{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Building confidence on explainability methods\n", "\n", "Local explainability methods are recent, they keep being improved and research is very active in the field. Thus, one needs to be careful when interpreting those methods' outputs. \n", "\n", "Depending on the tasks and data, explainability methods may give different results. The purpose of the metrics presented below is to assess the degree of confidence in these cases. We will answer the following questions: \n", "\n", "- Do different explainability methods give similar explanations on average ? (**Consistency**)\n", "\n", "- Is the explanation similar for similar instances ? (**Local stability**)\n", "\n", "- Do a few features drive the model ? (**Approximation**)\n", "\n", "This short tutorial presents an example of how those 3 metrics could be used on a classification case.\n", "\n", "We used Kaggle's [Titanic](https://www.kaggle.com/c/titanic/data) dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sklearn.ensemble import ExtraTreesClassifier\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Supervized Model\n", "\n", "Let's start by loading a dataset and building a model that we will try to explain right after.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load Titanic data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from shapash.data.data_loader import data_loading\n", "titanic_df, titanic_dict = data_loading('titanic')\n", "del titanic_df['Name']\n", "y_df=titanic_df['Survived'].to_frame()\n", "X_df=titanic_df[titanic_df.columns.difference(['Survived'])]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SurvivedPclassSexAgeSibSpParchFareEmbarkedTitle
PassengerId
10Third classmale22.0107.25SouthamptonMr
21First classfemale38.01071.28CherbourgMrs
31Third classfemale26.0007.92SouthamptonMiss
41First classfemale35.01053.10SouthamptonMrs
50Third classmale35.0008.05SouthamptonMr
\n", "
" ], "text/plain": [ " Survived Pclass Sex Age SibSp Parch Fare \\\n", "PassengerId \n", "1 0 Third class male 22.0 1 0 7.25 \n", "2 1 First class female 38.0 1 0 71.28 \n", "3 1 Third class female 26.0 0 0 7.92 \n", "4 1 First class female 35.0 1 0 53.10 \n", "5 0 Third class male 35.0 0 0 8.05 \n", "\n", " Embarked Title \n", "PassengerId \n", "1 Southampton Mr \n", "2 Cherbourg Mrs \n", "3 Southampton Miss \n", "4 Southampton Mrs \n", "5 Southampton Mr " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Encode Titanic data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from category_encoders import OrdinalEncoder\n", "\n", "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n", "\n", "encoder = OrdinalEncoder(\n", " cols=categorical_features,\n", " handle_unknown='ignore',\n", " return_df=True).fit(X_df)\n", "\n", "X_df=encoder.transform(X_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Train / Test Split + model fitting" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "n=200\n", "\n", "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=7)\n", "\n", "# Subsample\n", "Xtrain = Xtrain[:n].reset_index(drop=True)\n", "ytrain = ytrain[:n].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "clf = ExtraTreesClassifier(n_estimators=200).fit(Xtrain, ytrain.iloc[:,0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Select an explainability method\n", "\n", "Now that the model is ready, we need to pick an explainability method. As mentioned earlier, many of them exist, with different theoretical foundation, underlying assumptions, and levels of maturity. Thus, results might differ significantly among methods. Can we trust them?\n", "\n", "The **Consistency metric** compares methods between them and evaluates how close the explanations are from each other: if underlying assumptions lead to similar results, we would be more confident in using those methods. If not, careful consideration should be taken in the interpretation of the explanations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Use pre-computed contributions\n", "\n", "First calculate contributions beforehand and use those ones in the metric using the _contributions_ argument.\n", "\n", "The provided contributions must be given in a dictionary format, where the key is the method name, and the value is a pandas DataFrame with the contributions.\n", "\n", "Let's for example calculate contributions separately:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Then, we need to instantiate and compile the Consistency object" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from shapash.explainer.consistency import Consistency\n", "import shap" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cns.consistency_plot(selection=index, max_features=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Zooming on each feature : the pairwise consistency plot\n", "\n", "The consistency plot illustrated above displays the *average* distances between multiple explainability methods across all the features. However, one might want to investigate those differences on a feature level. To do so, the plot below is proposed: " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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2NwcTnR+JCHQntllL1H47cyEaV7v3BqfnFPuLJtATvR/Fyyeee5U1T5ltw5d6LIDIF3QFBQUt93MKf9Y4URMBERABrwhIoHtFXuOKQCciEGsE/ZFHHjHrvFldnX+GaxTJ3JrMLYHOMZk+T5HM4m0U6PyPhcas7bisCCsFDdepssBQpDRWOwK97XVSrHMdORvXTVpr9Bllo2Bn8TqmfNtZt253usWzrtNKEbe7Bp1RTaaTWy3aA7oTAj3WNeiJzsFo12Rdu5Pzwm0/0OZoQjLcPEvUrkQEeqhg7dGjh/kexbrtYKL225kLsXKNdG+wK9Dt3mt4HGtHsIYE7+NWMcjQ8xO9H8XLJ557Vajd1v2dy1C4QwDvtdyBgxlTrPqvJgIiIAJeEZBA94q8xhWBTkQgVoHOdG+uDYy0nROFslVMzE2Bzi3UuKUb105zex4WJ/vggw/MFl1slh0Uf1yXzvR07h0cbu14PEKM/bFwGddMck08ebBxbSqzChjd5/p7Pmg61UIrI3M7ItodrS1cuBAshsYWqYr7ueeea7bUY9o+MxJCW7QHdCcEOn3GglChFd5pAyvAM5JG1qECJNE5GO2aEhHokeaF236IV6AnaleiAp0ZKRSZrH/A7ALWVqAQi9S4tSHXJ1v1EBK1385ciFWgR5oD8Qr09vpj9gmX34T7bjtxP4qXTzz3qlCfh26nSYHOav+MnDOCriYCIiACXhKQQPeSvsYWgU5CIFaBzgdka8sxrp/mgzK33lq2bJkRwIxosSgbm5sCferUqa0Ki7VNKa+urjZp8HzwZxswYIAplhauRRLoXP9I8UghTvHKKB8Lv3Frp/Hjx5vr5b+5RVSo8H/00Ufx0EMPmaFY8IgPlozsc3sgFtTjnu18qP7000/N2spY2v3332/S9dm4npnbkDF6b+2Dzj45Rug+6NyijLZyH3ReK9d2shI8BTBfcvAcNq795N72oS3aA7oTAp3jkR+jZbvssosZngXgWNmdrLiEgpFAq0J8onMw2jVZ1+/0vHDTD7Q5ViFpXWcidiUq0GmDFW3l31lskMUdd9ttN/N3Noo9voTjWBT0rGLPqutO2G9nLoTjGu+9wek5xWwdfjdGjhxpdo/o27fvZlk7idyP4uVD38Rzr7J8yvs2i4DyXsZ7LF9S8CVe260Ytc1aLL89dKwIiIATBCTQnaCoPkRABNolEKtA54MSI8N8YA7XuJc2BdXnn3/uqkBvbGwEq5kzmsZ21VVXgcXTQhv35J40aZL5ESOx3Fs3XIv00EwhwK3D2muh696t47g2nVu8sdJ8e40PnixgF0vjdbMyc6SXDeyrbXYDGfFaLBbhxosU7Y/2gO6EQGctA24NxpcMbRvXn/IlAgWI1RKdg9GuyRrH6Xnhph9oc7wCPRG7nBDotJ3ZL9xeiwUe22t8EcfvcZcuXVoOS8R+O3MhHNd47w1Ozyku3eGL0LY7RIQWbUzkfhQvHzonnntVqO+tpSz8GXfPsF5Mhh4jgR7Lbw8dKwIi4AQBCXQnKKoPERCBdgnEKtDZGbcrY5o71wMycs69tRm5YcE0rj+ngGRU2c0IOu2gOOaLADau97YibtYFhz7gMXWWgj5ci/TQTLHA/dz53/z58000l5EdVo/nAyNF/5gxYyLynTFjBl5++WWzVp5RQD4oc2167969TaSY9jAyH0+jsGc6OgumlZeXm7W79MFee+2F3//+92ac0Ea7KYIZSZ8zZw6YYcAoOq+DW9qNHTs2rBnRHtCdEOisE8D0di5bICtWk6dtXL7AJQJt/ZroHIx2TRYIN+aFW36gzfEKdJ4br11OCXTawOUinKN8KcY5yu8fazjQ/6x5wTXWw4cPDztP47XfzlwIxzXee4Mbc4rLeZjRQ7HKgnW8z4TbVSGe+1G8fEKdFOu9yjp31apVJgOJre3uEtYxEujx/PbQOSIgAokQkEBPhJ7OFQEREAER8DUBOw//vr4AGScCIuAagW+//RZnn322eVn3zjvvmBfBaiIgAiLgNQEJdK89oPFFQAREQARcIyCB7hpadSwCSU+AxUaZHcB6A1xSoCYCIiACfiAgge4HL8gGERABERABVwhIoLuCVZ2KQFITqKmpMTU2uCyJhS259WOfPn2S+ppkvAiIwJZDQAJ9y/GlrkQEREAERKANAQl0TQkREAGLACu2swhgaDv++OPNFnJqIiACIuAXAhLofvGE7BABERABEXCcgAS640jVoQgkLQFLoHNrS267yO0guRMHCwWqiYAIiIBfCEig+8UTskMEREAEREAEREAEREAEREAERKBTE5BA79Tu18WLgAiIgAiIgAiIgAiIgAiIgAj4hYAEul88ITtEQAREQAREQAREQAREQAREQAQ6NQEJ9E7tfl28CGw5BL766iuce+65ePjhh7HjjjuaC2OV3uuvvx5vvvlmqwq98+bNwy233IJp06Zh48aNppLvPvvsg48//hgPPvggFi1ahIaGBrDPrKysLQeSw1cSia/Dw/i6u3AMnnnmGdxzzz346KOPzP7KHdGS1RexfG/d4ugXHyZ6feFYJtrnlnD+7Nmzcdttt2H69Omt7vdbwrXpGkRABLZMAhLoW6ZfdVVJSODDDz/E3//+d9x4442bVZnl5VBE/uc//8Hbb79tituotSYQy4P+H//4RyOc+NCWn59vOiorK8Nvf/tbUzDoxBNPREZGhhBHIZCsojDcZb3wwgu49dZbY/5+daS4a8/GZPVFLN/baF/IZPdhtOuL9rkEenhCxxxzDLp169bqfh+NZayfxzv3Yh3HqeP5EpovEn/44Qfzu4/PFEcccQROOOEEsICemgiIgLcEJNC95a/RRaCFgAR6YpPB7sNpRUUF9t57b1xyySVghW+rWfwpdAYMGJCYMTo76Qg4+YDtVgTdSRv94iC731s79jrJJxl96CRLO7yT4Zh169Zhv/322+x+77TtTs49p20L19+VV16JsWPHmt+F2dnZePXVV3HXXXfhnHPOwSmnnNIRJmgMERCBdghIoGt6iIBPCEigJ+YIuw+nCxcuxJFHHol//OMfJmJgtRdffNGkvStDITE/JOvZTj5gJ6O488pvdr+3duzr7D50kqUd3slwzIIFC3DUUUdtdr932nYn557Tttnt78ADD0Tv3r3x9NNP2z1Fx4mACLhEQALdJbDqVgRiJRCvQJ85c6ZZNz1p0iTU1tZi4MCBOProo8G0PjZLkF577bU47LDDzM/WrFkD/jLm+upPPvkEmZmZ5uePP/44HnroIbMWu6CgIOwlfP755zj//PNbPuPb90GDBuHYY481e8pazRIp7777Lp599lkjfNevX4/vvvvOHLJy5UozFh8qGeXo3r07DjnkEJx22mlR08t5rVzjy2svLi7Gn//8Z2NDtDXo//znP/H666/bcg1ZkZldW524XquP9957D8899xzeeOMN1NTUmDX1l19++WZLG1asWIFHH30UX3/9NcrLy9G3b1/87ne/A1P4rRR9O5zJ/4EHHsCXX35p+mG645577olTTz213TXU7aV3272GcM6wc13R5j37tcuTkSPO0baNTHbeeeeWfsLN5fYYvPPOO3jqqafA8/jdZF8XXXSR8ZPVuHTl5ZdfxjfffNNqeOt79thjj5lIVzQbI6W4O8mJBsY7V3huvN9bO+NG49Pe99MvPrR7r4mFZbjvl917OM+N9l2Mdt+zM//szCk7x7S91nD3+5KSEnzwwQe27+t2WEWbe3a/46H3rER+b8bDiuv0mVHG54KbbrrJ1u9IHSQCIuAeAQl099iqZxGIiUA8Ap0PP0xHGz16NP7v//7PiCkKYT4wHH/88fjb3/5mbDj00EMxZswY3HDDDebfPOa6665DXV2dEWYUDmynn366ERJ236AHAgEj9t966y3cd999Zo0fi62FPmgcfPDBpn+m0vEaGb1evnw5SktLjVCh3RTXP//8M6666ipsu+22pp9IjYXdeM177LGHeVGQm5sLRi/mzJljXjZEKxIXKaISKQJi11brQTWR67X6oMgeN24cfv3rX5sXLBdffLF58cIXGlZbunSpYUgxzXT9YcOGYdWqVeYFBHnvsssutjn/9a9/NcdyftAX7IcPpvX19WaMSK09YWPnGsL1a+e67M77WHi2FwFrz7ftMTjooIOw2267mbm/ePFi88KHL6mef/55FBYWmsuP5eE91jXobnCKd64k+r21M26y+9DuvSYWltF+CbV3D7fzXWzvu2F3/tnxrZ1jwl1rpPu9XdahfbbHqr25F8t33InfI7Gy4r2JtVf4UveJJ55Ajx49ok0bfS4CIuAyAQl0lwGrexGwS8AS6NGOD03BPu+88zBlyhRMmDChpdgZz6fQeu2110wElilrjCR89tlnJnLAAjBXX321iZSuXr3aCDkKeUZqKQhZIO3ss8+OZsZmn5911llIS0szQj1UoPMXPz8LbYwGM1pLMRla5ZoCmxFGRh232267sDYwSj5jxgzzUiC0wjofShhJdlqg27XVerBK5HqtPtquA2RxQD7kkVe/fv0MF77YYPYBfcyoULhm1/Zdd93VZCGQYSytPXFq5xrCjWXnuuzO+1h42hF34XzbHgO+8DrjjDNaLnP+/Pkmu4VZImeeeabrAt0NTvHOlUS/t3bGTXYf2v2+xsIylu9z23u4ne9ie/c9u/PPjm/tHBOLQLfLOhK/tqycFuiJ/B6JhRWj7XyZz5cPzKDr1atXLFNGx4qACLhEQALdJbDqVgRiJRBrBJ2/UBmdYyoyq0+Htm+//daI7Guuucaknb///vu47LLLTNr0iBEjwCgvq7VSoDO1lgKQgpkPVEyZ3mGHHSKa39jYaPph+i4rwVLYW43i0Uohtx7cxo8fj1GjRrXqj9FvRnnvuOOOVj/nlme8Hj6AnnTSSZvZYF3z/vvvbzIAQtsrr7xiKuA7LdDt2urE9Vp9MMI6dOjQlsv7/vvvjaALzXbYfffdzcuVtgxDmdi1nS9lGEXhGHvttZfth7T2xKmdawg3yaJdVyzzPhaedsRduLncHgOmzY8cObLVZXI9LF9K8WGYLZboWiwRdLc4xTNXnPje2hk32X1o5/tKDrzv270HhvuO2b2HR/susu9I971Y5p8d39o5JhaBboc1fwfZZeW0QE/k92YsrO6//348+eST5hkg9HdOrM8vOl4ERMBZAhLozvJUbyIQN4FYBXp1dbVJ8/7DH/5gtmcLbUz35ppwpoBTiFuVbCl8KcC4Pp0PFBTojHQyss5f0hQbjGKnp6dHvA6mz1N8MQLB8Sk2GDln5JuRbUbzQx/cuBaZW9xYzbKb/05NTTVv7tmsP/l3plVb6fmhhlgCntcUug6ex/zvf/8zqeBOCvRYbA1d7xzv9Vp9cC5wbb3VmNLKa2YROz6Yt+f7eDhznem//vUvk2VBxn369DFLFbiUoL19vNsTp9GuIdwEi+W67Mx7uzxpix1x13Yu87xo65fbposyes7sFb5QYosk0OmLCy64ANYa9Gg2trUjlvtDLJzimStOfG/tjJvMPrR7r+H84UtMu/fAcN8zO/dwO99FO/d5O99TO761c0y4aw2X4m6XNX8H2WEV7bsZy3fcid8jsbDi723+fuELdzUREAH/EJBA948vZEknJxCrQLciFBTcFG6hjYXYmIJnRdD5GVOYWfiNx3ONOcUG15tzfSzXflOgMx2exdfaa9yyhtFvRqtDGwvMcAuztgL9o48+aiXyaDcjM+ynbRQ82hRwIhIXyxr0WGyNVLnbiT7aCnT2yZcj7UXQYxnX4t7Q0AAWC/riiy/MfNhmm21MRkWkFsse4G2vIVyfdq+LEUQ78z6ST8LZYkfctZ3L0QR6pAg6159zrScb6wqQMTNZrMJ+/DkLx7FYU7wCPZb7Qyyc4pkrTnxv7YybzD60+32NlWW475mde7id72KoQA93n7f7PbXj21iOCb3mcPd7u6zZjx1WPK69uRfLd9yJ35QqcBMAACAASURBVCOxsOJLCL7Qt35vR/sdrM9FQAQ6hoAEesdw1igiEJVArAKdHTIi/tNPP5mibyyWZjU+2DNC9+abbxrRzXbvvffi3//+N7bffnuTwsx16WxMhWckm+u3+Tb9T3/6U7u28oGFERyKf6tZFWDZbzSBznMY8f/xxx+NjV26dInKJvQArpOeNWuWWYNuVZ+3WHBNtpMR9FhsbW9rLbvXG4tQYp+8Xi4piLQG3e644RzA+cH5w5c9rFsQrjkt0C3e0a7L7ryPhSfX8rOIW+g6f+ua2/Ntewy4/pzr0K1GscA16Fxfaq1B5zxmTQhr+Yl1LB+c+aIkVKC3Z2M4O9zgFO9cSfR7a2fcZPeh3e9rLCzDcbN7D7dzj2nvu2F3/tnxbbzHRHoha5e1XVbtzb1YvuNO/B6Jl1VMv4h1sAiIgKsEJNBdxavORcA+gXgE+vTp000aMit+s5I305GZqnbnnXeaLVMuvPDCFgOsqDp/wMg1tzRjsx4I+PeXXnoJW2+9dbtGU7gx+s60PVaGZ1r73XffbQq2seqvHYG+bNkynHzyyeblAYUIK5BzLTvf5NMGChiulQ/XWO2d23+xoB3T3HNycsw5rBjsRhV3u7a292CVaB/hIr5WhWW+FGFq//Dhw1FWVtaqirudcXn+pZdeauYLawVwDpElf9a/f/9WlePb+sMNgW7nuuzO+1gE+i+//GKWVpAlRXRoNDtegc5aD8wWYbR/yZIl5gXA2rVrzRIRa+kA07+5pR+/A3zpxXEZjWNNANaOCBXo7dkYzhdOc+JSmXjnSiLfW7vjJrsP7XxfeV+MhWUksWbnHm7nu9jed8PO/LPjWzvHRPqlFUmg22Vt9/dde3Mvlu94or9HYr2fc8kEX3h/+umn9h9WdKQIiIDrBCTQXUesAUTAHoF4BDp75kMQU+gmT55sRO6AAQPMGnP+Fxr55JZqTGdnWjsf/Lt27WoM4y9n7pvNddN8aIvWqqqqjCCnGOaDB6utM/LOlN2pU6faEugcg+vfWSiL23lxWy8KFhapYREtim9G9SO1iRMnmowAax902j9kyJCo+6Czv1hS3K3x7dja3oOV3euNRVCyT641ZMYAI87cvouC+re//a0R25bAtGM7i9BRFPLBf8OGDWZP+n333de8/OGyiEjNDYFu97rszPtYefJ7xGvi1oFMg227D3qsKe58WcY5zu8bv3877bSTeQFgVeK3uHJ/cBb7YyYK16yTO7+PfAEVKtB5fCQbI+2D7jSneOcKbU/ke2t33GT2od37RCwsw3137d7D7XwXo9337Mw/O761c0y4a410v7fLOhZWkeYex7L7HY/G0+n7uQR6tCcefS4C3hCQQPeGu0YVAREQAREQAREQAREQAREQAREQgVYEJNA1IURABERABERABERABERABERABETABwQk0H3gBJkgAiIgAiIgAiIgAiIgAiIgAiIgAhLomgMiIAIiIAIiIAIiIAIiIAIiIAIi4AMCEug+cIJMEAEREAEREAEREAEREAEREAEREAEJdM0BERABERABERABERABERABERABEfABAQl0HzhBJoiACIiACIiACIiACIiACIiACIiABLrmgAiIgAiIgAiIgAiIgAiIgAiIgAj4gIAEug+cIBNEQAREQAREQAREQAREQAREQAREQAJdc0AEREAEREAEREAEREAEREAEREAEfEBAAt0HTpAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAj4gIIHuAyfIBBEQAREQAREQAREQAREQAREQARGQQNccEAEREAEREAEREAEREAEREAEREAEfEJBA94ETZIIIiIAIiIAIiIAIiIAIiIAIiIAISKBrDoiACIiACIiACIiACIiACIiACIiADwhIoPvACTJBBERABERABERABERABERABERABCTQNQdEQAREQAREQAREQAREQAREQAREwAcEJNB94ASZIAIiIAIiIAIiIAIiIAIiIAIiIAIS6JoDIiACIiACIiACIiACIiACIiACIuADAhLoPnCCTBABERABERABERABERABERABERABCXTNAREQAREQAREQAREQAREQAREQARHwAQEJdB84QSaIgAiIgAiIgAiIgAiIgAiIgAiIgAS65oAIiIAIiIAIiIAIiIAIiIAIiIAI+ICABLoPnCATREAEREAEREAEREAEREAEREAEREACXXNABERABERABERABERABERABERABHxAQALdB06QCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAI+ICCB7gMnyAQREAEREAEREAEREAEREAEREAERkEDXHBABERABERABERABERABERABERABHxCQQPeBE2SCCIiACIiACIiACIiACIiACIhA/AR+//vf48ILL8Ree+0Vfyc+OFMC3QdOkAkiIAIiIAIiIAIiIAIiIAIi0JbAihUrcMIJJ2wGZuzYsbj11lsdAfaPf/wDffr0wdlnn+1If151IoHuFXmNKwIiIAIiIAIiIAIiIAIiIAKdgIAl0C+44AIMHz685YpzcnKMqHaiOSXQGxoakJ6e7oRJcfUhgR4XNp0kAiIgAiIgAiIgAiIgAiIgAiJgh4Al0G+//XaMHj16s1Oqqqrw6KOP4ssvv0RNTQ0GDx6M008/HaNGjTLH8mf33HMPpk6dirVr16Jnz5743e9+B4pZNkbhP/jgg1b9Pv7441i8eDFuvvlmvPnmmy2fLVq0CKeeeir+/e9/o3v37njuuefwzTffYLfddsMbb7yB8vJyvPfee4hmU9uLuOGGG0Bxf/XVV7d81NTUhD//+c84+uijcdRRR2H+/Pl47LHHMHPmTNTW1mLgwIHGFmYSWC1UoFdWVuKII47A/fffj2HDhrUcc8wxx+CMM87A/vvvb37Ga3rkkUcwZcoUZGZmGsZnnXWWuT6277//Hk888YQ5LiMjw4x7+eWXG45uNaW4u0VW/YqACIiACIiACIiACIiACIhAAgSiCfSLLrrICMcTTzwRhYWF+Oyzz4xwppiliKRQff3117HTTjuhS5cuRuDedddd4Hl77rmnsSxcBJ2C345AHz9+PA466CDzUiAlJQW5ubmm7/Zsaovj22+/xbXXXosXX3wR+fn55uPJkyfj73//O/7zn/+gpKQE06ZNw8KFCzFixAgjpD/99FPzooDiuUePHuacWAU6X1icdtpp2G+//XDIIYeYPp599lnzcoLCvq6uzrwgKC0txT777GP+PX36dCPirTETcG3EUyXQ3aCqPkVABERABERABERABERABEQgQQKR1qBfd911RgxfeumlePnll83frXbxxRdj3Lhx+OMf/xh2dEbIlyxZ0hKxTkSgP//883jppZeQnZ1txmKkPlabGhsbceyxx5qI+G9+8xvTzx133IFVq1aZlwSR2nnnnYd99923JRsgVoHOlwuMkN97770tQ9TX15sMA2YsFBcXG3FOXgMGDEjQk/ZPl0C3z0pHioAIiIAIiIAIiIAIiIAIiECHEYi0Br1Xr15499138dBDD4W15eCDDzaRbLYXXnjBHLty5UpQgLIx7ZtRYrZEBDoj9g8//HCLDa+88ootm9oa/a9//ctEyCmMaSNT0c855xwccMAB5lBmAlAoM9q+Zs0aMAWejccxes8Wq0C/6qqr8PXXX4flx+g9I+uM7P/www/mhQfT6VkhnhF9N5sEupt01bcIiIAIiIAIiIAIiIAIiIAIxEmgvRR3Rq4ZwaYojtQozLnG+oorrjDp4Xl5eSaN+/PPP28R1uEE+ldffYWbbrqp1Rr0BQsWmJTwtmvQKa6tZsemcLYyhf388883fc+YMcNEztkXi+Gx3XLLLSbqz2J5LI7HiP0ll1yCQYMGtVSfDxXoXAfPf7ddg8717FxjzjXovG6m4oeufQ9nG+1hpJ3r7bkWnev2R44cGadHo58mgR6dkY4QAREQAREQAREQAREQAREQgQ4n0J5A5zptitS7774b22yzTVjbmCrOtdOXXXZZy+fXXHMNli9f3iLQ+e9u3brhr3/9a8sxXGvNFPIJEyaYNd9sX3zxhYkotyfQ7dgUCSLTyQ8//HCz3pxjhtrMz4477riWteIsKscUfq4Nt7aHa1vFnevKaS/X37NVVFTgyCOPNGvbKdCffvppU9zumWeeMS8u7LRzzz3XFOCjyHerSaC7RVb9ioAIiIAIiIAIiIAIiIAIiEACBNoT6IFAwAh0HnPmmWdiyJAhplI708BZyIwp2YxCv/XWW2CUm0XiWFyN0WmuqbZS05km/9NPP+HKK680EeuCggIj6o8//nizNpxp5GVlZSbSPGfOnHYFuh2bIuF46qmnjH1MxedLg1/96lcthzLanZWVZUQ7i9ExK+C1114z68UjCXSew23f+CcFPYvjffLJJ4YZBTpZMT2eldlPOukk85KCLy4+/PBDw3P16tXmpcTOO++Mrl27mug51/7/5S9/aXlRkIBrI54qge4GVfUpAiIgAiIgAiIgAiIgAiIgAgkSiFbFvbq6GhS2XAtOwcnCZoymn3zyyejbt69Zz81t1ijamc7N6G/v3r3x3XfftQh0CmKK9tmzZ5stzKyiaJMmTTIp4tw+jWnljFAz1by9CDovN5pNkZAwhZ12FxUVmdT9tLS0lkPJgdkATLNnevvee++NefPmmWuMJNB5XVzTPnfuXPNygtu2UdiHbrO2bNkyU/Ge18prZ3V2rjfnMbxuvtiYNWuWWQNPAX/ggQeaFxd8SeBWk0B3i6z6FQEREAEREAEREAEREAEREAEREIEYCEigxwBLh4qACIiACIiACIiACIiACIiACIiAWwQk0N0iq35FwOcE1q9fb9YYpaam+txSmec0AaaHXX/99SalS63zEaipqQHXCFqVcTsfgc59xRs2bDD7JXNdplrnIsDvPX/3M31YTQRiIfDee++Zqu98dojWeMy2227bsjd5tOP1+eYEJNA1K0SgkxKQQO+kjgfM+i0J9M7rfwn0zut7XrkEeuf1vwR65/V9e1fOtet8Yc9K5qGNa8FZOZ1V0lkcjcXTWCwtWpNAj0Yo+ucS6NEZ6QgR2CIJSKBvkW61dVES6LYwbbEHSaBvsa61dWES6LYwbZEHSaBvkW5N+KLsCPRYBpFAj4VW+GMl0BNnqB5EICkJSKAnpdscMVoC3RGMSduJBHrSus4RwyXQHcGYlJ1IoCel21w32o5Ab5vizq3QGHWvqqrCwQcfDO59zog79xunQGdlde6jzv3Mhw4diiuuuMJUQFezR0AC3R4nHSUCWxwBCfQtzqW2L0gC3TaqLfJACfQt0q22L0oC3TaqLe5ACfQtzqWOXFCsAp3bknELshtvvNFs5/biiy/iySefNMLcEug///wz/vnPf2LQoEG49dZbTd2LCy64wBF7O0MnEuidwcu6RhEIQ0ACvfNOCwn0zut7XrkEeuf2vwR65/W/BHry+X7KlCmYcukxjho++uaXMHr06JY+KdAprvPz81uNw+j4pZdeatagh0bQX3jhBcyYMQNXX321Ob6pqQlHH300LrvsshaBzn3WTz31VPP5Dz/8gCeeeAIPPPCAo9exJXcmgb4le1fXJgLtEJBA77zTQwK98/peAr1z+55XL4HeeeeABHry+Z6F26Y8dx9Gp613xPipTYXY/k9/NcXfrEaB/sgjj+Cuu+5qNcZFF11k0tbbCnQK7ZSUFJx11lktx5922mk4/fTTWwR6aBV3RtPvuOMOE2VXs0dAAt0eJx0lAlscAQn0Lc6lti9IAt02qi3yQEXQt0i32r4oCXTbqLa4AyXQk8+lprL6CzegNHOxI8aPr+uPwLFXbCbQo1VxD42gP//885g5c2a7EXQJ9MTcJYGeGD+dLQJJS0ACPWldl7DhEugJI0zqDiTQk9p9CRsvgZ4wwqTtQAI9+VwXFOg3ojTLIYFeS4F+eUICfenSpWYN+k033RRxDboEemJzTQI9MX46WwSSloAEetK6LmHDJdATRpjUHUigJ7X7EjZeAj1hhEnbgQR68rnOCPQXb0Rp9hJHjB9f0w+BPyQm0GnIxx9/bFLWrSruXGd+9tlnY8yYMWY9uwR6Yu6SQE+Mn84WgaQlIIGetK5L2HAJ9IQRJnUHEuhJ7b6EjZdATxhh0nYggZ58rjMC/aWbnBXox1zWKoKeKJXGxkZTJO6+++4z26upJU5AAj1xhupBBJKSgAR6UrrNEaMl0B3BmLSdSKAnrescMVwC3RGMSdmJBHryua1FoOc4FEGv7oeAAwL922+/xdixY5GamornnnsOX3zxhSk0x+JxaokTkEBPnKF6EIGkJCCBnpRuc8RoCXRHMCZtJxLoSes6RwyXQHcEY1J2IoGefG4zAv3lm1Cau9QR48dv7IvA0YlH0FnxndXf2QYPHozzzjsPAwYMcMRGdQJIoGsWiEAnJSCB3kkdD0ACvfP6nlcugd65/S+B3nn9L4GefL43Av2Vm50V6Edd6miKe/JR9b/FEuj+95EsFAFXCEigu4I1KTqVQE8KN7lmpAS6a2iTomMJ9KRwkytGSqC7gtXVTlsEet4yR8YZX9UHAQl0R1i62YkEupt01bcI+JiABLqPneOyaRLoLgP2efcS6D53kMvmSaC7DNjH3Uug+9g5EUwzAv3VW1Ca75BAr+yDwJF/VwTd51NBAt3nDpJ5IuAWAQl0t8j6v18JdP/7yE0LJdDdpOv/viXQ/e8jtyyUQHeLrHv9GoH+Xwr05Y4MMr6yNwJHSKA7AtPFTiTQXYSrrkXAzwQk0P3sHXdtk0B3l6/fe5dA97uH3LVPAt1dvn7uXQLdz94Jb1tQoN+K0gKHBHoFBfr/KYLu86kgge5zB8k8EXCLgAS6W2T9368Euv995KaFEuhu0vV/3xLo/veRWxZKoLtF1r1+jUB/7VaUdlnhyCDjN/RC4PcS6I7AdLETCXQX4aprEfAzAQl0P3vHXdsk0N3l6/feJdD97iF37ZNAd5evn3uXQPezd9qJoL9+m7MC/XeXKILu86kgge5zB8k8EXCLgAS6W2T9368Euv995KaFEuhu0vV/3xLo/veRWxZKoLtF1r1+TQT9jdtQWrjSkUHGr++JwG8l0B2B6WInEuguwlXXIuBnAhLofvaOu7ZJoLvL1++9S6D73UPu2ieB7i5fP/cuge5n77QTQX/jdpQWOSTQ11GgX6wIus+nggS6zx0k80TALQIS6G6R9X+/Euj+95GbFkqgu0nX/31LoPvfR25ZKIHuFln3+jUR9Dcp0MscGWT8uh4IHC6B7ghMFzuRQHcRrroWAT8TkED3s3fctc1xgT79I2DeN8DaJUDPYcB2hwC9hrt7Eeo9bgIS6HGj2yJOlEDfItwY10VIoMeFzdOTjEB/63aUFjsk0Nf2QOAwCXRPnWpjcAl0G5B0iAhsiQQk0P3r1YqKClRWVoJCKi0tDampqUhPT0dJSQkyMzMTNtxRgb54MvDpw61tyswFfn8dwD/VfEdAAt13LulQgyTQOxS3rwaTQPeVO2wZExTod6C0xCGBXk6BfpFS3G3R9+4gCXTv2GtkEfCUgAS6p/hbBl+xYgVWLpqKuQvXY/mSJVi9ahUK8vKQn5ODwi5dsLG6Gk1NTcjOysKiFSuQnpGBPv36oVvPnhi41VYYMGAAcnNjE8JxCfTyxUB9dTBCHtqmvgVMnbA5zP3PVxTdH1NsMysk0H3qmA4ySwK9g0D7cBgJdB86JYpJRqBPoEBf5Yjx48u7I3CoBLojMF3sRALdRbjqWgT8TEAC3QPvNNUAKyegas0MkP+a1RtQkh9ARnqmEeAZuaOQ0+3gdg2jYF+7fj0WL12KhcuXY3l5OXLy8zF8m20wbPhw9OnTJ+qFxSTQKcw/exioXBPsl1Fxiu+S/sF/S6BH5e23AyTQ/eaRjrVHAr1jeftpNAl0P3nDni1GoL99J0q7OiTQ13RH4JALFUG3h9+zoyTQPUOvgUXAWwKdWqCv+x6omg3UlQHZ/YGSPYCsnq46ZNWqVaia+TAaKxcgJzMT+dlpKMiuQEpaPpDWLTh2YwWQ0QtIKwQytwKytrVl06qVM7F65SQsX7MGNY2pQNddMGLkSGy99dZhz49JoH/yILBkaut+ivsBh14R/Nncr4Gvn2n9eUYOcNgVQF5XW/broI4lIIHesbz9NpoEut880nH2SKB3HGunRmoR6N1WO9Ll+NXdJNAdIeluJxLo7vJV7yLgWwKdVqBXzgJWvNraL2nZwMAzgdTs6P6qXRmTmJ898RWsX/wtMlIaMLjHRuTkdkVaWgbQtBFoXAWkpAOpJUDjWiCwEUgtANKbXxZkbwvk7rbJptqZQP3y4L8zegNZw4H6pUDFphTzxsZGlK3LwIc/d8WG2lp069ULg4cNw5AhQ1BUVGROjUmgP3tWeCbHP7jp54yiT/84mAKfVwLseAzQf0x0ljrCEwIS6J5g982gEui+cUWHGyKB3uHIEx7QCPR37kKpkwL9Nxcogp6wZ9ztQALdXb7qXQR8S6DTCvTVHwLrftjcL33/COQMjOwvRt3Xfgk01gSPyRsK9D4q7PELFy7ElEmTsHHxx9hnuyYUFhSYFHbULwRScoH07kCgBmhYCQQCQEoK0FQd7CslA0grAtK6AqlZQNGJwZ9XTwz+x9ZUATRtAFLygNR0oCkVSGuzDr3oj2hoysGcBQswd/Fi1FQvRPfcZSguykNqejqeeX0azrz4ThQWFqJLly6mCF3Y9t8rgKry1h8xQn7snb6d2zKsfQIS6J17hkigd17/S6Ann++NQH/3LpR2b15mluAljF/VFYGDJdATxOj66RLoriPWACLgTwKdVqCXTQA2/BSbQG9YDywIiRhbZ3fbDyjayfyLKewzZ8zAxG+/RWF2NsYOH47RA+ZtinjzoIYVwch5BteJB4D6lfwhkJIGNNU2C/QsICUVyGh+WVByejBKvm58UJgjDWioCgp7pACBdCAjDcjoF4zGW63gUCCjb/Bfi74A5r+EQFMD6tNSsa6wCAvKyrCkYW8sXdOI+sZGUzWeFeK7lpSguqEBaampKCgowMANP2NIzWxTTT4tPd0cU7f1Hsje4wTzuVryEZBATz6fOWmxBLqTNJOrLwn05PIXrQ0K9LtR2sMhgV5GgX6+Iug+nwoS6D53kMwTAbcIdFqBvmEqUPZ2a6yMVA84BUgvDI+7eiGw9D+bfbYBA/HTygGY8sMP6Je/GmO3TkP3khJk5/YBcscBle9vEuiBBqBxOdBY1dxPIyuuNYty/pESFN8U54FGIK04GCHPGgTU/AQ0cv1ZOlBfBzTVBY/jOQ0pQEYKkN0s+gMU+k1A7u5A7s5A2SLgh8eC6fTWyKmpWNXQiF7FWwfT6UsGITBkH9QF0lBXX4+GhgY0NjWB6fK1dXVIXToJGeWzUV9dieUowYzUfthQWYm6pib0HTAAowtr0a84B3l5ecDgXbX23K0vrUP9SqA7BDJJu5FAT1LHOWC2BLoDEDu4CyPQ36NAb5PJFqcd48tKEDhIAj1OfB12mgR6h6HWQCLgLwKdVqDTDaFp7hTO6Vyb3QBk9gAKdwTy22wl1izQKVw3btyI2ppKbFhfhQXlvZCV/ytsuxVQlDaptYMZzW4oa456M2BOAV4HcDzTmoJRdIpsI7bzgxqdAjtQD6TmASk5zedTzDcGo+b1DUCgKZgWz4JwdalAdhOQWQik8jjq/CIgtTAYqZ+5Flj2LVC1DGik8E9DU0MdqgMpyCsZGDyOrd9YYPujN10Do/VMyWdkn+n2LFrXpm2oqEDd5w8CaxegoqoKKYy6FxYi5YALUDJqV39NeFnTQkACvXNPBgn0zut/CfTk870R6O/fg9KeDgn0lSUIHPg3RdB9PhUk0H3uIJknAm4R6LQCnenqbIyW8++Ln9y0rtyC3bweffny5ViyZAlWLp2PQWn/Q4/8CnTJCSAtLdWkfKfkHwjk7w1UvLkpUs5K7IHKoLCmsDVryymuKbwprDOD68+NOGdjxJx/pAOZQ4H6JUBKNpDeLfh3inUwKs7z6oCGeqCpWdjXMjWe4j4AFA8G0in6U4NjWG16IzDnQ6Bx46af1dVjY042crsOBVKb167nFgN7Xxw8pmE1UDlhU9o9f8aCdRt7BovA1VUDFSuCLxYmvxD8s74G9XU1qK6pxdTGHvgpfweM3nFHbLvttmaNu5p/CEig+8cXXlgige4FdX+MKYHuDz/EYkWLQO+1NpbTIh47fkWxBLojJN3tRALdXb6+73369Ol45JFHMGfOHCM4Bg4ciFNPPRXbb7+9722XgYkR6HQCndXXWb29vlmgZxQCBWOB8k8MyLq6OtTW1qK6uhq/LC3EpLlZyM/ORr/u3dGvZ09s3aMc+U2fNke+qYMLguK2y5FA9ddBgd64DmhaHxTVjJSzKjwj4RTNpko7BXpaUKyHCnQKchaHK/xzUBhTYPM/RrB5HPdPT80Jjl1TAyxbD+Qy/T0DqE0BNuQB22wH1C4IvgxIZ6p8DpCaCSzMAaa8BjRUA00U++yvCeuQhaIBO2yaROnZwIFXBv9d9QlQO2vTZxvKgIVzABaQpzhPTTNp8aitAjYsDV5TY21zJgCALr1Rttc1+GXWLEyeNQvFPXti+7FjzX0lYjG6xKazzo6BgAR6DLC2wEMl0LdAp9q8JAl0m6B8dJgR6B/cg9LeDgn05cUIHKAIuo9cHNYUCXS/e8hF+yhIjjvuOPzhD3/A4YcfjqamJkybNs2sI2XUS23LJtDpBPryV4J7nwOor68HRcqGjUwZ34CNVVXISE9HTlYWMjMyEMgai+Le+yGFaeRWC62iHjo18n4N1C8CamcDDVznzTXiTDWvC4pqivGUrOC6cpPezii3ld7OjjgGo+BpALd743Em7Z1RcFZ3rwkKcmkk4gAAIABJREFUfmMKxXUGMC8b2FgDFDUAWalAbglQvwLIZ7/NfWbmAOk9gNUjgG+fAGrXB4cxafQBNKSlIr0nt0JrLizXYwSw4wnB00MzAuo2Al9+BjTy5UAKUN0ciS8aEBTqq+cG+2QUnf+m0Kc9u58N9Au+AFi4ZAmmzpyJmQsXoveAARi13XYYNWoUsljZXq3DCUigdzhyXw0oge4rd3SoMRLoHYrbkcGMQP/wXmcF+v7nKcXdEe+414kEuntsfd/zokWLTLR8woQJpjJzuDZr1iw88MADZt/kHj164KyzzsLYsWOxbNkynHPOObj11lsxdOhQrFmzBqeddhquvvpqjB492vfXLgOBziDQGREvKysz87PPxmdQW12NmtpapKemmm3PcjLTkJWVa/7eSoznHRAszhbawgp0Cm5GtmuDW6Zx6zNkbCr0Ztad125KI+fa8MYNQKB5SzWT3s6oejpQsxFYuB5oaF6j3q87UMwUeabM8ximrnM7tX5AzrbBn9cuAlIzgFUzgAyuL28W4EajZwC5WwGB/YD3bgTSm/tJTUWgoRGNCCA9tyeQ2SsYDR99FJBTHLzi0Aj6iiXAlEnAxlqgPrDJFqbEM9W+bkPwhQSj6HyBkJYJ9BoFDD8IGLrfZl+1OfPnY9q8eVi6ejVSMzKw9fDhZo/2nj17Ije3zVZx+qK6QkAC3RWsSdOpBHrSuMpxQyXQHUfqeoctAr3POkfGGr+sCAEJdEdYutmJBLqbdH3eNyPopaWlJlp+8MEHY/jw4a22TVq3bh1OOeUU/O1vf8Oee+6Jn3/+Gddccw0ef/xxFBcX4+2338bLL79sBDx/PmjQIJxxxhk+v2qZZxFIdoHOgm1MR2fRtoqKCrNNWFVVFVaXlWHtmjVoqK83f+9RXIw+PXpgp34TkZudhqzMTKSmMpRMEZsJ5O4KbPw6uL6ba8NTi4H0YiC1BMjZLpjKzsZ12RtebT2BGtcAqUXN4tTaRo0CPD1Yrd1E4ClqKax7Alndguen5gPpfYDq7zfthb6hEphfDqyqDBaUYzR6x18BJUxNp2hvFu5GpLPCO4u7cU16OVC+GsjhNaUCtRlBlZ6RCxQPALjd2ts3AbVLWmwP5GShslcXFGy1D9D9T5t/KXitFW8Fmfw0GZg+M3gMl76b7d24Jp1F6Zi6zzXxjPA3R+/5sq+oJzBsT2DgtsG93Jv6Akt+DJ5XvBXQbbD564qyMsxbtAjL1qzB/CVLkJ6VhX4DBqC4Wzdzj+F/RUVFyM7Olnh38NYlge4gzCTsSgI9CZ3mkMkS6A6B7MBujED/6F8o7euQQF9ahMB+5yqC3oE+jGcoCfR4qG1B56xcuRIvvPACJk6ciBUrVmDcuHE4//zzTbT81VdfNT+/4YYbWq742muvxS677IKDDjrI/OzKK6805zH6eP/99yMjg+IARiyp+ZsA07y5HrhV5NinJj/z9NP4eepU5OXkmC3AKMQ51/Lz8lCUl4cSCrmCAvP3LvyzSxcUFRaiS35+yxWl132H9IYZm64wUI1ASi4CqT3QlFKMxozByKqZ0IpAICUTtdlHBFPUKX8blyO9for5eyAlC6lNa5AS2FR8LaVpLVKbVgMNjUBqs5CloGUht5R0NGYNCH7OFwFmLXodUqh661KA5VznvQ6orgfqG4HGAFCQDew6KLjWvPmdgjV2ICUHKfVVQFUtUiorgCKuYwdQE0yRD6Tnoql4KGpzjkTq4snIqn49aBcT7HOzULmxGrmDD0Z9/RikL/gMKfUsXAc0dh+Oxv47m9T8tIZFSP/icaQvnrap4nyzQG/KKkRKKlPxG5Fi1tw3X29mBtAlC4077gRkFAB1lUhZthyBFZuydBoG7YWGQb/ebLZx67aVq1ZhdXk51lVVYcXq1Shfvx7rNmxARWWl8TdfCjALYsjQoTjtjDM2vWzx6dyNZBZfEnFZkReN2+exse6IWucjkEz3/s7nHfevmP63ntXcHy3+EfhsYrbu7OTNCPSPKdCb6+ckyGP80kIE9pVATxCj66dLoLuOOHkGYBrwbbfdZgy++eab8eCDD+L99983ESyrMfJy5JFH4phjjjE/+vrrr3HVVVfhggsuwCGHHNJyHKPzav4mwMhzTk5OUgj02bNnY+bMmUZQMAJQX1uLupoas458Y3U1KtauNcK9R9euyMnMRFF+ProxAltYiO5duxrBTsGZWjcNKQ3LTCG3FKakM5JtUrOpP6007RC/BerQlNYDqU3rEEjNRyBjKJoyhiClsdxE31Nrv0eK2Z+8uTWuQgqrttdUNAtqClhG0Pl5KpCZ3yzO+SKrKRih5oc1TcDclcCaKqC2AdjIYm4ICvRt+wLdWGxuU/56ILULUjauB2YuCx7HFPP0VGBrVlhvruReUICmvO3RWHAcUF+N9KUPIqVhhTm8oSGAiplLUZTVFylrl5u09UCXPkBm8GGoceSBQO+tkTLzQ6R9/wpQz5cQzevxTap9CpoG7IIUMmtYhxQWx6sNCvzAgBKk9CtGILe72cItZe0ic35gASPpm94yNBx4bQs2zsVlZWUmor5q3TqsWLMG6yoqkJ2Tg6KSErMEJzcvD9l5eWa+0tcsaKlaGfHdY/iAzu9RpKVN8fWqs5KFADOP6Hu9oEkWjzlnJ7/3vN8mi/DVPQpoEej9HBLoSyTQnftGudeTBLp7bJOy508//dREwl988UW88sorpmgco+ThGn/Jn3766RgzZgy+//57PProo61S5JMSQCcyOtlT3Nu6iqKNqe7l5eVYu3at+fvyxYuxqqzM7P/Niuy9unZFr27dMKT7AhRmBcVqS6PIZFX20C3K6hcHU9jTmtPcuYUa09Yp7I0wZho7K6ZnB//NSu1NG4HqtQCjy1arYVp6JlDYG2hkITkqWe5n3izEGS2fsWxzgZ6XDYzqB/TMCqaTW+vQU7oBlUuAWlaDb26MvG+oA3p2A7g+PK8LkLcrkLtb83i1wcrs9cuwcdI3WD55EgYPHGz2MDeNfed3B+rWAvkZwA6jgYnfAuUVQDXT/01+e/A6svKBnU4Chu0PTH8RWPNdsI+ePQFm8bMwnrUXe/l8oKEWWJYJ1GyK2M4ddRrmLlqEecuWAenpZv/03v37o0+fPujatatJb1fFd3duSEpxd4drsvSqFPdk8ZTzdirF3XmmbvdoBPr//oXS/g4J9MWFCOyjCLrbfku0fwn0RAkm8flMTWeEfO+990avXr2watUq3H333WatJ1PZGVGnAD/33HOxxx57mIgLt2XjsUyBv/32280aYAr4u+66y6S1RxLzSYxpizV9SxPo7TmK4p3z3fy3bBn6pXyK3JQ1yMrIQE52tqncnpvZgMwsCvRmsc00dEbZ03oHty5jBbZGRt1zg/ubW43p7+klQWFevyC41VoDo8mNzQXbWfk8DcjtA+R3ASj6TfSckXWmujPKng8sWgrMWwlUMsW9AUhjxD0LGD0QKE4NRsjTmiuuNzQFI9a1zQK/RaQ3AgNHA1WNwXXpGf2Bop1bqqlbh214/04smfo5Rg0eCKynPVzOXgVksNp8nRHMyMs1kXfT1m8Mptybau0pwWJy3YcFP+u3HdCfleabs2aYUcAXF+m9gy87miPomJeDyqoqVGzciPKqWszY/jT06d8fW2+9tSkQp9ZxBCTQO461H0eSQPejVzrGJgn0juHs5ChGoH9Cge7QGvTFRQjsLYHupI/c6EsC3Q2qSdInf0k/9NBDmDJliok6FhQUmDXoLPRmpbUztfjhhx/G3LlzzVpPFpI777zzMG/ePNx7770tUXMKdZ534oknYr/9Nq/cnCRIOpWZnUmgb+bYdd8Dqz8y+55be59XVtVhXSXQLb8e2ZmZyMtOQU5GNdLSmiuXsxNGhlMLgfQQQUmxXngUUPFecN9yCnVWWK9ndfMGoCEPyBwM9Dw8uF96zbTmau9WWn06kDEAaKoE5i0GFi8HNnAv9SagdxEwsBhIawIK8pqzzFOAugagyqoET8OsYnSZQPYA4OefgpecxjTzXKDnSGDc8S0YWgT6qFFA2axgkTeKcRZ4Y2Sf1dT5gqCmCsjKBOoCphi9uR5mDPQcDtQ0v83nv3c8HOjK6Dgj7axoz/1ag2vSayrWomraYpQvWIf8ggLk5ecj/9cnIXWbAzrV981PFyuB7idvdLwtEugdz9wvI0qg+8UT9u0ICvR7UTrAIYG+iAJd26zZ94A3R0qge8Ndo4qA5wQ6tUDn3uLcF726OXrMSuPd9gO6bI8VS2ZizYq5WLl6I35V8F+koBFpaanmBVVGaj1S0inQ+2zyX0ZvoOBwYO1Tm6LIod4tOX3TvyjcKz4E6uYFI+xMnc/dA8jeLihsWU2eUfuVPwCLVwJ9coLaO6c5rdxE8hl9T+E+ecEIvWkmtA3kdAWWVgPlG4LC3KpAz0MO+AeQwS3hgNXfv46yT5/CqBHDgA3LgarVQGMDkJltdokDi+sxpb5yPZCRFixi15AaFOjZzAJgxDykwFlhX+CIe1uus2zVUsybPwkLli8Hcrph1PBR2KZrBtIaa4Gew4CS/p7P/85sgAR6Z/Y+IIHeef0vgZ58vjcC/VOHBfqvJdD9PhMk0GPwENNjv/nmG3BvcK5vZcR52LBh2HXXXZWiGQNHHeoPAp1aoFsuaFgP1K8DcgZu7pTalcDCh4DqJWhqrEVDYwD1DU2orWtCdUMRcrOzkZebi8yiQ4J7pq9/BeC2a22bJdApwCsmBLdrs1rer4Gs4a3P4H7rK98CatYBuU3BavBmOXsakMZq8s1RbKbRs6Aco+lMfc/OBwr3AqYtB7juu2371Skt25stXrwY/3vkSpSOSmmOinO79qpgIbouXO/efHJxMVBeDtRzf/JUoKg/UL4guMY+tOV1w4ptT8bcpSuRs/xbE5Hv2ncAuu52NPKHjPPHhJcVLQQk0Dv3ZJBA77z+l0BPPt8bgf7ZvSgd2Ob3bpyXMn5hMQJ7SaDHia/DTpNAt4Gagpx7fTMVnFWDt9pqK+Tn55s11/Pnz8cvv/xiCqWdffbZGDp0qI0edYgIeE9AAj2KDxhln3Yx0BisTm5aWg6QuzXK6gZixfLl+GX2WlTXFWFgz54YN6QORRmzW3eaNQzI2zv4s41fATU/t/6ckfuiE1v/rOYnYMGTwZ/lsrJ8ICiYGTXPyAeaaoN7jlfUAMvWNa9hzwSqG4HtDgPWrwXmLdr84g7ZtF0iBfqEh6/Dmbt133QcI+lMWy/oDmSlA7mZwLjDgYIdgy8C0pvX5r9xMQIblpstwvhfY1MT1qQUYkrxbtgpfTEKczJaVwc/5HJFzL3/ureyQALdZw7pYHMk0DsYuI+Gk0D3kTNsmhIU6PegdCsHBfqef9M+6Db5e3WYBLoN8ieddJKZyHvuuWfYvSO5Zc0XX3yBp59+Gk899ZSNHnWICHhPQAI9ig8qZwEL7m0t0HlKryOBnpu2FFy3bh1+/vln/DJ5MgYUrME2A5rQs2tXZOUPByjQm/dQR8WbQP3yzQctOBTI6Lvp50yDn3V18N+ZTUA6BTrXwacCGYxkc4/1fGDiLKCGReZ4IP+XBnTtDowcDixdBCxtLijHj0ceAgzavWUMCvTPHr8ax43rgfqGBnBfbAptFrdb12UoVuUOxrrM7qbXyo0bUdvYiIbGRqxdvx5brZ+MXVJmIyM9DWnp6Ugp6Iasoh5I3eFIYPJrm1/f9ocC2x/m/YSXBS0EJNA792SQQO+8/pdATz7fG4H+uYMCfUExAhLovp8IEui+d5EMFAF3CEigR+Fa/gWw5lOgYQPQWBUUwOkFQI+DgZI9wp7M7d0mT5qEyT/8gO75+Rg9fDi2GzkyeKxVRM46k+Ka/xX8BsjvF6yMbrUpDwJNc4CcAFAfAOrSgOx+wJBDgKpPgkd9/lnwT2urtpSMYPX1XXcLrg9vGgOkdA+uOy/sg2UrVmDJ8uVYtno1ZsyZg9mfv4bL9+5ltjLLyMhASmpwnf3SIYdhfZdBKKhfh4EL30VmXYX5eWO3wajf7RRTQDLjk/uAtUs22dtve6D/GODrZyTQ3fm6OtqrBLqjOJOuMwn0pHOZYwZLoDuGssM6ahHog8odGXP8ghIE9lAE3RGYLnYigR4jXD7YTJo0yaw759+59zf/PO2001oqn8fYpQ4XAU8ISKBHwb5hKlD29uYH9TjEFJOL1rj8ZdLEiZg+dSp2GDECu4wsRHHG98HTVq8GZs8CGrl2vDtQlAb0HwwUbR+MuvPnU14GymYEj+8xAhh9NIDy4Dp2thaBzvLq3IudW6PlAzvsYD6uztgPMxfVYPaiRZi7ZAn6DxiAkp490advX5Oaft999+HxY7cBykLS8nsMBQ68MNj/f68Aqto8EAzeBdi1OSV/xcxg5fe8rsEU9vLFwNs3bo5l11Jg8K7RcOnzDiQggd6BsH04lAS6D53SQSZJoHcQaAeHMQL9i3tQurVDAn1+CQK7S6A76CJXupJAjxHrDTfcgJEjR+LII4804pzr03nDY+O+4GoikCwEJNCjeIpr0Bcwkk0B3Ny4Znyrs4DU5vXYNpzNPdh//PFHkwKfF1iJXw3NxIAlE5Fa0wRk5gD96oNrzNMygK6DAY5ReNym1PjQMVhobt1/gtXiZ80AVpY1R9Ap0FPR0LcvKrp2M3uNv/dzLwwcsQv6DRyIwYMHIyuLBeaCbcGCBbj++uvx2GOPARTaVusVUrDu2bM2v7pQAR/u2qe+BUxtfoHAz0fsC+x4jA1KOqQjCUigdyRt/40lge4/n3SURRLoHUXauXGMQP/ybucE+jwK9PO1Bt05F7nSkwR6jFj33ntvvPXWW6ZI3Mknn4z7778ffAA//PDD8emnn8bYmw4XAe8ISKDbYE+Rvu6HTQcW7RiTOG87wsqVKzFl8mQM/+4us767ZGAucvukmxRy0xgpZ8s7IFgZPlxjFXhWeq+vRNPS+ahaugFoWI7KLjmoLSlBfpcuSC8Zi6Jhf454ga0EeqSj4hHoVl8U/aFi3wZqHdJxBCTQO461H0eSQPejVzrGJgn0juHs5CgtAn1wmF1i4hho/LyuCOwmgR4Hug49RQI9Rtz7778/nnzySeTk5ODSSy81EahVq1bh+OOPx3vvvRdjbzpcBLwjIIHuHXtMuAE1y+egPrsC6V0bTco5UtNRk98PGenpqE4di7S8McjJzjYvAE3F9EAAq8vLsWbtWhMhn790KdZVVmKrwYMxeOhADN+qCF2yaoCcAUBWz3YvzpZAf//O1unv7FEF3zycNM4NLYHuHMtk7EkCPRm95ozNEujOcOzIXoxA/+pulDol0OdKoHek/+IdSwI9RnKMmL/xxhumqNKZZ56Jww47zFRur6qqwjnnnBNjbzpcBLwjIIHuHXtYqeC5tUBJcBu32qwiVKXlo662Fl8tHIrlqxuAxkZTZZ0R9sLiYmRlZ6Nrjx7o1r07+vTpg5492xfika7QlkCvWgNj54pZQGYu0H90MGWdf1dLagIS6EntvoSNl0BPGGHSdiCBnnyuMwL967tQOsShCPqcrgjseoFS3H0+FSTQ43DQ9OnTTeVja89zprbvvPPOyM62vy41jmF1igg4SkAC3VGcsXe2eHKwEnrjRCC9FsjpEuyjy3ZAj0Nj7y+GM2wJ9Bj606HJRUACPbn85bS1EuhOE02e/iTQk8dXlqUtAn3oakeMHz+nGwK7SKA7AtPFTiTQXYSrrkXAzwQk0H3kndqVANe7s/hclPR0J6yWQHeCYvL2IYGevL5zwnIJdCcoJmcfEujJ5zcj0L+5C6VOCfTZEujJMAsk0GP0Ul1dHd5++23MnTvXbK8W2q644ooYe9PhIuAdAQl079h7PbIEutce8HZ8CXRv+Xs9ugS61x7wbnwJdO/YxzuyEejf3onSYQ5F0Gd1Q2DnC5XiHq9DOug8CfQYQV922WWYPXs29tlnn1bbFrGbv/zlLzH2psNFwDsCEujesfd6ZAl0rz3g7fgS6N7y93p0CXSvPeDd+BLo3rGPd+QWgT7cQYH+Kwn0eP3RUedJoMdIeo899sB///tfdO/ePcYzdbgI+IuABLq//NGR1kigdyRt/40lge4/n3SkRRLoHUnbX2NJoPvLH3asMQL9uztROnyVncOjHjN+ZncEJNCjcvL6AAn0GD1w9NFHm73P462eHONwOlwEXCMgge4aWt93LIHuexe5aqAEuqt4fd+5BLrvXeSagRLorqF1reOgQL8DpSMcFOg7XaQUd9c85kzHEugxcuQX5csvv8Rpp52GoqKiVmcPGTIkxt50uAh4R0AC3Tv2Xo8sge61B7wdXwLdW/5ejy6B7rUHvBtfAt079vGObAT693egdKRDAn1GdwR2lECP1x8ddZ4EeoykDzjggIhnfPDBBzH2psNFwDsCEujesfd6ZAl0rz3g7fgS6N7y93p0CXSvPeDd+BLo3rGPd2Qj0H+gQC+Lt4tW542f3kMC3RGS7nYige4uX/UuAr4lIIHuW9e4bpgEuuuIfT2ABLqv3eO6cRLoriP27QAS6L51TUTDWgT6KAcF+jhF0P0+EyTQ4/DQ9OnT8e6776KsrAw9evTAb37zG4wYMSKOnnSKCHhHQALdO/ZejyyB7rUHvB1fAt1b/l6PLoHutQe8G18C3Tv28Y5sBPrE21HqlECf1gOBcRdrDXq8Dumg8yTQYwRNYX7dddfhwAMPRN++fbF06VK8//77uPrqq83P1EQgWQhIoCeLp5y3UwLdeabJ1KMEejJ5y3lbJdCdZ5osPUqgJ4unNtlpBPqPt6N0m5WOGD/+l54I7CCB7ghMFzuRQI8R7pFHHolLLrkEu+66a8uZX331Fe644w688sorMfamw0XAOwIS6N6x93pkCXSvPeDt+BLo3vL3enQJdK894N34EujesY935BaBvq2DAn2sBHq8/uio8yTQYyTNfdAZRc/Pz285s7Ky0qS5f/755zH2psNFwDsCEujesfd6ZAl0rz3g7fgS6N7y93p0CXSvPeDd+BLo3rGPd2Qj0CfdhlKnBPrPPREYe4lS3ON1SAedJ4EeI+gzzzwTI0eOxDnnnIP09HQ0NDSYfdFnzJiBBx98MMbedLgIeEdAAt079l6PLIHutQe8HV8C3Vv+Xo8uge61B7wbXwLdO/bxjmwE+uTbULrdini7aHXe+J96ITBGAt0RmC52IoEeI9yFCxfiwgsvxOrVq9GzZ0+sXLkS3bp1w913343+/fvH2JsOFwHvCEige8fe65El0L32gLfjS6B7y9/r0SXQvfaAd+NLoHvHPt6RWwT69g4K9NES6PH6o6POk0CPg3RjY6OJmK9atQrdu3c3FdzT0tLi6EmniIB3BCTQvWPv9cgS6F57wNvxJdC95e/16BLoXnvAu/El0L1jH+/IRqBPuRWlTgn0qb0QGP1/SnGP1yEddJ4Euk3Q06ZNw6hRo8A/IzV+riYCyUJAAj1ZPOW8nRLozjNNph4l0JPJW87bKoHuPNNk6VECPVk8tcnOFoE+2qEIOgX69hLofp8JEug2PXTooYdiwoQJ4J+RGj9XE4FkISCBniyect5OCXTnmSZTjxLoyeQt522VQHeeabL0KIGeLJ5qI9Cn3orSMcsdMX78lN4IbCeB7ghMFzuRQHcRrroWAT8TkED3s3fctU0C3V2+fu9dAt3vHnLXPgl0d/n6uXcJdD97J7xtJoL+0y3OCfTJFOh/V4q7z6eCBHqMDnrhhRdw7LHHbnZWpJ/H2L0OF4EOIyCB3mGofTeQBLrvXNKhBkmgdyhu3w0mge47l3SYQRLoHYbasYFaBPpYhyLoFOjbSqA75iCXOpJAjxHsuHHjMHHixFZn8Ya34447bvbzGLvW4SLQoQQk0DsUt68Gk0D3lTs63BgJ9A5H7qsBJdB95Y4ONUYCvUNxOzKYEeg/34ITxi5zpL/xk/oAEuiOsHSzEwl0m3St4nAnnHACxo8f3+qsOXPmmD3Q33nnHZu96TAR8J6ABLr3PvDKAgl0r8j7Y1wJdH/4wSsrJNC9Iu/9uBLo3vsgVgtaBPoODgr0bRRBj9UPHX28BLpN4gcffLA50tpazTotNTUVJSUlOOWUU7Dvvvva7E2HiYD3BCTQvfeBVxZIoHtF3h/jSqD7ww9eWSGB7hV578eVQPfeB7FaYAT6LzfjBKcE+o99gG0u1Rr0WB3RwcdLoMcI/JJLLsFtt90W41k6XAT8R0AC3X8+6SiLJNA7irQ/x5FA96dfOsoqCfSOIu2/cSTQ/eeTaBZRoAccFOjPSqBHQ+6LzyXQfeEGGSECHU9AAr3jmftlRAl0v3jCGzsk0L3h7pdRJdD94omOt0MCveOZJzpii0AftzTRrsz5z/7YFxilCLojMF3sRAI9Rrj3339/xDPOOeecGHvT4SLgHQEJdO/Yez2yBLrXHvB2fAl0b/l7PboEutce8G58CXTv2Mc7shHo027GCU4J9IkS6PH6oiPPk0CPkfbtt9/e6ox169bh448/xn777Yfrrrsuxt50uAh4R0AC3Tv2Xo8sge61B9wfv65yNmorpiPQVGcGyyoYhawuo8zfJdDd5+/nESTQ/ewdd22TQHeXrxu9BwX6TTh+R4ci6BP7ImXkZVqD7oazHOxTAt0BmF9//TVeeeUVtBXvDnStLkTANQIS6K6h9X3HEui+d9FmBlZUVGDFihWmUOmG9etRXVlphHZdXR340J2Xl4fcvDzkdemCbsWZ6F24EBkZGa36yeu+H9IyiyXQk8/9jlosge4ozqTqTAI9qdxljJVATz6fOWGxBLoDFKurq3HQQQfhs88+c6A3dSECHUNAAr1jOPtxlC1aoC/4EfjlQ6B8MVDSHxj7W6DPCD+6oV2blixZAvppxZIlmD93LtIA9OreHf26dUNWZiZysrORnZ2N3OxsNDY1oWrjRmysrjZ/ZmSVI69gDZqampCdm4u8/Hzk5+cjr2Tc/uXBAAAgAElEQVR7E0nvzBH0pup5aFj1PAI185GSmofULjsjvccfk25+JGKwBHoi9JL7XAn05POfEejTGUFf4ojxz/7QTxF0R0i624kEeox8V69e3eoMRi9ef/11k+b+0ksvxdibDhcB7whIoHvH3uuRt1iBvmwG8HabXTaycoEjrgbyu3mNvd3xy8rKMG/ePCxdtAgzfvkFvUpKsFXv3hg8YAB6dO+O3Jyczc+f/j6wfBqwbinQfTCw7eFAcV/UNSxGTf1sI9yra2pQW1uL9ZWVWFGeiy69dsKQIUNQUFCAnHB9+ppS4sbVzvwLAvVlrTqiQO9MIl0CPfF5lKw9SKAnn+co0Jso0HdyRqA/R4E+Qinufp8JEugxeminnXZqdUZmZiaGDh0Kbr+2zTbbxNibDhcB7whIoHvH3uuRt1iB/uPrwI9vbI53/3OArXbwGnur8desWYOFCxdi8YIFmD1zJvIyM7F1nz4YMnAgBvbrh/T09PbtXfg9MPHF1sdk5gAHXYZAegoqar5CAE1oatoIoAFAALU1vfDLjAbMXrwcGQUF2HX33TFqVHBdemdoFOYU6G1bat62yBx0Y2dAYK5RAr3TuHqzC5VATz7fG4E+40bnBPr3FOiXaw26z6eCBLrPHSTzRMAtAhLobpH1f7+dTqDvdTIwbA9nHMPUeUas80qA4n5AZm67/bJYW13NeqzfsBFl5fWYM2cVFs6fj+z0dAzs1QuD+vbFoAEDkJfbfj+bDTLxBWDhD5uPvccZQI8haGgsx8baiWgMbACQitSUHKSkZCIzrTdSAltj3sKF+HnOHMxbvhy/2n13jB4zBiUlJc4w8kMvVWuAyjVAz2Et1kigB1FIoPthgnpjgwS6N9wTGVUCPRF6yXuuBHry+k6Wi0BCBCTQE8KX1CdvsQKd688/DLMV5nG3OJPiPv0jYOLLm3xPcb7/+cG17s2Nqeos5MblUAWps5AWKEdDQwOyMzORnZWFhtrB6NdruD1Bzuh3agThHkWg05zKjR8jsPF/QEo2kJKFQNYoIDUb/8/em4DJVZX5/9+71V69751O0tkXVhMCCUgCIQFRQREXAhFlGOUvOiLKH0WEQQRHdBgcQdxnlNUFGMcRhEAgAUIIO4Tse3rfu/blLr/nPbequ6q7k+7qrupb1ZzTz31u1b3nvOfc99y+dT/nfc977OKZLLAczWGn+ejvvP8+tu3ciaLyciw5/XSccMIJhXt/x0LApl8C7XsGr2H554HZy9l37uLOAb1wb+6Jt5wD+sR1ONkSkoB++bKjWan6odcaIM7nFvSsKDOHQjigZ6hcmnP+3//933jmmWfYS1hlZSUuuOACXHnllcMi5mYommfnGphUDXBAn1R151VlUxbQScupbu7k8n3G545rPTeMOMI9r0GNtLA+EmU3nKVnsGjnw9KD/x87pGkam9cdj8fRYavBNtvJ6O7qgqFpsEkSKktLUVniwdw5vSygW2o0dVksh8t+8nHvB7X/YajBZ1geCmQmey+G5F6LuNqBqLYfuh4GQn2Qj+6D0heCHIhCiKmA4gAuuAmGGIQWeBqR/t9CE0uhO+cDghsQbIAyBw7pwxAEDwN0dj3hN2CoR9HZ1YRdR+J4Zbcbpy5bhhNPOgnTpk0bbKsWRLz1NwNzuMk1XC6/CJDc+XN/Dx1ESbbskz8A3OWgIHHxI3cOXINUuhpKzdX5dQ051ia3oOdYwXksngN6HnfOMZrGAH33ncgaoG/jgF4IdwEH9Ax7idY637VrF66++mrU1dWhpaUFv/rVr5jF4bvf/W6G0nh2rgHrNMAB3TrdW11zNgGdADceOgxDizG4VVwzrL68jOqP9L8DckNPTXQdnuqPMOtye3s723wHt2Pevr8gFo1CEATYFYVtce80hE6+HOWlpSgtKRkQw1zMY28Pa4sklsBtP/Z8eC30EuJ9vxlWzlZ1JwLxXey4bkSgGwFAjUHyBQBDh70rCqN6GgzxaUDrhhHdA0PQEPd8BIacdF0XoMvVEMQSyEIdilxLoIc2I97/cFp9guvjePfQbLy7bx+C8ThOWrKE/cYV+e+GHtyelncsAda03ueg9W00y0luKLVXQ1CqMuqnMWd+4X6g6V0zu0bu/QJVCpx/E1Azf8xipnJGDuhTuXePf20c0Auv701AvwOXn54lCzoB+rzv8jnoeX4rcEDPsINWrlyJRx99FLW1tQMlCdLXrVuHF154IUNpPDvXgHUa4IBune6trjlbgG5oIQQ6noWhxwYuSbZXwlWxMuuXqMV6EfW9CzXayWRTPfaik0a2dGdQe7DzBWixLuaGTkBOlvFIOIyX3hDR09mL6vJyVJeVYa7UjZmH/weSJEGwewBHMRDsAkQFqF4AeGuAeasB56Dl3RdOQGlKe2gOuMO2EBqDRw2iSHPDTUs2Y8o9PwN2PQ1BNViwN63eCb3WDRRfiZhosDyq3s2CvtHLtkD8aRjQjThErQNS6HWIWhegByFoPuhKNVT3KpafYNWQKgGxiNXpsi2E0P8IjPiRNI2R1d5eY04V6O3rw7u7d2N/czOWT7sPRQ4FjtJKtu46pdECrGm+rcxinZoEWzXs836dQS9lkPX1PwM7N0APbQf06EBBfcWFkE++PQNBUzcrB/Sp27ejXRkH9NE0lH/nCdC1PdkD9Idf5YCef708vEUc0DPspUsuuQT33nsvs54nU3NzM/7lX/4Fjz32WIbS8iv7XXfdhcbGRnz6058esWGjnc+vq+GtGU0DHNBH09DUPZ8tQA/1vIJ4cD8MQ4Qo2QYU5q5cPWFwHqr9UPfLUCOtaYdlRy1c5Wdm1FHhcJhNT+rp6UFLczNKbXthl0OwKQpkUWQu6Xa7HR77WSjyJCzie58D9m4EfC1AqAfQNUBSmOUaxdOAWACguc+KE1h8EbDoo+xzcrmzZANFgmL7SWwJNFXrHWi3XWmEXW4E+ltgbPoeDLUNiKoQIhqD73ijB8bSbyIqUzR2AnRzuU/DoO9E6BqL2C7GWyEYUUjBzRAITskVXlCges8zgV5QYMj1gOACBBkOZQ6k7v8cUX+Ouv8ePL7j78Czv0Lk5J1sUCAuyOhVShChQQpHI6JVt2P69OkoSfEgSBaON/8UZEEfmmz1N0Ps1YFAF1DaADQc3+1/zJ3cthvGk9+GER0cdDDcCuIfqoJt9j0QnbMGRVGfjRLkb8z1FlBGDugF1FlZbioH9CwrdBLEDQJ6+kDqeKt++NXp3II+XuVNYjkO6GNQ9r59+wZybd68Gc899xz+6Z/+iVnRW1tb8etf/xpr167FF7/4xTFIsy7L1772NeaeP1KiefTnnnsuioqKMHv2bDz55JPYsmULfvCDHwxk54BuXd/lomYO6LnQamHInCigk1t7sONZqOFm6FqYXbQg2iHZTFdqV8XZkO3ZdWH2NacEZ0tRc1H9pWlKJ0t4MBhEX1/f4NbTg4DPh5amJhi6jsqSEtRVVaHM60VdnQa3uxeiKA7IEUUPPPZlg3KfuR1QI0CwE/C1wZAE5l4OQYIgymw/kCrnAY1nmZDOIDoCjS11BkiBIOJ6GyJi+zAwdNuWQjryHvT3H4YebIXU50+I1AHJAOZeDP+yE9mxQQu66blAcE4v3pLaARgxyMHnASMOQQswEFe9a01AF0ugKzUQDJE6DDZpBuyhTdCj6b8LglQBe/VPzPqb3gSe+xnQehjRD7XBcCQGBWwuRCtmoyt6It5tXo7eQADNbW2oqK5GRWUlquvq2FrrtXgQLuN9tmzcgI7jGuw7ayDog4M6LCL+R7MzTUx953vAro2kKBgeBdp0L6BIsDXeAdF9IpCcpx4Nmtd48seBpSMPTBfGf3RmreSAnpm+plJuDuiF15sDgH5GFgF9Lndxz/c7gQP6GHpozZo1Y8gFbNiwYUz5rMpEAY3o4UzpzjvvRENDA9avX2++OEoS25KJA7pVvTR59XJAnzxd51tNEwV0mrNNc7d11Q9dDQxcnqiUM0t60oJOzxwCZgqqpus629MzKLmnY5RoTxudS+6pXLIM7b3CazD0wWcYnY/Hdby1q4jJoCBtBOGUt8jjgdflQonXixK3GyXFxSgrKUFFWRlcTmdadxhQmaU7rnUChgpRcMNpm5/mdo4nE+DYsQeaU4IhSxADPgg6IMSjgEIW6cTzs2I2UDEPOGPIettkhT60BcGZ5dDcdhiSDKOkFoLogCDIcNlOgXT4HWg7/gSxqxma047oggXQ7U6KXAelOw751M8jIjRDVdtgGFFoRgyCYD7TSXei7mNu7SagA4IRBgwnNM9Z0JRqGJJ38NpjKhRHNexQIPgeh5EYRBDoOpQ5EAQRglgOqU2DuGkj0NcJ3RVDfEGPCemKC2LtGigNN4KAPtmPXT09oK27t5dBu1vYgnrvZqiaxvIQpBf1KhDa6iHJNpCPPh2jrWXRZxD0Thv4PaLgeqYbv8A2ykPfUzc6nry/knk9sadQpD7N6qPzyX2X/VoIRi1mb/o+5Kg5AMLOK07Ez78R9pPOz7d/1Zy0hwN6TtRaEEI5oBdEN6U1kgH63h9gXbYAfet0SHNv5nPQ8/xW4ICe5x2Uq+bddtttzCUx1eqftJAvX76cuezTXExyWSQryC9+8QsMtaDTgATNx+/u7sa8efNw/fXXo6amJldN5nKzrAEO6FlWaAGJGwug04oVNCc7FAqB3MJpo2cCfbcLTSi2d8LQVbicMZrZTJ7Y6PfraOsU8crrAQZNBFhlpaUIhkIoKwb8PgFejwfhSGQAuBRZZnkJvpIQRtZW9lkQGKw5HQ7UVvpQUhxl+aREXjVeCi0+nUUjdzud8LjdsNlSrLIT6BMC92jsAFSjG0bHDkh9fXC9+QpUj90Eu0gEohoHYlFoJaUQdAGCIUAsagTKGtMBvb8Fkf0PIlbugW6ToNslCNEYIDtguDxsjXKP/Uwg3Ae88COIXR0InnYqDHKjpyTZmSVcKVsG1UWDFHGoWhd0RE2AZQ0y56ILuh9C7AgkrQeQGyC718DlXIZIbDci8Z0Qmw/AsW8PBE2HKCjQKuthO+06GPFmVlWs9z5AHxx0gb8d9m0uCM2DLvmQdMA7E7joO0DdKIHX9BBivb+GHn3LHJwx7NCb50JuaoWWGJhJDso0VSxHm72B3Q90TrTbQfdhEsipfanATveILAiotL+EGu82U1eCC62+M1DnNef/0/1C8kPxCuzpXoe6yD6c0PokO5ccsKb9dmEGnlIXs+kNZeXlECQJLpcLLrcbxWVl7F52Op3mMZeL3XP0nbZs3XMTuF0zKsoBPSN1TanMHNALrzsHAH15lizoBOhzOKDn+53AAX2MPbRjxw4sWrQItD9WovOFko4H6DQHfTQL+uuvv46f/OQnuOOOOzBz5kw8/vjjLEgezc+nlyaybvGU3xoIBALsRTPVtTe/W8xbl4kG6CV89+7daZBC/5cEPEePHsUjjzyCr1xzDYJ+P6KxGINvWZLQ3dHBYJyAhCzOejxuwojDAa/DAUWSUFUdQ1lZyIRliSybOkSRLLhz4bQ1MnfmpEdOVN2HuNY00HRFrIddmZvJpZgwxSzd+6HpFFwNkMQi2OTZECAjph2Cqrez5cckwQNFng1ZHGGZNIC1RdX7TJZjgdM0BroC3LCJ0yFJpkU+rd2BHtj2vwnbgT1kloZBy5nRpkUgRMIw2HJlZHl2QBSLgZmrYCy8cOAate73EQm9yL7rog7dk7Dixw3AXczKFjs/AVXvRbzl75B3vIpYYwOzLhsCuaMrEEQbtJpZEGmpNGq13gsDkUSwOFNDyUBwdGWCYIMklkMWSuBQFkLVOhAOvgTXm1shhE2Xe4H9KdDmr0Vsei10rRN6bB8kPQA5ehiCoQHRAJT3VcjbTb2bN5QEY/oS6J+4OaM53IbWxaztwqEtEHY9Newe0E/7IlCeMkd8aA49BD2yBVpsF7Pui45TAbULqu93w2TJZd+GEdsJ6CEIcgVEx5nmmvL7N0N6+WfD8hszlkNfeb0ZJDAaRTAcRiix0f+MPxBgA0sU1Z4gp6+/H+F4nB1jgQMFAQ6XCzaHg/2/kKeGKElQ6H8mAfdsQEGWBzYaiGD9kPAQYF4QiQEFynfyyVmalz/kamkKCLUx1Wsu439IXqAgNUD3GP32k+GlEBL9H3zQ0yCgH86KKh7eOoMDelY0mVshHNDHqN+PfvSj+Pvf/w7aHyvR+UJJEwX0W2+9FYsXL8ZnPvMZdsn00L/00ktx3333MSs6wQFP+a0BejnkL2j53UcTaR3zcHnkEWZtdtByYPG4uTwYWSWjUex47z1ceMEFJjy4XHDb7Sj1eOBwOplreBLKHXY7g3PaE3SYLsNRxPEOg9vB5IKCdKDQjT5ows5hlyEZJ0I5uh1S914IkT4YnmrEZ54NgyKhjzHp6ICGwzAQZJtgUNuS7usyZJzK4D01aTgEHWagOYOsz1QOTraZyQ4ZJ0FHJ1T9AASEANWA59WNzJVdiIYh+ftgkNW/tAqGZCA6vRGSzw+lmyKrA/GaedDnXGkGjEskPfAmjMh7iW8qm8NOMgyKAO+uBuCAbCxia5OreBNGzAfRdwjQVJaPuc87y6E7HBAF88VaN/phCCagJx7CQyBdhogiiGiAIXTCQBiI9UDq7YTt0CFIwRCzuguGhHjtbEQXLjUt5+oBJk5SeyAlAq0JwVooez2QjrwLQ3FDqzsZ8aWXwvAkl28bY6cls8XDsL/2a4jRwd8JrXg6Yh/6/PEF+e6AkDLYw/pR+RCE+JvDyunuL0OwnTLsuNixC85N/0YaTDsXW/BxxE8cfR46QTtBeXIjmKcBrf5AAIFgkIF9MBploE+eIzT4RYAvyjL6fT7EaWqGqrJpGP4Q9YHpgk+DpSTH4/EgEAqx/8u77747J9b5VI+VDHuOZ58CGiiU3376rSmUgYRc3hYE6Oq+H2Dd8uwA+iOvcEDPZX9lSzYH9GxpssDkTBTQr7nmGhaAidz7kolGZb///e9j4cKFBaaND2ZzuYv7B6/fkxZ0CnxJU1bICybpuk5AQRBP1jU6FgmFYGgaent7TRf3QIC5nBNwOGw2lHptqKuVGEiIhoRQ0AVFNi3tZAUka3xxiR9uT1/CBZustYk5vz0Cit81I3ub7tkErA74lnwJgs3FBhWYjIQlnmSlBhmjwGv+yBZWXjOCMGiuNUGlQMuHmRZmmtMtS+kAmbrsma4HoCPCIJ7WJk9NNL+brNkEcbaDB+A4dIjNExcItOI0VT2IaOMCRObPBhxFzJoPmEHmRlrnnEVzb/0HwObQxwehumQaBLvZxiLnueb1aD6EYtsRje83B0CIvyWSLUASyyAlBiEogrsZzV1nQeLYHIMkrDPLuAFZnsYs7pSXXW+sD1J/F4RAAI6DBxP94US8YTbi805lAeb0qOklJmh+2GMH2WeleB0kNwWaG3/Swm9AC78MGGFIjg9Bkj8EdB4Gwr3mEnU1i9OEE0TQ/Zp0Q9djuwDf3YnF4sysbBqEXAWD4gcMSbbyGyHaB3+LknEOaC88fxcI1GGYMRFUexEOLroaAd3GrOfMYk4QTlM6wmFmCe9M/B8QSFdWV0M3DNPF3e2Gp6iI/R/Q4FdyowEuOkYbucDTlmo9H78mJ16Su7hPXIeFKoG7uBdez5mAfjvWrcgioM/+Hp+Dnue3Agf0DDuIIp1v3Dh8bdsMxViefTRA/8c//oGXXnrpmFHcb7nlFixduhQXXXSR5dfCGzA+DXBAH5/epkKpscxBP9Z1JuemM4iPRKAF3gXCOxhMBdVK+PUF7Dh9L3Z0oqrYPxAULunCG9zTiqoj75mBzQSBwQ593uY+HV1yOYNzGghQSb6mMein9bgZLCoKZs8swryZUQbyLrcAp820ImsawaidDQ5IWIQS77Q0C2QqoGt6PwwQLAuQxXJWnuDZINw1/IklzDTYDu6H/dBBiDEVks8HQTDnhRvuMgRWnQfDU5mmKnsvYH/tTaB5N1A/HzjxXBiNi+APv2TOMY/5oUk6DJsjEelegk1ugCR6EInvY23QjRBUmkNuLnKeHMZg7vsSudAPJNKfC/HIdujkdk7u8DAg0PJvMCCJFYBoAy3vphth6JofYm8HxGAAzn3kIWBCf+iExdCqppk6VFtgaH4IiEPS+qAITjhLrjXdwzNMdA/4/H6EfFthi/yGzSunYHG07wvVYEfXJ5jreCweRyzRz909PWzOOHn3UHA/skJTKvd0YHnjc2nzxul4IFoGt607MUBh3h/hmIhn3v8o4roNJUVF6Ok1o/TTRnEKEA9jltSNIkll0xW6iudCcJfDmfAcISs2gXbqnPPkfPMMVZCX2Tmg52W3TEqjOKBPipqzWgkD9P1ZBPQtMyBxQM9qH+VCGAf0DLVKbtw0z7rQg6GNBuhbt27Fb3/7WxYcLukGnRokbtu2bfjpT38KcnWfO3cuCxxF89JXrlyZoUZ5dqs0wAHdKs1bX+9EAD219bS+Na1znZrkqstAG4NYLQR/mxmQK5kEUYGnJQxh56bhijjvOqDm2EHHCNzIyh8LNSHa96oZ/V0LQWRWdB0xVUE4KiIe0/DyWwK6O3pM0HO7UVlejhPmUdwFiUG7ItPcc3Jxp7na5rxzAxSQjAYM+s3vhgbbkQOw798Luc8Hka0wZroko7gBamkpImecO7CMmqzaIW3ZAMnfASnYCzEUAQwZ+Nj3oE5rZNHiDTYtgMDaCVF0QhZoQMI24BFAolXdB93wMYA2Z8qbAxACRLjJbZu8BAwVklQCRapFrPvfEEEMcaVuQKeiEYck10OjQHuCm9Wp6X0wtBikzg7YmzsgS17IM9YiWElz2vuYJZ72ZLkXIUEUPKwutgRcYm7+SHcveV/QEmsdXV3o6u9HV18ffKEQg++ikhKsmPUcyt0dkBIeEclVQyK190O2Fw9YmAmK6dxIcTGMeAeiu4dExqcBm1rzmObbCiNyEIKjEWLFZ83l1FLmd1v/X5c/LeCAnj99Mdkt4YA+2RqfeH1JQL9sxaGJCwPwyJaZkDmgZ0WXuRTCAT1D7f7+97/Hpk2bcPXVV6OysnJgCRcSM2fOnAylWZd9NECnl2CyktO66WRNeOCBB4ZFcX/++edZoKm2tja43W6ccsopuPHGG627KF5zRhrggJ6RuqZU5mwBeuzgTdCD24fpxnHC/w4cU6MdoGXZaIk0gnO7dxGko7uAV/5gBjhLuH0LtiIIF90GuE1r9vESgX+gYwMrS4mWe6NjolICyV4FR/HJA+uwk6WfpuOQq36g7wA88iFosbBpmbdRlG8FimyH3eaEQ2mEpDQn1hlPtCAeg/utt2A7epBFamfJ5gZKGmAYMQRWX5RwW9eg9R2G7cB+2JvNFykhrkLqDwNlDcCn7k6bl556fWQtD8XeHtSZFoRu9Cb8/wdz0opqguiCXZ4Dt31wfrUWfAYR//8gbp8HXaA56worK8r1kKVyFjwvmchCLxozIAnlcLlM6z9NGYjGDyKqUaC9XuYlQJb5ZLIrjbDLjQPfaS71wSNHcLitDU0dHWwu9Zy5c+EtK0NFRQXb6PeR3MEpHes+sc2+B6LzOEHhhtwEascjoC2ZCMbtjXcCEg1A8DRWDXBAH6umpl4+DuiF16cDgH5mFgF9Fndxz/c7gQN6hj10vDXR830d9AwvlWef4hrggD7FO/g4l5ctQI9sH3mKSyqgH6sZxraHoL33F+aabMgKYicthzR7NYPrsSQC/6hvB3S1H6JcDJtnLhRn/ViKgspS6vOLaG9vZ1tfVxcOHTiAxXNULJijwK6QSzRFQ1dgU0rhfXkLxP52gAK72U0gVMUgQitNHZBbutHfBufb2yD7zTW2KUn9IQjuSmDtdwBaI32ElAroSSu2oQdhJK31NL9cNyD7fBCjGvTaBfA4TmeB7sgtXtf7oWoUpE4j2zxzcaf11dnSbNI0OOQ5zFuAtUcohqa6mas4zZNOTXGtFWGKfD4kEaC3tsrYe+gQ9jY1IabrWHTCCaiqrcW0adMYkB8vkZcFeVukJkFyw75wELbH1HE0mBDvgBFrZ9mTVvKxls1GPj1Iwf4ECLYqCEpVNkROugwO6JOu8rypkAN63nTFmBvCAP3A93FZtgD95ZmQZ93C56CPuQesycgB3Rq981q5BizXAAd0y7vAsgZkC9BHsoyOFbyi/h0MsIcmb82FEKTM5ztnS5k0Xae9ZRci/gOIh9vQ2RnD3v09KI3rWKHvgEsG7BT0S1GgLpgFdYbpkq9qNL88COfrW6Ak5svTcQbolbOBs649JqDTEnKByJZEMLcwNIMAnwKk6YCuAWocYiwG13vbIUWj0CqnQVjyBURVChqkQ9V7WBt0PZaYs05ryitsXjvNP08GoEvqiFzSRwJ0ClAXjL0+oErK5wsG8cqb/ZDcjZgxaxab0kTW8RFTsBsIdAOe8nRPCC2I6MGbmAs6S1oAgvtUSEVLIbpPsAS0M75ftCBiB78LPWJGuaeUOp0jY3kWFuCAbqHyLa6aA7rFHTCO6gcA/awsWdAJ0Bs5oI+jKya1CAf0DNX9xz/+EZ/97GeHlTrW8QzF8+xcA5OmAQ7ok6bqvKsoW4BO1sT4kTthaKZ1lpJS/3VIpatHveZg5wvQYhSFPD25Ks4ecE8fVcgkZujo6EDP0b0IHt0Ff0crDgYlLFhowOUUGay7XYDdbsB56ABcu99PtEyAZLghlE4H1n7vuK0lOI6qBxHXO6ERcLNAb4Dg64IQizKrra2jHUo7Wf8VaKu/jpjQztzsNcNcroyitdMceYHNH3cNuKmPFdBJRiC4D12+dxmYCxRszzUbM+efP+CufsyLeOZuoGPv4OkF5wJL05ct08MHoLb/AbTsXGoa6z0zid09rCqt+38Rb/3NsOP2+b8pOEs6B3Qr7yRr6+aAbq3+x1M7AXr84Pdx2VmJAc7xCEkp8+hLjRzQJ6jDySjOAT1DLS9ZsgRvvPFGWsW51vkAACAASURBVCl64FFE86HHMxTNs3MNTKoGOKBPqrrzqrJsATqDwngHCLwo0Xzisbr9RvrfYXPThyZ35WpIttK80texGkNeAIHud9iyXLFYFIrgRzhiQNq7G96eFogRDV1yI9SZZ6N85mJUjeIKTvWQm3kw8uaASzpFXYeaAPSWFijdfRAFO/TlVyPs6mXz37WUoHZsbfMUQKfl4byOs9MuYSQL+v5Dh/DGjh041N6ODy1bhlNOPREVFWNcl37/K4mYAkM0deFN5vz7lDTStAiyottoLnkep2POo2+8ozA8AFJ0ywE9j2+0HDeNA3qOFZwD8RzQc6DUAhDJAX2MnbRjh+mKuX79ehYwLTXRmsL3338/nnrqqTFK49m4BqzXAAd06/vAqhZkE9DHew1arBeh7s0Dgd5IjmSrgLty1XhFWlIuHm5m8+ApkXu/KDlZwLqYakd3Xxytra1obW5Ga1MTAv39qCwtxYzqasyYNo1tyVUyko0nd/dgZBtiWhM7JPp7IUQizILu2XMEQlxnbuvGR25BILqNAbrp4m5GeodBhE5R4ml9dhfs0ixmYaf56pRs0oyBOei03Nkb776LHYcPw1NWhiXLlmHhwsG1w8es0Hf/D3j378OzL7kUWJjuTTESoLNgb3PSVwMYc92TlFFt/Q3U7sHgh8lqMw10N0nNPW41HNDzoResaQMHdGv0PpFaTUC/DZd9OIsW9Jm38jnoE+mUSSjLAX2MSr7gggtYzs7OzrT5d7QcTFlZGa666irQGuk8cQ0UigY4oBdKT2W/nfkA6IwlCWRD5rw6UXJBcc3M/sXmkURaFu7o0aM4fPgwDh84wLZpBOtVVZg1YwYD9mSKxPYxSBfUKMSm3bB19UPxE6gDmHsuMHc1Wys9qh5iLvE6i5LvhCwWQZGqIAlFTKfB6GtpUdypeEtLCV579zDa+/ux5IwzsGTpUhQVmUvNjSsdC9BHWDYvuvOytCkRrO+9p8M247vjqnqyCtF0DpqDnpoKwfI/kn44oE/WXZN/9XBAz78+Ga1FDNAP3YbPZQvQX2yEwgF9NLVbfp4DeoZdcMMNN+DHP/5xhqV4dq6B/NMAB/T865PJalG+APpkXW8+19Pc3Iz9+/fjwJ49OHroEBbOmoW6igo0NjSgtrrabHo8DPS3sI+abCDmipkWcUOCTZ4GWSob8RJTo8MHaV3yYJAtieaPVaG0dhlOPnlsEfNH1R8Fh3vi5vRsihP45A8AW3rAP4rmTlHdk4m8DpTpNxWEmzhBuu57FXqsHZLnREglqwtyiTcO6KPe0VM2Awf0wuvaAUA/ezBA5USu4tEXZ0GZwS3oE9HhZJTlgD4ZWuZ1cA3koQY4oOdhp0xSkzigT5KiM6yGLOxHDr6NrtY9OHSoAwcP9WBuQyNK3G7UVFWhurIUsn1HYt31QeFexwoIwuCSaSTncFMTOroPwFvSgrimwWa3w1tUBK/XC9HRCNm9GE6nM8MWHid7z1HgwFaA9jTvfOG5x1zTPm2pNMesgoTc7Clu8iVxQJ98nedLjRzQ86Unxt4ODuhj19VUyskBPcPepGBATz75JLN4RNi8wMH03e/mt4tehpfKs09xDXBAn+IdfJzL44Cen30f6n4ZaqR1oHEGZLQH56G1tRNtTU2Ih5pwIq3qZhiQRBGiJEEWRbR22HDoKBAKhxGKRNj66bRGeeOsesypa2MR2IXkmuosmN9CSM5Z2QX0/FQpb9UIGuCA/sG9LTigF17fM0A/fBs+d3aW5qBvbuQW9AK4DTigZ9hJ3/nOd7B3716cc845sNvtaaWvvvrqDKXx7FwD1mmAA7p1ure6Zg7oVvfA8PopaF6w87lhJ+xFi2D3LmLHKep9qPctaJrGNrKU0z5i1ENyzmMgTpvH4xmQQ2UoYn4yyY5aiO4lbB30rFrQ80+lvEXH0AAH9A/urcEBvfD63gT02/G5s7OzDvqjm2dCmfE9HiQuz28FDugZdtBZZ52FJ554Ii1QXIYieHaugbzQAAf0vOgGSxrBAd0StR+3UjXagVDX5mF5bK6ZcJQuZcePBfHO0qWjBtijsqLigSAozPuLA3r+3QOT1SIO6JOl6fyrhwN6/vXJaC0yAf0H+NzZh0fLOqbzj26eAWXGzRzQx6Qt6zJxQM9Q95deeinuu+8+VCeD92RYnmfnGsgXDXBAz5eemPx2cECffJ2PVuOxAD3Vgk4yhq4fb/PMhaM4s2BvHNBH642pfZ4D+tTu3+NdHQf0wut7E9DvwGUrj2al8Y9uboA8/bsc0LOizdwJ4YCeoW7pH+Xll1/GP//zP6OkpCSt9Jw5czKUxrNzDVinAQ7o1une6po5oFvdAyPXH+x8AVqsa+CkICrwVK2BIKVHQqcMBPSSrZRZxDNNHNAz1djUys8BfWr1ZyZXwwE9E23lR14T0O/EZSubstKgRzdPgzz9Jg7oWdFm7oRwQM9Qt2vWrDlmiQ0bNmQojWfnGrBOAxzQrdO91TVzQLe6B45dfzx0CLoWYuCtuGeOC8BHuzoO6KNpaGqf54A+tfv3eFfHAb3w+p4B+pF/w2Urm7PS+Ec31UOe/m0O6FnRZu6EcEDPnW65ZK6BvNYAB/S87p6cNo4Dek7Vm/fCOaDnfRfltIEc0HOq3rwWzgE9r7tnxMYRoKtHfoTLVrZkpfGPbKqDPP1GDuhZ0WbuhHBAH4dud+7ciX/84x/o6OhAVVUVPvKRj2DBggXjkMSLcA1YpwEO6Nbp3uqaOaBb3QPW1s8B3Vr9W107B3Sre8C6+jmgW6f78dZsAvpduGxl23hFpJV7ZFMN5On/Pwf0rGgzd0I4oGeoWwLz22+/HWvXrkV9fT2am5vxzDPP4NZbb2XHeOIaKBQNcEAvlJ7Kfjs5oGdfp4UkkQN6IfVW9tvKAT37Oi0UiRzQC6WnBttpAvqPcdmq9qw0/pFN1ZAbbuCAnhVt5k4IB/QMdXvJJZfghhtuwPLlywdKbtmyBf/+7/+Oxx57LENpPDvXgHUa4IBune6trpkDutU9YG39HNCt1b/VtXNAt7oHrKufA7p1uh9vzSag/wTrVnWMV0RauUc2VUFq+BYH9KxoM3dCOKBnqFtaB52s6B6PZ6BkIBBgbu4vvvhihtJ4dq4B6zTAAd063VtdMwd0q3vA2vo5oFurf6tr54BudQ9YVz8HdOt0P96aTUC/G+tWdY5XxBBAr4TUcD0H9KxoM3dCOKBnqNtrrrkGCxcuxLXXXgtZlqGqKlsXfdeuXbj//vszlMazcw1YpwEO6Nbp3uqaOaBb3QPW1s8B3Vr9W107B3Sre8C6+jmgW6f78dbMAP3of2DdqsElOMcri8o98kIFpIZvcECfiBInoSwH9AyVfPjwYVx//fXo6upCdXU12tvbUVFRgXvuuQcNDQ0ZSuPZuQas0wAHdOt0b3XNHNCt7gFr6+eAbq3+ra6dA7rVPWBd/RzQrdP9eGsmQNeO3oN1q3rGKyKt3MMvlEFquI4Dela0mTshHNDHoVtN05jFvLOzE5WVlSyCuyRJ45DEi3ANWKcBDujW6d7qmjmgW90D1tbPAd1a/VtdOwd0q3vAuvo5oFun+/HWbAL6T7FuVe94RQwB9FJIDV/ngJ4VbeZOCAf03OmWS+YayGsNcEDP6+7JaeM4oOdUvXkvnAN63ndRThvIAT2n6s1r4RzQ87p7RmycCeg/w7pz+rLS+IdfKIE07Wsc0LOizdwJ4YCeoW4pENy2bdvwzW9+c6AkRXBftmwZPvzhD2cojWfnGrBOAxzQrdO91TVzQLe6B6ytnwO6tfq3unYO6Fb3gHX1c0C3TvfjrdkE9Htx+Tn94xWRVu7hF4ohTvsqB/SsaDN3QjigZ6jbiy++GD//+c/ZGujJ1NTUhK997Wt44oknMpTGs3MNWKcBDujW6d7qmjmgW90D1tbPAd1a/VtdOwd0q3vAuvo5oFun+/HWbAL6fbj8HP94RQwBdC/EaddyQM+KNnMnhAN6hrpdvXo1/vSnP6G8vHygZHd3Ny699FI8//zzGUrj2bkGrNMAB3TrdG91zRzQre4Ba+vngG6t/q2unQO61T1gXf0c0K3T/XhrZoDe9HNcfk5gvCLSAf15D8RpX+GAnhVt5k4IB/QMdXvjjTfC5XLhO9/5Dmw2G2KxGH74wx8iGAzirrvuylAaz841YJ0GOKBbp3ura+aAbnUPWFs/B3Rr9W917RzQre4B6+rngG6d7sdbMwG63vQLXH5OcLwi0so99Lwb4rRrOKBnRZu5E8IBPUPdUuT2b3zjGzhy5MjAMmszZ87E3XffzZZb44lroFA0wAG9UHoq++3kgJ59nRaSRA7ohdRb2W8rB/Ts67RQJHJAL5SeGmynCei/xOXnhrLS+Ieed0Gs/zIH9KxoM3dCOKCPQ7e6rmPPnj1sDXRaC33+/PkQBGEckngRrgHrNMAB3TrdW10zB3Sre8Da+jmgW6t/q2vngG51D1hXPwd063Q/3ppNQP8VLj83PF4RaeUeet4Jsf5LHNCzos3cCZmygE7zwlPniW/evBnvv/8+TjvtNCxdujR3GuWSuQYKRAMc0Auko3LQTA7oOVBqAYnkgF5AnZWDpnJAz4FSC0QkB/QC6aiUZpqA/mtccW40K41/6Hk7hPp/5oCeFW3mTsiUBPSnn34aBOR33HEH09yTTz6J733ve1AUBaqq4ic/+QlWrVqVO61yyVwDBaABDugF0Ek5aiIH9BwptkDEckAvkI7KUTM5oOdIsQUglgN6AXTSkCYyQG/+Da44N5aVxj+00Qah/moO6FnRZu6ETElAX79+PW666SYsXLiQae7KK69EVVUVfvSjH+Evf/kLnnrqKfzXf/1X7rTKJXMNFIAGOKAXQCflqIkc0HOk2AIRywG9QDoqR83kgJ4jxRaAWA7oBdBJIwL673DFufGsNP6hjQqE+qs4oGdFm7kTMiUB/cwzz8Rzzz0Hh8MBv9+Pc845B/feey/OOOMMBAIBfPSjH8WmTZtyp1UumWugADTAAb0AOilHTeSAniPFFohYDugF0lE5aiYH9BwptgDEckAvgE4aAdCN5v/CFeeqWWn8gxtlCPVf5ICeFW3mTsiUBPQ1a9YwC/m0adNA7u633HILA3IC9r6+PlxyySXYuHHjuLX64osv4tlnn2VB4n7xi1+wddHXrl2LkpKSccvkBbkGJlsDHNDHqHE9AkTbAeeMMRbI/2zDAD0WAl75A3D0HbPxnnLgjPVAzfz8vxjewow1wAE9Y5VNqQIc0KdUd2Z0MRzQM1JXXmQmF3ej+b9xxWo9K+15cKMIoe4LHNCzos3cCZmSgE5rlPf29uLCCy/Eb3/7WzQ2NuKee+5hWty6dSsefPBBZlEfT3rooYfw5z//GevWrWMu82+88Qb++te/4r333sPNN988HpG8DNeAJRrggD662o3WPwHBPQMZhbKzAdomMenhA9D9r0KQPBCLToegVE249mGA/vqfgV1DBi0J0j/xgwnXlSqgzxdEn89cKqamsgQOuzIm+eGohqNdAZa33GtHeZFjTOV4ppE1wAH9g31ncED/4PY/B/TC63sT0H+PK1YbWWn8gxsFCHVXckDPijZzJ2RKAnpbWxu+/e1vM2hOrlE+Y4Zp/bruuutw6aWX4qyzzhqXVgn6f/7znzO5S5YsYYBOVvmLLrqIBabjiWugUDTAAX2UnvK9A6Pjb8MzNVwNwV4zKd2sdjwC2lKTrfEOiO4TJ1T/MEB/5m6gY+9wmZ/8AeAun1BdycJb39qDpze/PSDLYbfhy+vWoKTIfVz5bb1hvLG3Ky3P3PpizKsvykq7PohCOKB/EHt98Jo5oH9w+58DeuH1vQnoD2D96uy0/UEai69bzwE9O+rMmZQpCehJbVHEdlmW05TX2tqK2tracSuUor//7W9/g9frHQB0WtLtsssuwzPPPDNuubwg18Bka4AD+iga79kMoycx6KYGAT0KiDYIdZcBRSdPSndFtl8EGjMPRuLQNHJvM6DZFgDV32YrUsTjcbbX9WO7vomiCEmS2LMwuTU3NzOvIpqiY7PZoDz/s5EB/TP/DthcWbnW2376p2Fy5s+qw+c+fvzB0ld2dqDHP3x5mY8ua8hKuz6IQjigfxB7nQP6B7vXzavngF54dwED9JYHsX61kJXGP/icAdRdwQE9K9rMnZApDei5UNsNN9yA6upqfOMb38Dpp5+O1157jS3bRiPSt99+ey6q5DK5BnKiAQ7oYwD07uchRFpNOE8mgvPG6ybcJwRJ1Af07KA9BbD0+3wI+f0Ih8MIBYNYOf0XkJ1eSIqN1Uc/z359Ft5p/Rj0/na2dKQsSZCGDESmNk4UBESiUQbybNM0dHZ2YsOzz2LdFVegu6cHC7SDOElshkiyRJHtY65KbJ/5Cbg9HrhcLrjdbranzePxsO9DB0CPpZTWjl786pENw07PqK/EFy4957i63Ph2C8IxbVgeDujjvwU5oI9fd1OhJLegT4VeHN81cEAfn96sLGUC+kNYv1rMSjMefE4H6i7ngJ4VbeZOyJQF9Pfffx+/+c1v8M4777CXX3JFp3T33Xezm7KiomJcWu3q6sK3vvUtHDx4kL1Qk5y6ujomt7S0dFwyeSGuASs0wAF9FK2rfTD23gkh1jmYUZAAVyNQ82nAM2/UbqMXYXpmkJdNV2cngj4f2tva0N/by0C42ONBkdeLYocDZaWlsNtscDmdcDocbO8KXQeflj5qHhHnI1R0IxaXpHsHjdqYlAxHjx7FT3/6Uza4SIks8OrOp6F37ocR7kXUXobe+rPQr8oIhkIIhcMIRqMI0RYKQZRltHZ0MMu8t7gY3qIieLxeeEtKUFxczOC9qKhoYBMEASNZ0McC6CNZ0GVJxPlL6jO5ZJ43RQMc0D/YtwMH9A9u/3NAL7y+NwH9YaxfPf7f/NSrfvA5FahbxwE9z2+FKQnoZNX+6le/ihNPPJG5oROoJwGdgrzRC/PXv/71cXcNPeD27t0LcpevqanBvHnzQC+gPHENFJIGCg3QY5qOrlAMqm4GSnHIIspdNkg5/N8z2h6H0P08YOiAIAO2ckBQgLKzgLIPD3Q3vfDSqg609XZ1oaWpCV0dHXA5HKgoLUW5x4OKsjLUlDtQ5IrD4y6F7KgCBPtxb5mY73/Q3fN4Wp42+7dgcy7KKqCP976NRqPwB4PwBwII0D4YBMFfTyAAH23BINuTFb41aEMspmKRsxUuyYAkS5i35jLMmj0X/nAcdpuC2srhK2F0+yLYuitlkATAouklaKzxjrfZU7Zcty+G/S1B9PjjKPMqWDSjCB6nNOx6OaBP2VtgTBfGAX1MapqSmTigF163EqCj5RGsP29sQVVHu8IHnosDtZdxQB9NURafn5KA/oUvfAErVqzAl770JabeZDA3+kzBkb72ta+xeeTjSX/84x/x2c9+dljRYx0fTx28DNfAZGig0AC9NRBBXEuPYuqURVS6jw+5E9Kl712g4+9pIghKD0eX4kC7hLbmZrS3tMAmy6iuqEB1SQlqq6pQVlLCgDzNBTy6HUZoK5OlGTJCUjU019mwy17IggEbm20+PL3bsR9K/C3ocCEonwJNqECVQ8TsovGPpg+1oE9IR2MozOC9rxOxbT+DEOmFpmkQBQNbfbV4snchqFtlRUFVqQsrTm5AVVUF80iipStpbwgKCNTjmo4yrx3FbtPln6dBDQTCGv6yuSVNJR6njItWVMMmp7tGckD/YN85HNA/uP3PAb3w+t4E9D9i/XnZ+d174LkYUPtZDuh5fitMSUA/44wz2Prn5Go5FNDpxWTlypV49dVXx9U1qbCfFEAPvKVLlw5Y6cclmBfiGphkDRQaoB/pDw/TkCwKqPPmbsmtjrYjEJofhhFpY5bhSDiMqOZFU+hMlHm9qKmqYmDucIzeBqPvD4ARQz8q0SydCsNdB4h2CIIdTtFAOVQU6/Fh19gf07HfryGaGJwosomY45Vgl8butaPHDkPt/x30+GEmPxCtx89+14/bbh/fcpPjulU73wO2PzBQtC8q46e76gF3DQxHKeKJOfInTvOg2g30BgLo8/nYnlJ1XR2zxJdWmPCeuo2rPVOs0Nv7fHh7f/+wqzr/tErUlqXfnxzQp1jnZ3g5HNAzVNgUys4BvfA60wT0P2H9edkxRjzwXBSo/QwH9Dy/FaYkoBOAP/zww6ivN+copkL1gQMHmGX92WefzahrduzYwfKvX78eDzww+JJJx/bt24f7778fTz31VEYyeWauASs1MBUAXZEE1HpGh+Ox6Jnmibe0tKCluRktR4+iq60NHpcLDdWlmFutobLMjtLSaRDsjaO6pg+tzzCiCIaeR0SqQLdRjZhUDkF2AYLIZJGbvls0ME2LQDyGJZ34PAMmT2tC7Mg3ocd2m8dkF8KagM1bfbj48sFnFoN4/6PQoztZNsl5FpTidYCYnSjuOLgBODQYKO5gwIE/7K8GXJWAi5ZyM62886eV43OrTkprPwElwXpPXx96+/vRmwB3tu/vR31DA2x2uwnvZWVp8O50OsfS/QWf51iAftYJZZhTn76UHQf0gu/uCV0AB/QJqa+gC3NAL7zuY4De+mesPy877zoPPBsBaj/NAT3Pb4UpCegUYZ2iDP/rv/4rC2KUBHRyq7z55pvZfPE777wzo6654IILWH6KflxZWTlQlpYwKisrw1VXXYVzzz03I5k8M9fAWDSwafNm7D9wgAUOO+GEE3DiCSeMpdioeQoN0DuDUYTV9OXEvHYZpY4xzsuKtgFBc63vXq0BbV1h0HJjLUeOsDnjHqcTdZWVqCsvR11NDepratjzIxupU1ARS1ivfaiELtMa3iIM8mpPzEMvkoAqLQLHMQB93O3Y/ywige+mA7utFG/vC+HsjyeWkQMQ6/436NFdafkk11lQSq4+ZtWHO/pRXeKGw5Zwt4+HgXAfcOhlINIHSHZg5gqgfDbQuw94+1cDskxAr4DhcsOwmZYBQXRj1SmnYNVJjRldbn8qvBPABwImyAcC8Ho8EG025i5fUlEx4DafdJ+nSPijJYqqT4M3s2fPHi2rZed3HPZj266+YfV/fHk1yovSXSM5oFvWTXlRMQf0vOgGSxrBAd0StU+oUhYkjgF6dgabH3w2zAF9Qj0yOYWnJKBTADeah04B3M4++2zQzf3lL38ZmzZtAs29JAv4jBkzxqVhWmbtxz/+8bjK8kJcA5lq4JFHH8Vrr7+eVuziiy7CyrPPzlTUsPyFBugUG64vEkeU5i9DgEOR4LXJEEfx9KbAbZGWDXCG30A0HGZLjsmiiIM9C2F3z0VddTXb7PbsuI8NVTQxeIsQB7ReQPcjgDLokhu66IShS4AgMduxRwLq9QgkRu1ZTBv/FZFy01Iet01DX+2XoCoV6AsLqK9ejnI9xuqMtHwhvVItBiHugN35baB8Wtp66Nv2tuLZt013eUrzymVcatsK9B4Feveza0JJPSAnRvxXXAsU1wNv/QLoO5AopeE/dteiz1GTVu/61Ysxp+HUcSmgPxSDLxRHVbEDdsUcXKGYAQTrZIHvoz3Bu9/PvuuCwILbFZWWsojzxWVlKCouNj8XF7OB3seeeAJ79uwZaM/5a9eCtnxMT23rQHvv4JKAi2Z4sWzB8MB7HNDzsfcmr00c0CdP1/lWEwf0fOuR0dtjAvpfsH5NdrzZHnw2BNRcyi3oo6ve0hxTEtBJo/RCRcsIvf7662ztX7J0kyX9m9/8JubOnWup0nnlXANj1cD13/rWsKyzZ83CtV/5ylhFHDNfoQH6aBfc19eHjo4OFkm9o60NHa2tCPh88Lpc+NjJB+F2SHDY7WwpM3oeQKkFvBeNJhYRHaC57vIIlm2t9xHogS0w9BAE23RIZV+AaE8f/IsZOjpFWsdbgx7dD131IS4WQbPVA2oMcdsM2EWgCDqqAhuByBsw9AgEuRpwLkdYLEZAiDK4F0QnvLoDDlvdcdutx5ugRV6DYcSAzp0wtBYYkffQOeNfocnloJe09kARKupPhWToUIMheHw/RnF8B0Qa8Qj2Aj1NEGJ22PedCthdwKqrgbr5aOsN4HfPbk+vv68J53kOYJm9CfA1medsLqB0uvl5zmpg7mrzM1nSI31o0u3o17uxr91AZ7cPZUoAJ8wQMbtuFiTn6aP2S2qGaFzD/7x+FEe7zPnqlC44pR7TKzxo6jFjF0wrc6LIOdxaTrDKIs77/ej3+9neFw4jHI1i+549eHf3brYMHQWxo6B/tO78xz7+cUyrr09bGz51nXh2f1mUKFgcRcX3OpURI7hTszigW9Q5eVItB/Q86QgLmsEB3QKlT7BKE9AfwxVZBHSh5lMc0CfYL7kuPmUBPam4eDwO+jEiS0g2LGT33XffMfvk2muvzXV/TVg+Qdmll16aJocCXI03qv2EG8QFHFcDIwF6XV0dvnX99RPWXCECOq3B3dPTw7Zo3x4c7QBCgQCOHDwIt9OJqrIyFkm9qqJiYGOK6vnlcH2JXqBknXk8sAcI7TM/u+awNc5DOtBqKCzCOCW7AFSIIYSEMDRDg+x7Aa6+v0KGhKitAZpUDAUi3FXDl3BsFeJQtW4gsp/JMiBCjDZBjnfB8J4Pj2sePJG3YPjT41jE5XK0ez8GpCwlJxpx1IolkITEvOKO14CONwAtDNhKgNoPIya9CxiJgHM9+wAtBiN0CK0zv0GO5NANOzowE8Ul5QiEI+jr8aHc2QJbx4OokfbCQ2V0DVJfJZSWhFt3w4nAedeA3Nof2mTOUx9I7btwoXsPTtF3AnE/IEqAogOOhEteUR1w2leBKnN6xoG+OA70+qFrXQMiFhfvRKmtD6JcC9l+EmQ53bJ+vBv+jQPdeP791rQswZgOt9MBWjM9mT52Sg3mVHtGFOUPq3hxTw8OdIVhV0Q0VjgR7dyJ515+kQ1o0BQplTZVxXkrVqC6rMxcI15VzXXi6XMsxtaJ1fQ7nwAAIABJREFUd7tckGw2OGhN+8Tm8HjYZwJ5cqun5+5IGw0C0HJpcdWAIgvD3NNHanxM1XGkI4xASEVZkQ3Tq47vCskBfcKPz4IWwAG9oLtvQo3ngD4h9VlS2AT0x3HFmvRYIuNtzIPPBiHUXMIBfbwKnKRyUxLQf/SjH+HGG2/MiQp/8pOfpMklq93GjRuxevVq3H777TmpM5tCk4D++9//HhUVFUw0zckfyzzMZDvoRTVbc3OzeW1TUdZNN9/MrF2pafHixfinL35xwpebEaDrMWjxXlanKHsgSNn5oRh6EfTiSO1K23d3Myg6eugQu++WzwlgTrUPiiyz+1aXF8Fded7x7+He/2IR1NNS0oJO65y3PpZ+rvZT2Fe8Fukz3nU4pF7YQNZwwNH+MwixJvjLr4CqVA+UdykNiAVs2NUTY8vCUSC76eUSXPbDMOLmet6i1o/SzochaT7I5eshlX0aRuBJGJF0y7TPMRc+sibTGuwpqUINwmVrBPr2Ae//Iu2c7nJCnbXIDEBHKepnVm0hrKO17ip2POqsRL/hgGx3IBqJwdcfgChocIS3wtv9G8wPN0EMFUFpmwHoibrL6oGLbxoR0F2d7+Hz+j9QJtO9GqULZIBu2BxscMHwlkEoaoSw7JuAswzPHgoC0GFonTAMFeX2NlQ7W1CsBCBKFWxevs22EIoy07yGI68D/YklxIrrgOlL0675iW2Hsb/dn3aspV9FZbETTttgHAGyoF919sjTmx5/sx0tvRFEVR09gSjCMQ3R/lb4Dr2Icq89bSrFV9atw5yZibaN8J8YI1BPTKcIRyKgjaZW0J4GjYP0XVXZMbY6AO1VlQ0id8TKoHums3tdlCQ4xTBmuDqZ6z0kiUE95aONPouyDS/vBXRDZJ4htNVVOHHBaVXHfEZwQJ/w47OgBXBAL+jum1DjOaBPSH2WFCZA19sI0EceXM60UQ9tCHBAz1RpFuSfkoB+5plnsvnmaWsQ51C5r7zyCh577DEMhfccVjlu0UlApyj3qcHuDh8+jHvuuQcHDx5koHPWWWfhK1/5ygD0fPrTn8anPvUpvPDCC6CXz9/97nfYsGEDHn30UVD063nz5uH6669n8/55yp4G3tu+HTQPPQnptLTUF7/wBeZeO9E0VkDXYj2Idj4HQx8EXFvJEijeBcdsAgE1A49IhM0BTu7ps9/vRzAYZJbvYOIz7cl12NB1FLvdKPJ6Uex0osjjQXFREduXl5bCjhYg+MzweosuAeTB4I3DMkTeA0Jb0g+71wIUkX33LUC8J/2crRx7Zg0NJBmDIvbDKZgmdQL0mFSKYPFapE6DN2zzsb8pgnjMBPlk+pDnWbjCGyDoEShqx8BxpeJqiKUXHQPQZ8PnXD4M0MtVP9y22cCRZ4Cj6frQZQHqnIWAkjKIoschxJzo8a5B1FWGUExDQNUhKHaEg2EEAiGIggBfrw8drz2Pr2gvAOKQNVdr5gIfuQ6RmIrfbngP/aHBuc5ze17CRfpLsIu6abmXw4BkwJAVGO4i6J4SCIIEacmNQNmcBKCTK0Echu7DbO+bkAQNFWT4Fcx5dqJUBKfjTGDXBnMjpNcNBCIxdNSsgPuUC1Fb5mXHyXpOVvTUdLg3jrpSVxqg0/nrzp8z4n1773PmnPoj3SGomjk0Y2gRHHz9MZS6bWxj/W6343vXXsuCNmY7dQc1/G1HBJquQ9c05lpPn+cUhVDnCA1AfzQWQzQeZ1DfFitBv1DJlqlL5qf/I3doB9xKHN6iIgbtDOxpc7nYoCwBPs21T8L+SPvJ+g3Nth5J3gtbt+OFre8n+syGVWcsxhmnzstFVQUnkwN6wXVZ1hrMAT1rqpw0QSagP4HL15i/dxNND23wQ6z5JLegT1SROS4/JQH9uuuuw5VXXolTTx1foKFMdU4Rfs8//3xs3jwYETlTGZOV/1iAfujQIWa5JOss7SnaPXkFJN3hCdAJwikyPr20vfHGG2xA4o477sDMmTPx+OOPM3i/99572csfT4MaoJdm+lGkjT4nvw89njyfmpc+k8tsW1sbK0e6Tp5P7qmmVFmp5+kceTwMLUPfCZJtNhM6ku1K7qkPaSCGyla5DsJj85sydAIwAzEVeG13ObMGDmyxGOLR6EB9zH1XUWBPuPPS3G+v0wm7LDMXYBe5+7pcaduo9034dSD8xvBsrhWA48TjF1c7AbXNzGObCZCLO6XtXx2x3J4FQ93i0wFdDrwKNX4UYc/ZA4AuCDZE5YU42upDLJK+pvksbwdm9t+QZsmn/ErdDyC4FsCIvjfMxT2kTEOPZ3Waizs1tsZQYJNKRwR0Oh+ff9JAZPTkxcnOZYAyC32igq5AAJ3hGGKwwecPs76VoMG3cxtOafobFnsiQKAXkKsGBwfO+Wdg5ilMXH8wihd3NKEvGIVdFrHSvhdVtMY5WethwFA0QNahe0tgeIoH9Cst+SaE8sV44UgIKkX9S6Q5nuehiAJKaDJ+SnK7PwI880Mg1ItoXMXRTh90uv8EGx4v/ixOXzAN5y+ZgyNdAfzplUNpZXvDBrOgpyaXQ8Enl05jhyrd6RH6CdCpTUe6yLqfuE1EAfZ4B3yd+zCn0oGy4mKc/+EPo6xkeOC1Ue/dMWTY16XipYODAx/JIqfU2XBK/cjR5t9ujuPtliHeIQBWNQootakgmGcW+miUDZbRd38gwL5Tv1PQRYJ9Bv10nj6rKvtsUxQ2QEBL2Cl28mqwsUFb2nvcbuZhItO5xPz85J7+9ymRF8DQLemtRYMG9JxJWv3pc6pnFn1P/pakfk7qZOjvTOr3w81d+NOTWwc0TufoWr/wqZWoqaTBIvM3Kin3WPup6inGAX0M/4xTNAsH9MLrWBPQ/yfLgP4JDuh5fitMSUDv6urCXXfdhQsvvBArVqwYgJBs9AXJTk0EMX/961+Zm/uf//znbFSRUxlJQKc5+cmXFNLT1VenL6X09NNPY8uWLbjttttYewjQadrA0qWma+mtt97KYP4zn/kM+04PfYJ5mqNPVnSykuZzIhClAQaK6p9MNDeUoJVS6me6NoHA1LxQNteZIj8nEzufeOFzORwIhsMsXxI/6CWPztNLK1mWJQogRS+jiRdUQRTNz/RCSy+s9GKaPJbY0wuxpqrmS2VKOcrrsNmY9YyOs7KJl17aEwQTQA+8CCdk00sxWawRj0OSZfMlOnGMPrN4DQRtkoSGuk64nLH0l1kAff65kMQi5mpOgzZJl3N6qc9VkCw5/jYU9d1ht1ZMWQFNHtkyOtp9aD96N8RY+vxl3VaLIzNvRkxMdS034BS7oQiDju96bD9UuQIwVAb8hlSNqOHAkeZ+xKNmfyXTDI+AmfZ3IPn/D9CDEOCC7v0UDMeigTxS7FWI6g6IRgBxsQ4x+9mI2BREFYowr0M0NLiiEdgN031Z6n4TtsNPDLvE6KJ/gi68iZjNC12QYdBa65gFxaiEAIktL/fX51/E/LWXwEjcu6G2Jrz30otYVdSG8+piLFCcYS+FWnMa9MpZ0MmCfowk79sI++u/SzkbgSBFoFbUmm7ulGQF0SW3AHIJ2sMG9vkGAX22ZytKbVE2HWDg/wrFkMRT4Xz6VnaotSeAYHRw0OPhosvZ8RsuMQPKNfWEsG1fF97c38aeR2TpjktO1JS42L2tyS4UeV0ocZmgSyuPnd0wOCDwf9t70dwbRVPv4JQStyKg1CmgptiOi08dnMYwkhr8EQ172kPwR1R4HTJOqHOzuexD08FeA2+1GYgnHCzmlQOn1pr52gM6XkgfZ2DHF1cKOKF65IHP7e0G3u8cHvl/1Uyg2jNysDrSD6XRBlMpXyweZ4N19Ixhg3EqLRkYZ88y+k7z8ukYfWfHaK9ppju/rkOlLSUvue3ToGPqoCAbRNR19iyigQNKyUHH5LOUVl6IJZ6ByfMsIz1PE89PKkPJpzrgUwcHZ+h5RAMNRWIAbtEckGIyDIM9I+m5T5+Tg5DJzzSASEv4JRPrgcT/Cw1QUNyBYUkQmHdFJGYOmtD/Fz2bk4meqXS9lOi5SbpJJmr/97//fZSXl490i2XtGPsdSvwuZU0oF1QwGqD+LwTvGHo+0bvqBz0RoGttf8Xla2l51omnhzf4IFZfzAF94qrMqYQpCehr1qxhP+40P5wSufENfRiRe/Z40mmnnZZWjMCJosLT8msErPmekoBOIE3u0pQocBG9gP3yl7/Ezp072QsDfW9oaMB//Md/sDwE6DTo0dhork98zTXXMP1S2WQKBALs5WLhwoXsxS3f03vvvTdwj1Bb6SUu+YKX+hI19DrYy17iBSv1HL3cJV+4ki+AqVZx+rEh3Q6zoMfjw46R3NR81J6kTodawwmmyYtjJCs59Q8NJqSdI4s+/UBLErOS0cvowMty4jO9tNIcWqp3xSkCKkpM8GeDCImXza3vlphwrihsb6NYBrQnq7nNZs6RTc6VTURPd9rtcLnGuVSI2gVDbYIcJvfrlB9twQbN+9mB9cQzve8E3zsQm1PhEtDrr4JWdDL6DBlhtl65CqfRBgV9iAkO6JIHMmxQYENAKUufq65peP+AOV8/NS2pUlDuHNu66t2Sjji50qtBCGofnIGDKAk2Q688H7Clv7wLh/8GsfUlsyrZAX3GxyG42tEvmcHogDj5arOlz+w6WUE/hOa2KH58769Rdcp5iMGAzx9FkW8/i+A+xxvH5xtMF3yjdCb0ZVeNqlJh70aI2/8Kwd8GGDoMwYBhN6DWT2c8o7uLoTZ8CPbywaj5EdWAP6aDYri55S5Ae5/pmZIg0KDPKZCkMohbfgWh+yCaunwIJwC9VyrFPyh4HoDLzzkRM6tNi/b9T74FWmotmSKagJqyYsyfXoWWqA3OxNJryfMnVcuYU2YOwnT6Y3j9kI8FitN0Ay5FBBngadBs2axSnD7n2NDkC6v402ttoGjylGgeO5Vfd0Y9ilyDgzyBqIEn3h9uIV8xQ8HscgkxzcDfd0YRGGIQ/+RiOzwUpXCERGWe2B5jZZOpyiPi/HlDpiiklKXne/KZwCznI2yxaJQ9c8iiTkBOsE2ATMfoOz0byBJPAB5PBM8jOCe5NB2Fnjts4E9RzI3m1AsCc7mPhMPseTvUgk6DmMkBxaFWc7K8pz53hw4ukLzkc3d/qx8HWwcj+hMg07nFs8owrcqbZkGn59TQOpN10zl6ZqfWlfyc/I0YaZAjtS1DuyxpzTfvc9Oyn5qWL1+ec3iiARK6tqnqITDqA+sDnCHpPVco4JtJfKSp2q2DgD7ojTaRa314Qz8H9IkocJLKTklAT0Ll8XT4jW9QNOMPXjqWi/sPf/hDNlL5pS99if1w0wDG3//+dzYvndJQQL/llluYNf2ii0ZfpuqDp+XCuOLR5qCz+ayahljwMLS+LQMu+vQDr4qVCIknpru4p7i7J+efRwKBwTnoFOxO11nMArYkld3OvBGYm7uisLnm9D0555z2yRdIrf+v0Pr/lymWvdTLZZDcFDzNDTiXHH/++Vi6I9YNBPcCgX2mNZzW8fbMBUrPgAEV/th70CO7IZF7vRGBIRXDVXwVZNss6BDgT1jaVdKNIKI3qKKtN4JQlAKgiZhZJKPakx7o7VjNCgga+ikQHc35D+weyFbZ9L+w6RFgwa2AdPxBDrXnd/DZKynEPZC08gkCZEGF16ugyX8e7vrP+1F5Ssp63h27WF0nFwVxcW1iTn5ZI3BGunfNiO3e8xywd2PaKd0IIfqhs6GVUsT5EtiU2ZCkY1sADCMMXTMtkiyfkHDp7twHbPsDmts6EYyQW76Ct8rOglZjBmlbNK0Buw73QRIFvH2wEyWedLf26VVF+PApC/Ba83AwXlRlw+KqdNfxjv4Itu7rQnMPRXOXMLvag5ULjx1wjdrw6v5etlFQwA5fFBRVndL0cifOP6kKi+rM6RStPhVP7x6hHdUKlk03gZpAe0ebila/hlqvhIYSEeVD3PHp/5K5rlOMh1gMgWgcR3s1+CM6FD0Ej+A3XdrJwg0wS28yL7mv03eCUvo/tNO0k5TAczSIEIgZbOCtvroMdVUlaa7tSRd3Gpxmy84lgjUm97nynhnLv3EyT58viHt+939pRRx2Bddcfj5KinIT4DKT9lmdl7u4W90D1tXPXdyt0/14azYB/X+xbm12plY9vKEPUvVF3II+3g6ZpHJTEtCzrbsdO3aMSeSiRYOuqmMqYEGmYwE6zTmndeI/+clPshe573znOwzIjgXo27ZtY+vMk6s7eRDQiDytOb9y5UoLropXOR4NjAboqTK1SDv0WDsMPQ5RKYHsTiy9NZ6KCRgoSFwoxPbJje67nq4u9Pf2wtffz/Y0WFTt1bBq9v8xSyZZ5xkgkJW+8gpI3jVjboGm+RCJvwtdN9fFJuus03Yys9ay1DVCNPeKVVCr1iAQfApy/6NpdUlSKZw19wGiCcsxCGiT0gOH0drpNVqUbPDHb6cRhxrbD13vRlSQEJTroOkiEG0fKFfcsw2e/h1A49cQ885HmAYRAHigQRpihWOATnPU+3vZVAWWCND9vfB6ImgT1uLf//OPmHvu59Dem7A09jUBsQA+P60DM90JiFx4IdB4plk+HgaaXoDRvReCpxGoXASUJ+6D1veBNx9Ov0bFAZzzLfw/9s4DvK3q7v/fe7Ul2/KQZ3bIZpOwIeyEJEDYFAov0NJCCx209C1toYtVXkahLaUUSuFPGQUChAQIYYQww54hezvetixrr6v/8ztXkrUcy/KVriTOyXMfKfJZ93tkWZ9zfgO6Paf8ikBCQHIhjBA00MIgJkD81k+Ato1AOIgefxhPtxmgH9OAGdNkCwpmui5J+OxrP3r6JGxqs8NWZYGtetDCggB9/sEzsHp7doCe9RsqoWIM0OkU3uUbNFm2VephqzTg8uPkyPExQE8NAjfB4kWLwYEQRXj3emX4pot8waMgTu/73oGBeMBIZqFiNjO4tlKEd0oFaDLJr0UjvNMjWdEQTCdGf6fPduov0QKK2q967wu88d6XSRKcfOxsHH7Q0AEhc9GrEG3WbW7Fmk83xoc69rB9MGncnjdaCjGvYhiDA3oxrII6c+CAro7uoxmVAD3UuUwxQH98JQH6qRzQR7MoBWjLAT0LkRctWpRFLbAT52IvQwH6li1bcNttt8Xz9BJ0f/rpp0MCOvsyt2oVHn/8cRbAjE5iDjjggLyltyt2XUtxfiMBdLXujyDe2bkGut23yKa10UB0ZGK7s8eGTQML0FJfjyqzGQ11dSz3eWN95mjubu9bkCLJKet02hYY9VHXlK13y6foKSU06yZ4HP+E6H4n6SeiYITR9juIxpnsdYeog4P8vQH4IgJCUS6uRAiNUoDlUR+qBDxvx3OChwQ6s4/Ap9krHneA2tnaVsDg74Bj6s/hqJDHjBVb2E8e7YMv9D+Gfq8EKRhIAnTL9rXQWwR01J/HAP3Gm/+E1V9uR4fdBYMYwQGWPsyIbKPIX0DT3sDYg+Q+Qz2QVv9IDhzHWF8DQTceOOSaQUjf9g7Q+ikw0A7UTQKmHAfY9ryRQ3BuD++ARCb40aIVDKjWjAM+fxV4579J9+mZPhfb9yPTd7DTbZo3uWg4XRLe/8yP1h4nC/S2V4ucQpLK0XuPw9x9xuGFDR54goMbJeTvftJeJlj0uQe1pE0lcgX5ZHs/PtjhRrczCBa8n1xFAJjFAMJSCBP1HcxdwRMIwV97GMIQ42nUaJNhrLEDtZUaVEStRmKATVC9rtWPrR2ySbjRoMWh+7TgoOmjy5YxVJq1W+55Er4EP3/Sr6mhBj+4cOHQb17+k5JTgAN6yS2ZYhPmgK6YlAXrSAb05bhgnuyWOtry+Eo7NI2ncEAfrZB5bl+WgE7pvoYrd95553BV+M+5AmWtQCkAOi2A5PoSoc2/TVsL0bYI/cbTYbfb0dnZia72dnR1dqKzrQ31tbVoqK1Fc10d6uvq0FRfD0EzGNU51hmdgpsN0ZzaX/8CCMun64lF2ucOuOx/SQN0jWCGwXZ9GqATnCdwIAwRCQYhgnGR9BNcGicieeBPSB23Y6AG291WhGGAXqPDxBoXKoQBNO5eCkEKoHW/v0BKMXGnMRqlhP6DuxHa8ji8/hBCldUQAz7o+7that+CyF5T0FpzObOAiaWGjAS2IhLcAUE3EQLlV08p4Z1/hvDpy0mvMkifdgUw49Scf0+8Uj/cUnLgTerMKrZA9/w98ul5Sun5/i/jr2zcPZha7dW3vSw9Wq/TiwOmjIVRr8GEeiuDcypkfr69PwR3QM5NP7FaOySck281XQMuF/Olpucunw8ur5c99waDGHA62cm0uaICZosFbb46dHmNCEfkgI/BoB8Cc4AA6s1ezJ+7Hw45YAZ6XRK+3k79haDXipg6xoIpYzKbXW/d3Y8X392WpsHFC/dGZTTtWy7iDwXov7vz0Yzd/eFnckA+XspDAQ7o5bGOudwFB/RcVFO3TQzQz59Xq8hEHl/ZBy0HdEW0zGcnZQno3/ve95I0ow8kir5OkYunT5/OTonvv//+nHWlQGorVqxAV1cXGhoasGDBAsyYUXomgDkLwBuWhQKlAugMrjZcjYg3Oby1dsofIVZkTq3W3d3Nfj/J3333jh3oaG/HcXP8cs5nSvtGJr/MDLhhENC33wc4k817oTEBs26Dz7kUof5/x9ddhA4asQKGptsAjXxa6xS0sIs6uCXCssFC8Ewm7pORGdClUDcCXvl0vs1VhQ87J8gG8QKluBJREenBafpHGJzDdix2jrsw7f2nDfeixfma/DqlkDPsy1KTYdWtQNgOhB3yzwQdIsf+Eq1OaxzQw333DqafY1WaIdZckTRGaNNvIH6dnt5ObDoZOPSnsvl7fxtQPzLXB4/UB7pSS4WmAcZ/XQcE0jdM+i7/DaRoMLkdXf0sMNuAS8IHn8n6ThtTh28dO3TKPbLCsDsc6B8YgNPtRh+5VHi9DMYdUSinQGb1jY1yOrHqalRWVrIYHXTRc7oo2GGqv/V7X7TirU9b0edwwumUMz3oxDCsBh+MRj1+9cNzRvTZ8cHaDnzwdXKGAerghIPHY+bE3CN9DwXof37gOZD/dmKZMLYB3zk3e1eSEd0gr6yKAhzQVZG9KAblgF4UyzCiSciA/gLOn5/7Z37igI+v7IW2YRE/QR/RKhS+clkC+lAyUkqtv/zlL7jqqqswYYLsEzjSQmB+ww03YN68eRgzZgyD/pUrVzJfbHqNF65AqShQSoCOsBvhvtchOb+CaGiAYD1kSDgfSn9H28vwudrkYFnRa/1mPzzeerTU1WGiDZgYfAY6MepDTHA+5tuAVc79Hey5G2HfR8y8GxCgtZ4PTUXy73ynaIA9IiIczYyugwRt1Ad8cqANaF/CgsyxUjM33rff9QIikSDe75iADrfsgy2IFgiUqz0SxonNXaipaWHB4Vo1ppSo8XYY/FvR6H5r8NYpJzzlhu/ZAmxOCN425Xig2orerY/gy49fxFFzD4OAbkCXnEJMrDoPQkL6t+CuP0Lzybtp0ooHXAe0bgTaE+J07H8aMHVuVr8GezxBX/EgsP3z5H70Jvi+eyNcYTnKfCw3+idrfcwH3Wox4pyjZ8EohhmE00Un4F39/QzI+91uFviwxmZDdXU16pubGWhTpg+6yJebHkdTtrTa8djyD9Brd0GvCcMgBlkmMCqXnHMiJo3bc7q2xLGHAvSFR0zC5DG5BwwaCtDXbd6FJ55/M+n2v3XaXMycIlsh8FIeCnBAL491zOUuOKDnopq6bQjQg50vKgboTzBAX8gBXd1lHXb0bxSgkxqbNm1i6cJyPUE/88wzWUo1SoUSK5Qv/I477sCSJUuGFZxX4AoUiwIlBegKiBYJu+EfWItwwA5B1EFraEBEPwntHd1oa2vD7p070bV7K0zBDmYeX1M7AbbGKWhpbERlLBer5IEU2BE3a880rT7o0AdNUmA4o+RHy+bfARQtPrFM/DFQMQ3h4E6E/F/irdZx6PVZAEEPkYK8RUH/mIkGNESjwMdO6uPdBHfD5nob5lDCSatoAKovyahauPWP8Dg2Ydu2bZi193hA8EDQNSVBumg5FoLluHj7sHMlIuvuh9juHOyzoh5iy/8Aa5NN31mFBb8GLMOb48k+6DvjJ+LUVCMYUEM+6N07gKV3DJ6i603A8ZcAkw+Cy9MPh68PLo8HfV0ubNlN8O1EyC+bpdfU1aGG1tBmg41iFFRVMSCnKzUwmgJvrbQuHlu6Ghu2tKa9fvVlp48oinhrlxPPrd6c1I9ep8H5J83Ii4k7DUQn6O1dslVDc0PtiOabDy15n8orwAFdeU1LpUcO6KWyUoPzlAH9JZw/fzC2ymju4omVPdA2LOCAPhoRC9D2Gwfo9Idp/vz5eO+993KS96ijjmLm7Yk5JCn/N5m5v/VWwglWTr3zRlyBwinwTQP0bJWlnPIE7O3t7WjdsQNtu3axvPEUjK7FZmPAThcFRsxUyOvYDg3Ln06m7iZE0Ne5He19u1h1LQKYIn2EpshWoGGhfEXLhq4efNFF6bYG86XvFXkG+5vkzxZBZ4NQdzaCFbNZtHcqZvu/oZHk9GRJpfby9NckD0Lbfwq6RwbosyYBopPllReMg+bpYtXpEIwHJrWX3G8zKwbB54dgmATN2AuAj58HdnyUPs7cK4CGKVlJLkdx9yCMADTQwyBWgFL80em3o7sD3tZNzO+7TzCg1R1En9PJTMsJvmsJxAnCbTYG4TU1NfGI5nsa3BsIw6TPLid9VjeRUinTSXSupuLkh/7Zpm4EAmEG5ftPrWe5vEdThjpBH02fvG3pKMABvXTWSumZckBXWtH898cAveslfGt+5gC4I53BEy93Q8cBfaSyFbz+NwrQKSL0X//6V9CJ99KlS3MS+4orrsDMmTNx5ZVXsvyvoVAI99xzD9avX4977703pz55I66AGgpwQM9eddqEI2hn186d6O/rg9vpRBNFja/WZ3Q4AAAgAElEQVSuRmM0ejxFkKc87YmlwxPC+u4+wLM16fXDpOdgtFKk9Ivir1Mgs3d2+tHtlqOaN0fex/7ax2HWDfYpaMwQJ9wcT+8G5woguCP5ZnTNQOVp6TcY6kFo568TAH0GINoB0TQI6JpqaGp/AAjJKeMyqvX1SoCu1DIMoNPnJpmcO+hyOtFPMO7xYMDtRm9/P0s1Rqfg1TU1sjl6TQ1qa2vZCTg9UiyBkRYKIPfVjj509ct+7TqtiGljqjGmLj95sQnSP127FT5/gJ1EH3f4vjAa5FznahcO6GqvgLrjc0BXV381R+eArqb6uY1NgB7oWoFvzVcmTeR/X+6CruFkfoKe23IUrFVZAvqFF6YHUSI4p3Rg5H94880344QTTshJ5B07doCixFPQucbGRhY9mk5vKF/4uHHcTy8nUXkjVRTggD462WOfKfQZQJHjO9vb2TVx7FgYdTrYqqpQV1ODcGUD+iURojc5hds+4dWwNR8C1A2akifOiKKNG3v+DnhS/LABiC0/g2COBqYMdQOuVwApan5OfusVJwHazLvtoZ2/gtfZGj1Bn0Vx8iFYpkHUzATMNgimA7ODc5ps12bgzX8kC2muQf8h38WAP8wAnEzOKeK5w+tlGwM9DgcoTV51bS2s1dWw1tTIz61WBuB0Ck5B2JQuO7qc2NDan9QtQfrRezdDq4k6iSs9aJH2xwG9SBemQNPigF4goYtwGA7oRbgow0xJBvSX8a2TFQT0+vkc0Iv8rVCWgH7dddelyU7mqBTU7eSTT2aR10dTCPLpxJwiRdfX17MI7hpKzMsLV6CEFOCAnp/Fos07+mygx96uLth9AsIGK8waL2oMbuabTqfs4wOfQ6xbiKqKClgrKzP6Rkc6/w3Jme6OkwTosdsgUKcyBJjHqkU86zGw4+/YseUTzJo1C4K/CZqdIhAKylXqJgOzLwB0prhA9Jnn9nhYzm+6vD5fPAWZaN+B2u4vEPF7YJd02GSZDr/RiiqrlQF4VU1NPABbLAgbBWYrdPlwYxfsrvRI+nOm1qO2MgtrgUJPOI/jcUDPo7gl0DUH9BJYpDxNkQN6noTNY7cyoK/EeSdnH2B0T9P578ud0NfP44CexzVTouuyBHQlhBmqD/pi8+mnn7IgcfScgs3RI6V2o9MfXrgCpaIAB/TCrJTd5cPnW7uZ9Q6l+AoHXAiGRehduzFg78MAmXfb7SztmxQOw2wwMFinxzHGzZhsWc02AEVBkM3nRRP6rL+FTqeDVqNhj3vaIIxIEoKhEHPHiT3uam3Fww8/jKt/9jOM/eJ+IORnft9hSYIUiWCLYQp2Ve2NHjLl9/nY3GmT0xxNL0a+3zqjMSn1WCwNWSGCsOWycmTe3tabnEKM+jlsRiOqzMVhep7LfeXShgN6LqqVTxsO6OWzliO9Ew7oI1VM/fqDgN6kyGT++3IHB3RFlMxvJ2UJ6HRKToHchirD/XxPkt90003MB52iuROcb9y4EfSBR+X222/P72rx3rkCCirAAV1BMYfpqsPuRnufG25fEFaLAWNtFaipSD61JYB2u90g03kyBY89WhwvQh/YDH1wN/pDLdjumw1HoBrBYFCG7mCQQTUkSb5ihWBeo2H+2gT+FDODQb1WC7vdjueffx6/vvIS7L3jeRZ0LfEK2ybDfeTlLAUZgTnlAy/1Qr7nn23tSboNo16Dufu0lPqtjXj+HNBHLFlZNeCAXlbLOaKb4YA+IrmKojIBur/7FZx3crMi83lyRTv09SfxE3RF1MxfJ2UJ6LNnz8bHH3+cUTU6JTr44IOH/PlwUh977LFYvnw5Ozm69NJLWYA4+pJ86qmnYvXq1cM15z/nChSNAhzQi2YpCj6R7du348Ybb8QDd90KPJvuEoTGqcC8nxV8XvkecHevO36KTn7nM8bV5DWae77vJ9f+OaDnqlx5tOOAXh7rmMtdcEDPRTV128iA/irOVRDQDfUnckBXd1mHHf0bB+gffvgh/vd//xerVq0aVpxMFU488UT8+9//Ziao1157LR544AHmb0qB6V5+OUM+4JxG4Y24AvlXgAN6/jUu1hHigP7AA8DymwB7Ss7uI/4H2OvwYp0+n9coFeCAPkoBS7w5B/QSX8BRTJ8D+ijEU6mpDOiv4dyTlbH2enJFGwz1J3BAV2k9sx22rAD9mGOOYfdNKZES85THxCBTUL/fj8WLF+O3v/1tthol1aMTczINJVNRSrl2yimn4KGHHmKmqZR6jReuQKkowAG9VFZK+XkmAbqrF/hiOUCPVMbtD8zMLcuF8jPlPeZDAQ7o+VC1dPrkgF46a6X0TDmgK61o/vsjQPcRoC8Yo8hgT63YDYONA7oiYuaxk7ICdIJnKg8++CC+853vpMlGp96TJk0CgTz5W+Za1q1bx/w4p06dyrog0/ZDDz0URuM3KxJwrvrxdsWhAAf04lgHNWaRBOhqTICPqaoCHNBVlV/1wTmgq74Eqk2AA7pq0uc8sAzor+PcBWNz7iOx4VMrWmGwHc9P0BVRM3+dlBWgx2SiYG3XXHNN/lTjPXMFykABDuhlsIg53gIH9ByFK5NmHNDLZCFzvA0O6DkKVwbNOKCX3iLKgL4K5ygI6EbbcRzQi/ytUJaAnk/NKU0SmbSvXLkyngedosJffPHFzOydF65AqSjAAb1UVkr5eXJAV17TUuqRA3oprZbyc+WArrympdIjB/RSWanBeRKge3vewDkLxiky+adf2gWj7VgO6Iqomb9OyhbQKbL6hg0bsHv3bhZlPbUsXLgwJ1VvuOEGrF+/HpdddhlaWlrQ1taGf/7zn9hnn33wm9/8Jqc+eSOugBoKcEBXQ/XiGJMDenGsg1qz4ICulvLFMS4H9OJYBzVmwQFdDdVHN+YgoI8fXUfR1k+/tJMDuiJK5reTsgT0jo4O/PSnP8WmTZuGVG+oNGzDyU3+60888QSamwfzERKkX3DBBXjjjTeGa85/zhUoGgU4oBfNUhR8IhzQCy55UQ3IAb2olqPgk+GAXnDJi2ZADuhFsxRZT0QG9NU4e8GErNvsqSIBusk2l5+gK6Jm/jopS0C//vrr0dfXx9KpnXnmmXjppZfQ3t7O0qD19PQw//SGhoacVKX+/va3v7HT81ihU/of//jHWLJkSU598kZcATUU4ICuhurFMSYH9OJYB7VmwQFdLeWLY1wO6MWxDmrMggO6GqqPbkwZ0N/E2QuVAvQdMNVxQB/dquS/dVkCOpmvU0R3itg+e/ZsJJ6WU4q0r7/+muUwz7Zs3rw5XvXNN9/Ea6+9hu9+97vsFJ3A//7778e8efNw6aWXZtslr8cVUF0BDuiqL4FqE+CArpr0RTEwB/SiWAbVJsEBXTXpVR+YA7rqSzDiCRCge3rewtkLJ464baYGS17aDlPd0fwEXRE189dJWQL6nDlzsGbNGpYK7cgjj2Qn57G86PTFhAD+9ddfz1rVk046Kau6r7zySlb1eCWuQDEowAG9GFZBnTlwQFdH92IZlQN6sayEOvPggK6O7sUwKgf0YliFkc1hENAnjazhELVlQD+KA7oiauavk7IE9MRT87PPPhtXX301A3UqlMP8Bz/4AfcXz997ivdcIgpwQC+RhcrDNDmg50HUEuqSA3oJLVYepsoBPQ+ilkiXHNBLZKESpskAvfcdnLVwL0Umv+TFrTDXHcEBXRE189dJ2QP6gw8+iP/85z8499xzodfr8fTTT+OAAw7AzTffnLOq4XAYu3btYv7s9DxWDj300Jz75A25AoVWgAN6oRUvnvE4oBfPWqgxEw7oaqhePGNyQC+etSj0TDigF1rx0Y9HgO7ufQ9nLZoy+s4APPPiZphrD+eAroia+eukLAH92WefxRlnnMFUo7zlf/7zn1necvpScsQRR7B0aNXV1TmpSifw5L9OH3IUHC7mhz558mQ89dRTOfXJG3EF1FCAA7oaqhfHmBzQi2Md1JoFB3S1lC+OcTmgF8c6qDELDuhqqD66MWVAX4MzF00bXUfR1s+8uAmW2kM5oCuiZv46KUtAH0ou+mASBGFUal500UU4/fTTcdZZZ8UD0D300EPo7OzEL3/5y1H1zRtzBQqpAAf0QqpdXGNxQC+u9Sj0bDigF1rx4hqPA3pxrUchZ8MBvZBqKzMWA/S+D3DmoumKdPjMCxtgqT2EA7oiauavk28UoCshI5mxUyR3g8GA2PNQKMSAfcWKFUoMwfvgChREAQ7oBZG5KAfhgF6Uy1KwSXFAL5jURTkQB/SiXJaCTIoDekFkVnQQAnRX34c4c9FMRfp99oX1sNTO4YCuiJr566RsAX3t2rV44IEH8Pnnn4NAJJZq7c4772RvSpvNlpOqiQHoFi9ezHzZLRYLLr74YqxevTqnPnkjroAaCnBAV0P14hiTA3pxrINas+CArpbyxTEuB/TiWAc1ZsEBXQ3VRzemDOgf44xT9h5dR9HWz77wNSpqDuKAroia+eukLAH9ww8/xFVXXYV9992XmaETqMcA/dFHH2XB3X7yk5/kpOqFF17Igs5ReeKJJ3DvvfdCo9GAYD3XPnOaCG/EFRilAhzQRylgCTfngF7Ci6fA1DmgKyBiCXfBAb2EF2+UU+eAPkoBVWguA/qnOOOUfRQZ/dkXvkJFzYEc0BVRM3+dlCWgX3LJJSwY3Pe//32mXOKpN30x/dGPfoRly5Ypoir15/V6MXOmMqYnikyKd8IVyEIBDuhZiFSmVTigl+nCZnlbHNCzFKpMq3FAL9OFzeK2OKBnIVKRVSFAd9o/wxmn7KfIzJ5b/iUqavbngK6ImvnrpCwB/bDDDsPLL78Mq9WaBuj0xeSYY47B+++/nz9Vec9cgRJQgAN6CSxSnqbIAT1PwpZItxzQS2Sh8jRNDuh5ErYEuuWAXgKLlDJFGdC/wOmn7K/I5J9b/jkqa/bjgK6ImvnrpCwBnQD8sccew5gxY9IAfevWrexk/dVXX82fqrxnrkAJKMABvQQWKU9T5ICeJ2FLpFsO6CWyUHmaJgf0PAlbAt1yQC+BRcoI6F/i9FMPVGTyzy3/DJXV+3BAV0TN/HVSloB+9dVXo6KiAr///e+Zf3jMxD0cDuO6665jqdYouBsvXIFvsgIc0L+5q88B/Zu79nTnHNC/2evPAf2bu/4c0Etv7ekEfcC+FqefOluRyS9d/gkqq2dxQFdEzfx1UpaAvmnTJpAfelNTE+bOnQt6c19++eUsyvquXbvwyCOPYMKECVmrSu0p8juVzZs3Y8qUKVm35RW5AsWqAAf0Yl2Z/M+LA3r+NS7mETigF/Pq5H9uHNDzr3GxjsABvVhXZuh5MUDvX4fFp85RZPJLl32EquqZHNAVUTN/nZQloJNcGzduxN13342PPvoIlKdcFEV2kv7zn/8cU6dOHZGiBx98MNasWZN0Gj+iDnhlrkARKsABvQgXpUBT4oBeIKGLdBgO6EW6MAWaFgf0AgldhMNwQC/CRRlmSjKgr8fiUw9RZPJLl32IqurpHNAVUTN/nZQtoMckCwaDoD9GZPJuMBhyUvLb3/429ttvP0ybNg033ngjM5PPVM4444yc+ueNuAJqKMABXQ3Vi2NMDujFsQ5qzYIDulrKF8e4HNCLYx3UmAUHdDVUH92YBOiO/o1YfNqho+so2vr5Ze+jyjqNA7oiauavk7IBdAoMRybsVG6//XZcc801iqnW2tqK//73v2hvb8eqVatYFPhM5c4771RsTN4RVyDfCnBAz7fCxdt/yQN6wAO4eoHaccUrchHPjAN6ES9OAabGAb0AIhfpEBzQi3Rh9jAtGdA34bTTDldk8s8vWwOrdQoHdEXUzF8nZQPohxxyCN59911otdqkvOdKS3fVVVfhb3/7m9Ld8v64AgVXgAN6wSUvmgFLFtAJzFffB3RulLXUm4HZZwN7KfPFpWgWKM8T4YCeZ4GLvHsO6EW+QHmcHgf0PIqbp64ZoDu24LTTjlBkhOeffxdW614c0BVRM3+dlA2gL168GOeeey6DczJJpzRreyrTp0/PWdV169ZhxYoV6OrqQkNDAxYsWIAZM2bk3B9vyBVQQwEO6GqoXhxjliygf7Ec+OKFZBEJ0s+9I6OwXq8XdBGQ+v1+diU+j70W9vng8/tBmT6GuigjCMUzoUe6aDM49jz2f51OB53RCJPZDJPJlPEym82snZqFA7qa6qs/Ngd09ddArRlwQFdL+dzHJUDvd2zDaYuPyr2ThJbLnn8b1qpJHNAVUTN/nZQNoC9dupT5h0uSlJVaH3/8cVb1UisRmN9www2YN28ey7O+e/durFy5Er/73e/Ya7xwBUpFAQ7opbJSys+zFAGd4omEX7oN6NqUBNEEzV81noBOqRIejwdejwcelwtBtwOH6nejVh9hArqMDWiz7gujRgODXi9fBkP8UUvgLYqD0J34nIBco5HHlST2SOPGnrP/h8Ps7w+BvtfnG7yCQXhjrwUCCASDLNVnVU0NqqqqYKXH6mpYrVb2f/aa1co2APJVOKDnS9nS6JcA3RhYA1HqhaCpgKb6eEBjKY3J81mOSgEO6KOST5XGMqBvx6mL5yoy/rLn30J11QQO6Iqomb9OygbQSaLe3l7s3LkTl112Ge677749qjZnTm7pCs4880z84he/wOGHD5pUkmn9HXfcgSVLluRvpXjPXAGFFeCArrCgJdSd2oBOIOt2uxlQM6j2euPP2f/dboQCAfT398PtcsHtdDKoPVazEWPRN3iKLYosQ8fumRdCX9UAM51aG43s0fz5o0DftuRVmXo8MPWEPa+U5IEU3AnRkD+rKALkAZcLA04nHE6n/Ej/93rZ606PBzq9HrU2G7vq6utRU1uHqjobzJYKWIwGmHSZT+F9oTD8IXmj2qAVYdSm1+OAXkK/rHmYqvPrH0AbbmW/U1QI0g3T7ueQngeti61LDujFtiLDz4cB+sBOnLo4c/yr4XtIrrFs6WpUV43ngD5S4Qpcv6wAPaYdnWb/4Q9/yIuURx11FDNvp6jwseJyuZiZ+1tvvZWXMXmnXIF8KMABPR+qlkafowF0+oIXMw2nR2x5D5Kzm50o22tnwKexMPhmpuVR2CYgpIvA2+f1ss/PcCgEs8EwCNV6ffL/CbJNJljMZnaxE+WOtcAnKe5LVc3AUVelC//ib9Jfq50EHHZZ5kWSPAjY/wrJvy7+c531AmgsKZZRNIf1LwEeO6AzARMPzwj9PgiIQIAGEeghn+KPpLg9HvT196PPbofd7YZhwlSEIhEEw2EGVkGfB97udtgaGmCz2dhlrKxGrzeQNIzVqIPVkHwazwF9JCtRXnUl95fwbPol2+SKATrdobbhfHbxUt4KcEAvvfUlQLcP7MKpi49TZPLLl76B6qqxHNAVUTN/nZQloOdPLuCKK67AzJkzceWVV7IvjPSl9J577sH69etx77335nNo3jdXQFEFOKArKmdRdSZFAHcwBEmKQBQF6CISggHZB5uurVu34u6778b111+PQCDAXoudagf8fgS8XvYa/YxdwSACHg8zB7f398dNw+eE12G81MlOsUVBYNeOMfPhs7Swk2yjwSA/Jj43GEZnvt36CUAXFXM1MHORDMqJJegFXrkxfU32AOhh90oEHemxSwyNt0OQLPIYXjuw6vb0fg/5DmDbi70uQUC7xgAvREiCAPpnkEIYK/kh5gDq1KdD1MEhDEI2mdYHAwH4dmxGV3sbegYG0GO3Y+wBc1Bb3wi9wSBfej1bg4m1FUmaDwfoBHFh++uIBLsgWvaBtu40frpaVL/huU+GA3ru2pVDSw7opbeKMqDvximnH6/I5JcvfR01lWM4oCuiZv464YA+Qm137NiBn/3sZ+jp6UFjYyM6OzvZycVdd92FceN4yp8Rysmrq6gAB3QVxc9xaIJmMgEPdD0Lv9fOINoe3h8Ot56dTHtdLnZS3TxjH+iNZuYrTeCtEQR8vvpVBuoE2U6nE6+sXInvX3YZ9KLIgNtiMjHQJqjT63SsXuw5/T8Ge/EAZ0NBcMMMYM5FOd7hnptJgR0IOZ+In3JrTEeBTrkhmtMbrroN8PYnvz72QGC/szMOEux/AGHP28k/C/mg3zkR4kDUTJwg3T8AiDq5nhBE2NSDyJjJEMcuhGg6iMF0l6BncJ5YaqUg6iV/Trr0iXq4hHRT9YawD8YE6N+pMckbLrShQhsroRDbXHnz2f+ioqoK9XTa3tTE/Nzr6urY3yzaPEksBHCBbcnWB6JxMvRT7spp7rxRcSkwFKDrmi+DhjZieClrBTigl97yyoDejlNOP1GRyS9f+ipqKps5oCuiZv464YCeg7b0pZdOzLu7u1FfX88iuKsdlTeH2+BNvuEKcEAvnjcAAXPaNTCAkM+Hnt5e5oNNvthktTN36huwVXTLkcSjV5vve9DoJ7DTal1lFSK2ZvlUOxr4jO60RgqiMhJiN71r1y52gn777RlOg7OVpWcL8MGD6bX3ZEaebd9D1PN3/xaR4M6EnwqQzEchXHs5DFI42ZSc5vflM4OQTvPa/yzAVJOx95DzOdCVVHq2QN+1L8RAtA0BP21MkFm9EIS/8V1ExBBgsbFLNB4ER93P0acxpI1hjoQwLuzLSYHUE/RYJ01hX9I9d4oG+AUxaQwtImgJ+9DvcKC7t5edtLd1d7PHfrcbWp0ODU1NqCEz+fp6jDO+hqrI26CI9IlFP+kmiJZ9c5o/b1RcCjg3/hZa/6eDPui6Bhim3M2tJEa6TGG33KKEAuxxQB/pIqtfnwC9z9mBU05XJhD1C8+9gprKRg7o6i/tHmfAAb3IF4hPjyuQLwU4oOdL2eR+KUYFaZ109fYy95iOtja4nE5UVlSg0mRij00VXWip/hpGvcTMkyPGhTBV7s/8sIVwKwI9v0ubuNYyD1o6Sc5gDh2rbI2EYJWC7L+KADp1lMnPew+n1KNV3Nd2SbwLMiUPCCLCuolwN97MXk/chIhXJKBONYHPMBHyPQ/03pr0E6FtOwxdRw6+Fg4Ajt1A7SSEKrciVBkNQlc9Xs7JDsDfcBM6jOlpPEcD6GFBQLtoRGKOEn1EQn0kAE1k0L/dAxE9KZsDtrAf5qSWYJYX9EWdTs9dbjd67Xb09PWxq1b/JCq0GxEMhWQLiqi5vLPqZzDXHYyaaPT5Ua1l2I1g1+OI+GT9uBn9qNQccWMWxT2yBaJ/PQTjJGho46WEIHPEN6xwA8m7FcFdtyAS6JTfv8bJ0I75MUTTZIVHUr47DujKa5rvHmVA78Ki0+crMtQLz72M2soGDuiKqJm/Tjig50/bou65o6MD3/ve97Bs2bKiniefXP4U4IA+em0JdGLgTV962XO7HQGfDx3t7ew5gbXVYkHLpCmobW5h0E1m5VYpAKvZjArLYHqjSLgHge7fISBa4LIcjZC2AaLkh0W/H6o11XAHNiHSK8OoGAEzbiZ4kwwzobH9ChYpDAoR1qVJNltOhdecAJ38r79+AQhFzbQbZ8qB0ra/Oyik1ggcfdWQp9SjVTwR0BmcQ0BYNwGexlviXY8Pe3MehiA95FoJCWGE9ZMQ3uKAsb8Pek/vYJ+GCsBSj6D0AsJVfYC5FjBa4z/X2K7FdtNsti46Ryu0nn5owj7Udq2H2RvtZ8yBwNiDRjRP2pDwChoERBEuFnpOLnRebkswdadx/REBEUGEEeEkgI8NmAjoqZNI9MWPxx8IBvFV9yVo65VgJ2sOj4eduNfW1qKmvp49sudReE89fU8dI7j7boTtryW9TH7u2uYhAviNSCleeTgFeB704RTa888D234Nyf1VUiWx8lDoJ2QITDm6oRRvzQFdcUnz3qEM6N1YdMYCRcZ64bkVqK2wcUBXRM38dVLWgE4nVO3t7ejq6kJDQwOam5tHF5wof+swqp4prRz5xlMh38LZs2fjqquuYs+HKhzQRyV5WTT+pgE6pZ/q94UQCEvQigIsOg0owvVQhSCmzzGAgUAYgXCEBVlz2fvQu3MbOtrb4OjrY00Jvq2Uv9pkgrWiAtbKSlRTTmt6XlXFzEgznWwy02OfXR4+esIb9n6MoP2v6K77AcJidXxqgrYJOm0jwuEeVLT/hL0eAzTydPZXnYVA1VmgM9aGsJ8FKQsydIt2DwmN4UA8SFlOgJ7Jp3u/s4DKJsDZAWgNQN3krE6rc/0FCvT+CZJ/PWtOptwErcGKBfBVyz7vYQDVkRCMUhimlFPjbMekPjs0BoQgAPadQNADk30r6tfL5u+RqcdBmH46M4dPM4mnn9ddi07LgbB8+DBMFPEdgKlno4zUNRMAMRrs7aALgKa949Oi90ivRo9Q1ETdEg7CFgmlBZbL5I9OKz12qI0JyYOg8zlI3ncQkdzMDF/SLwC06f7nbDIsmv1f4jqzt2f1ZdCYj4rPldy87A4HizJPQQP72OZUL6oHNsPo2o2wxoA+61SEG6bCWlvL8rpXR3O9sxzv22Vrj8TC/dyzfYeOvh4H9NFp6Psq3VefpaqbmR5kcnQjKd+aA7rymua7RwL0XmcvFp2xUJGhXnzuRdRW1HFAV0TN/HVStoBOOcn/+c9/smBusULB3C6//HJQLvNyKgTo5513Ho4//ngQeN9www2YPn06rr766iFvkwN6Ob0DcruXbxKgU1TzNqcPUiTCgqYRYNAGXmjADpe9h/l/u8jnOxBggR8H7HYG1gcedxIqq2tlX29RhE6rhSHgRXU4wECcgqtlU9KgKuRjptINXz4Do7MdMNcAB16AsG4rfM6n0F37w6RuCdAD2hYYIMHY/wh0rpcYnLKiqYOn4XpENPXsv2PDPgZ1lObLL2pZBPHEQGJUJ1tAD0RThRkcrcA79yTfatAH1IwHDv9+HMppTm5Rw056td2bYEIEGpMVXrONtaVNCUuEMHoPhaCWgL+yGWialVSRLAyC/Y8iEtwAr1iJgHEW/NaLEBFM8IWDLK2ZaWA3oDVCb65GA0WWH2Hk9CR/74gEOHcjEojsOrIAACAASURBVOhC7fqH4a+eDveE2YB5L1RIIVR0/RoRyROfI+VO72n4PeBoQ81bclA1gQLN9W6Rt0ss9YClTq6f4ApAp97bNWZ5UyChNHR/jZqeTfIrtBHStDcy+Zmz7nx2iJtek3O/0/urZiIwaxFCvpfTNhIkoRZizc1pAeLYOI42YPPrkBxfAGYjxNrDgGlZfDFc80A87zxFmWcuHONOQqdYz3K993s8cAwMwB8O4+gJ98kxFLRaaLRa5gcvaivQYf4TS8FHl4ly2lOqPbOZxVNQvLh7gV2fAwEPMHZ/oPabE+SVA/ro3k0ZAZ38+Kc/MLqOC9CaA3oBRFZ4CAboLjsWnnGKIj2/+Oxy1FXUcEBXRM38dVKWgP7II4/gb3/7G0455RRQ3nIyu7Pb7SxP+fLly/GTn/wE3/72t/OnaoF7JkD/1re+hRNPlCM8PvHEE3jnnXfw17/+FcFgEA8//DBWrVrFIGTixIm4+eabQX6xiSbub775Jkg3Anc64TjnnHOwePFi1h/lTP7zn//MTunpi9KRRx6Jn//85yzP8W233YbPPvuM+TO2tLTgjjvuyPylr8Ca8OGGV6AcAJ1Am6KW02k35d6mCOdJF73mdCKi1WH83gfA75ODdMWCq/n7+xDYvYP5fleYzaiqrGTP6fSb/G8pKnZqMUQkNCZE445BKW0CMI6KhNOgsFvQwRs7OaVK/a1AwIWGr5fJgE6lYQak/ebCa78zHdD1kxAQaxigUxED2xEO7UJYa4NOOx4RUTaTp7lQ4LBkb+X098JwgE7ASCAYA0ZDz2bY1twrm0tLIcC+Cwj7AZ0ZaJgOzFzITLbpPn3hAKrfuw/agbY4GnumnQTPNDnADQWqI1/xjOXtvwEDUT2owlA5zgG2AREz5Q977QhojND6B6AjU3wqejNqqprjgfGG/42Qa6RuplBQOknqB906ndnHimg8ADWhfpi9H4I2DgTtOGhMs9l7RtezGdVr7ouulRs6+w75PUEB6iob5S4Sguk5BS3aNcnbKBVbV6Nm7VKYEzc0ph6PzukL0wLBUXfjv3w62d2AXqybjMCU7qTTcPY+kSQItbfAZB6TLksmSwla30kJvviprUYY0Z+C/YV82xAKh+ObZQ7fZGzuXQBXNK0fwbw3GESFuw1NGhf0JhMkUw3s1dNgpt/XqioG+ORHTxtlmR7pNaqTmO+bTb1jA/BqSlT6/RYB+ynzBTjb95pa9Tigj075UnbR4IA+urVXo7UM6P1YeIYyWRZefHYZ6iqsHNDVWMwRjFmWgL5gwQJ2Un766aenSfHMM8/gX//6F1544YURyDRYlXzyXnzxRWzZsoWBQWL5zW/U8T9KBHSCZsptTNHlf/nLX+If//gH1q1bB5obWRBs2rQJ48ePZ76yiYD+0UcfMTcASruzYcMG1pbge9q0abjuuuuw//77M2gn4Kd7p8j1Tz31FNauXcv6ptOQzZs3Y9KkSWnRf3MSmjfKuwJqADq9f+hkLfZIz5Pybcfybic8khADfX2sHv3OscvjYbAdC3RVZ7UiIkkw04mb0QizXi8/j16GyiqE6prY+zTxNK4iEkatRF7bmctwgJ5kDh3tgs76KGp24sktAZg9lpqL6nWthxgKoOWzxyBS4LFYWXgTyAe4TWuNm7gL2noI2jEICyI0dKIbLWTiTdBIMB4URAbTEURgjEiwSiHURIaA4CxO0NM2FMjPecX1MAfdgLNTzgdOpaJB9sEmE/2TrmNwatr6JixfL2NnwbFTftKi94RfQTLVsmYZ/cTp5PyTDCaiZEY/hL82bSS4BC08nRvgM1ZBE4hGVY5qZK2fEg+Ml+0vVGrEdCmwGRJCTGtNZPAzX9RPQYVgSnv/pAI6ImHouzdBQ6BNp+d0ik4lAXppTNoQidDmTtAHSWdEw1t3weBoAwWXixedCY75f0jKiU4/Y5tGb96RvLkRbRQ4tDJ7QB8qz/twkfmHiOgv1ZshzZDN+EX9dIiGmew5pcsjVw7a2KAi6MZDX/tjCBrZ0iJeou8JZvUStXxx2vZDh+1glj7O4/XC5/fDHwrBFwzCT7nhacOOHkMhZvFCJvj0O09+8TqDATq9Hkf6PoJNskMUBHaCT58jVOfDGd9lQJ96xSxlqA59hsQ+RxKfxzYCWPaEPVy0WUA/T33Mi5XAEG96DujZfhoMUS/sRqjrcUi+rfJ727IvKIZCKQTa44A+yrVXoTkBeo9rAAvPlA/NRlteenYp6ixVHNBHK2Se25cloB9xxBFYuXIlM5NLLXSKfPLJJ7MT5lzKr371Kwa5xx13XJp5K4GyGoXGJVN++gJCp4izZs3Ctddey4CcTsH/9Kc/YeZM+YtRrAxn4v5///d/mDJlCnMH+P3vf8/8By+44AIG8bHy7LPPYvXq1fjRj36EvfbaK6l/AjBeCqvAe++9xyA2sdCXPvpyGyv0pTD2f9rMSc2BTPXoSyeBM/0hp0L1Y1c8r7YksS/G9P+MlySx96PTbpeBPBRi9eg1Or1mj4KASouF9R3Ls02vGwQhKf82BVWjL9WUl5uexy76P30pzqYQKHbqLWleyTUhP8xDneYC6NSZEErJP22RgqiOBkojU+6+DBHCrSE/KhL6pfF7tUYERDmXtaZjLaq3vQ1Lz4bB6WuNCJ/wa/Z/CoBm12oREvTs/xYpBK0kwaHVM+iN9RNhdyRvBZB5Nz0jMKbHhoCbtctUWltbmYXNrbfKUcsJlMLOJ4CIHGCtr/oiBA1TkpoaOr5Cw6ePQezeyPyyYahAhKUbk+8pPOcS7GzeH9Y1/4ChdyuEiIc6BgQ9REEP+6HfR9Am99kccKdZGQibX4e45Y206Up7HYvIlOP3uMyBr5aiZ+zstDpVVWNQISabjQ/3fiHo79INvlciwW0QAjsgaRNiAoTt0MECUySCSrExCSz7tUa4RS1q3/oztFFrAJ2nD1pXNyI14wCNHpGaiYgcdAEiFFQvut4dfjeE2MYHgMZ374Go0cOQ4hIQnv9HuMRBiwwdJFSFAtC+ew8Ecg1IKYEjZ0NyP5/0qoQaCDU3s9+zpDLQDs1796b1QfOVDvnOHqXTvHazbFofLRTlPtzQhwi5KkSLxnol84GPF3IPyJTDPlpB/OBBCPbtaeOSBiMp9NlDf5Poc4gu02f/gcaxk33G0UWuL/S4Yfp3ECbXl5gLTPQ5fW6yzztRjG8U0IYg++yLfj7SZxdZ77DPyqgrDXvONqrkz1EKGDngdLLniePGPl/pnmqrq5lLAAN4QWCPiTBPz8nSh6LvCwT6UQuBWD32SJ8ZFguzckt6PdoXaUHzpe9I9DcjU53Ya/Q3ImMdjQYCXYLAvgvR4cWe+qHx6G/Bngp9nif+vaK6qdYPVCf2/SL2NyrWZ+z/NFbqd5DEuvSc6tCcqcR+tqc6qWPE/k/zSb2vTHOm90omfWL3mOneE+cWew+k/j1P1ZPq0X2kWY0kVKRNrMS//bE2iX3Ra8ccc8xIfs0Ur0tzyPZvvOKDF1GHMqA7seDMMxSZ1UvPPgebpYIDuiJq5q+TsgT0K6+8kp0OH3DAAWnKffrpp+wEnUzgcylkMk9gSifUxVII0E899VTMnTuX/cGNRdAlWCcrgqeffpqZrSeWVECnU/Z///vf2L17N6tGGxkE55dccgkLsvfQQw9hzZo1LFIvgTr5u9MfNzKLf+ONN9jz+fPns/oEhdSel8IpQF9GaCOF1jyxkP9m/LVIBHqtNv6lRAqF0v+IR1MveaPWIbE/9OykiE6PyGdUFGExmdiXEl3UjzR24kQnVvScHllaMIJtUYSR0jXp9ez1+OmURhN/jd6zDNLplCvhuZJ/nAlqXUYLwqIWohSGMRSAJbDniN9BaqM3I6SVg8kZg35Y/BTOS968cOtN8OjTzeDNAe+QfUuiCMPaZ6Ht+DJprUJjD0Fw6p7znFLbHlMVJEGMh4ALaLSQGCTLcC5EN1ZMoQDq3NGT7pS3Iv2e33ffffjjH6Og0/8bCBE56B0Ve82FCJqOBDTyiXes1Lv6oP/iv9D0Rv2iE37mOfLH2F0/FdVrl6JmwwMQJFf0pxFImmb0HPHbOKBTP6lF7F4Pw1dPp70emHEqws37Z/xlIj28Gj3Ma5+Bw7YXwmbZv1v0D6By69uo6PwKEB2Qqk0I7PtdwJRdHm/WLwW9Iz2Du2Cy34Te+qsQEQzQ+r+GZeBJQDBDK4WY2b9kuRyCXv57QxsoPq0egUgYxt0fwxBwQxcOxu8hYpRBP/GLPYG1v/NzOMbNid9n4zt/gz7ohaAf3GiWDFXwH/HjjFro1i1Ne09JFY3wz/42BN8LQOA9tgET0e4HybgI0IzN6NttePcvTL/EEpx4NEKT9vxlXdP+OfTrB7OCBMatgVTdBGgGAzFGtFOByp9lnH+mF/Wf/D8G0qnFe9x1WfeRS7/0ucdiVCRsQNJzej0RyhOfk4kF1UkD9ARgp8/D2OYnA/QEUI89p89X2gyIQz5tHsQ2SWmDlaBFo2F14pAfHYPqxfqlTU0CsdRxqA7NkwpBGkXkZ/3H5pP4PBJhVki0GUDjxjc0ouPExqdMFE6XS/55bC6xzY9oXXIdojqJJRUiqZ/Uv2GDSQTllrTxQC56mUqsv6S/eykVY3ViGxjsd1yQN/ES50ObIyajEb4oxMe6SZ0zbRjTWiSW1I0D2sDweb1MY/YZEdWEnsc0pfUKRPuJbbIgNq9o5xSrIXEzIBOEa/R6tskUaxufV0Ich7R7oPtMsQileZHLopJ/g0f6S0vzzHTQNtJ+Sr0+AXq3240FCsXPWvHMM7BZLBzQi/yNUZaATkGebr/9duaDTqfpsd1UOjUnH3Qy384VsM8++2zcc889aGyM+hEWwQKn+qAnTokA/ZZbbhn2BP38888H9UOWAQTYpF9dXR0uvfTSeHf0R+WTTz5hJu/k506n6rGyc+dO/PrXv8YVV1zB/P55KX4FsjVxj33BiwVXi325YF9goyfjmU7RqR5t3CSatKeauAuSxPKAs3ROsSsYRMDjYf+nfmlTKBQMwkD+prETdPI7FQT5/0Yj2zCgL0GJZu30PN8l0Q86caw6KQhLomly6kSCXkQ2PYVI91cQNHUQGucAE4/IKgJ6otk9mbbTGZAEMR5ejEzsydjdIIXRIvmgzxAkLdEHncyNU3Orew37wlF9AUT9YF5fkxRCPZnNZzJFr50E32HfQ7vGBOOuh1D3/v+L3zEzdTdr0X3ifZD0EzPnKqfa5Mf8/r/SfdAP/W5GXSiAXUc0nZwQ9KDyYzKPlyAYLDBtfA16Vxskgx0QZAuS0DgNMPMMZko9kkKuCc6ID+GIDyHRBIv9MVg8r7Oo7NpYDnLBBFE/UfZF19igrTgtbs6d1VgU3G3T69Gq0RN/v0v29zclbK4mRn4ns3L6Ak8BBsm3nfT7+NF4oDbmv7/vmYC1JW0KGdOsbXsnGmDOD/RuYe8iViiY3cxFWb032RwoyBzFCAjckDauIJphaPp7VpKwSh89wtxBkgpZHcy7nr3EYlCQiTu5v9AjmbbHHn0+BqL0f/rcCUgSgtGTdLO7DQc632PARCBGr38tjMeXkXGsT/rMi20k0uaktbqagdqeTNwpoB191sXN2ynwXdSlJvYabVJS/0OZuMdODGMbo0OdSNPchqtD8x6qDgEuQSx9N0ocIzav2Glt7JG03tPpeCLgDlUv+0XPb83UU3IabagT9MSfxWaVCt9DnT4n3kXqBkBMo0Rd83vXg73T/Olvf+L3t0KNzcfJTQEZ0D1YcObZuXWQ0mrFM0tgs5g4oCuiZv46KUtAP+mkk9gOZX9/P1OOduBiO64UMC519/CVV17JWmH6RSHQpxP61A84MglXo+wJ0MkHnXzKyTR/KB90+sAmU/i77roLkydPZoHifvjDH7JTeQJ0CiC33377sfsl/3NK4Ub+52TqTybvFByOfNoo+B4B+mGHHaaGDHzMESqQLaCPsFtFq9N7k75ck6lmkg96NDBczCddCofR39s7GCDO6WTPWRRoAnejETXV1aCzPDKrp5OaWGC42PM9mQQm3hTlyo7BC0XtTvXXJpPjZgqgNlShNFa9t0IKyqkRqYi6CdDX/yEr7Vo1gwnEyMSegtNFyIw74aiJ0EpDEd8jUjz1WmLnSYDuX8fmk1r8FSchYL2EndZToDLyf/fTeJQ2rPMrmMkCwNMPUD70sQfBpzOzoG36gSUw7XoMWrsfoi+MSJUOkXoD0HQ9dPppGTcM4mMHvZC6NiIYDkCrM0JDJvEZXAiofqZ0Y/T6GHc7NEt+hEikGxHtYIR1ySQhNGcy9PU3QNRPyEprt6BFb2LsANoC8H2G2u6bIfo3wWc5DEFtM0zuVyBoxzKrBrKu0Apmtp5pPtVDjdr6CcIbXkbfhL3j0fgtPRthqWoC6qJ/Vyy1gyBOEfUpB32sTD0emHpCVvdEldIAPRMI78H3P5uB/B0/TIpwz97nhhnQ112bsTn9zaYTVjqtdXu9zL9c6N2Kpl2vsICEMR/0rzRT8DVaGOTSaSsLDmc2JweJM5lgNJvjEeCZVQ5Z8MQsdMhlJuSCuWcjdAhBatkXmvqJclT5lDgV2dxrqdXhPuiltmLKzZcDunJaFqonGdB9OPmscxUZcsUzT6HebOCAroia+eukLAGdIo6PpOwpHVlqPwT/Q5WRgP5I5jdc3T0BOp1Cknk6RXEnYKEo7jfddFNaFPfXX38d//nPf9ipOZ1YEqyQlQAB+l/+8hcWAZ9AiTY4/ud//oedtFOwvMcff5ztxtJu/Lx581j9bEFnuPviP8+vAqUA6KNVgMA+FtWdYJ6+mLKUak4nnP397PeAPXc4GMw31tSwlE+U07zKYmG+nhTRnUV3t1gguP6cFHCLgl7p637JIorHSmpKs9R7CDqWIOS4n/luC6KV+WhToX5iQbT2dN/sRFeQfe8J0KkQNJPnqeyLLkOigZ3uRhARgOpwELUJQeNSo7hngimd9QJoLLLJfaY87qZIGPUpAfbaNEaIA8/AMLAkfgsUwIzmk839pQbTowB4tnAAbkEDH5n1kwsGJJaqbah0Y419W2FY/r+IRLoQ0Q66MDBAn00bIddlpTPdQGrAOKa173NU9twFv2l/+E0HwuB5BwbPu4iIVQzQ6Z1A6eTM1VeyqO7ZlPDAa3D2PYQIs4cAgtq94TNfCpulFmaDHKE/Xr5+IT1aO/3wpOuyO+XOBOgvZghwOlxguGFuLOx5G8F+Oe0U8wEPhdATPA997gkYcLng9HrhosvjgZOCPvr9qLRaUVFZiWqrFTqjESbaTNOLqJacMOsEBtGG2hb294Z+XwmmeRm5AhzQR65ZubTggF56K0mA3uX24+SzzlNk8i8/8yTqzXoO6Iqomb9OyhLQ8ycX75krUD4KlAKg0+lwMCybKGs1AjRRn7x8rAKBPAE76UJfYNnV3y9fDgf0oY04bNJrzJ+egjOR/z351LuFc6CvPIblRbdWVe1xg4qgJdBzIyKhwWBegn4SA3Vt5ensyqbQya4HAgZEXfzUNgwBQYJ0AdCTPyxFeY92RsBYJQXjQJ0K6GHvxwg5/hU/8RQNB0Jf8714AK+hYDgxGjuZykd0jXDAD03H1fKaRSLMFJxOkg31f8wYEIxM1fs0BvgpEBc0MsxTm6j5OPURSll3StNGr8U2KhI1Y3ngn/weIoGdSSfoYZuE8IwJ0OsvgWjYO6Ppd6r2GQE9sBFVndfDUSfnqtd71sDofY/lYqcwfTHVq6yXQmMe3t2HzOK9nb+An8g+FCB7W2a67q+5GIaqRbD6NkPyf8rGIh01X6wfNGNPnDAFcbMlB+sc6r2UdII+VIq0EQA6pUTr6+9nec77BwbgoJznLhf8/g7oI1uhNxgQMsyA0TIW1TYbA+zKysp4znN6TsBdTkXyboXkfJ/dklh5KETToLuI2vfJAV3tFVBvfA7o6mmf68gxQJ9/pnKA3mDhgJ7rehSqHQf0HJSm0wD6gkuR0+l5rBx66KE59MabcAXUUaDYAT0QltDlDsQD65BKNUYdKg3ZRW5XWlVKqxPoeDTNp36X61Bs6NgbDgIUu52ZzzfX1zOAp5N4Anc6gWcAH/4TRGkjIkHZT1f+9k7+y9OzOmFOvSc6ue/RJGY9p7juIiQBCMbDyMknurqIhAaWIz3CPr/uvvtuFmsimzIUoFPOdY3nLYQGHkdEkgMUkhWA1rIYkv8TSKGdEPUzGKgOZe4d65s+SQNRiwCCen00pRz52dPcEwudytsiAbSLyRnf4znWd38CvHknJLQyH3TJFEFokhai1wB9b/RUu24yQP7tmYrkQci9EoGwiG7jHAioBDQGwGiFEGpFbduP0VX/v3LLsAOV/f9iTgWJgF7dcGtWJu7kMuHr/b+03ObBigWA5URUdfw0aYb61maIPXRWn1KOuwbo3Qase1H2RyfXgImHZzR9Z+4igggYZCiuevl3EBIisLMXG2YAcy5iT8n8vM9uR5/DwdKW9Q0MwO5yyf93ONjJd21dHerq61l+cgpKmnh90066w/bXQLmyE4tu/K+hqSoO9y8O6Nl86pVnHQ7opbeuBOidLj/mnamMifvKZ59Eo4WbuBf7O6FsAb29vR0PP/wwPv74Y3YiRl8W5syZg4svvhhNTU05rwtFO6cUZvQhR5GQm5ubQWOR7zb5ZfPCFSgVBYod0LvdfnhDyWBGAZ3GVsmpqQpdwgNrENx5c9qwuubLoKEcuNFCJvT0BZhiYNAjO5Hv62OPRzT9BZFwEI3WbsSsc8klZCA0Fy7t1cwvnkzp6XEk0XPpFJoKbV10aAzwCRp2mh4rRoQhRABb2A8zpBEDeqa86ISIY8NeZDKPH4k1QCzoXSKg08yN0fRimQA95ufPIqZDYDniKR1ZWkC8/i0IBz5EJOKFsPY9aHwp2Tcy+VlLHvi7foFIoBew74TfOBnu6sXQeFog6itR1TQekc6fotN2NSKCEUFdMwyu12B2LpdT3Ilm+K0Xocl4SFZvUQJ0f9//wZ+SeM5fdRYMkQBMA88l9SM4/DBsSzmNpdPu/c8CVmXYcMlwst4TBlxaQzyKu3HXh6j76jlE/C4WnNEDA760Hok2bwS9tPHkdKKxuRmVVVWoqa9nblDk7hR7LGQO76xEVbmSf8NliAS7kmYhGidDP+UulWcmD88BvSiWQZVJcEBXRfZRDUqA3uH0Yd4ZygD6K889hcYKDuijWpQCNC5LQN+6dSvzhaaIqpRqjb5E9PX14bPPPmOBYiidGPli51IuuugilrrsrLPOwuzZs9kGAPl4U+R4ig7PC1egVBQodkCnHWN/1Lw9UdOmCgP0mgwniPkWPuyGf/NPkr54CxoLDNMeADQpfsJDzCX2xT0Y8EIKdCMUCiAg1WKt9xfot3uZf7yT/OQdDgboTXVy2jAKcmfR61nqOopOT4+x5xVmM4tgH4MklsdbNMBF5uICWHC3mFq5nqBTn3TSHUqAfopUb/J9mTHA3J6CgaVKkxiVnk51KVlcIqCTmX5qJvN4RPlYZ5Q/nCKZD1UoQjmdLKeWDMHVwu6VCDoeA5ydQEJe8nBgIRxjz0CoeT9ADEH0rYWkrURItCKoa4EADQwURT66EUJ3omP6pyaKSpkEbQh0/xYhqZdZPcRqh+uuRZVzSVLMg1hLvXAZRJdfnh/lGR97END6Sdb3uDEkyhkWwmH4KT94MIi+3dvQ//mbsFIchvH7os5mY4FFKS4JwTgv2Svg+2pwwy6xlXGf5Hz02feobE0O6MrqWUq9cUAvpdWS50qA3u704aTTz1Fk8q8+9xSaKo3cB10RNfPXSVkC+k9/+lP2hePmm29Oyv9NQEKpwCiSK0Usz6WQGTtFNacvxLHntBFAwL5ixYpcuuRtuAKqKFCqgD7eqqKvatiNUO/gl2wtnZxnCee0yCMxfaWgdgTsFKma/OPpkT2nx4GB+HMCwK6eHgb05B9voqj1ZgumHHY0C3jH8tdTyqWAD2jfBYNej96eHjzyyCP4zR13QTJaQMf5JgGolQJDRlmn02o5hBni4En+0/7Oa9Lev8yHve4nWb2vE6OxE5yS7zxtKlRFwjBLQZZXnHzUY7YUZK5PlgDstDw1YBqlqpu1KH3cTKnhqFYGQA85nwNddHqO4GAU+O7x9yISqQWqxwN6MxuDfOF17KSfthBktA4KGhZcLjbfWKC7QfROnx7pGOx/lML+sV605pNYgLlA791x//Mk0Gt5KL0TAvQvBoPz0RfxQDCIrpr9sFk7Gd0OB7rtdvTY7Tjm7AvYZrXRZGKP9PfMZNBjrFW+L15Gp0CmE3TBOAmGKclm76MbJffWHNBz167UW3JAL70VZIA+4MWJSgH60qfRzAG96N8IZQnoRx99NIsuPnbs2LQFaG1txQUXXMAgO5cSOzWntpSajDYBLBYLM51fvXp1Ll3yNlwBVRQodkD3BMPo8cSQUJaoQq9FrYmSpZVuiQWPotN3seowCLoGRW6GTkQJ6ilyPXv0+eGXKMheGCG/H46eTvgpXZ3Xi7a2Nmxubcc5F3+H+RdTmjoCedeAA2vfXgW9VgsDpaaKpqdij1otKoxGFgSPID92Nervg17sjOd/pn601u/CUHVsVvdFAN4v6uIm+XpIsEqhJIPvxM2BeJR8ygP+wYPpYxx5ZXoAOPLJJvPvRD9ryqd99FVpJ+/x6OMJJ+h+0xQ4Gn4PSDo5EFs09Rr5wjdKySn1EtPgxSZnjYRglYJZ6ZFYiQLvBftuTUpXlhhdn+pSOrKevj70d+5A89r/B38oxE7HKS0ZBWdbO+U8VLRMRn19PbvoVHyH3c1iO8R8w7X9rdDUjWdmj7yMXoGRbMSNfrSR98ABfeSalUsLDuilt5IE6G0OL05crEwe9NeefxrNVTwPerG/E8oS0A8//HAsX76cmeallt7eXpbf+913381pbS688EKWjozKE088gXvvvZd9ySFYs1/dxQAAIABJREFUpzzgvHAFSkWBYgd00tEXCsMflk8mtYIAi56nVVLi/bV9+3as+uBTnDD/5KTu6MtbjQ6IhIIs7RWBXuJF1kKxnPT0c4L9kNeOFuOr0MLOgmZ2Oadh7U4bA3/KUW3S6WA0GOTn9KjRsEB6BP1krk+XyWiMP6fT3KzKpteATa+nV525EJh0ZPrrZA5Op8wUSK2qGRhz4JCR3MnkPOLfIteNSAhhFvrG/U6G+crGeN+ppvbkD0+54FNLJpDP6h6pkuSB170JTscO9Dor0O0wo8/pZAHaKFhbRBBga2hg1yS9E2MGNqDS2wFty0xg5vHAuAPS/w46PRgISqj54EEYOr5iP9ebKqCZcw6w1+FZT41XHFoB8kGXBtawCkpuxCmhOQd0JVQszT44oJfeuhGg73Z4cMJpygD6688vQYuVA3qxvxPKEtDJ/3zWrFn4xS9+kab/HXfcgbVr1+LBBzOcvOSwWvRFl76wzpw5M4fWvAlXQD0FSgHQ1VOnvEceCtDprpXy8SdYTzzRT3xOLkhkvu+hy+1mn6H06HG5mHsSAXud1cpO65m/fRTmE33va7s/hmX3mvRc2JkCv+WwnBS8LeJvg+D0QgzUoG384Qjpk2MNkB++JRKK906++rvFdEBP85lPmQ9tdlAgtgG6KEc4RUhPgHA67a612eQrGqSNYqvQaXgu6cloLaR1r0P/5fPRwHay3z8rZ9wIWNI3t3OQkDcpUgU4oBfpwhRgWhzQCyCywkMwQO/34HilAH3ZEozhgK7wKinfXdkA+jnnnBOPor5mzRr86Ec/wl577QUyd6cAN3a7HW+//TY2b96Me+65B4cckl2E3UySv/XWW3j11VdZYLh//OMfePLJJzFv3jxUV1crv0K8R65AnhTggJ4nYUugWwL0x55+Fhd+74qk2WpFAS2V6kTJj02ETt4ZsHs8yb73MT98h4O9Ljm7cZzjdeZnTQHyyLQ+ojHgU9sJ0BirWWA9FlAv5mcd9bWm0/y4iX62p/WUAg4CHIIWflELDSSYI2SKn262Hk8bJ0nMooDcB6TudvjtvfD6fPAFAgzCB7xeBuQOt5ttRFBwtiqrFVXV1ew5/T0hCKeL8oYrWQjQNR/8B7qdH6d3e+JPgabpSg7H+yoyBTigF9mCFHA6HNALKLZCQxGgt9o9OO7UsxTpcdXyJRhbbeZB4hRRM3+dlA2gJ/qGk1wE6QTPX331FUuJRl+A9tlnH/zwhz8cFZw/+uijbCOA/NhvvfVWFsV96dKl+PLLL3Hdddflb6V4z1wBhRXggK6woCXUHQH6jTfeiDvu+QfcgRBCUgQmrQirUadOhPxctevYAKx/HZ4Q4DPVwFc9GS59LbweObAeXQG/nwXVYyb5lP876ocf+z8FSauyWBAOhdhpPF2Uzi/+PBpkj6CeTvfJt5vAO37FQFySIGo08AZDaJg4Gda6ehZF393fh4jfy066TZWVDLYrKipQVVXFLkoBSnMoZCFAFz9ZAv3WtzmgF1L4IhmLA3qRLIQK0+CAroLooxySAH2X3Y3jTlEG0N9Y/gzG1nBAH+Wy5L152QJ6TDn6EkamlJWVlSxS7WjLwoUL8fe//52laYttClC+49NOOy3nwHOjnRNvzxXIRQEO6LmoVh5tYoD+wAMPlPwN2X1BOP2DZuYE182VBmiE1ORsmW+VfOzp7wT518egm07xU5/Ta1Ri4J76SKf4FEmfRUc3qmuFMNyiEqCjYwOMb/8juaqlFlj0m3iU+uH64T8vTQU4oJfmuikxaw7oSqhY2D4I0Hf2uXHsojMVGXj1C89gXK2Fn6Aromb+Oil7QFdaumOPPRbLli1jwB8DdAo8d/7552PlypVKD8f74wrkTQEO6HmTtug7LhdAD0ci2D3gS9O70qBFjbG0o/3n801EgE5f1E09G4B10UB7ehNw8Lnc/zyfwhdJ3xzQi2QhVJgGB3QVRB/lkAzQe104RilAf/FZjOeAPspVyX/zsgL0Y445JmvF7rzzzqzrJlakwHONjY24+uqrWR70Dz/8ELfffjvoD94NN9yQU5+8EVdADQU4oKuhenGMWS6ATlH+u9zJqfhIYYNG5CnD9vBWiwO6yVQcb0g+i4IqwAG9oHIX1WAc0ItqObKaDAH6jl4X5i48I6v6w1V688VnMaGugp+gDyeUyj8vK0CnYDrZlldeeSXbqkn1enp6cM0112Dbtm1wuVwsim5LSwsI+CkYHS9cgVJRgAN6qayU8vMsF0DnJ+i5vTc4oOemW7m04oBeLis58vvggD5yzdRuQYC+vceJuQuUAfS3XnoOE2wc0NVe1+HGLytAp4BthSj0Abdp0ya0t7ejqakJ06ZNY0HoeOEKlJICHNBLabWUnWu5ADqp0unywx+W/cNjRalUccqqXjy9cUAvnrVQYyYc0NVQvTjG5IBeHOswklkQoG/rduJohQD97RXPYSIH9JEsgSp1OaCrIjsflCugvgIc0NVfA7VmUE6AThq6A2GEIhEmZ4Vek3WAOLX0V3tcDuhqr4C643NAV1d/NUfngK6m+rmNHQP0o04+PbcOUloRoE+qr+Qm7oqomb9OOKCPUFsya1+yZAnLp84i4SaU2267bYS98epcAfUU4ICunvZqj1xugK62nqU2Pgf0UlsxZefLAV1ZPUupNw7opbRa8lwJ0Ld2DeDI+coA+jsvL8XkBg7oxf5O4IA+whW66qqrWEqe4447Li137dlnnz3C3nh1roB6CnBAV097tUfmgK72Cqg7Pgd0dfVXe3QO6GqvgHrjc0BXT/tcRyZA39JJgL441y6S2r27kgC9ip+gK6Jm/jopG0D3eDwwm835Uyra8xFHHIGXX36ZpVnjhStQygpwQC/l1Rvd3Dmgj06/Um/NAb3UV3B08+eAPjr9Srk1B/TSWz0C9M2dDhwxTxlAf2/l89irkQN6sb8TygbQCyX0hRdeiOuvvx7Tp08v1JB8HK5AXhTggJ4XWUuiUw7oJbFMeZskB/S8SVsSHXNAL4llysskOaDnRda8dsoAvcOBw086TZFx3nvleUxpsvITdEXUzF8nHNBHqC1Fb7/22msxf/58WK3WpNbnnXfeCHvj1bkC6inAAV097dUemQO62iug7vgc0NXVX+3ROaCrvQLqjc8BXT3tcx2ZAH1Tez8OUwjQ17y6DFM5oOe6HAVrxwF9hFL/8Y9/xBtvvIEDDjgABoMhqfUtt9wywt54da6AegpwQFdPe7VH5oCu9gqoOz4HdHX1V3t0Duhqr4B643NAV0/7XEcmQN9IgH6iMifo7xOgN/MT9FzXo1DtOKCPUOkjjzwSTzzxBMaNGzfClrw6V6C4FOCAXlzrUcjZcEAvpNrFNxYH9OJbk0LOiAN6IdUurrE4oBfXemQzGwL0DW39OPSEU7OpPmydD15bhmkt1dzEfVil1K3AAX2E+p9xxhm4//77YbPZRtiSV+cKFJcCHNCLaz0KORsO6IVUu/jG4oBefGtSyBlxQC+k2sU1Fgf04lqPbGbDAH23HYcoBeivL8d0DujZSK9qHQ7oI5T/3nvvxRdffIHLLrsszQd9ypQpI+yNV+cKqKcAB3T1tFd7ZA7oaq+AuuNzQFdXf7VH54Cu9gqoNz4HdPW0z3VkAvT1rXYcfPwpuXaR1O7DVcsxY0wNP0FXRM38dcIBfYTannTSSUO2eOWVV0bYG6/OFVBPAQ7o6mmv9sgc0NVeAXXH54Curv5qj84BXe0VUG98DujqaZ/ryATo61r7cPBxygD6R6tewIyxHNBzXY9CteOAXiil+ThcgSJTgAN6kS1IAafDAb2AYhfhUBzQi3BRCjglDugFFLvIhuKAXmQLksV0GKDv6sOc4xZlUXv4Kh+98QJmjq3lJ+jDS6VqDQ7oqsrPB+cKqKcAB3T1tFd7ZA7oaq+AuuNzQFdXf7VH54Cu9gqoNz4HdPW0z3VkAvSvd/Zi9rHKAPrHq1/ErHEc0HNdj0K144BeKKX5OFyBIlOAA3qRLUgBp8MBvYBiF+FQHNCLcFEKOCUO6AUUu8iG4oBeZAuSxXQI0NcSoB+jDKB/QoA+ngN6FtKrWoUDuqry88G5AuopwAFdPe3VHpkDutoroO74HNDV1V/t0Tmgq70C6o3PAV097XMdmQD9qx29OOiYhbl2kdTu0zdfxN7j67iJuyJq5q8TDuj505b3zBUoagU4oBf18uR1chzQ8ypv0XfOAb3olyivE+SAnld5i7pzDuhFvTwZJ8cAfXsPDpyrEKC/9RL2mcABvdjfCRzQR7hCt912G0455RTMnDlzhC15da5AcSnAAb241qOQs+GAXki1i28sDujFtyaFnBEH9EKqXVxjcUAvrvXIZjYE6F9u78EBRy/IpvqwdT576yXsO9HGT9CHVUrdChzQR6j/rbfeihUrVqCurg6LFi3CwoUL0djYOMJeeHWugPoKcEBXZw0+W7cTO9p62OATx9iw/4zxBZ8IB/SCS15UA3JAL6rlKPhkOKAXXPKiGZADetEsRdYTIUD/Ylu3YoD++dsrOKBnrb56FTmg56B9IPD/2TsT+DaKs///dle3ZMn37dhO7JA7QELCEQgESEOg3DdtoS209IC2XG2B0v9bSlsKLS/laEtpKS/lppSjhJAQEhKSQC4IuRMnTuz4vg/Junb3/3lmLdmOnURyVpbkzPBZJEszz8z+HknZ7z4zz/ixYsUKvPvuu1i3bh1OOukkBuvnnnsubDbbMCzyJlyBkVeAA3oMNA+6AfcBwNcE1TYGgqN0QCcffLIFn23eO+C1uadMwNxZE2IwmMOb5IA+onInXGcc0BPOJSM6IA7oIyp3QnXGAT2h3BHRYAjQN+9rwvQ5+kTQv1y9GNNKeQQ9IvHjWIkD+jGKv3r1ajzwwANob2+HxWLBggUL8N3vfhfZ2dnHaJk35wrEVgEO6Prqq3ZXAlt/DRCk9xZh7DeA/L51Y7966q1BnRbnZ+DGy87UdzBHscYBfUTlTrjOOKAnnEtGdEAc0EdU7oTqjAN6QrkjosGEAH3aGfoB+vSxHNAjEj+OlTigD0P8trY2vP/++yyC3tLSwqa5X3rppfD5fPjXv/6FXbt24bXXXhuGZd6EKzByChyXgO5uAbpbAEcGYM/QVWx1+yNA68ZBNoU5r4RfGwrQzSYjfnqLPtunRHpCHNAjVWp01uOAPjr9GulZcUCPVKnRV48DevL5lAD9i71N0AvQt6xZDA7oif854IAepY/uvPNOfPrpp5g9ezYuueQSnHHGGTAYDGErsixj1qxZ2Lhx8IV6lF3x6lyBmCpw3AH6ij8DB7/s03TCPGDmVbpprH75P0DnjsH2TvxteKr74/+3BB1dngF1xpfm4tqFp+o2jkgMEaD/9tE/4ee/eBBGSUR2qhlGgzigaWtrK9Zv2MBes1qtOGXmTPbIS/IrwAE9+X14LGfAAf1Y1EvuthzQk89/BOif723C1NP1iaBvXbMYJ47jEfRE/yRwQI/SQy+88AJbb56enn7Ylh6Ph69Fj1JXXn3kFTiuAH3NC8DKZwBF1oS2pwEZY4CF9wLpRbqIfzhA7x9B37mvDm8v2wSfP8D6pOj5Ny49A3lZqbqMIRIjwWAQyz7djeXr92DSpElQFAUiFEzIDsBsUCGKIrq7u/HSK6+A8m0IggBJkjCmqAg/veeeSLrgdRJcAQ7oCe6gGA+PA3qMBU5g8xzQE9g5hxkaA/SKJkzRC9DXLsZJHNAT/oPAAT3hXcQHyBWIjQLHDaD7PcA/vgm0Vg8UMi0fOPt7wMRzdRFYbd8GbH1wgC0hZy5Q/r0Br3l9AdQ3t7PXcjNTYTEbdemfjNDFFy3BoZwYBNn0vLO9XTs6O9HZ1ga7zYZW+1S0trSgoKAAkigyKHdJHqR5qxmwb9mzB9v37YOqGQXNDArKMk4YN46BujM1Fa60NGRkZSE3Nxd5eXmw2+26nQc3FBsFgrKKxg4P6lu7IAlAboYTOak8sWls1E5cqxzQE9c3sR4ZB/RYK6y/fQL0TRVNmHyaPhH0bWsX4+QyHkHX31P6WuSAHqWeFFH65z//iSVLlqCpqQlZWVksMdyNN94Io1G/C+0oh8WrcwWiVuC4AfT6XcAbPwM6GwZqZHUCV/4OKDoxau0O14ASxQmhdeg9MrC3HmipAlIygfwJwKzLjrkvurgm8A6BeFdHB5obG9He1gZ6nuZ0ItXpRHZ6OsySBGdKCpwOR/ixM2jA+9vbUVlZySLooZJll3DOWAv7862lS7Fy/fpBY/3ONdcgKz0dnV1d6OjqYo/VDQ2oa26GZDIhr6AAeUVFKCwsRHFx8YDlP8d84twAgr5GBDwHoMoeiAYXzK7JEITI/93ZVtWC1i4vuwlDF+psZkS2E8VZKcmpbrAD6Nyijd3oAlKmJud5jPCoOaCPsOAJ1B0H9ARyRoRDIUDfuEc/QN/+KQf0CKWPazUO6FHK/+CDD2Lnzp24+eabkZ+fj9raWjzzzDOYMmUK7rvvviit8epcgfgpcFwB+vsPAw17+qa4k+zOHOA7LwKmGEUQ/+8OoKtloIPn3QxMPHLGdvILRcDDjxT9bmtjEe/21lY47HaUF1sxrkSAxSTCZDRCUHPhsE5kEH60EpBVvLSxZRCg56dImFOiAfrH69bh7Q8/HGTqjm99C4W5uUN2QbBe19iIuoYGtHR3Y+e+fcjJy0NJWRlKSktRWlrKgJCX4SlAcO5pXjmgsWiww5ETeVRl1bYa1r4/oLtsJkwrzRreoOLZytcA1L4MyN6+UVjHAAXXx3NUSdE3B/SkcFNMBskBPSayxtRoCNAnnRr5b/2RBkSAPqOcR9Bj6jQdjHNAj1LEuXPn4pVXXmFTOkOFIP36669ne6PzwhVIFgWOG0Anh/z7XqC9BnC3AYEewGgF5n0fmLIgNu5qOgC89kDYNk0Rp8OTcwLqTroGtAaY9O/q7ERXezu6urrQ3dnJppNLgoDUlBS4HA6k2u1w9UbEKSqe6nJBEPzo8q4ZNG6raSKMUt/v0pFO7L3NDVi/s2pABP3sUjOyHVrCyx6vFw//7TG0djSxvwVImDJ+Km65+htR6VVTV4f9Bw9if20tKmtrMa68HLlFRRg7diyLsCdSoah0wFsLVfbDYMmDZEpLpOHB17Udvs7tg8ZkyzwLBnNk23oOBehmo4RZ44e+6ZJQAhw6mOYPgXYtieGAUvI9wOBK6KHHe3Ac0OPtgfj1zwE9ftoPt2cC9A27mzBRJ0Df8dlizOSAPlx3jFg7DuhRSn355ZfjySefZNHzUKmpqcHtt9+Of//731Fa49W5AvFT4LgC9NYqYPN/gdaD2hZrY0486tpzWs5CB22fSEfoeej1QCDAXqODEq95urrg83oZfNs7qjGz9iPYCpsh2LshiCLkThtaOk7A9uKLGXibjUakOBxIsdvZI0XG6ThaCQQb0RPYOqia2VgKs6H0aM3Z+1UHD+LVlZtx1ryvsL/LXAIyrH3RbX+wGt7AHuyrakZdYydKijJQmJuJFMux7ddOwL73wAHsq61lU+OnTSvGuLFZyM7ORlb+dAhSjGYzHEWVQE8NelrXDqhlTZsJo60kIj1HopK3bQP8nv2DuooG0NftrocvIA+IoKenWDB5jL5bDo6EHqh5Eeg5JK8EdVxwHWBNrJs/I6JHFJ1wQI9CrFFWlQN68jmUAH09AfpsfSLoOwnQx/MIeqJ/EjigR+ChioqKcK2VK1di2bJl+Pa3v82i6HV1dfjb3/6G+fPn45vf/GYE1ngVrkBiKHBcAXqv5KEkarR+m6LWXe31cHZ9AIt/L9SgGw3udOxoPwkNzd0wmUxs+rjZYIDZZGI7M1BCNfa6IMAptsNiULTcE9Z8GMxOmM1mWMxmVj/t8x9ATT/A4s+hIjnnwTD+N8f0AQjKrfD4vzgioAfkOshyF1ufLAp2GA19EVYFwM4uHyoO9EXQKWFYsRBAaKM1j28zgsoh0/MB2EwnwiBpO1jUdQbxRV2QPVcVH/IdO1HfqLWxWRw4c9IsCII2ZX6o4g3sQ1vndnh6etBDNzoCATR25SMtZyJKSkqQk5NzTDpF07i7cSmUQMeAJtFOH4+mv+HU9Xfvgbdj86CmKbkLI76x0e72YUd1K/yBIFuDbrOYML00CxRFT7rCI+jDdhkH9GFLl/QNOaAnnwsZoO9qwgS9AH3dYpzCAT3hPwgc0CNw0fnnnx9BLWDp0qUR1eOVuAKJoMBoBnSC74aGBjQ2NqKjtRUN9fVs/XZnbxK1NJcLWS4Xii2rkWXcwtZGG4MyjF4/RPsYGMbfCdm/EapvN2AshGg/HaK5X1Su+k2g8eM+N5ozgIl3Af0iwP7KH0IloApqW6rBlgqkFcCc9/djcr+KILq9a6CqGhyHSgiefcFK+AKVA97rH13vVgRU9gQGrUHPFGSkCoTvwNEAvdun4vUv+/Zzd3sbsGXHXmRauyGJLPc78lKd+N6F5x32XDubXgV6OgDZD1hSoFgz0NFjwY49JjYlvsPtRvHYsRhTWspuhtJhsRwe+I9F1M6aN4Zs7iy48ljM6tpWVQPwNK+G7G8O27W4psPkKI+6n4bWTpbFPTPNGXXbhGlACeKq/gEovr4hpc4EMg//mUuYscd5IBzQ4+yAOHbPAT2O4g+zawL0dbuacMIsfSLou9YtxqwTeAR9mO4YsWYc0EdMat7Rca2A4gXcewCK0plzAHv0F9V66zcaAJ3WddfX17OZLE2NjaivqUFjXR2MkoSczExku1zIzsxkWc3poPXc/Ytc/SDgOwihrQNCU1v4rWC2D6orGzD1JV0z5D6gQbq/Bdjyq8HuyFsA5Pf9A+pr+CGg9Ayqd6yATgYpik7T0BX4IMAAk1QYjpJ3eVcOgndJTIHdfAobS6sqocbjGwTo6YKCNMGHgFyPQKAOAbkBomgGoEVXRcECh+V09nxbQwDrqvzhc9t/cCcO1jfDZfbDZgzAHwRMRgk3n38WSnKGWMu9dxU6xUOiwZIJYvaUcB+0VOBATQ0O1tWhprmZZYq32u3ILypCfmEhA/aMjAw4D/HpcL4nQ0bQJRscuQuHYy6mbWitvBzsZmvko8ng3n9Qo2YfdPpd9VQBBOuUII5+W3k5qgIc0I8q0aitwAE9+VxLgP7ZTv0Affd6DujJ8CnggJ4MXuJjTG4F6CLywF8SLtvwUIBOF/9K0K0BmSl12AAQC4e53W4WFScYr6+tZTDe1tKC3IwM5GVmIicjg8F4dkZGxJFWef+9QLAF4t4DgKxFfhWDF3KmHxBFwGSm+duAYISUfgWk3FuBzt3AnqcGn2JKGTD+tvDrgdYnoPgGTkUXpAyYsn8fC3nCNjt7PhrSvtM6j73eowIVnuAgQM8WZIj+T6Eo3VBUwBtwQ1H98MupMEnpyEkZh4Bsw+b9DdhQ2YGWHgPSUlPZuvmKqm2ob2yDGvSx9fhaEXHhrEm45ozxA8ZTU98A3/In4JyeCsFggNGoJaajIqVPhd01d8jx1zQ04p3lK7F5124YJBFZ6Wlw2i3o8fmQmZ0dPmjryxRKsudyscdIih5r0Ns6OtHe3sW6y83JhNVCNzcOX2jKuq9rB1RFu9FhTpkEs7Nv27tIxj3cOqMG0KMUQPa3QQl2QpRsCff7FuWpHFN1DujHJF9SN+aAnnzuCwH6+FP0iaAToM+ewCPoif5J4ICe6B6K8fjoQu2qq67C1KlT8ZvfHNva2BgPNXnNt34C0HFoiXMyo0MBPeDZj562vqzItAbXnjk34vWtejqopaWFRcbZUVPDgFwNBtkWX5kpKcjNykIuQVm6th56uEVt+CeUrrUQd/cl31JMCuQ0mnrtASx9SdskjIE0+XnA2wLsfHRwl9lzgaLLw68r/gMItj8FVdbWZROcG0xXQKxcCnhbtXppU4Cy6wCRbgjok3mapr8rar+tpwh8xVTYzSeHx7ajw4M91TXhLO4mqMhXG8Nr25vdCnoC2g2Lms4idswpNWPN5m040NgBv+xDl9cHQVAxa1opKupUVOyvhhL0QRS0dhR5LysowHfnT0ZOqpW9UnHgAP788qtYKG5Dcakd1onFbHmBrXfqui3tPBhSJwzpzl88+Vd4ff2mMwO4esF5OHF8OZpbW8NHl8+HppYWdHg86O7uhistDa7UVGRlZ6PIeRBpli6WN0AxF0J1zYDNkc5u6JiNCoKUxV0NwGCOLov79l178eZ/l6HHq42P4Pz6KxZibEnhkOdCoOhuWjbovVDCt/4J4QTRBItrmq4J64YD6KQL7cEe9DYywDWwvAuRZY8f7vdTz3aHruEnXR3Z58Xl903P8xqOLQ7ow1FtdLThgJ58fiRA/3RHE8p1AvQ9GxbjVA7oCf9B4ICe8C6K7QCXLFmCv/zlL6Do5EsvvcSmjPKiswJJAuhddW9DVXrXS/dKQNtN2TLO0FkQzRytE6ebBM3NzdrR0IDmxka0NDVhTH4+Umw25Kanh2E8kgznUQ9U8UCu+zPErUu1CLpogWpNR9C+GaA13mYNLBluBoshlf0acI4Hdj8BdPUlj2QVJtwF2IsGD0HuXTMsZQKbaEp9aCq9AgTroKY7oeaMgyBaAMdlEEzFkAO1CAS2Q1U8bBaDJKZBCnZDld0QTEUQbX2wfWiHlOXdG9wZnuYuCAZYjVPCyd2ofnV1NV576//wg2+UAXIbDKIFivkkeKHdTKhul8Nm67vzUNVeCqPcjX2Vu6CoPVBUNwIyEFRUTCo2oTC3AO980oSO7tCUfhFOux0ludk4Z0oeZozNZPb+8cab2FZRgZPEg+wQHVYYM1woysqCSbVBOOenQ7qwoqoaf339P4PemzSuFN+89KuHdTu7GO3sREdXF0Tf53CIO9l2d0FFYY/VrSn44mAeOru7WfZ9AneLzQazxcKg3Wq1QhRFGM1m7TAatToWC0uyRjcX6Pj3opXw9NANC4G9To95OZm45Ctz2HOqE3qdBmtp6ITwAAAgAElEQVRCHczYz97rX4JSMSBYoPor0eazI6iIcJj8SLN4APuZoJtmoT4NBgNCx6F2jvY9GA6gu5tWDFj/Tn1Ek0H+aGOK9ftD5RmI5e9brM/nWOxzQD8W9ZK7LQf05PMfAfpaAvSZ+kTQKwjQJ/IIeqJ/EjigJ7qHYjy+u+66i0XR1q1bh3PPPZdF00OlsrISjz76KA4ePMgi7GkUiXK5cPPNN7MqlBSP9oSnaOf48eNxxx13IDc3CffTjbHGLHqe4BF0mtreVb9okBKSKRP2rLMjVkhRFHg8HnbDhx5DzwkIWpubWaK2jvZ2dLS1sanRNDWdoqeZLheLhtORkRaH/acPrgL2vhM+T1nYDDmlBZC06deC4oRRHg+U/0gDdCqNK4BgL5BmzgJMR7m55WsFNv26T8ueXYDqhmoxQS3IBcx5EOhI+wG8ng9ZJJcV1Q/VuwuivxFisJu9REnrDJnfhhqoBwIVGtybyhFUZfiDB6GqbihQYRSzYTaVsHXq/cvB6j048OXdmDWzLxeCDCPc9tOgCHZQBJ0u5Gh2/4H2EjR054cBPah0IKAEaMt2VopzJVxxugPb90/Eos+2oqHxICxGI+xWG/KLxuOSmWNQnq/NDnjqpZexr0rbGmu2uB/lQhNMgoyC8ulInXszkFow5GftiIBOiej2re5rN/YMbZ/7Q0v7S4Ci6TegpH8n/CdtmUdRel/vI/0dCAZBW+r1f6z1OtAYJIAmZQNYv2YxDEKQATd9B0LlglkTmI4E9bRVHz2nkpbqx5hCyh8AsFd6X6+pN0CVjOhJOQGySj5T2VtOqRkNu/ehvQPsBgLdUKClBKGD+k1PS2MZ8Y0m04CbCXa7nfVrMpthslq1XQfoJoHJBIfDoe1K0HvQLgSh56GbEfR4uIg/JaijRHWJXoK+RniaVw4aZrS/b4l+npGOjwN6pEqNvnoc0JPPpwzQtzehTC9A37gYp3FAT/gPAgf0hHdR7AZIGa5vuOEGPPvsswzQCbifeeYZ1iFdZNK2cRdddBGuuOIKbNmyBffeey8uu+wyBugbNmxg8P7QQw+xLZHefPNNrFixgu0RH200J3ZneHTL9I8VnStF0+g5XfDS89AReq//a6Hnh9bvb4fq0N90CKoPEyzLISIQjrAFaGupLg9Magf8gguN5jPRKRSGtSMN6WAXx7LMntNB0Tx6pMgZs937ev9HqhOK1oV8EWpLbRh4qSqb/ksRQrJF551r/5IJFnqf2ri9JtS05Yd1Cfr9gCyjx+sdsC+4r6cH/t7px3SRbzebYbNa2WE3GuFMSYHDZkOqywUXrQ92OhPvc9JVA7RsAwxWQPQBda+zJGw0VVuEQ/swTX3g6CB+uI9df0APNAMBAlVVA/R8gnsVqn08FOc1CAb3hq2ogRqowSZIcjdEX9/WZ8b0r0L17YTHF2CgZzBaEbCNgyKFpsrTZ1qGxTgBZuPA/bxrD3yCpn2/DU9xp858CtBhOR2KwQVvQGXg2OW1YlvdZMiKARnmIL7Ythk9wVaoRO69ZeZ4M06ZYEZrQwn+5y/PDzj79PRs/Pln3w9v4/XKe4uwfsvgPdz/8LN7jvplHXKK+3ln4pSmpYCnd8kAWTFa0X7qbVixvR4dHi8sRgmzJhSh1PwOu9kxqPQD9KMOAkBDVxAfVgycar982dvItKqQQvvU0Tr0jDTcdvXQSeZU1Ytu37pByfxSLKdje0srqjoHzmShcZ1ZkAKHeeglHaHfGtqq7tCbCfT7QTcc6GYDez8YRLfbjYDfz3zsVxT4g0H2Ht1EoEew775XsxUIICvTiFNP0mYQKKoKkX53RBFdbgl7a1IZ6FM9yWCAZDKFo/z0W0D9h363Qr9D9Hf/0v/fDJohQG1Cv0WhevQ69RH6fQq9T6/35T3osxqyE/ptLMnYHX4z9JovaEO7v5yNl8ZEv4WhMYZmKvR/PVSv/3v9X6O6ofci+SzFqw4H9HgpH/9+OaDH3wfRjoAAfc32JoyboU8Efe/GxTh9Eo+gR+uHka7PAT0Cxf/0pz9FUAu4/fbbI6qXKJVefPFF0L7uf/3rX1kU/LrrrsPTTz+NsrIy7Ny5E7/4xS/w6quvsgsXKr/85S9RVFTEAJ2eT548GVdffXX4QurKK6/EU089xaLodAEQz0I3H+656y52wUWFLiAJSCkcRVNV/V4v3YVgF5m0tzVdVBE4UsIpgySxdnTW9Lqz9+KTTSftfc9gNMLaO83VSBd2vTaMlPSK2vazS89NRhXptnbYzDKUng7kKSsHAKoCM3bIV8KraCCoEtz3TqGlC2l6HroBQM9p3MFAgL0eqssee0UPgXgomsem44oi5F6opzHRe/SamW4CKArGl8tITaNr896bAYKAmhoHvF4b29eb9gTvrwHbI5yidb2P9HcoOqeX7wV3K4yb/wsEtTXVct4kyOVz9DJ/RDvG+ndhaNUis6poQSD3Isi0jdMxFPO230MMdEDwHoCADkBQoabaoaRrEV/FnAO343wY2RZqvXtT+/cCqgdisAuCtyncu2rMRU27gqAc8roKsz0DaXmnQEUPO6gIsEJUMyAJk8OR9MaaT9FZ80dMmKCt93b7VXQFBTQpJ6HDsgAOi4KuANDucaGjhTKzqzi3VMIXe2vw0fZdEIQAgjJgNIg492Q7slIlfLy8CTsqKtDZE2RjokRuqXYj/t/3v8u+K1TaOjvx7Bv/RkdXXyT7gjPn4IyTTzqqqrVNzfjPRx+joaWVfe5OnjAeF5anwvzlawPa0mf5PXc51vmLQft++wJBmI0GPHCxD9mOfiBPesMGn/WKo/bdv8L2JhU7W0Lr7LV39u3dgdbanbAZ+6asnzl9AuaedISkb2IXAvIBQJABlW4C5UESMrC5xYOOYN8WdloPAqamOpFm1qLfhxavP4DGdjdcdgs7jlZCvwuHgvLh2gWDbgSFzxkcs9+c3sPjToO7O439BhH4s5uXisKAmf6mfgj4QzcQ6D2l92Yo2QmV0MwC+jv0O8XOut8SAPp9YTcrRZHdIKDClh+YTJDDiQn7ziA0m4H1raooKuxGipO01m4+UZ87dopsVkLoxiwMBjaDgi2DoIPOQZbZ7767pwcBuvHa+zq9b7bZ2FKdQ2/g0u8ky5dA4+z9PWVTIXpvstKYaAYR3Sih12h8t9xyC0477bSjuU6X9/vfNNHFIDeSVAqQ/+naJtELfYcjTfSZ6OdyLOMjQF+9TT9A37eJA/qx+GOk2nJAj0Dpxx57LFyrtbUVixcvxumnn478/HzU1tZizZo1WLBgAR588MEIrCVOlZtuugkLFy4MQzZNdx87diy+//3vY/Xq1XjhhRfY+vRQoeg4rb0kQL/11lvR3t7OIrChQgD8q1/9ChMnTgxHQOJ1tnQBtG3btgHR4P4Xpf0BNgS+dLFHUab+0e/QhQxN0ZZ7L9xCF2NUn73eG3Gni6xQJJ7ZoAvT0MVob+SaIkqlpi8wybVrgDR0Abiy/mTU9uSx10OQTP840XTxQyPoVoeDRcWGjKDTOlh2Sd93gUv1qO/QNFu6OKXnNJ3VarOxPkiH/Kwg7FYVfl8Qbo8ZVTXd4YvV0D/qdquVXVCaJCkM7gzgyZbBACtFz202LYJuscBus7FjOGvIxbcfBNwDoUqdfS3UcbOP6aMl7F4JNPZGqQumQC3VtiCLefG1QjjwNoSW1YBcBziMUNL7sn0HLKXwOefDoLRBQO/rgVqochMkXzMEWocuGiEbnGjpDMLtIy+LEEA+V9DscWDq1NOgoO8GmSDYIApWmA1lMEpa0rLa6q1orbyXfVc7fSoDdMoJV+FfgOrA6chLNSI3zcDWmBeKCvJS+i7mVlVWo7F5DzbtVWCzaMCoCFYIjSvQ1toDUehLrEfvfffaq5GanYMW70H4ZbqhALjbgVyLGVaTGQW5w98aS9i9DHT0LzSjYFFHEd5pKYDcDwIn5Yv42YVeSEIv/IoOKLbzAIO2Pj7SsqU+iK0NgyPcTv9BCAEti3tJXhYmlQ6Rj6BfJ6H16of2u7stgKpON1R4aU4FBEjsJsucAgcshoFr1qntFxU1eGft9rAZ2tbu6rOnw2IaDPP0HacotNvjYeBMvwOhqHoowk5/E3zSjBiCbDbNX1WRnu5GXo72HgF5l1vFpi0KfAGV/TvQ3tHB4DwU/SYASHHQDT5vOCodiqRLZjP7fRqq0O9IKBkgA3daMqAo7PeExn1oBJ1uoHYR6B5S6KYQTfnv/xuZlw1YbRKD4tYOCT0+7WYqAT89WqxWBvv9I+HsdYuFfZYko3HAezRW0jRUP/RINyr75xwIDS00ltB7/Wc60b+9tBxhJAr93tM5JQOkjYQex1MfodlzyQK+/DMKEKB/sq0JY0/WJ4JeuWkxzpjMI+iJ/r3ngB6lh2677TZcfvnlOOecc8Itly1bhrfeegtPPPFElNbiV53g9cc//jGLLIeizD09PexCi9aV7969Gw888MBhI+j03syZM3HxxRfH7ySSteeqN6BWvTFo9EL5rUBO5Ou9j/X0h7MPeujmBZsK6/drU2L7PdLFeHgNenc3PN3dDP5VWUZzU5O2F7nDoR02G9JcLrZ2NjMtbcDNHnZurdXAoiGypRdOAc6+5einH+gB9n4CtOwDnHlA7iQgIx/Kpt9ArfsSAkUtPYUArfWd8hVg6oKj29Sphtq9C6h6HIrkhir1AqNgRiD9DBiDdVBUBRQhVwzZEIQUoOtjiP4mqIIIr/0EBpWtNV+wqeh0K0aABmNVHSkoHjcDWal9wCIJKRAEMwxiBmxmbb0wJYn74O0HcONVmajvktnMi6ZAMT73avklzAYBpVnAxi37AEWbbjypOBvnnpCHdm8Qj7+/A7JM07wDcHd14cCuT9HTRjcSvLBZ7SjMyWczLqg8dPdPUNu5GqIQ2n4NCKpmpFpOQab16NHeI0retBdY+7cBVQjQn2ssxZrOrAGvp6dY8e0LTsGJpb3LFcTItmALGaELW4LbmnYfPj6gLRXpH409M98HsxAcEGFmNwJ7DfRfmx6KGIeivCHoZH0oAg4oLijsposW6U1R3EiVO5htakPfO4Jhyhq/aHO99jrNkKEbg6qKknQjsh0CA2yTxYK2jg72PQ2thycgtaSkwNK75pyAkq09t1jYQTfz6N+F0OuhR4uJprf7tJk05uxwkjp6vz/UJtMyJ52+0kllhk9xTyp36TpYPsVdVzlHxBgD9K1NKNUL0D9fjDkc0EfEd8fSCQf0KNU766yzsGjRIga2oUKRY4pE03TxZCk0K4C2sPrpT/uyJtMFHE2zo7Xms2bNYmvQv/rVrw65Bp3WrD/++ONsqnt5eTmDMlqXPnfu0HsYJ4suIzLOlvVQd/xhUFfCKU8A5oFQEcvxDAfQj2U8BCg064L6DR09bjdqDx5k2dsFVUVmaipLGEd7mRegE3lb3mBTXgeUnDLg/L79xg87piW/BTyhjOnEsUEESvdC7agMNxECZhgbTgEcecBXf3Espxd9284voLYshS94EJBMUFzjYPFvZOu7KWoKQYIgOiDkPAIoHiiez+GX6+GHCENjHZpqN8Pi9MIrmOERHAjIFqyqmoqvfSUTsqKdN0XOQxFts7EUZkMpe50Anb6/lEfi/a1b4EEevIoVnt7k7TS1t7ZqJ9weLZFZqFx81hTMLU7Hb9/6EgElCFnxYsemFfB52rXIqb8dgaCKNGcaCnJycMm58zB5ci66/DsH6WMwTEChY+htyCIRc+22StDUbuxahgnCQeRZtcF32wpw764StHQOnCae5bLjwlnlmFmWwyKxHq+XPdKNSXrupcRwwaCWJM7nY490S4FuOhGY0+c3DKxpxXCLGVAkG4yKGza1FTbBzf5dCEWM++eMIBBma7t7SwhgKTo0VC4JCCIUowOKwQwTfDCJWpSWTek2GsOZ4Vs6erB8XcWA/BRUpyA3HVcvPHUQYIeiUcPJ4h6JT3id5FCAA3py+CkWo+SAHgtVY2uTAH0VAfpJ+kTQ9xOgT+ER9Nh67ditc0CPUsOvf/3rmDNnDpvmHUpCQ4nV1q5dy6ahJEMhEKe14wTnh655o/X2bW1tDLz37t2LP/7xj+xiftq0aXA6ncjJycGNN97ITnP58uV4+eWXGejT1LwTTzxxAPAngxZxG2P/KLrBBqH0GyMaPafzHmlAP5rWdJMntOUaje3g/v2Y+fnfYVKDbCo9rZW3mExQZ1wK5ymH31qL9dNUAazWEh6GimyuhOzaC7DIL4tNAqoAQ00BRGU8cMNTRxtiTN53+zZBVtphdq+Fwb+P9aFFxBUg0A0oYyCIuYCtHIG0aVA/fxZSaw3cPSqavT5YXCoq1HFY7zkdhdmFuPasKSwBmXJIxnK7aSYkycns9wf0JXt60O7V1rHT/2m3OSnQjc937EJw4FJrTBiXj1tOL8MT72+H1++FrHZg7Yr3WVtaHp3tVODzC0h35eL2r32NTV9v9lSg29+3z3xIRKOhBAWOsmFp+o/3P8WB+r6EefB7cNOcMmRYBTSJqXj3s934ZGcDmyJOgW5JUGA3i8h3+JGbYYfd4WDLMOxOJ1KcThY9pim/oYMiyKHnoUhyIk61rGtsw19fXDxIwxMnleLSr5x6WG05oA/rYzdqGnFAHzWujPpEOKBHLVncGxBbrNzShBKdAP3AF4txJgf0uPv1aAPggH40hQ55v6KiAnfeeSdLOJadnQ1KRkbg+oc//IGt3x7NhZLGEdDTbAFekl+BhAL0QCOUYDdE6yHfob0bEFz8Z/g621hUs8Gah5WGcjS1d7Mt2nIzMpCXlRXeKz2c9KoX0BVHG1SDFrlU1Hqopmo2LTmgmnBQPAUB1QKx24jyrhoYL38OkGwj59hN7wGfv6eNzQSo080QMilpVO96b28LQFutBR0Qgtp0bDV7IZSNb4XH2EPrx30KWqQidE3+Lk4szYHFZIAKStJVh6DcClG0sentBqkvA/gH63bi34tX4dzzzoPdakTQ5IJf0WYq2EwCxlh78MLHW+GTNWinQpH0ksJsXHjSOFRUN2NnVQuL1K9Z8V/2froDcNoIhlNQkFOEO791E3vd7W9Es+fL8FTv0OCd5ilIt0a/LWN7twcPv7SEfR5YdvLeDORWKYBJJekoKCxkybt217hRUdPO8iBYzCbMmDoOl33l2HIXjNyHI/Ke/vyv99HQ1D6gwY1XzkNp0eHX9nNAj1zf0ViTA/po9Gpk58QBPTKdEqlWCNCLT9Qngk6AftZUHkFPJB8PNRYO6MPwEE3l3LFjB5qampCVlcUSLSVidGUYpzagydatW1FYWMj2Pl+/fj1LgvePf/yDnTMvya9AQgB6oBH+/b+B2qNNOxckOwzFP4fomHpEgek7WFdXx2Zv1NXUoKtxMyzBLZAMDqjSFOQY7Zim/AuGzK7wLgQQu6F42xD0GbBK+DE80PZbF30GGCUZ8yfmwJg9QsniancB7z8+4BzVzHaoJ9oASu5F25h5GzUs9qdDIIKnYiuHunsfFLV3//XeaLuUcRIws28/76HEa+uhzNTAF/tb8Om2/aisrMSkCScAjftRFKjBhRMaECwthJhRgC7ZhUff8SMQyiRP2bsBnDC+BGU52vdf7vEg3eDG4uXvoKmxBlaTBEEwQRRsOHPmDFx63rnhYTS7P4U32M0i8pIAGMVU5KZElhG/ta0NtQ0NqG1sRG1zM3ZXN6Cm28CSG9JuCqF9u8vHFuHb135lwKm3d7rR1ulGmtOOVOfIJOAa6V8Gr8+PFWu3oq6pjZ3n9EmlR4RzGh8H9JH2UmL1xwE9sfwxkqPhgD6SauvTFwH6x182QS9Ar9rMAV0fz8TWCgf0Yei7atUqfPjhh2hoaGBZzl977TXMnz8fqampw7CWuE1orf1zzz3H1l9mZmbiW9/6Fstez8voUCARAD2w/yEonesGCCqYsmGaMDDx15EUl9s/QrBGS9DIMlH7/djvvRxFnhdg9raxiDkrJglmsQ2N3SXYIGjLNARFgCCbaL8mTM0IYtzkEUoU1y96Hj43SYFyuhlI8QOqDHibAdUEwddv72tbOYRK2heKslnTmmvaEs8AZE4ETtLOaaiy7qAP+9u0JG01rR64u7tQuW0jJmbage5WKDYTbj2jplcnK5A/Hst3qFi+1YygEmQSZmS4UDauBBlmirRr2xfOH2tD0O/D28s+QktHB3utbMwYnDVzRnhrtdB4KJqvgta0mwdE8w8db2NzM/ZXV2N/XR0O1NWBdizIKyxEPh35+UjPyMSjf31z0GmeevJEXHBOZNA/Or7Bwz8LDujD1240tOSAPhq8OLxz4IA+PN3i2YoAfcXmJoyZrk8EverLxTh7Go+gx9OnkfTNAT0SlfrVob3DX3/9dVx//fV4+OGHsXHjRrz99tvYsmUL7r///iit8epcgfgpkAiA7t/9I6jeweuTzdPejlgY/+7vQA307Q9ODQVzEYSAG5D9QNCPoKwiIAcgtR3AvrrpqDCdwdafU4CaUrJBFSF31qPLb0VGWhpAexz37u/O1iObzdqWcr37wYf2fKdHth+82dwXqY9k5EMBOrU76+tQi/OBYDXUg69CoJB3vyKknwMIE4Htb4T3hoclTYueW7UZAYcWipwvrdD2kafCAN3rR33lLpQozUwf2WXF92ZV9TUtmY7mHhkVrZPg8bSiG+nwK9rU+xxLN2DQtgM8Nd+MDJsG68MtTS0t2H/wIPYdPIj9tbVwpqWhpKwMJaWlKC4uZmvFDy3L12zGirVfhl+m6Pg3r5mPVGdf8s7hjud4aMcB/Xjw8uHPkQP68et/DujJ5/sQoBdN0wfQqwnQp3NAT/RPAgf0KD1E66+ffvpplJSUYMaMGQzQKTM1bTeWTFncozxtXn0UKpAQgL73XqjubYPUjQbQfdsuG9I7oqEAUPqmglMlQbajbX83VrvP7E0UR9FgCRCNOGHiZKSkprEdCSizN1vjHMro3dODoM/HXg9F6Wlmid/rZftF0/psWg9NoG42GFgyO3pO+0AbBYGtg6Z9nGkPeXpMUX3I+PAxGKS+/cXZSVz9IJCSwZ6yrdjqXgACvfvAU/S86Lt96+Rb9wIGC+AsOOKns6YjiNVVlBhPK40dXrS7vWis2osxchPg74Etw4ivnVzbZ6dkOrr8CrY1FLMbGx0BO7yKGVbRB6fRrQG6YMKFZdFPG+92u7HvwAHsq6lhUG5xODB+0iQUFhWx31VKzhZJqWtshdfrZ1XzctLZOnNeIlOAA3pkOo3WWhzQR6tnj35eHNCPrlGi1SBAX/5FE3QD9C2LcQ4H9ERz86DxcECP0kVnn3023n33XaSkpIQBvaWlBddddx2WLFkSpTVenSsQPwUSAdDlhpcRbHhlgAiicxaMJfdFLMyQEXRLCQxpCyH3ty1aYSi+B4JlDFYtX4qWtm4N0gURrrQsnHP2GRH3OVRFWhcfBnqvlz0niO/q6mLQz/aHp+fd3ZAUP/J3LUFp1y6YoaDbmIYdY86DlFvOYN6VkgIX7Rnf+xhOfjeMEdZ2BbC0wqft2023IwSgtqULNZUVGGP0wNxZjwuKapE9wapZtziA3HH0BPWtElp6FPQEjajoyIWEAARBRabLiQlZLoxP1/Y6P1IhGKykKes1NWhsb0dzRwfGjh+PsWVlLLEm/ZbyMrIKcEAfWb0TrTcO6InmkZEbDwf0kdNar54I0D/6ogmFU/WJoB/cshjzTuQRdL38Eys7HNCjVPbuu+9mW4395Cc/wezZs1nyNNpLmP7BoyRqvHAFkkWBRAB00kpuWwa5dZkGj46pkDIvBqTII7P916CHtDcW/RSi81Qg0AzFWwWINojWMewxVJo6vOhp2gdr1lhkuSKL2urm27UvA1s/ZOYI7Gnf8bbSM1FfMJttc9gROmjf+LY2pNjtcNrtSE1JQZrDgbTUVKS5XEgliHdqW6cdrmyo92LjQT+CoXTsAOwIYOvbT+EXd/0Irk1vArW74Ct0IlCUDzW/GJKUzvZMlwIHAM9avF15Elq8DgRUCYpqgNWag+tPssFEtH9I6eruRn1jI/ZVV6Oyrg4dbjdKacr6uHEoLS3lSSZ1+xAN3xAH9OFrNxpackAfDV4c3jlwQB+ebvFsxQD98yYU6AToNVs5oMfTn5H2zQE9UqV669E+zXfddRfLgExbrVHyNEpcRPuFp9HaVV64AkmiQKIAuh5yKT37oHavA0Q7JOdswJith9nY2Xj+h2xq+YCSkglc+/CQfdJvDYE7Laehx7aWFna0t7WxafZWk4nBeqrdjjR6dDqRnpqKoNGGXV0SFEVFmwfwBlVYDAIKTG68/cwj7ObiEYvqQ13DJ1i8T1tzDoiAlAaIDswaY0KRzatlWKds+i0tqGtuhmg0MiCnxG4E5HRDk5fEUoADemL5Y6RHwwF9pBVPnP44oCeOLyIdCQH6MgL0KfpE0AnQzz2JR9Aj1T9e9TigD0N5+oHbs2cP2+YpNzcX48ePhyAMjiQNwzRvwhUYMQVGE6CPmGh6dfS3bw+2ZLICNz4ZdQ/0exSC9xDAt7e0wOf1oqmtG4bMMkgG2kpOgsFggMlgQLCzGYue+1/cdeedLPkdHVaLhe1VThF9OhRFgawoqOgwo6LdAEX2whcAAr0Rf7VzH/IdHqRnZCB/zBjk5eWxw26PfPZD1CfLG+iiAAd0XWRMWiMc0JPWdcc8cA7oxyzhiBsgQP9wUxPydQL02m2LcR4H9BH3Y7QdckCPUrF58+bho48+irIVr84VSDwFOKDH0Sf//n9Aa/XAARSfCMy/TddBdXr8+GxnA5tC3//wtdfixb/9L35w660M5Gm9PF240aMkSeygde/06IUNdXIRjEYjA/zQ42mTMzC11KXreLmxkVGAA/rI6JyovXBAT1TPxH5cHNBjr7HePYQAPW+yPhH0OgL0k3kEXW8/6W2PA3qUil555ZV48sknWeScF65AMivAAT2O3vcowmoAACAASURBVGuuApY+CXS3aINwZADn/xDIHKP7oLYdaEVtizts12KSkG/z4be/eQjPPvtsRP29v64R9W19meDTU4y4YFY2TAbKgs9LsinAAT3ZPKbveDmg66tnMlnjgJ5M3tLGSoC+dGMTcnUC9Prti3E+B/SE/yBwQI/SRc8//zw+/vhj3HzzzSzZUf+p7WVlZVFa49W5AvFTgAN6/LQP90ygTiUGYN7/7CiS7vXLMEgC0lMs2L9/P379619HDOhkq67Vi9auAAjO89JHOKleArhqNA2BA/po8mb058IBPXrNRksLDujJ50kC9CUE6JP0iaAToM+fwSPoif5J4IAepYfOP//8w7ZYunRplNZ4da5A/BTggB4/7ePd83AAPd5j5v3rpwAHdP20TEZLHNCT0Wv6jJkDuj46jqQVBugbGpEzcYEu3Tbs+ADzZ2bhG9/4hi72uJHYKMABPTa6cqtcgYRXgAN6wrsoZgPkgB4zaZPCMAf0pHBTzAbJAT1m0ia8YQ7oCe+iQQMkQP9gfQNyJs7XZfANO5fgKzNzOKDrombsjHBAH4a2q1atwocffoiGhgb85S9/wWuvvYb58+cjNTV1GNZ4E65AfBTggB4f3ROhVw7oieCF+I2BA3r8tE+EnjmgJ4IX4jMGDujx0f1YeiVAX7yuHtkTDj+DNxr7jbuWYsEpuRzQoxEtDnU5oEcp+osvvojXX38d119/PR5++GFs3LgRb7/9NrZs2YL7778/Smu8OlcgfgpwQD+C9rIbqmc/BFMWYE7wPdWH8RHigD4M0UZREw7oo8iZwzgVDujDEG2UNOGAnnyO1AC9DlknnKfL4Jt2fYgFs/I4oOuiZuyMcECPUtuFCxfi6aefRklJCWbMmMEAnfYevvjii7Fy5coorfHqXIH4KcABfWjt1arnoNQvCr8pZJ4NcewP4ueoGPTMAT0GoiaRSQ7oSeSsGAyVA3oMRE0SkxzQk8RR/YZJgP7+Z7XIGn+uLoNv2r0MF8zO54Cui5qxM8IBPUptzz77bLz77rtISUkJA3pLSwuuu+46LFmyJEprvDpXIH4KcEAfrL3qroSy7Z5Bb4jld0NImxU/Z+ncMwd0nQVNMnMc0JPMYToPlwO6zoImkTkO6EnkrN6hMkD/9CAyy+fpMvjmPctxwakFHNB1UTN2RjigR6nt3XffjZycHPzkJz/B7NmzsX79ejz66KOgf/AefPDBKK3x6lyB+CnAAX0IQK95DUrN64MBveAqCAVXx89ZOvfMAV1nQZPMHAf0JHOYzsPlgK6zoElkjgN6EjmrH6AvWluNjPJzdBl8S8UKLDy1kAO6LmrGzggH9Ci1bW5uxl133YXKykp0d3cjMzMT+fn5+OMf/4i0tLQorfHqXIH4KcABfQhAb1oOpfLpwYA+5iYIuRfGz1k698wBXWdBk8wcB/Qkc5jOw+WArrOgSWSOA3oSOasfoL+3pgoZZWfrMviWvR/jwtOKOKDrombsjHBAH4a29AO3Z88e1NXVITc3F+PHj4cgCMOwxJtwBeKnAAf0IbSX3ZC/+D4ge/relGyQpjwyqpLFcUCP3/cuEXrmgJ4IXojfGDigx0/7ePfMAT3eHoi+f5ri/t6aA0gfNzf6xkO0aN27EheePoYDui5qxs4IB/TYacstcwUSWgEO6Idxj68RasN7UNz7IVIG95yFEOylCe3LaAfHAT1axUZXfQ7oo8uf0Z4NB/RoFRs99TmgJ58vCdD/u3o/0seeqcvgW/etwkVnlHBA10XN2BnhgB6Btn/6058iqAXcfvvtEdXjlbgCiaAAB/RE8EJ8xsABPT66J0qvHNATxRPxGQcH9Pjongi9ckBPBC9ENwYG6J9UIm3snOgaHqZ2W+UnuOiMUg7ouqgZOyMc0CPQ9rHHHgvXam1txeLFi3H66aeztee1tbVYs2YNFixYwJPERaAlr5I4CnBATxxfjPRIOKCPtOKJ1R8H9MTyx0iPhgP6SCueOP1xQE8cX0Q6EgL0d1ftQ2rpGZE2OWK99v2r8dU5Yzmg66Jm7IxwQI9S29tuuw2XX345zjmnL5vismXL8NZbb+GJJ56I0hqvzhWInwIc0OOnfbx75oAebw/Et38O6PHVP969c0CPtwfi1z8H9PhpP9yeCdDfWbkXqSWnD9fEgHbtB9bg4jPHcUDXRc3YGeGAHqW2Z511FhYtWgSHwxFuSdncFy5ciJUrV0ZpjVfnCsRPAQ7o8dM+3j1zQI+3B+LbPwf0+Oof7945oMfbA/HrnwN6/LQfbs8aoO+Bq/i04ZoY0K7jwKe4+KwyDui6qBk7IxzQo9T261//OubMmYObb74ZkiRBlmU888wzWLt2LehLxAtXIFkU4ICeLJ7Sf5wc0PXXNJksckBPJm/pP1YO6PprmiwWOaAni6f6xkls8fbHu+Eac6oug++o+gyXzC3ngK6LmrEzwgE9Sm0rKipw5513sj3Qs7Oz0djYCKfTiT/84Q8YO3ZslNZ4da5A/BTggB4/7ePdMwf0eHsgvv1zQI+v/vHunQN6vD0Qv/45oMdP++H2TID+1opdcI6ZPVwTA9p1Vq3DpWeP54Cui5qxM8IBfRjaUtR8x44daGpqQlZWFiZOnMii6bxwBZJJAQ7oyeQtfcfKAV1fPZPNGgf0ZPOYvuPlgK6vnslkjQN6MnlLGysD9OU7kVI0S5fBd1Wvx6XnnMABXRc1Y2eEA3qU2s6bNw8fffRRlK14da5A4inAAT3xfDJSI+KAPlJKJ2Y/HNAT0y8jNSoO6COldOL1wwE98XxytBERoP/nox1IKZx5tKoRvd91cAMumzeRA3pEasWvEgf0KLW/8sor8eSTTyI3NzfKlrw6VyCxFOCAnlj+GMnRcEAfSbUTry8O6Innk5EcEQf0kVQ7sfrigJ5Y/ohkNBqgb4ejYEYk1Y9ap7tmIy6bN4kD+lGVim8FDuhR6v/888/j448/ZkniaHq7IAhhC2VlZVFa49W5AvFTgAN6/LSPd88c0OPtgfj2zwE9vvrHu3cO6PH2QPz654AeP+2H2zMB+pvLtsGef/JwTQxo567dhMvPncwBXRc1Y2eEA3qU2p5//vmHbbF06dIorfHqXIH4KcABPX7ax7tnDujx9kB8++eAHl/94907B/R4eyB+/XNAj5/2w+2ZAP3fH26FPf+k4Zo4BNA/xxXnTeGArouasTPCAT122nLLXIGEVoADekK7J6aD44AeU3kT3jgH9IR3UUwHyAE9pvImtHEO6AntniEHxwB96RbY8k7UZfCeui9wxflTOaDrombsjHBAj0Jbn8+H//73v/jss8/Q3t6O1NRUnHrqqbjoootgMpmisMSrcgXirwAH9Pj74FhHoPTsQ7D+71DcW5gp0T4VpjH3ApL9iKY5oB+r8sndngN6cvvvWEfPAf1YFUze9hzQk893BOhvLNkMW+50XQbvqf8SV86fxgFdFzVjZ4QDeoTaEpDfeuutaG1txdy5c5GZmYnm5ma2Hp2e//nPf4bL5YrQGq/GFYi/AhzQ4++DYx2Bv/JeKO6tA8xIaefCWPAjDujHKu4obs8BfRQ7N4JT44AegUijtAoH9ORzLAH660u+gDVnmi6D72nYgqvmT+eArouasTPCAT1CbR988EE0NDTg0UcfhcViCbeiC5277roLeXl5uO+++yK0xqtxBeKvAAd0/X2gBhqh9lRCVdwQ7VMgGLN174T6CDa8DPbY9DoEQxoEU064H3puHv83Dui6Kz96DHJAHz2+HM6ZcEAfjmqjow0H9OTzIwP0Dz6HJXuqLoP3Nm7FVV85kQO6LmrGzggH9Ai1Pffcc/H3v/8dJSUlg1pUVlbilltuwYcffhihNV6NKxB/BTigH94HNHVc9WxjgE2gfbQp42RJ7vwUgarfMKOKoiAQCKDddD0avZNAWnvdbnR3dbHX/X6/dvT0wGwywe3xwGAwwCBJkEwmGIxGmM1mOCw9yErzwWLPgMV5AuzObGR0PQCT2KH107WOPQqWsRCMmdpzYzbMJzzLAT3+X7GEHQEH9IR1zYgMjAP6iMickJ1wQE9ItxxxUATory3eBEv2FF0G723chqsXnMQBXRc1Y2eEA3qE2s6ePRvLli2Dw+EY1KK7uxvnnXcePv300wit8WpcgfgrwAF9aB8Eah6H3LYs/KYgObSI9BDrumVZRl1dHerr62FrfRiGwG4EAwEG6EZJgiDaUdF+G1xOJ1JdLgbgRoMBJqOR5a2gRwJ0WVEQDAYRlGWQTXpuCKyA5Hsz/LovYMDOxlMxNm0Jqy8ZDMiwN8Nk8ANSKkTbeGZz0BR32c0i+v2j+cfNGnR3C7B3LeDvARwZwNhTAZMt/l++OI+AA3qcHRDn7jmgx9kBceyeA3ocxR9m1wzQ398Ic9akYVoY2MzXtB1XXzCDA7ouasbOCAf0CLW95ppr8O1vfxvz588f1OKDDz7Ac889h1deeSVCa7waVyD+CnBAH+wDipz79/540BuG7OtAB+WiILg9UFmJmupqtDY1IS8zE7lpaZhZ+DSLehNwC4IQtmHJ/+ewnO2tvQlQZahKB6D6AcEK0TwZavAgs+enSLyvB1BqEQioqO/MQ0tPLhqCC5BXMgHFBTbkqf+CGKxi9elGg3HMz1kiueMC0AnO/3P/QO3TCoEL+VKkpAT0z/4LfLkCaKgEiicDsy4ETpg9rO/W8d6IA/rx+wnggJ58vidAf3XRBpgyJ+oyeH/zDlyzcCYHdF3UjJ0RDugRakvZ2x955BHccccdLFput9vhdrvZtPY//vGPuOeee3DhhRdGaI1X4wrEXwEO6EMAunsL/JV9AEfT0T0eD+o6CrB8y3SIioKSggIU5+WhKD8fGWlpYSP+lt9B8e0cYFQQbTDnPj3gNcW3A4p/F3tNss2BIGlT0/sXxX8AvqafQ6V6qhx+SzRNgGBIh6p4BtQ3uq6HZJ/PIvdVNTWorq2FLfgsHKbtMBpVmMwumKxpsDqLkTLl+eMD0L8koHtvsJPP+zGQe0L8v4BxHEHSAfr+rcC/fjlQMYsduPlRIFX/PA9xdM2IdM0BfURkTshOOKAnpFuOOCgC9FcWrYcpY4Iug/e37MS1C0/hgK6LmrEzwgE9Cm1fffVVPP3006Ap7ZQoji5yaMr79773PVx77bVRWOJVuQLxV4ADuuYDbYsyARC1qc/tW77Dbr65u7roVVhoCrpxATILb4QzJWWQ44Jdb0Hxfg7FvxtKoBKCmMMSt1ExpFzKjlChusGOfwGiFarcAVWuB6R8GCzTITkuhmSdEa7bU7UAarB+YH+iA8b0n0PxvBeGdNE8Aaa028Pjpwaq3Azvwaugym1QVAWyrMATcKLNbcMHu2+CLSUF7/fO/Enrd5Mh/p9KHUew9nlg7xDLjjigs3+76ELdarXqKHgMTa18FVj52uAOvvY/QIk+6zJjOPqEM80BPeFcMmID4oA+YlLr1hED9PfWwZiuz43lQOsuXHvhLA7ounkoNoY4oEepK13Y7NixI7wP+sSJEwdkdY/SHK/OFYibAsc9oMtuFi0PuPcwIKcEbjsOZCI3HShIa4LN6oDJZAFFwU1Zvxoy0s2Au+stqHIr1GANVNXHoF4wT4Qp/Q5I1tMQipirgToE2v/CbgaoCAJUV7DT5uUQTeXsc2DOeTTcj7fm2kERedFUBlPWgxDNExmEDxV9JzuB9mcRaP8noHQP+HyJlhPhT3kCn27YgKeeeQYXX3UV2ru7Maa0FGNKSjBmzBi2I8WoKDuWARvfGHwqC+8F0otGxSkO9yRGDaBfdQ+f5j6MDwEH9GGINkqacEBPPkcSoL/8309hTB+vy+ADrXtw3UWzOaDrombsjHBAj5223DJXIKEVOJ4BnZK6Ne5+DubOlxH0+5Fit8NmscBuVSAIKVDlFsJcBsCmrAcgmgb/w0jg7W95BFDaoASqBkxFF8yTYLDPYxBN095pSrrq3w1V7YIgOBjIE6DTunJKJEdry6kYU29m096pEPgH2v+hrT8nrBcdgOiAKfN/IJqKj/jZoun2snvFoAi85DgP5uxHUV1djccff5xtG9ntdrNp8VV1dahqaEBzeztKxo5FXlERg3U6XC5XQn+Whxyc3wO89xDgbu17e9ypwGk3Jt+56DzipAP0XZ8Br/9+sAo//DOf4j6MzwYH9GGINkqacEBPPkcSoL/07loY0rQb+cdagm0VuP6rp3JAP1YhY9yeA3oEAlMCOEoSZ7MdPvsvrVN97bXXcNNNN0VgkVfhCsRfgSMBOiVLC1T/Fqq/gQ2UEouZxtwb0XZj8T+zwSOgtdkVFRWoOnAAWz7/HDajEaeWV6E4bRMsZnO4geLbAhiKIEqp4dcImCXb+Qh2vw3Fu4kBtRKogyDZofj30V5nDMDpdTZVnkXQTwAUH9RgLSDYANEEBBsBpROqQP2pvYBuhiBlhCPo/QGd4N7f9ADUYAubEk+FxkJ1qNA69WDHP6AEDmg+spwME70n2uBrvB+KdwOgeqEqlGBOhCBaYc1/GTBkDgD0Q9Widfe0hv1gXR3qWlrY4QsGkZefz6A9JycH6enpSDersGUdIRJNgLzh9T5AHnealkV9pEu9tt6fZW8/ziPnIemTDtBp4DTNnRLF+TyAKwuY/00ePR/md4kD+jCFGwXNOKAnnxMZoL+zBlJqmS6Dl9v34vqLT+OArouasTPCAT0CbZ955hm88cYboK3WZsyYgeLiYgbrBOWUDXnTpk1Yt24drrjiCnznO9+JwOLwq7z77rusv1/+8pCEOcM0qZe9np4eXHzxxXjvvffYVk+8JL4CRwJ0366boQYaB5zEoO27EvwUGxoaGJRX7NqFqn37UFZUhPHFxSgvLWVryUPT0/ufhuL9AoJpHASxb605rfFmEXCKkhNaE5D790IwZBEysyg1y7QuWCAQfAsGqKoXUHoIozXzggFQjRAEFfQf+1txE8mz6Hmov/5T3Gmauuz+GKrczgBbciyAKe174eH6Gu5iEfr+hQBeld1QelZB8Vdob4kmiMYTIFpmwpTxI/ZS/wh6JG4koKtrbGSHUPsFspvWQQh4kKZ2QpAM6LHlQLI50TjhUhgKJ7PcHNnr/wZjd8OAjPY47RsAgXq8Sms1cHCzButF0wF7RrxGEtd+kxLQ46rY6OqcA/ro8mc0Z8MBPRq1EqMuAfqL76yG5Bqny4Dkjn244eLTOaDrombsjHBAj1Bb+geN4HP16tXsop8SxTmdTpSXl2POnDm44IILhtwjncw/8cQTeOeddwb0REnmCI6jLXoBdahfvexxQI/Wk/GvfyRA9269eNAARfsUmEp/E/+BH2YENG29qqoKVfv3o6GmBpKqoqywEGXFxSgpGhzpDUeoKSM6bWcmN2lJ3qQsbUszQy7tTQYCdJadXfVDkVug+g8AqgeqIEGScqCKFrb+nGCdgbboghrYSyFb2gztkNEaoQoOSAYXVEWBYB7LVqQLxjEwOC4JJ4mTPZ+wdeSHFgJ4NdjEpuD7W/9Xm/bee9OA9W3IA4J1WjOlR7txwCLv58CU+dOwuWgBnTUM9ACNu4D1zwNGC+BpBbqboKgqfEYXvJIdPYqIVekXINjVhNM6PmJ7uNO2c1RHlCS0WguwJ28eLA4H+72UJEnbD77fQVvV0d/G0F7xve9R3WMqQ61Jn/tdoOjEYzKre2OK+NM2fUZrzCL+HNB191pSGeSAnlTu0nWwHNB1lXNEjDFAf/sTSK5SXfqTOypxwyVzOKDrombsjHBAj522YcsE6HRB9KMfadErKrRPMl2ARlv0AmrqV5ZlLFq0SJeIPAf0aD0Z//rJDOg09sbGRtTW1qKqspIdmampGJObyw4CcvsRlqSE1CdIJxiW3cuh+LdBCdSwaeGsiKmQzFNgcF7B1oIrgf1sOjvUgDZFHSKLhAuSC6J5KqtL0XHZsxGKbxsE0QRV7e7dyzwIQTSwiLkgpVN+dxjTfwSDfS6C3UugBqshiBmQbGewBHCB1qcge5Yz6A9Nb9fG5AgnfqNoP9uCTegHrsZSiJK2XpxuNqjBZgiqAsE0FoaUy0DbsdEU+KgBvX4bsOU/QHcz0FHNIvqsX4W0AGBNA1JytOdn/ECD+XX/0MahUBZ5mT322PJQN/ZieH0++P1+9Hi92n7uwSD8isJeo799Ph8C9Fro8PtZ1nG6KUqwb7JYBkB9isMBGI3aPvRmM0vcSY+UpZxgn/7O+PAhSIofoij2ffmyy4H5d8T/y0gjoCUBSx8D2rR97lmhKP/cW3UfX0IDevUXQMMe7ZxpSUJclkXsA3w9QE4JQNu5jbLCAX2UOTSK0+GAHoVYCVKVAfpbqyA6S3QZkdK5HzdceiYHdF3UjJ0RDuix0zZsmQCdLjzvvPPOIXu76qqr8PWvfx1vvvkmWlpa2H7ql19+OX73u99hz549mD59Ou6//352kUmATtPpKfq0Zs0aZGVlMfCfOnUqs71y5Uq88MILoGgiJXYi25dccgl7j9quXbuWXeTu2rWL9UElNGWeLqApaRT94/3AAw+wzNZPPvkkNm/ezC52qT5N46dCP/LPP/88aH94eu+GG27AY489xqe4j8DnSa8ujgTo/sp7obi3DujKkH0d6Bip0tO6AZ6WDfD1tKG924iKpnI01tWhsb6eJXTLSU9HXno6xhQUsMNgMAx7aDRdXPasZOvC2fT03qnpxpSrYcp+CJ79Z0JhsEtZ0QnO6RAAwcigW7LMhCXvGQa/wY6X4G99lObCQ1UpWztBegAQTCzpnGgcy6BbNI2DSmvSA/XajQFFS2ZGdVTIgNymnQ/dADCW9kbDaS25Nv1e8W3VktkJNgg0DlY3FaKUA9m3FWDRcxonuyMI0TgZBtdVbA171IC+/BGgpx3wuTVApyIHAKm3X5oqbqcp/wDOuUsD9iUPAsHemx0hz5TPA8rPHdpPPW1au8MU+n2i9fG+XogPwTxa9iGleiUM7kZ4JRuarcWosk2AT5YBUURHZye7IXB+5/vsJoEiyzDQzVFBgB1+7EqdAdmaBk/meBgdqQzq+0M+/e6GgD8U3T/maP5Q53i4rPMx2BYuYQF9KA2mXQhMu2jY3+2oGnrdwOsPAwe29TU762rgrGuiMpPolTmgJ7qHYjc+Duix0zZWlgnQ//XWxxBTjpwcNtL+la4qfO3SszigRypYnOpxQB8B4SMB9NLSUtx3331sXTvtq07bHf34xz9mGZR/9rOfYe7cuQyQCbIJmu+++27MmzcPy5cvx1NPPcWg3G63Y8OGDcjOzkZRURGD8J/+9Kd45JFHMH78eNaWxkIQPm3aNAbZBNgE6Pfeey8eeughFtWnNnQBSuA/efJkfPOb30RbWxt7ncZGa/GXLl3K+iTbBPzU9rPPPuOAPgKfJ726OBKg0/rzYOPLoGRxlAyNksQZMi6OKkkcfb5oijMdBFah5/RIn3OCBJp5EToInJobGtgNIou8BbNLPoGBpkAbjTBKEmTDNBhTf4jszMxhzT45km6++u9D9qwZVMXgupYBbU/VfLZveTi6rhKcs9TqDLyNKTdCMOZB8X0OJUjAXQUBQahyJ1RVhiAoEERKPEfRWwmCYNIgXKBp8IIWmWc3vnwaVItWCIoCFZTtXYFoLAREMwQxU6vf3QRVbYAitlF2OBZZp1k5EFO0pHAyTcOX+50PjdcM0Tob1oKXogf0RfdptpQg0EozCYIDAd1VBJjtgDMPmPNDre7BTcD29/ogPb0UmHGDNnU7VJr3Ars+ANqqAFECfF2AZAJyJgIGM1A2D3DlH951FKlf8QctYt+/TLsCKDx54Gv9bhgQqNN50O0Lnz1Pi+4bU7Evfz48QbDPpjcYhC8QYHBPB/0mtnV1sZut9NlmsG6xID0jg71Gv52hw2S1wma3s3p044ja0iMdFNEnX1Eknw56jx5dB1bBuX8VGzPzZe+jZ+JCBMvnhv+m9/ofQ4lD79OsBeo/dLBz7p05Rd85+pvGwm5a9B7UJjTbIfRIbej8Dn2P+qCZDuH2gQDkYJCdD9Wn1/v3Tc9DJTT+0DnSd1xWFJzc8AEcAcq5oJ0jLYugdpsm3RLWkOyT9lRCuvbXl54P9Tpp31/vUL0B+lESuqXPDZZ0lGWL54B++J+U0f4OB/Tk8zAD9P+sgJgyRpfBM0C/7GwO6LqoGTsjHNBjp23YMkHx+++/P2C/9BNOOAG//e1vWR2Kcv/85z/HySdrF5S/+MUvMHbsWAbGVChB3b59+3DPPfcwyCao/utf/xq2f+utt+K6665jEH9o+f3vf4+ysrIw3BNY/+lPfwpXI3sUiaeLL7oZQFBOFzF79+7FHXfcgf/85z/hKaFvvfUWdu/ezcZBQD9z5sxwFJ5uBvzwhz8MAzpdoB1Ppb29neUnCBXSMHSBHHotdIEaumilC0SqQ6X/xStdSBLEDiiKArPRyC6IQxfOoQtj6oteJxs0/Zc99l5wi4KAYL8LdfS+b7Fa0dnaqkWd+104///2zgPMqSp942+S6UMbQLoIgoq7KvaCuyqurqtrb4gFEMGCZe1l7S52sa/gLlgQK6xiXUVExa5r1z8oSkc6DGWYmuT/vCe5IZNJJjczuZkb8p7nmWcgufec7/zOuZm85/vOdxiZsWFDSCxG20WxwYiK2Nd5P8W31V5024VFRSFvZV4e8ilSvF4jtBmOTPnB94vz8lDMUOSiIpQUF5uw9DatWqFN8F/w+sNJzqJA5HVquC87HfOsrvxhBDY8Ua8q7u/2lhyBgL8cwU3MF8HM61Vh4ctEbxTbDFsvATzt4MlrHw5fp6amp92DYN0Cc6waAuUIgoKlFh7WQS+4p8jU5wlWIogi8z7/HSpMKJeHIMIeaE8beDwUtgGgch08foa1exDMqwBqihFkFC4FLgvrruOxb+EEdVavPPnwFO6O/C7PYfHixWahj1E6dorvndvg8XPxgAqvBti4AsgrRrBV55CQLu2IV4EelQAAIABJREFUYEk7BPoMbOgFX78UKG5XX5hTXH0yFp7yhfCsnhuqlzzDNgcp9IvaIphXBP8fLw7dG8fDznt9Xz7ZoAuBnvsi0O/w+uM5/2P4fn4r9Fr1BnjWLUGwbXegcHNCQP/vj0Ww+25JkXC+G0++5c2vrTUh+XwWrN8UnHyfzzL/bRaows8iQ/eD/IwIe/RZX8+KWehdyaP4wqI69ADi04LdUVHaDZsqK+sJbl7Xis/lpk0N7GUUAEV4tJA34jQc3m993lCgm4UCj8eIdb5OUcz/+wIB8x7FMPMlWILWvBfOHUD7rIUG63Xeb6Zh1EICr7EWHazPlejPQ34e1AUC2PqHCfCG55l53+Mxny2z+g6NMCQzM4T8LAxz9Xu9hq1ZNKiq2vy6329eN5+nXDjgIkJ4u4W14MAFZrJin/ZZ9RV6bZgPT3hBhdewzs/6Ho51bbubvhaXlKC2piaysGIxzuNiR3gk+Brtt/rMuq0FEjPVwwsw0Z/10YsW1utWHRarsrIyk/OmuYX95bjW2+7R3Ep1f9YQ4AJ5Y6cSuaUjTd0K6hb702WHEegvvgtPqx5pqTK4cTFOP36gBHpaaDpXiQS6c2wjNVOgU/SMHDky8ho9Le3ahY5yokCnkKYXnWX06NHYaaedcOyxx5r/R+8757/pqeY1VmFGd4bB08M+a9Ys8Fi4JUuYtAqmXb7O49/i7V/nawxV55ed8ePHmyOUWCja2Yb1f77GLzl9+vTBTTfdhHPOOQdDhw7FgAEDzPVckWf4u5XFPVrMZQBxizcxe/ZsTBg/3nwpZeEX5KrKylCyp3DZ/K/QC0yeVWUtZIRFMr8IlxYXGzEc7f2i74nidcPGjeZLNr8E8ze/+FHcWl8k+X9PMBi5hoKYot28To9U2HPHo8U2VVWFrovak0uRTG9hxOaw/UXRtkZ9wWS9tNOyxXxJD3sMKcppCwPPOd8trxb7TY8ZbYj8UKyH9w+z7eB6ekV/bjiuba41CdXSXZihPbj2fHisrOiefAS93eGh6GXCtyBFEMPV+RWcnu0APGaZIQ/wtgl5tendzkvg7fWvAfyLwx74OsBbBvi6A3XzgSAXPkhps/g3AfTM9O6x6m5tjmgzofK14XPRAwWAtxYI+BDMDwK+onAGeXrfmXE+WqCHPOgoPgmeshvM58PYsWPrfY40xtQ39z3kzZtZ75K63gfAv+1BTRoK78rZyP/uBaCmAt71oc8q+KvhYVZ8Xx6CJR3MD0ugdCt4K1aGrskrQu12f0agWyixm2fNPBR8/VQDG/xb74O67Q9r8Lpn/VJ4V/0E76o58JYv3ByiH76yOX2KbswI8yhxyH9zsYq/jTAMe5ct8W7EW80mbDtvCryBkIeepdpXgtmdD0Mwv9h8/tb7TAgGzXPVYDGPix9RgjVapFsCnXXzueczGvHkU0SHRXzE0xwW40achz93LCHO6JaIOA+LfCsaoEmTgp8TXz4Jb/mCSD/N+HsLsHafiyK5DAw7bnfgwkcUU2vxg4skFuPo93kfPfzmNU43Rvj4/fB5PNi4aZN5vfeyr7H9qh9CCxVRi5tvtd8HS/LLzDUUtvy7arVh5qHHYxYiWb/1//A/zN+A/IICY6/1N8AS6FwoNX8nYoq1wMJ7yZl2snTt3h0XXnhhs4U1GTV3rJo6xrqvZQlwbnP8s+W0HUaG5nqhQH/qxRnwlHZPC4pgxRKccfzBEuhpoelcJRLozrGN1GwnxD0VgR7rQWfY+SmnnGI86PSkjxgxAgMHDjR/xBnO3qFDB+ONTyTQGeLOkHd6y++991507NjRZKqnV59nu0d7PqxO0YPOlfwjjjjCvLRgwQLTro5Zc35CRXuprTBSy1tv/d/yaKNuJQLeDg3CTWklQ9zpMY8d32hvvtUbzqVoD5B1De+NDpGNts36IhAb4s46+QW3csOGUCgxQ903bUKBz4fydevQprQUe23zATq1WWw87hQRFCJFRe1Q3G2cY4CZMK52zeMI1s1BkPvHa39F0L/GHLFmxLn5ek3vJv/FPeXh89ON59cPT9428BZsE7qee8uDlfAV7mrqYEK1YLAGwVomWPPBm8+s8qEj2kzyOZN4Lpx8zogza+94fjh8vcAsDnjQFqgoR9BDjyAFvRdBH885Z3VFoQz0gY3h49c2hxQbaHldUdx1ErxF/VIPcef9DFmnN5yFHu7YEPJURmbOO6HQdi42WHva67gw5AHyCoxH3vxUrA55z3ksWnSx9rkztP3dexrudY8X4h59P5PeffVMvSpNmPt2R6Ciw44meR0XqrhwaYW4m60ZTGpHz7i1Fz4c2s7Qd8tzzuv45besXTtTT15hYb0wd+ORDi+a1Qu5LihACarQcd0c80wGfIUo77CjEeec/7QvNrw9brQNhzochRMr6NlhflbwmeNvXmc9vx4m5IvxMJsw+Px8bKyoqB/iXleHkoIClK9f3yBEnuKSC4yxtjb2OcM9/rxnq8BaHOD9GQXe0OKSJ78Yn3m2w4r8LqFFyfBCX+vWrU10Qmwouwl953XhRcLY9xOFv1sLDUXLfkG71+6L2G6MaLsVqkbeHxG0ZBa9RSGVae+WaxXi7paRyLwdCnHPPPPmtmgE+n+mw1PayHavFBoJVvyGM044RAI9BWYtcakEegaox8vizmatFcxUPegMTeV+8IMOOgjvv/++CVmfNGmSCVliQrj777/fhMgzUdyoUaNw1FFHJRXo9MJPnjzZCOwxY8aAoXTcA09PPhPY8YsPE0sxNK5fv36YNm2aOTqO1/I9JohjRngJ9AxMqGRN+CtQs/A2BCq+D33J9bVCfs9rzD7y6NLYHvRkTTj1Pr9088vjxvJ5KFhxmzmLnV4pCoqv5/8eSzfsgk7t26NTu3bo3KEDunbujI7tmRU9tUIxbo5OoyexsJ9JzBZdalY/EDlL3OzpBo9iqwslhTOh7mHBbjKoUx37EfT1hC+/G4I1Yc8/Q+QLGBVTB29h/9BYeNrCX/VZvbY8Hh8CdcsRqPkpHELPty3vt9eEzfPsdYbce3w94ClfiUDhagS9tfAEChD0+EPR9jzeDVUmFJ7HqwWCXni5sMDQdm9neFsdgKJOoW01KSeJSw1vw6vnfQSsmWc84EzchrkfAmu5Tz4AUJjzde5rZ2HiuXY9Q6J8/W9Aq60Ab8yJF3sPBzqGz4Rd9iOCc2YgsO431OW3QmXH36G8054mBJ2hyBTVlshmxAqTx9GbutOyN1Faty4UZh4IYL23NT5ttS8KWrWLZH7nNoyi0lKzPYmfr9Yecn52Wwnj+J7ZxhHeg24rWeFPnwGfvx5KRta5N7D3EUD/g5tL2fb99ZLE0ZZX/wkwQRrLLgOBo8N5BGzX2PDC2MWBYOVGeFYsMO0EO20DT1k463/Ymx8J8WY2e55Xz9KaCzUZPqt+/g/Ad+8B5cuBXjsBex+5xWVyl0BvxsTO8lsl0LNvAEMC/W2gpGt6jN+0FGeccKgEenpoOlaLBLpjaDdXHO8cdL5LjzU9mKkK9Ogs7vR2c984PeAsM2bMMGKdXvP27dublX6GqSfzoFOgszz77LMmARyFN8u4ceNMEjmGRDHxHMPaufecX2gZSs+s8GyHoe5MVieBnoEJlaQJJnfjT3ShSC/csb7H0I0CvZ7R/goEqkL7kz0FneHJ72S8/jxejT8rly/HkoULsXHdOvTs2hVbMzlit24mo3u8qA+rbn/ll6hd+1C9pvLLLoycQc43albfYY5KC1SFFjkCgQqT4Z3J3UxiNxPyThHNJHEUj3nwFfweQdBLzoRnbYw33RyTxsW4DleZ49NY6jZMhb9imvG0c2Egr81gc9RbbfmjgNmDHloACO0/9Zos7qBX3pMHb8F2QM06BGt/Q9BbB0+A2cgZFk4hTo9+rdnzzkz0Hu5xZ/GWmvvYFs9RZ2m2QKc3ffn/hervsC3QK7TVJW75bgqw+OvNb638GYHCtkDNxpA499ch4MtHXV4p6vKKgYAftd4i1CIPFfltUVK5PJJfwfDz+82+7KWB1qjx+42Xm/uI+buQGdijsq7zdY+JvghlYo8+fo0Cu9XaX1BUuQr5nXrD02WHhp56Jx7n8hXAw+c1rPn0m0OCMAMlItA9gZAtlji32j70TGCfRjKnU8RSbPMYsm1+n9xiXj/lrvrtJGsjea26ookEJNCbCG4LuE0CPfsGkQJ94pRpQPHmRc1m9aJyOYac+GcJ9GZBdP5mCXTnGasFEcgogXhHpNGAgj73w1u8bcQW1wt0m9QoNhYuXGhE56Lwmei9e/TANp07o2+vXujWpUu9mqpX3hAS0VHFk7cVCjvdHXklJNBnI1i3BME6ZkxnOHl1KAkcPdW180LXekvgQci762tzKnz5PVBXMa2B5dECPV63AjULULXkmFCmeAr/8PnmwaAHHm9pKLyd3nruSw+1FhL4xrMcOtfb4yszx7p58rqa8PxIFnezWLAtvIW7oaDD38y1tgU6s6yvnR9qkiHtPAaN3vBZb9TrRrD7rljT8xCTI4E/3NNrfldXY9/fJpsFPu75zfNXo0NwHWqQjw0FZSgKVBmHekVeGb7ocSx8JW1QWFKCIm8AvuLWaFu5DL1+mVpvr3OwpAwVB10c8XRTaDty7JnN+ZfyZd/OCHmsY0sGj/OKCPTlvwKTQouz9cr2ewEnX93wdQr58ZcDXGSwyg57Aydd1TiGF+4Afv6i/jU8X/zyiSnj0w3NJyCB3nyG2VqDBHr2jZwR6JPfAoo7pcf4yhUYctJhEujpoelYLRLojqFVxSLQMgQSCfTCHcYbL7RVthSBHo8ys5TPmTMHv8yejbUrV6LP1lujb48e2K53b3jLR8UdmKJum7O4B6pnoWb1naHrApWhc8o9gdDZ5UE/AlVfhQS7ycaeB09eFxS0v9hcXruufqQCXyvoeHPYo554TlSvuAZ1FdMBczQbvfXct86jplqZmzz5TFrXHoG6lfDmtTdHuXG/uVU8Bdsjr/XR8FdMNyHuoUWIIDz5feHN7wlGCYS8+jYFOo9Im1//6Ln1vzsZdbOmwVO+wOxX5r5rZiTnvuuPeg42+4Rbt22LVm3agPuEGSHU99MxmxORBWrgXflraF955+02w+ixC3BQHK+yMfYbYNaM0LUFxcBeJwMbVgG1VUBpe6A99/NnUckGgZ4ozD3RMWTJvP8TrwcWhiMuooeKAp1CXSWjBCTQM4rbVY1JoLtqOGwZExLo/0WwaCtb1ye7yFO1EkNOOlwCPRmoFn5fAr2FB0DNi0C6CfjXvoPaJQ/Uq9ZT1BuFfeu/tiUL9OjOM28Cjw385eefsXzxYuzV7T/o0q7SZMVnRnmW6PBv616zT73qK+OppveZZ5wzPN0UCmAmhqNHPbyPvaDsIvPvmrUPRva38/95rY81P8lKdOi9Ed9MLmeSxTFDPPez991cRdCPoH9lKPTdW2T2uBd0vMr0g974YN0ieHwdzOICfB3MWfbBulVGqNPrb8eDXvPylZFEaeY88JoarM3viLJWRWiLCrPnmnux+WP2XZ8+Nn4Xn7+0/jnly2aH9px37LX5+v2GAH32S4bIZDrHG7cBG1dvvnbbfYEBQ0P/5/ufTAQWfRv6/9b9AdYdm2QueUvOXeGmEPfiYuChc4F14Sz5Vq9PuhLYYZ+GDGY+D8x8oeHria63rkwk0K/7j3OcVXNCAhLouTs5JNCzb+wp0J984Q0EC+vnymlqTzzVqzD05CMk0JsKMEP3SaBnCLSaEYFMEvCvfgX+9Z+aJrl/O6/T4Hrec76eKwI9lvvyOc+bBYyKDRvgDW5E6+IgvEUD0KErQ6xTO2OYnnaGx8cmmePrIfglST3n0fbxPpMsjtI84DfHsPkrPzEC3SqBml+MWA9ll+ciQRmKOj9ohHeDEtiEmrUPIWIPj7JqNwK/rd4GDzzwgDnlwbQVDGLhkiWhnxUrsG7FQhwR/J/Z023t2+Zvr9mnXQws/q5+U/SID7o3/hSnB/zjiZtFemEpUNaDG/tD11OY2xHnvPa714DvXm/YzhF/D3nSP3kS+DU07yOlMe98Jh/K6LboRafQpTAuLAnt9z5gUMasqZckbtnckC3WPnQK80T7zxMJ9GQedCaim3xX/f7t/Vfgz8Mz1mc1tJmABHruzgYJ9OwbeyPQn38dwcLUE+LG662neg2GDvqrBLrLp4IEussHSOaJgFMEclWgkycz3NeteA41K1/HpmofKio92LB+PcprD0BJuxNMKHzbNjyDPE4JbIK/8iMTau7xlhhRHyvQ0zVm9OLXrLojfGwaDd+IYJDJ5ervRYvnpacnvXbNPfBXhRK0mYUEb1vz798qr8Ctdz2I04cOxdwlS7BkxQr07N0bPbfdFj179sQ222yD/OdDEQH1CsXuLkcC748DKujhp+IvBgYMAbYOnU0et0Rn5qbIb2p5b2zDxQHWdcjFAOuN9dZb7STy7tuxg0e9McR+7eJQSH2/g7MvrD6mn/UEuh0G1jUU8fS4V3NxKFyYKG5kKKloo4WJ4hb+GLqk7VYZzVqfzLRce18CPddGfHN/JdCzb+xDAv01BArK0mK8t2Ythg46UgI9LTSdq0QC3Tm2qlkEXE0glwU6ByayV5/h4tULEPRvMMnM5m38Kz78sRe8wULsSNHatSt6bb11JBFZvCRzzI7ulEinrZYHPOhfi9ryfzWYVw0EemATqldcAX/VN1yN4Ont5hzrjdVdsKHKi9e+3A2vv7cQt991F7p3744ePXo0nKuz3gG+nLL5dQrxA88JCWGWZSFPf+T/mZjtiTzoTgl0LixMvT4UOh9djhud+eO/0si3yQKdNlCkf/5ayBpGQ/QfmHwfOefKT++GtiZwuwEjJrg1QaVFCEigtwh2VzQqge6KYUjJCCPQn3sFgYJ2Kd2X6GJvTTmGnnK0BHpaaDpXiQS6c2xVswi4mkCuC/TqWYMR9FcgWDUXwdpVkbHytt4b3tb7YF3J2aG967NnY/6vv6Jrx47YsUcNdtjqZZQUF9c7ys3uPvPmToh6yeuiKottf/WKT1G39m7Avwg+MDO8B16vB4G8rsgv3Qbr2lyLW+6ciPHjxzduEs+jXv5zSFR12b7lRSm92S9dV9/mTtsBf7409Fq6Q9wZnv/+ow0Z7fLXUCRBlpZmCfRU+5xokcNaVEm1Pl3fbAIS6M1GmLUVSKBn39BRoD/x7MsI5Ici4JpbvLXrMGzwMRLozQXp8P0S6A4DVvUi4FYCuS7QaxbcisCGzxDY+K3JyG6Kxwdvqz3MP4t2eqXe0DEz/PL5M9B2w32o3LQJBfn5KORPQQE8RX9C2y5noZhJtxwuNasfMAnrrFJT68OiTRdg+eoKlFdUYM7ChejVdS322fZjlBYFUOxZaLKom+4VdIe37R+wNO8SjB49OrlAd7gvTaqeIv3XT0K30qtPb6yVBI5i8MvJwMJwkrie/YE9Tmp6krjYKALLYAl0+0NH7/n0+xten+UM7QNw35US6O4bk0xZJIGeKdLpayck0KfCn9c6LZX66jZg2OBjJdDTQtO5SiTQnWOrmkXA1QRyXaBzH3rtwtvgXzczcma4p7A3PAWho0xiBTpfC1TORc2voePUqqurQz9VVZi9Yi98PacT8n0+9OjSBUU+H9q2bh36adMm8tsSyqlMjI0VFeZM8fXhM8bXb9gAf93PqKuahUUr8+Ap2QntO2+DTl27olu3biZkvdC3HtU/jTDNBOvWmwzuCFQjr8PRKOh1C+YvWpm9Aj0VeM29lhEEzBofW+xmnW9u+w7dn1EPeiKBzr38e57kUA9VbWMEJNBzd35IoGff2BuB/sxL8OdtThbbnF746jZi2KnHSaA3B2IG7pVAzwBkNSECbiSQ6wLdjIm/AjULboF//WeAtxAeb6F52Vu6Ewp6xxFmPOd8yQPgUXZW4dny5gg7Xyn4xXfFihXmN/muW7069Lu8HJ5AAOXr1oWOJ/N6Q0eU5ecbAV+xaZM5S7zO7zd7xfnvvMJCrC0vR2lpqTlbvE3btqHf7dqhrKwMnTp1Mj+JCjP516141oTxs1Cc53UNifb58+dLoNt9KP83GZgdPoed97gxK7zdvoSvy6hAj7ctgXZk+SJHishddbkEuquGI6PGSKBnFHdaGqNAf/zp/8DvK01LfT5/Bc487QQJ9LTQdK4SCXTn2KpmEXA1AQn08PBQpC+8FYGKHyLiPK/LCHiLt004fvSkM/laSMzvbHucA4GASURXU1NT74eedZ4lzh+fzxf5XVJSUm+vu+2Goi+kQI/5wy6BniJJKwt9644tvw8/RdPjXZ5RgU4DuCWBCx21lSFz5D1Pwyg2vQoJ9Kazy/Y7JdCzbwRDAn0K6uIdpdqE7uQFNuHM006UQG8Cu0zeIoGeSdpqSwRcREAC3UWDkWFTJNAzDNxlzWVcoLus/7lujgR67s4ACfTsG3sj0CdNRp23KC3G5wWqcObpJ0mgp4Wmc5VIoDvHVjWLgKsJSKC7engcNU4C3VG8rq9cAt31Q+SogRLojuJ1deUS6K4enrjGUaA/9tQLqPOEtuA1t+QFqzH8jJMl0JsL0uH7JdAdBqzqRcCtBCTQ3Toyztslge48Yze3IIHu5tFx3jYJdOcZu7UFCXS3jkxiu0IC/XnUoiAtxuejBsPPGCSBnhaazlUige4cW9UsAq4mIIHu6uFx1DgJdEfxur5yCXTXD5GjBkqgO4rX1ZVLoLt6eOIaZwT6xGdRi/y0GJ+PWgwfMlgCPS00natEAt05tqpZBFxNQALd1cPjqHES6I7idX3lEuiuHyJHDZRAdxSvqyuXQHf18CQU6BMmPoPaYF5ajM/31OGsIadKoKeFpnOVSKA7x1Y1i4CrCUigu3p4HDVOAt1RvK6vXALd9UPkqIES6I7idXXlEuiuHp7EAv3Jp1ET8KbF+AJvAGcNPU0CPS00natEAt05tqpZBFxNQALd1cPjqHES6I7idX3lEuiuHyJHDZRAdxSvqyuXQHf18CQW6E9MQk3AkxbjC7xBnDXsdAn0tNB0rhIJdOfYqmYRcDUBCXRXD4+jxkmgO4rX9ZVLoLt+iBw1UALdUbyurlwC3dXDk1Cgj39iImr86bG9wAeMGDZEAj09OB2rRQLdMbSqWATcTUAC3d3j46R1EuhO0nV/3RLo7h8jJy2UQHeSrrvrlkB39/jEs45J4sY//iSq64JpMb4wz4MRZw6VQE8LTecqkUB3jq1qFgFXE5BAd/XwOGqcBLqjeF1fuQS664fIUQMl0B3F6+rKJdBdPTxxjTMC/bEnUF2XHhd6YZ4PI4YPqyfQZ86cifHjx4NtqbiDgAS6O8ZBVohAxglIoGccuWsalEB3zVC0iCES6C2C3TWNSqC7ZigybogEesaRN7tBiuZ/P/Y4qmvrml0XKyjMz8PI4WdKoKeFpnOVSKA7x1Y1i4CrCUigu3p4HDVOAt1RvK6vXALd9UPkqIES6I7idXXlEuiuHp64xhmBPmECqmpq02J8UUE+Rp51lm2B/sUXX+Df//43VqxYgV69euHCCy9Enz59sGzZMpx77rl48cUX4fV6MWbMGHzyySeYMmWKsfP222/HDjvsgOOPPz4tdudaJRLouTbi6q8IhAlIoOfuVJBAz92xZ88l0HN7/CXQc3f8JdCzb+yNQB8/HlU1NWkxvqigACNHjLAl0CnCR4wYgeuvvx577LEHXnnlFbzwwgt44oknUFRUhFNPPRU33XQTtt9+ewwbNgx+vx+33norevbsad675ZZb0Ldv37TYnWuVSKDn2oirvyIggZ7zc0ACPbengAR6bo+/BHrujr8EevaNPQX6d999h/79+6fF+G+//Ra77LKLLYFOMf7999/jH//4R6TtIUOGYNSoUdh3331xxx13GAF+8MEH49JLL8WAAQPQtWtX7LXXXvW862kxPMcqkUDPsQFXd0XAIiAPeu7OBQn03B17edBze+zZewn03J0DEujZN/YU1PxJZ6HYjxb8iZLEjR071njFL7jggkjzV155JQ444AAceeSReOONN0xY+yGHHIIvv/wS+++/P6ZPn44999wTH3zwAUaPHp1Os3OqLgn0nBpudVYENhOQQM/d2SCBnrtjL4Ge22MvgZ7b4y+Bntvjn6j3iQR6PA/60KFDcd555xkP+pIlS3D++ecbD/rvfvc77Lfffhg5ciR22203s1/9pJNOEvAmEpBAbyI43SYC2U5AAj3bR7Dp9kugN53dlnCnQty3hFFseh/kQW86u2y/UwI920fQGfsp0JkIbsKECfUaWLVqFc4++2zceOON2H333fHqq6/iueeei+xB58WDBg1CZWWlOaatU6dORrAvWrQId999t0kSp9I0AhLoTeOmu0Qg6wlIoGf9EDa5AxLoTUa3Rdwogb5FDGOTOyGB3mR0WX+jBHrWD6EjHaBAj95nbjXy1FNPYcGCBUZ8M4v7Nttsg4suuqhe4jcmhZs1axYmTZpkbnv00Ufx2muvYerUqfD5fI7YmwuVSqDnwiirjyIQh4AEeu5OCwn03B179lwCPbfHXwI9d8dfAj13x149zy4CEujZNV6yVgTSRkACPW0os64iCfSsG7K0GiyBnlacWVeZBHrWDVnaDJZATxtKVSQCjhKQQHcUryoXAfcSkEB379g4bZkEutOE3V2/BLq7x8dp6yTQnSbs3vol0N07NrJMBKIJSKBrPohAjhKQQM/RgQcggZ67Y8+eS6Dn9vhLoOfu+Eug5+7Yq+fZRUACPbvGS9aKQNoISKCnDWXWVSSBnnVDllaDJdDTijPrKpNAz7ohS5vBEuhpQ6mKRMBRAhLojuJV5SLgXgIS6O4dG6ctk0B3mrC765dAd/f4OG2dBLrThN1bvwS6e8dGlolANAEJdM0HERABERABERABERABERABERABEXABAQl0FwyCTBABERABERABERABERABERABERABCXTNAREQAREQARHPVWSqAAAgAElEQVQQAREQAREQAREQARFwAQEJdBcMgkwQAREQAREQAREQAREQAREQAREQAQl0zQERyDECEydOxNSpU+H3+/GnP/0J559/Pnw+XwMKq1atwv3334+ffvoJ5eXleP7559G+ffsco7Xldfejjz7CuHHjsHr1auyyyy644oor0KFDhy2vozneo1TG+cUXX8S0adMwb948HH744bj44otznF72d9/u5/xvv/2GCRMm4LvvvkN1dTX69euHUaNGoVevXtkPIUd7sGnTJtx777349NNP0apVK5x22mk46qij4tL473//i8mTJ2P58uUoKSnBgAEDcN5556GoqChH6anbIuAOAhLo7hgHWSECGSHwzjvv4NFHH8Wdd96J0tJS/P3vf8fAgQPNH/DYQgH38ccfo3v37rjqqqsk0DMyQs42smzZMpx11llmPHfffXc89NBDWLt2Le666y5nG1btGSWQ6jh/8MEHyMvLw3vvvYfi4mIJ9IyOVvobS+Vz/ocffsCPP/6I/fbbz/xNePLJJ/H111/jqaeeSr9hqjEjBCjOufBy3XXXYdGiRebv/G233Yadd965Qftz5841z35ZWRl4sgsX5XfccUfzd0JFBESg5QhIoLcce7UsAhknQGG200474YwzzjBtT58+HfS08CdR4R/tE088UQI946OV/gafeeYZfPXVV7jnnntM5StWrDCLM3x9q622Sn+DqrFFCDR1nLlgw8gaedBbZNjS1mhTPuetxrkwe8oppxivart27dJmkyrKDIG6ujocd9xxuPXWW02EFMuYMWPM78suu6xRI2pra3HHHXeYa66//vrMGKxWREAE4hKQQNfEEIEcIsAvXhdddJEJY2NhSOvZZ5+N119/HQUFBXFJSKBvORPk9ttvN1+6GcJoleOPP954WPbcc88tp6M53pOmjrME+pYxcZryOW/1nNEUnAfc0uTxeLYMIDnUiyVLlmDYsGFmGxsjIlj47xkzZuDBBx+MS4Kh8BTxGzduRH5+vhH38bztOYRRXRWBFicggd7iQyADRKD5BLjyzZXzeIVfsqz9ZMcccwxuueUW9O/f31xqeVCnTJmCtm3bSqA3fyhcXcMNN9yAvn37YsiQIRE7GU0xcuRIHHDAAa62XcbZJ9DUcZZAt8/YzVc25XOe/eE+ZC7gcg/6gQce6OYuyrYEBH755RezAMucEtYCy9tvv20WXMaPHx/3Ln5/WL9+vQmH5zaXwYMHo3PnzmIsAiLQggQk0FsQvpoWgXQReOSRR8BkL/FKmzZt8PTTT5u3muJZkQc9XaPU8vU01bPa8pbLglQINHWcJdBToezea5vyOc/Q9ksvvRTHHnusCZFWyU4CTfGgR/eUAv2NN95QXpLsHH5ZvQURkEDfggZTXRGBZAS4N5H70qykcEwmxKRA2oOejNyW8T73Jn/zzTeRL18rV67Eqaeeqj3oW8bwRnrR1HGWQN8yJkKqn/Nr1qwx4vwvf/mLWcRVyV4CjKTjIgv3kjPfDAuTxgWDwaR70Hntu+++i8cee0xJArN3CsjyLYSABPoWMpDqhgjYIcCkcAxzu/vuu82RKtdcc40JZbQEO4/b4Zc0Zm5nqampMaFvDHmbNGmSyfSaaK+6nfZ1TcsSWLp0qQlnv/baa7Hrrrvi4YcfBkW6sri37Liku/Vk48xFmgULFoCh0CxMDMefsWPHmt8XXHCBOXox3vGL6bZV9aWfQCqf8zxCk8nDmJfESh5Ki7gXWXvQ0z82maiR+8m5fY1Z3BcvXoyrr74ao0ePNvvK+fpLL71k/g54vV68/PLLZtGeSUIXLlxoEojyuksuuSQTpqoNERCBBAQk0DU1RCDHCNBjzj/K8c5BP+KII8wfch7Bxfcp1mNLYwnlcgxlVnb3ww8/NEft6Rz0rBw+20Y3Ns7PPfecOSOZRyqxPP744yaKIroMGjQII0aMsN2eLnQXAbuf82+99VbkVIfoHowbNw59+vRxV6dkjS0C0eegM1Hc6aefHjkHfdasWSbPwJtvvmkW4DjODGvnVrb27dubhZrhw4eb4xZVREAEWo6ABHrLsVfLIiACIiACIiACIiACIiACIiACIhAhIIGuySACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkiIAIiIAIiIAIiIAIiIAIiIAIiIIGuOSACIiACIiACIiACIiACIiACIiACLiAgge6CQZAJIiACIiACIiACIiACIiACIiACIiCBrjkgAiIgAiIgAiIgAiIgAiIgAiIgAi4gIIHugkGQCSIgAiIgAiIgAiIgAiIgAiIgAiIgga45IAIiIAIiIAIiIAIiIAIiIAIiIAIuICCB7oJBkAkisKUQeP7553HXXXdFulNUVISysjL069cPf/nLX/CnP/0JHo8n8v748ePx+OOP46OPPoq89uqrr2LChAlYunQpeP/777+PxYsXY/To0fjxxx+xadMm3HnnnTjkkEO2FGyO9CMeR0caylClsXPlvvvuwxtvvIG3337bUQvizVFHG7RReab6bsOUrLwkE/yWLVuGKVOmYObMmViyZAk6duyI/fffH2effTbatWvnam6Z4EMA5557LgoLC/HAAw+4moeMEwEREIFME5BAzzRxtScCWzABS6D/5z//Qa9evVBdXW2E9nvvvQcKnf79++Pee+81X8pYYsXPmjVrjJD/29/+hkGDBiEvL89cd/nll2PlypV46KGH0KZNmy2YYHq6tnr1ahx++OENOKan9ubX8s9//hMvvPCCWXyxW5wW6IlsygWB3pTxsDtuLXldon5lQoCOHDkS/DzjZ9euu+6KuXPn4qabbkJdXR2effZZs/jY0qUl+Uigt/Toq30REAE3E5BAd/PoyDYRyDICsQI92vzvvvsOI0aMwEknnYQrrrgibs+++eYbnHXWWXj66aeN190qJ5xwAvbaay9cffXVWUakZcz9+uuvDetYji1jTcNW0yEI0y2y0mFTpvjmct9TYdySApRRQKeeeiqKi4sjJlvP5c0334wjjzwyla44cm1L8pFAd2RIVakIiMAWQkACfQsZSHVDBNxAoDGBTvsozD/88EO8++67xoMU7Z288cYb8dprryXtBu+zQuLnzJmDRx55BF999RVqamqwww474KKLLsLuu+8eqccSM/Ra3Xrrrfjiiy9w1FFH4aqrrjLXpFLH5MmT8Y9//AOffvopWrdujaFDh2Lw4MH1bGZ9jz76qLGptrYWO++8My688ELsuOOOkevstJkIxOeff45x48Zh9uzZJsKAfb344otNxAJLPI60kZ68RMWOzcnaZd0W68Y43XPPPcaDGF222morvPnmm5H7441VIg/6M888Awoeih+GDlMUnXbaaZHqr7vuOsyfPx+TJk2q1yY9nBxDRnQ0ZlM8D3q6WNAghkI/+OCD+N///me2b/Tu3RtnnHEG/vznPyccL4tzsr7bmd+J+k4utIP932233Ywtzz33HO6++24MHz4c559/vnlt4cKFOO6440yY8h/+8Afbz5Qd2+zOqXig7Mwzu89zss+YpB9a4QsYBcQIIYZ2c/4lKtb4kvctt9xi5kbXrl1x7bXXmrH44IMPzJzh1p9ddtnFfCZ16tSpwedQY3ani4+dZ4GGTZ8+HWPHjsVvv/2G7bffHtdccw3uv//+eiHuTXkW7LLXdSIgAiKQTQQk0LNptGSrCLicQDKBzi/Ed9xxB/79738bYRkrfvhF9JxzzgGFB8W2VY455hgMGDAgIqr5+s8//4wzzzwTBx54IEaNGmXEFtun5+qJJ56ICGJ+2X399ddNexSqFMxW6Hyqdey7776gN3+77bYDw/j5JZl76PklmWXWrFnGc73ffvsZAcMvzT/88APeeust3HDDDeYau23GG2p+GWa9J598sul7ZWUlbrvtNiPWKWq7dOlibkvEMV6ddmy2267FOhmnxjx3icYqnkDntQwfpiDv27ev2Y/O+cVIi+OPP950145A53V2Q9zTzWLYsGFmsYp2cp/yvHnz8NRTT+Gyyy5Dhw4d4j7xFudkfbc71+L1PRAIYODAgYYt902z0KZPPvnECCw+Yyx8Dsic21hKS0ttz2+7ttmdU/FAJZtnyeapXRvtfiy//PLLRnBTUB9xxBEJb7P6zM8RbvXp2bOn2d7D+c0cH//9739x3nnnmS1EXPzr06cPxowZE6nPrt3N5WP3Wfjyyy/NHGJ0FBfQuAWHn538zTlu7UFvyrNgl72uEwEREIFsIiCBnk2jJVtFwOUEkgl0fonnl/zbb7/deAibI9ApVOlxYZuW4CYeCmTuU6cHkIVfduk95RfYgw46qB7BVOvgl0omerIKPfH8kk/PFgs9Y1ZyqGibohu122a8oeYX2KqqKuPJtEp5eTn++te/4uijj44sYKQi0O3YbLddi3UyTo0Jg0RjFU+gx7uWAogRFhTvHIN0C/R0suB+5H322cdEPXD87JZEczq273bnWqLxuOSSS1BRUYF//etfoGA/+OCDjZ2cf3yWS0pKjCeUXtEnn3zSmG+3TbvX2Z1TqQp0zp1k89SujXbGjc8pxbbP58OLL77Y6B50q8/0gHN+sPB+Jtns0aOHST6Xn59vXmcuB4p2jkerVq1SGoNkz2EyPnafBUYLcK5zMdMqVuQFoy4o0Jv6LNhhr2tEQAREINsISKBn24jJXhFwMYFkAp2h7Qy1bq5AZ+g4v9jRG8OEctGFYZT01M+YMcO8bH3ZpeevoKAgcmmqddCrzzqihTfD6f1+v/G+MsSeNp1++ukmzD5eSaXN2PvpLePiAD3nVnixdQ0jCBg+y36z2BXodmxOpV2yTsaJ9iUTBrFjxXsSCXRuN7DECq+z5tjUqVOx9dZbp1WgO8GCERmcQxxDekwZCZKsWHO6sb4zmsLuM5JoPDiWFGlM5sckZ5zb06ZNMyKdopDz8dBDDwUjXC644AKzpcNOm3avs55fO3MqHrPG5lmyOlOxMdl4UXySD7dh0KY999yz0Vus54jjS0FvFS6QULDz89Mqn332mZk7XDRhZE8qdjeHj91nIRgMmnnNhVP+RBdujWB0gOVBb8qzkIy93hcBERCBbCQggZ6NoyabRcClBJIJdHp7eESata+1qR50hkY2tkeXeBhWaX3Bf+WVV4xwiy6p1kGPLPdRRpdo76FVHyMEuHAQr6TSZuz9q1atwmGHHWYiEGLrv/7668Ev6hRPLHYFuh2bU2nXCs1tjBPta0wYxBsr3hNPoFOEx2aCtxIN0uu7xx57JBTosZEWdkLcnWDB/fHkRjFGob7TTjuZrRgc60SF1yfrO3MS2H1GEvWduQlOOeWUSM4DHmvHrRQUmxSDTHTG7Ra8n5Ekdue33eus5zfZs5eIU7IQbjvPc2MftdZnTGPXUKAywobbXHhUJE9XSFYSPUeMlGEUUHSSze+//x70ZFufqamwbQ4fu8+C5fknA2vbidV/hrzT628J9KY8C8lY6n0REAERyEYCEujZOGqyWQRcSiCZQG8sSVxjwjJ2Dzq9N/TUMXTS2h/bmJiJd152OuqIFuh2vdF27Y7tT2MeK3rUV6xYkXEPemy7ibKLx4ZBNyV7dFM96PQ2MjEgw4qjy7HHHottt902shXCjkBPZQzssrBs4tYFelhpJ6M/mEDrj3/8Y9xpbceDzvwHdudaor5TXB5yyCFGWP30008mEeGll15qwtm5H5oCnbZwkYT76O0+U3avswR6vOc3dk7FA5XqPIuuMxUbG/s45tYaeuuZlJKLGXZKorlDgc68ANEJH2MFeip2N5dPooie6M8Fy4POz2oK8ugS60FvyrNgh6euEQEREIFsIyCBnm0jJntFwMUEGhPo/CLJL2jRx6w11YNOBNw7vWHDBkycOLFeGGgsnsaOpGpuHbEiwc5+brttxhtmesr4BTw6C/q6detMwinuh7eOobPrQbc4Jts3b7ddu6L0scceMx6/jz/+uF43GxurRAKduQaYKNAqTMDFkwKsPeicH8x6/84770SOvFq0aJERnRTAVq6CRDbFtptuFrHjzL3eTIjIEwKYCCxesQR6sr7bnWuJ+s62uai2fPlyk7yOCQnJ7P/+7/8wZMgQE6FArz8ZWcVum3avszun4nFKdZ7Fe57tfMYk+khm+xTBDEGPFaeNfYw3R6Cn8tnYXD52nwVGq1CoM4GnVbgHnc8gRb7lQW/Ks+DiP4cyTQREQASaTEACvcnodKMIiEAsgViBTq/y0qVLTQIjZm7v37+/EUSFhYXm1uYIdGYq5nFPFAz0ovMYIgpNij7+pqePpTHR19w6Yr/QR2dEZxgwjw/78ccfTXgrw9BZ7LYZb3YxDJpZmxl2zC/HzOJODzEzxXMPKhmwpCLQ7dhst127YsraJ07hTJHn9XqTjlU8gc5j+Zid38rizpBl8rjyyitNtn0Wikvumeb/KXg5Nxj+znlJL7Ml0BPZFNtuOlnQFmZAZ0g7Ty3gXnpm6GYfyGavvfaK+yFDznb6bneuJeo7G7e2pXCMeB1Dkq0M7xs3bjRRLBTbVrHbpt3r7M6peKBSnWexz7NdG+O1za0aPP6P+/aZbC+V0lyBbtfu5vKx+ywwgsU6Wo6fXWvXrjWinGHyVhb3pj4LqXDVtSIgAiKQLQQk0LNlpGSnCGQBAUugW6ZSiJeVlZkjz3j+L7MQezyeSE+aI9BZCfcs8sxxHvfDM6S7desWSdRGcZxMoDe3jnhhtvxyzOzLDFdm4bFuDPmMPgfdjt2Jhptfitln6xx0ClwmpWO4tlVSEei8x47Ndtq1K6Yo8OjppkCghzL2HHSGT8eWROegMxs3s5eTd9u2bc3+fJ7fHV3oPWeyM4p17vFmZvdbb701cg46r01kU7xz0NPJgmda87mhV5rJxDiO9E4zIViiYnG203c7cy1R39k+Pecnnnii4WZlaufrFJ0zZ840czE26ZmdNp149mJ5pTrP4j3PdvsS2zYjhZhYL15hqDtD3pONb+xzYCfE3arTjt3p4GPnWaBNzI/BRSdm/OeRiNyTTpHOvxGWB70pz0IW/FmUiSIgAiKQMgEJ9JSR6QYREAEREAEREAEREAEREAEREAERSD8BCfT0M1WNIiACIiACIiACIiACIiACIiACIpAyAQn0lJHpBhEQAREQAREQAREQAREQAREQARFIPwEJ9PQzVY0iIAIiIAIiIAIiIAIiIAIiIAIikDIBCfSUkekGERABERABERABERABERABERABEUg/AQn09DNVjSIgAiIgAiLQogT23XdfvP/++5EjDVvUGDUuAiIgAiIgAiJgm4AEum1UulAEREAERCARAZ7Z/cknnyAvL89xSDwrnMef8ezk7bffHjxznsfNsfB4Mp5zzqOcrMIj/niUE88aZykvL8dhhx0GHoV1+eWX17OX969btw4+nw/du3fHqFGjcOihhzrep3Q3EC3QnRDrGoN0j5jqEwEREAEREIEQAQl0zQQREAEREIFmE8iUQOc5yjyX++677zaifM6cOXjhhRfMuep2BfozzzyDL7/8Et9//z1ef/115OfnR/pvCfxevXrhvffew/XXXw+K0Xbt2jWbUSYrcEKUW/ZrDDI5kmpLBERABEQg1whIoOfaiKu/IiACIpBmAn/729/w4YcfRmr94IMP8Mc//hF8nWL46KOPNp7ob7/9Fvfccw/mzp2Lrl274pJLLsH+++9v7mvsvWhzKaqvvvpqI6zjFTse9FNOOQV///vf8dhjj+HII4/EIYcc0kCgWx74Aw88EI888gh+//vfp0SttrYWN910E2bOnIlNmzahS5cuEZvpkV+zZg2Ki4ux++67m+vat29v6ueiw7nnnovJkycbL/4tt9yCGTNm4JVXXkG3bt3MwgQXD6xrL7roIjz99NMoKCjAZZddhoEDB5r3EnnQWf+ll16KiRMnmuvI0rrn7bffxv333w/afvrpp+Ohhx7CF1980aDf2TIGKQ2YLhYBERABERABlxCQQHfJQMgMERABEchmArEedArBYcOGYcSIEUaIMmz8nHPOMWK0T58++Pnnn42gnDp1KqqrqxO+V1RUVA+L3+8391VVVRkRuvPOO2PXXXc1YpbFClGPZcmFAoa4z5o1C9deey1efPFFvPPOO6Z9ClGrWAK/d+/eePfdd3HdddfhzTffTNmDzkWKSZMmYcyYMWjVqlXcoa2srMTjjz8O/mafLNFNTmeccYYR5RTMV1xxBQ4//HBMmDABy5cvj0QLkPGpp55qBL0lml966SWUlZU1KtA5JkOHDsVXX32F2267DW+88QZWrVqFE044wSyg7LjjjmZRgosE8QR6toxBNj9Psl0EREAERCB3CUig5+7Yq+ciIAIikDYC8QQ6vcelpaWmDSYso+c2tjz//PNYsmRJwvei95JH30svPEUp6129ejUeffRRUMwn86Dfeeed6NSpE84880zjKeb+9Geffda8Fi3wvV6v8VjT88/96rGFwvrhhx82L1NcUyhHl/nz52PkyJHGO08h/Yc//MHYxzJu3DhQSNPuYDCI/fbbL1IXr/34449NcrelS5fitNNOMx50lm+++cbspWfblpjne23btjX/v/DCC82++gMOOKBRgW7Vz3sGDBhgvPz8efXVV3HfffeZurigQtvjCXSrny09BmmbvKpIBERABERABFxEQALdRYMhU0RABEQgWwnsvffeRlhaSeIoNLnP2yrcz00vNhO4xZbG3rPDg55fitODDjqoUYFOrzjF9vr16+tVe/7552P48OHmtXgC344N8a5hEjsK6M8//xzz5s0DFyN++ukn3HzzzXjwwQdN2PtHH31kFggo2i3RbXGjt5yebnrwWbggQQ/3k08+Gbk2WqAzWd7JJ5+cVKBHjwu3GLAOblF47bXXUhLo0X126xg0dex0nwiIgAiIgAi0FAEJ9JYir3ZFQAREYAsiQGHLPd3R+6OjhSAzp1sijl7r6ND1xt6LRUQv8vTp002iOO5j5//pmafAZbh7Yx70BQsWGDFseaBZN8O8KZhffvnltAt0y3YKdXrCuVd84cKFZh85FyoY2s9weyapa6pAt0Lcf/jhB1x11VXGM58sxD2eQN+wYYMZn3vvvRf9+vXD2LFjzYJCPA96No7BFvSoqSsiIAIiIAJbOAEJ9C18gNU9ERABEcgEAYreJ554Ahs3boSVJC5aCNIGeoC5p3r27NlmDzlFOj3Iyd6Ltr+urg5Tpkwx+6OZTbxz584YNGgQBg8enFBgW8esca85k74xDNwqDDFnEjuKdCZsS5cHnTbefvvtppmOHTsaG+mlDwQCuPHGG43Xmh50JtMjj6YKdCaJ4153JonjkXF2ksTFE+gMqZ82bZoJoWfoPxdAuJjBffixJVvGIBPzXm2IgAiIgAiIQLoJSKCnm6jqEwEREAEREIEMEIjdRpCuJrnIwjB6huMzFF9FBERABERABEQgcwQk0DPHWi2JgAiIgAiIQNoIpFugM1s8PfuMbOB2AWaw79GjR9rsVUUiIAIiIAIiIALJCUigJ2ekK0RABERABERABERABERABERABETAcQL/D6VK23kSAR8AAAABSURBVCeNMsiDAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cns.pairwise_consistency_plot(methods=[\"tree\\nSHAP\", \"sampling\\nSHAP\"], max_features=6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot takes as input two explainability methods and outputs the difference of the contributions for each feature across the dataset (or a sample, by default). Only top features according to the mean of absolute constributions are displayed, ranked from the most important to the least.\n", "\n", "The position on the x-axis shows how different the contributions are in each direction: points centered around 0 indicate little to no difference between the explainability methods, as opposed to points far away.\n", "\n", "The colorbar represents the feature values. Based on that, it is possible to understand if differences between methods have a recurring pattern, helping to identify groups of datapoints with similar contributions. For example, looking at the the *Sex* feature, shap seems to constantly overestimate contributions for males with respect to lime; which is not necessarily the case for the *Pclass* feature." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate the compacity of the explanations\n", "\n", "What if the model uses tens or hundreds of features? Is it still going to be easy to understand how it works? Probably not. Indeed, the number of features greatly affects explainability\n", "\n", "The **Compacity metric** measures how well each decision can be explained by relying on relatively few features, which may however be different from one instance to another\n", "\n", "The idea is the following: _for each instace, we select the features with the highest contributions and we look at how well they approximate the model. Results are then aggregated across the whole dataset (or a sample of it) and displayed_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### First, we need to instantiate and compile a SmartExplainer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from shapash import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "response_dict = {0: 'Death', 1:' Survival'}" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "xpl = SmartExplainer(\n", " model=clf, \n", " preprocessing=encoder, \n", " features_dict=titanic_dict, # Optional parameters\n", " label_dict=response_dict # Optional parameters, dicts specify labels \n", ") " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] } ], "source": [ "xpl.compile(x=Xtrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### We can now display the consistency plot:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "xpl.plot.compacity_plot()" ] }, { "attachments": { "1_aHZoPIyYrNDYc0c-cO2dMg.webp": { "image/webp": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "![1_aHZoPIyYrNDYc0c-cO2dMg.webp](attachment:1_aHZoPIyYrNDYc0c-cO2dMg.webp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to measure how well the sum of the most important contributions approximates the global decision of the model. The two graphs show the link between the level of approximation, the number of required features to reach it and the proportion of the dataset on which it works.\n", "\n", "* In the left graph, for example, we can read that top 4 features reach the default approximation for 94% of the instances. Thus, if we needed to provide accurate explanations about the model, a small subset of features will provide a reliable explanation for a vast majority of instances\n", "\n", "* In the right graph, for example, we can read that top 5 features reach 89% of the reference model for 98% of the instances. Thus, if we needed something extremely precise, we would probably need to consider all features in the explanations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multiple parameters can be modified, such as:\n", "\n", "* *selection*: a sample of the dataset on which to evaluate the metric expressed as a list of indices (by default take the whole dataset if not too big)\n", "\n", "* *approx*: how close we want to be the reference model with all features (default 90%) -- Left graph\n", "\n", "* *nb_features*: how many features are selected to evaluate the approximation (default 5) -- Right graph" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n", "\n", "xpl.plot.compacity_plot(selection=index, approx=.85, nb_features=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate the stability of the explanations\n", "\n", "To increase confidence in the explanation, measuring their stability is important.\n", "\n", "We define stability as follows: _if instances are very similar, then one would expect the explanations to be similar as well.\n", "Therefore, locally stable explanations are an important factor that help build trust around a particular explanation._\n", "\n", "The similarity between instances is evaluated under two criteria: (1) the instances must be close in the feature space and (2) have similar model outputs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### We can now display the stability plot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "xpl.plot.stability_plot()" ] }, { "attachments": { "stability_plot.webp": { "image/webp": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![stability_plot.webp](attachment:stability_plot.webp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot looks at the neighborhood around each provided instance (reminder: neighborhood in terms of features and model output) and shows:\n", "\n", "* the average importance of the feature across the dataset based on its contributions (y-axis)\n", "\n", "* the average variability of the feature across the instances' neighborhood (x-axis)\n", "\n", "Left features are stable in the neighborhood, unlike those on the right. Top features are important, unlike bottom ones\n", "\n", "* Here, features like \"Sex\", \"Title\" and \"Class\" in the left-hand side seem to have strong and relatively stable contributions, so one might be more confident in using them for explanations.\n", "* On the other hand, features like \"Fare\" and \"Port of embarcation\" are much more unstable, and we might want to be careful before interpreting explanations around those features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multiple parameters can be modified, such as:\n", "\n", "* *selection*: a sample of the dataset on which to evaluate the metric expressed as a list of indices (by default take the whole dataset if not too big)\n", "\n", "* *max_features*: the number of features displayed in the graph (the most significant ones are selected)\n", "\n", "* *distribution*: changes the type of displayed graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** Means are not always representative of the individual behaviors. Thus, we might look at the distribution of variability as well:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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yxpCAb775xnyktBI+6uHejrwZOQx39fP3iUSAQphItcmyGALxFkKnEQO3vpJqhRDLNliTpmCcJCKo6JqKblTWg9Fi66YQRhK1sphB6lFuN5P1YohJSwLNYAqRxxhQSAjEHEKC7rPo6oqusIguOElOhVDTXiJhrW0X0RRCcMYYL0y6hBl1sXahlcK9qGrLFa0oUbSFEL0b8FELkz1BWPHhwyoLXtAxTthJ0rRHrRC6dR/AbJPo1YFrGlF/fPDx74nhyyQade9Wewz1HAj0QU573HDXWSgJ1rYdjRBa9YlJyDCsAL0OVqxYYf6g/jG8ATNfM5FAshCgECZLTSdROeMthE7HlVjdSO2OIURXU3Q5tZKdhyK2xRhERFTAx5rExrdZWF0iMUOp1TXSv9lgkgW8PLkphJGMa0OEEQ9rrBuFrr1ufsm11r/DEhkLFiwIuNQBviqjyyi62OXOndusGYkpyhHldZqcCqGmvUTCWtsuoi2EiNBhzKdvN+xYtnen13uoF2TN78Jd377tEl2+8eKLNoxJVDAuFu0Y4zSdrrepaY9aIXTjPgAhwGzSu3btSptRGuMJQ3UbjXS8eKj61V5ndp4DgYRQe1w77S7YPUDbdiItc6h7NOQQ1wMSeoT4L5Hk9P7O7UkgoxCgEGaUmuJ52iYQbyHEF2ZM2IBlE3wTZijFl3l0T/GVsm3btpkF1JGCzTKKSUwwTi3QGDU7D0XkjcglRCbQMfB7dJ/BuKJAy0Lg98uWLUubiMdNIfSd+RLdLfHyEC5hH0QwsSyF2zN/7t69W9CdDl+JMSYTL82B0tdff502uQyWHcC4Szvr5Pnn5VQINe0lEtbadhFNIUQXakSz//zzz7O+6MeqvTu93jXSF4pluPL6tjurazxmLYYQIrKKyCAihE6Tpj1qhdCN+wCu74ULF5r79ZQpU0yk35rVOdjEMr6zjDq514eqe+11Zuc5EEgItce10+6CtVtt24m0zKHaOJ7PmPQNH/mw7i2eh0wkkAwEKITJUMtJVsZ4CyFwY2A6XjSuvPJKQx8TcmDm0T179phumPiy7TuDKbogYqFfrEOIhyeEBLNuQiLxtXrRokUmH4z/wRqBvsnOQxHbI6KG41auXFnQdRCzfPpG1qyxc9gWY+4gXFiWA1/OcW74mosFfZHcFELkN27cODOZBRKibJjIBV9mrXUIUX5McOO7DiEWjcbi0UiYKAMvtOjmiZlBsS1YQ4CxLyJjThImt7G6i2KNKixtcPHFFxte4IGZVsEDSy7gZ+hq1qhRI8MYdegkORVC5K1pL05Za9tFpEKI406dOtVcQ5dffrkULVrURIRRv1hfEtcUuvfu2LHD4Eako0aNGmnoY9XeI7neI+0WGmq/cOX1bZNorxgnh+sEY2DxEgyx8V8qx2471rRHzRhCnJ/mPoA1RrHURK5cucz1jA9uSJg1GPdVXN+49v3Xo/Nd/87pvT5YHWqvMzvPgUBCqD2unXYXqt1q2k6kZR44cKDpGgzxQ53j3oLrAMtg4J6D5x3+j54HvpPMcNkJu3cEbpcRCVAIM2Kt8ZxDEoi3ECJigbFkkBn/hPE6EDxImW/CrH9YqmHVqlVByxYsEmbnoYhMsc4YRM5/Fk5rAh28FOIYWMA6UEI0ATKL8VpuC+G///5rZg7Fy2Gw5B+5RDkwiQikIFTCgx0LTTtJOB9IM6J+wRJEEN2lIIz4G2siOpkYx8rXaq92zg9dedGlV9NenLLWtotIhdCakCUcF9QDFpe2ZoO1to9Ve4/keo+GEIYrrz9H31lzMcOi9UEmHO9Av9e0R60QRnofAC+Mf4Mc+0/UhTKGWpzeuue6Wffa68zOcyCQEGqPa6fdhWrvmrYTaZnxrMVSNqESxiZjiIRvohBGcnfgPhmFAIUwo9QUz9M2gXgLIQb1o/sR1rbCOB10a0O0D8tGYOwOprkOlPBiApHE10ksqo7lD7AfXtbQdfGyyy4LuJ+dh6K1I7p94gsoHmwYO4OXKd8ZVSE16DaKsUSIhKH7FCKJGGCPhyOkDV9N3RZC6/zwEvbee+8JJjrAV3pMaIPjY73HFi1amAiRf/r555/NEhRgjS5kKBO2w0L0iC5hOQvry7/tRvS/DZEnXlgh6lY0EOdTp04dM5EMJjJBwjhGa4bUQOsUhjpuJEKI/CJtL5Gw1rSLSIUQ4orxqogEgj+68iKihesC490wZhByjPGwZcqUCYg4Vu3d6fUeDSEEgHDl9YWEKCsi60iBhMjptRJpe9QKoXWeTu4DuPfhnoo2hfsKolSBEj7AQJz9xxP63nPdrHvNdWbnORBICFFuzXHttLtw94BI206kZcaauOjlgT+//vqr6U2Cc0DXfzxvMbSjevXqZzUJCqHTuwK3z0gEKIQZqbZ4rp4mYOfh5OkC8ORIgASShgDW3OvSpYv56DR37lzz8YfJHgHe6+1x4lYkQAIZhwCFMOPUFc/U4wT4kuDxCuLpkQAJpBHo1q2biSimpKSY7upM9gnwXm+fFbckARLIGAQohBmjnniWGYAAXxIyQCXxFEkgyQlgqRR008TESZgACcusWF2fkxyN7eLzXm8bFTckARLIIAQohBmkonia3ifAlwTv1xHPkASSlQDGXzZt2jRd8QPNoJmsfJyUm/d6J7S4LQmQQEYgQCHMCLXEc8wQBPiSkCGqiSdJAklJwBJCTLePqfSxtM19992XbumZpAQTQaF5r48AGnchARLwNAEKoaerhydHAiRAAiRAAiRAAiRAAiRAAtEjQCGMHlvmTAIkQAIkQAIkQAIkQAIkQAKeJkAh9HT18ORIgARIgARIgARIgARIgARIIHoEKITRY8ucSSDpCFiLTH/88ceuzlwYKN9oHSvpKi1MgTMS54xwrps2bZLhw4fLhg0b5K+//jKzfV599dVxa3ZeYfbmm2/KSy+9JF988YVZGzEjJS1DJ2V3sm1GYshzJQESiC8BCmF8+fPoJCCff/659O7dW5599tmzZgEEHrwwzpgxQ+bMmWMmg/By0r4YBSsbhTB+tR6tOo20RDNnzpRhw4YFvB68dq6Bynj77bdL4cKFjRSec845kWJwbT+vMMvIoqNl6KTsTrZ1rZG4mNH27dsFZfjhhx9k37595pnWsmVLadeunWDCIyYSIIH4EKAQxoc7j0oCaQQSSQhjWa3al7BYnmtGPpbXOIcSQq9zPnTokFx77bXy2GOPCWaq9ELySv1mdNHR1KWTsjvZVnNO0dq3f//+ctlll0mjRo0kZ86cMnv2bBk1apR07dpV7r333mgdlvmSAAmEIUAhZBMhgTgToBBGVgFeeZGN7Owzzl5e45yRhfC3336TW2+9VZ588kkTFfFC8kr9ZnTR0dSlk7I72VZzTrHct0mTJlK8eHGZMmVKLA/LY5EACfgQoBCyOZBAnAlEKoS//PKLvPLKK7Jq1Sr5+++/pWzZsnLbbbcJuqQhbdu2TVq1aiWDBg2Sm2++2fzswIEDgodvjhw55KuvvpLs2bObn0+aNEnGjx8vX375pZx77rkBiSC68fLLL8uyZcvk4MGDpqtP/fr1pWPHjmljfgK9XFovMJ999pm88cYbMnfuXElNTTXroPXo0UNOnz4tL774osybN8+UAxGUPn36mK/HVrLbZXTJkiUmTyshj/Lly8udd95pjmcl33N66623TPfDw4cPy3fffRew7G7lu3fvXsP566+/FvAsUqSI3HjjjdKpUyfJli1byJYYbt9//vnHfGHHenPoYlygQAGT38mTJ6V9+/Zy7NgxmT59uuTNm9d02cJ4LdQF6gR1A/a1a9eWRx55REqWLBmSvVMeqNtp06bJRx99ZM6nZs2a0rdv33RdoO3kiUgC6ss/oV3i3IPJTbhrBflZTOycq51rwf8cn376afnwww/T/bhgwYKyYMEC8zMn54j6stNuke+ePXvktddek2+++cZct6jbW265Re666y7T5jTM7HII13Z9+Ydrk1Y7ef7556Vx48bpeC5fvtxEmgYPHiw33HBDwOvJST0jAzvnHozhihUrZPTo0bJx40ZzPbZt29bcjx5++GGZMGGCuQ6ctj0n167ddoVhCe+++66An2+yWE+cONFE9XzPNVAbtNsefI+BMbWIluO5NHTo0JD3QP6SBEggegQohNFjy5xJwBaBSIQQL494+a9WrZo8/vjjRsggNXhhvvvuu6V79+7m2DfddJNUr15dhgwZYv6PbZ555hmBPFgv0fj5/fffb4Qg1Bfahx56SHbv3m3ywkvN/v37BS8Mp06dkpSUFJN/KCGElNarV0/q1q0rP/74o+k2h+P+/vvv5sXoqquukp9++kkeffRR84KAlyYr2RVCX+CQTgjwJ598ImPHjjVjtqzJO6yXquuvv96IBLovoR4g0OFSpPmCHTjhhRx1BoZr166VAQMGSJUqVcz5BUt298V2bdq0kYsuusjUb+bMmeWpp54ysv3666/LxRdfnO6lrmnTpqY+UP4dO3aYjwcQ47ffflvy5csXtE6dcoaA1KhRQxo2bGg+VKCO8QEDchwohWLsdAyh3WvFahN2ztXOtRCoXMEihE7P0W67xbWFNoePN7jeKlasaK5biCna/ZVXXhnwmrV7PnY42G27Fv9wbfLMmTNGaEuUKGGkyjfhYwbGps2fP9989AqUnNSz3XMPdH/CtY2PZWjzuB/nzp3bSNfPP/9sPsYFEkI7bc8uJ5Tdbj1GIoSB2qCd9uBbJ7jn3HfffebDBO5PRYsWDXf75e9JgASiRIBCGCWwzJYE7BKwhDDc9r6TynTr1k1Wr14tn376abqJKSBrH3zwgYnEoAsOohKLFy82UQgM2IccIEqAKBJeBvGigogNXlruuece6dKlS9DTqFOnjvnCjYd+sBRKCCF4iFRZqV+/fubFCGKLFycrYYwJImiYbdBKkQih7zl27txZsmTJYsQQyXqpwssIfhdpcpIvImKIruJl3HcWRTDAiywidZdeemnAU3Gyr/VVH1zRBtAmEHFF9NhKVvkh5A888EDaz3/99VezHSKWDz74oPm5ky6FwXj4jw9CBBMvoWBRqlSpkPj983QqhHavFYuJnXO1cy0EKlQwIXR6jnbbLT484FrC/QDRyEApUP3aPR87HOy2XSdtEh+uEHl77733pFy5cqZYmKAEH8DQfjFJV7DkpJ7tnnsghrhPIvqFGZetnhg4J/RgwDUaSAjttD0nnOzWYyRCGKgN2mkPVr0gmoiPl/j4gx4qxYoVi/Q2zP1IgARcIEAhdAEisyABDQGnEUI8QBHVQXdNzLbom7799lsjdQMHDjRdJPGlHDKA7nqVKlUSfNXFbG4QQnQPwos5JAUvDuhWdvnllwctCoQRX3QhCg0aNAj4AA8lhIg6XXjhhWn543iIEKHrW+XKldN+ji/F48aNMyKbJ0+eoFIS6Fj//vuvKSu6nWE2O8iulSAeVpc966Vq6tSpaVGzUHXoRr6IgCIqM3LkyHSHwtIDqEt/YfbdyOm+4AeOWbNmNV2xEBX2TVb5/dljG4xxg7DiJQ3JDc7+df/999+bduQbpbbL2IkQOrlWLCZ2ztXOtRCoPQUSwkjO0W67RUQeH37825zvufnXr5PzscPBbtt10iYhE+gSiog+Ip9I6D6Pro3WvS6cENqpZ7vnHozhddddZz7K+SZMooKPNIGE0M452eXkpB4jEcJAbdBOe7BY4B41efJk8wzyfS5onqXclwRIIHICFMLI2XFPEnCFgFMhPHHihOleeccdd5z1JXzz5s1mvBy+QkP8rFkNIRuQOIwvxAs1hBBfoxE5xEMZLzSIVEEggiWMRRozZowRNUgMumyhCyYiUVbEK5QQopzWuDYcA+PZ8KKK7oyYht9KgV747UYI0WUWL1X4sg9GOC9EBhGBQ1ctRFSRfMcR+R47WNm1+Vp1hvzRjRMva0jW3/g3uvZZXX19zyOSfSHumLQE+YPnBRdckK5ovuOQ/LtpITqIKDKiL3hOzMsAACAASURBVEiB2Dvl4V/369evN+3TdxyY3TydCKGTa8ViYudc7VwLgdpSICGM5Bz9r5lAxwqVr+/2/vXr5HzCcXDSdp20SZw/ulovWrTI3D9w30J0sFChQua+EirZrWcn5+7P0PrIgzbuO6YZ52X1CAgkhHbanl1OTuoxmBDiXt+zZ08j2v5jCAO1wXDtwbdecE/GfQAf75hIgATiT4BCGP864BkkOQGnQmh9+YXg4YXaN2FSFHSxsyKE+B26eWKiGGyPrlbW5C0YN4aXKgghuhZikhE7CZPAoCvU0qVLzb6XXHKJiS4Gk4dgs+JFQwgxIQ2icFjT0TdhTOLRo0fPEkK7i2Br80WdIVqDfPyjdeGYO90X40M7dOhgxk8iQXgRLfTtthYuyoDxg9gnWJ1qeQQSQrt5OhFCJ9dKsHYa6FytOgt1LdgVQjfOMdCxkC8+ikQaIbR7f8Gxg3Fw0nadtEkcE2P0EJHCjK1Yz/GJJ54wH8jwocyOEPpf+/717OTc3YoQhjsnlMsuJyftCj01cA9HrxHfya0w5hETvQQSwlD3TjvXBT5+4QOm9ZEu3H2QvycBEoguAQphdPkydxIIS8CpECJDRPwwAQvGFWKyAivh4Y3IDsatQPKQMNYG8lW1alXTzdPqwoSupYhWYfZBfK3FZCROE/LCsSCiGKMYKkLo/wIRLSFE90sIsZWsWexQdv8IoRMh1OaLl9WVK1ea+sFMn06Sk33RHQ1jxl599VUTIcQ4wRYtWpioqZWsl0qMH8TvrYQIFsZgYXxQqDGEkDcNj2BCaCdPlA2T3wQafxio/dm9ViIRQt869L8W7Aqhk+s52DkGa0toNxhDCFZOxhDaZRbouP4c7LZdJ23SOq41Bg1dy3E/xMeucNeWk3q2e+6hxhBiUitfyULEDZG3QBFCJ0Jo59q1W484R4wv9+9uC2nDhz+nQuj0unByL+S2JEAC0SFAIYwOV+ZKArYJRCKEGzZsMF01MXMjxtCgayS63rzwwgtmhs5evXqlHd+KGuIHiE5hmQMk68UI/541a5acf/75Qc8ZXU/xBR55Y6ZKHA8z2OFnpUuXTpstMt5CiJdRvBSiCxRmV0U3USxpgRkHMeNipELoRr67du0ykTuIOl60MOMjxjjiKzn4Q8IwzjNQsrsvyoeor6/gY5wgumP6TsVv1T3GlCJyiWjQzp07jWj9+eefptttqG7AWh6BhNBunuvWrTPdazFTKeTV92U7UPuze63YFQW714ITIdSeY7AL15plFB9DwAuzz2LylXCzjNo5H7sc7LZdJ23SKq/1cQD/R1u2ZlMOdfO1W8/Iw+65h5pl9JprrjEf8HLlymUWYQfbhQsXqoXQzrVrpx5RTnRxxSzQuCfhYxquKUTi0fUc49DtCKHd9mDVDbqmYzkOdPtlIgESiD8BCmH864BnkOQEIhFCIMPDHl19sIQDxKJMmTJmjCD+IFpnJXQhRPdQLCuBhzvG2SDhYYy1yNClEBIVLmEiELwkoKvWkSNHzBp6eNmBmFprF8ZbCI8fP24EEON08JKDWTshR+j+uGbNmoiF0K18MXYTk7VglkFM/w/pwoQKmMgFM70iYhsshdt369atpgsdugn6dyWGDCASDDnEche+45BwPmgXaCe1atUy4uA782egOtXyCCSEdvMEH7R7nBe6xSIKGm4dQjvXihNRsHMtOBFCu9ez0wgh8sW4LkSjECnEkiL4gNO8eXPzcSfUOoR2mNnlEK7tot07aZMWW9z3MLkM7kdoE2i/4ZKTekZeds492Ey8WAID467x8QwRWnTfx7IzuCehuz16bSA5OSennOzUI84B69liTDd6VGBcMe7reDZgDKQdIUQedtsDtqUQhmup/D0JxJYAhTC2vHk0EiABEog7gUjEIu4nzRMgAT8CWJMQQojxsYgW+n4I8yqsd955x3ywwflCDplIgARIwAsEKIReqAWeAwmQAAnEkACFMIaweaioEVixYoUZA+u/fl/UDuhCxhj7h+7ZnEzFBZjMggRIwDUCFELXUDIjEiABEsgYBCiEGaOeeJbBCRw7dsx0b8Y4YUTbwk0mEw+W/fr1M+NcMTYPY3Ox5h7G52ICF3TbZSIBEiABrxCgEHqlJngeJEACJBAjAhTCGIHmYaJCoE+fPmYN1bJly8rjjz9ulprxYsK4zTfeeMOM18YY3QoVKpj1N5s0aeLF0+U5kQAJJDEBCmESVz6LTgIkQAIkQAIkQAIkQAIkkNwEKITJXf8sPQmQAAmQAAmQAAmQAAmQQBIToBAmceWz6CRAAiRAAiRAAiRAAiRAAslNgEKY3PXP0pMACZAACZAACZAACZAACSQxAQphElc+i04CJEACJEACJEACJEACJJDcBCiEyV3/LD0JkAAJkAAJkAAJkAAJkEASE6AQJnHls+gkQAIkQAIkQAIkQAIkQALJTYBCmNz1z9KTAAmQAAmQAAmQAAmQAAkkMQEKYRJXPotOAiRAAiRAAiRAAiRAAiSQ3AQohMld/yw9CZAACZAACZAACZAACZBAEhOgECZx5bPoJEACJEACJEACJEACJEACyU2AQpjc9c/SkwAJkAAJkAAJkAAJkAAJJDEBCmESVz6LTgIkQAIkQAIkQAIkQAIkkNwEKITJXf8sPQmQAAmQAAmQAAmQAAmQQBIToBAmceWz6CRAAiRAAiRAAiRAAiRAAslNgEKY3PXP0pMACZAACZAACZAACZAACSQxAQphElc+i04CJEACJEACJEACJEACJJDcBCiEyV3/LD0JkAAJkAAJkAAJkAAJkEASE6AQJnHls+gkQAIkQAIkQAIkQAIkQALJTYBCmNz1z9KTAAmQAAmQAAmQAAmQAAkkMQEKYRJXPotOAiRAAiRAAiRAAiRAAiSQ3AQohMld/yw9CZAACZAACZAACZAACZBAEhOgECZx5bPoJEACJEACJEACJEACJEACyU2AQpjc9c/SkwAJkAAJkAAJkAAJkAAJJDEBCmESVz6LTgIkQAIkQAIkQAIkQAIkkNwEKITJXf8sPQmQAAmQAAmQAAmQAAmQQBIToBAmceWz6CRAAiRAAiRAAiRAAiRAAslNgEKY3PXP0pMACZAACZAACZAACZAACSQxAQphElc+i04CJEACJEACJEACJEACJJDcBCiEyV3/LD0JkAAJkAAJkAAJkAAJkEASE6AQJnHls+gkQAIkQAIkQAIkQAIkQALJTYBCmNz1z9KTAAmQAAmQAAmQAAmQAAkkMQEKYRJXPotOAiRAAiRAAiRAAiRAAiSQ3AQohMld/yw9CZAACZAACZAACZAACZBAEhOgECZx5bPoJEACJEACJEACJEACJEACyU2AQpjc9c/SkwAJkAAJkAAJkAAJkAAJJDEBCmESVz6LTgIkQAIkQAIkQAIkQAIkkNwEKITJXf8sPQmQAAmQAAmQAAmQAAmQQBIToBAmceWz6CRAAiRAAiRAAiRAAiRAAslNgEKY3PWf4Uv/ySefyObNm6VHjx4ZvizxKsCff/4pBQoUiNfhM/xx//rrL8mSJYvkyJEjw5clHgX4999/5fjx45I3b954HD4hjnnkyBHJkyePaYdMzgn8/fffgnaYO3du5ztzD0OAzxE2BBLI2AQohBm7/pL+7CmE+ibAB7mOIYVQx49CqOOHvSmEOoYUQh0/CqGeH3MggXgToBDGuwZ4fBUBCqEKH7/s6vEJhVAHkUKo40ch1POjEOoZ8sOiniFzIIF4EqAQxpM+j60mQCFUI2RXHyVCCqEOIIVQx49CqOdHIdQzpBDqGTIHEognAQphPOnz2GoCFEI1QgqhEiGFUAeQQqjjRyHU86MQ6hlSCPUMmQMJxJMAhTCe9HlsNQEKoRohhVCJkEKoA0gh1PGjEOr5UQj1DCmEeobMgQTiSYBCGE/6PLaaAIVQjZBCqERIIdQBpBDq+FEI9fwohHqGFEI9Q+ZAAvEkQCGMJ30eW02AQqhGSCFUIqQQ6gBSCHX8KIR6fhRCPUMKoZ4hcyCBeBKgEMaTPo+tJkAhVCOkECoRUgh1ACmEOn4UQj0/CqGeIYVQz5A5kEA8CVAI40mfx1YToBCqEVIIlQgphDqAFEIdPwqhnh+FUM+QQqhnmJFzuP3222XYsGFSvnz5s4qxZ88e6dSpk3z88ccZuYgJf+4UwoSv4sQuIIVQX798kOsYUgh1/CiEOn4UQj0/CqGeIZ8jeoaxzAH33ddff12+/PJLOXz4sBQsWFBq1KghPXv2NKfRunVrefrpp6VixYq2TotCaAuTpzeiEHq6enhy4QhQCMMRCv97PsjDMwq1BYVQx49CqONHIdTzoxDqGfI5omfoJIfU1FQjcvnz53eyW9q277zzjnz22WfSv39/KVmypOzdu1dWrlwpt9xyC4UwIqIZfycKYcavw6QuAYVQX/18kOsYUgh1/CiEOn4UQj0/CqGeIZ8jeoZ2coC4zZ8/3/xp0qSJtGvXzs5uZ20zePBgKVasmNx3331n/W706NHy6aefGtnMmjWrtG/fXho1aiTYZ926dXL69GmpXLmyiSYWLVrU7I8I4V133SUffvihHD16VBo0aCBdu3aVbNmyiX+XUbSVsWPHyurVqyVHjhzSqlUrufXWWyMqB3dyjwCF0D2WzCkOBCiEeuh8kOsYUgh1/CiEOn4UQj0/CqGeYSI8Rw4dOymrt+wzMPLlySHVLzjP/DvaPw9H/+TJk7J06VKZN2+ebN682cgWZPCSSy4Jt2vQ33/wwQcybdo0I5SXXnqplCtXTjJlypS2vX+X0VOnTslXX30l9evXN9tA6BChfOaZZ9KEsHjx4ub/yKdv375Sp04dadu2bTohRGSze/fu5tw7dOhg5jDo3bu3dO7cWWrXrh1xebijngCFUM+QOcSRAIVQDz8RHuR6CpHnQCGMnB32pBDq+FEI9fwohHqGifAc+W3PYZm64CcDo+x5+SSlyaXm39H+eSj6o0aNksWLF0ulSpWMBNarV0+yZ8+urjCI2eeffy4LFiyQDRs2SK5cuYwcNmvWzOQdbgwhon4PPvigQCyRECHs0aOHOT+kr7/+WiZNmmT++EYIt2zZIr169ZL3339fMmfObLZFHhs3bpTHH39cXS5mEDkBCmHk7LinBwhQCPWVkAgPcj2FyHOgEEbOjkKoY2ftfeTIEcmTJ49kyZLFnQyTLBcKob7CE+E5YiKBW/8XIcztFyGM4s9D0Ydk/f7779K0aVO57rrrpGzZsmdtjtk70c0TqWrVqiYC17Fjx7TtIH2h0pkzZ2TJkiUydOhQGTlypIne+Qshtpk8ebIsW7ZMTpw4YaKA+/fvN1FLiB2EcMiQIWmT0ED8HnnkESN7vkIIUUTX0/PO+y/6ioQuqBUqVJCBAwfqGyJziJgAhTBidNzREwSa5/TEabh2ElXqizwb+ubt2rH+l1EiPMjdZuIkPwqhE1pnb8sIoY4f9qYQ6hhSCHX8sDefI3qGwXLYsWOHES9E9DAbKMTw6quvjnhCmWDHgUS2bNlSbr75ZmnTpo0RNGuW0Tlz5sjcuXNNl1CMLdy3b5/pDoqJafAhyj9C+M0338jEiRPPihCiy2ufPn0Ek9r4dlGNHj3mbJcAhdAuKW7nTQIUQnW98EGuQ0gh1PGjEOr4UQj1/CiEeoZ8jugZhssBUboVK1YYOfz222/N2n7NmzcPt1vA38+ePVtKlChhJofBxC4Yo4joICKNF154oXTp0sVIHsQTadasWWZCGSuKN2HCBHn33XfTCSFmK8VSFRC9fv36Sa1atUw3VN8IIcqAqGeVKlXM73BsCC+ijugWyxQ/AhTC+LHnkd0gYAlh635u5BbbPL6cKrJvu8g1d/933C/fEmGEMLZ14MLRKIQ6iBRCHT8KoZ4fhVDPkEKoZ+gkh2PHjskff/xhJoOJJGH9QcwIum3bNjOOGzJ35513pgkgBHHcuHFG1O6//35p2LCh6RJ68OBBKVCggFx55ZVmYhnfCKHvLKOYfOahhx4KOsvo+PHjzTIXmKymdOnScs8990jNmjUjKQr3cYkAhdAlkMwmTgQohGrwfJDrEFIIdfwohDp+FEI9PwqhniGfI3qGzIEE4kmAQhhP+jy2ngCFUM2QD3IdQgqhjh+FUMePQqjnRyHUM+RzRM+QOZBAPAlQCONJn8fWE6AQqhnyQa5DSCHU8aMQ6vhRCPX8KIR6hnyO6BkyBxKIJwEKYTzp89h6AhRCNUM+yHUIKYQ6fhRCHT8KoZ4fhVDPkM8RPUPmQALxJEAhjCd9HltPgEKoZsgHuQ4hhVDHj0Ko40ch1POjEOoZ8jmiZ8gcSCCeBCiE8aTPY+sJUAjVDPkg1yGkEOr4UQh1/CiEen4UQj1DPkf0DJkDCcSTAIUwnvR5bD2BRBfCratFJj4mUv5SkU4j9bwC5MAHuQ4rhVDHj0Ko40ch1POjEOoZ8jmiZ8gcSCCeBCiE8aTPY+sJJLoQ/rRIpF/TqK5PyAe5rhlSCHX8KIQ6fhRCPT8KoZ4hnyN6hsyBBOJJgEIYT/o8tp4AhVDNkA9yHUIKoY4fhVDHj0Ko50ch1DPkc0TPkDmQQDwJUAjjSZ/H1hOgEKoZ8kGuQ0gh1PGjEOr4UQj1/CiEeoZ8jugZJmsOt99+uwwbNkzKly9/FoI9e/ZIp06d5OOPP05WPDErN4UwZqi9eaANGzbIq6++Kps3b5YsWbJI2bJlpWPHjlK1alVvnrD/WVEI1fXEB7kOIYVQx49CqONHIdTzoxDqGfI5omcYyxxmzZol33//vREx39SsWTMZOnSoVKlSJeLTad26tTz99NNSsWJFW3lQCG1hivpGFMKoI/buAf755x/BhXvHHXcIbgJnzpyR9evXS548eVQ3g5iWmEKoxs0HuQ4hhVDHj0Ko40ch1POjEOoZ8jmiZxhJDnj+ZM6cWXLmzOlodwqhI1xJsTGFMCmqOXAht2/fbqKBn376qWTPnj3gRhs3bpSXX35ZfvvtNylatKh07txZLrvsMtm1a5d07drVfF268MIL5cCBAyas/9RTT0m1atViR5VCqGbNB7kOIYVQx49CqONHIdTzoxDqGfI5omcYSQ6//PKL9O7dWxo0aCBNmzaVSy65xFY2doRw8ODBUqBAAdm2bZt5x8ubN6/069dPChcuLCdOnJDhw4fLjz/+KKmpqVKiRAkZOXKk6XGGd8r8+fNL1qxZpX379tKoUSNBXuvWrZPTp09L5cqVpWfPnuadEgkRwrvuuks+/PBDOXr0qCkL3i+zZcsm/l1G0c7Gjh0rq1evlhw5ckirVq3k1ltvtVVmbhSaAIUwiVsIIoQpKSkmGnj99dfLRRddJOeee24akUOHDsm9994r3bt3l/r168vatWtl4MCBMmnSJHOTmDNnjrz77rtGGPFz9P9+4IEHYks00YSwaFmRa9v9P8N920S+mMpZRmPbqhwdjULoCNdZG1MIdfwohHp+FEI9w4QQwr92imz74D8YuUuIlG3137+j/XMl/r1798qCBQvMn0yZMpn3ucaNGxtxC5bsCiGCAqNHjzaC98orr8jJkyeNzGF/CB4EEcONMOwI74CQOP8uo6dOnZKvvvrKvEciQegOHz4szzzzTJoQFi9e3Pwf59+3b1+pU6eOtG3bNp0QQjzxPgrp7dChg6DNQYYRqKhdu7aSInenECZ5G8CNZObMmbJixQpz4dWoUUN69OhhvtzMnj3b/HzIkCFplAYNGiRXXnml+RKF1L9/f7MfLuJx48aZm0FMU6IJYTB4VeqLPLtAfttzWLbtPSxlz8sn5YrlcwW1px/k1oPY9+HsSqndy4RCqGNJIdTxoxDq+VEI9Qw9/RyxW7z934osbf/f1oVridR/879/R/vnds/Pxnb4cD9//nxZsmSJVKpUSbp16yaQLf9kVwgxr0S7dv99pMb7IAICCAK8//77smjRInn44YelQoUK6bIPN4YQ74wPPvigfPDBf/KNCCHeO+vVq2f+//XXX5vj4I9vhHDLli3Sq1cvc2x0k0VCHpDWxx9/3AYdbhKKAIWQ7SONALoEoAsA0nPPPWe+BuHGgi9DVsLXIYTocQEjffPNNzJgwADzxejGG2+MPc1EE8IiZc6OEH75VlqEcNGa7bJ49XZpUK2MNKxaxhXenn6QWw9i34ezK6V2LxMKoY4lhVDHD3sfOXLEjP3Gl3om5wQohM6Z+e/h6eeI3eLhA+T2/0UIc/lFCKP58yDnh26WkC4kSBm6XmKYj5UQEfRPiLwtXLhQ5s6dK8eOHTNRt/PPP/+s7fDBf+nSpfLCCy+k+90NN9xgfoZunTg+epC1aNHCbAPZRLfQyZMnC3qYTZ061UT+8G8ECdA9FKLmL4SYnwL7LFu2zHQ1RQBh//79Mm/ePLM93icReLAmoYH4PfLII0b2fIUQoohzOu+889LOGV1QIaTopcakI0Ah1PFLuL1x80Gk75133pH33nvPTDKDKGCghAv7/vvvl+rVq5vZql577bV0XU5jAifRhPB/kcA0dn4L01MIY9KqHB2EQugI11kbUwh1/LA3hVDHkEKo44e9E0II9RjikgO6ZH777bemyyjG1qH7JAQN8z1AvgIlyCA++k+bNi3t15C0Nm3amF5jBQsWDCmEvnliPgp080TU76qrrjJ5QNAswcPwIggq5BQBhn379pnuoJ999pn5iOUfIUSgYeLEiWdFCNEttU+fPub9NFi54lIBCXJQCmGCVGQkxcCXF0QA8dWpWLFi5ovNiy++KLlz5xZ0DUXEEMKHLgG4yNF/G8tUYFt0KR0xYoT52gNhHDVqlPkaFUweIzk/W/tQCG1hCrWRpx/kjBCq69frGVAI9TVEIdQxpBDq+FEI9fwizQET/qEbZenSpY0ENmzY0PQWCJeOHz9uInqYkAWzzKP3FwQR7wOIAiKFihCuWrXKvAdiMhncfzC2D0KIIUVdunQxknf11VebfKzxhlYUb8KECWb+CV8hLFmypFmqAqKHcYm1atUyUVHfCCEijehaiqglfodJZXbs2GHeQ9E9lklHgEKo45eh98ZFPH78ePNF6eDBgya6hzGEmBjG6ia6adMmwcWLED5C+5h4Bn3St27dagYaW1FBXJDY75577pFrr702dlwohGrWFEIdQkYIdfwohDp+2JtCqGNIIdTxoxDq+UWaAyb/w8f4UqVKOc7Cer9D5A3zP6C3F6SuUKFCYYUQUb8ZM2aYyWEQRGjSpImZ6AVCh+gjeppZvcggqegSivdMTEgIacTEMr5C6DvLKCafeeihh4LOMor31pUrVwoioxBhvHfWrFnTcfm5Q3oCFEK2iIxNgEKorj8KoQ4hhVDHj0Ko40ch1POjEOoZevo5oi8ecyCBhCdAIUz4Kk7wAlII1RXs6Qc5u4yq69frGVAI9TXECKGOIYVQx48RQj0/5kAC8SZAIYx3DfD4OgIUQh0/r08GQCFU16/XM6AQ6muIQqhjSCHU8aMQ6vkxBxKINwEKYbxrgMfXEUh0Idy6WmTioyLlq4p0GimcZVTXXKKxN7uM6qhSCHX8sDeFUMeQQqjjRyHU82MOJBBvAhTCeNcAj68jkOhC6EeHQqhrLtHYm0Koo0oh1PGjEOr5UQj1DD099EBfPOZAAglPgEKY8FWc4AWkEKor2NMPcnYZVdev1zOgEOpriBFCHUMKoY4fI4R6fsyBBOJNgEIY7xrg8XUEKIQ6fhxDqObHCKEOIYVQx48RQj0/CqGeoac/LOqLxxxIIOEJUAgTvooTvIAUQnUFe/pBzgihun69ngGFUF9DjBDqGFIIdfwYIdTzYw4kEG8CFMJ41wCPryNAIdTxY4RQzY8RQh1CCqGOHyOEen4UQj1DT39Y1BePOZBAwhOgECZ8FSd4ASmE6gr29IOcEUJ1/Xo9AwqhvoYYIdQxpBDq+DFCqOfHHEgg3gQohPGuAR5fR4BCqOPHCKGaHyOEOoQUQh0/Rgj1/CiEeoae/rCoLx5zIIGEJ0AhTPgqTvACWkKYKMWsUl/k2QVBS8NlJ7xX0RRCXZ1QCHX8KIR6fhRCPUMKoZ4hcyCBeBKgEMaTPo+tJ0AhVDP09IOcXUbV9ev1DCiE+hpil1EdQwqhjh/29vRzRF885kACCU+AQpjwVZzYBfzkk09k8+bN0qNHj8Qu6P9Kxwih96qZEUJdnVAIdfwYIdTzoxDqGVII9QyZAwnEkwCFMJ70eWw1AQqhGqG3v+wyQqivYI/nQCHUVxAjhDqGFEIdP0YI9fyYAwnEmwCFMN41wOOrCFAIVfjMzp7+sksh1Fewx3OgEOoriEKoY0gh1PHz/HNEXzzmQAIJT4BCmPBVnNgFpBDq65dCqGPILqM6fhRCHT/sTSHUMaQQ6vhRCPX8mAMJxJsAhTDeNcDjqwhQCFX4GCHU4xMKoQ4ihVDHj0Ko50ch1DP09IdFffGYAwkkPAEKYcJXcWIXkEKor19PP8jZZVRfwR7PgUKoryBGCHUMKYQ6fowQ6vkxBxKINwEKYbxrgMdXEaAQqvAxQqjHxwihkiGFUAmQXUbVACmEaoTeHouuLx5zIIGEJ0AhTPgqTuwCUgj19csIoY4hu4zq+FEIdfywNyOEOoYUQh0/Rgj1/JgDCcSbAIUw3jXA46sIUAhV+Bgh1ONjhFDJkEKoBEghVAOkEKoRMkKoR8gcSCCuBCiEccXPg2sJUAi1BLnshJYgI4Q6ghRCHT9GCPX8KIR6hp7uaaIvHnMggYQnQCFM+CpO7AJSCPX16+kHOSeV0Vewx3OgEOoriF1GdQwphDp+2NvTzxF98ZgDCSQ8AQphwldxYheQQqivX08/yCmE+gr2eA4UQn0FUQh1DCmEOn4UQj0/5kAC8SZAIYx3DfD4KgIUQhU+szOFUMeQXUZ1/CiEOn7Ym0KoY0gh1PHz/HNEUbx58+bJiBEjZMGCBYpcorvrrFmz5PPPP5cJEyZE90DMPaEJUAgTFBbUVQAAIABJREFUunoTv3AUQn0dUwh1DCmEOn4UQh0/CqGeH4VQz9DTzxFF8bwshKmpqXLmzBmZPXs2hVBRx9z1PwIUQraEDE2AQqivPk8/yNllVF/BHs+BQqivIEYIdQwphDp+yRQhXLt2rfTs2dNEDV9++WXZsWOHVKpUSfr16yc7d+6UcePGye7du+XSSy+Vxx9/XPLnz2/g4t+lSpWS48ePy48//iinTp2SG264QTp27CiZM2c22+BnkydPNnJ39OhROf/88+W+++6Tyy67zPzeOvaAAQPkjTfeMMdp1aqVzJw5M10FduvWTZo1ayZvvfWWLFy4UPbs2SP58uWTunXrmvxy5syZLr/BgwfLpEmTZO/evVK6dGl55JFHpHz58ml5fv/99/Lmm2/Kli1bzL6VK1eW/v37m39DSt999135+OOP5Y8//pDixYvL7bffLtdff72+UTGHmBKgEMYUNw/mNgEKoZ4ohVDHkBFCHT8KoY4f9qYQ6hhSCHX8klEIIYEdOnSQc845R0aOHCm5c+cW3MvuvfdeyZEjhwwfPtxIIeTREsLVq1fLo48+Ko0bN5Zdu3bJY489ZoTutttuM9u8+uqrMn/+fOnVq5eRR0jWp59+Kq+//roUK1YsTQirVKkiTzzxhBQpUsRI5EcffRQwQvj222/LxRdfLEWLFpV9+/bJ2LFjpWrVqvLQQw+lE0IIZ+/evY28jhkzRtavX2/OBWnFihXSt29fueOOO+Taa681EcmVK1fKjTfeaMo8ZcoU+eKLL6Rr165StmxZ2bRpk+GBMjRo0EDfsJhDzAhQCGOGmgeKBgEKoZ4qhVDHkEKo40ch1PGjEOr5UQj1DD39HFEUz7/LqBWlg/RArpAwvnDYsGFGpiCKSJA0RM4QWbOEEPI2atSotLP54IMPBNKGP//884+0aNHCyBpkCwnRt/vvv99ECLt06ZImhMgDUmglu2MIf/jhB3n22WdNF1MkqyyIalasWNH8bPv27SZq+c4770iBAgWM2CG6+NRTT51FEdfNrbfeKgMHDpSaNWum/X7q1Kmybt06ee655xTkuWusCVAIY02cx3OVAIVQj9PTD3J2GdVXsMdzoBDqK4gRQh1DCqGOH/b29HNEUbxgQvjhhx+aCBkSomiI2M2dO1eyZs1qfrZ06VIjiRBDSwjLlCmTFp3zFTKIIbpbojsnooHotmmlF1980XQNff7559ME7v333zeRyXBC+M0338j06dON5OHDpZUQeUR3T0sIrf/j94cPHzYRS0xQgy6rzZs3l06dOpkuqP5p8+bN0rlz54B00XXUkmEFfu4aQwIUwhjC5qHcJ0Ah1DP19IOcQqivYI/nQCHUVxCFUMeQQqjjl4xCiK6c2bNnN+DQhRJdLn1nIl22bJmJkEG2LCEsUaKE9OjRIw32qlWrzNhCXyHEGEJ0F/UVQowBRF6WwPkeG9sFihBibCNEDl0569evL3nz5jVRO0T8LKEMlJ8lhOPHj5cKFSoYEUSUMpAQbty40eSP7qW+Yw71rYk5xIMAhTAe1HlM1whQCPUoKYQ6huwyquNHIdTxw94UQh1DCqGOH4XQnhAeOnQobWwemGHSF7zD+HYZxYQw1oQsVpfRyy+/3ETiggkhBG/OnDny2muvpVUkJqaZOHGiydtK2A4T4TgRwlBdRk+ePGm6jLZt21batGmjb0TMIa4EKIRxxc+DawlQCLUEPd7VhxFCfQV7PAcKob6CKIQ6hhRCHT8KoT0h/Pnnn+Xmm282fzBjJ2Yqvfvuu82snEgQOmtSmZIlSwadVMY/QoiuoRgbiLGFmGgmV65c8ttvvwnkcvTo0WZ84K+//ipPPvmkmVzGiRBi3CEmlbnzzjvNZDhI6CILaUWXWXQLxXhDdHfFOEJcS5iU5vTp09KyZUt9w2IOMSNAIYwZah4oGgQohHqqjBDqGDJCqONHIdTxw94UQh1DCqGOH4XQnhCiWyWial999ZVZagLLTkCkfJedwBhCRPeOHTsWdNkJfyHEPRTjFb/77juzn7XsxHvvvWcmtkHCTKNNmzY10uhECLHv8uXLBRPFbN261cgmZi6FXFrLV2CcJMZUYuZUSCK6mmJWUt+JZvQtjDlEmwCFMNqEmX9UCVAI9XgphDqGFEIdPwqhjh+FUM+PQqhn6OnniL546hwwVhCROgggEwl4kQCF0Iu1wnOyTYBCaBtV0A09/SBnl1F9BXs8BwqhvoIYIdQxpBDq+GFvTz9H9MVT50AhVCNkBlEmQCGMMmBmH10CFEI9X08/yCmE+gr2eA4UQn0FUQh1DCmEOn4UwvD8KIThGXGL+BKgEMaXP4+uJEAhVAL0+pddCqG+gj2eA4VQX0EUQh1DCqGOH4VQz485kEC8CVAI410DPL6KAIVQhc/szAihjiHHEOr4UQh1/LA3hVDHkEKo4+f554i+eMyBBBKeAIUw4as4sQtIIdTXL4VQx5BCqONHIdTxoxDq+VEI9Qw9/RzRF485kEDCE6AQJnwVJ3YBKYT6+vX0g5xdRvUV7PEcKIT6CmKEUMeQQqjjxwihnh9zIIF4E6AQxrsGeHwVAQqhCp/ZmUKoY8gIoY4fhVDHjxFCPT8KoZ6hp58j+uKZtf1uvfVWadiwoQu5MQu3CDz11FNSuHBhefjhh02W0Zy8Z/bs2TJnzhyZOHGiW6cfNh+sL1m8eHFp165d2G21G1AItQS5f1wJUAj1+D39IGeEUF/BHs+BQqivIEYIdQwphDp+nv+wqCzeokWL5K233pJXX31VMmXKlC43LPyOn7du3Vruvfde5ZG4Owhg0fsSJUpIly5dwgJ5//335dxzz5XGjRu7KoTNmjWTJ554QurVq5d2Dj/88IP89NNP0qFDh7Dn5dYGu3btkgcffFDefPNNyZ8/v1vZBsyHQhhVvMw82gQohHrCFEIdQ0YIdfwohDp+2JtCqGNIIdTxS3QhRHQQkUFECP1Tx44djTTMnz9fpk+fLpkzZ9bDDJJDamqqnDlzRrJkyRK1Y3ghYztCePr0acmaNetZp+tWhDCQEMaLzSOPPCI1a9aUu+66K6qnQCGMKl5mHm0Cfw+qKTlOHY32YTyT/6K8jWXxOY2lwbHPpeGRzz1zXlE7kVz/iJQ+KvJXVpGd+aJ2GGZMAiTgR+CmfiJ1UpICC4VQX82e/rCoKN6ePXtMdz1EaNB1zzetX79e0GVxxowZJjqIiNaVV15ppK1NmzYmatiiRYu0XXbu3GmiS6+88opccMEFcvz4cXnttddk2bJlcvLkSalQoYLcf//9cvHFF5t91q5dKz179pQBAwbIG2+8Ibt375ahQ4dK3rx5TbfFX375RdB2y5YtKxDTyy67LO1YiCy98MILgnMsVKiQ3Hfffea4+NuKpoU7fiBs+ACKY+Ocjx49Kuedd57hc80115jN161bZyKmmzZtkty5cxuRRply5Mhhfg9hK1eunPzzzz+ydOlSE3G9/vrrDT/8G10kFyxYkO7QkyZNkiVLlsjy5culbt268tFHH8nBgwdl3rx5hr9/l9Hy5cvLqVOn5IsvvjDyfMMNNxg+lqw/8MADhsHtt9+edpzBgwdLrly5BPLVtm1b2bdvX9rvEJmbNWuWBOoy+tlnn8nbb78taCdFihQxHw1867xp06by0EMPyddff23qAnWHOrC6HqPeX375Zfnmm29MeyhQoIDcfPPN6eQPUWgcJ9pdVSmEihsFd40/AQph/OsgqmdAIYwqXmZOAkEJUAjZOBwQSFQhhJzghR1dE/3TiBEjjER07drVCOOWLVtk0KBBZjNIEboXjhkzJm23KVOmyOLFiwWCgwT5yJYtm9xzzz2SL18+87tp06aZF3+IliWEVapUMd0XIRwQHRxn27ZtUqlSJcmePbugSyuik6+//roULVpUEEmE9CBPSCqiaSgDBLJXr15pQhju+P7lRb7Y/9ChQ9K5c2cpXbq0QHIhpVdddZWZjwBladCggZEtSBWk9IorrjBiawkhyoVjX3311bJ9+3bp3r27PProo1K/fn2zTaAIIbhMnTpVIFgQTMgjhDOQEP7888/SvHlzufHGG2Xr1q2Cerr77rvltttuM/mHE0JsEyhC6C+E3377rZF1nE/t2rXlxx9/lHHjxsljjz2WJsg4XwgrtqtYsaKRVDBBe8HPIfoQY4hywYIFZe/evbJ//35p1KhRGn6rHUAMUafRShTCaJFlvjEhkCaEdduL5DgnJseM50EWHS4kiw8WkgYFD0jDfAdcOZUTJ06Yh5on0z/bRQ7PFMlWWiR/a0+eIh7QeDgF6r7iyRP22Enha3rqluWSZedKkXJXiJS/wmNn6P3TwQsZXixd6a62cZHI7z+JUAi9X/EeOsNEFUKIyJdffpkmcRZyPDfvuOMOGTlypHnRR/QO0T+IGV7sIW0Y+4UX/pIlS5rdIEuIhqHr35o1a4zk4SUfYmMliFGNGjXMNpYIjBo1SiCFoRK6tSJKh+jUqlWrpHfv3kYuIZFIEC9EyfBzRMfsHN//eBAeyA5kF1E4/wTJQdQOf1vdWiG5Q4YMMRE2RMcgPpBYROSshH9jHCDEECmYECISh3xy5syZtm8gIUQX+vHjx6dtgwjuhx9+aCJ5SG4JIaQWUtenT5+0Y+EDAOptwoQJ5mcQQkQEfaOR+Dc+IkD6nn/+eSP5KHOwhLaVkpJiZBNtLVqJQhgtssw3JgQohHrMFEIdQwqhjh+FUMcPe1MIdQzZZVTHD3snqhAi6vb999+b7pa+CbNNQubweytBaOrUqWO6iiJZXQPRpXLDhg1mplJMToPo33vvvZdOWnzzhjRCNiwhRHTynHP+/4P3sWPHjKAiQnXgwAHTRRUJooFoFeRn5syZRk59E6JmOAcIoZ3j+7cKlBf5QsoCpWeeecZ8lOrXr1/ar9G1884775QXX3xRLrnkEiOE6C6L87QSJArlGDhwoPlRMCGEXFqiZe0bSAhLlSplymklyC94fvDBB5InTx7XhBARx/bt25sunlZauHChDB8+XD799FPzoRhC+PTTT5sIopXQLm666SZp2bKliSKDF8Qd4wSx3eWXX54OL9igTdn5MKC5kimEGnrcN+4EKIT6KqAQ6hhSCHX8KIQ6ftibQqhjSCHU8cPeiSqEECcIGUTON2GZA3RN9I3K416GaCCigkiITCFihv8juoOoIboLIkGqELFC/sGSJYSQC0TVrISoErpqohsmZuNExAyRO0Tt0EUU4vPOO++cJYToBglphRDaOb7/eWEf5BtKCBEZ7Nu3b9qulhC+9NJLZmxkoElfIIR//PFHWnfbYEKIMYS+XXBxEDtCuHr1atMl1RJCRG6vvfbadFE7SBtkEeKIZKfLKIQQUWHIXSghRAS0Vq1a6YQQ3VlbtWplfoaxmJD7lStXmu6jEEN0MbXSb7/9Jp06dTIfH9BNN1qJQhgtssw3JgQohHrMFEIdQwqhjh+FUMcPe1MIdQwphDp+2DtRhRAyAdmCTFhdO60XdIgZJgGxEiZKgXBhYpSqVauaMXSYoGT06NHmBR/yABFAsrpfWpGzQDUQTAjRfRARIysvjBFEF1OMyYMQ2ukyauf4/udkp8soxlxirKQlyoG6jKLbI6JkVvIXQkQK0RUTk7FYCd1f7QphuC6j6OKJCXx8zwERy4suuihNCBG9w3hJa1wjzsN/DCHkEWM20Q3XtyyYWMfqsooIYTgh9OWMaDSE2pJX/O6rr74y0UF8mHBlWECQy51CqL8PMoc4EqAQ6uFTCHUMKYQ6fhRCHT8KoTv8sPyJ71gufa7JlUOiCiEkD2MF0a3PivKg+yhE0XecmlXbkA3MSmlJAqJ4mJlzx44dJrpmdf3EBC0QTcxOiYgVulGCISJF1apVMzOGBhNCRNAwayeOhW6JGNMHgbjllluMEPpPKoO2jQglJpWBxCA6Zuf4/i0Y+6A8hw8fNpPKlClTRjCbKcrnO6kMZtC0JpXBGEv/SWXCCSG4oitl//79zfwGGF+IaKtdIQw0qQzE3BrHhwgnZiqFiGJcI7rY4phNmjRJE0KUD5P2oLsvxmfjHPyF8LvvvjPniDGJ1qQyY8eOPWtSmVBCiHIh6nf++eebukTUGG0AP7fWvMR5ItKKaGg0E4UwmnSZd9QJUAj1iCmEOoYUQh0/CqGOH4XQHX4UQh3HRBVCUIFMoVsfJoHB/R7ROSwvgKUl/BOWB8ALPOQPXRDR3RNRQAiT/ws9nr3oTooomsUP4+wQSUTX02BCCImEaCFSie6imJwEs2liH2sx999//91ElRCtQrQN0TB024TQWVGvcMcP1CKwNAIEFMtOQASLFStmpAnRSSQcD+P8Nm/ebGQO5+a/7EQ4IcRMm88995xZugLRe99lJ+x0GUXXWSzngMgaImpYdgLlt6JrkHzkg6UgINY4RzD17TK6YsUKgdxhQhfIoGbZiVBCiHGZ6FaM42BiOkQpwQsRTCTcl9De8IEBXUmjmSiE0aTLvKNOgEKoR0wh1DGkEOr4UQh1/CiE7vCjEOo4JrIQYhkAvKRDhKxZO3W0Yr83JAtLLyASZslG7M+CR3RKYP78+fLJJ5+YbsfRThTCaBNm/lElcHJQLcl56ohIvQ4i2fNE9VheyJzLTnihFtKfA4VQVycQwjNblktWLDtRtpbI+f8/G5su5+TZ29UxhJsWi+xcI3LTkyJ12mVciB8NFNm3WaT5QJGiF4QsB8cQ6qs5kYUQdDDZB7qChlv+QU/SnRyw0DkiXphxE2MZIYJo5/6zpbpzNOYSLQKIHiKiGmiZD7ePSSF0myjziykBRgj1uBkh1DGkEOr4MUKo44e9XRXCRFmHcPzt/4ntAzNFSlenEOqbWcgcEl0Io4zP9ewxuQvWA8TsnRgnV716dTPuD1LLRAKBCFAI2S4yNAEKob76KIQ6hhRCHT8KoY4fhTAIPwqhvmE5yIFC6AAWNyUBDxKgEHqwUmJxShgvgYGumCkLi2Bi1qqMmCiE+lqjEOoYUgh1/CiEOn4UQgqhvgXpc6AQ6hkyBxKIJ4GkFELMNrRt2zbDHaH0GjVqmPVO8O9kSZhdafr06WagajTXNYk2TwqhnjCFUMeQQqjjRyHU8aMQUgj1LUifA4VQz5A5kEA8CSStEN55551yzTXXmKlmn3nmGTPVK6bjTcSEaGCWLFnSFQ1r1mzYsMGsY+M0BcrPaR5ubU8h1JOkEOoYUgh1/CiEOn4UQgqhvgXpc6AQ6hkyBxKIJ4GkFUKs69G4cWPDHgtBYk2VF154wXSjxDoqp0+flsqVKxtJLFq0qNkOs0xNnDhRDh06ZNZ+wRS+N998s1kLBuu9IOqIaFu9evXSFrfcuHGjvPzyy2Yb5INBvVhwFAmLZGItmyVLlsixY8cE689g0VDIG16SJk+eLHPnzjXrpGBRTRwDa9pkz57drIWDAcNffPGFYE0VHBN547w+/vhjwQxTiHhiIdJWrVpJs2bN0toZfv/666+bMmKb9u3bm1mMsFbOr7/+ahbhxJo5WM8G//Y9V6zrguNhfwxaBrsDBw6Y/Xv16mXWpIllohDqaVMIdQwphDp+FEIdPwohhVDfgvQ5JKIQ7ty5U/DHzYRZP/GHiQS8RiDphRAvw/379zdry0BoIDzWop1YlPLw4cMmgpiamiotWrSQYcOGmWgiFinF7E2YChbj76pVq2YEDy+HW7ZskUqVKhlxvPfee6V79+4mTywyOnDgQLPIZoECBcz2mMK4X79+pl306NHDyBsil5hqdsaMGeZ4kLbnn3/eCKklhBBTyF7fvn3N4p/4ffHixc1aORA+LLo5YsQIqVq1qjn3TJkypWt7s2fPNvtbEUIIK8oKKcXfKNO1114rt912W5oQQvpw/lg8E4t2Iv8hQ4ZIuXLlBPmBHZj5Hyuajf7kwJqS8/RRLjuhgEwhVMATMdc82jyuCybnBLjshHNm/ntEZZbRC+uLlKqmP7l45bDiHZEj+zjLaIz4J6IQ4qP7l2+9KqUyn3CF4s5/c8o17R6QlJQUV/JjJiTgJoGkFULIHKJfx48fl4svvlieeOIJKVy4cDq26E764IMPCrpXQqoQzcP4w4YNG5r1XawEScJUvm3atEmLJuJ3kCSIE6TJSoMGDZIrr7xSmjZtaoQQMgppQ0LUDS+XDzzwgBG9K664wkgoEiQT52IJYcuWLeW5554zcoqEyB4kbtq0aUYIEb0LtZClvxD6NyoIKcYZ4nyRcK69e/eWmjVrmv8/9dRTRh7vuOMO83/wgTyOGzcuplFCRgj1twMKoY4hhVDHjxFCHT/sHRUh1J+WN3LgshMxqYdEFUJ5e4ikZN/uCsOp/5SR1Nb9KISu0GQmbhNIWiFEF8oGDRrIOeeck9Yt0uqmie6jeEnGV//9+/ebaB26giLCB+HC3xAxiNuFF15oFv184403ZPny5VKwYEEjhojyYQHQ+fPnp1v35eTJkyYKCMHCH0QArQUnkTeOh0gh8r7nnnukbt26ps6PHDlihBRCiBdQiGLJkiXTonEQMsjtrFmzjBCuXLnSSFuw5C+EBw8elAkTJphxhehKim6hpUuXNt1ULSH0PVfIKSKgiE5aCd1en376adPVNlaJEUI9aQqhjiGFUMePEUIdv6gJISOE+opJohwSVghnPispOXa4UpNT/y4tqXf2pRC6QpOZuE0gaYXQdwyhBXXOnDlmzB66iCLiB9HD2L3PPvss3aQskKWZM2easX+vvvpqWp3gxQYihkgdxtZhfN/69etNFDBQCiWE6MpZu3btoBFCCOFLL70kZcuWPSvrSIRw6NChRo7R5RRjFhFhhHxiXGEgIRwwYICJFjZv3tztNukoP0YIHeEKuDGFUMeQQqjjxwihjl/UhPCmfiJ1MnDXNq5DqG9YDnJIWCF851lJyenOOMKpJ0tJ6h0UQgfNipvGkACF0Ac2omuYUAZdQJEQMXv33XeNEKJLDmQPEoSJW9CNFNE/TBizePFi0+0TEomunVjCAnlhHwjWww8/bCZpQRQPEThMvIIJZkIJoTWGcPjw4XLuueeeNYbwtddek82bN8ujjz5qxj9iYpetW7dKrVq1IooQQmKx/Aa6oiKKCSHF+QYTwu+++84IKaKQiJL+9ddf8sMPP5jutLFMFEI9bQqhjiGFUMePQqjjRyEMwo9CqG9YDnJIWCGcNVRScrkkhCdKSertfRghdNCuuGnsCFAIfVijyyXG+6H7JCZ9wVg/TJICIYQkQX4gYehKWqZMGenWrZtUqFDBjNVDtBAvhtgPA4avvvpqk/OmTZuMWEIU0e0UXU2xH6QwlBDiJQljCnFsROywTIZ1LsgHx8I6gp9//rmZBAbjH2+66SbTrTSSCCHOD/KJLqAYHwnJW7VqVVAhRNkWLlxoJr7BWEvsU716dTPOMJaJQqinTSHUMaQQ6vhRCHX8KIQUQn0L0ueQsEL47nOSkvt3PSARmfpXSUm97QkKoSs0mYnbBJJSCN2GGIv8IJboeoquqEz/T4BCqG8NFEIdQwqhjh+FUMePQkgh1LcgfQ4JK4TvPScpeXbpAUEIj5eQ1FsphK7AZCauE6AQuo7UnQzxkokIHbqoojvms88+a5aVQPdTJgphg4IHpGG+A640BQqhDiOFUMePQqjjRyGkEOpbkD6HhBXC2c9LyjkuCeGxEpLaqjcjhPrmxhyiQIBCGAWobmSJl0ysX7hr1y4zCyrEEGMTfZe7cOM4GT0PRgj1NUgh1DGkEOr4UQh1/CiEFEJ9C9LnkLBC+P4wSTl3tx4QIoRHi0tqy8cphK7QZCZuE6AQuk2U+cWUwMlBtSTnqSNcmF5BnUKogMeF6XXwRITLTqgRursO4abFIjvXiNz0pEiddvqTi1cOHw0U2bdZpPlAkaIXhDwLTAD377//Su7cueN1thn+uAkrhB8Mk5S8e1ypn6lHiklqCwqhKzCZiesEKISuI2WGsSTACKGeNoVQx5ARQh0/Rgh1/BghdIcfhVDHMWGF8MPhkpLPJSE8XExSb3mMEUJdU+PeUSJAIYwSWGYbGwIUQj1nCqGOIYVQx49CqONHIXSHH4VQxzFhhfCjEZKSf68Ozv/2nnroPElt/iiF0BWazMRtAhRCt4kyv5gSoBDqcVMIdQwphDp+FEIdPwqhO/wohDqOCSuEH4+QlAL7dHAsIfyzqKQ2oxC6ApOZuE6AQug6UmYYSwIUQj1tCqGOIYVQx49CqONHIXSHH4VQxzFhhfCTkZJS0CUhPFhUUm9+hBFCXVPj3lEiQCGMElhmGxsCFEI9ZwqhjiGFUMePQqjjRyF0hx+FUMcxYYXw0xckpdB+HRwrQnigiKTe1ItC6ApNZuI2AQqh20SZX0wJUAj1uCmEOoYUQh0/CqGOH4XQHX4UQh3HhBXCOS9ISuE/dHAsIfyjsKTeSCF0BSYzcZ0AhdB1pMwwlgQohHraFEIdQwqhjh+FUMePQugOPwqhjmPCCuHcUZJSxCUh3F9YUm/oyQihrqlx7ygRoBBGCSyzjQ2BNCGMzeHifpRFeRvL4nMaS4Njn0vDI5/H/XyifgK5/hEpfVTkr6wiO/NF/XA8AAmQwP8I3NRPpE5KUuDgOoT6ak5YIfzsRUkpekAPCAvT7yskqdf3oBC6QpOZuE2AQug2UeYXUwIUwpjijv3BKISxZ84jkgAIUAjZDhwQSFghnPeipJx30AGJ4JtO3VtQUptSCF2ByUxcJ0AhdB0pM4wlgU8++UQ2b94sPXr0iOVh43asRWu2y+LV26VBtTLSsGoZV87D0w/y/d+KLG0vUriWSP03XSmv25n89ddfkiVLFsmRI4fbWSdFfuiqd/z4ccmbN29SlDcahTxy5IjkyZPHtEMm5wQYIXTOzH8PTz9HIizem2++KTL/JUkp5pIQ7ikoqU26M0IYYX1wt+gSoBBGly9zjzIBCqEesKcf5BRCfQV7PAcKob6CKIQ6hhRCHT/s7en9aJYRAAAgAElEQVTnSITFM0K44CVJKf5nhDmk323q7gKSeh2F0BWYzMR1AhRC15Eyw1gSoBDqaXv6QU4h1Fewx3OgEOoriEKoY0gh1PFLaCH8fLSkFD+kB4QxhLvzS2rjbowQukKTmbhNgELoNlHmF1MCFEI9bgqhjiG7jOr4UQh1/LA3hVDHkEKo45fQQvjFGEkp4ZIQ7sovqdc+TCHUNzfmEAUCFMIoQGWWsSNAIdSzphDqGFIIdfwohDp+FEI9PwqhnqGnnyMRFs90Gf1yjKSUPBxhDul3m/p7Pkm9hkLoCkxm4joBCqHrSJlhLAlQCPW0Pf0gZ5dRfQV7PAcKob6CGCHUMaQQ6vgldIRw4RhJKeWSEO7MJ6lXUwj1rY05RIMAhTAaVJlnzAhQCPWoKYQ6howQ6vhRCHX8GCHU86MQ6hl6+jkSYfFMhPCrMZJS2qUuozvyS2ojCmGE1cHdokyAQhhlwMw+ugQohHq+nn6QM0Kor2CP50Ah1FcQI4Q6hhRCHb+EjhAuGi0pZVwSwu35JbXh2ZPKLFu2TMaPHy8HDhyQqlWrymOPPSaFChU6q1J27dolkyZNkjVr1gjabKVKlaRLly5Srlw5s+3GjRula9eu6fbr3LmztGrVSl/BzCHhCVAIE76KE7uAFEJ9/VIIdQwZIdTxoxDq+DFCqOdHIdQz9PRzJMLimQjh4tGSUtalZSe2FZDUBumFcM+ePdKxY0fp3bu3XH755TJmzBizhMewYcPOOuu1a9fKunXrpE6dOmbd0SlTpsiqVatk6tSpaUI4aNAgmTx5ctq+WbNmlcyZM0dIgLslEwEKYTLVdgKWlUKor1RPP8gZIdRXsMdzoBDqK4gRQh1DCqGOX0JHCBe/JCnlXBTC+unXIZw+fbqsXLlSRowYYSph37590rZtW8HPixQpErJiEFFs3bq1zJo1S/Lnz28ihBDCadOm6SuUOSQdAQph0lV5YhWYQqivTwqhjiEjhDp+FEIdP0YI9fwohHqGnn6ORFg8EyFc8pKklD8YYQ7pd5v6W0FJvSq9EA4dOtTIHLp2WgldPPv27Ss1a9YMedwlS5aYiOLMmTMlU6ZMRgh79OhhupvmyJFDatWqZZa4yJUrlyvnz0wSmwCFMLHrN+FLRyHUV7GnH+SMEOor2OM5UAj1FcQIoY4hhVDHD3t7+jkSYfGMEC59UVLOd0kIfy0oqfV6pFuHcMCAAXLBBRek+1m7du2kU6dO0qBBg6BnvnfvXunWrZsZQ9iwYUOzHSKGv/zyi5QtW1b++OMPeeWVV6RMmTJGLplIIBwBCmE4Qvy9pwlQCPXV4+kHOYVQX8Eez4FCqK8gCqGOIYVQxy+hhXDZi5JS4YAekIhM3VpIUuumF8JIIoQQv169ekmLFi2kZcuWQc8Ncti9e3fBexLGEjKRQCgCFEK2jwxNgEKorz4KoY4hu4zq+FEIdfywN4VQx5BCqOOX0EL49YuScoFLQrilkKTWSS+EGCv4448/pk0is3//fmnTpk3QMYQHDx40Mnj99deb8YOh0pYtW0wEEe9J2bJl01cyc0hoAhTChK7exC8chVBfxxRCHUMKoY4fhVDHj0Ko50ch1DP09HMkwuKZLqPfjJKUC10Sws2FJPXKnum6h+7evdt0D+3Xr59Ur15dxo4dK5BCa5bROXPmmMllMB7w0KFD8sgjj0jdunUF3UqtBNnDGEJMTpM3b14pXry4mZwG4wtz584tgwcPjpAAd0smAhTCZKrtBCwrhVBfqZ5+kLPLqL6CPZ4DhVBfQYwQ6hhSCHX8EjpCuBxC+IceELqMbip8lhAi46VLl8qECRMCrkPYp08fqVixonTo0EHmzZuXNhup7wlhDcMKFSoI5HHGjBlm/CDEEBIJ2cyXL58r589MEpsAhTCx6zfhS0ch1FcxhVDHkBFCHT8KoY4fI4R6fhRCPUNPP0ciLJ6JEH77gqRUdEkINxaW1Nq90kUIIzw17kYCrhOgELqOlBnGkgCFUE/b0w9yRgj1FezxHCiE+gpihFDHkEKo45fQEcLvXpCUi/brASFC+EsRSb2CQugKTGbiOgEKoetImWEsCVAI9bQphDqGjBDq+FEIdfwYIdTzoxDqGXr6ORJh8UyE8PuRklLJJSH8uYik1nqEEcII64O7RZcAhTC6fJl7lAlQCPWAPf0gZ4RQX8Eez4FCqK8gRgh1DCmEOn4JHSH8YaSkVN6nB4QI4YaiklqTQugKTGbiOgEKoetImWEsCVAI9bQphDqGjBDq+FEIdfwYIdTzoxDqGXr6ORJh8UyEcMUISbnYJSFcX1RSazzKCGGE9cHdokuAQhhdvsw9ygQohHrAnn6QM0Kor2CP50Ah1FcQI4Q6hhRCHb+EjhBCCC/ZqweECOH68yT1cgqhKzCZiesEKISuI2WGsSRAIdTTphDqGDJCqONHIdTxY4RQz49CqGfo6edIhMUzEcKVIySliktCuO48Sb2MQhhhdXC3KBOgEEYZMLOPLgEKoZ6vpx/kjBDqK9jjOVAI9RXECKGOIYVQxy+hI4SrhkvKpS4J4drzJLX6Y+wyqm9uzCEKBCiEUYDKLGNHgEKoZ00h1DFkhFDHj0Ko48cIoZ4fhVDP0NPPkQiLZyKEPw6XlKp7Iswh/W5TfyomqdUohK7AZCauE6AQuo6UGcaSAIVQT9vTD3JGCPUV7PEcKIT6CmKEUMeQQqjjl9ARwtXDJKWaS0K4ppikVn2cEUJ9c2MOUSBAIYwCVGYZOwIUQj1rCqGOISOEOn4UQh0/Rgj1/CiEeoaefo5EWDwTIVwDIdwdYQ5+EcLVxSmErpBkJtEgQCGMBlXmGTMCFEI9ak8/yBkh1Fewx3OgEOoriBFCHUMKoY5fQkcIf3peUqq7JIQ/FpfUS3szQqhvbswhCgQohFGAyixjR4BCqGdNIdQxZIRQx49CqOPHCKGeH4VQz9DTz5EIi2cihGufl3aX7YowB78I4aoSIlUohK7AZCauE6AQuo6UGcaSAIVQT9vTD3JGCPUV7PEcKIT6CmKEUMeQQqjjl8gRwtR1z0m7y90RwrdWlhC55AlGCPXNjTlEgQCFMApQmWXsCFAI9awphDqGjBDq+FEIdfwYIdTzoxDqGXr6ORJh8RAhTF3/nLSr8XuEOaTf7a0VJUUuphC6ApOZuE6AQug6UmYYSwIUQj1tTz/IGSHUV7DHc6AQ6iuIEUIdQwqhjl9CRwg3DJW7a+7UAxKRt34oJZkq92GE0BWazMRtAhRCt4kyv5gS+Pvt8pIj9XBMjxnPgy36p5ks/ru5NMjxkTTM/nE8TyU2x05NFZFMIpIqkgl/M5EACZBABiFQoJrI9QszyMnqTtPTHxYjLBoihGd+flburuWOEE77vpRkqtSXQhhhfXC36BKgEEaXL3OPMgEKYZQBxzt7CmG8a4DHJwESiJQAhTBScp7YzwjhL89K2yt2uHI+074rLZkvohC6ApOZuE6AQug6UmYYSwJpQnhRZ5Fs58by0HE51qLdxWTx78WkQck90rC4O4vlnjhxQnLlyuVOeQ6sEtm9QKRgdZESTfR5Ht8psuNDkVwlRMq21OcXhRxOnTolmTJlkqxZs0Yh98TP8syZMwKGOXLkSPzCRqmE6PKYLVs2yZw5c5SOkNjZnj59WlJTUw1DV9KJ3SJbpopQCF3BGa9MIIT//jJE2tZ2RwinQwgr9mOEMF4VyuOGJEAhZAPJ0AQohPrqoxDqGFIIdfwohDp+2JtCqGNIIdTxw96J2mX0341DpO2V2/WARGT6t2Uk84UUQldgMhPXCVAIXUfKDGNJgEKop00h1DGkEOr4UQh1/CiEen4UQj3DhBXCTYOlTZ1tekAQwuVlJcsFTzJC6ApNZuI2AQqh20SZX0wJUAj1uCmEOoYUQh0/CqGOH4VQz49CqGeYqEJ4evMz0qauO0I445uykqVCfwqhvrkxhygQoBBGASqzjB0BCqGeNYVQx5BCqONHIdTxoxDq+VEI9QwTVgi3PCN31ftND0hEZnxdTrKeTyF0BSYzcZ0AhdB1pMwwlgQohHraFEIdQwqhjh+FUMePQqjnRyHUM0xYIdz6tNx1lUtCuKycZC0/4KwI4bJly2T8+PFy4MABqVq1qjz22GNSqFChsypl165dMmnSJFmzZo0ZN1ypUiXp0qWLlCtXTl+BzCHpCVAIk74JZGwAFEJ9/VEIdQwphDp+FEIdPwqhnh+FUM8wUYXw1K+D5K76v+oBicjbS8tL1nJPpRPCPXv2SMeOHaV3795y+eWXy5gxY8wEPcOGDTvrmGvXrpV169ZJnTp1JE+ePDJlyhRZtWqVTJ061ZXzYybJTYBCmNz1n+FLf/Lt8yVn6iGRSl1Esp6T4csTrgCeX3biz1Uiv3PZiXD1yN//PwEKob41cJZRHUP3hXCPyJY3k2fZiTWD5fTupZK1xiCRwrV1leGhvbHsxKnfBknr+ltdOau3l5wv2fyEcPr06bJy5UoZMWKEOca+ffukbdu2gp8XKVIk5HERUWzdurXMmjVL8ufP78o5MpPkJUAhTN66T4iSM0Kor0ZGCHUMGSHU8aMQ6vgxQqjn574QJtk6hIvbiPz+mUj9t0RK3aivEI/kYIRw2xC5q6E7y068vbiMZC2TftmJoUOHGpnr3LlzWqlbtWolffv2lZo1a4YksWTJEhNRnDlzplkLl4kENAQohBp63DfuBCiE+iqgEOoYUgh1/CiEOn4UQj0/CqGSYQIL4ekdo6RNoz+UgP7bfcZXhSVL6Z7puowOGDBALrjggnQ/a9eunXTq1EkaNGgQ9Lh79+6Vbt26mTGEDRs2dOX8mElyE6AQJnf9Z/jSUwj1VUgh1DGkEOr4UQh1/CiEen4UQiXDBBbCMzvHS9ur/1IC+m/3aQtzS+ZSD6aTv0gihOgq2qtXL2nRooW0bNnSlXNjJv/X3nlASVFsDfiy5CUsOQdBRH0IIoIBCQ/1GVAkqQ/hIaDob5bzDIiYAyYUs2BCRQQTICBiRpIoiIhiIIgkQZaclbD/uYWzb3eZ2Z2d2zM94etzOCjbdav6q5rt/uZWVUMAIUzxMbBnzx654IILpGnTpjJkyJCEo4EQ2rsMIbQxRAht/BBCGz+E0M4PITQyTGIhzFrzmvznNCOfv4u//plIkVoX5xJCXSu4YMGC7E1kMjMzpWfPniHXEG7atMnJ4FlnneXWD3JAwCsCCKFXJBM0zkcffeS2O965c6f7BRRsq+N4vjSE0N47CKGNIUJo44cQ2vghhHZ+CKGRYRILoax9W3qfXtoI6GDxUZ/sFql5QS4hXLt2rZseOnjwYGnevLk8/fTTolIY2GV0ypQpbnOZVq1ayZYtW+SGG26Q1q1bi04rDRzFixdnDaEnPZTaQRDC1O5/ufHGG+Uf//iHfP3113Laaae5bGHgWL58udv5avXq1S6DWLFiRcnIyJD+/fu7Uz7++GMZO3ase3dO48aN3bdWNWrUiClRhNCOGyG0MUQIbfwQQhs/hNDODyE0MkxiIdy/7j3pdUaGEdDB4m98vFXSqnc+5D2EM2fOlBEjRgR9D+GgQYPc81W/fv3kww8/zN6NNGeD9Ev9ww8/3JM2EiR1CSCEqdv32dsbv/jii04IVfCef/55R0Qf0vQX0Lnnnivdu3eX77//3u16pfPVVQjnzZvnfjHdf//97qWo48aNk2nTprlvt2K529WeMQ2klGzltROGceypEAZeO1GxuUjtMwyt+rvoztUiq94TKV1LpH58rpVACG3djBDa+CGEdn7eC+Hfr50oVV2kUR97A+M9wopxItuXirQbLVL77Hhvbdjtc7uMrv9AepyZ/+sfwg049sNMKV7t7EOEMNzynAeBaBJACKNJN85jjx49WqZPn579zdRFF10kzz77rNvx6ueff5bbb7/dbWeclpbmruTOO++UunXrOiHU/27SpIlceOGF7mdZWVly/vnnyzPPPBPTLCEZQvsg81QIN34rspb3ENp7JXUiIIT2vuY9hDaG3gvh36+dsDUr8Uon4Wsn/sz8VC48q7YnffHW1DVSsuppCKEnNAniNQGE0GuiCRSvb9++0rFjx2yp0+mjDRs2dNsYz5o1S0aNGuXWFwYOzf6VKlXKCeEVV1zh5rOXLv2/ufU7duyQe+65R44++uiYUSBDaEftqRCSIbR3SIpFQAjtHY4Q2hh6L4RkCG09Eh+lNUO4a8MMOb9jA08a9O4Hv0npym0QQk9oEsRrAgih10QTJN6iRYtkwIABUrZsWSlWrJhrdUAMdF3g4sWLRd+PEypDqD/Tl6aed955vl4xGUI7fk+FkAyhvUNSLAJCaO9whNDG0Hsh5MX0th6Jj9IqhDs3zpbuHRt50qBxU5ZJeuWTEUJPaBLEawIIoddEEyTesGHDZN26dTJw4MDsFv/1119utytdK3jCCSe4NYSdOnUKuoZQ1xw+8cQTburoEUccIbt27XLrCmP9glSE0D7gEEIbQ9YQ2vghhDZ+WhohtDFECG38JIk3ldm58Svpdk5jI6CDxcdNWSxlKp2IEHpCkyBeE0AIvSaaAPFU/HTtn8rgySefnKvFTz75pGzevNmJ3rJly+Sxxx6TVatWSbNmzaR8+fJSvXp16dPn4CL5zz//XMaMGePEskyZMm7L5JyCGQsUCKGdMkJoY4gQ2vghhDZ+CKGdH0JoZJjEQrhj01zpdo43y2DGv/+zlKnUEiE0DjeKR4cAQhgdrkkZVTeZUYHUdYfxciCE9p5ACG0MEUIbP4TQxg8htPNDCI0Mk1oI50vXc48xAjpYfPz7i6RsxeMQQk9oEsRrAgih10STKN4PP/wgderUce8enDt3rtx7773y8ssvu5ekxsuBENp7AiG0MUQIbfwQQhs/hNDODyE0MkxiIdy++Tvpem4zI6CDxSdMXihlKx6LEHpCkyBeE0AIvSaaRPGmTJkiI0eOFH3grVKlilxyySXSunXruLpChNDeHQihjSFCaOOHENr4IYR2fgihkWFSC+EP0qXTcUZAASH8VspVOAYh9IQmQbwmgBB6TZR4MSWwZ2xDKZW1hRfTG6h7KoSB105Uai5SixfTG7olZYoihPauZlMZG0PvhfDv105UPFbkrM9tjUuE0gvvk31rZ0qx4+8WqXJiIrQ4rDbqLqPbtvwoXTq1DOv8gk56b9I3Uq7C0QhhQaD4uS8EEEJfsFOpVwTIENpJeiqEvHbC3iEpFgEhtHc4Qmhj6L0QpthrJ0TcZnQVK1a0dUSclVYh3LrlF+l83gmetGzipK+lfMaRCKEnNAniNQGE0GuixIspAYTQjhshtDFkyqiNH0Jo46elEUIbQ4TQxk9LJ60Qbl0q552Xezf2SGlNnPilZGQ0QggjBUi5qBJACKOKl+DRJoAQ2gkjhDaGCKGNH0Jo44cQ2vkhhHaGySqEW7b+Kued18YOSEQmTZwlGRkNEEJPaBLEawIIoddEiRdTAgihHTdCaGOIENr4IYQ2fgihnR9CaGeYvEK4Qjp1bm8H5IRwulQoXw8h9IQmQbwmgBB6TZR4MSWAENpxI4Q2hgihjR9CaOOHENr5IYR2hskqhJu3rZZOnTvYAYnI5Pc+lwrl6yCEntAkiNcEEEKviRIvpgQQQjtuhNDGECG08UMIbfwQQjs/hNDOMHmF8Hc5t8vpdkBOCD+ViuVqIoSe0CSI1wQQQq+JEi+mBBBCO26E0MYQIbTxQwht/BBCOz+E0M4wWYVw0/Y/5JwuZ9oBicj7Ez6SSuWqIYSe0CSI1wQQQq+JEi+mBLKFMKa1+lfZF391kul/niftSk6U9iUm+deQWNWclSUiRUQkS6SI/s0BAQhAIEEIpMp7CJN4l9GN2zfIOV3P9mTATZnwgVQqWwUh9IQmQbwmgBB6TZR4MSWAEMYUd+wrQwhjz5waIQABbwgghN5w9CmKvodw447N0rHruZ60YMr4yVK5bEWE0BOaBPGaAELoNVHixZTA5MmTZenSpTJgwICY1utXZV8sXCnTv1sp7Y6tJ+2b1fOkGXE91SfzK5GZfUWqtBJp+5on1+t1kF27dknRokWlZMmSXodOiXj79++XnTt3Svny5VPieqNxkdu2bZMyZcq4cchReAL6Hkcdh+np6YUvTAlHIK7vIxH2kQrhhh1bpWO3zhFGyF3sg/ETpXKZ8gihJzQJ4jUBhNBrosSLKQGE0I47rm/kCKG9g+M8AkJo7yCE0MYQIbTxS2oh3LlDzu7WzQ5IRD4YN16qlCmDEHpCkyBeE0AIvSZKvJgSQAjtuBFCG0MyhDZ+CKGNn5ZGCG0MEUIbv2QWwsydu+Xs7ufbAYnI1HHvSJX00gihJzQJ4jUBhNBrosSLKQGE0I4bIbQxRAht/BBCGz+E0M4PIbQzjOv7SISXp1NGM3f+KWd1/3eEEXIXmzruLamaXuIQIZw1a5YMHz5cNm7cKM2aNZObbrpJKleuHLTOoUOHysKFC2Xt2rVy6623SocO/3tH4uLFi+Xqq6/OVe7KK6+Ubh5lOD2BQJC4JYAQxm3X0LBwCCCE4VDK/5y4vpEzZdTewXEeASG0dxAZQhtDhNDGT0vH9X0kwstTIfxjx59yZrcLI4yQu9hH49+SamVK5hLCdevWyaWXXioDBw6UFi1ayFNPPeVYPvzww0HrnDBhgjRo0ECGDRsmffr0OUQI7777bhk5cmR22WLFiklaWpon7SdIchNACJO7f5P+6hBCexfH9Y0cIbR3cJxHQAjtHYQQ2hgihDZ+ySyE67bvkTO6eiOEH094W6qXzS2Eb7zxhsyfP18086fH+vXrpVevXqL/XrVq1ZAd079/f3de3gyhCuHo0aPtHUqElCOAEKZclyfXBSOE9v5ECG0MmTJq44cQ2vhpaYTQxhAhtPFLZiFcu223nN7lAjsgEfnkvXekZrlSuTKEDzzwgFSoUEF0amfg0CmeOh20ZcuWhRZC3XFdp5vqrtetWrVydZUuXdqT9hMkuQkghMndv0l/dQihvYsRQhtDhNDGDyG08UMI7fwQQjvDuL6PRHh5OmX096275bTzvNlU5tOJ70itjNybytxxxx3SqFGjXJLYu3dvueyyy6Rdu3aFEkJdg/jLL79I/fr1ZcOGDfLcc89JvXr1nFxyQKAgAghhQYT4eVwTQAjt3RPXN3KmjNo7OM4jIIT2DiJDaGOIENr4JXOGcPWWXXJqp+52QCLy+aR3pXaF9KhlCPM2UuXw+uuvF31O0rWEHBDIjwBCyPhIaAIIob37EEIbQzKENn4IoY0fGUI7P4TQzjCu7yMRXp5mCFdt3ikdzvVGCKdNHid1KuYWQl0ruGDBguxNZDIzM6Vnz54RrSHMe5nLli2Tq666yglh8eLFI6RAsVQhgBCmSk8n6XUihPaOjesbORlCewfHeQSE0N5BZAhtDBFCG79kzhCu3LhD2p/jzYvpv5gyXupVyv1ien19hE4PHTx4sDRv3lyefvppUSkM7DI6ZcoUt7mMrgfUY+/evZKVleXWHPbo0UPat2/vsn+6k6huTlO+fHmpWbOm25xGdyxNT0+X++67z97BREh6Aghh0ndxcl8gQmjvX4TQxpAMoY0fQmjjR4bQzg8htDOM6/tIhJenGcLfNuyQdh27Rhghd7EZH4yX+pXLHvIewpkzZ8qIESOCvodw0KBB0rhxY+nXr58LppvGLFq0KFfgIUOGOGFUeRwzZoxbP6hiqP+mspmRkeFJ+wmS3AQQwuTu36S/OoTQ3sVxfSMnQ2jv4DiPgBDaO4gMoY0hQmjjl8wZwuWZ26Xt2V3sgERk5tQJcliVcocIoSfBCQIBIwGE0AiQ4v4SQAjt/BFCG0MyhDZ+CKGNn5ZGCG0MEUIbv2QWwl/Xb5NTzvRGCGd9+J40rIYQ2kcbEaJBACGMBlVixowAQmhHjRDaGCKENn4IoY0fQmjnhxDaGcb1fSTCy9Mpo8v+2Catz+gcYYTcxWZ/9J4cXr08GUJPaBLEawIIoddEiRdTAgihHXdc38iZMmrv4DiPgBDaO4gMoY0hQmjjl8wZwiXrtsrJ/zrPDkhE5nw8URrVyEAIPaFJEK8JIIReEyVeTAkghHbcCKGNIRlCGz+E0MaPDKGdH0JoZxjX95EIL08zhIvXbpGTTvdGCL/6ZJIcURMhjLA7KBZlAghhlAETProEEEI737i+kZMhtHdwnEdACO0dRIbQxhAhtPFL5gzhL2s2ywmndbIDEpGvP5ssR9aqQIbQE5oE8ZoAQug1UeLFlABCaMeNENoYkiG08UMIbfzIENr5IYR2hnF9H4nw8jRD+PPqzdLq1HMjjJC72NzPJ8tRtSsihJ7QJIjXBBBCr4kSL6YEEEI77ri+kZMhtHdwnEdACO0dRIbQxhAhtPFL5gzhj6s2ScsO59gBicg3096Xo+tUQgg9oUkQrwkghF4TJV5MCSCEdtwIoY0hGUIbP4TQxo8MoZ0fQmhnGNf3kQgvTzOEi1ZulOPbeyOE87+YIv+ohxBG2B0UizIBhDDKgAkfXQIIoZ1vXN/IyRDaOzjOIyCE9g4iQ2hjiBDa+CVzhvCHFRvkuHYd7YBE5NvpH8gx9SuTIfSEJkG8JoAQek2UeDElgBDacSOENoZkCG38EEIbPzKEdn4IoZ1hXN9HIrw8zRB+/9sGad727Agj5C62YMYH0vSwKgihJzQJ4jUBhNBrosSLKQGE0I47rm/kZAjtHRznERBCeweRIbQxRAht/JI5Q/jdr5lybBtvhHDhrKnSrAFCaB9tRIgGAYQwGlSJGTMCCKEdNUJoY0iG0MYPIbTxI0No54cQ2hnG9X0kwsvTDOGCZZnS9BRvhPD72VOleUOEMMLuoFiUCSCEUQZM+OgSQAjtfOP6Rk6G0N7BcR4BIbR3EBlCG0OE0MYvmTOE85dmyjGtvRHCRV9OleMORwjto40I0SCAEEaDKjFjRgAhtKNGCG0MyRDa+CGENn5kCO38EOB5nQsAACAASURBVEI7w7i+j0R4eZoh/GZJpvzjJG+E8Mc5U+X4IxDCCLuDYlEmgBBGGTDho0sAIbTzjesbORlCewfHeQSE0N5BZAhtDBFCG79kzhDOXZwpR53ojRD+/NVUadUYIbSPNiJEgwBCGA2qxIwZAYTQjhohtDEkQ2jjhxDa+JEhtPNDCO0M4/o+EuHlaYbwq58z5cgTvBHCxXOnyglHIoQRdgfFokwAIYwyYMJHlwBCaOcb1zdyMoT2Do7zCAihvYPIENoYIoQ2fsmcIZzzU6Yc0cobIVwyb6qcdBRCaB9tRIgGAYQwGlSJGTMCCKEdNUJoY0iG0MYPIbTxI0No54cQ2hnG9X0kwsvTDOHsHzOl0fHeCOGyb6bKyf9ACCPsDopFmQBCGGXAhI8uAYTQzjeub+RkCO0dHOcREEJ7B5EhtDFECG38kjlDOGtRpjRs4Y0Q/jp/qpzSBCG0jzYiRIMAQhgNqsSMGYENvzwQs7rioaKvV9eUuStrSKt66+SEOms9a1J65TaSXqWtZ/E8C4QQeoYyXgMhhPaeQQhtDBFCG79kFsIZ32fKYcd5I4S/LZgqbY9BCO2jjQjRIIAQRoMqMWNGACH0BjVCGDlHpoxGzk5LIoQ2floaIbQxRAht/JJZCL9YmCn1m3sjhCu/myrtmiKE9tFGhGgQQAijQZWYMSMQEEIVmlQ4Zi85ILMX75fWjYtK6yPSsi/5wN5tsmfbQkkrliGlMpqGjWLvrhWyd/cqQQjDRnbIiQhh5OwQQhu7QGmE0MYRIbTxS2YhnPZdptRt5o0Qrlo4Vf55LEJoH21EiAYBhDAaVIkZMwII4UHUCGHMhhxC6DFqMoR2oAihjSFCaOOXzEL42YJMqdPUGyFc/f1UObX5oUI4a9YsGT58uGzcuFGaNWsmN910k1SuXDlopwwdOlQWLlwoa9eulVtvvVU6dOhg7zwiQEBEEEKGQUITQAgRQr8HMBlCWw8ghDZ+WhohtDFECG38klkIP/02U2od440Q/v7DVDntuNxCuG7dOrn00ktl4MCB0qJFC3nqqadEN3p7+OGHg3bKhAkTpEGDBjJs2DDp06cPQmgfukT4mwBCyFBIaAIIIULo9wBGCG09gBDa+CGEdn4IoZ1hXO9WHeHl6WsnPv4mU2o08UYI1/04Vf7VIrcQvvHGGzJ//nzRzJ8e69evl169eon+e9WqVUO2vH///u48MoQRdi7FDiGAEDIoEpoAQogQ+j2AEUJbDyCENn4IoZ0fQmhnmKxC+OHcdVLtqDPsgFT2fv5YzmxVXS6++OLseA888IBUqFBBrrzyyux/69atm5sO2rJlS4TQE/IECYcAQhgOJc6JWwIIIULo9+BECG09gBDa+CGEdn4IoZ1hsgrhlDmrpcoR3qzT27Dkc+l4Up1cQnjHHXdIo0aNcv1b79695bLLLpN27dohhPahSYQwCSCEYYLitPgkgBAihH6PTITQ1gMIoY0fQmjnhxDaGSarEE6euVwqNvTmHb2bl8+Uc085jAyhfbgRIQoEEMIoQCVk7AgghN4K4dZVo13AjLq9YteJ+dXEi+njox+i2AqE0A6XTWVsDBFCGz8tnaxC+N4XSySj/kl2QCKydeUc6dzuiFxCqGsFFyxYkL2JTGZmpvTs2ZM1hJ4QJ0hhCCCEhaHFuXFHACH0VggDPKscOSg++hohjI9+iGIrEEI7XITQxhAhtPFLZiEc/9lPUrZO6LV8hSG3Y/U86Xrq0bmEUF8fodNDBw8eLM2bN5enn35aVAoDu4xOmTLFbS7TqlUrV9XevXslKyvLrTns0aOHtG/fXooVKyZpaf97L3Fh2sS5EAgQQAgZCwlNACFECP0ewEwZtfUAQmjjp6URQhtDhNDGL5mF8J2PF0p6jeZ2QCKya913cv6/muYSQg08c+ZMGTFiRND3EA4aNEgaN24s/fr1c20YMGCALFq0KFd7hgwZki2MnjSUIClJICmEUN/jot+wTJo0KWgnFvRzS89run/8+PFStGhRGTt2rCUUZSMggBAihBEMG0+LIIQ2nAihjR9CaOeHENoZJuuU0bemzpdSVZvYAYnInsxFcuFZLQ4RQk+CEwQCRgIJIYRz5851W/CGOl566SX5/vvv5ZxzznGnaBr9nnvucd+q6BEtIdy+fbtcdNFFMnr0aMnIyDB2BcUjIYAQIoSRjBsvyyCENpoIoY0fQmjnhxDaGSarEI59/yspXulIOyCd7rlpsfQ45wSE0BOaBPGaQEII4YEDB2Tfvn3u2lesWCFXXXWVywYG5kyXKFEiF5dYCeHy5ctF0/lkBv+HXx/uNFsaqwMhRAhjNdZC1YMQ2noAIbTxQwjt/BBCO8NkFcLRE2dJ0YyGdkAisn/rr9LrvFMQQk9oEsRrAgkhhDkvWiXs8ssvl6lTp2aLR84M4JNPPinvv/++e9GnLrTt27evNG3aNNeUUv3FpQt3v/vuOylZsqToS0C7d+8elK0+7D377LPy1VdfuXhnnHGG9OnTR3799Ve3CHjLli1SpUoVOfHEE+W6667LFUOldfbs2VKmTBlZs2aNWwh89dVXu/boMX36dBk1apTLYGqG8YILLpDOnTu7n/32228ybNgwJ8AqvqeccorccMMNsnv3bnnkkUfcrlQar1atWvLoo49KqVKl3C5foa5L2/Lll1+6epYtWyb6EHb99ddLs2bNXH3KdejQobJ69WrXvooVK7pz+/fv736+ePFix0HbVa1aNbeg+bjjjnM/03Yrv2nTpslff/0lL7/8stfjNGQ8hBAhjNlgC1ERQmjrAYTQxg8htPNDCO0Mk1UIXx8/TdLK1bMDEpED21fKf7r+EyH0hCZBvCaQdEKogPLLEKpEqQg1adLELdLVX2IDBw50gqNSl/dQKVu/fr2TP33w04ygTk1ViVSx0n8PlSFUCVNB1RjHHHOM/PDDD6IvIVUJVEmcN2+ek6u6devKL7/84tqhsqdTXW+77TY59thjnWzprlJa11FHHSVvv/22W1Cs9WombunSpdKgQQMnq/ldl7ZFZfHxxx+Xo48+2onq888/L6+88opoBlZZnHvuuU7sdPqtTtHt2rWrE0KV3ksuucTFb9u2rbuOu+66S3SqroqjtlHbrP+m7ShSpIjX4xQh/JvA7CUHZPbi/dK6cVFpfcT/dhU7sHeb7Nm2UNKKZUipjINfOIRz7N21QvbuXiXF0+tJ8fT6smvDDFeMXUbDoXfwHIQwfFbBzkQIbfwQQjs/hNDOMFmFcNS7H4uk17QDcjeLtdK7+78QQm9oEsVjAiknhCpW//3vf91GMIEppxMmTHAZsJtvvvkQvJ06dZLHHntMjjjiCPezTz75RMaNG+eyZeEI4YcffuhELHBoFlGlS7cKznvoNsONGjVysqlypVlOfR+NSmPg0HZ/8cUXcu2118rhhx+e/e8FXZcKoZbTLKAeKpkdO3aUiRMnuizk7bffLm+++WY2kzvvvNOJqgqhXu8333wj999/f3Z9d999t5x00kly5plnOiFUmW3Z0putmQszxskQHqRlFcK8zBHC8EchQhg+K4TQxipUaXYZtXFFCG38tHSyCuFrb02RrFJV7IBEpMieDXLxhR0RQk9oEsRrAiknhJoZu++++6R69erZLHV9osqVSljOY+fOndKlSxd59913pXz58u5Hmh3TDWveeuutsITw66+/lnvvvTc7rIqWZv5U+n766ScZOXKkm06qh25So/+u01w1K6nZuzlz5kilSpWcGJ566qluSqZmGAPTM1XI9Hw9L7/rUiGcP3++aP2BQ8uOGTPGtUNjDh8+PPtnKrE6DVWF8LnnnpOPPvrICWrg2LNnj2uryqD+UZnVTGWsD4TQGyEsXlozhPVk18aZLiBCGP5IRgjDZ4UQ2lghhNHhhxDauSarEL4y5j05UNybTQPT9m6Vvhd1Rgjtw40IUSCQlEKo8qRyF2yXUZ1iqdM+VejCmdpozRBqBu6FF17I7jpd/9irVy+XIdQdSlW4OnTo4DJzmr2rXLly9vtmtJBO51SR0ymkOjU1p5StXLnSTe284oorpEaNGvleV35C+Mcff7iprKEyhCrEP/74o8siBjsQwih8MkOEjNaU0fTKbSS9SlvhxfSF70uEsPDMcpZgyqiNn5YmQ2hjiBDa+GnpZBXCkaPflX1p6XZAIlLswC7p16s7QugJTYJ4TSAphVB3IVVJUdHSI+emMypY+mJPXdPXu3dvt6nMqlWr3GYtukYv76EbtmzatMmJlz746d9nn3122GsINdOmm8Gcfvrp8umnn8ozzzzjXlORnp7uNpDRNX0NGzZ0bdR2q4Dqej7dcEY3fFEB1Omg11xzjVs/uGTJEjeFVDeT0YcAXdenQnjCCSfke135CaFuHqN1at3B1hBu3LjRbeSj01TbtGnjNrPRrKJKqLYFIfT6Yxk63sqNWbJ6U5bUqVRE6lX+31pN65TRuBXCXatFVk4QKV1LpH632IEuRE0IYSFgBTkVIbTxQwjt/BBCO8NkFcKXXxsre6W4HZCIFJe9csnFPRBCT2gSxGsCSSmEM2fOdOKlkqci06JFi0N2GdXpkZp507V0ulZOdw4NtgZOp43qekGd+qmbuPzrX/9yUzT1v8NZQ6jvUNQNZHSqqu5GmnNnz88++0xef/11lxXUaaGasdSprCpnuhnNjBkzXPt045aLL77YCe6UKVPcNM+tW7c6qdRdT/V8Lau/kENdV35CqHXrtehaSZVjFVGdIqttUS56qIiOGDHCnafZzCOPPNLtqqpSiBB6/bEsfLykFcLCo4h5CYTQhhwhtPFDCO38EEI7w2QVwhdfGSV/7bfz0Qglior079sbIfQGJ1E8JpBwQujx9Uc1XDAJi2qFHgbX6aEnn3yy23gmno9UW0PoMoQbs6RO5RTKEK6YIJJOhjCeP4eWtiGEFnoHyzJl1MYQIbTx09LJKoQjX3lF9h84YAckIkXT0qRf374IoSc0CeI1AYTQa6I54iWSEOpmOXXq1HHvHtSspm6Eo+8TrFq1ahQJ2UOnmhCyhtA+ZryOQIbQRhQhtPFDCO38EEI7w2QUQn1Xtf7x8tBNBfUPBwTijQBCGMUeSSQh1KmouuOpTlHVqa363sHWrVtHkY43oRHCgxyTdspo5lciM/uKVGkl0vY1bwaNx1EQQhtQhNDGDyG080MI7QyTUQjtVIgAgcQhgBAmTl/R0iAEEEJvhXDrytEuYEa9XvEx3hDC+OiHKLYCIbTDZcqojSFCaOOnpRFCO0MiQMBPAgihn/Sp20wg1YQw2ruMmjvE6wDsMuo10biLhxDauwQhtDFECG38EEI7PyJAwG8CCKHfPUD9JgKpJoShYHk1ZdTUGSlamCmjto5HCG38tDRCaGOIENr4IYR2fkSAgN8EEEK/e4D6TQRSTQijvcuoqTOiUVgzhOwyGg2ycRMTIbR3BUJoY4gQ2vghhHZ+RICA3wQQQr97gPpNBFJNCKO9y6ipM6JRmDWE0aAaVzERQnt3IIQ2hgihjR9CaOdHBAj4TQAh9LsHqN9EACE8iC9pp4wihKbPRyIURgjtvYQQ2hgihDZ+CKGdHxEg4DcBhNDvHqB+EwGEECE0DSAPCrOG0AYRIbTx09IIoY0hQmjjhxDa+REBAn4TQAj97gHqNxFINSFkl1HTcIlKYYTQhhUhtPFDCO38EEI7Q147YWdIBAj4SQAh9JM+dZsJBITQHCjFA6RXbiPpVdqmOIXILh8hjIxboBRCaOOHENr5IYR2hgihnSERIOAnAYTQT/rUbSaQakK4Zms5WbOtrNQuv0NqZ2w38wsEiFshZJdRz/o4XgMhhPaeYcqojSFCaOOnpRFCO0MiQMBPAgihn/Sp20xg8uTJsnTpUhkwYIA5ViIE+GLhSpn+3Uppd2w9ad+snidNjusbOZvKeNLH8RwEIbT3DkJoY4gQ2vghhHZ+RICA3wQQQr97gPpNBBBCEz5XGCG0MWTKqI0fQmjjp6URQhtDhNDGL+7vI/bLIwIEkp4AQpj0XZzcF4gQ2vsXIbQxRAht/BBCGz+E0M4PIbQzjOv7iP3yiACBpCeAECZ9Fyf3BaaaEP62bqusWL9V6lfLkMNqZHjSuXF9I9c1hCsniJSuJVK/myfX63UQhNBGFCG08UMI7fwQQjvDuL6P2C+PCBBIegIIYdJ3cXJfYKoJYTR6kxu5jSpCaOOHENr4IYR2fgihnSH3ETtDIkDATwIIoZ/0qdtMINWE0GUI/9gq9aunUIZwxQSRdDKE5g9LnAZACO0dwxpCG0OE0MZPSyOEdoZEgICfBBBCP+lTt5lAqgkhu4yah4znAcgQ2pAihDZ+ZAjt/BBCO0OE0M6QCBDwkwBC6Cd96jYTQAjNCOP7m11eO2Hv4DiPgBDaO4gMoY0hQmjjR4bQzo8IEPCbAELodw9Qv4kAQmjC5wrH9Te7CKG9g+M8AkJo7yCE0MYQIbTxi/v7iP3yiACBpCeAECZ9Fyf3BaaaELLLaPyNZ6aM2voEIbTx09IIoY0hQmjjhxDa+REBAn4TQAj97gHqNxFINSE0wQpROK4zhNG4YI9jIoQ2oAihjR9CaOeHENoZch+xMyQCBPwkgBD6SZ+6zQRSTQjZZdQ8ZDwPgBDakCKENn4IoZ0fQmhniBDaGRIBAn4SQAj9pE/dZgKpJoTsMmoeMp4HQAhtSBFCGz+E0M4PIbQzRAjtDIkAAT8JIIR+0qduMwGE0IyQTWWMCBFCG0CE0MYPIbTzQwjtDBFCO0MiQMBPAgihn/Sp20wAITQjRAiNCBFCG0CE0MYPIbTzQwjtDBFCO0MiQMBPAgihn/Sp20wg1YSQXUbNQ8bzAAihDSlCaOOHENr5IYR2hgihnSERIOAnAYTQT/rUbSaQakJoBhYkADdyG1WE0MYPIbTxQwjt/BBCO0PuI3aGRICAnwQQQj/pU7eZQKoJIbuMmoeM5wEQQhtShNDGDyG080MI7QwRQjtDIkDATwIIoZ/0qdtMINWEkF1GzUPG8wAIoQ0pQmjjhxDa+SGEdoYIoZ0hESDgJwGE0E/61G0mgBCaEbKpjBEhQmgDiBDa+CGEdn4IoZ0hQmhnSAQI+EkAIfSTPnWbCSCEZoQIoREhQmgDiBDa+CGEdn4IoZ0hQmhnSAQI+EkAIfSTPnWbCaSaELLLqHnIeB4AIbQhRQht/BBCOz+E0M4QIbQzJAIE/CSAEPpJn7rNBFJNCM3AggTgRm6jihDa+CGENn4IoZ0fQmhnyH3EzpAIEPCTAELoJ33qNhNINSFkl1HzkPE8AEJoQ4oQ2vghhHZ+CKGdIUJoZ0gECPhJACH0kz51mwmkmhCyy6h5yHgeACG0IUUIbfwQQjs/hNDOECG0MyQCBPwkgBD6SZ+6zQQQQjNCNpUxIkQIbQARQhs/hNDODyG0M0QI7QyJAAE/CSCEftKnbjMBhNCMECE0IkQIbQARQhs/hNDODyG0M0QI7QyJAAE/CSCEftKnbjOBVBNCdhk1DxnPAyCENqQIoY0fQmjnhxDaGSKEdoZEgICfBBBCP+lTt5lAqgmhGViQANzIbVQRQhs/hNDGDyG080MI7Qy5j9gZEgECfhJACP2kT91mAqkmhOwyah4yngdACG1IEUIbP4TQzg8htDNECO0MiQABPwkghH7Sp24zgVQTQnYZNQ8ZzwMghDakCKGNH0Jo54cQ2hkihHaGRICAnwQQQj/pU7eZAEJoRsimMkaECKENIEJo44cQ2vkhhHaGCKGdIREg4CcBhNBP+tRtJrDw941StHgJc5xECbBo6TpZtHidNGlcQ5o0qpEozY64nelb5kndhVfKrowWsurYERHHoSAEIAABCESfQJ3ypSWjZLHoV0QNEICApwQQQk9xEizWBFJNCNdv3CGZm3dI1YplpVrlsrHGHfP6iu/5XTLWT5a9JWrK1hqdYl4/FUIAAhCAQPgEEMLwWXEmBOKJAEIYT71BWwpNICCElUsXl7QiRQpdngIiu3fvltKlS4MiQgJ79+6VIkWKSLFifCseCcIDBw6IMixZsmQkxZO2zIZdeyVLsiSc32065bF48eKSlpaWtDyieWH79u2TrKwsx5AjMgKbd/0p+6SIIISR8aMUBPwmgBD63QPUbyKQakK4JnO7/J65XWpVLSe1q5YzsQsUjmchLLp7jZRcM0kOlK4pe2p39uR6vQ6CENqIIoTB+SGEtnFVmNIIYWFoBT8XIbQzJAIE/CSAEPpJn7rNBFJNCOf+9LvM+3G1tPxHHWl1dC0zPw0Qz0JYfNNcyZjbX/ZWPF62nvCyJ9frdRCE0EYUIUQIbSPIXhohtDNECO0MiQABPwkghH7Sp24zAYTQjBAhNCJECG0AEUKE0DaC7KURQjtDhNDOkAgQ8JMAQugnfeo2E0AIzQgRQiNChNAGECFECG0jyF4aIbQzRAjtDIkAAT8JIIR+0qduM4FUE0K3hnDDdqlVJYXWEP4+SQ6UYg2h+cMSpwEQQoTQ76GJENp7ACG0MyQCBPwkgBD6SZ+6zQRSTQjNwIIEiOc1hNG4Xq9jkiG0EUUIEULbCLKXRgjtDBFCO0MiQMBPAgihn/Sp20zguzUbpFiJklK5dAlJS4G3TrDLqHnIeB4AIbQhRQhDCeFfkiUiVdJLSEG/2njthG0MIoQ2flp68649sk/Ssl87sT8rS1Zu3S3F0opI3fK81shOmAgQiC4BhDC6fIkeZQKpliFkl9EoD6gIwiOEEUDLUQQhJENoG0H20gihnWHeDOG+A1nyy8YdTgiPrFzWXgERIACBqBJACKOKl+DRJoAQ2gnH85RRXjth7994j4AQIoR+j1GE0N4DCKGdIREg4CcBhDCK9NetWyeXXXaZTJo0Kd9aVq5cKQMGDJBx48ZFsTW5Q4fbtpg1KMKKEMIIweUohhDaGJIhtPFDCBFC2wiyl0YI7QwRQjtDIkDATwIIoYH+X3/9Jeecc07ICCp5euR3jv48UiFcs2aNXHHFFQUKZ7AGIoSGjvexKLuM+gg/RNUIoa1PEEKE0DaC7KURQjtDhNDOkAgQ8JMAQmikr1IYOHr06CG33HKLNG/e3P1TsWLFJC0trcAaEMICEYU8IdUyhJGTCl0ynjOE0bher2MihDaiCCFCaBtB9tIIoZ0hQmhnSAQI+EkAIfSQfrdu3eS2226TFi1auKh5s3D64Pjqq6/K559/Ltu3b5fDDjtMhgwZIps2bco1ZXTy5MnyzjvvyEMPPSSVKlWS1157TT799FNR+TzllFPkyiuvlFKlSrnpqL/99ptUq1bN1afn16lTJ9cVhapzx44duaazTp8+XUaNGuXanJGRIRdccIF07tzZxdI6hg0bJitWrHCCq2244YYb3AvNH3nkEVmwYIFkZWVJrVq15NFHH3Vti9WRakLILqOxGlnh14MQhs8q2JkIIUJoG0H20gihnSFCaGdIBAj4SQAh9JB+QUI4fPhw+emnn2Tw4MFSpUoVWbJkidSrV08yMzOzhfDNN9908vfggw86GXzxxRfll19+kVtvvVVKly7tpK9mzZpy+eWXSzhTRkPVuXXr1lxCOG/ePCeWdevWdfUNHDjQyV7jxo2d5B577LFOEvXhd9myZXLUUUfJ22+/LYsWLXLXU7RoUVm6dKk0aNBAihcv7iHV/EOl2msn2GU0ZkMr7IoQwrBRBT0RIQwlhLx2wjaywi+NEIbPKtSZgddOlC9ZTEoWTZMDWSIbd//FLqN2tESAQEwIIIQeYi5ICDXjpqJ39NFH56o1MGVU1xp+++238sADD0i5cuXcOV27dnVljjzySPf/y5cvd4I2evTosIQwVJ0FrSF8+OGHpVGjRqLXdNddd0mFChWkZ8+e2dlIbcv48ePliy++kGuvvVYOP/xwD0mGHyolM4QbtkutKuWkdtWDY8R6xPOU0aK710jJ3yfJgVI1ZU/tgxnreDsQQluPIIShhHCvZEmWVC5dXNKK5P8mQt5DaBuDCKGNn5YOZAjzRuK1E3a2RIBALAgghB5Szk8Id+7cKV26dHFTQXVKZs5DhVA3h9HM2o033iht27Z1Pw6UqV27thT5+4FAp2bqv2t2rqAMYX515hVCzVyOHDnSxdRDp7Tq9fTt21fWr18vr7zyisyZM8dlLVUMTz31VDeFVaeZTps2zf33mWee6c4PZ92kV9hTLUPoFbecceJZCKNxvV7HRAhtRBHCUEJIhtA2ssIvjRCGzyrUmWQI7QyJAAE/CSCEHtIvKEOoQqjZv1AZwnvvvVfuvPNONwXzuOOOcy3TMk888YTUr1//kJauXbvWTR3N77UWoerMK4QXXXSR9O/fXzp06OCEbujQoVK5cmXp169fdr364DZ//nyXoRw7dqzLGgYOlVqd1qpi26ZNGw+p5h8q1TKE0QCLENqoIoQ2fghhKCEkQ2gbWeGXRgjDZxVaCP+UfVJE6pQvLRkliwkvprczJQIEYkkAIfSQdkFCqOv5dH3eoEGDQq4hXLhwodxzzz1yxx13SLNmzeSFF15wa/M0c1i1alXZuHGj/Prrr9KqVSvZtWuXE8YxY8Y4eQt2hKoz5xpCzTrq1NLHH39cGjZs6DaWueqqq6RTp05OCHXDGW2LCqCuH7zmmmtchlLXQOq6Q91MZtu2bXL99dc7ITzppJM8pIoQRhsmQmgjjBDa+CGECKFtBNlLI4R2hmwqY2dIBAj4SQAh9JB+QUKo0yp16qXuMqoyp7uM3n///YfsMqrrCPXf7777brepyxtvvCGffPKJqMTpZjS61rB79+6u5S+99JJMmTJF9u/fL08++aTbpCbnEarOvLuMfvbZZ/L66687sdRpoTpFtXr16k4INe6MGTPchjIVK1aUiy++2GUStV6VUW1Xenq6nHHGGe78wPRWD9GGDEWG0E4ZIbQxRAht/BBChNA2guylEUI7Q4TQzpAIEPCTAELoJ33qNhNACM0IKrSwewAAHQlJREFU3etDdAdbjsgIIISRcQuUQggRQtsIspdGCO0MEUI7QyJAwE8CCKGf9KnbTAAhNCNECI0IEUIbQIQQIbSNIHtphNDOECG0MyQCBPwkgBD6SZ+6zQQQQjNChNCIECG0AUQIEULbCLKXRgjtDBFCO0MiQMBPAgihn/Sp20yA106YESKERoQIoQ0gQhhKCHnthG1khV8aIQyfVagzA6+dCOwyuj8rS1Zu3e1eTF+3PEsS7ISJAIHoEkAIo8uX6FEmQIbQDpg1hDaGCKGNH0JIhtA2guylEUI7w7wZQntEIkAAArEkgBDGkjZ1eU4AIbQjRQhtDBFCGz+EECG0jSB7aYTQzhAhtDMkAgT8JIAQ+kmfus0EEEIzQqaMGhEihDaACCFCaBtB9tIIoZ0hQmhnSAQI+EkAIfSTPnWbCSCEZoQIoREhQmgDiBAihLYRZC+NENoZIoR2hkSAgJ8EEEI/6VO3mQBCaEaIEBoRIoQ2gAghQmgbQfbSCKGdIUJoZ0gECPhJACH0kz51mwkghGaECKERIUJoA4gQIoS2EWQvjRDaGSKEdoZEgICfBBBCP+lTt5kAQmhGiBAaESKENoAIIUJoG0H20gihnSFCaGdIBAj4SQAh9JM+dZsJBITQHIgAEIAABCAAAQiYCATeQ2gKQmEIQCDmBBDCmCOnQi8JIIRe0iQWBCAAAQhAIHICCGHk7CgJAT8JIIR+0qduM4HJkyfL0qVLZcCAAeZYqRpg8+bNUrFixVS9fPN179q1S4oWLSolS5Y0x0rFAPv375edO3dK+fLlU/HyPbnmbdu2SZkyZdw45Cg8gT///FN0HKanpxe+MCUcAe4jDAQIJDYBhDCx+y/lW48Q2ocAN3IbQ4TQxg8htPHT0gihjSFCaOOHENr5EQECfhNACP3uAeo3EUAITfj4ZteOTxBCG0SE0MYPIbTzQwjtDPli0c6QCBDwkwBC6Cd96jYTQAjNCJnqY0SIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT91mAgihGSFCaESIENoAIoQ2fgihnR9CaGeIENoZEgECfhJACP2kT90QgAAEIAABCEAAAhCAAAR8JIAQ+gifqiEAAQhAAAIQgAAEIAABCPhJACH0kz51QwACEIAABCAAAQhAAAIQ8JEAQugjfKqGAAQgAAEIQAACEIAABCDgJwGE0E/61G0i8Nprr8mECRNEN6U47bTT5Oqrr5aiRYuaYiZjYd305LHHHpM5c+ZI2bJlpVevXtKpU6eglzpv3jwZO3asLFmyRIoXLy4nnniiXHnlla5cKh+RjLVp06bJ/fffL5deeqn06NEjlfHJypUrZejQobJ06VKpXbu2XH/99XLMMceEZPLzzz/Lc88958ahjr2+fftKx44dU5phYcbg6NGjRTfc2r59uzRs2FCuuuoqOeqoo1KaX7CLnz9/vrz++utunFWpUkVGjhwJoxAExo0bJx999JEsX75czj77bBkwYEBIVtxHGEYQSDwCCGHi9RktFpFPP/1URowYIQ899JCUKVNGbr31VunQoYOTHY7cBFQGf//9d7nttttk1apVjtWQIUOkadOmh6CaMmWKlCxZ0v1sz5498sgjj0j9+vXlxhtvTFmskYw1lfBrrrnGSbWOy1QWwgMHDjgpbt26tfTs2VM+/vhjUbkZNWqU++zmPTZu3Cj9+/eXiy++WNq2bevGofJs3LgxYzCM33ezZ892vxf1s9ugQQP3Bc/777/v/ubITeCnn36StWvXyqZNmxwjhDD0CJkxY4YUK1ZM9Iuu0qVL5yuE3Ef4pEEg8QgghInXZ7RYRAYOHOgyDL1793Y8PvnkE/eQqX84/kdg37590rVrV5epatasmfvBo48+6v6+4YYbCkT12WefiWYbXnrppQLPTdYTIhlrzz77rFSrVk2++eYbOfbYY1NaCBctWuQ+r++++677skEPlT39c/rppx8ybDQzqJmtm2++OVmHVKGvqzBjUDM5KoWakdVjw4YNctFFF8n48eNTPtMfCvz06dOdDCKEBQ/Np556ys3KyS9DmDcK95GCuXIGBPwmgBD63QPUHxEBzbhcd911Luugh05jufzyy923vCVKlIgoZjIWWrNmjZtup1NrA9kY/W+9QT/55JMFXvLTTz8tW7ZscdnFVD0KO9aWLVsmDz/8sKgUKrdUF0LNFkycOFGGDx+ePYTuvvtuqVOnjssc5j30c92kSRPRaWcqM/rf+m8q2Kl6FGYMKjMVSP0TyBAqyyeeeCJV8RV43QhhgYiyT4hECLmPhM+XMyHgFwGE0C/y1Gsi0LlzZ7nnnnvcw7Ye69evd9NF33nnHcnIyDDFTqbCumZL1wDq2o8iRYq4S9Mpe2+++aa8+OKL+V7q119/LQ8++KDoA4Cu+0rVozBjLSsry62PU9HRsTlo0KCUF0LNDGrGKpCZ1nGk2SvNFl577bWHDCudVrp371554IEH3LhTkdHPt059TtWjMGNQszea0X/77bcdrkqVKrnPscohR3ACCGH4I6OwQsh9JHy2nAkBPwkghH7Sp+6ICRTmG/OIK0mCgpFmCBcsWCD33XefaCZHMzSpfBRmrGk2TNnpOk09EEKRwmYINaMd2MxIGer61z59+rgso65dSsWjMGNQ1wpOnTpV7r33XqlRo4Zb8/X888/Lyy+/LOXKlUtFfAVeM0JYIKLsEwojhNxHwufKmRDwmwBC6HcPUH9EBHQ6lK6JC2wioxt/vPrqq6whzENT1xB26dLFZQgCuzpqpkUzWaHWEH7//fdy1113yR133JGdgY2ok5KkUGHGmkq0Ts/TzWT02LFjh9uI4eSTT86WxCTBEvZl6BrCW265RXRtW4CLSt9//vOfoGsINfNftWpVl9lGCA9iLswY1MyqZgX/7//+L7uPunXr5qYvt2jRIux+S6UTEcLweztcIeQ+Ej5TzoRAPBBACOOhF2hDoQnoJjI65VF30ktPT3eZmPbt27PLaBCSOlVPp9zpA+Hq1avdw7mKi+4kqv+um01cdtllkpaWJrrr3uDBg92uoi1btnTRdKpp4EG+0B2VBAUKGmuaAVOBadWqlezcuVP+/PPP7KvW3Vw1w3r++eenbHZGdxm95JJL3OdTNzdRnpqtCuwymncMfvXVV25Kqa7DrFWrVvaU0cAmKUkwpAp9CQWNQZ0ietZZZ7kptrpGWP/o2AtkCPX3pG64peOU438EdGzql2YzZ850fDSTmuq/70KND52KrH900yf9W3dR1tc86R/uI3yqIJD4BBDCxO/DlL0CzQi+9957vIewgBGQ8z2EurGMZmYC7yFUAdQNO3SKmd7Y9SFc1xjmPLSMPmCm8pHfWNMvI/SVCP369TsEEVNGDyJZsWKFkzzdcEclT3coDGSs845BPV+zibrOVeVaZwLoGNX3xKXykd8Y1Hc06pc8mgFUydEvy3TjKM1Q16xZ0025bdOmTSrjC3rt+h5Czb7mPPR9jZoF48hNQHdgfeONN3L947///W/3ihjuI4wWCCQ+AYQw8fuQK4AABCAAAQhAAAIQgAAEIBARAYQwImwUggAEIAABCEAAAhCAAAQgkPgEEMLE70OuAAIQgAAEIAABCEAAAhCAQEQEEMKIsFEIAhCAAAQgAAEIQAACEIBA4hNACBO/D7kCCEAAAhCAAAQgAAEIQAACERFACCPCRiEIQAACEIAABCAAAQhAAAKJTwAhTPw+5AogAAEIQAACEIAABCAAAQhERAAhjAgbhSAAAQhAAAIQgAAEIAABCCQ+AYQw8fuQK4AABCAAAQhAAAIQgAAEIBARAYQwImwUggAEIAABCEAAAhCAAAQgkPgEEMLE70OuAAIQgAAEIAABCEAAAhCAQEQEEMKIsFEIAhCAAAQgAAEIQAACEIBA4hNACBO/D7kCCEAAAhCAAAQgAAEIQAACERFACCPCRiEIQAACEIAABCAAAQhAAAKJTwAhTPw+5AogAAEIQAACEIAABCAAAQhERAAhjAgbhSAAAQhAAAIQgAAEIAABCCQ+AYQw8fuQK4AABCAAAQhAAAIQgAAEIBARAYQwImwUggAEIAABCEAAAhCAAAQgkPgEEMLE70OuAAIQgAAEIAABCEAAAhCAQEQEEMKIsFEIAhCAAAQgAAEIQAACEIBA4hNACBO/D7kCCEAAAhCAAAQgAAEIQAACERFACCPCRiEIQAACEIAABCAAAQhAAAKJTwAhTPw+5AogAAEIQAACEIAABCAAAQhERAAhjAgbhSAAAQhAAAIQgAAEIAABCCQ+AYQw8fuQK4AABCAAAQhAAAIQgAAEIBARAYQwImwUggAEIAABCEAAAhCAAAQgkPgEEMLE70OuAAIQgAAEIAABCEAAAhCAQEQEEMKIsFEIAhCAAAQgAAEIQAACEIBA4hNACBO/D7kCCEAAAhCAAAQgAAEIQAACERFACCPCRiEIQAACEIAABCAAAQhAAAKJTwAhTPw+5AogAAEIQAACEIAABCAAAQhERAAhjAgbhSAAAQhAAAIQgAAEIAABCCQ+AYQw8fuQK4AABCAAAQhAAAIQgAAEIBARAYQwImwUgkB8EHjzzTfl4YcflooVK8qkSZOkdOnS2Q37/fffpVOnTjJo0CA5//zz46PBhWjFiy++KCNHjpRZs2a5Unn/vxChIjr1iiuukJIlS8oTTzwRsnys2xSsIfHQhogABymU91qGDRsmU6ZMkY8//tirKoLGSXSGid7+/Do30msLd+wU9Hsm0vqjOmAJDgEIQMBjAgihx0AJB4FYEggIodZ59dVXyyWXXIIQetQBCKEN5DPPPCNvvfWWfPHFF2EHirYQhmpToj/0J3r7E0kIIxnXYX8AOBECEICATwQQQp/AUy0EvCAQEMITTzxRfvzxR5k8ebKULVvWhU62DKEXvAoTAyEsDK1Dz/XiwTncLE+4LfWiTeHWFcvzklkII+UY6dgpiGWyjqFIOVMOAhBIDgIIYXL0I1eRogQCQqgPMSow/fr1c3/nJ4Rff/21DB8+XH7++WcpVqyYtGjRQgYMGCCHHXZYNsXAw9SYMWPk/vvvl7lz57rppwMHDpTAz8aOHSv33HOPzJs3T2rWrCmDBw+W4447TmbMmCFPPvmkrF69Wpo1ayb33nuvVKtWLTv2+PHj5b777nP/X6RIEalevbprg2Y4a9SokX1eflO5/vjjD+nYsWPQXj/55JPl6aefdj9bsmSJPPvsszJ//nz566+/5Mgjj5TrrrvO1Zfz+OSTT+S5555zEt24cWM3zfbxxx+PaMpoOHwDbRsxYoRr2969e6Vp06Zy7bXXytFHH+2aFimnUB8FZZFffVounLYH+v/tt992fTtnzhwpV66c9OnTRy666CJX/dChQ0XHTs6jatWqMnXq1OzxE2xshcoQvvHGG3L33XfLt99+KxUqVJCePXtKr169ssPfdttt8ttvv8nrr7+eq87LLrvMte2xxx7Lt03BJMArFsH646OPPnJjTD9DRxxxRK5TrrnmGtmwYYP7WaRjIBwegUrD/YzkbKTX7c/v903evgmXSSBmQWOnMFNGQ41r/b144403yujRo+Woo47K1Z9XXXWVbNu27ZCxmaK3LC4bAhCIUwIIYZx2DM2CQDgEAkKo66xefvllt95K1xLqQ3OwDKE+5Kp4XXjhhU4ed+/eLUOGDHFyqA/oASHTh6n333/fiZM+5KusqDzqEfiZite///1vqVevnjz11FNunZeuZ/zggw/kyiuvlD///NMJzuGHHy6PPvpo0MvZt2+frFixwj2sb9682T00Beop6EEtb8DPP//cPZSpLNxwww2yePFid43t27cXfShTMVBeL730krzyyivZ4vXNN9/I5ZdfLpdeeqkru3HjRie0+nflypULtYYwXL4//fST9O/fX5Sh9ocK8w8//CAffvih3HHHHYewKgynYKDDqS/ctgf6/6STTpLu3bs7oXn33XcdM13zqV8C6BEqk5Lf2AomhDoOmzdv7gSwUaNGbpw9+OCDcsstt0i3bt1cXeEKULhTRr1mkbdP9LNxxhlnuPZff/312T/WMXf22We7z03v3r1zFSvMGAiXR7ifkWi3vzBjImdb8mMSiFnQ2Cno90zenwcbQ9qOc845R0499VT3pVngWLt2bfY6bv2scEAAAhCIVwIIYbz2DO2CQBgEcgphWlqanHfeedKjRw/3kBlMCPv27St79uxx2YfAsWXLFvcwo2UDDzP6MKVypiL3z3/+M1dLAj/TzJtOVdVDY5x22mlSp04deeedd6R48eLu33UNmUritGnTsqeyBrsslUJ9OH7ttdekSZMm7pSCHtRyxtEsh8qfCsMLL7zg6lfRWrdunZPAgGRqGRWx8uXLu6yRHppF0gc6lZnAsXLlSunatau0adOmUEIYLl/N4mrblFXOthXU5eFwChYjnPrCbXug/1UATznllOzqNIOskqiZYj3yE8JQYyuYEAY7VzPTutmQyqLyC1eAwhVCr1kE6xPNruo16Jc4+tnVQ7NZyle/VKlSpUrQ4RDOGAiXR7ifkWi3P7/fNwVN4dS2BWMSKmbesVPQ75lwhDDneNfsqW5GpYfOxNDxq1/0lClTpqCPNz+HAAQg4BsBhNA39FQMATuBnEKoUy9V4MaNGycTJ050Gbqcu4zq/+sDvIqTPgjmPDSDlpmZKToNUI/Aw9SXX34pJUqUyHWu/kwfXHWqYNGiRbN/pt+OqyA+8MAD2f/21VdfuexczqlxOnVTH5L0QVilSLOUgUPLauZEj4Ie1AJlVEY1m6JSN2rUKPcgrVMwVeY045czA6NldGqoXudnn30mWVlZLkunkqh/ch4qhJr9DHeX0XD56vVr2/7zn/+46auhjkg55Y0XTn3htj0wNrT/dWzklFm9lv379zsR1KMgIQw2tkIJoY61wJcMGjuQDZ4wYYLUrVvXUyGMBotgfaxThfXLiJxfrGgWVHcMDkx5jnQMhCOE4X5GQo1PL9uf3++bvGMiXCaBmAWNnYJ+z4QrhIFsoAqnTmc/cOCA+/2rX5Lcfvvt9l/2RIAABCAQRQIIYRThEhoC0SaQVwh12uW5554rXbp0cVPscgqhrks688wz3XRKFaWchz6wqLzpt9uBh36VSn3wznsEpmLpuruch2YZNZt40003Zf/z999/L5pt0YcqXV+ox0MPPeS+MdcHJ53Opd+cq4zqVDnNmgTWBhb0oKaxVAJVbrUenQoaWH+nU+8CYhmqD3SqaCCzqVmtwPTDwPk6hVQ36AlXCMPlG2hbsH7I2dZIOeW93nDqC7ftgbGhmbm8/a9r4jQr/eqrrxYohKHGVjAhVOnLu1PpggUL3BTf559/Xo4//viQQpg3GxxOhjAaLIKNQf0yQj+fOi1bPwvLly93r4fJ+RmIdAyEEsKcPML9jIT6/HjZfv2dEu6YCJeJxgxn7BT0eyZcIVROuv5TRVvX6uoXHvr/+nk45phjon0rID4EIAABEwGE0ISPwhDwl0BeIdTWaHZBM3CaCdMHwMB7CPPLfKhUrV+/PleGMNT730Lt3qdC2KFDB7eOL3AEE0KdWnrBBRdkb36j5y5cuNBlLgsrhPpwqNNSdZMaFcrAodeqWTjNwOj6wPweajVDqOepYOQ8vMwQ5uQbTsZO2xEpp7zXGk59XoyNwghhqLEVaYZQM8u68ZFmx3Me+sVIw4YNs6cHhyOE0WARavxpdlCzrSrXeu2aSdf/LlWqlCsS6RgIh0e4n5H8fsN51f78dgTNOybCZRLrDKFyCmSu33vvPbemVqee55ye7+/dgtohAAEIhCaAEDI6IJDABIIJoe5op5kH/VZap0vlfDG9Zuv0QTDnDpBbt251WTktoxt16JHfA5pFCDWroKKm8pXznYm6zlCvpTBCGNhtUHe3DDb1UtfNbd++3a1LzDm1NW93qzRruzTDGDj0QU4zhjrFNtwMoZYNl29Ba/osnIIN54LqK0zbQ/V/XiHUTY70YX727Nm5mlSYh//AQ72u99TNgQKHjpOZM2dmryHUPtb1Wp9++qmULl3anbZq1SrXh23bts0WwlBtyisd4fZjuCxC/YoJrH3T61FZbdmypdtNVQ/LGAiXR7ifkWi3P9wxURgm4Y6dwmYIQ40hZRTYXKZdu3Yu46mzAHQDLw4IQAAC8U4AIYz3HqJ9EMiHQDAh1NN1Kp1OW9IjpxCqIOoOhrrxjD706vo9zSboDpf6Tba+PiKaQqixNYOou17qQ36tWrXcBhr66gp9mA9XCHUTGV2Dd8IJJzhhC2zKkROV7qCo0qlCoFlCvTZds6iCon//97//dadrZkkfjDVLqFx02q3G1KmDhd1lNFy+OXf91Gll+kqGRYsWuam0gfVGkXIKNlzCqS/ctocrQYFsiYqaTusM9FG4D/+Bcajv1tRplYFdRjWDpmP25ptvdruc6qGvIdFNkfT/dYdb7V/9DOi6Lt3BNbCBUKg25ZUCr1nk90tMv9DQ9uu0ac3q65gOHJGOgXB5hPsZiXb7CzMmwmWiMcMZO4UVwlBjKMBIs6b65ZJmefXzHHgvLDcyCEAAAvFMACGM596hbRAogEAoIdy5c6fL+Gn2L6cQajh92FVZDLyHUB/WNcOmU+sCR7QyhBpfhUszgipmKgm61k8zhoVZQxh4KAuGJ+d7CPXddHqt+hqBXbt2OQENbOiiEhY4dO2kiouugdOdSnVNoUqh7hZYmAxhuHz1PH0Y14dHfbeeHvpqD51aGlgHGSmnUEOmoPrCbXu4Qqibaqjga19ppjbvewj19RF5j1DvIdQp0LrOTlllZGS4NbB5X8ugXyjoND2VIc2O6zo6fYdm4D2EWleoNgXbydLyOcmbLc3vY6xTnnXqs/LJueOo5bOiZcPhoeeF+xkJdQ1etL8wQhju5yIQs6CxU1ghDDWGAnwCuzvr79+77rqLexgEIACBhCCAECZEN9FICEAAAhCAAATinUBgxoG+61S/5OGAAAQgkAgEEMJE6CXaCAEIQAACEIBAXBPQXYsHDBjgXseimUcOCEAAAolCACFMlJ6inRCAAAQgAAEIxCUBXYesU5p1yrfuelynTp24bCeNggAEIBCMAELIuIAABCAAAQhAAAIQgAAEIJCiBBDCFO14LhsCEIAABCAAAQhAAAIQgABCyBiAAAQgAAEIQAACEIAABCCQogQQwhTteC4bAhCAAAQgAAEIQAACEIAAQsgYgAAEIAABCEAAAhCAAAQgkKIEEMIU7XguGwIQgAAEIAABCEAAAhCAAELIGIAABCAAAQhAAAIQgAAEIJCiBBDCFO14LhsCEIAABCAAAQhAAAIQgABCyBiAAAQgAAEIQAACEIAABCCQogT+H+9/qQ3ai8/hAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index = [45, 36, 12, 17, 29]\n", "\n", "# Using distribution = \"boxplot\" or \"violin\" displays distributions of variability instead of means\n", "\n", "xpl.plot.stability_plot(selection=index, max_features=5, distribution=\"boxplot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stability can also be evaluated for a single instance. In that case, contributions are directly compared against neighbors and displayed:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl.plot.local_neighbors_plot(index=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see here how difficult it is to interpret contributions sometimes: the feature _Port of embarkation_ gives completely opposite suggestions in the same neighborhood." ] } ], "metadata": { "celltoolbar": "Aucun(e)", "hide_input": false, "kernelspec": { "display_name": "keltarif_39", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, 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