~k* zLK347vpM_qa>^l|4Fvv9j_+E{zg3(PK@2$+hB(?u>FRbP60pI|S@vuB>9d>S-pLVm zbupt_2|lD^Ap@sNYZiV?@_p@D(1ph{Ir}T^qH-qg($V2^`kM{E`}w0l=wDq)*nB)? zf?QCZU?Sz}jUW*Vc2v&FSCc?lyCm6r4i#5q*2C8OMh>;4h8T_l9c!Fs`1TxbNX37K z`KNnOVo9z?Q`J!p<dV`(dIjJs1fo4Gh@~K#dU#nQlqws z`3lKElj=6V>PZMg4NJ`UvoP`*9lo8(LJvO)vhbxlK;k8H(F=Pjc)OLiRgtFHg2sD# zG;f+dh{>=o$W# zb{~gj`pi;Kq05;;$<7N$ZT1m}XWtXX$UAdcl~wYG%je1%cz8GdU_lz8M^cj%jb}de_~~Zh8GOUaj_n z&fiV4n|Sx+AW!U$4x7Tgq{}H}i^BRv?v^agbZIvG{6?2@Zqjg}sbh0sYIy3Y;)Nbzsf) zGeo%<#iD>?4%5CzlJ4_^*_C=awtWU90@Vk(lY^!?8$N0OI!PSus zCQA|j{U8XoKt}vfk2fRq@85Xwc3jww#g#*aEFq|KaWrsr(H?Yjj;#k2t|>k*7fkDq zn|Mc_o)|n2KiOrxFRae~`U+wVy|(VUAEbU>{RREGYL|qR+vmF$MUy$+CuKHdo5g8| zS}mU*?JplK)V;>N+Z7wKeHmM1gws!C%pCW-J2^2e#Dw`{aJ&Ea*>qf!SZa~A6YTeH zrA^%^!;24XW>2g|0&p7w@n?bsus@tAUKgFBVbXgygoh}el52PJ2Zlq<(sp|i73m^q zDdPWGKEeh#$w7S%QYZgLjkNXghJ&;Y^lbHT{OsXA8q|y|UALY%#_cRhy&Ap={`H2j z3yVQNM2X!d$Ffz~*i6bNtsxGe%Pc0}ZVu+3vqc-p9PqYx&CaFq0VS}%KS;oJO~@Fv zx25FE?XQrj)251@r3a0GTdjBW zd?PoX*DdSa@eJC%B`~zzo9v(>a@$3{l5zkOInnYK9%`(ZNR`D*f49t?#1U2qtEHMW zv0SY)HJZQ3C*n2B2jG}u-G}lB8=PS=s>oh7ru`%eHd2uscuR*Z_t&cy1c9liNlDb! z?djEMV!oDx&zJJcXu035#OY_A{mtw^c3h96)84mPm|;1?-u1vES3QDx=*Ip$ckZ}R z9lf2A#5T>W({u+kU2M7W@WQLbfN zvs@JGX;2Cw%K*Pd#QR!|;a~@?xwo`9EcPbyc=s!Y*_8c{FE^_Mq)tAiN&k29@NIa0 z-g`pCMZ|Xi+s=_0;owtrN)BP$!z_q4poBq-(K zUEG(OO}Y6#?MR2Z_(9^MxSejVdrPXxewZy_(`YuN9{w7f-qH)-+=a+`T{4KFChNbWPqZyvRDVxMZ(EOd|lKsf9`*pu5MjwL+JB- zEFSdadBq@<_IS;cVN!3gK;JjaKP4Vl%=~uBHdyc4(6=QQeSNsIV6IIJn*p2{4hy&4 zTA(-0bI1Xl@!;$<)^^%!O{LhWx8TxRitE3wieh^Gb#!|P%vKtGd zZ{u%1xv#oDJ)@#Mh|8A}BP`Nq1v2kxZdj^50eOt*o-Q(7ryH%UzwTFNg^1(Be|oOU zD6ZuiCYRB?GNR9%TrQU3Pm1CV054^Bx)5XL4(S}oguKNFqptwEExrsworn22t`b#Q z>~OK&uQ)}t>Y)O&l+tXo?#3x}yT`eeVZ7dubH1E@DntG?;0|~^)4l@y zLEvuG)#($<<5b~DlxuTf3w7O>Y$SV%+Z8kT7lH_6`t4zKa!hG|34o-#TA+m}VEoqF{JF zUkGvY{oEo5DV2DQjh7dPkhN?p(tWB7aw351EYipW8m*G(T`KR2L1bYnQWUvcyD>9?jQ^RM8pL^}`GspNMC z9I2d}NF_Nn_#E!<``ekx2}zhR>FyW`nN3STQ+vB#UO7qZMY%F+F;`rw+%9$%Io$b# z`xTet%cjxn{(!pl4(@{k*bzFIcO_M}79HgAN8=_*ZEf*47%WD|!#aPJrHloZ1M}k3 z{1%1{uTMU0a%V0EpZIQi63#RQs5F#VGNh;C|6p(Dx6&f%l7?;KJ}|(m-*Yp&+&+%g zI38YTj-5`Tt;K8Pa)mtH&zqxABK=rgrU)?3lE|PDU*l{yoUNAskz+VKDrG_AS(pt|F0WOH7eqcwddyDsw%`?k*v_Q^4#o@ONZu7Gq zmV+7GU>e0}`liXv%?`sF*{Hs(!7{>=2Tb+7!XUwGd`cu`FK!g~NwqA@)z>$~nyLvP>mz!g|T0r zLhJstX}DvESCN(Dmmc$W5jGuXv-KjHuWH$p57t94iTJ{64^h3)j)E*g zjMf)SPBwIr1_GA`Ms7X}LhFo2ls{Kq$pffW2S;ADN(u#4{d`yNu|lT)MhtcKzvS5D zi(TEo_Y22%1h{lQZvE}7UC$*11B=DbUztJRkGc2#@OurJ5*zfezMlI%h&fx|2wLcj zO+~!`;$P2mRIi*76IO!cf2`*l026);343=ac^Ddpwv2?=?xGBlQpYeR^|lhZ7lp17 z0a>k~LEE_J3oRl`%W+rJ|3RDTl(^*%=o{lrwV6q5fzr>9aK5f=tQ-q%; z^Pwb5+4(x?l^9osrWl{!^r3<8PkOFUsut8ox@?kW{I@Mr{b^T;rQNZ{<>hlfxj90k zw;;gr+D`mW(ZYg286UHV_KgJ=I|2Q?^+h?G(g4A=$eN2Y5)xKVeG2-PmlyC3Z`$v| zGb=;+2ez91F~SHNxM&bj166981zFvij7*SW;d1I0-p(q^?+2*%mUg1wklBCC6xVQAghGt4rd0P`oI=tZIG*KoMMs5 zY1J#>4GB?AurawI12afS>s$0_&X{2dvrmlfxd`2-ocA%e$ita`je_ktCM<}d@T`67 z9FAUdKsS@-m#d>GC;VWB^A!S20pn=XoxSpq_FJv_P5L}WVBZe0yWk(GGpNwIA2;;g zvQciw`Pz~t+T==bSEcs$Z`zpTQlAVEXA@ZSN2~Gk>Oq!Z$zn(jKzsSS0%CIDec6Hv zPB;_i3JOwkG|uGu!g`GdZId%}iXD`_RT&Bdds#>~klsN1H-Kv?!dPq6+)#@fl8zgn zMw2#jL6xttPt24n4(Y{Hj= zNMxoK3JiC{sWW$qGfr+&*yf?A`M`Jjp%juotQLU3TT*U!&&`YpLyFJ<7rpLpPp_6B zyP8;bW(Jt}UN3O4IJ`)sum$(mg@$*#vpG;Pfsufa_4gk;Hm!-~xUFl`P(IG-Mq{?0 zTj!A&oca1&9lqbpO11kL3dPPn3=d|_u_ZaLZf*jEqkDhNn*0b{hdDXCzzKj#)E%B~ zC!6h0g46pHczU*5{5=QgZ$*ho)Fn}X8Xg9DgzW+oUR&&UtnLKM_RA4s31dn&ei2-| z5U$C&6;Q^19s+PxDoJRWCXKc;F{-xKJ?Ae7!%|neLfQCF@Z**?(0+Ig$Y6mRPuuGQ zQeH+W*GjK7EU|!nV|94Tl9e>c62py2(7OvKd9c(?rO5a@NSBGfcMDt|G(Zi7v!+P^ zo>arw)y^N|Sl{G`qp{mLA?lZ&eny;I3=!gTSKgLstGIE&4Yi;MHpYq(rqcWv zc`B-5{Ub>p76+%Gi4^N1QQwt2>K2C;e2s070h`NDS+!aS?>-Hu!vq6&r ziyLF~rbGxY!W9xGMzul6KZM@gsn&y|kyXp}+uxe5Fac9>c29RDU_j1p z*(jG%?HOZA>6sMi)rKq3cizk<8loh>S2t{+V=;{woJVr|Eg~>n6g9R|^io@~qsY^r zGHV9b$3r}Ula4WAp>-lbp5B$s0yR(~<%EXZsW|_Si4uC_l@KH6K4M(q$#CLEcVHamFQB-5a z1#_{L7=pbN=JK~O4Yv#GxupYC*1iZ{*u--BfN+r=QsP6_R$j-xF=8y3Pyn$#zp%EP zJ+MAo4-y+dPJw4j{gzR>es86p));^ixFkzX{%b#-juZ1ZfSi+wBm9+xqrot@PP2>5 zWVMkuK&UV09B)42#AKcx4umo9j>Mf#d$R;nS6^k6`5mwI;qGBO?a%jcx!-Rj&|-n7 zL0dIfZ(gl6hxUlNo0R10PMsjS1v*`qMwvU9t06Sw29nwRxb?kDVA zO0(szmW@fHlT?9LQqa8WcYNQ2z_+gmaF7;Cxh8G+`b_c!ERak1aiZ={k{_0c=ui+>TnI2cL9)9#zZ^^OL5lY{227UA6aEEqF|5_vTdPJ>@4 z)7}DvU{jyg5m67M`IJmm+R;FYcK47F&{67XmC4Pnx$K3IVr|L0q8i$~XIfnlC-J$( zFFV)~;`hXzIHA)AHi^uo(>z{(@sCdt)2njZ%O&^12{@Rhn6%b>-T784_viD`nT)M?kq)Pz2^y_yZu?z*Iy_i;52YDkvX%!M?QZv%5bOo( zC@PkqZmM`U$!50dO7+%7L^>x%BM+}kuH~cHQ6o5Sc6pOdaaVlP8wwsJEEJ=f@W<)v zK_0YXMML62f~WlSJ<|dBp^7ekupOGDk{f=g&ZXHi;Q8l+4u{z5oGd%g7ka7yj~SsDaEYYMy~RJpj!ihIhf62W_jdq%H$tX~h$Dh`nS zkQbH}THI>UtCF06K`1;q@3EB6N$<9j?{j+H%_y}z_nnu)*5-6qInoI4Fz|Z*F~f#e zD5|uYOUiQqv~Q&KR5#Z$?7C}@7h#rfWO;l=Boq$jL~R`A6^oWCIQOm7ypQV05ZY>C zYTDwcqf@e@GlYCg)F*f8y5E5CWQ6Y$5IdUA!n;F^zql>vpoMna7#!FK9Cb`I*eSq! zlp1N3leGiD96$zXAM43cd7BYmI1{}EWP}rC2@Qymq#=^QSHdV?1oou()3}ikM zDP5PEuva}T8kCBm{a80@o|>-eUE&MzK?JwZ=8E*k9&VP0wWh;9_8NE=7TI4%o=Cu8 z6IXMfCJIV_rbBR@O(CjAr{mQHbwQBn#v*Oc{^L))J#RT!)ywPgeQCp4`(V51fP`Wg z1n+{M*Wqsh%*BxdRWM}yz2aOACvc|*M}NTL2Jw7q!|g5aq^d2bQgMBdq2$v%q)L75D&B@bXpV& z<4^&`z&>f+C!^g2dyT)nZwx&A=975C4o(UnX5=L69IoJUP+;S{Dm=tom0u@a^xViuSNL1S^h%&a6TTCY{G2){@ zfD6vSag3RWEQ5S!n9Lww&=(imlzXER68Mwa&rp|C+%cEsZz_A0BrHpv9=j(V#dW$6 zrhMOl5N5{dtP&#wwSAYb3Hu|M;@+=qN)XbNM8RncU%oPfnEvB&r^CY|{BTYBw0r(A z=mcu7e~Qq3;S=R>pBtmtHp~*i{3+h?tD^`g)@z?-sCfIP05-u35;DkZav15F}vfoVkxIieU>Q$zI{RpEC zO&^CTISFf#CitVIX3szJgNo4snHX~vW{-1^ToXI=wu@@IPA#mRS{-{D+*a1PDY9eJJ0_#!3itBEE~DEw*Di;B3PPl@@Z=6q z=p9t8s4;!gW5D0SK8Fhz#h3dhl+B`3H>q~^ba;v(Z968(X(Oj6`A#2aCdP_aedKx49R3U^y<9Uic1WYVt&I zypHZLZz8Uq3$}Q??48~mBQV-;D{mECSJ=zCU^>22N9U^CMMe~fAF!C-R6bdvSuiG? z*3~BS)1sr+e%3iI#bf&}QL6~(LE=nsh>jWmuY%=nf#IcTE) zT_PvRT8Y`wzv{f z-Kag%?7;vGJ*gH=asS?yfW<<r&w&^NDvc=H_N8Y*(c4>a>KQ`a z=SekGQg)lCl(aYv7*B{9h-yPjm_JItj#3`+HIEa=B4I`aHO=@n^o5d}Z{0ZAsa8YG z$g^ATqIfbGCHsY)ir0wzm<*q^3KAC)hnToH<=f6)9MA;ZV|d%?Hu+L%XlRfy##uE+ zEpCW)nKl4Z-Cl8~tiq_pK=gWNRd3}TLU+Od*3X+a zLd2r6GhIxqVJo2LYRV+lv4f?|64&5RUpwhQZGE^ZXqNP6D5HxH@~aC6A7SZjx#YQe zJsy$?&M)07&AWQ@E+b=7hJh^)2rOAKdaDZ*+^bc67Q2&Be zILlJ^PX?6#Vo*o{kqGqkszU(0#Pb49D!p`1~?IB?n?|un_ zuf;L_Z?!Ku#cHD9!K3_^cfNoB9#=kYiSeqvDN<<_-loZiZt$vA78Jr^IG(v*k+hgd z4WXc}UP2TU8kyd<3FhR5LH|cD@AMV1XqtzHpE{GM)Q3fMRMFm^F(M-3M+eP{(@#C% zXnfIS9_5=3Q_DrgGO}eb20AJc3k#}&fdLyAIs|&-?z1HUcN?8{!+OFhoo!fx^j>6G zm_h+5kSm3{8=W+hpIZBHSSnXqj@0Gth(`lBCbmIALzAPuEyafcnqD64e{hhuFDDtg zHrGCGvOir#d|_W{munm-acF|uh;ehx)yho|59gN3NAVxOvw{w7#l;q!TFEL3#(-b%3{YoisMj^2oC z6=6mk$i1`Uz_lsaPW4316NX^x)&FCAXMIP#(CYj0B`v}I>D8hM9^rY}^wsDT08e(- zj7!WeNaI{E*YdESbM7NOD4G7oK5>wCUW!=P#{Q>!{eJ%@zPifKYo3vm=b0h#S%|#h zp&lycv0^>YN(n41tf!;=*tj-#ZbKtO)%>5igwg&K4p+ZfSXSKAB7XjK0!?n^a2w#I z2o4I$%VE&FmJX9F`2PT6K%Ku~K%+-0lTTNEd6kh8Qi9Cf41|Y9ASN;v#ZK8YU48YL z0Y^aT@kF+~f*j;iK9S85%b#qe@$?-oWma5Vgp8bY#74yV;UmEqo^Y> zHXU)rJO0i)z2oD#`-D8-wsjX%D>VRdDhkI+T~0r8GA>KCZ%ei3kyV5lK%=NBfp7am!!+g4kHL z<1~bVHDrmxs?j9fw*y($J+%A6C>XNaGw#CvVQ7QZd|DI_z&E()hK@M9V<$Ft1!~kFcv4xEgkNN21eX0a7jtH9!M*>yQt@}aDF=_E@RHHL z+>9)||Il~1?$Q3J->44q^75@lC&)O8-ccj)_Pd{>b?q<=z3eI!7gm4~P8ATmqNAg* zWzA-M_ugFG_U{o$s1}E!f}#r15pBG^_wwf$Jg^Hop4lFSx%upLnVFzFj>59Dm_KDY z7XQ8n_dZ1(2@kVIQ-WF7G>%cxIJkE=UVUmRMvuN;Nu%4Bpo>#^{XK11k^9s4e-Rd0aHMqHxgQWytQj|q{y5XZ*HWA&U>_-6HL zTz}(@K7lg^mQQF*fF}ad@VBJJ-s9rtXy2&~a`+|`bOVcxKqw8H5b`>_Ef=u~G3Ynw z0@a!62FWvDC-Ph@jZSnVwr|>l9V^puLH`R_LF191S8&|h$cgZgw37euh%jVjYk!V2S1Gj3y^&M0g(KrwCf3Z_gFgLw zqj9VH$j#2H5FABE#Ae&KArsY7643ABz9=dzqMuCL2Df994lpJ*8g*(l#GXHL(04!| zBvwzLVJssJ!Q~}75*o(QvEmYJTX7g&`_KsQ*+CiQo^Qt|s*g%1iB|-T@Z#)f)J;r9 zU+ReHsJzewTQtX-K<$hZmV_*eQsj50D>Z+>zIXT&E@N+B! zi%PAW^mfwM$W@%~ceKCw*~9d`_-n^BQdwl=NGeM<`GiK4C|;`b)Rjfk)HFQ#`U}^* z99J>0WLhgHHwT&7=}M-^>@fAFr8+cCOQ+M%cHR=EpLIOXJV_LGn$md*b{Sb|$fbdr z&HH?9U}?-WJx>~T9y+e}^N1@riYqQDVwvS2D<@OQrbZ_?(&HSRv!{~;_GeEX67J10 zo{}vxT=B4Q%vEwK1B(WO8$OzcrY|%lyV_r#?f3Gm9sN~4@g( z12@G+hsguui(ya_Qmo1=oej8@Uqp1cWnfWP-O_0K;;HF~pO#NWwms`O;?H>QvSlf` zvMF0`ju@&EK@+gz+n%gjU*X!{mKRG!WX)V5`D9ZUEgcCjv>90TbizTNZ8R*Vj$eCR z9Z!NB_kyFm{R^-3jH8YKN7~c*LVSu?2HBYw{$gN>vl|8)T02a-7_^@}i_>xSv-VSM z0?QyLCzmfiEN|+Sj9?YgPt6)Q(%R{I(hyqqaQ!S-yOVZRWRiM$^xz@IQ|Yn8z|u7I zRnmInWv8jbJ>^q%h6a|rl;=v_BqeEAi`cG9nBb_>XnJ;9-tHxyP9x#^UinLVz?*Dh zC?oX#oH4Ncp<}|_5D-NZWmSJ{>}5XR*$8MY)mNR;{_N{s$8}s~R7~jVVPDNtf)zha zM_*NdBeDJ7SGX-|C})+V;}Tw)uNWUr+3YlY(YE{BXuGu-;!it6$s+vN7$_Nqm*VHa zNI&XpAUtewg|=>76d#3YsFJfp^V9M5Rp-65XC2Re)v`JGC^M-aq*V{7JA$P|u%{DZ`dMF{3~XWcc(!{j zgT*h*p7Qj*cVMa891C})$xd9n!EJ-q8PA`eOrUE$c9w;dxx)ytr}f6q?q|PuWA1p6 zaLpr>%OX^nJ9J7LbDD;}+Ua=n)8XF2wC?KmM%wh^5-X<4hfeHqwbQcSOEmkl{l1uT z=srWLh(G5Te()E?gc$_9BT$NNc~5jgz9)-gMf0g>`X>Z(xfB1HQaO1$Z^|u3=?OIt zeJwpjC63|Vk)OPb+Q$S=9@kTaQ&mtcmkcMdtWO#%mvsJg>XaD4QbU_Qq!8=WI0piJ z6S3=8MPnnpPA>WX~`3Zu*LnNnUa#P_->Esp!0sd?fR-2(D zs!C%0*{~Y^1_2^)N*GxF3GT=lE#z9i9CDbulxv1Frhh- zJesr`fj_H6Dwgk`(m#8O2H&-7B*Z{NL`iN}2PZ9!BmrQY-B(N)x%_(7E>4VYK zqGJaba#oQTRhB^$Q+VfakRLJvexLb$Yadn<5sy5wHwB_)0(RRH&c=Ia< z>En|KWP+O=Gm+N=+v5|u`?!~mdzk%6@uG*uQOfH${`LeXaPPv*#n0vE!uAAMxFtPK zHimlhb4ygt2TfNBPOG|>P1d3W(`mYP9r5NDOrED3Eq^5@SUaktv);J;T;(4O%v^Nc z>x?J=VDJ(ePJSN!u7o+;2zfXG=ZlBPq}PO<0C}HDE3tv4jiwSTo%JKWnly*!YH*hT zSM3YvQ8Dpo-liS;^}7(w>epnw*YPb`1yJpL6_U3&T8Vb2ZbD8;6k0TEL^9gf(dj6{ zmQo81p`Us5AX0Z8KctiYKA-K@J@(=I%prVU#P}CarfiYq zC%Rw2;|PM`L|0|OYor_l;3yxhzY#o(%q6eXiC}Q#fq*=Mz@>ZEIazWRnROI_C2!f8 z9iKTZTLfj(`rwpJ<$+~M94U6$*%1mij#5CZPjbeYE+63~gv03)9}%%<(A-{NXe=9VJzPQwsmr>f;jnFLIicWNM5SBV~#zN zl{nB}FVQ6r5#bIUBHcnB*C9>@G$Pps%8u&-wiCf|(iccO6G=5L=3&T%suve+cbB(( zeTIl9@<=-wDPOUmA`5=9!%^yrmeaztd^}3Sq4F+rcWPS*_N1=BtFOL7gC`8NYSlzC zPrJ=Nx(k23{%SP8<^iPcKPE6L0HvW300mV2r?y!Os1D~XP6?G(;z^-o9@&m7nzh2x zbvsoG*@CWUFjUhdd8KUf%%&5cjd>Q&zdey1h&+pvs~BXiyoj%yNG@4%(Xos%)j&!F zItf$HHW?&;_Bbk{MToa0m^R@PoZoi{N>W z;mA>LH>QU)_=Vhpyl%-xq;5JuRIDaPU@EVZw36qedk>J;MjSYhp^OCKRl-lgY+kV$ z8`th-qbKF2RIt3Pq!_KT=ZV@|S8c_*KX&pIcI#X)F$&W5A5wWZcrZ(yXQdRW{M=OX zu<#JlJxsbAuy;=y%aJ3)l#Ny-wyxfa4a`G9A@gv8vWf1>5fRx(k74zq4cNKuumVi& zoTA`6*YCiZ<=c3qM3F;BPCzh~RLZ^>yEg8?>Lpu{nZ?idP%gnSJ3RwyBo8}|DtQ&~ zWn$;9P+GQJp6tAKF?DatL5FOz`w-Z(c^C7L%5B~9$q>>1GBHz;brRtvb*+$fZNsvS z*t~A9RoAF|VptvAv6ppi6VlT19K3W&|2+N0lDc+y=RT}jun~t3XOk}L8gVS-!NVJu zZ^Gsc`Hhp2X$&a&d5B9h3i&h`{85MvvPFh zUJ6}4+_huxb}ZPi0Y`Wsvf@SKDmOP1OE#>=rhS%fOGdpU_mY1%FXw~kacD>w&j8HC z(hX~{cDL4J)=`SQYu`?lhcq5fQl36T7)k!5ozBn8#>!3W@W+l_U{glE(l61jIJg@N z)~{1?%8RSyDcG(Yr4sBcluj=^B8rg);DP%e#v_kBs{Y=1`$Mdn_bc%G|M2VVWr_%! zF4aNlAwT_HA^}+&EvkVcxSnzJHcuf`$j?U1Ucllf&Kbuhg9_k}G9-CDx@RK>Tz(sF zeeOfN_~d;UcIo99_w#ym!4i!BX|{?kQwG7-AFYo18qS)rdh&GKGvsM(Nj-|_xELJU zvlovHcoyTnTP+|uWY-du^D32-opoVm1|GTg75v|43z1tSZz;gC$+Pg_Rj*?2!E80+ zq%gIhECVxJ0`ig$t)w6ik6!yK{`1N-q-7T&Iwl36U-KH$v&wJq*b2>Y zOWD{Q%pdnP?jH0Kw(sKSf)b)}V9R#gI`}zEnzl*ltQA?;nB%Dg>JuIjigi4p|K4HG zVEx8Jh>njz`riF`<)UZs-~X{a47jdYd9i7{TNVUIRo8e%)+5)wiVxnOjhq6`Ah52j znm!-*U;YX^LmK?LgYqky-#|CMr{jYsI?|uXzi=wn;X^xd#q*D1!t%8U;U}p0CW)_q z`V?2b^bFGT`3+T;_ldSYQti|WNX8*t_3tMzcFqzMgmBb6q=4`A8O{pvGs$BypB!~eJ+cTJhcBT3i>mW^=0u`BTup-YBhe!GgM2B)8*m8bRb zU!ZNf_Gm+&J^SU*IywSXl%In|b7o-DlxaA4Gy^s2H^cCem*LzqS~@y+s%>E&7SElD zA1D9Hqx{oRy>4S%GJFKOpVb~2`*+~IH{Svh8e;5!U&i4hqjBYk{>VMB3*UVGB^Lj& znGH@PTDI?m5toic~k9m4YuIhO^wt zuKyy9=BVl#1q+XfL*MHLVcF*k@n0G}&p&b@7LNZJ>lpWq2l}IWa+JlZRE4xgd4-2J zCwvQ7*Xp%tj%VMz8js)gIePSJh32(@XCM3q!yX=u^SU?V+n%GY>5O_K=9I!~pz*XJ z;B2#L^{}*Y_8DFA^d;-@PhE)D?|lXxxJ0Iaqv&S3-H~PaX5xXcw)!^q{K$CpX66HO4Z}z8H#4h^l2o&i#n{|2+Wx? z6MvsL6%$4e#f(`$U_O&fykaJawDjH=|WO zcghb~PY^Hc(aFN4C>P&;{3@=v^)cM@=!+OMs5^cg|6g?N_y~TOu^2=9bYZ)jj~~Xp zi4iwGh}$0e7X}aRjv3#7h#qG@j)}9Dk7cWzvT>u$IQXmJ*Lu`!Bl z+!aR-?7+K^UWR{~B{j*zf-*xZezxy_0#k@^;$l*!8{T81e-vFV?~g%4IwFcjL0&%JzRSVSEq_w! zh;bp;jZgZ{CSP_gsMV@wio69w2tr>neq$r zxvZ!T?!V)o82tPT_~(Z^Fn9f0yg}o%U7Zvfr-9ZLJD8Y zvQM@exA9}%#`IZ>@t;R-Mb3dO%D9@bd^7I(+YPvM)Rp+?tI4>S+!n7{t9V9m!JmxN z4ZGtRy!OJ=7(8e&{{7ZxxMyfxJp9IINY9hEdybbl7Cx(vgbJ_Q{Do5|pjO?675{n#Yj>F?g)?bFzlc;#qc1Rwb2% z^dX$8K7Uv*^f)&hYt|mc=)YZv26YpZ0b)0o1Y9z@K%ydpI1)Ef6aHCP!}gYUZvUAi<;YXb@M@pa8B zEjwUdBPioqM*6~IYyKiNPaFMnr$r)stX=&q7Cxo_NlRTzTdj~c3stG``wJ9@Ni z%2DBb&I>S(mdSAqP!wl0F>-SG(%QONJG_3~<;u9acKA)WpiK+TauhgUvaI&TC5aPD z@;$y?u$PdN)p0kcfPp1ewKXL9;G<9C-FM%{Yp=hBuRi|_58OT)|9SYYm^f7i`+yxA zEhA-^eAJfDvfCvhE(Ig6zn@RPV*7!^*tvD9M8&0p`+>_C)OWbTqLVQEnmg#b5?l6g zaWnxHr*~__CD+6t+9}r#ycc6X`wEMfuSP5c!wvj2MlyAL_0L)|PBtpFux(&1bzUa|x~j{g`xzVk1roZjq&r+c)h+Hb<_U>ra?S$ji>P@-Ai;zCuHGLl$ts{=V(|#fuADaYNG#}WyZWq$ixu90bVHJ>6!4sBEbVOc8SceYok1G~3aIEwxsOXDUCt{If_QoAV0N3fLLuA;}~ zagt2(nwy@*y0%Y|Sig#O?QoWJ;l6BG&~;6ArTXKgb;?&>l>W2+N?lv$Xo9x0uH|w1 zTy6MZhQe9bl#Wm~*_Eo>QC~ETe_#j*j_R9%T-vhdpw%8=(<*G|H~wVrpcp*TkVZ%H zN%_aAc98EnDUeQa0dJ&b%pL&G`C6V2)TDE^Tr*EUKX zJTK16m&N`EM8oh{i|Z`h9<&q*co`J;Jc^Lwn@ z+3$*5x-}L1(zs!Xv?ZTPS1DU0NAE;Ng*oewl8-XVZcP_x=LmDr;i?7)XVLG zqR~(*U^=ntt(0Qn^Yh_6k4hARGSFXk`K+8j6<1t*9%|REkMnxVP2ucVVH*bY5XP=EBqprvJcb>vicVCN5yR1qn zZSD>vYm@$;~m zJN=k(HE7|9x%Yg!@-OklKs&l?4<5MwJq)?)Qrz*##TfJVx3G5Ies-Es$YL( z@2jzJ1{);q8Y9r&NxS*lB_kQ)CPq{C;ludoir3Nj>H)a#xsmwn$+297&Z%TE6qOlb zE#ls`CKU&`(@zYaGFM6wj1@eBhRwRUOEKo9skrOq8*y>VG(7U$WE@H7s9ls)b|}N~ zAa_!xZa$>2SDtQil>VS(WB&8ftVQ%Vr#DB1uf#Vmj>Eh;TRE^5!A2((hq#Mu*2MXk zKXWZVR87N+IF?m5i7!V@6z67R^1EN*_apW3(5s^{?St>}>y))9VZ$v3il}J>-+uOO z*~KzDQhwPeeiT2-ynF2?JbmvMxbCs5al>uh@%-r5v3++MjSt!S4)WQF858DV$-K?f zQ*E3x6J>Bp|3$yq2~OuC`pG|s;Gx%Vz@pD5$mS?_6w9=TyZqKIT!Y_!T!P({ zS9q02M`ZL@3^m!X^4c|Tf)ZIA)FHW9; zOfH<2Mes5J63JyHtG9Becvg-&)*+7u*_;&%@zauJIK&;5ve`iLTozZpQYZ_DAjFk7 zXtrEjXlof4vY=XAY_(eG!?|H#Cepc`GbSnq$ePU|Yb#uXk&`P%mGrG)EHE*wHmKos z@zZhg@*Qz(9k5u|;tDxbS+_|$Jp0B+*tcst=FFUmXYc8W+ecr9U*;}n48F02Sfeuz zJ4uaZr6k6%pe!2Vzi{d|=sjo@It{xUOO~&~#tobC?U$e6=JOMg#dR*03xRw~Jx^8} z(rKG0FF!*)$Fak(oQzsYU(6!}_HD;clO|!uevWX^$ys4iDcg2BTRmsx$!MCmvMGm^ z#`mu~HQ7ZKf=!G6z#A{k;Ci8((QDATxcRNCF#VmcF?Y@ugwaUZyl5qUnY;nXHKOsu zJ3nA^>JjTKDL;90=VO(b>^95INXMjiK4%7N;*!g|qwmPx=-Ccbl>reg+G`MO*BqW94A zal=h#;=gyihScq8-1u<-A3ps#vP+n+)$8%ocgy&)V!agT`Xdbd@)sQBMSz3;%Q@ow z<<}eW@I!;p`;zl;9~Wqkd;EQ@T)A82N6r?@Ja7hjCpG&vbb*Oz~)rE{p>_qVo}&IXCZ!@x|X8? z%qNw^XVG~Isv=s(_3BwmG4_Kcxclwl=slz>{_*@UOnC8AEL*mVHL?hEzMFxKJF*Z_ zn2G;;XBv*tV3za!^pw9A!}IFS(lWreEM3c`5L0mNvwuaO!RK)2*Jv#G^n1+yeX|TT zaF^c#Oq}=!LbxmX`}cpr?tPi++$#4MEsL`Hb!VcoAh?TBoS%__U&c{Fj3EiVMewr<7`UoAv7U#jHA(N%U{7mRW{Glwsn1=z;jxku8E;qxEf!b{T^ zv3Hg=!IE`X8N2Sp-_uDb&uycAtX#hg4}bd$p8V^r7}B*n9=q)(eEH*8{JLfn+qEz( zSuq2$UL|U zAI(cw#)m|eHxHrlJ4Y`h7it=zAOq7TeuRcY??XMxU^y8S>^z7Y2acJGGGp@P1 z9p1R@XKdz1fDNm5p>yvJXvNXJi?8j2q{Jw$(Nr_-0pv(}Jw{_q4&_MLYVNT7`rA}I zJoX0E=5Ef&_(WX!4A;+XTZLIO*KtZsI_G3GYh9l^D%+t=+d2qwj51n{K>#dSvSKG~ zTD+ROOXuO%SMJ~<;v|GbMq|KVu0#y?NRIz}0dlymDDT)&{Pf8bj$F2(!7b|(gubOi zfp8KWWhyl{Jsp!j_>MbS+hEic=ddvW>b7o%2c8^^ub=xA8#Wz82G72k#Zi!y^Uvao zg*BQKI44(bWRz{&%Jq2tg=rZ5>@8^3vIg}y0)4K&g!_27%jTPfTu_^io>yLkfup+P z!Vz7uZT1Fas_8@F>!RiFPU6X^)ZR_o@XQ0>VDLRxqI2i^EY47L8QdHFx<%p1=YGP$ zW85($jor7uV{L&9(Q{`ofs_{sU(PKHq9SA_hGTI-F6K|11uli+F1rCp}_-snuI4TU}z|Di(cH#BgxwG`9 z;plo^6Z(gsW52E#d{J$D{P8TT;5kzJ4i(|-?rqTK>^A7n%@|U)q9=aDa}(P#9C;=h z&m;Qksdv!0e;@R_NcK{5KMglwTz}Kq7<1PotXsJin>OvkB{vSlup9cJQ-=hsShiD5 znFg$qQfN}wXcVuVw-Vz%TaEkPyASp2#H;mK!ymYpTsLCs&nwy4=ArW?y)j@^Ph3PD z*~wAEV;NkxMg0m?N0boeMY7T>snM;U?&S$i z*pZ|A@$Ub7->Nen8`KMrzxx6h%pUh0y0&YC*^|G--H*PFF<(wWgCtJ7#hrn7p1KWx zz4QX)eKH%`_esV)2up1bFm&*=wZd=Ma~f@>1bP=aVEDK zy@8KD`5$+LoW%nOSL5w}KcMhlymlMks~L+1R%2RjFW!3{62l8{arcgx`qevl`olSx zGWJo@aaNWR;=}WP8 zT0SCc*2CcD4Vl^+qtx^~v*+f|2W$In5gMG)7VrG}3{q;-DCYDqUzky^bql=z%ahDY z6b^3Lj6b*rrsjgx*sydf`i;IAUCwRHbD!kIV4+gFla5bLZm-d#5ynh@3MqAxRfi+H zrcxR;z?k2jMh*uI#VAOPKFD(CC<6_O{MN~)ENcC2^BS(%tWWfAIjZHYvdZ;@k>xF+cjPg!s-yke4* z@zzgIAgNXo*HzFcC3vyP)p5g1PhdDZX&xPgKjy4POw(3)bW9`eSQ5jG2OT=T;GlWg zubzD6S^i|8yM5pD@g9wk8g-Jm&|Gi|MXRoz@ZK*pfY|t^Fdr?sMlYK$O0y>}M2AkD z5le$r)^GaM5D%=>cyvz24JRPOgq8OdAfS}3Q5u6gY-#8c{s4=2oBYcz&@@!D``+)jg&cQDHhg~`gIRbI;C}_E*AuknesGh)=gG*jcbNc zr$tkIH2rC1kfu;~8ntZ1(XuSe`(-g|wQP>+)uM=_z0>t%;4Y(ia!0^2R(MPU+miFo z9f%n;Lh2+XsaV7-95Q}y*k zZD;Ywmp0nB?TYFD?uk0At3_P;!tFh1-TX|(Kk zc}?s?5_jJxQ;$nOf=BQxW_ubI5sf?l!rlG}NvJ`CQFw$!#^SPp*P>Uqp@`!$p4fzz zc=+=A7(eqD?wBp+=xZM06Y3(4F9;z#3#>`a1f=D1^p3dumCFO(%4=Xbr6@t&rX6wn z9d~ldCk>9{DbO7mx)6nIr z0qAyiZA^IU8!Vi^4FfN3ix94lV-`zs5<_GcVM0;6NnPp!cP#8ZV z=E14U%j3HOEm|=y0(HWxTFqqA<){>Ssm_<_g=a#IWYlaNg?;Nb;Xi*Hi@U}> zfV3@puq&qsM?2O>T&#RvCqNyRdcnxDeyo1;dK|Un?mnqpqC4~t5&vd&c}s%y%i$aH zB(4KH9N!pMU(`;Gj+XUIvto8k3GCF8Ygeai*5_oDQAxu~UN~yS({jvAM^;8SF1)HQ zs)c0ZgD1X1!&Y_Bu4M{xxwg{kQ2nDRIxclBwpu(AYa}UMP<2h=ScKRl@vo-pLZ4wh z@zWQxuHZ+7Es?*IgpIBgS8sgmOJHFl$(n= z-%i8tt8?(Td;5a#0Bi@SBa&(3%7lOvg`g(wdpOTsY|fbzd9k)WCu8Y%7)P3$*0cPJ z_|hnb#K7Kz5i*~nrK#I__F{XhO?1#IEd#1A;X261bsH$&vYXJVAyVYaMWDT&!@BO$@b!_#~txrEv61zM*UN8AUXn;^Gp} zKB)#@F4M4_Q_fdhbP3L`mxLc?&%#Dd``2tiV_wbi_~s`(q>jhMCZbIujYZZ)!B6y2 z?qg#U&?=EHUUG&QcTpE}H*5~qEsDB|86|DEb|I8cc1)JlRbB&&0t!H)X6N=9jxN21 zbK1?_dbC$uQ4Vpj)oS4K8}7uQORuA)%7YCP5;=t;Q;e3f$~BsYdtQ3&tr#%uY64oo z1@8%n;UZ3PG6Ww&MeR5ADs=BZoId#fbO`M zYkcJP7z;j|1iSVgh%0(`!kza&!gH>Y++?uJE%ze3$bH34_h8Uv*Ylh(ZnI_nVq>__ zn@&}n3U1_-(o%T~rPC!Z-SG-r*$J7GNug*I#S#0YltiwbLxEY}xUDcz}PYW}aX-CxGp zlx&(AdCA#cB{Cuw9)nTC+9LIjt=PCK74dn==yFa|p79c6jfUtn{@D;CmM3*UwnK~V z>qblXijkGe)5j%_JWIPE*p&*KAD$$`b=d_dAR#F;p({=39s0Dgq5 z`X;8s=+x=uDn@b$M;WQ6sMV?l600X5nQK97){bKu>AWOoQi>{vrE(LRG8!nxzNEG5 zh%#Jh;K_?eeo-j;azjR)+Oe4VWe(d2j(l?M9uKp(SlT!#&VJYzuuZY_-&WU{UhtLa z*bsJ*v%Z>!KMsWAj)#V#MpBfeBT6aznz!9C(mkRN9CDRf`czI9hDAt1?SsCbhoyo=#_ z#l8D?BCrMO0OC?=)>K!iC3aqxr}e97i($yTC(sz9SPthdxAqOzRprMh%Wo@ijau6f$I**l@N=sq_qiPI12nZi<&e_=510@gC zl`tB=5ut?``^xt?wBuZ?pZy0qaIH^#wCwn_j2C;d((aY<;n_-&mmE33B14liTcQci zB$7{9 z7aNwW$J_iw(5U+^#heMV5W?y3o)@2~ror5&fPC}NA$A$GpIlV~M;)%&q&^1UP@iv) zC72tLi?ry5Xx5x>xPGPx?Q}fvMfbcpS?k6bT&$YC1fPGp0HYskifPo#xCRZ-jRu_@ zR4WawS6sa*DVg|`jpZbxPBj|WMccM<_?8RKQ(_8`o!k(O8YI!+vEHh^5O3@1AO`dHB2f)e*iKZsUUc*Ps6hL+>7eML*3! zL3kW>dyjoP4z!>2urxQUv7xGD`;2GbF=PJa~;z)cK4NI{sKdVr6K0HTG z^bn%N6(=<8%IZ$nq9QaTo>@hc6WE6-M- zmBuBvN0O8KNEr(`@6x9GSv>f$Cid>jz*TqC2&tRMkr*zP@zUxaU*cBvE-m9Cv5Xot zIlBYyeKG~xwj4me8!krE7PVCeBa4syVObh|U*SSCgd-E@4eYMgi5gq@8uH+>zX+>-^&K}qe)z|L8(TqY|_LmN* z!ISd!)V+&`C8_!?htN_~qI-#T>*3XJA69LUjC_W3I$H+#*$>i*wi;I<2oT`Hl2CL% z=K|EOlgfqI>9~Ewm0Xj>>9q=Ke}ryZ9t_%?yNXNH=#}>pE{8hVAd>z}ULM17LD#;h zw__U)X6E9q;ru)umlG7QzYJE}Dmq-ksZTE4#qeH3xEUszXMTlZ!1?{rAax5eio$V8 zvu0e6B?g#GkctaTx>LfyDyyLoNc_^`cnfzksBEgBZdpp6qYgsD(|MyS>M6#RxcJ&! zO#SU#e!SHhhO%}{9#6-Ut~`6E?JefX_fuG~Jkw5D002M$Nkl9+@wQuH0x+} zItA>&MSd?(d1;md!$A|1t?zZ3H$XiuzLic#rc}fz@W$(e5n+9^hL}T8o9j~KKByh1 zmki2Uu68S=!{T8rcUb{t^ol*(V$O~`Cu z^*S}Ad2_8mW>Ultk)u2KYCJjNu_MW;0}+8#Tn;w%_vDY*J=e> zA%&NWn1yj6eA{!mzESb!)GQ65<8{O)i|w}5Lb64WdX~gbj-+s%q5vm4!ucKI$WyX; z4YGJP&gNE?HS3Ga^0aN%2JM@(?D=f1)lzB}RFFhPq)cm7uc_K+y{0LsOdP~4*<|1$ z8l75kx>MAO4MV;dj&$WzR|j?bg_Pt?fa|cD@O(;XyJgxlf(zl#ZQoh(mFGhGOP=H< zFi`HNgn?y;qDtSh;KI0|F@+z*6(7zOUdF_w&Ou``Z#a=^U$GER`v!{WI7&82T@I1;%EY8xC&iqyk-5Raze)& zh(cW8wz;zM6S9HuvgGxYr)=DWhUlTzd!21r8|E&at|4Wkujy6wYk5&odPSp3cE@Qa zFZ-VKJfA%ZM<*@yDrKtHT`{It{S|-5pC_^7^57Z4Xg-8sr}M729{rVPI90W9E~cOYLvos7U)UNMrrJ%LsEZylTlj~ zOH1GxZc}=zb8|%?X^Xa8>Fs)Uc(|elcBgr%tFgrSztvy-!@EB)RJ zFQLsBB_*>{K8s)J^!&&0#8G0qu(NnN<&=OjI+re5fO_(?XuD)_Jv-zrBR_j|PhL_k zmTZir?k&E@#j_LfbMKPPisVVhE{nu)J(nFv#X;+&gO>7h{3y8`I;n-!{K}<|et0RC zf}i52GGmiXLdzy!;5f3p6m#=qM?g?|OZq+e0=g^!Jw_?6fBN-Mk+ zKSfx^*e%}T=Y3VA{~Y*}O=BifSn^p{&X@36=msvI;=@Ebg*U!Veim`R88-%&UwHn6 zKpIwlE%ZMjOP(xcL9(23uXc6HbU-j2l~&fs>9=38ITb%qdeQn|v*UUjp|5sgk%8jH zXF01#O?3oOHmR7hDBe1C-CFpocndEPG?>oOun2u62gwUx;V(^Gu=!cCQ7_0t3QE=< z%Dts0!ZV1D#FR{;5R^;q6}-J;lr2rOsJq&>ZQHi3)wbQMZQHhObG2>Twr$;hzrD|U zzccRt`*Y^V%BYCU${CRr^+fa?b)-LZk!Oj*EEyh$s+f_|^hOby6;9ko1TAE?P5r4o zG+|_$d}4Iy*KK#a)R;VAKxu*^u`D*qryisti&>C8PxS)YBM5>4o)L@6a8fC&uV-L$ z0-6)e%B3H66rrwcT$gkgh{fp8G?&CCM81y1Xhrj|fT}#wB?|8xvbb8%4*5r52>tDT zq~9SJHj*PZU>tXEtjsT#6bq_|L7pMKroJ*x;ll*Iq8_CpalP4|ITnFO< ziwz==+Le+Ky4FVP!{b@4grlIK;hp^bpU$?)b?y-&{8e z0by_mXUGEFBrE6i^q5-tQxrN0a{EAA0us2#gX-Ud8Bml##Z0*SkY1k`9VIz^^KoDz zbIEWpwGk~h3DXL~H#gE(Wk~}EbgB1KozO4T-p;GcKDW+e=b;6AlHSB&-0bv7Z~jCX zc*Xj@0VP?!V>yLL8nDNSann;CdDG&OV%WEhR{1W1e4PF{1$%<7VP>!Dj+seCi?kA z(WW#xvSs(@5-RseR%`Y91B+29@I;?Cwc;VsYHwu^!v5F;EI5-=)qZ1^v+!v~FDmr= zb~Ft2UYbfM1|@YwsrKb=;4#T@4TA?ipb54P9C!!|NFSZcXT(Z`#nS<~Ozv?!DSodv zsi`%GQWWL)mlSuIoY^dHW;(AVdb>CEdsMzbIc~GSg*||lvvEjI)YZToo~Wb4NjWof zpJ|WxhGMMVg0Mc<$iN%hBR^zjIEjL+nZ+sG>Q^@%Z95K5GQUKccszd%iriR1YYg7jYwTxp(<@DwO0fI%V+Al@qYn}+ozZ)v& zl3RRB9MYVBBt`!eZU(Q$lb&7)8RRp;XK|s`U@o?DyHkg9#^#+%8qer>xY|w2DW*ik za-mbvtOSZDfiH&r34YX>v2k!h(tIj~c&Ft@r8EL87UBT2b#Q8~G0H^{y$=5iBjM4FR>63afo z(}uxvsS-V7Mi6Q9*e}$c*En?MTqmtza?4iRRKfHlq3V##etElKa!ok6j z%HzSx=k1ml4A^oqhFJ+|ZyD$h>Ad5RW5x@$UZ8?>TfV@KVwoQvsPyG0`@!dA+5nNQEYV+!g+~V1n+FB z96aw9#{vCZ72srpDEZ=z4=dx?h+U03c15x9QX(y1IwF6RBl46`(sSGVSM@}lP7i{# z9K+d5si51c!oa2t`|=-*DO7BmVLPXk0`yzBeRtn}-Li$wJ+RvP*L8p2rM2e)J_Fh0QY-}oW; zUq1{a$X|u?G~rel$@77eOS|(`2T>iMetc+tj-d||Vvw*@o8aL)Q9hfVGl~-{R4{U4ncdACj;FHzq3+Nd4nZ%j zKq%li3qng9{70c3Ki^Jk^+q!U-j^MqO3jujjB(tn2W}A?$1Nr%CI z&@nF&?}b-nzY<9!rIg!b8qJ%p_iMwg4mXRiC~#BgN=k)+UIalZN!o62T9}RA0I(>1 z6l^mXlpitpzkuiF=4#y^EsTtfLEzsP!U!7x+nq1_o-Wt3=&DL&uViF_1b&DRV3tdj zc9=8qL(&MK{u}0~V!`Ycsx{FkCnxjL_C)_!>c*51f8LaWfDf9Dnpu+4f_b@OQ@|96-sO-iy- z^;?%DxEe@M>|LDwy^5@}k5|pOnvgy;byQ$$8$m9LR4~tAnl_!yO)A(w+KYpq$Vybt zO|6Li@*l`ojGfJDr0#_;sYxPqAVtzas68)k0so143TqaOEB7&hq=@vZZNNuvq3h|H zh=_!$2ID>286}M5jO~fw1Hoi;U(Vj~V;`jmS3Co=$!s`*IH^~-gSv{%ho`)2?%^jY zjxeOti)PEsvIVy_U$dmUIN?wx=kb=FxXrlzlkj9TU&aOX)!)n9UdHFkP)R|P&|_Cu zS1l+diW5FYF~Gb01`sko2Jg{|8DNQJ%{|8?spQ?02(lki#A0woq@^P@(|&F-rLC0{ z0p3t@qs#04=5bkv?NYc`08;Hw}ksS-NtP$Ihk~&F+kuaPs?rjxi`1s zG$~jjcei&efz7)&A4mGbKZ#7vjViqQ24StY5Kmg;>0^|$vi!j4x9pN`m;#IO7&42y z@sDEH6fU*>{xWhY8KzyIuQ}qW-HnHFld71yU(Ottb`R7sygzkE{@G=g%)M*2i;YT| z2nYmdSZOXxL9>eUb1Tf=vR|vgy-@__nYOd1Q6?MmPb0X~LzoTTwv?vyc)&8eYfnK4 zO>?=8iAiSu`rW{oVDn58wnJ3JCrqh2BaDG(MLN1>AlxLf#WGUT$eQo=H8ir5Vd9d< z%$>R6zk(A-lTE#~Ha2o*)44s^V`2=>O?gs^{Y<1R@Bm=Sz1aaZW|iaHStRm6hTi;> zXiei7Rw;XWb1|8!-5Q@f=hoh;`O4|~XJ--Az;uEr{k`?^_2@9JbN-Lbs?1jom(^0p zeA0FPvFA|2Q`mvhJz{#&YEQgpcxL_L=9a?gM^3qF=LR7U&n5@tr4;J4earAY8tE-1 zyX5(}?)U}WhH5I^_uNgKp&n_3wqAYQ0e>{2^WRL3#NB(2Uyq%4jh`!rbLQOpYoAW3JXtSpLkQjcSv)cE z#f_$a9C_wf_Fo|H5C6znUcmq+0RYS@zgAGnu0d^@xF(D@cu~mMczDVzGesTkQ)%r< zVdL0zKNlKj1Bvn5F05oARQA|0F~IyEZr?u?JK#WHj!_=`RB7V>YYX-x(kliB8Xg;9 z2G3*$eyHu#4Q52XWb?n~m(hhYevdW}N@Vdie~^S){xCXHokj*pU!F6|unp)r_4Tb5 zDjNMkT_!DmWb$LFq-!M+Y)B)h1S`_J{e$1b1|QKtv9t~)BX0A9{VNpfL?>7n&bF7$ zo@N@*BO!#}!)dapt)6j^-N3kPPD&?-=~7L0J&LYI24~qniVu$tXw?|*N}uOEmphV! zjw-wFpDbjiR(h^3279AH9Wol9&5K>rXk;&+e?Y+edrF>?#`(2>v`>PMj0@@&Bq)(7 z(-eG=L+t#*4)Cz>7K*tm%oLt|5h0dSlln3ku`n!xFJ=22@GYF8@|g9i%ynp zLYCLymql=M1#HV5soNc@)ScxmXNL4Ver`e|}x1Wv3XS%!FJw^D)eaffJ{v$z!#Se62~ajyV=zWW;(&x;N0 z(Na}RUjZUMK3;7WDlR)Y8XlL`>@ zA6TQw%t|i*iX>}>YGShIdfrFD>CI=qOGrSCM$2b>5uN3X@!`@9*MP8J>k>)H{n&JN zOqMTlQq!eC`TZ$0I@VF8eV1m^4uf+P*Cg&;0(7I62|O|US5)Q80P#X;oImGJl||xj z^lZ;NhzXsnaL&gw0uBz0$FoHNE5|^>A}oeY`mu&hxmT_aYzSM|W6%qp6XC>7Q z$M?^_H*=ad{R3gH7hC5yr-si34(<1Ku9wb(IXppoB*A$J-SK&;B}ST!_H)lWOA#6d zPj@twQRuZ6#Il@-A(3-=YTmH*M+Wevgy6y=!}&Is8dhQ!1VtLq*=}zX-1is9;s*|s ziD#wCExd?^1=QxNM}eGYf#q;2EUJHavYjGPrtJ`UVzZjDS{|&z+^Cun?R~LDZN$Rb1kU4 z-XEMkKGW>Tcg@-chb^Eooz`Yy#oPEc8IXqlA#f(a`w@0IhjZ0BG&LfVa$40q&y`R2amYk+em&0m*WazhWt{SG+vcHwWEED07M6sBu*4ZN z=b>NocRC&EWQ)I5S}c3e6ZiSRkp+CIAUHCbW>V2#{HlXqEL!r`!#Y(-dz?FzvmaJ$ zCDs!svD2DP2uZl9CZV@E7+V=9tM{Ft+iyolmU-*G+0Apwy%les&!?AoK&s?7nh{wl zx7VN3vQNBqSn_T`u?#Y}zUi$kwa3odgF~?z8VvjWZb>VeXvvCsc0AX8iU6Jqqm3VD zm~V4{1%n>kRg8a0EOZ|#%|4n0+2TQj+u2$tK-Yv;;9Nz9{?A*?N-AnV$aOau4c71e zN?o761q=r}Vj`%#T?O|0jcjzzQa%fkVW6PbR310LIRi|+gC3m`&c8_e-QOseTrNY= zP7$~B4g$dljO4_h8J{DO#_dCyw{wE+H($h8VZRN>4;;Q79UBI&ulgfhU1TT=M3 z{P?ker=4WeJ|=W2++hN{C?B8ODVv^m8=G5K7Z)zq&c`OErc476KKhnmrrYozZI)D5 zhnTatX@m3(gqrloL>C(n3f@-spp_R|Gy6f_W{dQ|9HX}{?t}J(`Vlmi$%ITy06@BD z5Hgb7%|6{AWVFHa%wYr{7E7YnI-NV$yX2{}H>w@Zy?0uKH@cC(GO%rD@=m|^`lOMO zZ-sLaAIN2u5+e%0p7%<;x(SF{e&KoxoQTakvv_Tez2SI2w^)Azxa=wES(*6Fpjywi zd!U^d^9-aP<{&X>T4^*PtEVv^E>}=Zj2`(0rpzh&_I+p>%_mhP2n9{XJjzhd{&|5u zace9n;|-$Xsi%^OjOv@ZT(`S=vp$jEUaYh>efasFA9bk5@AACPX&M6ge8^x)OR0m` ziu@yU!tNm@Yo+s>&FCN!;CjtaZP9%1;D9pLx@T_g4#XMvgLdZ;~HPZ#3 zx5Pnct2| zL4g8=DjP#)D7#?~9*sQ99M!sGD|EB;8!AqmunHKUb=f+nsxTR#q>buxpN&P(Wfnj@KKwDL$@X0^UxxoEOz2Xjpc*S(ZV2 zTAl=Lj~9MtQ$wy*f7m8;zHsa%9Y;kI9hDxUF)+{lKv?H=!aP3;AnlW%a8tQUIYb|< z1B@-Z`X4h|;xf~t1reV*fX;U}U55I$2W1aDY{{T&+TQgKxXx!PWxxVK-Sp(UZBpxP zVHg{re#o}L+;8GkO9y?iPZbMfnhi=|%>_;^-nDm-qA^!EaURd)8f@iJn__f{w~ABB z>I>ZtcYjJpjW7@a!g>;ja?4lnwz|hY1CG{nVju|zi{|y?(4xa$!l1flXO>HfOKas5 zo^GO#2Ib9A|EwtG_0;gX3I!B@vW#+5sm0f%G5t+5nE|5;Oy?mwDke=lfy-IE#>g)>}k&NnqG4hx!99mL0Xk7 zjO1<5vSYnG8&UMkl3qI>BD}#Bv21xKdHnnvrOSN*8OM5gVT$=bXp*jL|KF*3tsG1VI`jtY8jQXBz_5-^rL$YC6ZC0Nl1kQJGx1+tN$~J|uY(E8$Ix!L_B)WtgqIIN?buAn`z$ zn3Ncwg91Q*7s2clMO-^WuraV06mk_k6C&2+0u*QKYzB0xINW)pZwMl<(~^LKD?~}2 zb4)c}qB~O;jiZd=gvE_qhJ-!hJ+~=zi&uD?GP8@>0p5F;c}5REJ!FZt6ApOMGV)m$ zmLJ-@P))rMXN5nB;`{_N*Zh5J#chuuKR+KH!w#t=8mBj~MKt1|q6Kf@rt9*So)dDJ z+$1pzqguB;e4$ZVZC$N*CjFHos&vJ5#q}hN0^;mIL`R8AvttVuebW@)amhPyjiC4D z>0#(Y4sC9kP3Yc-EeRhzkq^OdV~6Jr)-aS5yREr#ITbG* z4DMIc%@0C^;p5W$uh%;&tuA*6o#|9xerv`h!l0|JA z8EdL4$E!<>V$Yk)ZE}$Wa5g63gFdO5dMXu_-v~Lb``cS+H&V25&Q$;1BbUA?l6gPUfszd|p_3`jCbK zqO-L*pMas0`#maGmp)?Zj89V02du!SFt$<$Wk~HhBUsd-;l9-5T(V*#{J$pnf`aS5 zb>y^50CL>q`B-`e`_UW~eLGE_5TY;`Y8sVHKh%RrzfbqxY!wX&0x4@4w~uXM-$58y z%tBKNJhKMUD51T6;yV`8NJsk?_#Kmw>;TS$o}>s&0UFzn9a+z}Tk41NN!BR-`|MAK z+p4;g)oO?;ZeYYT%&HmXfM)7`JXwq~3Gva9fRYrhauCpnZ&_^*y@k}4oAaqCSGyHg z``$U2%YaOCWBgjnN3p-3?q|P7NG75V)%&8#KMEFX^S(yGq>heM92KDRdY}L4o0lWjM4qNbRWL>8GPrq@y{Lq=taH!X2u*}t0=~;d=JLgoZ z#Vj>-24*Ga5jgdTyo$?A2WO;Ug*zAo#?U!OkL85|^LwcJNN02d8j?;4E?kO#c)P-F z;e1g}So`$f@LG?Zm21~9iXMgu?{uRBz;sTJc}yhD_~p@R8nF();b`t0n@Of0d!l1t zK>B#Jf{@tOGZa0yfIn(F4i$Ie!25jT5)$^+*}M`zSZpKj)|K55j5{>nDSGXN0iGQ0 zJ|}a5UE#`JXot`Ou@ap1{<*QMM|^fX$!aWyE7f_pJrDs@u>uS;CwQ0={dG;N5t2rv z%dc;P%FOw;2Sm$510#y+ybu!`DuQPLT4=w7rt3^hKL@71E%1l1bKCN-%QI}X7H7m) zO}F1jq2R^KosimWNbcG&JlD4c`RCJz>Ud(11n`d+6~JG1)3=$(Q?yK_tz2qCqe)Om z0yD4~h1hZ|hZD0TBeW}|8wEP(#_r+Bl9_oSsr1dSZhxxi(CvHNj(;b%@WbY3&pcQFgKQy&WsZ(m0@>xq5Q~dqr(#t(<0h4 zG!aPLTz^uJ#G@nyym%e*hu0mcJ7*W7M^PXqI=v5Di`zkPKs`;fZ&V~Ly#v!Oq|q_i z*3Qlkr;0nW!xq>JOiol#l=e0+#3M6>uYqD@f{W<#FK2u5@B68qmv zstK)T2uvOv?6oe)C|y@13``0K z+uKUnQ#!r*>d%p45yr8QRD3@y{S;3rQ40&ZiSayU_6RM-O)zGQs8z$Ze2;NXwMI{t%E$Uzy@__hECQzu z|42&ycwaHrQszy)(5-;2!92Wf;daqpbT&8C^aUt?+SLf0wI+m$7My|lD8Bh{5vI5J z$NuCbhnuk(oe}XDKrb%lzN+!zlQ(Netb2sa3$r;UCLkmGpygm0|Is%$GvpIL)%9Oh z7VrBZogu(k+dixQ0f{DpJcBCIdetPgkimyBKMyP}0L&hdw@9S-{G1#y{$B;I3G79L z&5WR(iYTrb{2rX{?+%3P_+L$Wm$a!^=sokpa4Fsx0s4P9^yY57XGSH4>QA-F@2PH_ z^WduEftg9HbkdlSNM4ai}$2Fr@92eVLA0q9^hz~cov^A~glsWDj-KinrUu!vl(M}&p9CIVa_$Bp)bzJXVtx7qx zG)LK;&d64-cfcHXEt`iq5S#_G`Uf;&DAq$ORJnr-3Y8}ynA3W}Sje|X zP`xD5rhv*26l0RYap#@ScJ-ft5X zXR}o&_@wiQ@sgO`5F9SsgB1?;AF_Q68ntNmmG#JlztTAY{$E@TX6PY5ysrLqCoDS_ zN`wScFMo4Gu-@>Vuk})q(}Egnnuk9-D3m>+_v%rdC4Q$%A=#Q_HIL8xVWb^H%a&mi(^=fE3@iVB)gi37P3>;&FeZ%qhm5Z4DH}=os2d)X+ zkFK9s@;lQ;mBYdKX zI&D)t z3uqlZ8_Khpb~C)-Dg3Pnz~v~sbl$XEIt9@FLB_n5P12I zGm2{_RjGHk>3k6iHxLo}qG#z_yy1ulsj)Y#twN3jD?GP-Cn+ka!D2->HxNO$hw3>f zFrofA7ilQAOZ#y1TWMAq8q_&TQzRuNN-6bRrPnN4Qqz&s)3gO$J2#cFVYp|whcEl* zo~OhMv2ou=23jf3Ky8NE9IYl$oF@><|bQN3@!0&T# zGbn{ar=sUb9cJ%omX>9W(; zm%kn6$8KxKKaSm6sHFQ(d=d5Q(V3drHlzd+EkCq7Om$WMz7!{V&W>`8!tNTuF|lY_ zGA&c}z?23JVX3Pmx&OJfVS$JS?N9IRx!gKKW--~dpVyI5Z-szZrP>1nXNv`XF_^OV z!pE9e6Za+ik#bc8rY?u}A@ka^n}+hPc3Fg=5C%8pyz=RIf$)wGh+p}ZdUeJVSKo5d zHi0Dm+Yfj%@9y*NW9(g`#ylyHTl@8LtZ{*hnz;_21P}o^-Sn}okxr4XIaSnnEhfJr z{-q`QC%kBhO+FL{&PD?M+prHCE#xjqs5oclBcScIvc?hn9y~|EUBx^NL0zBz&v}7E zurG3Lb^~b2ViNcV7IpMVxZ2z!I|m zSNng<{@=d7!aJ)(_#l<0F?H1cHHhCaGysJjk0}go1=W8I+#tpesWy#ksO~S!|L@4t z7=S+$I)$mFqWW(eqMvEZKYH>E)dPq5{@Xd53AoVrF_YzQW%a*pKkhy5Ke9X`jUj#v z^nW^Yn}Ul2oO4*(s%!t-_G4t8e`NhnRPb+S*D3f|z$J&Jo%*(a+hW1FJ^qn(!H`Vy zud4inH<<)K${ttt8at8v81H{ac76Is)~X@3)W0_Tu?vULKgy~HjQ>>s`p44$>3nm6 z@FS~XSS|U#4gUYLVZVG714Roc#)}IIh^CtM$86>xwpFi{d5;~>czBn)rkAnH!cRI7tuWIU~YetO5gH|AJYNZ>73KBWtexd!v3CENg`FJy8#PSo zs|iOvyFy8CN@!Z;;+JW{MSCYR{^g=xNoY;x`cm!) z1g*pKn&A&VhTL$$SCH3I%@SJwfPnGSFA5eobMDAbub(=@F+Mr_IVCUc^2UgaceiWWW`n9nJie=DW0tt8HtM*^Tc5l=^rtrtWaAO4oSDSeR~ z&3-F#cFF;TQ#N>8XiWzG&syu@6WXa`QPY}8qEf9rZqb#mP@zFaM!sRIBhTWJ;ayyw z56RBXh96SP-FrcNbEl=H6}3~S6Mtt0p(&m|{3$Ax7syQL=H`Y{eSd$C;uqRPu|f5% zyi;!Wypfq){U{zgF*Y`^xjB3D@DNy3R75V7(nyyClpyX6AMrAPjE;`c&o7r^J0=G4 zu%l-hk-tZ%wz}54FvG9c*Ku4}g3rM76Cz$EmJ6HV0BiTjX;zTX7h_RYdrorS#I2gx zNSdYA*1CQu1pABOh7~ju;`8{6eN{cowKoShL^95GX zrKj2^`hqq@UPs;BAN>6Ibu?zPB#l;^iJ+EXjb`Zn4P>%@2)qN=;@_M-m$|G47~6`Z%~K|k%P4|=Ie#CCOnCcHKJfVKg*jeuV+OJ4)(BU;EsFFe1QStF|#WmO?^Q z_aoRZ#7U(Ei>8^F95`0m?t}3%4ODp+6tF>syR>RW?Xa4Z1ep-KAKS2(;)`qz%jy<0ycqc+ z{x}bHrZN>kp!{3SacY;^;tE9C@k!d}y$y8Ei8Di3nC_}NK2O!>aQIZ#hFdhPgW_aj zyI?9&L=)(e{Y4FO@{)}gYj76wlMzm9Y1t&RaJSH5u=X2Etu4tbNZg7_cVLi-RBjP{9oyyPM~6;x1k6KuT^t^;=Jo#Xk~& z-OAv^+JaRPkBI84^YVcIsYAxRNtn9Y*0Vj1(p;TwwmJb$N{n`3T)ZQx_VrrF5_PL{;G5kGw5&dl_={_-9RwQEbaZ{cDa$x5vg8s>5iI8h%d z>l><#*l_P)Kis0{1~Nf-qg%@#9kI4JTB}T+on0$3dTE(RBAFGO6AaB<_s6qZMmAD) z7Bsg08X}Sk_(e<5{@EeyV>#@h6h0o|6z3@Txkj3BnM;vX^RU}QK1fbclTrluUsOzn zegXhZ`hr^2lF&5rOtqZmQOJ`~uCOeFBLv*r-$tOA%Qx_jpq&dCUrl1ULhZ?=yB1NY zTyde%Uf>Q`V83gQ;E;rP4vdR-IrWuGE&cf|=%gqkgg!pW6?9#;`CZ%BdSh>*q})R_ z+4|$sl>*o-Ho99PlEceC6rh}ll{CRO}r?{3Z<2O4$ zh-#j+lHdo0Pzd|$`3M?GeOdZ}NuOu0wm#$slHuQ>rKpXWD?7hL&T2S`V2QbJ7jV;5 z>mb1Igg1-I@vx!YE;^kRhvM&ViHM_JSVSE6)C3NPH;^kn4Gq9j9>IBhY$U&SPVS2U zXbB4GnRW$K?jZadTC1ZpD$Er1Z#dNb$^J2@6QbzeDibr=BoPP!HKNbyXxIo@R7pV= z4CE&da1YdORpQ1rwTzKjtD68IEe% zH$}cPI4ndk2E?WMX_>f`oS33LW+sG~DcE_v3k4Gi02`rAp73^Hb{%GI9Wzb4s-z5%y2vRs-Efy=nU=#0oZ8$QcfuNMRC)486qdA+- zdL||==(r4V=5lS9Iv$9zx!f?c-Jb(FV1~%YhW#eTYtOZq>k+T?hBlJSX3Lb$Dv>cJGD24Fv`>*Qyhu?OQ6neaRM0j~*S zJAQd+n2WHvWfFNu0;DiMpFVX2Q%iZwxqpOi6EVrN^&tJ6ctvZSW0qc>hSF1BH#~Od zYp*8@$1oUFjnPzYcmw-+Z_zWch(@hNiG!CyIT#vh@wDRMd9`7-5yOAfnj=+q`0pGV z1$A0(4L3uTk;}FP8S7s2n?)p#gu(RR^cw10T?aaJU-jIEN;6mC`39_a_r~~WiP;zs zt5|dKtGN;GZQ#9FysJN)E+D&1;fZtw5j{BUF}Tl=pR983&BbZ6JCZ=qWCX@G?^`mX zcf#WifxKAslKBSkoq@i=A4~ptk6iUWblm4Gej%MruFZy5fx8u1yQz0NJ{$Q@=sfxe znG$Mm`j_^FXB#*l4)IEpqX@7kl!Mip+ATA{|-QG6@@T5S;`*U^9VEdmKv93H6!YS;5Ev6QD z%r)QQOLPCOMma)I=4laQj`f46c zb)7||Az8+J?V7ob4XUrKAVj`K;*VPVk%W+wfnU90P9FIJ`u=_EH4)<(?GFTH=%Oq^ z&oDlE`nV&Y?Gw#lKkOGAVp(;po^u}oCT=n$tJu9N_7CaRwo11wSxYa%o*73`sX%(iv|&L zET(Obhth17gJocj?I2V?o8DZi_XyGD2vBq6XY(uh+p`4}k$W`z4Rg7- z1gXj77re|zmfhw0W=cMakR@j-S>!-i|`hBFn$*3>Jm;50z* z{f)#J4aIW)MauX`)7U^#o6v}|AM{=tV6LktdsC~1g|m_T=b$Ws&M|J2)6)VbDzvN2 zo5KSfIlCu8mN%z!mQ7 z=p~N{>U-ltIzkOPL6{>noW2@fCG6+ljNP!&*ZGhIzNPN}evw(IrRizm>aW#bMs-a` z+4)K;n3+Z1yF2ZFc}Ow)sPh1wh``OyGlloEVhP5W^?vM(srv}H-BUN7=gkhAq97OE zCfJ{8bmX}im7S3=3n>1+`p_)e~`m6IhkGcz*B`wc@3 z4i}*h1&ZM(ap)&kDx)^RogcJmYHA8Rmm*)eLREkL>U#HFOvz**V(dF1@txRwaa2$Q z{x`EjW=;@-=Ji_XZjH1+tLrNf1zC)h0riOv!A3cV;iw;uTD=)4t9pB`OLxj3bG$}# zgena46HD(FP`BXz9Q=IA`#zk8Eqq44KnrO$JF*)hO$ICC=;nw2t$`HZKs-TfSriwb z1xTnX(i}O?MlB-Tsm1!vv))Jn29(`cs&s%0LEG~QpbHjJn||Px_IezEHz_Bpbx75F z^8UgpQ>f&Eo^1iAKd$2le-^Vt-RhDssuD#6KMsVI|DoE@4IW^n7U8zD6P%N5j==s&$1Ov8BzInbt9NU0iJ zdJ7LMFOIv2k!#;P>CNZCLse1c0ztSk3YbXVZS<@x1`aUNhI%`r1` zSe7KQW*h^l~estB)&wVv!ZP74#N_cI9#$Bt$_dhlsh09XvQ(tQWGdsmN1(&P3xN!s7euJEqh++Q=pm;s})(K%i& zA+0heX_d|vaGuBVFJSzM#t2DqcMh%z0b8X^!{7BL#w9id@5;}&nX_Q$@$5Fipe?~n z0JTQcIh~IRED$tGkWuqAVBN}UK(9#g@<+<)2*xv$Oj4z~JL7}pY;;#HA;#nLY)34? zJu~bp40AmU!X+o1M8TSB$c#&=F_UvuHbpSMkTiyi%efq3<^&yRr>eSh9LPxE6IBf; zQ0wp}TV*iTUoAw_-H$V_IQTCqLGQ~qe_{EA`CYtDQb0b$n3O-pcqy)T*gz4bG&BdY&rLPqJ!(z zG!)H~;L$ZoxvS!B;cl`KS852mea^GI3~1W6?)MOC%Qby329Mc$s#Ie-Du`A2z>K4} zur7q_AtLvz`|fCNm`>FQf%c7&2Rk1u&C-(r0aq6%rE?R62F&w~>T?fQe0e zgEt2WPJMpWpeC6-2)XVE+c)jk7i;!?lmPc}xKQg5zC4nmGU)8gf_MIcMx0A>-;VB( zsJ9rrZuRG$+b}tT@K!{^#V6$udj%(a?+~0bvDWWcTNgev{6 zID#TFbeNNV=r2uU($`>yO@XuVSIyW0e{dd*TUoayr%43M9GE~1T=)}QrliyB3vq92 zKTkMUN*?p`x|(;%ivh2)==2O5!e^fh`!QodpYM4Ho*|fNfU& zY&V#PKL>s&Sg<<@A~}S+AGn!ZI58C|Q+qAe+j{4tz|usT?ek#G_?0VQ0h~*I0`jKy z!*&6!q^M9OT~V?!bYjMp)KlS{owb&yPJi7X`bH4d4oU73bp`^`Xi}2S7 zcr=q#g|T%D<9p&0Dxl9eMVDNk_y6o-tf0eu#`Lf?!XX-5#|=H9vwCrWJa>r3o<~z# zy?TOnaCQ5+(}LQT48k-8VD*&YBj8PB1uOt;-cEjiptHIlKs%bdv&$hcs~M)oWsxzn zP(Z-#DtDr8x%qH@fXei2ktED~FY^BNpaKl4OQHYlFLM3kMxN?WHy0l*vJl)FL|l4o zYWTI1GW-0QR69SAcRd4f09oi6M77MsK_kU|sXqF!5hvhMLAyCya?H+-ez4cqrwJ=H$&bC(2uS*mOl)5`+qTuQZL{N~)3MPpc8rc~XUFK+ zcE5S<=N;#qUvTQ%s+wz#8lz@?SaV+R=0X{S?kgUw#2lcJBRSHhI6nhpXl0-~cAz>Wo zb}e%AVjXTMlo%J~WpebS&vG#U6>P`rNtXBpUjEPD_ZKyU+LdEmJ>*+$4p#p{IS0w| zb!7sUaW!h#MdwvdoPMh#DFuZDqLBTLklivvTSo`{6JkO_!t?WfqD>YJgoA#oWEeKm zT)X@?QWL>TAQ8$bgGMgD7c$%&N`v>98SVlQ=V-gbgWf3ML6gIJ_Mhr0vvp?V^Pb&5 zD@Ma_3uSaIdL^P}Li{CY!IhVcyKM~{7gEqX{(`-O z+x9Ms@Q#NJ3kbsyHG_&w-dyWi4*YrOxbnyM+cW#RY>R#Q~$=4G&}(7aTe7- zvY8AGJrn|I2aYfnAi~ogcYTi%+?>f&Yt)V`t(SRZF##dVN>*psmwv6!v2>WAGQXia z8w(sgTQS`|hx?{4e;b7vwOV2T3H6Lt!(q_jiXjw2T3@cIK{%g^f%>#ViY}X-lw}wm z8K2$1WQ2CR*RO20c<%JYjfUr0m={~Fgu|8RqAE@DL*l`3)Q2zcX~w{F%^U@*nhKxwx1CKu*MqE5`0K(E2BMiXIz zvKH|wd(Axivp;yVFGKPm*__p^!raDplOJ*i)LR^!2g3%IOs8=udmcjbJd9jLE7KQz z1M=OJhZM&V+_I<0_ST1&XA81bBs9d}RTvEzb84fvd_&_VhYWhu>WU7*5~XZ&d0?B8 zTI*W_!ImfFiwM<}Rqb9$&WOXUQq{8TlPcx#gb`*XRBE<@RW88Gdd|3Ha&U8B4ytya z7KySbCZ|}@8IKSO5i0?A$l+MwY!1vPh;I)3CZ>dwutlw9Xu4qOZK*#(IdXVB@_=Gn z&R#90TAabcHZ<}pd@2Njs17lQ;7Irp{R3lKuu11F1uV=E$zFio zi2)2*7cUd*GiV(2-ph@)Py}tq-r*sAV8pLNroAF^xCwfiWp43+vVH5gw^ql3)j{Yj zN2O7!sincQ z%W~y>DXj)lfeizbs~uSGZ!kAKw|53&04!6S8S=eA^!ImvS$Rv*69crMCu{}6jUo1I zu}cPGD{S)F?QAVYs$CvIfMleVvxh4Qz>L_rbSXsEWsWD{QQ(#{vSNV+v&S(ZRI0X? z)?d)@WX$RbYopBKUHNMEg`L`2m^Lae1pmH41)M+{r)@UP-iGXkX%z6^!Mrk>w;9-( z!K%;m^K*gmQ_u5x(@bxurnh$+s*H}k|OCBmOD zlP)S5g9Wbo%S1O5+t_V3Z(7rp_IHL7@$dm_-EJw~8Edt&KG~$YZR}OyI1qUEL8Jt- ziJ>tRGV0Wre0tWdUNYS+HmlI7RRbJKW$IP`d~~V>g4L0okgvzg3n@+gg|}19(d+T8 z9uyzSqT|L2(!`QqVLDP3$Vd*9&`q@UOKXJ1X*l`fjLhe8uAy~U93K5QJVW}=E?e6G_TMxaM)kLj z^FSLu;&~qxwf&*?<$8K+6+Oy$wZ^Qxa($kB->EP%<0isi^ZS&ar|skUEboke>I9Us zVI;5TSJ($DPra`mG_n+t zR8v8zCUtUM_4K#^@b#S5p)Rd(Uh|mNyUOyKy};~Oj@?a_rZHuJrLUZy=Ap3z3{xE< z2Aw3M`e4Rh`GMx8%ZJ5(yNb#PA=FKMMQZKhW`)0GtEk$reB|A?goK2SXA8rAf>%oi z+Iv^l8~+ac!Y?XXxAO$(>ERzvWm5z7zgcr;IR)2MgdLv~H*tZ8ES`u3SKy>^0A>82y9@+WW)b#kwLIe!Ca;8a`$fZX*?PiQHuFd|u|jk+`TO*@B=FRHpc71D-K5<| zHI}0{gPdO3ssN2g;9ZqVj%cT$z8_#Ny z)2{@|R-G6PIQ=F@SCV=d_2{jv)9Q-~7t(h{Tr1X2WQz}0+aiw^BGbEm!s!wq%dWsN zFa1;x`dk&YJFiHJ@Qy4*%%?CC|g=1eQ!f$+b+;NOV>7l#p#SHn;nj)wd=X53sseSt z<1;m(TfnJ(I83)vM~-$s$W6tEw*1AKn7;glVE*r(L+N9sl|l^$d%;xGBk#8Q!Y>eh z!hXRpy>{ZK=E<*-dFUYb$lvY7KdM@aJ+psoF8Dex@laI>*~y`ScV)z0o9DB4+HvAL2*i9 zt~P)lNX8A;g~y&T!ewHArm1u4CYK#WO&faRW`tBD^_GgNLrID)jHM{zXocVJ6izPK z`OnrTr?q53Q?H`_T?wK>tO(U8TJ0$iC8GvfY2eYAg=H&E?66kZ`nF+*Apl1KO&-wSgiL(jK;MXX>F;Y@Efk=QyP-8)1;c z-BpaR@%CZo;zZ$3BXp9wvr1Vd-Tr81b2&I~>9`XbKX^crLQmU9L_U3l)-SDSEvl`A z?;^Fs(byi(aTm^u{*%i14lZe$CCXLEJ`s6bfIkk#qch07ik1R&KyzB$(}?4KvgQP@zP4bqCgqd-)ZjZ{y~z}m44@|XzXk7t@i!(UuFkjaSODeitUfVFcq;c zOJH(>R9nAe63dlE@h_xtWc)Cuy{{Y)^Vm?tjY>Yy>d#V-Bf==p>fw7LR-XDmVmO^H z=Dfx~=)CUzPj=cn<*CW_B3uHeUW5F_(DR2o2i0i@!hsabfbDqUlylYqoo(S8(l*i% z|D&>pij@b=XI{OS^fbL{c+(uH-)uc;bQGqTfKf#i9g}j|~RvNjY+kNompSF5KZLa#hL-O5-iVNfj zcc8p}#?NMUwbFyD^1f|IJLh=jE^*Zu9MOHLRj0kFUTOHq-YWcCVQJ*o65!Zg8Zbe8 zB%j%>wjtcxffyK6%7cwV@^dA!7z{e~|6HuMMx~~vqUJOp7NkfE&M?0N9>I~G z556}mir;%Xq2Y7GhLAg?qAT~5sadNZ_U`Dh%#95V#bu}zn1}8pndoFS`oSSxZYK2R zzTJospo;0YV3rK+y~We3{H`OnZR3>i0?l^NuqXQqfhB}+ol5K{}ijh_z9CByOSfI7;IC2nGUykgczt1@YAveM0SrjC#;su9#VPso|_{TE&ic zE%n!4B4)1WYHDmIrk11}`H#zGKyb~l!L~QpPTOE~LEEUTSd`l5Ri2+~yz|&hQZl65 zCiv)$#dSug*(}`lD|kv1qNCpqCs8$k+8>)YxZM-9U>qBmvl9ag)hT*=Qf-`wEP-D5wT6BwiC+YperSw zr4m-q;zN0-7$UWqV|b&J`rQ`l)rTyyI73ftrx>fbGn0ab5MgM+?6gJ!C;J3<0qr{J~f29iQtoJOcak70*cGe1|@Qu_d z_Pz>4WRO|V+?;`V4G+1#kpe9)R{ML;yY*$Ws{<F+&xsA_ai{b+Fshyo{aIj)10Jwi95!MHqJjqWoxc2_e}CeS zBoL9;EwazH>whamdi8v0svM zX+<#+%~tEO@A}b4^9`8}MD=Y<8rWy=OZovCv!khLqh44!IYamz-ui^PP8WZXb2y*l z84-~*yQuFMIT`fE0?4m#q}5F&3CP@>AMeR8H0|aKewsb4X9R>LS=EgB{1V~{6oQ%a`Ejr$00)@PL?JTAAY6SBgjcXJmhueMtt66elfnGxc)pCADR8L{`NxajpVtjiXk9je z6T{K`B2ux1GkinYpYFyb{IJ1D*pLye zIz)1@+QwFRJ)n2Z&rGDuuN7(bRWxzRN}T)X+#uPcy|gE?ewfk4m<)s^lyR3 z#)#^}3OBc>A_Xp(``7g0WZK-|U}iSN7N{PaFBXY! zueZS^q03}uzKiPJC&e!4;1G7ub^89d9U+lGa|LM?%nj2;7_=88n zkL)v08^!@&d!R4?W_QO3VrYz;)&777bAdQaIItV@getG%&spddw&KuzooCEc^Ec(J zkW)oa$`5TozCs{Gd9e*3XA;-{b;ydtW({*~?CF|iBCQ3H%-D-U!^Kd2&uQOZ10K|B zjd+_Zr^mURZR>n6f;7tE5kmj6k<05y;YfkC^91f z@|Fa7Kkw;w9xn3uvmn-9Jg_6g)(QkAZW(iVeUif^5?a*Z+5GnN`Uzy?? zDy0+^PsfvVNtzBxTZh-LUSKj}7m#X)& zi*TG2%(D$Z_&VZ_s<_%zdS*k5PP@bkY?c^qKfkJ zq~uI^>Un%zJem~&!OALW{a-;!7=6(}|1lqv>vd9cv9^oCl*I_P)?OZ6y z@R>xlczn6=_x(D|pIY5^i9t}}QTJsb&g`IvpR#)8fE`;0GVjT8*{GNd90y?4x$A_$ zEoKJ)n)@6DZjS*E%!gD^_(~_Yv_$qRuFw%ZM+H}${l+be#URhU6HX}YNA^I^t4tSn z0r`fawef(R*X*1=%&(rBn=MQb3(o}~l0mZzBNbMU6tnq#8WfM;JBO#^CvmFqJEFtc zGwI@AdH)7en8WWUO5hQcTO_Ucg`7Dm0`9OyMVEavAzU#Dqy3Azo3p`O)zcx(JNZ!> z$aBf2s{pAPJjSwm=8iZ=_EwYYxLh<)5iQ)RQvr^mte*}=;ngnd@oXip!_Xc1b$|Bi z{S@0ztf9TlU-|Pr;UxiNH5;7>hYMCS;?7k80pDLO1jVWpDY6+Gm-c*k;C+DKa+4hx z!&8=TYFM3$p&Y6MUV5c`55K!aJQBV?)WY=`bK@-g>i*=or+oL#A-qkAy2}!eG>5++ zOTt)!gD7Vz?0zwdXw8LFTwr~SSZ&Dz+I4^7nFRS2{(56vC=|eU?fIC$2{*FtD<-em z5gxISA?Y(YAWw^mhFGGc0CiT2@=Km^5dj^rb?)}C+^HvRsGcz7e%wQ8yB~8k>imNd zAF&PVjwEI?_&QkBMf^6qdM!54ZlIcim22IS-0b+(dUA?_&rr&$^8WR%f5d%JN}uSE zwO)sD`2(mr=6j-WkTdrmPJ~T2W_!MTY$V&#yi=~vq8waU#lqZgcc6iO4gy<#H3*l+ zb_v?sy5GzCwt&V96W2 zNUJJ<6$Z0<0GwbEvSPhzSC_dvb;AGoa+{0>Q5p^z1f*O$CRAAH;*D!DSp zsl!iE5A-HRO`MTkpZJbn&FEq!@>!NoLI)&CPrp<5TCVIbNvtov^d*`%8CcwJ65jfH ziUcOA)n;>QvVJFc(kdyFf8Hx!$XP1No*VZ?LobTG&5wl>zRbV1Ya~6DT4p`}SRC~Z zM{*+tHuehCmwPX%cY@iJ>3GK`CgOx*`(<2hw6h2P{qPdi*~C!&^CBx}{<-vlyv8|X z40Cy7qprtJZ!t^k79l{UhWcWi)aCiWcM*0dv4GIyOuxC!%t(pBdGX-9Q%+>Y+&{Zw zH4Dt9#5=XEx14|`4G0_gHuV+vlWhBVo z8^MJ&J;pgg5H>QfIfpL=wRmVz@lL`;JpHMt%H6AfP__t zzPTWeSP;+mJ3PG=u;(y;`MhKs3CE_ z+GV9WWC;n9N0zj61hYE8+gr=*!Evh2a23{b7vK4Visv`d^3>Uk%1+jhr_SKA@_PEL zce`PJWv;O_HR43x_z$eEe$~Of?3u*+?d;u5e+HNh`}YUyMA><|hs%X9F5knn!(-3~ zl!3DUKhg+9?sf|@1+}COwnzYNN!%h0fe(+fJ=w0$OPFUXJBas=zXE~0*8~@|YhZ?; zNHzW@o>EAqDx>sc%mwu_16pOm(n7D$ZG@KXCigmdkepNU+*T$wBQ73naiF>zJ)78y zD4|3B=3+#C`^D^Rg zt8&htewRG%x9F&ZJ90CWreXk6Dn0|BfGpqULP>~|QTBR?iD4v20C8a7v812UFeSyn z##Tm|TnsVP7k>g*Xf`6Vl(AYduEBd(pzw>QvYLAB6fEZZcTq^%g66|?3ecx4+Unj( zPL#Dwv8%5h{Wb@8Jl_x@GP>2x_d5Ugb1F_%#{cv24!PmAZG9E5zVyTaqzG%M&xPs1 zRs1xa*AmRu>^vCGJ8`o%kL4Y3#(m6gP16-{o0OIk1>WSh+UCgEO`iFa^&5x#=Pnuk z1>cz4*MMjz2qolqDn8w!jz6us!WZ0jeqmuqkmwXRP!|;!lyEEx5sz>oOmm)mT=nd@ zXoxQmh-EW`5|7;ggjp9x>ViUv>h!vb{Xm+UoOI58-0bv!VY@)_5bN)Co^R^l5Rz7c2|QUrhUnm;5~u!30{#?1Qo7u#IQtO>cqAMS z@7t8T57W<>tCSM<_p@MBxK+2l>a}isfEN|pFf{1OO~7H88XD&}8XGMP4%b^YsyzBz z*Ug?-TiLe%%xyu<45urD7+&2K9*Wuv>zmMsTT|3rD#?4ftfxZnP_yHj0J6o&u$}2k zuQ6+Gw%t@w+Dux;P837Oj)5En--RO6rLa;qGBSGo*v!uM!eB}RUI_=fDcxRndL44R z39~;gc{~ZqgZb6qjzIl2w#u}*wa5~t`I>+O=IM7Hir@P#JoIMtwky+cM&Sh67pvUx{vxJ91 z6jlRBH#^xw;JrT?@ucheUbn6k7hR&B zqG%K*dwi>&8Jg-JXbUu8OFvF=a4KlNf*zdX)6%f-oaV&T^qo}B+NV(DQdgiQKyVZVr`d@ERIhta{kw1J?t2a6N(TblcR)*DJb(>M{ zRZpyF)k#SP3FWmtX=z-ohC84*6_A~C`&V`q-b&3WLk-7WSKx-v;;25BF}Np|{so!Z z(^m~ht_<#xJOR#05#Y?wh%iz^Z!i9e%*{8i4!lj4Dz7KsniV6B%17+8kG!S7LgsG# z3RRujo3uP67$<^BNi|%(m4vEg;KMPT^6-A@o~jV`MRa`iF#H0iM5A2vM_mPlmxQzO zc$UokL?pMonP+C;VCY}HsxSNnF##}$!3`pJe3|pOuj(SGWp%;TcP0*Od^Y1)(lWjK z*4ge=B%ppU{7Bct&PfACSpazsDRp0E^0BHro(_8oSbf++@3^^$UoN~Ww^{e<;RUi(twrb#1tL)P2p^k9pGF7 zzCP?kaMI821i~6QvJhV3M@Z)ffW^o&6+DDzpQ!c8%8rZl4c@4!DU3~+lw*XPWqcC; zHhMt(mdjcE+>JArZWMkspG97n_%2Sq&uj5Sl?>*&&^IGUyTT~B2t06DW%*UOhTfRhoWF{>^Z7?b1R-a z1CWcTpLazd0p;&IzoYX;D8QHlh7}^vq4Vo3*f=_-!+AyM2<>3yvsP5)yzSGv6B`H5 zlk>otr~8Dn(Om+&`DbSD0SO^VR!WTtj^lZ@p%W|MyjtAa)WGE*MmccVkOMwqxxh{>vGvj zw}vw6+uIW0x67XorZTQS`TukY(@h)T?>^E8#%21L&q>AEc%SRM>N5@gk=G(={Kgy0 zT|1H%S0^r%(e%vET``SkE&c(lY?&R~z{-e~zay(p%ud$^68B=v{El(M-VU+u!SxAX z+UJ_`@weXsN(g@RGVko2kFO>v5uPCrX=)o=(wOA}N2i%PaL=#}<2c8XtwBw2#zUBU zwFHiXyW1Oa%|Wm9uKRrTW`Fqa6?5pF;HW-75M7LX2K|nxydHbrDwF|&6U>MmAu6kdOrSta63nx9ltpfqremA~_*?*~n(A55T{Yia#(xuQ;S z68@WB4sYrASez|r%lB;qOCeXHQ(YMOd^>7xY@dgoev3wlefv^g&a-F%5NpE@pDZ4A zeE2%Bs%OxT)(xpJDOVoR8%5Zft@JzU#xep1?>_ysID&?eJPuwO_rp=Z+O{0(n^_C5 zg_zxRPh&2SWRZlFF*V_CVRtVnPFLszTEQ=M@)o2B_=!BOtT;1#|4SW}c7fPN5cKqi zDNWlaiA`u-1|UoQ29K;w)s(8}F1afLbw$pK^o?Sq_y_w(FP=e6@<&CDaAcQ1w|`Ev zrlxw-MwdTwpS!u!km&cBX>o&alv4fHz5#DtpH$X;1wIM4(b7E=qDHsP=rYYKk`@10 zC7IH5p0q2vUHegS8HMa%F~Sp(6 zetcEU^>94)^5Qx5m@;JH`4o&D09Hcvq`SFHOA%<`VPk&R!9h$gsv&XF7d4%SxC!AK z37r9E95fw9>2+i~4?BB=)_05V0DfpcuPc!%VfcNW9-%EmPbvKGz6_f&c}X;w3i&aJ zbR|epHimy*HKd3{xfn{j1`$(Am3Bf`YqlIQxE6WyJ}nXStnvN&O-=p4nk%oz|=M*i6iPlB_# z*0>b4G(=dK3H@CImLFi$uU821JlPbF=O>-G=*(CnqcEu;?k7)fo7mEyn=v6O44`|` zCe3V;HQW{Q@A;$7;Zkv4*F3GIMq~worpb6=Dk(;xIq;j0ToMSm{$J4YFt~FV?SUK_}++@=I8O)jP zVNu|Zo5A~5$F;azFa?M-Xo107uD&Pa1la|>t*pvzDb^Sr+*uweIG$0$>uA2<(5&l6 ztd?+K<{8SI=~EzIGK)*g5E5;%>tZZA!=y#%fbI(Y2*uC$XN;c9q@Ua zUH3U6-E54WcWch@BaO6=*k%;!h5% zyoN;S!8FlHxMiF?e;6HggpokcXP7wWYK|SvxcxxEVN2lX1bzeh_Csm1I7^XMMwU z*=HXd@@C45yW&q(+I4tm^QSytP6UnyjFg28Njrssbgy9`b*-6+nh6h+tKdKxn%BH_v}Fe8v3V e)c?O@c7*#_u5)iRji3Jcx@0AlBx=P>LjMQm0C&a! literal 0 HcmV?d00001 diff --git a/docs/sources/user_guide/evaluate/OutOfBagBootstrap_files/bootrap_concept.png b/docs/sources/user_guide/evaluate/OutOfBagBootstrap_files/bootrap_concept.png deleted file mode 100644 index 25e7312a7970172c33af83d7dcf93a25f5fa0acf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 108946 zcmeFZXH-;Mvo>l%R750a5HXMu$r&X|&N)ejrpd7hEg+ykgCIHQCg&VQBFPt~mYsH!ZBe~;?kwQJY#-^fX+ zU%Q4=bM4yAM|W;t-MI)}Zn*k)-Bn%o^|i8LnvJU;cb(+)T(4cD`}*tey2Gfu*tKgC z*WO6I()7B%1t;(&nQA@RFOQLUNQ_VQP3m4)si{(h6X9g`GcTYG;A>8%@g4T>bMK2u zUu!Y3)V#)f4ZxYxkI~K|Dk0srtRyRo%hY9C$9Y=wI?kpc_CxM7UP7Wrz1%7Ap{+p& z%)913<<;u)>1VF1yMnu}!&ZlL)z-?wZ$-Y{yngGU#I^r)37{Ys5bZvcJ^q{LS8Z&F z9%U*?{^#abkDcCMyAG7qBuz$%c=QF9bTW(O?FlHuD_dO@b{_&~$WDlTey~^J{2^f77tY;h=_ibZ3;kz5V2m z&d?P3u^d?f?+gdOQSrfKDEO3Zo!%-X6P!qPL~tHDL-jg=&k<2Fz|qX+b`$Vh5uF0A zw2EBwrL@$wfJnl<+fVEO0O3`$2TlE1lA$!QbL*C<2^H}?zf#D%ers%BX5r5E@*#)1;mLc7LCYSCLc4`ICGt(OX`|MW_6BnfsvsRf!wVJK^HWoe z;dT0>C<)>`@adCv`T#P9{gcj`Oz;(hutkHSVvGcSsNGia8^(9nZrpjaD0KbCY+13( zy@+c!Xc?TOJpwR(;{?J#)w#SOd7i#%xaffSk0)5;H4}j+&kkn@lbWzHyW1?v>szrH z7T+yLTIasRmhR$qur4xTVIr3Q92d}z*&x?S@yLWZmNQmKYTK^#Uzg^0RA7ySgu|U84&z8SF ze|7I2H_ja!;c7%L@9!S}^4h<%|CfiqzVQzU|KE|q2V?=!^cK9Z)UhR>pU-i+?qor0 z`+|Ohap~t;s%vD-xLEny&hjbuBprYk2>jGdBHymR9y!!68FpffOpHCxW95Azcute% z4qyMoSLAzPV)5dfzSV6ePSU+70>Zm;K9CZ3pe4VU%8uPZv?dG-EZu)f2`up3wRrkW zsvV<0jBoIt*Q!UeH`F4pQC%Myw>}D@SJv$7hJ{tBrN@|IA0#E$UtU)l8c>%faXrD{ zo!A_?achLvX#!S1EW=(>Mgy;?`CuWo`~(Gh+s~V9O!oa#A$x5eRWyZM#{BO2iODE$ z4m4x_)hi!si&bRg*Ex5E;XBgp&w@DS`^|=SYR~sS%kuhk2&6q$V71<*N_nwKg_2|b zE13b24?iGc8Sz&@Zt5)@ba3q#bH;;^WMRvi^KS%WIe9C`5JH8X6S?YC)-2nCI!i50 zqASV@NV)}V$AdepmF;#HHy48jS5E0x5185FfNZeI`RGl*SzXcQ)=iS(haHle$D4&0 z-9;yhhV1h{(Hu9T9$t@lEvFmshoS!W%V?8?X14^tc3Tm%?Q}tI7r>f{pTCo$QXh)m z^{J`!e($(<-7;D1+zbso<0Dm~qiPATyfyo9&*t())IFWJjp(}@z%A!l4og=b8nOSpY6=mbl?{ov-=40}~dW01G4B9@6228A^FoV<+O z@YV}>S?+!eU?OW{>FKaP*EM~6Z&bXZ0x!|lnDuIr0DQ6`=%8Zza~8D^=*6umHl7k- zOx(V^6vOY+XyuCp^iw2eFXHh}ZcR~Bi-5c?k3KDhLGMop`mxqLY6d5Ar=J&@%Wksa zX835UC?f@BLY- zEX+bcC-8DXy}}MzS@2A6O0ByzHYT$9h73?!Z~n|=oRTwYnzh5HY$3a?eI|e8~i<&x_W!>fWbXq4OYYXe_u>bOZWABcNpn9IHBR=uqFw(c+s1mjQ{{AX4S;#n(xsk{4Ev1x3304Kq0*q-A*-G%L{m#1H?99U^u_8dk1|X5M z8UJm>?6sGCp40`%aGkkh)`_qTkuuPnzT<&h*FALhcdEf1Vdo$R3aS}`o1KP2=fxF! zluM>{ylfROaMtN{zvB$@l#~8ihxQOG-vcdwZ#ro>9*({9SUHy^am(m>mK<@ZCDgD) z2-#dne`t~|Ln@Ljnm)q^gHXBlg!M*(APTCl1J7!VUV!?pI60ChY2}`#tBe|Q*w??y zyph~krCof$ZGRDK1KQV~Yl>9i^SFFU>nR=ax_Im8u&2-o)aKqfTzH-_RCj?#121&< zRI1$JH%)&AkGC{hTO=WC>%SU^Z~yy17zW(AUBikxO$^rl7$FTRvu0Hu^3eGeOZRVA&sq9Qv@@@N~qoK3qT&56;1kYsr+?J4HR&{~V8Z7E43 zh}tv9#)y_lzwRGBA<^}U0f$;s6xuRpsb_MN@3U)@tpP&RP|nHY&q+6ztCPP`c18u! zzY%pCC!Y0%iQF<-(0$;*t%PQ{;XeOe6h)m%p@-w^vL z!Y56i&QatD7zd`&oyvr(tZqOgsx~}Bo(-jyR4`67j_v`2 zV4Ue$ft1`lIhhjS(>o4Ab|r|?O^8jrN(BgGbSe(|2TF9y3+ZE z>AK*l@HXGGq2IJ6{JltnF%AZ!LHwwnYpv;>sG zZ^Cs-w7iAqlosdXgr@8=<8GitC8#UG348YyZC-Z|2P-0*gq z-nB5|^83tDMFPr6KRpY}pH7?IKCBrxPm{!K3IceUo?eQ~#ZL%u1O%7&JH1HZAk$5} zaYVqjb;Bxo`rfbY@{?J~irWLfH&Oy>k6sf-$pHOk$)pAib5la(KsFDB#S#yGCS#8@?$d3 ztl9;Z7!HMADKt+HPn%ve_TM1q_Fy}-0hR3!nv?D8RyI3JGPbZnO9mVLqxZN=Me zEVIm*2cXdX>hNejq2-XIq33)D)uV|>%O7sGXLUizA~ktj`}m+*o2IfPyVc4wnq!tv<#NC^YlU0VccB5`z6^y@U(XSoV&qqw^yz5QU-5koUR_jt2 zU`-~?~^h*g7Zy>6H^^4P}8gW7$*L5FoGEt~n3s@OPia^2JDO}yiF?=1j z0PkvpB1<;kmja3GxBgdKp?Ur=i*ObfB~$4B-V_5~P5rrUKjAcrPi&bcnk~iIs%5#e zXtEhiQq#}PYyU#Hq9=RCe7PBIKG$)4Psc_@*Q8`46J&X zid)y5JV8I7L6Dab=?zbo?@ug!(+Jb~HpFUWn}Cz68m!^+)z`^f)o3GY~pqbdp zFJDPA!KQD?Ure-U|3W*D#^?fhb!GlQieL0@MBlZUjs@iKrk7@I*k%|#=9OG3*{3cA zyP6EF)o#z#n9J<-zlMtp3Yj%^eby?QR%)z^j_MvhQ_v|cF>5a(*wLBEpJExb-@mUm z^U0t=6UhghC^MR?ahOu4ycrFQdO37{_H0h5aC3^D)ibL!CL$-H43TMsIMCEVE@JKh z^{f?9M2f586O-9a6RqzJpIK?&munwSPN)J3nWo%k9Djy>Nk3{gB2;S7s(EZxIoOO? zingwmHRpI~JsIgnr&&F9+WoE+ZnX-SYGN-Eu!&gZ-Soz$1NCcr$@chbRwMlle@M>y zxSM1|-=mz)5H?6>Z+06MfYyuK8`QJqih`^lu(Xk6{ud&oi~#8-K~m_eh10Z<`qxea zoa8Kd2CTwvNlLn>MMSvOZ_ERNnI*7azH*r6dzW6};nG*#53eB%aC|DRfZ{J?<$CKe z(P)_u7MMiL;)Rz{Jb+tc{lvvU)sN>A09!9|2Dir3BfNmF*MwEltAd0o%|n$_3#QZA zi)-ys+f?7n-e^-DZ3UTI;A5@qP-Xh0O4QIJOrgB;8?EyKXHag9HgYvMB+g)XxzM3+ zIz+Tq|FDjfvEh}%7wdL)=klyr?IN{COx6!4F-A8PW!Zt$N@2^ubbWG)_@x6I7GTxACZy7Zd zyRwuzzjB`M>8Bj&(!IhY+I2#Eo%sNzeiBt*qA{_|uH$YS{mddt6&o9y4^pNT&?L4Z zEA$_+o8y0!J_YcRWc5DLz_Y-M1{@awh3c#VTx9O6hmCo(px@ef1i)zK$}PP+O4V5C zus64lGLDxaC2KBzMHi1CXEO&C_Y)SX6(l+C)Ra~S_~)lJz5jgE$+Pw>vN z0$;U5V5eFFwX1v-H3^4YM!}ZgNWX^7koEV&^n?EU-pAz30MiB}v|v$(+MY3RVOks+ z#G!o{Pj@$2W%k240DkhEqF&N=BRaEWSL_Lr0wF{z3>(LAH6Uz0YqLioe8p{MV{MXo zW;5-gdh5Dz$$~|;78>E|lnU1K^Jb#Y@6!~Y#mjR{_}~UoM>-dEyO1i?c!acA&efQH z9o?JI|CU!|y5i4XbzhBhYy{js7sFXQ-3uaNmduoGkEWuL$<|SET?Qu(8M%;>wb^xb z*dzY3Wm;_2s=)czG9>-z<#pgps8R-$`!VUVm{}g%+(9H)SuILd=7$gjxS+aK@tg&` zje}g@x}54)s1K1X#qDNZYm=@UD}#xOX|RCX+LCAcDb+)e)OFXVIxg{R$G^=4_m2#q zR=6DF%K+QH2!$^E(YVso>bQ9UGYz&xDMo@ft(+C7Dj6r5coQGIJi|3s2iXrw=5niy zNV_K)YR}8IpXF0Qbx&EYZ1mM%l%s>9wZo^_^g%q~A5KlD4-!&0X7~5uz%EgH z1=*Lj1nHsa!mNjfKV+jqcBrhBg6c4RLXX{z5w*Y!&K04dzNlfQZRvWGnPU|2>0LU) z)KPG(6^ECUH0!iY&qrdRI+s9fcVb;oU<^L*u3ZM~|v^x_6Nn=}+OSTUOT0_QL(m9_Yd)kfU+@ zjtzM|iG9`X0>J9;ZZ_%rxh=jsZm(CcoWo|LI7ve1 zm#fi@kT}txo`Q=5w;f7$mA;2~&!T%JzjiUEO^y zfK$uvXJ0M*$fO|4CYQF5*~O-mTrGW#-{;3_`&n86WSete_Ft zFr#pPW}|d>?Wk1u)b1f}_0zwM`>TJS6mo72Qp{TSdieUz<>aeuAGyySuf=>8JL-Kq z0LLotoOYvU2|u9EqP7smd39#K&l5gpwu(!72M&+d=;{=XW4(<>d|-t&-^|nWyV}Zw zCh#vj`)6HTc$rFr7lBv0%|hTDR5RHyW4_M8^j1I4tvQZqm?mCW+2Cz@QVwJ7xV^xK2OEUsBAj`;|wQx6I z^b_{8;F;NlbLo&aCp|y%wpUNc+Qb5a&Su}?kmX-P-^6Qvm$X_N_{)EKwGbKnYZ5%X z_4wtA+}C&a^`HjF>!tTD3br-A*oqX;TBUY-2GRlX4+keL(fTR7O%UHnaLEaKvzO+C zsot1b_HJIKD2vNl^`X1Ida_JZM$uCvfyC|7%uP?MT`~0VYvjX7oX>J=3~v_&rgmmB zXBvSj0UE1%+05oLMJgiDtZy$n&SK1cHdus|^S zIYD84CCgKv=rVd!`0*fkNCV}JY>HRU&~}_UMoG`2Pe#ujHxh>p>21R$>FuX?hE!}X zSXpb(dC;Ss1y7`$@OD#7P^7l4$&CKCmu;{|%Rxy$ekcf6zzg|k9Qakg98$!>oo^5F zD}CTQKg@pMSV0xmyCb=Mo|X3tpMU_F zVs>2Uw*Wo;3ad~nogG*=`LrGCbFpSsWo_8_^6&fE*)XobBrq-c{5j0?BhhbLUqAq-D9Qd$k`7X4*Q@txjX85#%KT}2p}S8t5)>p64=)I#+H0fKc`(xRJz@W^e9T@n(49#90eEL zoI7Ci3=kDw@wA}Looy%G;9p3g!tC~_$n)^XEa*thcIYQP%9y4#f=J!Y)29JKS>)*WD9Tuy3JH4vY8v@O%Bd-Q?5x!T=*63Vt- z>Q8>#q)rjHc#i)bvshtT^zPz>=NA|F4)p8oYF9jRTT}@9tVX5DR4q!VGDnjY|Iqfc zD^CG-ZK~(z=ygiS94CbVM4s%+?2rrEKu5^G!6%T#fPo z`H;31UQj($S&!LuP_JcJa73SZpucW2S~g5m)6Hch4xnu}pSeg?k)EKba3c<6X78H{JX)pDwzl zVBBPtfG=p~=7F0ZM%~EAD8Kz19s0NoS=(IXSB|C~AbEppE_508nEmcOD}sy$xtXP# z;1T}K#@FSNC6S7eCDL-DFvn^79j>*~sPK)E<;Q@r)3F^798SqWAwOvg+K4EhqXhcA zq>im4U(2&&>OPkRcB8Q~njG?G0Y93iwR$Gf)cwpcRx#fuV@we9~VD<})|NQ5CTI`3ecKT@d zikfYYw)*pFWOY#B41%vlu5$uy4e~A`LxV~gWiAZ*m2dnJvkG`X_CZy`fXb~?O3&Pa zZpgR|6&pU$;0bX7zUmv4ZrlX-TZ>HH95@okHn-E_PTQ`9#CU8??>Dzx{N%0+U+u4k zY6Iw!3Z3;Bc`Cp~F_I1sbW8nUjXL&gAK=TwP=ANPBbv+J(bK^%?HO&TN>d`Z2v1Sj z@VScAYnP&NSxdmdAPx)MS@FWt8~XIF$IJKud6e-Xu39%lIrR1ogElm*^|);NTFe;9 z_mfLnP~le)&aNgS^V`6YLVgbXB#;IAq^-FB1$QgWS*9kSJHPL+3N>Gu8kQ@KUH})1 zZym*X>@B;4_N-asyq9?3PM(EUqBWBvs`+svC2A$XHH;gNc-P_N`B!lP=v+p@^!GU{ zyGefS&43JcN009w!B@aI)drtt#mHKyG&bbsq`J?2Z1Y%S*?(%yPWYBJk8 zbS$WtXCV~bt4M8#p4HV~FesdWOI z-q-NTRnPk{rSQAN3l~B)+@;QRtP#=a1%n?t>z*HS7>CMzjE+P`_4o{PZIsrC3nlizV_&!fJ$1*99c(tf5dN?Eb|9mxzBCi|c( zVNf^?P|M=YZFN4EBL$WVp1tIY2fQ8jnsZJ9nfBkAYqEJl%)1%yJMb|G zP*_*s8=eEzoZ4_}oAK{#X&(A5F)>yE$M8vKd0Goag@Y{)(%Ium&1xVKaKs#-X*(xw zUu9MNEX^Z1I*Os6O8CuZE0H1>fUoG*+Y%m}7RHQtQiF>!_aZ`9lLd7!B)PV~u1c!i zYl}Haqlc&HvavEbL0sSQ`*FmIMJ~G?LT`!FA*&7KS{G>AhY zloMWGpPOw$$U3WG?&IHY;` z?o)pzpCTqhp8KS@C#i4K*5`Pg%-~V9XTe1J8roA;*`%l(At1k+vZ{&S%Da~}av^l| z#@_FU)H}T4)48J^foPQNwBwE4X>Oj4kKS*^owf(#iM;Wuc{;frHPv0kKWMZA+9yOn z?K?|$u00gGVGW(nn^DTa<)%T0^&9=1$NUQ3usaaFs=)-lz>5|7Z^P7IJ_z%~9V{aZ zrgT~|hx|)Zb{lkBQ*fD|Y*sNpZJKWfBA;QA72-pje;(whxRw8U_Zy>JM9?Ai)IQhLX1ip<4ucV>+K7xglwor0?ZFcPJeo9U_>-f1LLr-UhbgH zR~M?&pJKWO!>(L4z~wwOBz@9T0BNj^r*uy{gJ=?%5b04q)o{JB&R0QUZB;*?`mWAt zLGqK}X0!FCk@Qe~U{bBr)1gCOjZt-I-@HRj(r16p)LH%J zuXi@)I7&jeU|M$W#w!=|^z{sT0G%bpchO^iS;Wr>Oue0#NBZqGV_K`7IT>1UDxZ7m z%e0fClJ%mM3L5l=&~hVlw1mFQor_+E_D;c%T*uy4By532mlK<)?iN(rm}@7b(B?)* zaHf%&4Hp%eyO8RtPa1{qkd_iZu0u)r1mV&QMK%9DNMPrfr`8UAS{i!j4MRDpGr1xx zXk>D;gLjUHDX&)Ci56~{Z94Xv5Q9256eXwV5NmzXP1BMT87Qqvzi#Y!(R*kEah6_S zZ0n)KfXNmMX z1!O_yQ+4U>Syi1Jf|K?fNHMsK*;V1StJ?Y)?JIu4`|ytXXW7rXvHSshZzpC%ecVTN zZ7Me|xKT5QqbAcM1Cw7HG38&W*3x3?RdedtN57CgVpRa=6|U|mHHt8LeW=?X3O@^e znUCGK9zU&p;`#12aHc$v@Q33g-P&5Y>A|X0&7^RL>C8ou)a>Y_@Uphp64o8@ELP>L zM6`opAwA_tJe{*`V-p`Bxomh)z1#tR7GtmA)7^j0q-&^}SxJfW1JBDh%A@SKe!*BY zP{tx;p>+u+)6voETORvLNku_0a=PF$YJnSSN%^v7XxeOGUrj}-=W7CRcc`WNbhVVe z(a^l@r8=NmAyCFK1rKazLwyD>K{f;$CZ|GeqpP0H&Lg>#u_-i#F-IOO-`U{7~lEV@JX|3t7)i zl>l4f+k+E2WxHQaHr{fRI9T$q4Xe>FsW(Tgt%l|^0pENKxv!|T)FX`QF1O}gIDDMv zX|Q|#b%kFa`FPhUS7eX0?S9%A<0-ze4dt=lX>?^3cs=BS39)ym1mP?eQS^#F{sL=4 zX?uwV(*2+p&fD z-8P58jO?ylBUeu7Vi#)wY?6yA(SA_69%(7cXIWN~)x4_lt@m|y2!u-}%4hJL$snef zdCjNBMn6(LWohCHkuBseV14WIIrbBJg(V&pD1*Mqwlvl_EPE?9nom<=`EHB)Vr8l7 zwaTY1=z*Ggs+hpz19mGmb?NV4{9=_r=~;N}NqPn0J@Ul|A)D*6vb?fGHL)Op8bImHCYDaIC1z&st!O3v!pBzpe2IC!B>iF}eH=YfM`2hLX2 zz(*?3T5{(2j7$O!(0R=)4byZ9TiwttYu^vaA1idIw7Kl52Ax;-XjZ$LyQ<2_sGh7M zaT|j(Z6jw;q==tZo5#C~e4AjO(O6NAx2FxSFOtKlXap1>v3l0J7)`Q(_auf7d~2gLQwC>vvTm7Fzm#RLEp$$ z8f+3STkEl5-0_Ezl@$#bAU`|X~rTcltg4rN*#n zuv(QEVjUiJpYh(jU2JU^V@@3dI=(qhaLW8{OTu8kRv+7v$#IK_AA&-qCGQ(CP4n?e z7a1D@<7uAi43do$*jLthJ0Rr~=R$5fGQn*?LqMeUxq%0NzZ*O>@-V{Ev3cK844X>G zLdCB-cI9r$ygSRYJKgk5pa7_d;o47*$q%=-pgIh%IejJ37Ec~|k1$eUXpC+|#3&W8 z-SE`4r}$fQzs(_~4AQo6h7*2JJSsM?obze0;zmHhT?&3VUm=}#{FYUUfca?3AML>p zYuVfmK1R_OPI53N0=?~LvcTH>MHzTEJY-q4c}5Jt+cb=F-ti1?eYu!@dpoix^N3{a z`UeSkZZ9Ln+qfmk^V6VL>q?PQcW8>ECPf$AR*|=I^|l|rS1twQY#aG;@+MjPi`nplh_wMzrY48uQ2DeL6i19e3_UBM9DzY)MdBzq6Q^A|Y5(5Eq_RHj5UdFzB#PyAg&b46)~@;RY#iQGLUAFLh?bdDN9YI-;*gt`hRHZT9#mK8 zKct9X6T$Pq{sbGD{n67UnmT`|+Gtd<&EQPM&%v1d|iKKjTBK0HJOFgJS*4e)>V$ z7Y4y6%8`}Kq}lgI-45u`7)ej|nLM8irU|g(gTbygsev|cXi7Nkl*T-~;Ih8UO4YMY_ zC)#Y9d4zkOJ&e;7A6u1@rmcz>p3YFYpYXxOX0StfVS3%7GHk>Uckh^4IAGARDx#Iy zUbU?Fv9ErucGsEt<)N%Klg}{O5Q|{J*NhU_-t{*1_9JvS>gRFYF8@#a98A;Cjv373 zSW3pJi}ihz!O`&c^jtx2#+13x>H!MKJpIIe6gtSgDHPkYmbkyY@}=|OIa5W(d9$z+_iLQNq^ubdo!UMhgT_fWpQV8f@ z^Dr8KpmSi5ycv;V9PIPtLH}4XaV^VS#Vk{hbG4kpJ2A<#>IB<43}}ebGc9H_P?p%5 z2~|>Om1zH?DW1B|qAs!C=?uT5I*LhwmRAXNQE#K>U!i5{c<5>TLmgOHFx79XN9DEQ zg!7t8$;S(}zD?z7Lir;dlW;p@S43~s0Vc0lyvm|x~ReXx^)(tgs<*gq?t!yr$| zlC(%%t;kkTa*lVx(@oL$>_oX$W0h-_5?><~0zlYdOdkn(%fa5udK8!q*paT*F(gM9 zdk;X$hwGL)b7HfIHTBy~(({6WlNuo{^m1C0JE|Q_U{$6FNgv2pntqmBkDoi$7?xw0 z-mu<0wDJj>A>dREqi+8>Co1iS`(S*Ad827-HIAhPI=X9E!jE8zO7$L0D^%MpYtl+V zpC!9Z*wA8gWkSUYHPEtHo2&B;UhA2WzUq1B=bsymoCitkhVG~N!&LEGo%0<|L%856 zXrN;Kt0p_;M<1RxTJ9}QE%`Ic%`ifFAy#STga~f2y_p;U8n@*D{TRn8z9KybnLA9^ zB;koLZ=-9e_y1_j<#21q?>=3-oDTG&-;VzBrvVa?(L?QP2`=9%{S@#D!QO);XeJMh z`F;M&iRi}mJ<5!4XJ5CdpcolbALZzML;alA3kdiDYq6$lulRhi4=3sk7v^KzBc;N= zA3^t5+R1x}XoBY~wQn(uR+Utn%5R9XxN35WW4zf0Ct?1cJS#w`b8Dop6yn>UA81%HF8#F3uING0afK&I z$UbjpZo0gpV%@FzoVZX7WA{ch?-EaWzB=jd?nHaUxtPZwKh={qoiH)aF&ue?H)4$` ztxt1VtY;bf8_m;?cf560NO3J|9_P?{U$}DS9nlwDM{A_4ZSwJcy^7>9U5=GVFLK}W zy)4pRGnxjmR*d3~-Q(H*XPa3b@x^ZreR#-DtQruDhDPt4p=J;1cCjya@e z_1vWd$kKne!cq^6?b3I&-w^f=-*K7Jq}Gn))@UDXd8}A%i&#AkUb3R#*x7mk%wEfr zr)O@h?_w&%Iu_0>8j6=RWP%n=pI1P={FOc3xY*M{E0x3VZ{T)>O5`Ktfz^+Km2mMcL1)o{+Vfovh^bM8$uaTt9BKO$lKfm7wTZu zx|JA89q&-HrjM~=ex{{>(m&%-1-IZjoS#}R5@noh@K#1;oXa=(m01u@O>SijDBph6x=sL6M&xXr7jxwuAj8B^{_O8!xjw zP4-8KSy2i|zznRG=ws6*Lf=Sz7fa`r=>-4j212KRc8mS{Z*P zx4KqBNcHyCR!h{0wowkGd^gt7V_ilofpp{Jg`Wxe36&9_z}JO?JtICV|8#_?T5E*2 z6T8Zi%m>jCp=R&*E{5e|o6c5YpyRDs^XuxNN=MTJGNP4kZ7jup0T>l==4m8B)R+Qk z+fZlwNg9V3Tq^8#6l#RgasG6lzuhg z^lB$1z3&dE@rzA^wu55b_Qc(7ddyf|Pw~-?tH#kBs*U;0xpK?YRX_@?n{XDFKVo@t z&(*Zce*4rXk8^B!4=7rVNTBgoc|{IR6F9pEXO126E43RZ(908u=p68uWg8CX(047V0h=9z;V02c-tPI0#pxcz$ zbQ`5bCX0`sbMmv5vT^w+!o<0kI_)pg{ctTPa?bn$n)1)_ z7w4~Eoj3jNbxfPN>d5EC-iG-c+T^uZRoI;Zrr8Ha|HzI|ND<$%MXUz~rzb1}#!q`7 z)OV@TZ=qx2ZMK66z#{^j69Q7ZOC>!cLq=tjhOSd5bH6gRVF+k7{R+}~%9#{_>y@O( zyVPd&T1bqXPh3jd0b!Nkq;yur30J=6A15NY{zfN5vchTK@qc>(U^o<6w6Nz|3r0Ki z0Yo)^OEG#>+%6U4VKHla;j;9@i7Wj?T#tZ2V^E!DmU)x_iQmMbRXupak3Rd)ywl5L+ zc5OM=89YztKkwnM+b9zZPhQn^9KUnV%0$dLZpUwjP{+6T2l|5RBmv1Yk5$T8%*0Hc z(ZTt_$DA-7=L$8l;YkOqRC;qt4sYmcNbxh5paVJvFoNFLaC z?>DZ~Cvlo?E+eD->L{l?GS*LwO4d8~L3^B)*H(NJtNn1&aDQbrYGS)SY8s#Mb}eYB zcTeXn`=4QL&e0`B#yf8tubZx|eWY=#lBmD+H1BA4S@B!%O7nB%)*+nYTO=ViaZpAT z`(kz8^DxKSajCQH*)>n$RA1^38k|eKux-W}6$FIwcmBnT?xc64@e+aK)z5fD$=MuL zm6X!3`Fe;~LU-jAm2XwDzpnec#3#b5)J4CSA7rix3kGjUDThS({XX*Zmt@8Oxw~$t z3nS_NkB5KeME&I1LMJNp+IorS-&lT6?u9I^ z=dtMhv`4KM{+oSra?}234&x3If>r8zBZYrWod4*;Kf3Ub zF8upG;~$Io$0Gi*i2uhe;-{gya@fZ!)sr$>?2TqDDk=&)cTaT+h!V%>h7!;_^lvt< zr5B%`dOf!gX7LtrT70LRDv)(m1Ex?VLrkqPgjjiVn|^9)N=Z-jaF9DLF>(F9z3kJd zBZALym><9)dcPwzjeVc1nlrh%PwLfm`?t|16+S0B@$OHQjTU*9GPa1J z{sOXpz?oaOa~I(wmPsd2XPtB8zj z=6@<8!vem*9{mvaHCd{6WQ0ht-HB+hsE8SH+pTdy*0&-w@!?B9<9L@9Dpj9eAxu9l zTvR=_*rv$?E4F6q)Q(AuiPCLY-|@pj!-8LQe@MT)?^D*b9skcxk7y$!QelcVndl_*5)pIkwtuM8z>GnC%Lj!b-kpJ_lFj zZ_Hkm?vc$T92fT`y5b=G)9J;(#&wUKJ>{gv*w?DskJt8=nT#oD#|yvp6p!n3M&xjB z9?rrj^tss7On1we!o7U=qZRX2&gE#vAKhybTX+w#5tTwkU@VRiH|U&sl|?c*+-l>P znV(rS4-kS2xH@kel_63zgV)WxPZFoRQZd}LQ@A{Jx5wUZ>j5NbXWx?7ys+r5jd0d% zFXLY=VRYk{bFcNDJ>`epw+7BH`(Cmq@s4@PEAVem*QgafcXhJgHK^B7VNWglhzEIO zv-)yqr(oU#<}O_1o92|3Tq;dPdB@799IQ;xruQ(PF0u_9pUyN}O4o;YyVafZqadcd zZ}R)#q3=e8xVYNJxcGWn$c`Q8DOcnM%25XyUyj0SuGi2u`%%nHGe{Qxmy9yDEwWs~ z57GgQxW?0gUP{cdfK_OGj(Mp`ls8fDHG5S& zB%IO(6A}U+*=&l|NHh8Lfa%rAh*9P@agnmM!1CI2KNM$L9w+K9_#)^;-oH2lTf}yH z2QG4cTVeL&RknL=NYD)EFWK(zg5iNYH!7J%b5y`-ttd589BYS(<|d1M0^ZFnhYmnW z0=DjlGrZoxz;(7+buW)bVb=C8zfeQvpfVt#GJauCEn0UVulVqDp;ii?ZD$C6{91m# zJF*5e^>QdBt$gr>jK)hcJ4f?Gd}Raot;9_s#*wQEK*LM`TtnC0;;5pv#r>)f1L4K5 z%B@oMuI_V9jx#PMg=Y&F;bN7gsAtH9nQR}rs?B5Uuu<~q3gYdt$9EPsU(zdHoc@*< zr*rQnr0j&f;2hLZ91~^-1hn=^Uhr?MF6af#BrFfYA~@5jtsHSnU2=k`2evYwQHJY1 z&7=*lB}#?PJFe%e<;2FtS$ap>=_iyr6W`;peibdRq6t9R`{?>)rO#_p`tn(GQ1kb0 z#X7I1xf@x-)L9$LCeCG_+kWAN3i120LU(?qG@+Ue#V>wL!PMI@HS)%nP z3+8Ten!J;8j)N4!g;wlo(LJzY?7o4g@eUIZZ1hF(Q2)wNYH*Xx18@A!w`>W+e$w-$ zWi|i|gLzMfIL>m1SNiE+npV2Qarlu5CfIEEG)WByHz)HX+F23v$8)!8%(JQV`=quB zX#tkijm&yWWFk<@##O4_@op@8ecAfs!eJ^egx<8fU9Hx(VR<0Kn{NC^!oFWApfSPA z!a)1T{8_|E>nR*sQ!P}1u@xP=DiD)g#G*wx(%&z?jws9LVoSSkw?m!b9>&_;T<*MWLN@)bLvNNF@$q&WZ=#UZ zHpq7x^N0qWC}pZ_F-mhy`!t*-5|#DU&f!sfakfcIvOrH1n%;g)&D;o;F%9@3kL2fa zxYP>>$ygvYK~(PX-lQ4a`D=dZzh(pDCiepxNQK2VP|3LQjckNFF7|k#X(`VyzI37G z(7`f|*gqXO5E&`oFxCOF^w7+SNE-C$`XD>F=piF>+Yq&)(O{p`Z{nwYqSUYMJMsjz zGa>62VXd#9yx&~^Q-wO4GCX5^C;3>$;-=oI{TjPTv+n16RyN&f;idfVk39pn z0<~Mn9X1#^cRXfP&SOU;st7O;OCO-nuu1afrq=1{bcr;FQJ$7cOYYA?SmjJ|Z289| zBU6Muz;=j)Obn04hB*ISqg3;+3KQ4yt}4mY+-<&7p5#GzWis(!C==Fu7FuVLq4i;? z3G7)AonaHK33I-?*(^yT=2%xNW!3+O;^{51)n1hf^bpQUt(wCC=h*dz2HQ0I;(1|G zod_LXMpk2T6K-QX1wMU#K4^c91xyNmhqnA8eHKwhI2SFj`-8w(eCdh@1%N!XuB%3m2YYDv*hV41(gPnMJov^Rh_@QX_liHK5YQC6g)%HO(0N+ z7OzA75{7rQz-g!C6ZIod{NQ+R^E59`l3&YJjhO-o(Tn@qJF$8!$2FR`-3UuM z_Ea%7N3x4clfVar9C&vhh5kt*!Jb>%LE&$?%yD|Kf+l zUgKP=eFj*B(Ig#sQER0f8M74C$9JLEtb$yn^|>loRQ+79UE<_YMHB=Nj48~3e=fTM zB1W87MSGN;U(E6SrD#t@g~2D8M`SqX_xs1pr%$Raw)sayOY!4*XU>-zvNqr9P1h3r zF)uZ17eoAQ@7TyLoN}9F!I!d;b;xMuu6U%SiC}Nc17%GhyZXrWX`45!T$79F)&acd z4<;%oRceJGZ*qryw&Y6D2f+N3vR0MOd^TIx_C;DNNTcqd!VojH@=B9vOyKZ(Qc-lH zYml}sIr$J>&ii~Ve0`sVJ4W17`qr@4PUz~YaY^Zczu=iHMaYf0N zsKv6_7PBl_%$CJyvBk{HTw-Qsu+U;=sl?38%*@QpnsUFsb7$Ud-*_MIV|J{r%IFBTs*!k4-I2mgz+3@DvlYBx?%q8+L~)6WI*zqGJNyG_j_ z@}%GoH`9_h8)jJ%?BOzL-yTK9H&5{Rb191}118EtUnL*88`}BR=V+C+E+}8-Q`Bm{ znB+QHlc{N?*PF#6&CMMzRJxw7*Z!=wvwXHn&EpKMTUJWvuiD4FDbYk1CUVPztD1fV zdy!{D4pM<~O)UVtd4l2>ufu6J%=aVyW%p~{`x9d7$_vG>NJf5tkBRQZMxMMkUd{j| zyEnVawzYZEcZh!oHnNuoE5{`?Y|=fZ%-h>IG=IHbdcTmTg6zPlm1pU`tuD@)Kff;8 zw)QaZH|@%1y{tJQ7VUG#iA%a>ax5xWHm9m8>Yhn|gg!GbtAL#!(gNEtPFd@1lI;@= zYt}$ID=D}5_Ef|cOTH0>Eo}t*KJxC-}_z9i;;7stn;+Ll}XT=q~hZ|Ld$WEEaR!SIduLYkVQ&_pI$H!yTw z%%ZmDn`LLhY{tj(b(67?m@-^ig~zW`?b3&zQ<=Km_kZszTxbTnEMnNUynI^fTQXq9 zxYJFL1aHe4o%m@{lxhZPA~P@W79C4D$shFt<}f!CiuNm*7GaGHyr^lL(#2Es7_?d; zZBo8B2Gr5&GWe=ccbt60hc^c^^U6jk^H_2YXT6LxNAO0~PP{Bl2qY7+ErhRRWNOZ# zE-AFo)!h}WUhq^nsUDoh@Y(1BjXn=G*Tp(@2z@~O{ByPlXVnBN8`rD-(8roIMLMfQ zDsws-AF2ZP*WT`-nBK6ydwJ*}!@LLoP@>i?@imLo*4(G5jy_kz-XqLmzr~Ke=@Nua z3(Y!Ye$M;;fh*WnQ4G8ua8(O6gl*v`2}K5V?c_~uLP3e7oTlG;F<7Q$3x!=hRE+O+ zTuHQ+2SJ64ggP;LurG8pYo#@Db^CI+a4(_nw3?N# zIL=Le!2k4~hoPMTmrDksxA5dv`(T*C=Tl}1`FuN(QrG*l?B=yzzM@_<%+gUfg=?}C z_4y>+uAh6@fNz;L%A94ZfTr&fE?>qVHTnX2*z}PNeQ+ zv|DwTimLXP35s=w-sytBL%yjX8ubvW7Hmchrs?7D0StNlon1^le&hZK3MAabNS>#x zg+0ZvR6R!Shm8lD;E0ep>BG-V*j~T#lj<6fTaveIX3@T|L<~l(1}8br8I>XRM9;^f zIplj>#Lv1+q2n@be)B1L{>ES~WCeAb)-@8Myd@kAm9b2yU!cb&M3D%j4u zfk*#-N)edn4kwK@za4^DoRJmUPoulKla+j-2e*Th!y zr)O5$r`a6prP_}_GTRAvVhdD&MOU?-HfhTe_ED$MV~yzfu99ilZk7QQn%Aj|XjDgP zq3}|hzOeqvx0MG0XG+W2)Z_1$oqp-^x|c}2(|9J2xq-pN|( zv$DPGANQD9f-s&0L|_il{+s8wO6|LO1od~E^x%vPmQrk3dd%Zg&!OUTRgN?7`OgRo zU{B2T*;Gu0LZ-I4pauj4V5C0|j5h~QFRE_!g$#cxNn+tw&TY`un@+S@z_OzQ?vmL? zid~Z)S1qx^Q)tUS@`9PnO0+4m*aC414*w~i=Ne}TX3`+5=kMY8E2x$!(4Ehbu;Hmq zSn5uMd{!~wy{?^(rIyn)g<@_$J8zaL=&1OttdNih7lKX++kzV9MToOs@h=c%#`LY! zK@Hngt%xM!t-cdtj8B}1>*>aV%PjiJ7K*;%i`NSB5%!%`B;pkYeL11f?!TjhSNExY zhvlC@+alq0pV7L-d`Vw-cYsa=z86!7G=GFqkJIQL1R^DHp1kd}KRB*KY0yquo#!R6 zuWgo|q%O2>W7%GrLHZNfwDb;o1PueDRx|K=Hcv9Ft0jKT-~Gy=@$8)?^y= zT)f;j_+xKdD@oqjKJC<-ut9P=T5liMm7iX)mmX9Of_c>W>3g$ECEPD+gFmWrYl_+2 ztvD@^jiIkHZ9ll|sIRWcX^z;{d83KgIZD#3^Y|PPK|VfoNORHhyu54@VuepQ;!otf zUq2j|{y1P4;0a}dnqK#UQWritD=+k#VWf+DC-kdGn9I+J2Al*{z<#=wh)tv~b5d%Q zLyV_!sqM_3#*HDix-)sKgs0rv3!)4G%|K3WGw@iUxV{!Kfm3hPYDn!ilCsW_Y?qzL z$AyJU^Y-C8>sV$i6C+HJYmNSUaDTPFz(3XMEpYrxM3+Rp@)i}PnxG|2@9CgAN6J@w3w zgd&|Ny5q4Tm-M=g3!sv1%0_78Hfgb4wa64}bl-)9I4e8V?+=XRkQGN#u(z%pjU$3ikMOL{7=01@H;Y&NR>H3^_&R{M_%)_wU{!z=z@-uW@jc!NgV%vyy zp!buUlQ2Hb^*yYDY3N77o1`|lVRRBpp%-?mu$#@62QEjdt;wQ+k}f`ta}IRK_B2H+ z^iy~K=bVchsU8vPJ>g0fF~=o-g!4x%U-xAamwJ){Q`mk1Nh)i(+MSD_YHJa{zJoUl zJPZ!5q_UC|umH3TGu!M$e#lU~mIfkWcug z;8gvW8|p3)_J({Hkr59AJ^@8}PgQuI5G~lPM;mJQ-kfrKXHV!EG%!XY-G$s48G4)% zck~YJ#I4z+Q%Gd+53MEH!hbOi3k0d*t@>dacAf;K zNA$?pc=*Sur+(h=sTuNmm5ES}AfdI|eKlZC(u`OwtuYhf@CN=)XdN!s>yI18cNRAdLX*{#{}H(REZG88`cg6oojANy^przY>Drp&!*AYe$-Ae7i25 zC*W&WdYW$QNriP!Ph@wtqA8mr5AM%+hu+c}c#4|CM1>|w{i@MBBVh-4jo$o3`CR(k zp_FMT)a@lI9Hr(#5@++!tDOPWrXCu$v}*2dlw3IBl_u6`hDI3I-rL^35#`Icte#nM z((AUCc@ORaV%FNxsQJLf@*Tv z{F+do5xBcNGH=S-U%4O9l2Jc)+S}s~*j2^Rax4YKfbFdE!}Gj8&kHX&lb@L%C;{XB zABAFxD>krq_tQ9hq;;k{B16lhEF^n43vy+B>gkR3kAA$8tv>f|Pn6Ja^q!6DoP`^- z7-9vugQi*ShV#cqLW?z`ty3Y~LGZuJ;6#}h6WI0U&sfzasB2W8UsY3riN9bhKMm9e z?1|aC+2v6dWCxtT-(#<_mf~GsakX%70G%&^^hDxVwRGd{-m-^5BWL4EvMwV|1IlGJRm@*B$I}?=-FwB!ff$*&LH@M z=9`d#alXEy92Zq6pdV4&Z~z*dQE z`Jf*tlqD%D4oSJkz`DH3AE-O@3Eq50b?6%0WJA+MMoSZVIuf1jche8X_~3H;RRxlW zSs3vh)~LgvA7yd3K!PT0W8m<0IA>iSNmWMBJe*1BTA%j=y-+g30{hg~-k?51AYD-T zSyMHr zg}EJf)&J0(QRenwWx&p zceSH!WAbMkGxD+;@cd9I&28dp40E(OE`9&Klr!{%t2c;DUv~DXodmy!@ZLnGKK*gJ z03idQWpQAPN+W(^Jh`Zd5_!s$nZmQPyAXqwP>gp9Xyl#0+{IkJE#Zjj3cj0CNWH~z z=ODhnWv+{Fn3q@3mtQDCsVbp};?f7|!b3BA~MW{_W_-jwQuD^)>42sNT2KN716XoWmo z2d9BLO(^j@wroLzeKuGxUKBEOyk%eU_qyIz>3g!UM&jx(PYEaS+TB~~KAT0Yi6vk^ zzGaNl1XkloPyuJ5F~_ZN&(@<#3Ns-<(yE{+Ba(9oj0f>zM|{({SRPBQ=KGtwyrbR< zonM&NXT$iVx&xE26kZJm$;!zhagu7`hd>sl*U-%qQ_CW@C4Q&a(d*}1Aa|PUcU0a1 zNGnbHPRYxbyiIKtjy13i^Zc7Pu(+*$VEFk@U1!VHuZPNbM#|xi-%@R~4&3gk-|Fq5 zc;-me0>TcP31+1VXlr_~ky>~V=0y-a>1(Zv8N$G4>0}-}prJjZ^Gt$li$C>J#WdiO z=*`MUo&0F8)fT|awp!aoe=**(FHK^AL@wshT5mIac_HaquC2Y5Y|X)+G3&EG%R-hU zS;z^D;P26#-QNi3Nkn_oX(}?=PuH(Fto_ngp7O5kitUET3-A24DYKYJ_#}A_Se&eo z#)y2&ZKdZM;oNy+M=)vLWaNoU2h}kMkCNL)zppIF*7b(Rjq5ys%O{w(sklF&hOd&2 zM+qBG`#+3PDQjia?t)vSaS{kT32sDkwoGRJXfaEMer(f%wIazUeZ0Wx8?5fF3i%m- zzF_dFiV1B}zo$GcsBl6Id|+!|ju3}eJb_izLfh1@SCU~GNqOnT*CQpGVx5W$e3Z&G z5)|J!)i$8pw5;$1END1aEQ&vE<7~gzrf~bR%PSBT*SAIi#ttDComiNmj~sOuv;79> z$1$`o+;5?j%GvVh^IunSnt#XV(8Ag5dB5#%B6BZ7)?W2WswM*ZQZX^~1D(fyUop0^ zyF#=%)UY5I=iv8r0@1w(Dm@q-cf}8uM%bptoLNF}gFM^@Za9uk6+OIG#Av_Kv3GXe z=;6>6m$?41vkyXf5;$D4Y1AovwqptO5V+!lb?1x~{r28$A>nR>FBEE%oe?;1{ z-~OX4SWdpOc#8z7L_7-w&g_B;X z+a1T<)*dqp_i_>Gm0}`pZ1| z>%OwdT1nL2)WLwn_U;wdIjp)f-=H%&q2`EPh2i%|r;3G$DR`BKI$gml554jO^5W~! zk)IyryJ2I<_uXzEhcDi=IkN)Lu$V|F8-JO@d9ng#CM;U#)9#6fqSe*)wY`&==LEj7 z74RXlO|T$VFyG{C@O>jlDMd&izEiDH>?gFN7y4pJZ0B2i|B;ZN8B3!E-razDyq=*@3JBAAn#XS%Wi-6n*cc)3)g*Oo*b zhi{AFYw1_BG`GbZTOv;3$pk))W3+O6dO~ria9i;mUBo}Qjeyq_U6|2#1ojMuKIOm! zc5BCU`?$ zN!Vy{O$~8vl&y5fQ}(OJ?J`reKk6gd#yAiWM%^{3PiCbUk8O$zMAjKaI<`PvT^ZUb z?QMy7*L;6E+uzz|AHJ{=rvC~&@ZmeI^a{wbLzS{dLEJOXe<_^((KC{0fZaZnP}_8n zdJP`1e+kTbYR@5bHN+$C#q?!QP8VKg2RRce-t*d5Ej5?tMkpu^dKqL0kvzRjeDwPB zHM>EkFp_oqp!QqE?WX9N-(hvo5fcC<1odrc7F9^ z7$rymb-2LLl9oL?%yMi$Nv3`(jdFW~iGi{Z_8UI5P9t43wHpF}6L#5-s>wU7(&G#T zAtAeW*NrSZ#Ggy!q|~+-s1eWWCO!Nkz4Y{{7lkV=^JL~CNienYDl|T&65OUrheZ&8 zroFJJ08|w?8B(dU4VuM;$9unEzL8J}tadIC?pdT#aRK52h4Ssa$6riY^xg3C|0j1nfg&Gq`s+xhE$eE80GUZ~Be={TmgU7K_u zi5vOp+=ZBtgKp+6+w3L1g{KssU)r6%cCXU`Z6cI!P1le?eZCwO)2rr5RfF2n$%M1# z-~_Qq^@*6!6U-w;HOX@#3*D@pfnIxCAr61CZz}k8sm(<9pzk)taOpf6rbgzqaSftL zqq`}o4q?(`Y7_|_ zjxy@{iOTa2HSjlGsN-$0Bhf;I)xC~um=!G7=LfIOxDVK4cU!)A?v=VEGh;&2jB z!W^%D9I?!mQ1s;c6LQ?4p*k1*EL?=oVSHKp{xu?mzoH0{(chtckS96n{JUfqglFAg~lgZ~x zqn=+^I=xS|A`{Km`nz_pob~8Sl&^b@exfI@<)%D`p4SCmu6&x7Of#p|i1W2o2|^@o znwD30^*X(s-R~^e)SflE^O=(gTo0{dmLk-)<0&T}E<-WjZniQe7A_w1Hz7_@>TPh2 zYP@pX*EUG5dAk>V=(8G^J>NFX^Sh<#SSc?4pQ=eYNvAWd=8M>mRq}0PU5B>iJQoiY z&fN58Ei=i0V~R{DFv6QqNkL;qL?}=8FsC&Q4Ici-SEsix`8sJ~^PEN7xN0WVc1zJt zd+iS$GB-)Qyu?;9gD^u>I2)!Fl+6L!1G$u7&^62sY&6VdxXn{>U?Sq`s$;l8`e9Gq zXoT^WJM+3bCctK& z9JF`z;Sekf(f+kr?7>%o&FMXM1F{xBtE?<-@ZMq@P!c}z z4$yBMO0y8J#l4{F>a8$QeZVh@&FPg7kBSWWA_mZ@~W`9&gp0z+A<@8^s2Db#ld&u>Q|^CAJ{1qJPiO0eDN zXcNJFd^u!K+62&R5sd)yuJ>K%7W$>TPEKsBOHqWg`(Sniu}ZITvhGiZKF0jLqCa`8 zn@1iJEitOD%X3~|j~KkLJ@aGpA-T3}XX6^ea8Og?0$b!50abY>byta)HnlZ_yi=N76RB|+s)%qBxJ%_Es=uic@XG&82*(%heajWG- zN%(30)9={&JWHZfeWv1l^+*MZ9lkc#`|i`Z-55_q~T4 zQFtZ%N3fedPz2I9jH9p zGlSnRlgx-~#FV76Fg>{oEg~V}sP-#qb@8RreE5f|jIxAV)dtGg`D(DuWCFx;{^zdj zm>${2*0>l^WqTlobaAE3K8VT$RVRE83f3#%&DU^GE(t zY*e2K7=nN;(LBq}N$_ir9rlvQ-OZaZA&k?ZdiW^x{=4sD^%DGr@$`H?Ly=gI5x=G-VGwDdb$J3dSeG*(zICcu6a_Dp!k-REKt@LUVhz=ov}gU!gf~%&f!;?u%!}b$bqd;9FO6E!xlFFQA$ z_!WEg>lOK1#G`X)YZpIEda!gc!&bHntjX@H&UjKT%ALr4Q@#tBRJ1ShNR3_;xe}%> z5g=2x)Oq<`;S%fxzYz>H`Ik%jqI1(XTO)`w-Ke(Ru0A6+4U#m)U={S(!F;=S==L7F z+BiitC}VxeZIMTXoRwv0)ZDr%A5Hq!k1}$G76SEt6oJBeUcKx00AF`2L4&LoB;kw> zuVq5DT#EMm*18sr)DLm*Hayq3zI96|y)p2nFxNfJfXp zm$nk_oR?tb%tShf1RVEQQeA(l{$(#8nfk0lYjl)fe1sNZ2;bbL%(^SeT`jpv<~JX7 zC3DrPaM+0kRr6Iwt?)TTo9oWQhvfbIqrF1-3S~#VNaWFc4&|A{cDp%38qNE8V#{@) z0W#MKWm*D+Le0r47B?pZXYavnSq5QO4|$LAkHxy6`*Y@8;tT6&H!p%{2leSN1QYY8 zi-tNIEuJ@%=`5xtwg$ESgkz}p4jr54pUVWEpo$84di%RnHTXvH_fImV6a-Q|{n7nlc>RI75HJ8d4+}&*YPfd`lG(le!dd&EMb*7Q3{^vZ z(b4S%KIPEe8L4;SMyOlT0K-qs3s`BpL}jtm3a*zrSYF}YiwfPyyK~(t#6aKPDWdVv zE%UR9;(T|}Hv9(QnzW35xYFmo=yq+X`SOAKiPtBSH*RZUo=``n>1{ab41#1L)e6*{ z*@uK+!YL4MDCZ51Hj&Dw`SO@i`S3DMxoc+%%wWLWD#Q7rw|0Uj;4L=4GmwipLC0qo z;biT1)>oYZv%TGBF4WiviUDK^{P(?yRtm+NpBP~oTUR(Mybgz3AEp+xFW=w%4fQ0- zcl#$CejcFaV@>I~bmOEv!`KH$po5*FP5Q~JT&#SjF(DlbiLJ8BmgjxpW#uKe4+822 z6`=6$sDCa0cP3lz?GHymnLPoKmo`VTOyU&Of7*XJS0JyA@zw>Q5e&6X80?%us? zvyQY*H9F`wTtM2v91f9ojrg`YYb5 zZ4NMXbECl%rCYy&pVJ)pKJ_WS5IS&g9G|OgJ*hljQV51>e~aTa09#p;*Q+$^%^=DE zz3WUG9>B%nLcI6&mMSA(bY9wpp?Mt_sP{S|vf>F@T)yr;Izy@O)-XLKJc(hv9KgB7YOjnu>NUKWfB->8qb)t+H_51q4~h2W>fbmR?>mqxkF^; zh|K5}Efe%YbrKos%#Tkacz*A=Ug*led0#-Xx5BCf>14XRMD+1qTEv!-FfTP~~M zf+*O9{7~aju3zo-v$r@R8_r^eUad0%^X)H)BI!8cE7>U*PXe^gk1T>Rn!;6H!1kPb zW4`6dY?>%=v`jukl)}}_FW`u*Zr3+41Gf-@(POcJh9Cy$>ZX)J_?4?KkY*wD&1ZQ5 zXBr#kWI$Lr1)7fI96j9ftPfD%zh1x)LavfR(_H)j!-Z^d$Jy|_+!1I7C%E^Bb3_K6 zWrOv@#wDOp!coyFe*Fy+It3rtAI1A4|Nr@sF9Ll7_7unMV8I$r1*73OD?K>ElFXAI zN~6(*-j!zq;3Ba1$ISoNHUC_m8TgSQQ?nZhD@ELA2$G*zn7FaZG>eMb|CsV${19kS z<_|C__Uul-E;8AFeaAoFdN+a&VD`vHKu`ET|K$JsBO)9_X4(I3_n{N5g!&IIfdAi~ z(L2!v!|oq)+PH^%vEPJyyPvIGSC@!bZGR9BDLN%bO7EuU#r!>$-XtUEKAbZivSP>k z8;Ki;tVNg~+gZ_Z3<~R)sTGHy>CTON=#sHt3{!PbB`7Azzduc2CfR}LWQ^PjvrM1)~P5hsYH2!E{ zV2}wK)=Qr?y-WB{73$aphe0L~e7-x?)S{=(^;Xl_>Iq3=1*CJNn8L~MkyaRw6L4Mj zpcZS8ouY5Vk=za0@ctLQ{ZEy!F8WY_XG6(Ko$~=|MKx2k+9-+LE}zqBa<46o%jI)p zW8>~J@6`ZFp>})Q=yTI@U=v_VTwHwf_&97Vjk8((-r`L9#}6|tg#@J zv|)S?)K9NJcq{ZUBqrl1aAY>}v22KWN>Ph057ggt_xTaHkhC0;>gj$B;h&aTw~`w{L%_ zwG-!u;rX9%yOPrfo3Ee94l09WSY>wnzL61CJ ze@m`y1U})&k22qTnAp3(pSAL$0N#y-nd|ePir25!q)I)_#a$r&AVG%okQSbs&n-OR z#*iKN$b-Irkn^F%1U;>^N)$fsU19a_d~YMjImu)nBw8+~&{h~>q+VeAYiMSm6Y=$E zUNSpfxz#{cbpfOG7_WvV?eR4OSmeZA1;p6dUy>~lnky^5}9-3gzj(tkIyHWs>9n+lH1mT^{>}} zA)|sO4!V)pn#KQX>iJK<6<}~G_@RlY2dQC?+sMh~)@%$C1{C^XV7IW?9+0xlE zl<~#ryDb=C*;S?4k$c8+0R{04j&GaK>%x0!udhslT1F$i^UA#;>qEdf%ihqe1x3C z6L(fn{q^8uRnVv114j{1kZMtZ_WbS1k{>T!`pIj%&}KvAW% zhF|~6vYneiN#EoW_J-!ZQw;?!JUOzkN;EyjIYv&)>Y;3$pM(4}QKseh&-Yq3n&ZVK zTJyIPKbg@<^e;srYYvo5K^+6$0s3yl1I@^F1oXCYZYnhYQir`cVXe7xIq`(xJ+PL` z7;y|R^;9^OBlYVhP(%#S3HzdZHzvu=Cp4VAH^Z)1*Sw{Qv>z2mBh(JEGU_}rDIH4n z^NgzZ$=GzK!MN@PXgyIukBi1Se8ZjWmXFS0gnp~iaMEgVI3rRbBNV~+T3y-Nl68lF zTkV=8eF@wNTS&6WM%&d9O*YgP$HAuz7G-n*ur}!*ge= zB}|u$3#vt}9^#kExM zEBAO2xLmoRJy`LiQWGQ>dp^Ml%fo&(e{-R}9XOIZeLnYFuXC#W**4o}2RoP)&I_%Y zj(%iu)Lv;HVC(PJein1}dByCv@Kg6sn8TX?X6)z)GGJrOBP@mnps`0;ll~0dw5BSa zZm#xbwcnhSoNg#~j3NBSC>B$0`jKO%hNSOKDad=*YKA_B81_R%0qEk=4 zL>#2IN57oJTHl_{=1 zsv`Q80kVroit5_#RO;;WE)T?lB|%0h=!bsoE#JgqQtnP|(5P)!IAu!)yH&1)F%8M@ zfg(qd8SyTpjn3`oYKB@RT1hzbV!!tTDRB;wsqk}SQ!r|xA)P%Y_-Tpq9@YMU9bA*F zI-O*2HM9%36aROFFd3H99VNS4Q&2uY z)}?!F-^O#xUTk=eV%OH*1-c`gBJ=5in55=gXZ8-8$+x?;HfU*C;645UlPBF>8smFt z*29&Jg$IC6_%5UaUoQh1>`7l{ZSR9e%DKrpj65c=dvh3r!{RIEd&&~8=U3seB{c%9 zHd?M<1xS?i%g*k%7*0fbJ2V!&(InKJZ@p7;v-f*Z+y?6!3z%MglFuo!B=;68LWijyQ96l_VE-uxh#0wppktuexpc_8Q<1yc%* z7G~$D@9xj4X77d(QgroLzuRk|zq!+Cg1Zq>bd0p{U2pl*?%Knpd2T*UPZ!!O9>&&P zA|<>~n{z%*cz3?Q(1%N(`@Zga8!TvPtzgZe-`EmqLsH_sJDZaxU!J}@HQTBs6wj-N zrk*y{9V{jL4pO)Gw3Ss)u(*DknJu7A4e!^IOpM^6>pRxzQpQBO)d6Q)-QU3iYG2y_Ckx0=X!zPyk9Z=x*_6R(xbCu-Y7t$#>=LEA2n_&yWI2l97@2K=zNi`-@Fx4kAIYw z?(n~3c3-nFjLJpB{|Zkh%SYDXU56kL8^$t<>4BR#ZlJRhi=PD>5lH$a-y908cNiP% zK_yi+v0Lv~1=I2OtE;ORr_1k-<&u0!W+f*9ev^PRE5-6JhaI*l{?grjHTJmx4S#Dz z%VCE{Q&Z99q`>r1L?$!LlkSBB!QF(-N|ls0%>C=D=!}f0u!8Ce7D}bY2+`4lw{ps8 z^=pa#wRzz4@Fn zr(cj=$$gRWhA$%$v#<4$qhbEi0DwmV5~@C4nzGoEb$A*FynKOF?FHI33-Y1gos%<3 zp^#H9gB*a)V0WJ-<;`cZx8;E2>%izo*L7~Px$|3Sn-44s$()k zDbABu5Y_Ew^!xGEt#q1UZ=#NT2t2wbRn}$>6rHsa3DE-z-(*cN59HhG4ubqdV*!}e zaF5u7&gCM;{*cgJ>+6J_S@;(#xdtm-t+MEa?;%$h&aRO1hL zHBnHTk4Y9r^ptzq#_g9h#2OiO21zhlxEcN)Z4v#<`25y*29(iNo+=?2>Vgl-E`{F9 z+IMHx8uFiwi5M9tyW~ffQg^cBUrWGcZ?YBX z6)%Ls{f^2$_RciIi~|TPD)XdCB?ab<)-dK>6v!fOf>MyCOr`%WDrXq|DT!TjU45n; zt<*4M9G3xO5)Le6&i4YoKc|0IF2n{To5&41^enwAY zUt(5H8}=$mCv50c#qw-9>JVtKd&;>;NfqN{VZq95uFZgppKdV;=^-cj`!R{y!5`CZ z<$aO>>bI#CHiri}grT5!i*E7jSii9K^a&n|g!W7HWyDoWB%SZiqD7TJn=aqX;WvL` zJT5b&yg)!4y57ne@lH`@PgkihN8isV{X0cdZ3=c~D z9jb9E`^)1%$;JfCGOYx>?b`sQ5Mkda4(v9YUN4*?F@qk(7P=jKM)xAub}DB5W~!}X zM8z)zlj2l$`2WgC!1%v25)2uGSIT)RDhc`5*QljSiz-Vbw|*EjuiKaav}f6m+QqLy zRyJ&)(FOB4D-woj9az=UHeJ0Co)_SO#?B%34YZXMYNd{s!*m=o`mjo{vgqzmRD#MlCLS8i7e5(Gl!N~yUdU2NIjLIf(!pk9{a)#G@ZKsKga&J0)+VfM1+J7kB_R( zPu;u>SXrkWnIi8oqGJsqH;_UKayN9KS$^KqgS@M=c1BopQ%erG$8t~DFq!{tfS=f= zx<8b#IrX!trD|$5zJU93GR&@i?)>vmwQ6`Z*@_j_qYl)SsI(Cwunkp>=D4@E;r9zk6dah9HcO&4X=$ zM`G-KS!ju6Y4G_Dj}1kev0aQ9==g)$Ha6>w?#;&xwpX=;g4Q*?v+$S~r;+c(+p(4N(k)hIj~WaFLL!`4!?Um22~GsqxOW@NC&`SA$=$R=Rz&+9l~?yu2$!BuqsqqC zk552bVmeT1S`p=+^bThi_YXb|+6K($EU@}#^5rQYZU=Y3=`U*9o~-jb{pOZt7gKy3u3=JPJQjF;yfpp-x&l6w51Lir>#MSDNi2BRLpjfyxo1zV?`fc~osFyE>5T4~1k&0br!8Q*EI?j>JCn1_cc4QHY z1Bn9c%cO5a3xTwn%^}@1R3>+|CkWvz5;4s7nxFZ>bK6;{7xI>>@Xc&q$=$!1ldi2A z9nO1z=60{&ySK|~9;m*o9j86iL-(w5^F*cu&64{Bkx6vr=+3@7`PHJ1O=8ST5%f&8 zofmr=763XkNv9czUI@%bH#z?F_EhNtQGGKPDc8RHA6c<7W^I!_*)Z!G6JEC^{0*p|M4SRb@p?MS7P9L~Tt zFIYD>0Cj=bXcNUBL`=+Y2VNo_ADON6>*{N5nEGuay6Zgds_w`y|w*bcs!WuB7eH~7YcPMsepZWR*t41}zK7&~+6zH5D@!MkTp zQ3d0`^CVNGUmu@BvqSg|D6R}RMs*)J7m+fUf6@b_^@VpSu#}deL>hczt*SH~Sx_MB z)>BLFJ$FlG?oNFQ!G#UsASqZ@`>|V$8;;h{qm0y&@1tjHjXg^#+CQBaGb0S*qc+99 zuffPGF}yz6@69{{p+Cz3AlbE8k0u{iEXk3t(1dF7C^M(5RnfT~66+JM*%%~F)|5VZes9~cc6YS7dol43h}59}rP6KCOga~B(IuRlh~t~q zbJWdSUy7!fwAA0dW`r~o_#@QR8Xaay5+3oAg8^lP zp#t-hz54!H0W}%EcI~=@x;uL(>pPD{|bh{0#X3yTg{;TC`)PC_7VK^1(Z-drc*0x8h2fGc>q~Pbi;sV5x0`nHjGD)j>3g=Cdlkx0LwAI{MesA- zHJgWJC5G3lgI?8mor)HfyrVioui1A_fL2Am{!_V4B%snUyvHLRbwMv%&p-92aQm|T zPvJJml31qys9TRda2b#saPsi(arcRFTfZ^s6@dGd=mN3!`b&k4xtiZe$tJ=`a1% zVLGzQB6GgI9%rLxJ2(N2HdHH?SZ3?QVN)%{SL^1S_a18ZlGKT|2F^`lLm!KrX1sRu z>DH{hs?X{213!~53oTO5%W7Ik_FU!A+t8ot-j9(>C^+O-dl za{NNwUy0tfxz|e=Hk{n^k@Ol`qu+@9{(>3UBWz?-E;Za-RsN-+kn}wJ4li7*s%teT zwS++}hh0~ecd&;CC7+WlK>@7FkVofB9H?_8m$0=g2X@z=$A3lm+`aG{YCyb&eClI0 zQbIMdAC3mT&8q-M1$P=R?RExk^*g-@qcH4fI=Bc);mH9(c#{(U|&d zeLh;j!dn!^maO2zp$+Uw*71t`C`nI^&)qbe*R@uaLrSJyv_rSH6kI!ks0cCHA?--G()T z3G%WJM&f|UJIk=;F33m>m3fRH26v`yU(>*K;Gt!l@i^{A{hP2w2lz&&8-kx_8NmzT z2;UGx@`>q{sF)4BHGllB-)+)sUAK&_fJZ*=f$R)VXgSYAY&EeGf4Bpbz#wb}f;9JC zzKUfJcwf}nq}BQ3O5Wuna$=gF+HllKSTlB!g%hzVX8rHB#g8EJ`fu1jC`ZB8RChJDL?RKX}ufM@M&zst>Dh1 zcOQsBw zbN^tNn3qUz{|CQBbd*)c^mZfJ*C$M~R5NW;UNiLO?d`8JU$`sx$tQ<4^KE*E?+fR0 zkC89mf4*3`7iss?qa2STdQDdeZvLJ|bm7~Mdd9pt3FhTWT zsHy5cL#t=GfxzR-RbXNInRi97J`! z)(PR$v)=|hv15OXUH(TN*`9^@XEy;ceu34Zs6@HR%NlDM;vr1peGObwwH_=|zsQ$u z(;sFILZ=7=oQM(!#3|-yUStR2bFsuoEsBbDy4Of-SfSQv4~EGwjCjesi_KG`NoY0| zXbF3f+E`0_^_QjsS!_*tElPhz+GbRr^xmlg@J{LIvN+A8LF?64$2pF8g|z&0vxZ-c zg+Go-h(c)AdUpjm&ZRczyB5cOSk`ZzvW5&_3>%97 z?b!#d^QM&BB)aRR`JT32@Yk=yPw|Z+QQ81S*cf;z+t+t{+^+t)2Xs@sm>BSO)Rxk9 z73vbu&6Vb^)kPfV)O@(}w)XGb7GvXUd^yY1_g0zb3xsd6WAiusR^!I@=*xh@Yb5CE zYn(+040k5y#NZaUkImZL3&#PA!0%~W^7mfxzTtb){L`Xd)14Lwx+TgN8#h*&6c&me z=Tmch*~U{9=<9r-uhauu$p!;Cc%|p%2(U6KJZ+$a_R;HWa6U?P{HOCM-&Ygoj-g>- z*@TnWTFb-YEHf9YX~_am%T=_2c0(EOK)+!07rylzL8HTN*$v*Q2S)`(o#J-0K75}B z5y96aDYh981@!obt&bRk{c1PJ4YtyGZZMzl3@$j5+4$_ck?D2>d?b)n<#8PU8{#bY zZWNJ;`<3|;9QJtLd>eC;9qt{Ulfq(PgtLNHnD}7 zR>paLi!IZ;e-_3c9{g{G@ywEo%)}*x*$#|-beq1Ml734VB*oX&+KPR~VtkiXGR!2;Zx%V$Nj8mgS3x1!Kt0GPn2G0(|1*#B8#MjvaF_sSjUJ3*U6Vw zAFRIq`pgYK-b-p}OZC1dkBfl4Hu}^qOxt+gr~b0T$L^yiVT+Kpv)rp4=QNg*jay?`9JF7M@#yCv@a)$%5CZnoxvk# zGBUepLZYZe8_s3Ae`srA*K}ytp*Y` zre>7s0ypLYmCN|_Du;9fE?!@R=a(0^DkH9Yyj$xsAr+wmATV*o;u91L?!fK2S#f#2r2ARsz@iTsnrQK4c+`a1EcN?5m7aK(P-%7c+L^s4%9jtEs$-gw@ ze|!Jtldn}Z;kG}gLbDp3O!u5#r+rK;TzjKqMJ#UD#+J;AWP)&R3?TzcY}(ofy<@*v zTx1*^7(fkroNieC^5G+0gabY33+v+O(1wJ%P_(%xHeZEk9^-TU`$U65>&1p}!-stw z-CmX&Mo~B@@MpMf4w{$ zp4JS7aL~yNmD>>UIRf#S^a}5rZ!&mmL9(uo?Ju%X8HBAeE#u@E+WgHFRQHt4c48fd zC%h$}OMW`3v&tJ$kbVamJ%7oD&?fM%(5;iR<#fE1 zr8*JTI>fmP)X6s=jQNGvu)K046*Su97jq>pdfUy{5g0@L`gj@Qhd$`OFj=l!N2BG2 zT3YtGZcY-hw4cx+u7~A2cAK8n&ZO6>sd!;$wIbm2WvZbyxzoIe2>0a4x7>oUs2*mt zMS>*RPaF|9tD`BptLi3Z+x&6@9>4Yx^cO1gHE+?xIh!<-R(#djAK7&SNtYLNHZ*)c zY%(3Plu!kJM5|7tC+a;Hn9=hRo|m~V6$XC3uhPuc+BE{<`0r(1$>(nFuiKSt{EjLYKax}OE{xmg-F&v7$0L>!UwYuN;5 zml)`I5w@RT?wN~+uv*$S0gVW&TQ2tLC@v4!vxAtCh0h7YJnZ_YSmq2@+8rjiRko}u zk+HE%pDJWcVK7dgp+h3CPjY@8u+o*-9QA+>2XeFOy_1%MQ#lP9p}9N5(T;}I>h(C{ zlH{6qeC!RY9sNuZ^46dPc6N^I-S&kRKx1u;uO#8++S;s#iKs*2pnX9>`);A0?NK^= zhMs=6;l5j(1n~2)aj)Z-+6MT{QN`1STLU6Y0{VPM0H^e~iv1txDt2w(_&q z)XuJ5e@H7x{&3MxJ|^Sll24#=Ww=w9q=xbta8B8jeenD1joYQlT>{9YSfTw>DgY4g zv0Vnhuj9kmewLEvpMA1H-r-qFJljk7VfaB|HtC_!q&(&M>BU7WInPsh&2aqua|?Yc zovU>_--&nkI{`87d{=3h@9q^qBnSn+tdTP;@;R46vHo59S@lBSZ|C26Poh%qE@Z}r zoGIrMp^sjfcL3;6^Yg$8+W7mJt+s=m>|AUARra+LQ1(@JlStqvLph@s4o$4rjTn-3 zqVQ_R(vB*ukP7S1@@UV%B33boBp>aBAL!LHU&tz>$rkpDV~p&S3{ees@0a<@Hh6D` zKk7r(;EOaD-WKJ6Z7}G&pCc}GQ_%o%DB6A!bFdMW3)npf61hQ-pJWa^%M&!!Hm}I2 zw+B%_sWLGh!BDgJ7mXOyjEz-LcH7uqB)9TftP?ae_b<>T61F(|)PZ9kC{CX*3BouUN=7QaNC!6LA>QOLmHiU~ z$(zdCtOrR`h;|asor%Jc)&!g@RX43pPmN#RC9b?m4?e>X=v3Mi&&SO;TTqO-bnf%@5@-f?twz#%|n&iIvCwj758|>>4yZ?DdFl=T3Nb=400j z(v@xqX*ji~ve9{PvB=C>_;voGa=Aec^)&ihuWi{7o)%Ez&P9Rj$0XU~EJ5fm)T>k{ zS2id2!%vQg`O&*4lPC8pcG-2`%4k(!0QX(>* zdU&+mO{~U@!5Tu}aMdEv_B?t!$|}aZVIN#Gc8to=W;BfwArCi5!^C?Mm}@P*M+ut_ zJ0V)XC2dkxp-_BAub9_DWH>92umq`u`rkGx0;C%5E=mQ*_YCrA1HU`>YY25o2~}o2 z)mgZLvG&i|R3vk4UHQ{oR?o_BW8<)Nyzd$;;dwSJ`6a{?+N4U4>}#gXi(F8e{Ds@Q ze1%tQf!p>PxsESOI>cI2p}vgsWQQ}?wLLgFu@2V;>Cb>WMVCBD^^Z4KSGK}sLFI_> zhJ)Ix@dhS){fVoU!0D2dzyU%AA$GIU_U}u6?}Q0oI@C#wFL?M4+IYAyIRhZW^k9!a`SVx}+YjVOv#!^EW`(bJX_h(%s9xqor!0s?1Eu zg>VuVC$s*D=}zkoEw3+@VJXu^N5UAMbzq1aVcB@}&lV+?1W} z9O?yamYN1}WILPl30yiJ>V`ekevY>^q!v@Oty|XCqF>+qlCZ#vKv4Z@eweKPUSCE~ zjWm;(o5|O<=lgIC7AU)#R1SatIOCqEC_M}XMiAKKBmhBM$Ln>+H2{ni>v6|#o`SKMS_Qr zu&$SYPKs%4+sr62SLq0P4ba}#CZereLbHm4Cfchp*51NGJUp{S>Dl!SD>wjd6kBtC zXeDmP2?B^`3PVe({R6nH9w;HC^r9PlFPCUR`oBcDd5wf0Zg;$I_Xl09Hpmg<(w1I6 zvk^&o$(a7v*ezDC610*<tg5TyKY z=~tcXo6vO)t5Ka4AW@PmhwW}FlYoIZP-8-2o+o03e-B@`WLEQgJFqPr??|F~gq#fwv z|7F?RHC3e%Ky%#}Ij$#oi31Hwhv z--$4Vy?Hr~3Mo>(c%&pfvFM)&`Mm^g<*}h@f6>>t8I1 z!tJ>+anO?MMC7wE7dQecUKk$o{h*0}f%lCo$&x9fu&S)E1S%}$D#^K3+llx|+Y+Hy z=R{Q#VN3QzzQ2n5jh=ng=yI~9(q@oreh^huiF^ITO<}vlKVwsenE)YT&Ulg8F7P8V6DL1H+((!a!Q!o(-umUKP*AMKCsu-V3JcXNRU<3Dxc;ODlZ{51exH zQJufhP^Y5Sq&U?aT>3U^N3%N=zP-D)5};y;x6$#5MhWO^U%@D3n#LbMUGY&w6sCJ9 z!+}Q2YLRCdw%7V{;W6tuP`x^TVE`*`66aea>(LR}t0gtr$$IQC2?6|%@uoP>-iZA5 z#OVnfg7uJjnrcE6wEE^-M29r%RJY3a$O?(k(6HcklvHx9AC&35p6}2<{g!_BR88Q2 zcEJ2U-CsqFpGjMz4kW1ldFnqN{og-^wUNQ*Kaco_eEvU?#cCV-Kw)&;=aWBBMH&rB z_fTdw7<;MR+XJL+v-OtlJ7oFUX6EDC-l858IeD`kezaXW7`FwD80UuzNN9rg;ut=p zZsv|c%I~HxwVQ>Sg!E|yA>m?Q_j^4grP~6$8Jm#530MW2?fs5O;sfk?-Hr~#5YHA! zpsy&TN#!j*my9ONCouHx4p{v84NZf$Q??mGp^fRy0dH!hpQS2XoX+PuxrKM`Uk~A2 z{s_k;1r8~w8CpaVfx!d6dH{9IbW?*ELzu21veVIe+5Syzq;J>Dqh+(AYil<7omi+p6 zOQVA2O-pcwZl^=Un}5G{-uy`Z>!pJnCr$UiZHtW*;~d`me21lmk8J;a+5Ojg>{3Pf zP|q}*^(^@RZKnNy7Vba4YHNK7Y4Cuh{`|WIEcY^gvO(SL?d!jB0mcST-Y(2J=uwLO zjRRo(TdtDO2Gk7xc#TI^R)25aZ^BInALw9#S;?~)hl(uUm3K& zitwTzEVXJ0KU|yfl5_H4H3Duuv-vz^O-xK|e-+6%Yu1w3dLRJ;;P$Zbl4`a>NA0`5 zs|+s*@?T9_xdQGlwEQ-iJMUa`8ZlnNZr4+p^m5#S6DEbML|^?0`Xneu0XM~bo(E{C z{}Med=zq9uNP?}W3gqKHuc0N28zatleb+(>WNYbQe04ZAXsdxI`oIy9vAkJ0Lz zI%<5eI>zeW_my-Y>@)fEvwfW+_qdxm`ko1_wY+`XP!zDDvLwhLYHvHV&#?5;;UA;k zo%pw-&R}(>(r!+if3;pB{f5+~%`6`?DthJ!9fTP7qR~f9}qq%jcB;-m{ zug7gm^b6nUXz@tVIvjCv0>9Wt$(XeKnQ+<$KuZeYyFZbeB77aN;GVn%sMZh!aG5(AHXNJp=uvU}=(sx4@k zL4=y_=fcso7kQc3AVqP7Mq-#EVQ~PU73AY@PB(&fw1nws1l-=rn%S{()N<$51Q*2W z#ZsgW^x>5DQdqP@_n zeKApg&Lpd}r>HZ?P787Q`snStcvs^`@0K)`loNGsK~AG8kZ%gWPMu0nv^m^=iU;{& zmM~-w>)wtbFVgg2^d3)5VC?@l=AO?eg5?m^@DPvbft!>L^2_{gCA`JfGYYE^VwK6z zlI$nYwU;1moP4E`g9lrA09Ebtk0^yErDPBl!hcO~!mMDb+ZDM#b^aVK{&&qeA0c%* zvGgNaPI~TcRte}C(6P(2wzf7rAq>pQy|jg;V(4-Pq-v%QI{0@{HpB#oi`|+pv9r&YEZ=z9X0(48Qgysu=T5tR1 zCDGumwACHiB`Aw~xPh;i8o_kJqL-f;V*t$7$pxqjGYqD=tA?S$r2x?>N?fzcdhel9 zdOu*@?*z>`CN;R`)#V|n(x^n=r^|G!i_0{!7PB@lUB9-iiU4IZwMgGnmV!xR9gD^H zb)txLtr?f#{`TaHpJ}Ya$wjGQ^k>)RoZJ`*q~+9fPr(671$?vn>lY@`F5>|L@@BBX z@25L+P^R@-IlTJ^knbRWk;Doet66eY`DS2!nbY=tuAx74@v2>FP;vRA`mhZn$yiwM z_WA!Za}B$Xdp+Q3j_FockQeZzuXOgIhkjXZY1*jTU&Ac5(rW@n{laj1mcs~Y>3m$T zO{*JXI+}yea+Ca6Aw6_uHByWJQ;@=K<)8;x>WGmDz8gTR}WR!1+r=V7pt7@SAPQQ zm(c3xXK2p~yKV^f^EhBYq zw$&ZerZg6AvDGwGme2a-w@HPp;|B4Qm~wi3K1T15#MxEPl?#-Xx-7mW(;N^A$KqS) zGTaWfQrR|Tw6|zofS9N(Vp=r{IY9>5u(;TC+ZP7#b$;SOyf`Y2QWA7n#YWR?u}Ro9 zkcY~t0eWVLB3c1@Nf)qfdFlzWKACjGDXV9~ zF5d))!1}g3(bC*NgQwBeizT~E=xMmkyb*PV6I!~Elvvoik(k_|UQ1iAoPF<{P9L32 zu<`n*;(8t>6;_u^Z+lkgdPKx4ttdwT$H_(U!XZsbov>q0D)AtZHE6mkD5J@}wVe_c zgJ?vHbM++}#1K|m3R9R_Sb8pO`jh{Mft*opSe427{BP@aI$xMm59YF(Jn?WU2-N)QKyX1NqucS!JwXp|*`Md-AavGQmoAs{By*)6?bZ z&F!tW72cz-xJ}nul%$l?$>6bDwv^*{bEqj~=a2zG@)`@}gSpy;NdvW6N~v~ti;U9? zuo5iweYuM3^VrbBe3#>_oZdf=txD-R|zr4JQn&zlCE`eLIp3!>1R5-V_tI?U3Bj01bO#TU(Houz61)sGn zHm~|h_TZIcv1TtmE^o9<-td_4no~043Q_v@6*Fm}CSWYsFs+f6hZ`s-CYZ7&gO+ucVUiHCto4kKLnNTrt&!t3;n=wU+K=R@Q?j|d3UDZl^{Bg>tV>M9197GMt(k$;K-xWH$Z81Nqp zJQN!vs_$uQoA~QOF_xXB?iUGu>|9^Bo2FS%sMMGJr|3pcCIlw%^vQGTo}e3{Z(*ZJ z2HD13EFP0>WjJIN%RB}cDJdG*8U{=|V>qb{4UTb1{Z8+tsAsYcRJy&DPnf)X^0Ec` zHiiHoi|T1*y^2w3E*nFwpsaf<`ht`vKHm_6LI1{4b>Ug1ey1E1$~(N=DaWuKr*r6eU4-nY)#J%l{ja)@po{`AT=a+OP@lcmDEe8Iprqi=H zyT^uEqU^o8HK2;G@z#sn(4bsF5AW*K36heu54q-kd#^8SbY{F>p%{H1RyEa!DH1Kw zbgM62Q5V}~+sM?G#93FNO|$Kf8LwHZkqB&a;cI(8YZCf#jCVYGrjOhp@)G|z1{;$F z8RM4C7J&>~%B#w4o!aV@85HFB_Kg}F)itKs?8a7CZ6=iK(fZQ_nGCOy9=gZjtC@nY z5yrc-+8IFp=jBqnaa!21uAh=jXLbY5n_8Xk)?m}Q!vcp_ zk*Y42vcG@DIt~%-W>w8Xa%Q=U(7R2ILO$zVWW&jgASUh(pGZgef=+hp$IL+!#q3Hy z`;k^p4G63i=;L1`7~d;wpIlz;v|zt!K00HN4WnljGOVeok+q&w^@_5{(s7cNIu++)TvW}0_eD~OXPA4trR4WlxI-sNC^NK5e z0jkPG@fuZzU#gW-+6o`E!_)_DS8C6QS@1FONd!t!{}&|{Bnt}{8A_-h-ng{8H*d1* z@pvl+{Zlpb$(t;#nRW+}21JL!T%KFuB`5VGK>h4tZgSqM5dYM92z#cvLIG|rri0sOfQCT%+Ao!bVHt+C|$lK3ta0`{&wwCTT zr^q61MZ+3k@me*J?M^2hX#b)A?EW)uSv&`fFtF9`snq&P8=tO0u8*3U0`H+lM#H?l z&2p)`TjxPdOoWi!**csaI*4637tmzVF%F#S+S{mplI@Xq@mX!!HJ8 zkoVjB!pHTijSV6*7nfJD#b)E}7|G1S$CB3pLG65Vd=pL3%}bOK9b^1&w#r5hqfrNL zth2K2T-VULQ|6wYDNi2naTCTL$7s#~<28oW^zCM3Ld=cJc+IX`0HvE&`93jhZ>Q9> zMuX~(5qyLMr4GdZB@T3?IGC+XBR+yGF;u3T9CeSZwBrT!JTpv55b7+=2<%MF>(Rc_ z#mcG68VY@ej_F2d6)THkx&5#QDd@V>j*X5s7RLdVsYa_;8J`kfaJ zvtTzrPN&4O>v?Oa6bjwLr;iJiA8#TlN228Is}m;V=SG|5>UT%qZBDe0_!R!^iJIVV zQoD^7zlI8xT<&X|8`y95Kjeouqdov%1GXPTzat|kQ>#>*>QQc9M!d1jDUR`Bnm z_G-P5V(t;UV?$w%)16uB+_Q6l-KPOK5C@a_B^@r4D66GX)NLkZ{-M&xvecOAs*OP; zckKQ)jTA5R7R=z*j-;M=M`TRI)q@}6(%a`7IAy6d4kd%Q94^_C3AReyH@%f4DV4lv z=N?m^qkw!Owa}=#I*H7QwfD}Rh$m?{oaQX@BH*mll3Uv@wq8xM(M6oRups5i$2D-K zo8u}s+ON1g{V=UW2S5I7VR1OSg<%K2JA`n$jEejN@VdzOjxM@?39_G%Uz67)jp3>96RhtT*<9HpER(FpM4K zgWvh?ZB~fxwW`I%T}y|*(y;^gYxC&hqE4j8JjW+{Qia9n|6JfqKLQ9ogAZ;B>OPgi5c9H=L-l2zTXFa3ATl zCa@#ZU)dFu4~&ta2Uh&5I1x);$WPhp6EBx&H1P%8=#tU~FYZQ|b#RX|wrTQZ6-PH( z*`}Sn$VKi4fNG^ViMj@*%wFfSWhZs@^mX6vqx3aST^f|GliesE8BLF&jYV}e7<_h) z<3u+(8tqmA>UmNCnUVSf&t|{#i3bTRSb+z8=c4hIoVT9z3v?;7^;O>T|7ELKV?e}j zV=~2gYgv_JV4&U8x?{jFrb{BA@XviAdNvY=(<;PQ@PH_&DQA5S?8lCWFiWs>3)-uk zPcN;D>1eo=pjK1Z+-JZ-?$xO{Fwhe4HEWf^|P zjm!I_FGDRrM+!wDPUzjG8XrqZEZ;J#wA$VB>aXqF&7WwRA42+ULOl-r?wQp}b$foEj#P_a=u(&!=Q zRo}&zw*O`wG8jRH@a*LRwDnygY9z_4=S$k59pn+2{a>w^yS773YBrK$FvGDrW(e%A zc9o0sXrG3IGY_}>2FdMbwq(x)O!(QKI;r?n$E`N2mcK+H3ld;@=%n!vBa)el)Hyq^ zuJ_Cti!Ludlia`0jeO|j-0otwsJNAnipdRhLg=nMXzDCGzv!Vb(m@TFyXt?qD=6%~ z!

Fam?otAPgksXTNx`0)gkRZ>}IKv=CT2+jNrFHdhX6ocB4V7rWwgk=*Z?A0`50fJICKH7w@Z}F z)^Ium41?PhrSJiSLtN&gI(Yi}K~~_7?lCW-_WDx7r+rOi!u#=uGT?dN)`rH*m0Zm> z5Wx!f;C$d`t=R^qy>uWyK>+g3ufRUdN`tib2;9c&~R?>SDtJ=7qP=(h*PA^WTX~=DQ^1KAHKeYKTEUp+mI{lo@KS7xE0chP~44dpaav|~0 z1e;bVia&%7TqM-3sR?>qi3)G`;f3`IhKV@~JH0quR6CdQ{iV z1yrv%`k;@5Rk$rTg#!)VPkg25!N;A;D^` zEO_Mm46JWr%Z4!zFr3r1b7G6Z`V)i{YVK{)%~I_h!Hd2gox{cZeGbHsjSzVnk0$2B zh`8V+W&YjMbGJT`fdd2o%gd`-yDk2K0!!aI3%QTD-Xq_uFBrCgSDEjYTX{=hm(zO> zbbPHrp6K{)RdW6;7j8^(_rW5oGu`l4Gd*sOVM78OKLr4-okh9wWOE3MvscN7+RB=n z_^wTF8DkZ#3#zVSXBMLs_;Tuu(m~&CE<>hdnTx1S^E%u-@}6zJFiq-(5nL-+mSSe- zNiaaHAvyQMLxNT8nQRdyVlHcV_ghT8w`9yK6B+{B6`h44VngiekH@>D}o%f5+)px|-Gbvg=9?)Q`|L9B3oxrF7*7+)!AZGCl$CL}((bT@8NBc|-bOFmqb;XODa0P-kF11P` z`>^~V9pK!NfjZt}y>GU%Ls4z+3Cr}|aWdd{^X=7-DDx$VKcn4OVYcq5nk^{1K-_1T9e#llk_8MtVr-<;l9 z>uJgik_@ps%IoCqh!P}gG>4K+wy!5+-Y%ZAvT=PLgL%!hQ{}1*l=vU6SQ4l9wFjH^ z?4(>fAUl$I3c{e-49lm`j~ctJu3+<1>7|@sniy|!aET9Lg1l0{(pXvOK@$A;6_2)t<+6f!XSizJ2em^EfW<^=tv; zNWHOs+}C_$n#dhw*ZF8Ws50&NnGHufib|)GXG8W^(qnqwO|HTuNp5at_3MFUXpqMz z?xUB0yBYC&NZY4x+rtCv*Bzu8Q|l^Y-ooF+Sd_tCI!NPDt*&w-$wQVA)H|On?WKDb z`U>-FSC8(l3Am;XObpKqpTY?gbn$s`l~)vpHOh{W>WT|6Tqxov3cAMrM$#5WKq<&{DlonQ=WY zF9<&fy&J3DTrm746i`x_av{G;f~%u7T{=3$w~}j92XY|xbLC?@z)F7Kexbs|2;{dkaHE@8oUp804l{huguIb+U z@KCpWJ?J{f72{{!FC4b}WTVCBbWMxng4zmxk40m%S&etQhWhfbAhSlbYN_5nU8%iL zV{B;&yc$DFo_RrT_Mu>%+$U3bGG1dDRt!AEtD@i=2I|8%kTk{0ax|D~xsG&v@HXfE zzUWIC6kj-TNeK18j}J~xNfSTET-kk`$c}e=hetnI#Bmxwpzkf@r9G=XF}-WBQGa80 zYsz51h{g_ZtHCDGzl|O6b4tl7K=i8*`knQZXtmc@h_^3e`JV(qoT(&jWRQo&z3~K| z)^dz1tZ=4jWy*#;d$E|AlS4%(#!i9C@FRP3OuzA^sEf*5jq4Duaig{QJO!+!%sG)9 zY#HXsn5TaHUJnxCu7TVHxX;{z!0`dF-Me9vOiNpD8BU3Qbv2CKTv{yUH)uS-H`b`| zt^nPWAZo3G500x$0gx?-p(dPpItI?8UM2OOsg~Vz|;;lV8Vq(9HruVWot zi(TM3(*_E5KFhKO@iUTGB|PI^>0 z@<+tnpkyET>rXxY$Rz_BM%27G;kUxTe>r7r4SGMq;VFsuf*-)QUwE!+FxZ-Yq8=zaK~e^E#LI3gA9*pPV0sA z1;*al8MJeBgd1%~4xm+pG7)KQcQd5uucS;T_7o8BkwL;gNMY?NKYu~Clcsck34UNR z&O6H9K3LNfw{I4)__z$ad1<@>&z4WPi_{Rmj|blbA7_JLGlIN00N$gQt@X=apR zS4VR*1Iu=_A6MIy@#k!Yidu9{x52wBI$iM1k4_B1ksfBvB=d<12jI^}lYlt8BO4smht{Uo0aC6Ktj3re$!zo8; znL?Lr>1=+Jj5aR&e1Q@Xsk!GaWe47M^9kC1x$Bkv>KFX?i-qpiF|h~4x9BO1E1LZ{ zhs2rVR}iiC_7KHv=3^#?YA_z(yPY#ize0v6m>4(soRo%NpKhAk<^dt&8=&r1jTOU? z+!b&v!cX#OlIu5L#dT;)fc6Ra8F01#v#~YuCa|q**`oFRBtEbYA_bLI<3lON`FSrS z*1oLov;Y;D`G#!e>6U=N^6s))E8Sy#WcPzFjKBoT0tJOMS+L-R4DGIz4Wx?M^__CH za6LiFCg0j;3*D$c1vA0B4qjN7RaZiJ$r;_7#vp4QB#E`(DQylN>WGQij@BU6V)msc zGi{@=1@>9QBKhJ*XyYN9HvA5(lz(zpzpc03@~7U3Kl4!AGr+;aJ)qU(Fm*|ix@w)Q zI|W?E6TT`~n;?F{ofG2}ibZUO&yve4?^5~Vrs~&B(4m4wU&BH9JE4fh4h8tkX?w@_ zT2Pq)Q|`P}`*!mdY2YBnkvY*-Q^hdYB3~ln{ULIw!?(r`>hDee?>swf$#`lvd@u=-Log{98P~TL%tc-$^ zK%e&boL@e}pM=T?%@MCZ=wNv{8U9Fn%NSwr{Qt1`oncLOOS`WKc11-%KtM%`RFxj8 zB1L)&y@*I}(uGh(L8VFWy$1-r6F?A9dP@QX2!gZ(LMIRiIq|jZ@@>yKKhB?XUHe~v z@XUHCG`%tDV#$pN@}QBZT9jHcSCX~&xz5blBF9^%-n8q5WDDo zRY18sn&1hbffZhTe731g?B(1dUOi64oqohv#-zz~4FlR8@VHIb z>16BP4!O_FM5FBV`lPSPH(OjV->QbGyNogL%NNbAuugCIF#yp2lHjYB;Utk?2>$xe z&0!qOV0{`{U;q)WJNrI@yRpA@f>{~L)Z3OlV#2(qm1KH`JgH5C2SgOi0J!ts8+$u= z3T$xb4V@@X^V*zD*jdlmx@PIK?Bctcz>JQ~6IYPCos1JOZ> znU79?9UKaD3YL7zlMtBmUQ)m6Ck!ckV_|;9v?+o=bAkR43$S2lU^XOMMwSsvH+yRV zaAT8Re^bS!bPHU8{WG07jv8oVhzT<;dS>61L2&27{4AAXi-!-f$b15J7Oa0$;xYuE zV7jQs46Gn-$KKIJQ{AXq;QVkLt=YuG_43w)25DFKb@ zZF^FdQkNMjC~JI5<$heUfMY;1s5K&PqdxzUq5xH?j&azD=23~lBrOu{f3%y*^(o+4 zEMWWyVYeBYBWV4epVzQ*oU6>ZhTPM>YW+cRneEzC7L1Ql>+sa(o&nRqWadN;-uAP2 z8CkfX4SzluY94b{)_jKJA>}|axEsPSr=NO|m@HR1vKq%%B!600?3>McFtvBS6FAIF zuRn6QHx@osjA`|9c-sfmDzF)yHdjwq844f4!k^7|WA@K$J>E*>K+k@L?3;8*>>?x#CYY-Ocmb>G|W(7dtu-`AKuqn)Fn1B zsA{ja%w({_6VUufP0~3n>eJNHGR!n$IBhzsrzab%$<&G}=4=J2oW?xY*WVAty_WPp z7R0^a_S|zcxc7CE6AB%AO~VddwFr%cma` zu=YIrds?Nt^qGfr^Fc>)kinJryqT%+_?jS=ureusL#4DUgiLP}eCR=|5;r4U2J8Dy7lD!UWu|@@fbMAF8myF&iFps!dRbp ztHx>ZEzWI#X@1e*JeQV;g(gD1S+a*b`q7m$<qY7#hOxXOb zcRNCx0nvlD?Qs7AueRFrk7Je^Rl9@g9t(QS%X;i+%e zi`LhBAm&vKU+Uw25JJE2k^{5Z5NX}5=9x;`4Fwq=R;*hes~h5LXIVz!G1Kg~R>wJ2 zig834p7U%!`g_+-xEv zS6vP*B93YCVcl*tX|SvKV*&cYz@}FA#dRzigxe~RG5D7v^oCR_kH}ad--9Phg0*`>vV&qqoEo6 znY}Yrp8iF`X%&}_M{E3I;^BEBrI9FKO|t&x|VXfjo=5-gbB%Lq}ckWD>w}mC&p=|UaMEHJq|3-ixU%8bCuR=4oxUcjG5~;fd*5uav)2Tz;RgBfil*76r_W>Oq0jef?bi%MVP$E) zP2Wz)A+egr(NVVQpHAPLv7nJ+EZRG1#pyYSem1Y9$XIHTbQrhUw|3%5KCP*6ZN0-t zhHo&nsA)flK+3+^2-zROMihW^XinBOwp}Kd9Q3~5H=~7T(}3w+wrQb_XdrVdrkK`r z6g03QhqKEaZRmF6z`c%mPRy4WSU3ow#Jt2_VHBm0Cid&sY$`D!-kDZE-#8QQ8J^;x zWJyFhfT@&o6l2ActHz@-IUFS!k_YNgClD;AFa5aC+q1F0(3rcPS06WH&ZLv8SSp9c z;$MiEhxiG!tUX(hKe|}Aa&R^s(aRI6vy#>jalZ>Wl>tVkP7us>L8j9pkpXaZq^LOMav zh80>~ABRs2_|pv5)%GQ%NdMxgVI1_xEFWiU^jtN{Be*AfI80}itOfz-u4J8=2c3lR zh3QV?cVjPu_L2sq6Ohdq1&dTVNYLrZI8fj9!tO%TnnVs+`EHu)I;<6IYst;uJi^5i z^CVDfqfYW_oKmRT$O_%vm&P6kd0=yKo49Xe9LM!$igYPi{N`(&8L+a?uWRW=`DKDK zW{OLZo?OU6tJh}COeV&(Y-2i5z`L$~kLLGbjztYt1J)2k_8i;)o~VWg@>a7fQq_L_ z?fL|_!*r#w)QugVXkC^)O+jmyH&^GC_D)C_aea)q6sQ%kjS`}Aj><4`gYgYtyxXNW zN!N9X-2ugLZn~RdR~)6q@x}G=LTt}yph|i=$9&WEdBy{;z7=Bb;`Lst5UG+c1oXkg zE7^GJ&l9CZjQRE5A7Q1Q=(yH8EhFk)xmD`xh!EOf#JBayO}MzkgMp~(>e6MYC7bDy z5q!s>$YoVb>>(=A_5n83U{(VcY&miViJMc^+drwHHlBcTNueQRg$wx{r(I$aJoY5D zrF)ms7imn3_qX=k7kWBRmT?2LR|nTFG-Za{s$^HB2b9Jr1`;tH7_eQWrFX}S7B1jY zdMxj@-@1duDf!1AT@xkw*obP-hW&p;McSG6>UyW>aFPy&!`kt)X0;g zcNnUKZfcFmm2hbV7EYesV;VOM%Sjb~-t;a=P4h7LBWUm!7r>4a9v! z2Xz~U3OXGK1B|%z2gU80&SoDtKPR5Rks(Oo&(oxLoad^J60gMDlx$IcQm~Y=yHkY_ zjhwRFKS@7RRX+A%d+4^VnLiZfc*g8oQND>}p#l5R|aE`>0n(W+fBoiUgI3EAbjx}yax z;(|Di_CMBinF>iM);NgTvt+Fu0+@~5`Fbbo9r63&&ZFJeGEyWLZF*^}Di7N~lOeSA z;XQTsS0`I;_kHI%(Yf|kN!@TB(`p!Y0R|cs<`A6lneS#Xb#jgL(yu#yqjT*=x7$v) z(}mN9>)+fb1s4H=!oI!O50a_X?F|kpo!YbP1K4v3UmgPqn+;1abYa0#3*nyGQgP2P z^UhpGJ~AfBvlUuwA{!&?1J>apxLsn}6l5hdd!LPCP0TsPamo!?6| zs>w%#$k=6M-WN~y^8*NIZPJxEo-F92VuZ&%$D`$GF+w7o&#mR7otAD5_u6*K%=&|w z^lIMyi|Ib4gw{6$aAC(rpQK%>omqVOY^SP1{FTpxH4;_~ku}UVy+o5ToqT^AN^~es zgmY}3cjKo@B2Mg#QLBIN%zWx9-ZxUZ=?;a{%cwGa z9!m_5kcH(uDi8}1e)KG-wrkaUeo4!>{!mrWb`F-eQ^)Atu`*ih6?9I;`tVSsUF=f+ z-`FAUTk0|nc#&>9VaKEWvDbot*&DP6LlNQ0FB6LSfMUk5wvqLAcdtYE0L^q!H?uLs zsfzK*^k^4iP)B?#ng;u#1S?P!WP5m^*ubiKn&s^;dKl*U#YDlm>?tVxZ+aLl8A0&& z`YYfhv|ePd1;^((s902!43o_6&#)iWm6S^1_m7G@%|3_U0BET`xA`bjJavB3&9RWm zbe-dcs?YA1ON3avwG#??11`O22jGt(oP(!2%Sq#^T42syEnvUozT z4*6iR%X|fsvpa&9aGB=iSYju|%5^poao}QX|H(}Ue=Fy>Wi{BOuFa>sh;wQw0ve&M zo>TQ}pPZTm{3ahSec&k_llXFUv2^QF6bVwtGq6cQ!33VW`c@5FV&+*=**ZKW=Gk(J zUg}+VE_8q#Qffe;b*u3yYdUXmtdVo*leI~z_)gL>Tfg3n8Rz);qI`GKLlRprk8`W^ zMR1QX>!|7ndn57hP|Il~dN@0Uvq(JO&Y1Dcw#lIYI!iRv>B85tXOrBI=JES0t#;z( zMGP8c47g~J2z?oUyQJ6Ob?oQpYtQoBep4`|{T;rhd+~<){Pbmnk1*i(Mi;r?C z81V_7E&TTIu;}=}R`h8=wRL=jV*wj#w~&pYEN9D)(P31EXyPJgR|+@t zk5#-IdgU8Y9#n1N>xIReqx&O`_{GzR%NlYPW!Rhoz}We0g9Ha)1Yms$QR~bI%zE7x7+R19`y#1^jTKyQ@0U?&NE+Dnbf38-b9+(ZO*v!hGrAxWcBMqy@#_> z;3j%3?E-^gw_e!PKO(Ho;yGTjYM&2;JP@QeE_g$v12f%)?2~GnQj+7QWy+4USDAOT z8*&>KTX6vZx{jm?W)fWvl8G*Jf)B;9enQ{KAnQo@8YEKP(exRmP9Uc(amm?xyM<}b zjLp7gN7a&2nW1!-a;l{MX{jIG7}wN+#T5O067RmFh8xhXc1(;fGSp z1{mXFe8-oq4w_Um0H%VrokeoX$4*ND;Ge8D{`R+OO2C@=DhXm%)aNR6zZ2Nht}~pg zh!^U*+$?G9iH39xpfehZ?5J7-vM#5%Gy2BI|A6=(kKN5>uoU$a*VwOtx7dKkB1>n2RSBJ4L ze&-89{B;~B#L3C@A`lF_W-2@uJ??j{_%#(6})xs-QK4*HA-V!=y zHBVGhksxFw$m5bcSf~FS6HAu({DK}UiS&m@=j=dT=Y7^mmN6l4c6~A}#X{Y61?!N> z28HH$S_Ngg!X#P$Axp25Wd8|_S)Si^0KX7g_@6L#fB&w8jl`B=%cCg%KLBh$kca`Y z-`O&%&CdP_yjY%0q6{gn;n@6l0NgJmBh7cpkl|p~KLJwPY)L@5Qh4^KKT?KhlPE)E z8REqfV-c?I2WI{ai`Uks|6imO9p*D^f9SnC{RlB162WPU@gg{1RPk z_rA-LFxGpmZ<2O|<}@X%`o7>)AVcBUv&v&i$mf`nr1WP}9^lEP%o@pj~->(jOKeU#OXe|4WD~8)!4sX>_7O^Ae^U#&y=jV|`5tfjz84RuL0H(ZXiy^tmRh5!#D zq~m*Yuqvr{^CxSN%*VS(yStR+uO4Pv4W?H@Dd%pL8rG?@hnZ2|zI}VF)&co}Rn%v{ z+#YqiLIOQjl+(-CD*l|Og|KJn>GT{~XZ!5gvq$iD>X$XPFr%2Iodgo>^j&1ypW)R? zBw%WfQu6$t-2F^y3<*-~I%jV6XFTv#5+2xOP_s8k}BqXz$BqSk0p!?yUz|kV?q?`_BW6IGPDG+hwu!`tF+$o@ z!ec{@*0hZe{nc5u%gquvx1w3ET&}N}6-_D)#TLs=%X#Dh^Oq(W0&c;&=FCzI=F%Gnz{+I9zcb zNOi?acw%Lw#WY4@|EPl@z7u4VggKV`e^g^O`59|=#blR1S_021E!|}5bLWr7REYiS z#M(5*sia5`b^luB)KYqMWO|n-Y4cmVo@m;0=zv$vl zCoAoP?{hG?qRr3=ns=U-_od-D3}FD z7$?H!it%5jKHjv;zC7K78@SEs-n|)3`0bm7uay2nO*0GF!|Ui9S5_Vr*c1xD@#?)S z#&XAgf$EmWHCbt;yICW$joe1~mL69BR`pz(tlINS%#MbpMOp9=gZSkmF#x~^xVoJZ z;F0mzp5&wnO>HZq1r~()e_i%2SOv0Y__&A&N7mj7XuEgig_H*aTX;6zKh1}KIOz9J z9clpqdmG4t>hIJr|A|`VdOT^uhb%beY5d_CZ5vciFRXp7Q?t23c4kLr_B|J5qvcwM z_pNr)+@Fq2Re1l8eWPub>LsoTRhpZNRhORaC7v>MC>oYNtJnQ8PS<3mf5!U?Qf$4M zUtKnekL-+57a5CO*qI5Es(hDj*`-mZR7kd9fKS<2l!x-UUfkLy4XAB_cLQ$dw9-mE zYz0}IaVNtHK5XkzN|Ve4JgiD+^pk-e-5d&_kb(LVO8x(mAF}t~W=5|BNt4lB*xlQ$ zJ3evaVHKgDWJOA{vwHW&ke)>t<~BM3P!YznsF#w=nftn^%ky#KJ$L)AJ7j0>=w((^ zXtWXu>(IPlK*(zYONSed4Q2Q&xID>r$5|tXJ)uG>h0Tw6So~Yt@;2V(^;t)}>E-dq znCX~0?5%Hp6qA((ZD1K}ga4tEfBiIj`RN6R)2CwopzOcMf^(s=*X)W3dgo29;)De)3_QSeVpf|p;A);5o)_ul>M*uJlgKOTASCB+$Q${Amo z{{QGRKPZ{Vs~N8={|EAsAJ4d8LfVysJW=ZW|Jm7RdLg1Lnl1> zH)YUAvNWE8-MPV(+;6k)1cQ-V7JkozD@RTbu4(kHnB%=hGa6Hp+eoy#E{8S5QxBZ2 zQs~j9Bg3?Q;Q3a3O+@R6bwYf+keu+8$P;0;j4T^|M@=0$Ff`)qPitKVkR^;tEV3fG zrnHP7;J@l@yye}da}3Xx_~jx#6q6AS8k1wxCr8>wa%ih<4e$Zq7?tw7Yrol|-;>}~ z*=WzAo*D*#9vdK~W<4roL0^N$IlNLr)}R%8t3NH8&N(@7ygbh=qXkc>10HSoTzSTP z#%$~F)BbhG@8T`%eTARmD5tdEuvmG8kxpP&S#Es!>5;Qn&)zW=eM(XAsR`jJWtZ%; za9#J(J1{Db69F4nk{ESS=8BP*r|zo-8<_&x2FLDma+g5`c&x<=rtKDO#vVrs-5?P1 zicaSJ@ZfvbD0p)~eVNnzAHEBuaIVTEk_9a}*&d>3Tz;;bfxQni=Sxr6EyR79qQ7_@ ztKL&z^^i+m1vu_EF)`88fVUmZMiuAhOFr+d?~3%TM)Q4r=?%fF1itIGxAU&MGurLd044 zPE;u$e+0Nx*Pt`p=RvIe*W8x}K@SA&MrP?#v*t^Mbd6EOmMF+UU~+@@!X<4`c0X=I zSd#X3;@bUg^$KjdsD9GQ-DB>4y$?&OExGGXMn&$_*x9|>yopBNMOmIc7yETJI$}}8 zrH07FecFdVS(`5C2KKHnjn+_}-Z%~faV7}xJ6|L12qMp-sei5)7p?}Xj%o=`OlZM! z@Sz~VyAPc^>+ibN7DGof3>6h$(Z49_*%jU$QK@0%ho%-Zf<$RoN8W6`LEE|Qy22Pp z_oCQ(PM-&lX-MjxU6CDeL`#ln;8II%OL?DPaKJH{UHW^H1ddY#_e$hzk(zv&>kC{s z`5CQFbPYxDb4>i46>T>!FJHihH~=y(K-Dzgm)xvfH*NneTSf0=2kqEi&w1?A+V^f- zQus@jhN2Pu#(9nXOrDEKPWQ@bC`XiQ#L}&I-0_t^9PD~JS;qoXRV0)u^6)ga2rq5v z{%;}vi-|LdCcQlU{kD#d8iu)^2W%>ap>g?3rlC(Tt1fAOHSg8ZG#$m)ev;Lh*L5sF zly}zG)Cm+7HK;^wb$?>mcvQF=-6VMHJr<@FPt(gd0vUQ&6-7xtGBK0Cn9nAd;tLzG zuc>3*+GC?=h6$`G%JM6OyJmPrZj&qRBabz5s5y=S2x??4Y};ErwT7(Fc(d&y*q-}@!6I+vK)5HDF{$KA%#uxi{4`*A z3KVcqeb>`Dt0=Tc?d#m5HM=vH!tix>wZGzhw-(1|N^G@4ykg|7pHFf$9ckFGs7y5E zuS(cjpJk@mTS^*tF-~+?sxI>hcagsXx+t&Gq{Sj1KAbpgqbTHOxR&r8r{vHHwiHItMdv5+d z)di=tbv8nLih8H6?H+Br!D{42KEolUqAdc8$f_EQHSiq^b2os?X%GSl^{Az7y5zuf zrnS_V){}`9Sg?A7j2&I)ZFJxOX}VnhB*BhBE2FC`$T&ZwoGT6W5$Xe)KFB;Op@4|1 zn7rde=qANLlf;lZ<<^zN9<+a&}C>}JoSn(sb z5%`tkGDgDk1_T$FN`OXmdlN6~MZVac(rQ?5O2b*@9X1r4^PGCzn94M{_;&7hz`9Qk zQQlTbS_fMsWA&HxX4AQO2DET?B;o_7et~|2+J5Lma#xJ_JkXE3zQEISWbBN~3wx~^ z1@o>x9Uys8iAuaGA@P#H8??mgXMTH=2!}Zxh?_TxUS+j&3YbP>b9To+KxD@TXb2l| zu_Qhrw5gns304SY%ePTEI3Xx20$284)C=$LQ}?z7(-E5!HWicYfQjO&O1-wX3-xhq z#oKJQGhMd2Wt$Oo1}v)U$c)+cXV zD~v*YHjRa|M?x~J=?^R&Otptl&T4b;zTZpG4RH09}Vk)^qwtF|L*q)GVCfSQHU!K087 zvZf2DPmL3(E4LgnPN9BmUOTLpTQN{$%~Z&|21;t2`t6HXAWm%2ZE;oQgfROY}IBU5h+(%W{PvZ#! z0+ul@pzm1URPRimq81ld*@QGg0*r^#s&gvr?EIb{92oBgb}P$6L4~BoobC@I#|G8# z(-(@PTP0REy*ITj61+~$i(IN|;v76hvpSe^_eWqATq7NeOFZcejXZQ0Z$Atf-{Zn* zOA2F)e6DUD0Px6xp|{c=C>YNr+=V^gabSqq*=WCePE`7dX8t)(p&s%H#*A~m z+wZUm@ssDpPF~7}*Ig_B)MPXN&fMdw-Lvf;PzO`lUH$Fq8TWEH28Nh-X{$%K{p3aO zP<u8%5G91M^nZ^y5v?Y-Cv!X zcMG+TbJaiEqlBI$H|19&r|LM;QFrwXYU*UzDc3XuxjsxO-D3Nz)p3GMH!{P_Kv%#7OA*3R%Xrks$Wm2^UqCv<=qp~T%>~VB# z6}k|-$E->CQf0{zt3#Nt-iWj_qT~OuQnp!e-&02%-tuHzN(V3Lwn+fR)lQS%wdje- zuXkM~cX5@x+=#GOQ_|`h7z2k07x^riFs`FDy9eG#@V&pFHaxTS-h@AJBXB?Vm=I=y zVF353Ltn}`Adr>EaY)Fd)wD#s(w5VD6C<6cwZlj0-H}>@l-#rYwBY7OrP6SA_i~rw z_kBU33X*~rN`kyzd8)6MO9+#L7$g0cwZ~9zFUx06DUuG5tu;}84gbew!JknLPYPEw z<{_SZLVQw;{Lj*BS0yupUHc!J2NhVVj82L23)-~nS>zV%K~1L`_M8-Gy`vO-TN9mtO1+$cZC)0)e0F~+ridN{f)!R(zOW{ zwC=M-4q#_@*$B=5rW0EIL=OFb$ac`w^i;p(ETF0PjG zxk-f?x*}(hF9%ZI9loIRBMhUU&$ietJwRKC1_Fqg-xX2E;ZV_>pK@=)AP2n z@E%3^kGyoC8SlLS#Nk&rk_kyCmrJK0UKd0kyr}*5t9&41a#NnUrKQd}m2gqK!U`&v z8$P^B(W@Letwi0ohpOmd|axa_ylo>|HfzVmTj6u zwP4}+d)YX^lAd>-d82>Kt}Wi&p3hqOOL7@p>ojn61@t){4}QSYp8^?XVJ|*q z2ziZwnEb&gJ7$qiw2^=5)LKePDeR<_rkuLqsfAZ#c7m`^z+(GIpYVuP(N`vi2T}Ec zMFgYL7Tw+Ef!5>GgvFW!clR0Ho$~1_K;^Tp0q(I0uq*x2%F4{DicSHdU+toeB)VUCMtc$H%bd}&cCuBg%4K(BW}eg0R=uD9Q2T&j3|@8@Pxa=`a+re5YE`5`U3i8lo24AwKmS6EskcSSK-jhjuzUNz< zoJwQ%P3#q3xMjzf$MCDqJ?9K~Qh-Nwj(r$(dvtLjoI(35$EehpdnKf$tD;@mv9t{M zHP>3nd1*L9)Q-EiL8-*Qc*j~P#^k^PiZ&6?U0H8`1$2?goaJU@uWzl18d2Ar{EP#@d5BIZ;^q^+l(1tdttmUMbOhIxOTKfe9LCi3 zZRx^%m8sEAgZfm5kP6&d_;KkTF ztyA`G+&|7v2~EIftv)IyBPGha*+jjo=oQJQmYZZQ3 zaLTAm0x~mU3G%0%G2@|WbS_HvG7Yo?PIyul4kp@Yh0}EMrI$wOM#h02uQ*KZ@88#j z-cI(K4@)I9mkKZrygm_Rt0PgVdnH_XTC=#5Mb7%u+b=z7b$X$?j>9&d;*AtrG;dl=(u>DReBUMjpIoYRbTlXkSh2ybZ$%1=p=Wd?B8y2Gq)|kXg#FMJrx9Q zV|fJvOGh0KPz_23_(oE~4c0^2@IK zD+99FHZKCe*F9sqCMqjb?8w@A@E+SPxCpE+J5e?^j4b4~$=b4k4Z|$Jh2Rx^{rqGq zUvYp!qa2ly82e3WX7Kg+A1B@yN#`&0?Mj|NY?4wn!)waeqV|{0YSgFL@SWt*kXJz+!5sawrWoR*Fyk~(t{ zs(k&ZOw#$XS_Kwqn^e54ZS1a3lzn)a^ZbuZ@C?oM4;aE}N@f=W4Q3qt$Jm z^5lXqh6*^lC9^H@!tp#})n$!MlCaZzHr?^N$--W*<-#-aD%)(SwQUcocLKnyE07Sf z>>0~Yi_vcDO}qqP?M!N2T`IhV=MBAtuf8-Blf%mw$)JhP#cn}%UrvSBt?sQ3M{Iph zA28OmSbVfHHY}R4PiWR_q7*LdzcTLVBwBECflJVG&la&a!AjBidcE8Y_N%gZs;sSz zL<8W*7`btL%fJd-bo6XW>wsrY2-f+#ut{1WX)%pkdAzP2W7~tHKm`307Q?1mkdIBt z`k4`9kueK=6QE~HZRy*RC-pZ_qw*@?8;Sa745;qKS@>$#aNBrA2x0uzhQTwtO$f|& z52XZz00-eQO-2qL^l#Dz25LviYdfd+6qXE{I75%Tf_du72+3NL?zJpFNd;iVRqxYr zW|OgLjK}p8K07{d!-8<7{H9CyJqquz+ml!@MWM0Am%lpQeY~spBi?UQr+xdCiT@aJ z2!ZUIbhEVjzxBhB{QB500t8-;WcNSkZJpBOBl#;RJR&!e;d?yXTxXCoK0Y~iAx^{D z+V%5eL2Bwr9S!PxCbhAx2brpj?vxG{rE}$=`nMlMFA?7qQPF^Rp99s^*3^0Uil)l? z4;Gyt`aZ2&RyUNd;s$OD!_Y(U0OyCU2E!!fxD-!WqGkJo-Ep+oy-EvWCM z>AFhf`}!ZgVNvIzW>M^{W}&s?`Rp}Jzo|9p1JmysU#4Lu^dQy5QKWR+-`h~v$oWll z3@WGfbF0%M z_}1}#B{FK%s7HGeQd&6eaTc1-zm z+}W4kVs=}aruL1ybDI3$X2T#V4FxXF_o#wM)#d9$3a@_U4Q^hx3S2axo-yTC861wK zv|Q;*@=8vk-ha>;@BkTM<21ch6jK zsx;EBbx4TcqpHLo-d$x(i{o9X>2~d)>}C9D&((h+9HUEXi4+>aIJf@xrGg{ym3i{gQX;C)jdyXnnD#yC2Lf9fr{=k~o! zIPELn|0{e5G-LlDX#?@_FxDn~H0B)e41YLhZC5K!!3qX=YtlA(*kZ}$20Ui}x%5a1 zoSuG;GJ}F_eogtC_dZbokg$=F{DE}KJFIyef)cnZ1AA#efrk(CZInFd+m4r@ZW`8 zP9cqQd`jVucba^7N>cWJU4mq?|GLCa$NaBL{F=)Db&3DF#IM!*=N9r`m-zq8B?5ED zqj&jW5aXtuar4NPNdKdp#>U3%Ui-(mMV2xCE5_)=I;Q)#D;7G9hI>WKG&Q61)iNM+ zbI(Yzx=Ghn0mfe&{_kCxv|R^&y?d{nJT@nc14sD`S?j>b%{>-|v|RRG2bmHdFuX51 zNj4u9@?}k-r4ANVa6aT(s*E(O{f=8fD0g@qP#R#0#dfyjUGZt6GT2>SULG6HXelhx zDnL(IWrW|P6#Az)^q(TMz^pqTHUjn%F+Dy2{5r5T5)AP)Q@^nX>K6i)q8V8ZFg?d6usl*w?4fEE{4D_#uO~q zCe_&~>JTRx^md-w`9CFir{EA0jVKK#uP#qgu@UT_ZQAM(0W*2f(w?dijoKz1ypFv| z73}(N-B0;|7fCmluRE)+HeJUsg$?ya-?O;zeh;U)_OZ1GhphB75?+Q(J(0n9ng@ub zs4aK%rEhAY?#-*J^eE6Bt&aWE&B%cd?_9Rw=5Yk>MZCCrAVTfTl@OK-hwG&I6D~pz z3WRqf=xi3j#d4hHJJxxTiXrUh0ui>yvgy=<8o3(|$vKU1+b^maIXRYo2CqAO4|~IT z)5>v>#mKNzcV@P1c)7z$pY7*I^`d8Ag-Tv$>E&Og1C&IC3 z9OfR`!>>#ilughOd|vLby6<4&1b;IhbFDz@Sv$S=W(~cUI9KyR921ljDVl9v`&CLk zbMu}N`BkPNCXV|2E;d0zzQ)p^Fz940Bcl_S=)pNL>l82J{0H67(Jr8d`QBC^{Sezr zMaN6syGwcb}*Yw7DUH~T(6Ym0)dx{}Dd1_iN z+M;=~HM`|gBBJ_|PzKHH(en#YH?~{O#2J?KD&GV3`ly&{EcDzIW0x0BG&TV)ynLxy z^-xRRSlbuFrt)5<&-Fz$3TBT}K0NDd>sHH6r{*|&%yiTmQq7>;nRCusm&3^?=aP_Q z&Q#y67hVx0os35`6;I0>A1$`yFC3c-`<*!%6GK2Y;(Kl(#E@LkK6w|ZLX?uyXsP~b zVK?F>lbLNzlv#f-MLZY;_^r|cj*iUIMEo9=`rBWGW|^;mv{0CfQ!@`RI#l&(wq!Gb zC$4sP$@o-$T{z`S6hn;`>8kEdTS(Thpr50Bd5apP z??$ET|4lN^aX|3hOqpHCdKLp?&x`TK1zBpbR}&N|IE-n$pK?->M8VR4kl>BU(!qX{ z#kC~fxV!!x(}3f0ckT-~wUGACwGjCF#~hg@oVA>H0f4|xvA&@|iyXkv9=7HT@);ng z4k5#<{)7rZ&(fuS>1lP*J6ckOKto}>0cND&t@Sc015B3tDqC!D`@fu60^fdjB&-wV ziYnE`Lchh#z2g^Ueux{5-Oly#L?y&RP@<@%me z;;kn=Ee81=gN$&glB4DlHy<(z&Df|Uy7GInIgDvoxyUc--sCdRlJ#DG%BbL{wT1P) z6}IZ&pvaz})v%n#EIL@3V9#o&n0(F)(QXlc%Fdo=`^YiN&&WSd&XR9;5l9^KFPb3L zoJsfWGfnKU9Mhgcx1n+zLYL4;?x_&i~5H_opQ!$1^v2j(l z{8};&*C}*6P7#zF7q9UmQkB#PvpiN!$g(9veToNp#{X$aCpFzyNw@hMQ2J;=&8@rj z`pOuN4Hr<{2s`4oL73=%3}KVfU;EA3BT2%1!ERgSply$Q!M^UL;i9@3ZzWSgT{xKd zhUhfq)VRV%7?mQ#kic}bLNAElAtw3xa;Arq2)Eg`6HXY633xP_?;0jU32wV1m=jX? znYE;rnsJps(>ENV=&0Kf*bQv4D;vfm+T`S#oA`K?aA9lCU1H6=Bf6)$>}24lyQJEmXewH;`t^*ENtXE9TFF`Y)V;3AV1F~m zo?K83$upql4-o5`GDuDfa(7cl{=?0X$pcdD_oaW=OSLmwdkB`Ty~EK&bKC~M_hLg1 z9#-btZ48EZ6Hg1WEU9{7lk;~j>n18h!s3HFCW%L`dv6)7Ova0+bu)%QWvv}IGLq11 zxSO*2bpvdS`-4kvA8&}oh@Tg%*iK}c(1xIMoD>!x#<}+m9KV)NZ^&2i3#eDkL%pmL zXY1zVLL}P~8Xdga_VF6EMFk#F-Z=Xi!UADhrwF_#3-#%`o*22yurpPqzHJ%o7v*3( z3AD@*C~P;%!NJp3RL!Rx`5kd@L}{8CD2_~#D;?fjYq|v@vv1)%;GT>l({L|DT7gb zv$Ahx3h3C*St#)H^`!`V|MfV-2p^$~eeT z0C7|8t=)$@=lhe@X=3@z$4?6`F^P^EN8E>Q#*6z}u1F+b-h1;FexJw!l-w*qH+P$P zCZA?Hst5KLO0KDN@8np~@3iWYn@W|20s8So0ZgeHJPl`UF!&B?s-x4=--WMGl(54V zl_+K6NTiO1kybmfsM|fhlZcwp<`0c!Y9Os3(G01w96rXF^?EhvBB$?$48L2!0psbJ zn4LIg%&$xzDNeku5O{^HZA$P11^FTY;t5qU;k{X9?;gw39;@^1bx3KTIz6OP}|tJ6m`5;7x)FbosoEW zmd7A^eeEHwOVGoXA#}s>M#8a5YY8#0E?=i?JDfonO@fd$b8jn1N#TbhciK);CRThN z1jXn<8(NQG{-cG(^0LXDtSHB?5*cvwNQwM|?IredUWdv1d@4%NVU9>I5<{WN*=^=2 z_8wX;kiKk&I~N3y7qWyunfkql9gMSx9Y}cOf!>JEORl-?<2NB2=j}LpG;`9~vSiMS zrKy`UUeUd!mt2Wauw>fW&vbgeNI~`xR$=qM`1;DIHn(owU4v3+X^VS-7K#^lD5Wj5 zxCRMOpt!pPDNeDp#VxqIC3tYxAi>=oLa;!%?C;+5efx}Y&K=|Z@s9k+SeaRKuDPE1 z%x6X!3k8zKZbl(0DcPj_6kTJi{PDg+Q>L;&Rb*35V47(cB^@rIYpI{P-!HNtSOFXx zo2EyqWR{Y->x_AQmL+CRsb`$$;-QwvW`4Kcs#aaRDgoWtJpGYt3H?&C>E?IRJt^Km zC(q1NT+JwD{ow|xa6*Bd<+-Kztv_i@>A3b6nBSNt*U&?cYs&Yv>JVPyPEKFdZv#Tw znqL)P&RNt@Uj7E;SU7*KH>T6NM}Y#6cvMvn-iq}DKAyvRG2bV26zr+vE2jK%d@&>Q4$c~j(j2xs4FIbdn!TPwy(_7fcMI-|i8 zDgF!=y4qW-0u3MYERn2i&+f|=$@7uX7z<@>1>nd+fB^0O* zEBc2xOA+{l!~3+ZOiT~V-rUbk#mqH+oAg;WM;UU^iuZ$}@MK4MlS}l_!xn}u(oMf+ zMZ8iri^{u8b*jzQn{<>nM8S_XbyQtctu__Q0Uaj|=kbRsDyPT($sDM+L3Uiz*v+PF`m-| zkE#6zO6`lkD6OOKGra4#`ZvUhM;t1Kpve3BiAvJ9n;_%3XG5m3so+7tG_UEv2%+zV zbQAV!cc#h=+LZMeT35*p!v-2(IR#dw*L)EvUEp6*4=+bU`i+H1H5ZnZ;-h2vA^$YPc0Ko z)Bu1@nxqaLize9;W5+wu6%y^6`Gqp-NC=I0#mQe*ey z`L5zGbH&(DZP&OS-`>p{>lXr$X76U>?UrCjdr*O~fjW!b+>-`~8?h}c+Ik9`vdv3* zVS!jsm~XWvxk8;8Z!OSGvTzCc3U&yi9In&Mg7Z$@pJc!he!mW!?Sctd+r84edI;H;**w zj2F$4<9tx%cArOSih8e>G8ssSFTloZS^k;#Ig*Yf>>ya<&P&IMsU1`FAG$HMF-p+{ zn;8wA!WA#wk;Wy5)aIimV{zTjsMx}_-%Zwbp7`;;Lu3O2vmUlcT(8!>K=|wILyrErG#If#AGS1)$H(c638~R#gBy)CRv6RuS>{qtjy|kq8aylggc|}rH zMO?lAG$d1Xf2KxHvCjp9acOb$i8^*WmhDq&4q zefQnRrklhu?qw=DpRkJ)BEug`9Q3kgYRrN}6ZF*UHD+OP7iDzMhGm&SO>wL#%+XKbT}LRU8C`c%6J{x>yNcNQdzz@~d~pBTM4>ox7E; zllS?3;X*MFsfl&MWZdUgHL%sPuXcDogn3@0Xof^8U`IaKm_3BX^bWv?wjGF&^BK0|coc2}29u6C2S z2iKv!MG7Qr*S8cYde!}>7Yjuia-^2MCm}A4=B_}6dL$qU zqeGtUurX~dW3`N3oOfD0&4%~9hz1t2fSc~@2OpaTw8go&oT)gq*XPNS_f4(Gx|k^& zE!3Fi3SJu67p=^C7IdbXfZBO=kgKt3S1b*HLJ(UwaEDLa)49snkHR(6I_M-(ZR1V}(yGRYhbBjabxww5_RD87RKTld6qB|-pyR6%Gnz{LTprtUHqLHkQr7MbA zjF#}le2Gmqe6K0&nTI35I9dN_BU(*02VXB&uSj!yIdwv$0Y1Kvy@Sg&ZBt2hCajWS z=VKh=dN`FqQ|h~}19z;r>y!D70t-M(`>R4ie%2_AdbkO;cu<>wz>JHBuF)bxbd>?R zXey}C{Zwq%W&-WRylsDt>zF=2?P6)SVf; z>abj5XU^P)0tS?+=XG^_ryVOi^Wu_GlWlMMYfu-DY-)yasno}wd+kT$N7z&G1FQ;e z9H*>pBs~|z$aQmq@Z-(L7M{_}>|x%FTkRUp6KbSj*m4(}&c!xVG=}-jCkjKFHt}!y zdrp7(=4_HtheukBk;S8bBq^VsWkqi2z$QVFIyJr5rOz&hK~w{2O(_S$@EU3igmj9g zzQpP3lZ}o>{+l4HL3EaWXEVx9sNYYEHZoRN+G`UZe@{n?&`jjaRyAWf-pY*@;B8XT z#A(kUfvGOD%DbDxE#6>L)094b{YeEq6jJkj*^7g30n{*L1@a@Dt7kq=9o>KZ&nmtB zmw!2EZphg=93@WUu^ftTI+P+@SXPE)mc0CeJTW&bUj9;SC|gV~oRVfBc&(HC6;5Ad zcA5M1=C5~mY#INQ?(saRPR>F9j8?e5(g&1&-VWqWVy?Q^{b zM$ZWIma?SPJ|WhSD7+*>+;}iWP6SY0-~KLJgTP16?Uo^xA*fHsz6U44D_TYai=Y$gjnWsh<;p9{)IagDwu!%i?aQ^PTsR6t1Y5F{4`O55Yf=}iovl_l8 z*{OQXXA<1`dn@s*@Wm>{tG%Y^{p|%No?H%OP&BTB-8X}!mI{|Um8z26XZGN)kYY3_ zY8unk5KF;nnr!ne*y|Gf#xY{W2%-_8v79x#|7{H_kKL?{!Fv5NPe!wPd@{UIcDF4w?21cq=D+6PBfP`wzNBVx3QZY((}~(S@zsiCYH0bWAHV z5-9Kg>63|dQ}ApjsZvC?p*2{!#e>+2&a5{0E2tkW?>byvGVi0Tv6D|Y5;v$%S-$Y% zYfi(L3*&btNWqIuE|8Mz`VAal0QL}hO(-orA*7ldoClr7Oo+hQxs4Y^C5_EE0XLck z>CN&=6K;#(6pz;PbWK*_i>FSCuv=g&!3Xg#Zz)l`gx3&3@0WDcalWgmIrKO!zQfe{R@)dIg|S1mtDTIe(yXa zUh_lL?leSJ7cEk)uA?bH4V%WEXpq7Co#b;LnFVaIa4ymf?VwG_3>e&dX5gBHYjwwe za?XV6h(e1|k|X8#u`8a%^*aY?KWl8U)B{_)oxW5j2{pd4Q3AqaXsh~#hX<^L+j~LJ zN|IKwogFi|`Axb*+wMw?j$iSwSKUM@1-AXVT{6&_Zi`%rYvd90GhGDq+>;eH=imPz z5T2x(P3eI9#!EA~+S48Nu%Zd^W0U|h`y;g@uXdIZlu2vjX^h-Ka1i~fN& zFP!Rn!>&b37491A-WHu7-@*2_$P@R0Vyy~>xA{%yA)tNkf>o8S_v;QzGV|hzfByU# zxQK7P^&{3gKsKN8AKEi0iKAoOrs7)Aeke`CGx!}t?S#{3l)wftNlEb*r`n32QHHw3j3XDBbeM+?1J(@s$KJRYXH@5cTPD@aSj%OT>)7;YI;G3YO!C9 zdSLlPOz%^QZ|zgv(=d<2Pv^`Ehj?R`qHp;1Sj2Z%Pz}SATjTG79%=CFBtN@3i|{r@ zgiR9-dYCt^Hu9;g4%S)5oqy^+Xj?cL+*sQwlZM2r#Y|#QiU!XduA{p84E9pMz{4~L z`A9E=BM&AC4BwSio<_;gU6=Gi<>zoGW~+~mm7jAXc`$6cRpN3r8EtOXB9txv)ar=W zdbNCSUpAQf@&I~R-{so851p;{#<+f(X%HnuslKa? zFwe>7?8bxrD{bDB#oAf$%VhX5R@bB}=mrtryhdX-t8S*m!q6q!OnCKWuHF$Sc#4zdHJ=bxRXAvTVg!<)k=HRYZ8;9*m&{J;r&+g?dn2M z2SwBQ6TAk%5!RUL`~0cXCDzBVtGXb`b@vo9*ni4KG;s_bvqER@Vx3ODclXy|FQB~V zKP*Ho4TI$_S37^ij?P-^I>Tw!p7sf;fIm^FZAf=fR(DAI`*Kfs(N#J>;rJo=S=I)Il{WnV|pUp>klSK!&lS2v?_ zHu5G=hthfK(*)KumW#IFXBC-6y8tgRSkiQzgOz#Q&%ER(s)DjmZxWx)xG@;xuC+1I5h6M^)-&I$pvpK3qMHuq-ZI{5OeVcQscq8tu)#c=g@@B#b z9+WEL0sW8$H)Y_+o|TH}0qfzBzsUC+hwHu^=(0U{dtME;dM+#{O?(afLzTcm-3fh(#RDQK`pJ zBLU((Z~5}v!cl1smeo%8v|(xmU*%!AOXGUcFBzEkD{=RL=D0gVFXj@35y1>bqEFbp zv&~X=n_uD&?CT9 zI}_ZykU`=T;D3c$-e!oTip=IuhSL--=;rAiv=19>y3-b6f%^qM6N5u<9Ei5no@m^O z9BEW}#zDuSwX7p$0-u(}Pj=wdzO(f_!0#n`gQf|gxf`T4ZuNx}D0zo<78kwZssIq$ z#N(=K*%aV&!(+crJRQM*JGs8#RI-Op&fL%=Y&DXx**wxgldOJ zgBhar!o{L)S4pPD+?-3;ENzn}!#1mT3ry<9?eui}mx{|GDbs~*HRQY7}xh2yR`6p3YU}jIR^$pl^_Fc%-o1w~1riv<)Q}Q`F ztMtxE^r~LT*_VaF&$|n`>=xaMT~Il2zQyP`uXcXgqpDWZU}zl^r{SC zU-IS2@>kt`(nwlCMdQz4L|!vd{~`N`kU<(&6ctavqE=nkhb6H>7yCLBh`%h7`ljtY z>?T0RYusWt-q#sklh-O{FZX3)>dP1(+&@&mn5M{EH@jvxAK7U963k(KpIjj7wQ4@AyS{ZWd(%FjE#G&Ho4`i8 z1?s-f#>BtJsiu?D0zdbqJFC+u}-Md)@ zrj3ov;@2KEogQp}BzHLkXCovUjS?+>3r-ni*YWxrd^ZJ*2pc}?l)IKnd$cN<;S4_VKIm;HJgukhV&}J>#}pGARwuotz)bsWVaA$^9wtRtcV6V;95}c!toY z#>S79un`9;m~SnmZO`c-9FJ>8wf!gM%k(@~kTcUefm>*G8@yvWd=4J-|CAd3Mf!Nj z`F9+&la6XUy2j`H5kl)Jd*}(cU~RtIDH5??`r&gDowjwSZRe2lG^Ikn16`GNBd;WJ znSBQ#BX*xt8CR$6g>*b7f{U1^FV3ikWkNewfCTc09L z7gh4TyA_K{n)LSX`ehnHk-24OO#{6I6g-@j`3`-7iL5&onOusVm}&>tEao}xZpfM9 z+FTj9b_HgPZs9a&$~IAxvABWg@V*YwD07;DrYO~e75uc1JQwQ~nS;4^2S*tg&+|OXN}-#y5)9%WPnt z#`V`b#42Q4_A+8_+95F>p24(V=6n>=Qp^Y$)vIjdo(LX{ZJVM*d2ke-PUyhh>u*-% zhi#%6Fl-TzRd`G}H3|*`t!UpyB*9c_HU~yH_iZeN8l_R)mmwr<+CF*0W?kEEbcQ!Z z6}J2wlf?ET4d)(ws7Q% z?as_uM`gv1F$LrGG>mn6ae^~Adp zo>YZ@R`Z4Yjz(Af*m$jnTqH4Ep!vVqNkLR(^^*@hiXr3L+S+~n{bSvdSO@Q;0J`xI z$!o*?`3B@rdy@NRs++ow&dz?TbxxwFTd8dmT2l|SUsHd+0GgPZ+L~ENs#}lKZS=rs z5=_$0F!HqlIs?7W&)zc_#**KEgf1eAW^}Nkvq`ld-ZTkm-GTM;x-=p_M~(NW81q^E zp2yYc)G$E2UQBr9y~bj)eE?aqcT0!Lj&)rTnR&Sf!{al1*=~7ZxagfeoeL5T(o2Sy zi26rk{33&eNFfi+3;zzL{mCpHTU=92ae|w*s=*Il``x(^f!Wr#+S1?{I{dlp;mfPa z97@T)abBB<6U~bURh=42=8C5IZ(V{9Zc@0e7gKM{4x8$R9f4HYN@J_cY&U*lRh79$ z0dbr?W5wHJ{GxV#n$}0iPr0!!lE4F=;Q?=1jNINq$qbZ1Y4vkXqHDyY^ROk`(8A5J z^+Zw~cHy+Sv-z-jHZ8LOU~_I$nnYXng7Hu6-&_A%O%-I))a*1Fe}2`h!?l=c)})}h zEy10yVW}V;ayn1dsV`_HwqoBMTXuh_Re$e=lowmOm*|*~&m=tzqIzL+Yao!oK{|h{ z!Jqicf}x4mRHyql98iL8pfMR@o@~~uZbb(0>&7aHeQzt+Aj;7-!0AiLq7$MGzOx3k zRrvg?*VT50`Sp47h)o*fBs<;x(TmXyx9#UJ=_KZ?piN-nRRQDMDOjyG*n5i3ymSbi+#klz3~HZxG1E(yNnY(a2fkIOe*jgICNYi6k*`G_ z$G_m$5wU9g97Ue-eYZBbx#dn1uu^F3DES>BaXWF#KZTBQWdFXJ+e=4PL!pJog4m^# zMeP3K&K-UCiRIZHmD+gT2eZGhFzLtUi!L(QzAK|=L#?Nc%KCoYqL){xMg^LntfgM6<&3mt)g^GFfJR0bzN~&gahJ<_DRq zm)s=M28R+8c~Jvyki=;3p%gQH&+Rwz3GePX=D;ux(lu`Ir=5)`xT=Gbs_gT%O2k!m&;a z%Ae8y#?4wpVMFn@z~ZEzOZ$B6RcZP9^2*v$x9mW|w7b%&@fV*cH~qqQZLxAv6qKUK zb`-^X0)(b@>q6fLp@_}LcU8jQy1<{49O2)z9pCRawz5~!Knm>n4 zZP}$vQe-_yAo>%yOTB7%uOn=dp+eZG$L2{8>|J_Z$=hyyZc>6O=;#OC&$NY(3S+@bE(BmjfAnu>k0{HoZu}8JzZtq02}c>S77takJ(s?x=x`f zAIYwVJOf!-8Nv^!QtkifemNPR!6sz$#lR*rUg@TNQ$SAr(p8PrvqC7awSxo>=68{- zyqF)f*3FsR@ODo?a%@L{d{&;aal2M^KYdF zfuKD8!HFJ}DujcP4wSs}Yn8H;8RRl-vR`zdg{Q`iK<<6ea46mM{v;N|UbOIRaKXEB z*H_pqv1u$XsS&ccG8jrmrLwo`8#>VVk`F4dV_a!!^N8}khyRlH3uDGnPb+`L3!?~K3SJzn& zI>X5rSy=FNVYZ!YWsRBLhqExHNZnfd4EM0z>&|A0K1Ins7CY;qQ@-@fVGRRXKz=O&Yt|K@F1wQ%rKQjA zu#<#0+EA5J;Ba4`Dj-Aqr2;deLJ{M$zsH(Y{>Nx((qD#U%TKI26ienn;wu;K$}-L(2gTL0zd03-e9 z!TE11K5%dwYQehtqh=yQYX$+y(b~Wev{TnwJ&7Cub`q;J}L?)%j#BK|`{>> zdTd^uDcoKUgF9Wy)DS_M#!d}W#4w@?X&HJ8t#jnXb6{kgHDUPW-N+g;arcLRh*oY) z4n1_@?X?-PGFFE>#9aKL&GL$lpqS;Nu;x9riV^8rXAAR}BFu;5D_Ftr?u*+ET=ygH zrZv3!&tvfL8Y_0_C@Di zohx#=J!CZ_gccG0i%Py3J*i7BWS>sy)=2_rS+@Und9t1$xo8oA;0Y^Xy)aDELXlKATB^30QSHJQ{M zK`tUNtzUkE`|H=}6GGIlB(ea*FTMHzoDg-Oo&IZbCNN&GAujfu+Xh?CXgrzlPL?dF z*4b_1LZ#nt zAzNv)=U(wY9r)O#y!_!j)PRoAu;_roM%+~ib3bWgA`&w2-8Y?uzKGU#Jc_?8{#>c> zB&=jO^S)eY*o*UxrG-C^q;v7!th52$c&S8mw6EXa|Iaf*_xNLkl&-EziBxn^={#ZG zWtQt}CZ?S(YYJv>(c3#px+;9V4p?zL?2A>ynUJO|;Wvgx{KB!V`<=~|Hj4?Q zT;zgZARKA&n9XJhvTpB4+BcNdAcivM!AzRfA=d0 zX2D2j$$`uHv6YqL-M`>BldNeVY?gzB<>}kkp~zo3zK4G|JWMsXmF@g_lTz6O@Isau zl#x=9kObjvrjZS;Xp`cdO5e9}M@v+w7zb%PQ=Qm0^-#CI!~6Bu|Ma})dcK8Hp!bHh z4#vVxYxaGvcMWb4S&ccnKN-Fav8~=vlno*+49~B<_bh=#S+j?7TyXV4##s<%ALf=U zIYoeouRF8<)>mEd%ctMtSIe4GP3dhK)E?Mv& ztTSEl5D-RGB!$kbJ^N2KODbPUAKC zXvIPUaH&RTE@?>>2s#a2Zr{A`{a+Sl{$k510E+1|D_M51<@{W&(W+B_4H0oE^zl?C zk6!RXDck^YXg$_m3?y(rxYOO2Ra6X~&eu~{5A?moEP7(2qMoJrVlN9@p*1xcVC4Of zXEX@^9k=XK`KYL9GAnN4AQ9hC95uNwxi^|H%>f*mIKI00n*EfD5YEzSv z!r)kRS?ysn#{LG4+`X)B!KL#`e>8FUf-yvQh;h5a^+34xWQR@TcQfWd6zFrg{+5FS z{oG+BU5cF7G-BNe@rBuAt*E4=v)W?psFyh{-@>>ns&&Gt^th+{@qgC*k68HsKHQSK z|Dp#8*AAHQIfiCTir+E%UoW2$ zX-FQwf8;O!_PPIhxe9CXecYah0L1osW*c6fr7SL8f7t}7W7J!t-PgH->9y+zWtEi9 zdzcxs?Kb=RzIt6OhivWbsYfFIK01Efd(gOHXKk&H^1a&5`&BB)q>z+NY2Rd0T2|J5 zcLbrcQB05!6S!V!nv7@q-mtIKXct3lI8zaydtP?-QgPLgKi_q~kGZXFu=OrP9K`Oi z&d+P6=WnoZEhkGif3u(9G=X+MsM~x8I@`lCiLAf*pLYKL-9<;z>BD+a7gcEn_RD54rBm~X-W80dec)KA# zRU~PH0x*Py+6$h$9M;p7kN#GzDU)lXy@v?-XmJ{P2YQ80^OH`Lc!p}0|aeezru^E%1ZVFL4*$^_+A^Co3Hpw-?{8u|J8BjFgSYeM@=lK9=t8}U~+;kR2cbOlA_Z;b0k-$YK|Gyzy7 z|5pQ3OFq2v3W7?;Grnw)H*oL&Fn75tIyy0ta~3#9eR4Ky*UbnPLs*G3&PU8S4U5N} zY|e`ja#vKu2|<4SaJ#Q3q;3$2Ty%fnTecW740qU|Jk6^5mS!8`t@C81(O}BX2t0n! zGW39h{M`yWkdK?fTf*bvr=6)oaJoIUQ=)FU)$Fs!Hi7QP56z~>etGfXXdz$hUGyt@ zaa=qj7pEv-X;(*dX$i|j#Aas+YI^k`CC4)!fcgwNnGNnSCr#n7fdFz3T*I1POW2Zz zF`Syno+Ks+(LXwtQv9YTV|g5(iaWj|qXhXGW9U`IGSytZb~s#5;lG!$1LlrD4Z)P= zgm`@TZ(*nD>#LqL=O)&0{fmOEKlZEs1}ocWrELettS%x&p?ic97wNQQr7c(JU59=S zm{wS_gt17je6r=wRXjX*MtgH46Z>#VcqXM?L5mLmj9*({2)CV1<+=O|;#qnEK`>{v z;cN_R3|Df#+?hk?yghrY-McB337x2)GVMR|Ce^7I3>_Lk_A*ZtXCY3FdfV!~f~+MC4pf!flo6 z9(!r~m9X*Ehw71?t^7`xcAK{(08!Pf`9AVJS6Yv}ZlLc++Lh2>Tl;2^iXN3DG&N!88osrE+T8Hge1$@KToT{A>*AX+4jqsy=Md^Z#C#7{^IYs(q_P!tTxjB`a@|WGqQ>A!*iMV zcIwC3ivyP!W1(LHXKeE^sn2Pi+63YjC)4jLtu4A?vh-C=|7l08Qu^@I8AMJ`yn)xY zl%lPs*0GN89$C(gMPfKvW(`{I+68HVt{qGkG#-YC|0*incWt1hvtF|E#Zd9^@*X4M zlqUT=io$5(xjKgK$`@<8v34tW^WmRCpKM5W;Z;wR!pN&^C_JX@hrQ(GUF&K7f_&0# zrxn9CTxuQYG&dO@7y&^J!m2gwFS_%`@~mPqHuVDWJG<;%8!-)UvV;yC~({(UsS47TG^(BQB zH>!!`u~(|=yAKclAZ6f>94+9zt67mZs)86=&+I!BLLOVa{%>KL`R~&KGfR9j-Dbv( zZNwAW#$_%*cq`SC*WC;)E>-aRw%l1|+xzV9NN3>ZC#f01U~l> zKR5v2<=Sf-*d0w=hvwb1HGO?2CW9lDY){n~qN9}VKh?77MiJ)O$<6*}nIAsiP(Gma@={QRSO#m$ieQ%{C75tM#h}=c4`ujyDm~JAXdJcC)Etc5E=qkEimmK_=kw?*CxNev+Ak;O`~8 z&6b!agk?UD*$#DCtO*p2lTMSH*3NQdW#wDKhvDXR(Bfi(6JE>lx7j&4hJ7(CLZ|^= zZm$b_0!qHeG&D39dsV|nt+;gQg@sSb8c&|=?C#d=urHp4?`gf7iy$C>_a1zUgkytb zPH2zoGl9b$Ee>DOO}b5mni~2x%vOI=D;Y!YG121Fa+2cg*IBA}_C3vSGNx1wTvxCq zu32BV^b&NuZ>q4>K?K(gfDyvzZBHKpz1#0+g9Rs_^-V1J&Rw%Z;ok3yd1GX#yA%?G zs5T9PxFrPM?h2`c0S3MgG#bvARv(0Px;TVVaX&Uo;iur`atfVT>k6BUyP|muT6LKZ zbzU0enBuD@Wrpz3Y#X^41HymR6q6b(e;jCJqQTR9I(3H7H79L2iA-60zeAqIt|5k2 z!gaOr#=~@U*)Dp!G3+687{9=TpoYUx$(3nIo9=s~rXC%UBt`^IOGm3CzM7sf0LUKnrbcvZ9I zt7!oJClb|umga_MhO_u(;XXL3)K2f9R)mu!+TfGI_8;z4`e)Mw8FEplKaX{$E1o^_33_K9{%H1XU;C~H z@)bv`r!FcFIi@(XX|UNqm1Y!M+lRBb+_9FpBg8F-AJOtELrzpc!tbf>f~Kr`0`jlF z-X4DWD5b959Z4RE&)NJW{?;o=jZU7-nR+JR*1Lw*;HiBix0TvQz+NjpgC1=!Z&};J zMlhLvSvRvN|5(}48~tj$ng_w(uJ}JJF71dKoCFnaN;7>^ywcj6u773);dI+kPDuc( znzkI{?=~7)>cd*2t`yo_!meuX3moHUM$S~s>u{e=Pf>M3G6pbM@2H1=gMxSZYAT9 z0V5wd4NDJBj&xTZ34pI?%ECZjNwCL$0+7{rTWh@UrX`4? zXK9OXUv0KRJk<^tfZLXlIMp>qhF!X}J&HFR;*V$0-X#bZYMpmOW0c<->!%ugRne(X zyS+8;*iw7vv-3%|;Wfz@3DQH{98?_iIPf27Q4WZPp<2`*+IHHJ6V(@Z>q5#I|X^f z6&1NF_Cn(Vg9+Ty3c8K%6*-Z2^NcL7@5a}195=C8*~RFosv^QY=L=%ir<^6Gb8sKz z7iko*vuHvA6D$fP`<~bxuLk`nTwGlUqIhFZz3>T-_a@OQ3#?j^Ym8z`y%4|ZMxSxF zpS{>s4_UZ2+X$AcpifTf{xwmmUc>qoq?e)M^SQ#Py6^Q@wZz}u`b(DJOlJX2)POZ!#BG(vwJ_TIOT3&%tvChM*|b`EiREgWn!>8lF3pZ~zKQS=6Wx*6W7$ zJ!VOq3Yt`MGx=EF2oDLjNG}2%*NCk|mMx8}YKGb&i6tT8rDXfFRx19AIXsf>f-)*; z91S0lc=*b6%&Cz%VdeCq{m#VsB5vg!BTh2S$$MdvO`L=uHk(chsMAaZN*x$Jm9ZQx z+A@oVsJf2am*>8k6YiShuGZY#73=H@47;40p%ZY42qW33yJVbi;%#E7)36U(4G4<-lM&0fL0vW$`bNp;y~vb~T6)!R znd{I%A+c%Ky(q9PMu9^p&|~p+I4G?Lbr*o8>F&p9Fwd*!e8(hLX>25h1?SERBz+gJ zucz2+QhjbwHtE8yJbzjsDe~>`-lEfoD%C&xo42^5bO*O&fsTv(JA{q{f*Ly!joX<= z6gkAmgs$H+*Uz07LoTi}#DO7$PI0$^ssTv&FP2P&G}W!mWHqvrYzGXd=tCa!Sv3@A^oKsDORZru zi8ST?Zr|RUw%o6xl|`zl_l^Jk46jqHksaBQ@+4d?X2l;U z7*MD;z3{ro0?>C-89N|fM9;}9s@Cg7(f?GN=4*}R8%xy_m(>!z0_R&B)~_XOe0}}% z3;9qPi;|OH^ssa-7S4gONRA=y=pu3sNBx}}yNjzV)VG45WUb|bH4;*`piALk`U#WT z0`6&srvgd(kK0{cOaH_hS1*bXPQ|7)ioH=oGJ2#cu<&oIUi9y&f2}I{EGy#*Q3V3? z*S>45@&fDgP6R0IA_RoihkMH@)u|r^OHEt1{6?CrtrdADA9lT-&4w*tkf9|*f?fWl zhl8<9O}*+n?Cqmz`f#eiA*!1~ZsqR0pOMq$>m`TdXZSQQiIE=l#@*inT@ld!Ux@{L zh0sF|lHhguH_~(=9~42kq5Wz***;glxKccAhX+*tMzy?OX?w&k&QPMX^D4!=M{>L_ zJBq75o0*teHTPL*Rcqf>2HhkgPy@(9Vsm39G4f-}Q`d%`)Fz0vQSmm;lCPKZtX<}j z@`ksQFIA;^eR9TlHF>ZW<2<~0$W?&FgVY#W%LG?uVPR2s91bbER1)a{Y)h2 zbbD4~i{o2HJcy!ih>ksnOQ5?!uHuska>d4dVq{+rW`K~A?HbRtN*0ry8$DvO6>ns| z!5HJ)d9VjcTzlvX#n- z^-GTACd!nw>FbC;E>>|o2gMG3=gsHhf{Zc8V3=myb=>6;xl?fED=R-G>9Y+4Sxj|5 z;y&vz&^0@VKj7?dZ7t~E@Li#g-CV6oWW#bW)i}y#7Fw`LLPD}r2MrTN%n(P2HCc`v z6suKE(1oiG^8mZ_Nc2X0PwB#Uz+w%ms$;Kdd8%1mVrOIPO$`&RW^8$gr(@b!<5i|K z##+A`cjnrAXYOf4dX#*12gt zlOSHP*o5sE@+|aln-6o;6q}1{nR>b#=>*x41Fi4K&D&4}(5BcmC~E|>;{!llrrAiHGC;oU#rgi;*Twij0O6(k#!MY<6=WUbfXkL=S3J9r%)iZ zBLO;U1K#HPZ>+_HUVfIVl3FbCS{_3oL{M`M%DudigjHTi*Uim?pFimyxS9!6_ycyy zcy$d-wvICg>!oH-e|%B`JYd2x6fnmXk;o>Oz;I-H7!aH9*tryM#IP#tr+&3kORa2D z9T+~?z87WEKPz-5)_FRokTVUm@zm|M)jK|@ie%D`!1ANR$wkEz10IYGK0l1rHvyqTdU)(&sNYckF{ zzNd?l#~4}@C=|NlhdC+VU$>#PxZ!8exnPKw=#+_~#;bU#YtwaC(HcL@%w*V`t0RgB zI^sdxSMcQ1BxuT-uUNmz$ziOVFrN?3?Cjr{6+AVZK2@-_2V6fi%_ERjSEufhm+K^7 zzOBTrfADsy8dw=jVD{2Z24`Eyz4EcI&zxLYPa<7L)#9c7pZ3l&s;#xl<8_L+SbT1G=~vmKU8>2a9L(ucDEs{*Z!VqQZ`w zpw(e)Ai#R#V`uAxm#^@{D1D!ucNSA?woUBeT5sf6W9 zQFuz6t|5vYEY;Ml?)qtt^+}0tdanUFActU*t-K@a5z21fxhuNuQQn0I6BEk^&0(Gu zN>ysK!2l$w5>9F{kP&{^bUVc~*zj6^r1fY_6#DCr9Tg*m^D!$Q3$3RjJq3xo2ij5d z?_M8%Aj?{j&zK>2C$y$=vRcBwj2HB){#bi&oY!jt66oy}tTHk&1U{C6+IkeWOXq>J z=Uoj^BZ*M15C_IHdS$}n=G6^HbS`9_p{9wBkjHB;W7k7ZEBXW4VfPzzd-98(V5Twk zwm_Z(kW6x@OXC(f8F65PA@J+=dX7HginhIS!My_86{-q6-q(H1$9Eb+lj$e!O+ao= zG15A>NehYCv_kCuXc@P>U zrHTWZDfhBf3Mb1=)cKD-GWc8=es)M$K}C)s=XhM&ME`!7()QY->nX|G1();8OF{?! z;d_(-Wu$FgyA(a|r4`~uU>H|r=rO=(_s{JA{N(7u7MldeK5OXWYiP z(p98ZCT$_X6jjV8ifks2mO85umz-~&#syZI`ST9z50m%C zCFFak)7+y*-s2Dh)Q2fozB$Y&RcZ(c_QmRcQi-~@k>?o9i~=PtapyxXn1noSVF{|S zLMEFK$7trc3Wvj&eOa{8%S{O~`zW7RDwW7!cStt1gpYys(Qeq$5o!1gHN1$Fa`1c< zGS-UkoHcx9ODw0bV%AdEf2|oOB<6XFTnsUf7%7c}BJWw(A z0Zp>uk-1~~*%66gZsB{EI}_A|)|sA-@lXsiqu_k)-dal$5*h5C;RgwN2D3-v8x8j2 z2Z~%hW9?=-{LweuT`F&Cv>o7pX-w3M6Fy@&?x92!LHnCW#UF%ye$hA~SVqPs{aM12 zBd;Dj8-^^u6b5tMFgDx-y(3RAy)B_q;M6+?J6GII%|HYQL(%Sv2L~~j5?m277LD(` zD;P(m2jl)jAnnxb5gA8?5J-?tk@rd@pAn+TrLeqQedVH;&@Xwy!H+|ktg)0M!&Fps z`ck34Jz0`(ppe7m26@*)%b8lz#)a^I<1eKp=7VNTVq`!?Iw5GRRsYfl``zIrZ&pxN2VD6M}jcS@4HR>SF zBj6CY=I&`uToBgF%E5SN3*Mt$tE{5CZ^9}*fpuOP8*doyD^keFJNWpw%agJ~D?f_x zI6T*^!>!PChHXHOvm~ref}e6(BDe)PLESv+mi(>Fkt6T>g?odu1PDYM#TDpChh@8R zJ^e`Ls)h3V#iyMBLA|HHkinPF)Q!L~)$cm(1lJqZvCSf6NB#2c-O8RlvQcco>V06J zPLD0&xk&P**q|r)!1Tm=ak}3nLUe-5wbp%4&|OndS^tJ8V^$|9sU%E!0#Hw)>UNrE zdp6Yai5@v|K<1^9C7ebTad0(?NN#X%$^Nip{XW7);ocLuA>D7O!&-6d(#2^E(*h4?I*a7%8>{0lV3r=@ z6SIyALEoHF>-m)3gSzhH%(d^cslUwhIh|53EH3^e6_0dV^k7^q-t)VUC2mb#)Z>Hk zuE><|y z_<4GWtQbIxz&&<=%*sdaYDJ^ss+u>dW(~`WD#-7&nBlR&n+58e5oA9^tYULl5?8$O8&QgCqepZNG-2KR1D}P;x8sjZF&+7K>M7N)~rt1{Mt7 zO-U&4Ji4jZzGj#U7FAb|PSwV0*|SaZ5F}+|N^F@6IM!q8%JCRb**3kytOeB}=TD^1 z`HmA9&Y-nG((tUlytGeIKk)8+nb7fDQf9vIXHga(`S{iYzQSnF{D62w-V51}@FxXc z8fS?&aR}&mQh(Z857+wHBQO*i!Qoz}=~ri_6SwSqHbt)7zL_Zh{xaXgW|fi+V~2th#EEEgIlp%&ccNZ~4#dL!<1itTX&LdYPl-V_7EYo{vb2VeYt^(?ni@y1 z;RCZbCiNIGbqlFiTfk~Smx6)OLAGaWE#r18_dk*l_b>T!3vvgowKA`_zlaK$G%<$= z5-OGYkPJ)<&@5~vg=3`-teJrsic@X?<3KqLXT5UY--eYJek*>y(V25Gh!eNsMZaHo z)I#JNN+L97^TR#SO7cA+G4wCgeW5htA&brp*jMQNUZj=flvUfWWqGu9@9IT`A?$>7 zZlxy@_9wEsOKi)`13crL-PE)Dj5pk(VU63^VG-f6J^NfkNCZ(X_7S21wuWeAy)vD7X1Za}@jWv?;JonD}9Md6&|N&~thp z9x7PgZIpNF6Yn{l2`OQ0hLuN^1Bki2WofG+xn_htb5Oj<+MCg+i)YcCIDGR-j&H_1 zZjGHA`DDIE#2m0A=_}9l#=NQfAKYm5B!j zgu9MNoGXu2z5C=tS%Dg@exa@~$&ov(nGc?e;#s=hM!2sed@@}6O5fo@VzRabf47#r z>BLXfL33QwOV7JXvJg}qcnZ7z2J^j(T#jsJu`Y~RBSUSeAHY(a*=;#>PS1X*Z>64B z0H5|~XW;au2r6IYceD$!{OUL1e|eTVq;FJE6p>T1VT+@oS`4K=jMo=xS1y~+d}!hY znW@8N9boW`TCKZgnl4={Ae1UK3zUA#kn7R*>=gugZWYcc$X$O&{p0QHkD@LwgQCd^ zE@J!h0ok0>%3EJ^x112W#~>3KjRm%_ZbE4*JM2)|iQvknoV~{cd~QZRztVc&5k3i=|Tnc~Ppl^L{Mbb+Edb%`R}F!lb3uh@$gh z@0Yve)p-T`nF^J-NW!COef*o&HvA&ubP>*>JhxruUV5dLhY?f+^AD4NmM8PYD4n4= zm5_C_4G(hXZMXPu;hPRKyjKh}0b<&7MB#AJpax7n{AphUh3d)LY_?QRZ&B)-;x^23 zQE9vi63xMfP55g&G`&`eoiC-Tin2VxB#@?y{2!^ z?{m_*=1g9ZtR!P=7(mGd%dwOX7UT}AyMG*W7pFP+3i;NP#xjbjh=<2ZHO4^ z%re3`^p*67r;A=b&wBuZt4;mZ9YMH3z#;*6s=}MiGrh)xOUw7uF~Urq`)`};p=7E) zP=e~-F6_2h;;E5cse!MIi!bDzg`LZ1&LEeguj6lBJe4-QYas@wak61UPOv##z-xC@wXS0nnQB>e*~MO@4FoNuIcL7LfQ zCC@SEu9J2;K2=9hAa{k=sT_;`8(x?d7kl@;-PgQ?K;F5trM7h|I2P^KQ=)>=BfBSH zs~n{`p$1}%#^}i^L?i6w8E$6zOCS-QGciX1YOU6` zEFR0;p>eGrmgGh=UM1Mp-Qdk4&kfUxV=)s^v$pi0lO6$nty=|`Hr|344)%_hxTZ3p z@q#%O1nBZ79!Ytcif{4>2wf>9(>d_6a8t@K?w52F=(O4*@X*LIxSKo6U3LxJ*eHxX?Tq;Z7 zt2joVxNdutJOHJvgGS8Kr8X<2kISQVb#bh|+uT|uw>iIqhZV@}$Su|~gjEMPh^pZ4 zT8bN`UA`}o7C@Q|-lt~w@|Ya{ord!R2L1^xM3dUbEJpo_5b`^3eqE!#wg3qlHxFJ7 z@gd#iP16YPO(d2|aGflQi@C*mKpNln! z$;jyX>XZ?nhF5B^!z;?_?%H&Ibuvb>3E9J>G>Y3=nbictNGnW5b4dq${38X=u(7Z@ zm8_)!+ioo(fJaIk5rlNDzYzDe@VDzt6WMjqcX(SHNY|ie7re@w>OCk<8DaF`akS z)#c0s7LA$bt;K%%cD#sc|hV~RQz3GYTt=cx87GLH2fc51+=6Q|u!$))K zBxcSw@sl}__F1v@232}TebtPcs041V3a~b7R1KBbUX)@3>JRLur#d66Pno(?u=p_j z1RPZ|4VP<8cNjevO@u70tWF*6h#uYS7y+M_fZ3#K;i1`;vfSmt8o6cE7`=l4)H7ic zMwnh=MWjxq*_>vkBr6;HB^$car+Z1YNbzrIkkX=gh#3l!L-LL}y@^FQx;`{ASl{dY zX7y~NtJFJ!O^C!u z!4K5o9+PqnStIGvaZSN>R!Cx^@qAN)qP4MkOowQyTHgB|LXcnoxR-;KORHX{aGRFW zb|ja!RT!xu*4WOm0VLmq=}Q%?Hm6o=8ar54gjG|;tERlAC!26_=Z{#`rfH^r)=7;- zU|)(#X$>?FBxqCingikon``B+YxVawSWNMDq1+pFAh=!GO z>Z=z1u(3(1-FqjOPHSK;z)t>U18|&)=G=tpC;twejrw4pgGaP~P0s>)x2HAX%Ghc4o!H3&E|!_2A#yU^iNmJ5?kH@bw0f#MH9NMC6xIZ*ci02%h_ zEBizZ52CpEpd)z8Ov5GhpuX;EjO|EYcMIACs1>XBfoi>FCgg6XNv{t31^2O>J(^YZ zXEtWyE<`?ATJ|31za^7cEvA42|3bFpYxSj3QA5M<6v64n)(UI)6#+^n+ERgaph$JF@ehA*;$+m>cx%yw=R_spVe$OPKqHzg;RjvGp7Zt#h9hzkZsoz6@8p; z>Mrwh5erdSX+mZMt3}c|1#Pk7zbcQEejy#RZ=q0$$+Gdda=zl*4 zba^1f^PwR{Q~>qzegIh*APk$W_I?k_n2((Rmd`5YgkWN6RNHk};$@%bI#NFGE9V4j zEODi%A8XB#ZJ$5c`#EdpSRU|w!&}ARg~qnmiM$)n_6Z$XC_zq6OdB6AILWKfb(Xx7E^=Pa6sTt z&Ux_?S9U{6bC^#%4evwr5tq7o=TYikQWkVSX~xNX6ly~vY5j6!zVG$X@^~+X&16Z8 zz2;@@Ui!0k$&UQOlS%tOYK7R|XLGopKgJ8^zNT|#Zj)~~G&jH0>H0wb#+4%ok0z+W z*P4I%)a!80-P)OPF0g}Z7`XDGK1^I>PkbQj15Z5;`tdSWbG(COXN50blHcdq>YFFF zx|EcMjc>F_jDqpR#GBDHr+$4z79Iit%;7ySalQZthBt4>B#4ObO-3$hk57%!o$;AV zL1#AJpHz{PNpS2IR-F8a4*p?Ry@oS(_EKrf`wkeY>LZjoP1s$6f>S&;0`V8Z_CGq8`ig4FJ1L+BOFZEVzU z?LxzdZi8RC-ulR_ZZ_Ax6{7#m83>`e$73%2QD2$pH`wsE^Z($SMISW0&ZXg3_-{)d z{&5k}|Nd#_qi6SnWq<#*|NDN7gzuxhzAaq2-$%f|(f%)&g74tZfie9be~YDmaP|M3 ztG;l2Jo^3lJ8v=Be;)h$RlW~?J^3y+Pe{cO^Bb%1_fj26g1eM8^abop*#9Ff{pU@- zG#GWS{9rHtrMP~5wD0|0S5F?k`rQitPf`DK=O;!F8&UgY$-hv@|5djq?;e3I#!Nhm{~Z+iyKe1-7(K4r4T=7x9Pd{#;tD!m{t^3k yMSnkXj?ts;|AXxx5%~YX_SZN2|4^{C-(tBdy0LijWV7ADY_d`xB_ZMlfBYLc3mmop diff --git a/mlxtend/__init__.py b/mlxtend/__init__.py index f9f5f6b85..612379032 100644 --- a/mlxtend/__init__.py +++ b/mlxtend/__init__.py @@ -4,4 +4,4 @@ # # License: BSD 3 clause -__version__ = '0.8.1dev' +__version__ = '0.9.0'