From 90a0574121de02df37d94537893541bcef7588e5 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Tue, 30 Jan 2018 22:01:50 +0100 Subject: [PATCH 01/17] Update Chapter 6 --- Notebooks/Chapter 6.ipynb | 1167 +++++++++++++++++------- Notebooks/Python module versions.ipynb | 11 +- 2 files changed, 821 insertions(+), 357 deletions(-) diff --git a/Notebooks/Chapter 6.ipynb b/Notebooks/Chapter 6.ipynb index 9a12fe2..b3ded39 100644 --- a/Notebooks/Chapter 6.ipynb +++ b/Notebooks/Chapter 6.ipynb @@ -4,25 +4,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- [Lab 2: Ridge Regression](#6.6.1-Ridge-Regression)\n", - "- [Lab 2: The Lasso](#6.6.2-The-Lasso)\n", - "- [Lab 3: Principal Components Regression](#6.7.1-Principal-Components-Regression)\n", - "- [Lab 3: Partial Least Squares](#6.7.2-Partial-Least-Squares)" + "# Chapter 6 - Linear Model Selection and Regularization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Chapter 6 - Linear Model Selection and Regularization" + "- [Lab 2: Ridge Regression](#6.6.1-Ridge-Regression)\n", + "- [Lab 2: The Lasso](#6.6.2-The-Lasso)\n", + "- [Lab 3: Principal Components Regression](#6.7.1-Principal-Components-Regression)\n", + "- [Lab 3: Partial Least Squares](#6.7.2-Partial-Least-Squares)" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# %load ../standard_import.txt\n", @@ -30,17 +28,17 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", + "\n", "import glmnet as gln\n", "\n", "from sklearn.preprocessing import scale \n", - "from sklearn import cross_validation\n", + "from sklearn import model_selection\n", "from sklearn.linear_model import LinearRegression, Ridge, RidgeCV, Lasso, LassoCV\n", "from sklearn.decomposition import PCA\n", "from sklearn.cross_decomposition import PLSRegression\n", + "from sklearn.model_selection import KFold, cross_val_score\n", "from sklearn.metrics import mean_squared_error\n", "\n", - "pd.set_option('display.notebook_repr_html', False)\n", - "\n", "%matplotlib inline\n", "plt.style.use('seaborn-white')" ] @@ -55,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -101,12 +97,194 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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AtBatHitsHmRunRunsRBIWalksYearsCAtBatCHitsCHmRunCRunsCRBICWalksLeagueDivisionPutOutsAssistsErrorsSalaryNewLeague
Player
-Alan Ashby31581724383914344983569321414375NW6324310475.0N
-Alvin Davis479130186672763162445763224266263AW8808214480.0A
-Andre Dawson496141206578371156281575225828838354NE200113500.0N
-Andres Galarraga3218710394230239610112484633NE80540491.5N
-Alfredo Griffin5941694745135114408113319501336194AW28242125750.0A
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" + ], "text/plain": [ " AtBat Hits HmRun Runs RBI Walks Years CAtBat CHits \\\n", "Player \n", @@ -145,9 +323,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -156,29 +332,29 @@ "\n", "Index: 263 entries, -Alan Ashby to -Willie Wilson\n", "Data columns (total 6 columns):\n", - "League_A 263 non-null float64\n", - "League_N 263 non-null float64\n", - "Division_E 263 non-null float64\n", - "Division_W 263 non-null float64\n", - "NewLeague_A 263 non-null float64\n", - "NewLeague_N 263 non-null float64\n", - "dtypes: float64(6)\n", - "memory usage: 14.4+ KB\n", + "League_A 263 non-null uint8\n", + "League_N 263 non-null uint8\n", + "Division_E 263 non-null uint8\n", + "Division_W 263 non-null uint8\n", + "NewLeague_A 263 non-null uint8\n", + "NewLeague_N 263 non-null uint8\n", + "dtypes: uint8(6)\n", + "memory usage: 3.6+ KB\n", " League_A League_N Division_E Division_W NewLeague_A \\\n", "Player \n", - "-Alan Ashby 0.0 1.0 0.0 1.0 0.0 \n", - "-Alvin Davis 1.0 0.0 0.0 1.0 1.0 \n", - "-Andre Dawson 0.0 1.0 1.0 0.0 0.0 \n", - "-Andres Galarraga 0.0 1.0 1.0 0.0 0.0 \n", - "-Alfredo Griffin 1.0 0.0 0.0 1.0 1.0 \n", + "-Alan Ashby 0 1 0 1 0 \n", + "-Alvin Davis 1 0 0 1 1 \n", + "-Andre Dawson 0 1 1 0 0 \n", + "-Andres Galarraga 0 1 1 0 0 \n", + "-Alfredo Griffin 1 0 0 1 1 \n", "\n", " NewLeague_N \n", "Player \n", - "-Alan Ashby 1.0 \n", - "-Alvin Davis 0.0 \n", - "-Andre Dawson 1.0 \n", - "-Andres Galarraga 1.0 \n", - "-Alfredo Griffin 0.0 \n" + "-Alan Ashby 1 \n", + "-Alvin Davis 0 \n", + "-Andre Dawson 1 \n", + "-Andres Galarraga 1 \n", + "-Alfredo Griffin 0 \n" ] } ], @@ -191,9 +367,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -218,11 +392,11 @@ "PutOuts 263 non-null float64\n", "Assists 263 non-null float64\n", "Errors 263 non-null float64\n", - "League_N 263 non-null float64\n", - "Division_W 263 non-null float64\n", - "NewLeague_N 263 non-null float64\n", - "dtypes: float64(19)\n", - "memory usage: 41.1+ KB\n" + "League_N 263 non-null uint8\n", + "Division_W 263 non-null uint8\n", + "NewLeague_N 263 non-null uint8\n", + "dtypes: float64(16), uint8(3)\n", + "memory usage: 35.7+ KB\n" ] } ], @@ -239,12 +413,187 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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AtBatHitsHmRunRunsRBIWalksYearsCAtBatCHitsCHmRunCRunsCRBICWalksPutOutsAssistsErrorsLeague_NDivision_WNewLeague_N
Player
-Alan Ashby315.081.07.024.038.039.014.03449.0835.069.0321.0414.0375.0632.043.010.0111
-Alvin Davis479.0130.018.066.072.076.03.01624.0457.063.0224.0266.0263.0880.082.014.0010
-Andre Dawson496.0141.020.065.078.037.011.05628.01575.0225.0828.0838.0354.0200.011.03.0101
-Andres Galarraga321.087.010.039.042.030.02.0396.0101.012.048.046.033.0805.040.04.0101
-Alfredo Griffin594.0169.04.074.051.035.011.04408.01133.019.0501.0336.0194.0282.0421.025.0010
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" + ], "text/plain": [ " AtBat Hits HmRun Runs RBI Walks Years CAtBat \\\n", "Player \n", @@ -264,11 +613,11 @@ "\n", " Errors League_N Division_W NewLeague_N \n", "Player \n", - "-Alan Ashby 10.0 1.0 1.0 1.0 \n", - "-Alvin Davis 14.0 0.0 1.0 0.0 \n", - "-Andre Dawson 3.0 1.0 0.0 1.0 \n", - "-Andres Galarraga 4.0 1.0 0.0 1.0 \n", - "-Alfredo Griffin 25.0 0.0 1.0 0.0 " + "-Alan Ashby 10.0 1 1 1 \n", + "-Alvin Davis 14.0 0 1 0 \n", + "-Andre Dawson 3.0 1 0 1 \n", + "-Andres Galarraga 4.0 1 0 1 \n", + "-Alfredo Griffin 25.0 0 1 0 " ] }, "execution_count": 6, @@ -290,9 +639,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "X_train = pd.read_csv('data/Hitters_X_train.csv', index_col=0)\n", @@ -321,27 +668,27 @@ "source": [ "The __glmnet__ algorithms in R optimize the objective function using cyclical coordinate descent, while scikit-learn Ridge regression uses linear least squares with L2 regularization. They are rather different implementations, but the general principles are the same.\n", "\n", - "For the __glmnet() function in R__ the penalty is defined as:\n", - "### $$ \\lambda\\bigg(\\frac{1}{2}(1−\\alpha)|\\beta|^2_2 \\ +\\ \\alpha|\\beta|_1\\bigg) $$\n", - "(See R documentation and https://cran.r-project.org/web/packages/glmnet/vignettes/glmnet_beta.html)
\n", - "The function supports L1 and L2 regularization. For just Ridge regression we need to use $\\alpha = 0 $. This reduces the above penalty to\n", - "### $$ \\frac{1}{2}\\lambda |\\beta|^2_2 $$\n", - "The __sklearn Ridge()__ function has the standard L2 penalty:\n", - "### $$ \\lambda |\\beta|^2_2 $$\n" + "The __glmnet() function in R__ optimizes:\n", + "### $$ \\frac{1}{N}|| X\\beta-y||^2_2+\\lambda\\bigg(\\frac{1}{2}(1−\\alpha)||\\beta||^2_2 \\ +\\ \\alpha||\\beta||_1\\bigg) $$\n", + "(See R documentation and https://cran.r-project.org/web/packages/glmnet/vignettes/glmnet_beta.pdf)
\n", + "The function supports L1 and L2 regularization. For just Ridge regression we need to use $\\alpha = 0 $. This reduces the above cost function to\n", + "### $$ \\frac{1}{N}|| X\\beta-y||^2_2+\\frac{1}{2}\\lambda ||\\beta||^2_2 $$\n", + "The __sklearn Ridge()__ function optimizes:\n", + "### $$ ||X\\beta - y||^2_2 + \\alpha ||\\beta||^2_2 $$\n", + "which is equivalent to optimizing\n", + "### $$ \\frac{1}{N}||X\\beta - y||^2_2 + \\frac{\\alpha}{N} ||\\beta||^2_2 $$" ] }, { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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GL3z5Ol+Xb2Jwl3785OzrURSFSKiBnV+9QjTsJafPJNJyzqN6+Rfs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\nAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -386,28 +733,76 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "scaler = StandardScaler().fit(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "99830.762063054965" + "193147.46143016344" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ridge2 = Ridge(alpha=4)\n", - "ridge2.fit(scale(X_train), y_train)\n", - "pred = ridge2.predict(scale(X_test))\n", + "ridge2 = Ridge(alpha=len(X_)*11498/2)\n", + "ridge2.fit(scaler.transform(X_train), y_train)\n", + "pred = ridge2.predict(scaler.transform(X_test))\n", "mean_squared_error(y_test, pred)" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AtBat 0.015146\n", + "Hits 0.016050\n", + "HmRun 0.013561\n", + "Runs 0.015681\n", + "RBI 0.016782\n", + "Walks 0.019662\n", + "Years 0.010390\n", + "CAtBat 0.016570\n", + "CHits 0.017627\n", + "CHmRun 0.015072\n", + "CRuns 0.018771\n", + "CRBI 0.016697\n", + "CWalks 0.016821\n", + "PutOuts 0.003228\n", + "Assists -0.007600\n", + "Errors 0.013672\n", + "League_N 0.003519\n", + "Division_W 0.003339\n", + "NewLeague_N 0.003499\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.Series(ridge2.coef_.flatten(), index=X.columns)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -418,10 +813,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { @@ -429,7 +822,7 @@ "193253.09741651407" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -450,35 +843,31 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RidgeCV(alphas=array([ 5.00000e+09, 3.78232e+09, ..., 6.60971e-03, 5.00000e-03]),\n", " cv=None, fit_intercept=True, gcv_mode=None, normalize=False,\n", - " scoring='mean_squared_error', store_cv_values=False)" + " scoring='neg_mean_squared_error', store_cv_values=False)" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ridgecv = RidgeCV(alphas=alphas, scoring='mean_squared_error')\n", + "ridgecv = RidgeCV(alphas=alphas, scoring='neg_mean_squared_error')\n", "ridgecv.fit(scale(X_train), y_train)" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -486,7 +875,7 @@ "115.50648500415789" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -497,18 +886,16 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "97384.929591725886" + "97384.929591725915" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -521,10 +908,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -551,7 +936,7 @@ "dtype: float64" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -571,22 +956,20 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True,\n", " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=3, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring=None, standardize=True,\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=3, random_state=None, scoring=None, standardize=True,\n", " tol=1e-07, verbose=False)" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -607,10 +990,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { @@ -618,7 +999,7 @@ "11497.569953977356" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -629,10 +1010,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -648,10 +1027,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -678,7 +1055,7 @@ "dtype: float64" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -689,10 +1066,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -700,7 +1075,7 @@ "6.3606122865384505" ] }, - "execution_count": 19, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -718,10 +1093,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { @@ -729,7 +1102,7 @@ "705.48023107186452" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -740,10 +1113,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -759,10 +1130,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { @@ -789,7 +1158,7 @@ "dtype: float64" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -800,10 +1169,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { @@ -811,7 +1178,7 @@ "57.11003436702412" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -829,22 +1196,20 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True,\n", " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=3, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=3, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-12, verbose=False)" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -856,10 +1221,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { @@ -867,7 +1230,7 @@ "101036.83230892917" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -887,21 +1250,19 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True, lambda_path=None,\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=3, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=3, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" ] }, - "execution_count": 26, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -913,10 +1274,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { @@ -924,7 +1283,7 @@ "255.04348848905948" ] }, - "execution_count": 27, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -936,10 +1295,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { @@ -947,7 +1304,7 @@ "array([ 1974.70910641])" ] }, - "execution_count": 28, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -959,16 +1316,14 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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DUEJCgr/eGgAAQMgqLy+/6h8A8AW/dSCXL1+uU6dOaenSpVqyZIkcDof+8Y9/qFu3bnrk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\nF6fa2tomxy4er6qqUrt27ZSQkHDFx0h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as106m2nI0uxsXrOhT0MyFEoqnB07dgDQ2+u2ZxWTY1RSRxhuNjDLJZ7Nhr7qPcMGO0NfJgyFkgpn6dKlgMuiVFyOUUmFMNoloFku8WzFEk61naFQkiSpIGwmo4Y1swQ06yWehr6OYyiUJEkqCJvJaDe1ZgKbWQJ67rnZN2xRRzEUSpIkSXkZLvjVmwlsZgmooU97MBRKkiRJeWjmvL8WLAE19GmAoVBS4eyzzz55lyDV5BiV1LDRLgGtNxPYii6fUpWhUFLh+IZbRecY1WjZSKZkmlkCWm8m0CWgaiFDoaTC2bZtGwBjx/pPlIrJMarRspFMF2qmGUwz5/2BoU8t408zSYXz+OOPA75RUnE5RiUBzTeDafa8P6lFDIWSJElSLcPNBjbbDMbz/lQQhkJJkiRpOLVmA5ttBgMGPxWCoVCSJKlFbCTToUa7L7AVzWCkAjAUSpIktYiNZDpQM/sCzz3XmUB1BUOhpMKZNm1a3iVINTlGpS7SzL5AZwLVJQyFkgpn6tSpeZcg1eQYlTpMreWhLTgk3plAdTpDoaTC2bJlCwDjx4/PuRJpaI5RqYPUWx7qvkDJUCipeJ544gnAfTgqLsdoudlMpoCaOUDeDqGSoVCSJGkkbCZTMM0eIO9MoERv3gVIkiRJozZoJrCnv3/3mUDYtTx0sMHLQ2HnTOCzixfvCopSiRgKJUmSVHzVJaIvuOoquP32ygwh1J4JhF3LQ/v66O/pgUmTnr88VCo5l49KkiSp2GotEbVRjNQ0Q6Gkwpk+fXreJUg1OUa7m41kCqhWsxgbxUhNMxRKKpwpU6bkXYJUk2O0u9lIJifNnCXoTKDUFEOhpMLZvHkzABMmTMi5EmlojlGpxVpwlqAzgdLoZRIKI2IccB0wH5gAXAj8HLge6AceAt6fUtoREX8HvBnYBpyVUro/Il7W7L1ZfF+S2uPJJ58E/M28issxKrVYK84SlDRqWXUffQewKqV0BHAs8Fng08DHqtd6gLdExMHAG4FDgbcD/1h9fVP3ZvQ9SZIkabSG6x4K9TuIDjSLueIKVp91Ftxyy65ZRElNy2r56K3AVwZ9vA04BPj36sffBI4GEvDtlFI/8HhEjI2IfVtw79cy+r4kSVKHs5FMDppdHgouEZUylEkoTCmtA4iIyVTC4ceAy6qBDuA5YCowBVg16KUD13uavFeSJGlINpLJgctDpULL7PD6iJgLfA/4UkrpZmDwPr/JwLPA2urjPa83e68kSZLabbQHzLs8VMpVJqEwImYC3wbOTildV738k4hYWH18LHA3sAQ4JiJ6I2Ie0JtSWtmCeyV1sBkzZjBjxoy8y5CG5RiVhjCwRPTMM9nniivgxBPhmGMq1weWhw42zPLQZxcvrsweGgiltslqT+FHgH2Aj0fEx6vXzgSujIjxwC+Ar6SUtkfE3cC9VALq+6v3fhC4ZrT3ZvQ9SWqTSZMm5V2CVJNjVBpCswfMS8pNVnsKz6QSAvf0xiHuPR84f49rv2z2Xkmda+PGjQBMnDgx50qkoTlGpSF4wLzUsTy8XlLhPP3004CNH1RcjtHis8NoRqp7Bsc//DAceeTuwc4D5qWOZSiUJEldxw6jGah3rIRLRKWOZSiUJElSffWOlRjoIOoSUanjGAolSZJUX709g+ASUalD1T2SIiI+1I5CJEmSlLPhzhmExo6VkNSRGpkpPC4iLk8pba9/qyQ1b9asWXmXINXkGM2fjWQy4J5BqbQaCYXTgaci4tdAP9CfUnp9tmVJKrO+vr68S5Bqcozmz0YyGXDPoFRajYTCP828CkkaZEP1DYlvvFVUjlF1JfcMSqVVd08hsB24DPh/wGeAnkwrklR6y5YtY9myZXmXIQ3LMaqONty+QfcMSqXVyEzhNcDnge8DC4F/Bo7MsCZJkiRloda+QfcMSqXVSCjcK6X0f6qPvx4Rf5NlQZIkScpIvX2D7hmUSqmRUDg2Iv4gpfRgRPwBlWYzkiRJmbG7aEbq7Rt0z6BUSo2EwjOA6yJiNvAU8J5sS5IkSWVnd9EmVPcMjn/4YTjyyN1n+wb2Da5bt+t+9w1KTRnql1gPPfTQzsed8EusRkLhUSml12ReiSRVzZ49O+8SpJocoyoszxqU2m7wL7E6VSPdR4+LCBeTS2qbiRMnMnHixLzLkIblGFVhDdoz2NPfv/ueQdh11uAVV7D6rLPgllt2BUZJpdXITOG+eHi9pDZaV13WNGnSpJwrkYbmGFVhedagpFFoJBS+FdiYdSGSNGDFihWAb7hVXI7R5tlIpgnuGZTaqhv2DNbTSCi8NqV0eOaVSJKk0rCRzCi5Z1AalXrBrq+vjw0DR7UM8Xw3BL9aGgmF6yPiciABOwBSSldnWpUkSZKer945gwN7Bj1rUCXTyGzeggUL2l1Wx2gkFP6g+udANPacQkmSpDy4Z1BdrF6w25Ohr3WGDYURMTul9HRK6RN7XD80+7IkSZJKbLh9g+4ZVAdzNq+4as0U3gQsAoiIL6WU/qJ6/ZMD1yUpC/vtt1/eJUg1OUaVqVr7Bt0zqAIz9HWuWqGwZ9DjOcNcl6SWmzBhQt4lSDU5Rhtjh9FRqrdv0D2DylEZOnGWUSN7CvfknkJJmVq7di0AU6ZMybkSaWiO0cbYYXSU6u0bdM+gMuRsXznVCoX9wzyWpEytXLkS8A23issxqky5b1AZMvRpKLVC4eER8RSV5aIvHPR4n7ZUJkmS1K1qHUDvvkFlaPAMvjRg2FCYUhrfzkIkSZJKod4B9J41qCa5708jNZo9hZIkSTaSGa16jWTAfYOqySWgajVDoSRJGhUbyYxSIwfQSzW4BFStZiiUVDhz5sypf5OUI8eommIjGdXh8k+127ChMCK+xzBdR1NKHl4vKTPjx7ulWcXmGFVdNpJRHQY/FUmtmcL3Vf/8O+DrwBLgtYDrGiRlas2aNQBMnTo150qkoTlGVZONZNQAl4CqSGp1H00AETEzpfTl6uWvRcQZbalMUmmtWrUK8A23issxqppsJCOcCVRnaWhPYUS8C7gfeD2wIdOKJElSIdhddJRsJCOcCVRnaSQUngx8EDgeeAQ4IdOKJElSIdhddJRsJFMKzgSqm9QNhSmlZRFxB/BL4D5ge+ZVSZIkFd1wzWRsJFMKzgSqm9QNhRFxMTAHOADYApwLnJhxXZIkScVVr5mMjWS6grOBKotGlo8enlJ6Q0R8L6V0Q0ScnnlVkkpt3rx5eZcg1eQYVd1mMjaS6QrOBqosGgmFYyNiL6A/Isbg8lFJGRs7tqEeWFJuummM2kxmlGwm0xWcCZQqGvmp9mngP4B9qewp/HSmFUkqvdWrVwOwzz775FyJNLRuGqM2kxklm8l0BWcCpYpGQuEq4HDgZcCvU0orsy1JUtl10xtudSfHaEkM10gGbCbTIZwJlBrTSCj8RErpDcCPsi5GkiSpEOo1krGZTEdwJlBqTCOhsD8ivgYkYAdASukjmVYlSZKUp3qNZMBmMpK6RiOh8LrMq5AkSZmwkcwo2UimI7g8VGqNRkLhTcBrgHFAD/CiTCuSJEktYyOZUbKRTEdweajUGo2EwtuA8cB+wBjgKeCWLIuSVG7z58/PuwSpJsdol7CRTEdwNlDKXiOhcGpK6Y0RcS1wBvCdjGuSVHK9vb15lyDV5BjtAjaS6RjOBkrZa+Sn2tbqn3unlDZSmTWUpMysWrWKVatW5V2GNCzHaBcY1Eimp79/90YyA6qNZJ5dvLiyj9BAKKlLNTJT+LWIOA/4aUT8EFibcU2SSm7NmjUATJs2LedKpKEVaYzaSGaUbCRTGC4PlfJXNxSmlP5x4HFEfAN4NNOKJElSw2wkM0o2kikMl4dK+asbCiPiX4D+PS7/VTblSJIktdBwzWRsJCNJOzWyfPRfq3/2AAfjkRSSJKkT1GsmYyOZtnB5qFR8jSwfvWPQh9+KiG838okj4lDgkpTSwog4CPgCsA34JfDulNKOiHgPcFr1+oUppdsjYjpwMzCRyvEXp6aUNozk3sa+dUmS1NUGNZMBdm8mU20cs2HRIjYsWsQLXXKbGZeHSsXXyPLRowd9OBuo+191RHwY+AtgYAf33wEXpJT+X0TcBLw5In4E/DXwamAv4J6I+A5wHnBzSun6iDgHOC0ibmn0XuDyRr5xScXlfigVXbvHqM1kRslmMpLUkEaWj5446PEmGttP+BhwPPCl6sc/AV4YET3AZCrHXLwWWJJS2gxsjoj/Ag4EDgcurr7um9XHj43gXkOhJKmr2ExmlGwmI0kNaWT56Kkj/aQppa9GxPxBlx4F/hH4GLAGuAv48+rjAc8BU4Epg64Pda3evZI63MqVKwGYPn16zpVIQ3OMdgibybSN+walztbI8tFfAnOBpcAcKrN8m4H+lFKjTWeuAI5IKT0cEe8HPgXcQWXWcMBk4Fkq5yBOBjYOca2ReyV1uLVrK8eh+oZbReUYLZDhuouCzWTayH2DUmdrZPnoj4CjU0pLI2ImcGVK6YQRfp3fsevQ+6eAw4D7gYsiYi9gAnAA8BCwBDgOuB44Frh7hPdKkqQyqNddFGwmI0kNaCQUvjiltBQgpbQ8IvYbxdd5N/CvEbEN2AK8J6W0LCKupBLkeoGPppQ2RcSFwA3VbqMrgZNSSusbvXcUtUmSlCsbyYxSve6iahmXh0rdrZFQ+EhE3AjcR6Wxy72NfOJqkHxd9fE9VGYH97znGuCaPa4tB/64mXslSeokNpIZJbuLto3LQ6Xu1kgofDfw/wHzgev2OLdQklqut7c37xKkmhyjBWF3UUlqiZo/1SLiLSmlHcC3qZxPeERE7N2WyiSV1vz585k/f37eZUjDcoy2UbWRzAuuugpuv72yj3DAQHfRvj76e3pg0iS7i0rSKAw7UxgRfw/sHxHfAK6ichD9k8DngVPaU54kSZ3PPYOjVK+RjN1FW8Y9g1K51Vo+ekhK6U0RMRb4E2BOSmlDRNzTptokldSKFSsAmDFjRs6VSEMb6Rh1z+AoNdJIxu6iLeGeQancai0f3Vb987XAgyml6r/IjM+2JEllt27dOtYN3iMkFYxjtE1qNZKRJLVMrZnC7RFxNPCXwFcBIuIoPCBekiS1g41kWsolopKGUysUnglcDCwFPh8RxwCXAm9rQ12SJHUU9w2OUrWRzPiHH4Yjj9x9T+BAI5nqnsKevfe2kUwTXCIqaTjDhsKU0mPACQMfR8TPUkqvaktVkiR1GPcNjoKNZCSpEEZy0NJNmVUhSYOMHTuWsWMbOUZVyodjtEUGNZLp6e/fvZHMgGojmWcXL640lzEQSlLLjeQnWk9mVUjSIPPmzcu7BKkmx2iL1GokM9BdVA1zz6Ck0RpJKPxKZlVIkqTysZFMS7lnUNJo1Q2FETEZOBZ4LiJOAUgpfTHrwiSV17JlywCYNWtWzpVIu9hIJgM2kpGkQmhkpvB/A08Bv61+3J9dOZIEGwYOqpYKZPAszM9//nMAXvGKV+RZUucYrsOojWQkqRAaCYW9KaV3ZF6JJEnqPg10GN2waBEbFi3ihXZrlaRcNBIKfxYRhwIPUJ0lTCltybQqSZLazOWhGRnUYRTYvcOozWRGxEYykrLSSCh8I/Cngz7uB/xVniSpq3jOYEbsMNoyNpKRlJW6odAD6yW127hx4/IuQaqpp8dTmhpmh1FJKrxGuo/+d+D9wDgqZxVOSykdmHVhkspr7ty5eZcg1TRhwoS8SyiW4RrJgB1GJakDNLJ89DzgDOB9wPeAN2VakSRJGXHfYAYaaCRjh9HGuW9QUh4aCYWrUkr3RsT7UkrXR8SpmVclqdSefvppAGbPnp1zJeo2rdo3uGWL/dZ2aqSRjB1GG+a+QUl56G3gns0R8QZgXEQcA/guTVKmNm7cyMaNG/MuQxrWjh072LFjR95lFEOtRjKSpI7QSCg8ncp+wguB91JZTipJkrSrkcxgNpKRpI7SSPfRJyPi94HDgE8Av8y8KkmSRsE9gxmxkUzLuGdQUhE10n30YmAOcACwBTgXODHjuiRJGjHPGsyAjWRayj2DkoqokeWjh6eUTgHWpZRuAF6ccU2SSm7ChAm2/Feh9fT0lOeswkGNZHr6+3dvJDOg2kjm2cWLK81lDISS1FEa6T46NiLS7nBKAAAVeElEQVT2AvojYgywPeOaJJXcfvvtl3cJKqiiLA8t1S8tajWSGeguKknqaI2EwsuB/wD2Be6rfixJUtu5PDQHA41k1q3bdc1GMpLUVRppNHNrRHwXeBnw65TSyuzLklRmTz75JOCMoYpr8+bNeZfQesM1k7GRzIjYSEZSJxo2FEbEdcNcJ6X0V9mVJKnsuvINtxpSlOWh9fT39+ddQmvVayZjI5mG2UhGUieqNVP4aqAPuBH4AVCSHfWSpLy4PDQng5rJALs3k6k2jtmwaBEbFi3ihf7/IUldZ9juoymlA4H/AewFnAP8IfBYSumONtUmSZLaoVYzGUlS16u5pzCl9BCVQEhEvAH4ZETMTSm9rh3FSZK6T6csES0Vm8lIUqk1cnj9FODPqBxYvzeV5aSSlJmJEyfmXYIy1A1LRHt7Gznmt2CGayQDNpMZIZvJSOo2tRrNvJVKEJwH3Aa8L6W0tE11SSqx2bNn512CVNP48ePzLmFk6jWSsZnMiNhMRlK3qTVT+L+AR4CfAn8AXBwRAKSUTsq+NElSJ3J5aAHVayQDNpORpBKrFQr/qG1VSNIgv/3tbwGYO3duzpVoNLpheWg9HXdsSq1GMgOhUJJUWsOGwpTSv7ezEEkasHXr1rxLkGrquHMKbSQjSaqhbqMZSZIGc3loQdlIpmVsJCOpbAyFkqQRKcPy0I5jI5mWspGMpLIxFEqSnsfZwA5jIxlJUhMMhZIKp6+vL+8SSs/ZwNoKd06hjWQkSU0wFEoqnFmzZuVdglRT4c4ptJGMJKkJhkJJKiGXh3ao4ZrJ2EhmRGwkI0m7MxRKKpzHH38cgHnz5uVcSfdyeWhzcjmnsF4zGRvJNMxGMpK0O0OhpMLZtm1b3iV0PGcCs5XLOYX1msnYSEaSNEqGQknqQs4EdiGbyUiSMmIolKQO5WxgF6p1AL3NZCRJGTEUSlKHcjawy9TbM2gzmRGxmYwkNc5QKKlwJk2alHcJheBMYHGNyaKBSwN7Bm0m0zibyUhS4wyFkgpnxowZeZdQCM4EFte4ceNa/0kb2TNoMxlJUgYMhZKUE2cCS8g9g5KkAsosFEbEocAlKaWFETEDuAbYBxgDnJJSeiwi3gOcBmwDLkwp3R4R04GbgYnAU8CpKaUNI7k3q+9JUnssXboUgPnz5+daR9acCexcmzZtGvmL3DMoSSqoTEJhRHwY+AtgYB3MpcBNKaUvR8QfAb8fEeuBvwZeDewF3BMR3wHOA25OKV0fEecAp0XELY3eC1yexfckqX127NiRdwkt42ygdnLPYEvZSEaSWiermcLHgOOBL1U/Pgz4WUR8F1gKnAkcCSxJKW0GNkfEfwEHAocDF1df983q48dGcK+hUFLbNBL6FixYADgbWHruGWwpG8lIUutkEgpTSl+NiPmDLs0HVqeUjoqI84CzgV8Cawbd8xwwFZgy6PpQ1+rdK0lt4xJQPc9w+wbdMyhJKqh2NZpZBfyf6uP/C1wE/BiYPOieycCzwNrq441DXGvkXklqGZd/akRq7Rt0z6AkqaDaFQrvAY6jspz0DcDDwP3ARRGxFzABOAB4CFhSvfd64Fjg7hHeK6nDTZkypa1fr9Hg50ygBgx7TmG9fYPuGZQkFVC7QuEHgWsj4nQqyz1PSimtjogrqQS5XuCjKaVNEXEhcEO12+jK6r3rG723Td+PpAxNnz69rV/PJaAaqWHPKay3b9A9gw2zkYwktU9moTCltBR4XfXxb4A3DXHPNVSOqhh8bTnwx83cK0mDuQRULeVZg21hIxlJah8Pr5dUOCOdrbMDqNqmumdw33vvpdezBiVJXcJQKKkjuO9PhVDdMzjGswYlSV3EUCipEBrZP+Rsn3LnWYOSpC5kKJTUFiNZ4vnzn/8cgFe84hVtqU3ajXsG28JGMpJUHIbCNrLZhTpdvTFcizN96gi1zhkctGdwe3VPoXsGR89GMpJUHIbCNqrX9n758uW7/ZZ0JPr6+tgwsMdlFM8bSAWta9jSbOgb9gw4KWv1zhms7hl8+pprmPDII+x71FHuGZQkdTxDYYE0elZavTfcI31+IAgMFwaaDZy1GFZHrl5wa+b/j6LM5g17BpzUKsMtEW1wz+CWo49my9FHs6+z3ZKkLmAo1IgO7m7m+dG8tt7saZaBtKifeyTBLcvZvCz19/fnXYK6Wa0log3uGXSMSpK6iaFQhdaqwFq0sNuqz92tNm/enHcJ6ma1log2eM6gY7QxNpORpM5gKJQkdZ9aHUTrLRH1nMGWsZmMJHUGQ6EkqbvU6yBab4mo5wxKkkqmN+8CJElqqUHLQ3v6+3dfHgq7loj29dHf0wOTJnmshCSp1JwplCR1nmaWh1aPlXCJqCRJFYZCSYUzdqz/NKmGZpeHQtNLRB2jFTaSkaTu4E81SYXjG27VVO+A+QY7iDbDMVphIxlJ6g7+VJNUOJ4Bp6IvD3WMSpK6iaFQUuF4BlzJFWB5aD2OUUlSN7H7qCSpWOweKklSWzlTKEnKx3BLRAuwPFQVNpKRpHIwFEqS2q/WEtECLA9VhY1kJKkcXD4qScpGdSbwBVddBbffXgmCA2otEXV5qCRJbeVMoaTCsd1/F6jXLKbeEtGCLw91jEqSuok/1SQVjm+4O0StYyPqnSVYb4lowZeHOkYlSd3En2qSCmfHjh15l6B6mp0JbMMB81nqpjFqMxlJkqFQUuFs2bIl7xI0YLjZwBbMBBZ9iWgt3TRGbSYjSTIU5qHWkqt6z9d7rSS1Sq3ZwFbMBBZ8iagkSWVhKGy3ekuuaj0PtV9b/fyjDpySyme0+wK7fCZQkqQyMRS2W70lV7Weh9qvbSZwVp83UEol0sy+wHPPdSZQkqQuYShst3pLrmo9399f+7XNBM5jj20uUILLXqUiyqpDqDOBHcNGMpKkegyF7VZvyVW952s910zghNEHynqzlOCyV42I7f5HaLj/PrLuEFrimcBOGqM2kpEk1dM5P9W6Rb03WfWer/VcM4GzmUCZ97JXcJayy3TSG+7c1frvo+QdQrPkGJUkdRN/qrVbvTdZ9Z6v9VyzgbOZGcy8lr06S9mVuukMuJYY7RJQO4RmxjEqSeomhsI81HuTVev5Os+NOnA2GyjzWvaa9yylgTIT3XQGXEPqzHSPegmoM4GZKd0YlSR1NUNhtxlt4Gx2BjOvZa9gcx4Vw2h/QVBvnDSzBNSZwFKwkYwkqVmGQu3S5Axmbstebc7jLGU7NDOb18y+v2aWgDoTWAo2kpEkNctQqNbJY9kr2Jwnj2WvRQ2cWX1fzc7mNbPvr9kloM4ESpKkOgyFKoZOnaUs47LXNgTOSXfdxV6/+AUcc0zrglues3nN7PtzCagkScqYoVDdweY87Vv22obAOWfg+euvb11wy3M2r5l9fy4BLaRx48a19eu5b1CSlCVDoVS25jzNLnvNK3A2G9zynM1rdt+fM4GFM6bNodx9g5KkLBkKpWaUcdlrXoGz2eCW52ye+/66jucUSpK6iaFQylMnLnvNK3DWez7L76sVs3kGv67iOYWSpG5iKJQ6VV7LXtsQOLffey+9rQ5uzuapwNwzKEnKk6FQKqNmZ7UyDpxP/tM/sdcjjzDj6KNbG9yczVNBuWdQkpQnQ6Gk1mpBMFu3cCHrFi5kxiteMfLXS5IkaUR68y5AkiRJkpQfZwolFU67z4CTRmqkY9Q9g5KkIjMUSiqcdp8BJ43USMeoewYlSUVmKJRUONu3b8+7BKkmx6gkqZsYCiUVztatW/MuQarJMSpJ6iaGQkmSWsB9g5KkTmUolCSpBdw3KEnqVIbCNqr3W+S+vj42bNgw7PP+llmSJElSq2UWCiPiUOCSlNLCQddOAs5IKf1h9eP3AKcB24ALU0q3R8R04GZgIvAUcGpKacNI7s3qe2pWM79FHgiUg0OlgVKSJElSszIJhRHxYeAvgPWDrh0EvAvoqX48C/hr4NXAXsA9EfEd4Dzg5pTS9RFxDnBaRNzS6L3A5Vl8T3lrdlnS8uXLdwuJYGhUcY0fPz7vEqTncc+gJKlbZTVT+BhwPPAlgIiYBvw9cBZwTfWe1wJLUkqbgc0R8V/AgcDhwMXVe75ZffzYCO7tylDYrFqh0llIFU1vb2/eJUjP455BSVK3yiQUppS+GhHzASJiDPDPwAeAjYNumwKsGfTxc8DUPa4Pda3evRohZyFVNJ4Bp6Jbt24dAJMmTcq5EkmSmteORjOHAPsDn6ey9PMVEfEZ4N+AyYPumww8C6ytPt44xLVG7lWbNTMLaWDUUDwDTnkYyfLQFStWAIZCSVJ3yDwUppTuB14JUJ09/NeU0lnVPYUXRcRewATgAOAhYAlwHHA9cCxwN3D/CO5VgdSbhXSWUVJRuDxUklRWuR1JkVJaFhFXUglyvcBHU0qbIuJC4IZqt9GVwEkppfWN3pvPd6PRMjRKkiRJ+cosFKaUlgKvq3UtpXQNuxrPDFxbDvzxEJ+v4XvVPQyNklrJDqKSJD2fh9ero7mfUdJIuERUkqTnMxSqaznL2Lk8p1BFt99+++VdgiRJLWMoVGkZGovLcwo1Wu1aHjphwoSmP4ckSUVhKJSG4dLU/Gzbti3vEtSh2rU8dO3atQBMmTIl868lSVLWDIXSKDjLmC1DoYpu5cqVgKFQktQdDIVSBgyNUjbsHipJUusZCqUcuDRVGh27h0qS1HqGQqlgfNOrMnMmUJKk9jMUSh3GN83qZv5SRJKk9jMUSh2mDPsVPadQRTdnzpy8S5AkqWUMhVKX6Yb9ip5T2N26YbbbX1xIkrqJoVAqkU6ZZfRIis7WSOhbsGBBu8tqqTVr1gAwderUnCuRJKl5hkJJOxUlNBoKO1sZ9gWuWrUKMBRKkrqDoVBSw7phaaqa1w3LPyVJ0i6GQkktUZRZRmWvDDOBkiSViaFQUlsYGjuLs4GSJJWHoVBSIQwOjb/61a8AeMlLXrLzeUNja5WhGYwkSWqMoVBS4cybN+9515rZz9jX18eGDRt2e003BMp6wW5Phr7WGWqMSpLUqXr6+/vzriFTETEf+PWdd97pYcOShjRUuGrUUIFzJM8387k7NcxKkqT2euKJJzjyyCMBXpxSWrrn884USiqc1atXA7DPPvu05evZOEUj1e4xKklSlnrzLkCS9rR69eqdb7qlInKMSpK6iaFQkiRJkkrMUChJkiRJJWYolCRJkqQSMxRKkiRJUonZfVRS4cyfPz/vEqSaHKOSpG5iKJRUOL29LmJQsTlGJUndxJ9qkgpn1apVrFq1Ku8ypGE5RiVJ3cRQKKlw1qxZw5o1a/IuQxqWY1SS1E0MhZIkSZJUYoZCSZIkSSoxQ6EkSZIklVgZuo+OAVi2bFnedUhq0PLlywEYP358zpVIQ3OMSpI6yaAsNGao58sQCmcDnHzyyXnXIUmSJEl5mg08tufFMoTCHwFHAE8D23OuRZIkSZLabQyVQPijoZ7s6e/vb285kiRJkqTCsNGMJEmSJJVYGZaPqkNFxAzgP4A3pZQeybselVtEnAv8d2A88LmU0j/nXJJKLiLGATcA86lsj3iP/1YqLxFxKHBJSmlhRLwMuB7oBx4C3p9S2pFnfSqfPcbkQcBVVP6t3AycklJanmuBBeNMoQqp+mbnn4CNedciRcRC4PXAYcAbgbm5FiRVHAeMTSm9HrgAuCjnelRSEfFh4Fpgr+qlTwMfSykdAfQAb8mrNpXTEGPyCuCMlNJC4Dbg7JxKKyxDoYrqMuALwFN5FyIBxwAPAl8D/i9we77lSAD8EhgbEb3AFGBrzvWovB4Djh/08SHAv1cffxM4qu0Vqez2HJNvTyk9UH08FtjU/pKKzVCowomIvwSeSSndkXctUtV04NXAW4H3ATdFRE++JUmso7J09BHgGuDKXKtRaaWUvsruv5ToSSkNdDJ8Dpja/qpUZnuOyZTS0wAR8XpgMXB5TqUVlqFQRfRXwJsi4i7gIOCLETEr35JUcquAO1JKW1JKicpvGPfNuSbpA1TG5cuBVwE3RMRedV4jtcPg/YOTgWfzKkQaEBEnUFmF9uaU0jN511M0NppR4aSU3jDwuBoM35dSWpZfRRL3AGdGxKepnPGzN5WgKOVpNbt+E/47YByVc6ikvP0kIhamlO4CjgW+l3M9KrmIeAdwGrAwpfS7vOspImcKJamOlNLtwE+A+6nsKXx/Sml7vlVJXA4cHBF3A/8GfCSltD7nmiSADwKfiIh7qXRs/krO9ajEImIMleX1k4HbIuKuiPhEzmUVjofXS5IkSVKJOVMoSZIkSSVmKJQkSZKkEjMUSpIkSVKJGQolSZIkqcQMhZIkSZJUYoZCSVIpRcRfRsTfj+J1H4mIQ0b7+hqft+Z5rBHx+9WzW4d7fmJE3BARPa2qSZJUDoZCSZIaFBFzgT9IKf1H3rXsKaW0EfgBcEretUiSOsvYvAuQJClPEfFB4O3ANuD7KaWzI2I6cDMwAUjAopTSy4DTqXMQd0QsBo4HxgFrqo9PAv4UmAjMBq4A3gIsAD6UUvrfwISI+FdgLvAz4H8Cs4CbgB5g2aCv8efA+6vXAf48pbQS+DLwLeCGJv5KJEkl40yhJKnM9gfeBry++r/9I+JPgI8CX08pvRG4lV2/RF1IJbANKSJ6gWnAUSmlI6gEw9dUn56cUjoOuIRKuDweeC9wavX5icDZKaXDqp/jT4EPAreklP4I+PqgL/Vy4M0ppYVUQusxACml1cD0iJg6mr8MSVI5GQolSWV2EPDDlNLWlFI/cDfwSuAAKksxqV4bMB1YPtwnSyntALYAt0TEPwNzqARDgJ9U/3wW+EX1660G9qpefzyl9Jvq4x8AUa3l/uq1JYO+1Arghoj4F+DAQV+Dan0vrPN9S5K0k6FQklRmDwCHRsTYaoOWNwC/BB4C/rB6z+sG3b8CeMFwnywiDgT+R0rpBOAMKj9nB5Z49tepZU5EzK4+PrxawyOD6nhN9WtMBT5BZcnru4GNg74G1fqeqfO1JEnayT2FkqQye5TKDNwSKgHuHirLNO8GvhQRbwOeArZW778LOBR4vPrxOyPiqEGfbxGwPiJ+DGwGngZe1GAtq4ArI2IO8IOU0jcj4m7gf0XE24FfV+9bW633P4H1VGYbXwQQES8Ank0prWv4b0CSVHo9/f31fnEpSVK5RMRxwDMppR9VQ99HUkqLIuL3gMtSSm/NucQhRcT/BNamlG7MuxZJUudw+agkSc/3ayqzdncDFwAfBqju+ftZRLw6z+KGEhETgcOodE2VJKlhzhRKkiRJUok5UyhJkiRJJWYolCRJkqQSMxRKkiRJUokZCiVJkiSpxAyFkiRJklRihkJJkiRJKrH/H8JfqZp2cqUQAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -978,7 +1333,7 @@ "source": [ "plt.figure(figsize=(15,6))\n", "plt.errorbar(np.log(ridge5.lambda_path_), -ridge5.cv_mean_score_, color='r', linestyle='None', marker='o',\n", - " markersize=5, yerr=ridge5.cv_standard_error_, ecolor='lightgrey', capthick=2)\n", + " markersize=5, yerr=ridge5.cv_standard_error_, ecolor='lightgrey', capsize=4)\n", "\n", "for ref, txt in zip([ridge5.lambda_best_, ridge5.lambda_max_], ['Lambda best', 'Lambda max']):\n", " plt.axvline(x=np.log(ref), linestyle='dashed', color='lightgrey')\n", @@ -990,10 +1345,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { @@ -1001,7 +1354,7 @@ "96006.845148505759" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1021,36 +1374,32 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 33, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True, lambda_path=None,\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=10, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" ] }, - "execution_count": 31, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ridge6= gln.ElasticNet(alpha=0, scoring='mean_squared_error', n_folds=10)\n", + "ridge6= gln.ElasticNet(alpha=0, scoring='mean_squared_error', n_splits=10)\n", "ridge6.fit(X, y)" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 34, + "metadata": {}, "outputs": [ { "data": { @@ -1077,7 +1426,7 @@ "dtype: float64" ] }, - "execution_count": 32, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1113,16 +1462,14 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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YMObNm8eIESMYOHAgL774IqFQiGAwyPbt2+nVq9dR7VMIIU6ExveoEaXaX0ul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\n4uk2bdrE559/zty5c9mxYwdLly5FURRmzZpVZ4biC2nlypW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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1150,10 +1497,8 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { @@ -1164,7 +1509,7 @@ " selection='cyclic', tol=0.0001, verbose=False)" ] }, - "execution_count": 34, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1176,18 +1521,16 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "30.013822564464252" + "30.013822564464284" ] }, - "execution_count": 35, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1198,18 +1541,16 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "102924.90954696965" + "102924.90954696963" ] }, - "execution_count": 36, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1222,10 +1563,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { @@ -1252,7 +1591,7 @@ "dtype: float64" ] }, - "execution_count": 37, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1271,43 +1610,39 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=1, cut_point=1.0, fit_intercept=True,\n", " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=10, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" ] }, - "execution_count": 38, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "lasso2 = gln.ElasticNet(alpha=1, lambda_path=grid, scoring='mean_squared_error', n_folds=10)\n", + "lasso2 = gln.ElasticNet(alpha=1, lambda_path=grid, scoring='mean_squared_error', n_splits=10)\n", "lasso2.fit(X_train, y_train.as_matrix().ravel())" ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 41, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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3SZ18OFh7fbgHB2s9NP/H/jnLdVyN1UlNPbiezj+be35dP3dXTKvj+n/Gen7O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\nI0ZpdAfvvfeeMHv2bGH+/PmCIAy+Zk1NTcLs2bOFnp4eoaO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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1332,42 +1667,38 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=1, cut_point=1.0, fit_intercept=True, lambda_path=None,\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=10, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" ] }, - "execution_count": 40, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "lasso3 = gln.ElasticNet(alpha=1, scoring='mean_squared_error', n_folds=10)\n", + "lasso3 = gln.ElasticNet(alpha=1, scoring='mean_squared_error', n_splits=10)\n", "lasso3.fit(X_train, y_train.as_matrix().ravel())" ] }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, + "execution_count": 43, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Of71zpzR5smS3h7emTspnaJw3b55+97vf6Y9//KPi4uJ0zz33aNSoUaGoDQAA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\nYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1377,7 +1708,7 @@ "source": [ "plt.figure(figsize=(15,6))\n", "plt.errorbar(np.log(lasso3.lambda_path_), -lasso3.cv_mean_score_, color='r', linestyle='None', marker='o',\n", - " markersize=5, yerr=lasso3.cv_standard_error_, ecolor='lightgrey', capthick=2)\n", + " markersize=5, yerr=lasso3.cv_standard_error_, ecolor='lightgrey', capsize=4)\n", "\n", "for ref, txt in zip([lasso3.lambda_best_, lasso3.lambda_max_], ['Lambda best', 'Lambda max']):\n", " plt.axvline(x=np.log(ref), linestyle='dashed', color='lightgrey')\n", @@ -1389,10 +1720,8 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { @@ -1400,7 +1729,7 @@ "101294.32852317697" ] }, - "execution_count": 42, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1419,37 +1748,33 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, + "execution_count": 45, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ElasticNet(alpha=1, cut_point=1.0, fit_intercept=True,\n", " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", - " max_iter=100000, min_lambda_ratio=0.0001, n_folds=10, n_jobs=1,\n", - " n_lambda=100, random_state=None, scoring='mean_squared_error',\n", + " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", + " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" ] }, - "execution_count": 43, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "lasso4 = gln.ElasticNet(alpha=1, lambda_path=grid, scoring='mean_squared_error', n_folds=10)\n", + "lasso4 = gln.ElasticNet(alpha=1, lambda_path=grid, scoring='mean_squared_error', n_splits=10)\n", "lasso4.fit(X, y)" ] }, { "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [ { "data": { @@ -1476,7 +1801,7 @@ "dtype: float64" ] }, - "execution_count": 44, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1510,10 +1835,8 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, + "execution_count": 47, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1524,16 +1847,93 @@ }, { "data": { + "text/html": [ + "
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AIYQoS4KmmslYGiGEKEuCpprJNDRCCFGWBE01s09DIzUaIYQAJGiqXUmNJl1qNEIIAUjQ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\nee25njSuYMbq8lTUNVuIayk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0NKB4Ju4vv/yyzDo5OTls374dgI8//pi7776bY8eOodPp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\nDiVBI4QQwqH+P/xUoL+NcjNxAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1641,18 +2112,18 @@ "source": [ "# 10-fold CV, with shuffle\n", "n = len(X_reduced)\n", - "kf_10 = cross_validation.KFold(n, n_folds=10, shuffle=True, random_state=1)\n", + "kf_10 = KFold(n_splits=10, shuffle=True, random_state=1)\n", "\n", "regr = LinearRegression()\n", "mse = []\n", "\n", "# Calculate MSE with only the intercept (no principal components in regression)\n", - "score = -1*cross_validation.cross_val_score(regr, np.ones((n,1)), y.ravel(), cv=kf_10, scoring='mean_squared_error').mean() \n", + "score = -1*cross_val_score(regr, np.ones((n,1)), y.ravel(), cv=kf_10, scoring='neg_mean_squared_error').mean() \n", "mse.append(score)\n", "\n", "# Calculate MSE using CV for the 19 principle components, adding one component at the time.\n", "for i in np.arange(1, 20):\n", - " score = -1*cross_validation.cross_val_score(regr, X_reduced[:,:i], y.ravel(), cv=kf_10, scoring='mean_squared_error').mean()\n", + " score = -1*cross_val_score(regr, X_reduced[:,:i], y.ravel(), cv=kf_10, scoring='neg_mean_squared_error').mean()\n", " mse.append(score)\n", " \n", "plt.plot(mse, '-v')\n", @@ -1671,22 +2142,20 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": false - }, + "execution_count": 51, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 106.36859204, 21.60350456, -24.2942534 , -36.9858579 ,\n", - " 58.41402748, -62.20632652, -24.63862038, 15.82817701,\n", - " 29.57680773, 99.64801199, -30.11209105, -20.99269291,\n", - " -72.40210574, -276.68551696, 74.17098665, -422.72580227,\n", - " 347.05662353, 561.59691587, -83.25441536])" + "array([ 106.36859204, -21.60350456, 24.2942534 , -36.9858579 ,\n", + " -58.41402748, 62.20632652, 24.63862038, 15.82817701,\n", + " 29.57680773, 99.64801199, -30.11209105, 20.99269291,\n", + " 72.40210574, -276.68551696, -74.17098665, 422.72580227,\n", + " -347.05662353, -561.59691587, -83.25441536])" ] }, - "execution_count": 55, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1706,16 +2175,14 @@ }, { "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, + "execution_count": 52, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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qsutggNzcXEaPHs3QoUN59NFHUasvv5zFYsHd3R2DwVAlFK4st1gstjKj0WgLpyvrenh4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\nEXTY5lB7JUmSYxv4ujDU2LcdUXX2BhO42MvKyvD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VDYu0FGdIrnVXGWNqu/ICx0TgBZwZ5P8SkbNxuoR+H+Dr/IzzJQ/ORewGwFKgn4gkiUgqcBqwGlgEXOCWHQwsDLBsWKTbvceNMVGivMBxI/ANcBCnq+kGnC/nsQG+zmhgtoh8DNwE3KWqW919LgQ+BP6kqrnAvcBQEVkE9AEeD6RsgPWqNjZ73BgTLcqbx9EdZ6jrTOAzAshRpao/Ar3dx5/ijIgqWWYSMKnEsm3A+VUpGw5H81VZ4DDG1G4nbHGoakfg1zjDav+A86t+naq+H4K61SjeOnEkxsVY4DDG1HrltThQ1dU4QQMR6Y8zh6KFqvYOduVqEo/HY0NyjTFRodzAASAiXpyWx1VAXWBGMCtVU6Wn2OxxY0ztd8LAISKX4wSLlsBrwA3utQtTijRvIqt/yim/oDHG1GDljaqaA5yKM4HvDOAfIjLLzZJrSii+97jPZxnojTG1V3ldVeeEpBa1RLo3iUP5hezLK8CbFB/u6hhjKumCfy/k2y17j1vevqmXd2/pF4YaRZZys+OGqiK1gf8NnSxwGFNzdW1Znx+27yO/8GjvQXysh66tGoSxVpEjkFvHmnIUzx7fmmMjq4ypyX5zTls8JaatxXo8jM9qG6YaRZYKjaoyFZPhtUmAxtRUeQWFLFn/M/O+2cp/12zjcGHRkXXxsR4u696CtJSkE+wheljgqEbFXVXb9lngMKYmyDmUz0e6nXnfbuNj3cH+vAKSE2Lp364JvU9uyN/fXUN+oY+CQh9De2SGu7oRwwJHNUpOiCMlKY5tORY4jAmnE13cnnxddz74dhsffLuNJet3UVDko3G9RH7ZqSnntU/nzDaNSYqPBWDt9v3M/HwjsTEebp61gtlje9M0tU6oDyfiWOCoZsVDco0x4VPaxe1YD2zde4gz//khACc3qcvofidzXvt0urSoT0zM8an4xme14/vt+xnb/2QmzF7J0GeX8OKY3jSrH93BwwJHNUv3JllXlTFhNj6rHS8vzwaOBo5CHzSvX4ex/dtwXvt02jSpV+5+0rxJvDSuDwDTR/XkuilLGfrsEmaPje7gYaOqqlmaN9G6qowJswZ1E2ji3lwNIDYGLuvWnLd+248bzm5ToaBRUteWDZg+qie7Dxxm6LNL2LznUHVWuUaxwFHN0r1JbN+XR1GRzR43JhwKi3z8/uWvyN59iDi3+yk+JoY7zj+1yvvuUiJ4/BSlwcO6qqpZhjeJgiIfPx88TON6ieVvYEwEqqkzp30+HxPfWMV/Vm7m9kHClj2HmLl0Y7UOpS0OHsOnLGXos4uZPbYPzaOs28paHNUs3Wv3Hjc1X9eW9YmPPfZicaTPnPb5fNz7zhpeXLqJmwa04eZz2jI+qx09Wjes9ol7XVo24IXRvdhzMJ+hzy4me/fBat1/pLPAUc3SbBKgqeFyDubTMbM+RUXHLo/0mdOP/PcHpny6gRFntub2QQIcvbgdjIl7nVvUZ8YoJ3hcNWlJVAUP66qqZkdnj9uQXFMzHDxcwBc/7uaztTv5bN0uVm/Owedzhq8Wi40homdOP/PxOh6d/wNXdM/kLxe2x+Op8F2uq6STGzyumfL5kdFWmQ2SQ/La4WSBo5oVj+SwFocJpxNdo3j95jNZuXEPi9btYvG6nazctIf8Qh/xsR66tGzAhKxTOLNtI5qmJpH10MfkFRRRWARtm9QNw5GU74XFP3Lf3O+4sGNT7rukY6nzMYKpU4v6zBzdi2smf35knkeLhrU7eFjgqGbxsTE0rpdggcOEVVkT4HYfzKPTPfPIzS8ixgNnNE9lVN+TOattI7q3akidhNhj9nN5t0xmLt1Iekoi97z9LanJ8fy6S+Sk3nh1eTZ//s83DDwtjUeu7ExsiINGsY6Z9ZnhFzxmj63dwSNogUNEegH3q+oAEZkNZLirWgNLVHWoiNwNDAEKgAmqulRE2gLTcGburAZuVtWiQMoG65gqKt1mj5swK2sCXHJ8HIN6NOWsto3peVJDUuucOP1/8czpBy/rxJ2vfs1tL31FjMfDxZ2bB/kIyjd31RZuf+UrzmrbiMev7kp8bHgv2XbMrM/M0b0ZNnkJ5zz4EQWlDMmP9FFpFRWUwCEidwDXAgcAVHWou7wBsAC4VUS6AmcDvYAWwKtAD+BhYKKqfiQiTwMXi8j/KloWeD0YxxQIJ3BYi8OEz6H8QhJiY8grcH5HxcZ4+HWXZjx4eeeA9uM/c3rKiO5cP+0Lbp2zEo/Hw0WdmlV7vStqwXfbGT97BV1aNmDS8O5HckuF2xmZqcwc3ZtLn1p03LpQjkoL9nDqYIXodcAlpSy/B3hMVbcAfYF5qupT1Y1AnIg0AboBxTeQmgsMDLBs2KV7Ey1wmLBZ9uPP/PrJz4iJ4ciQ2vgYT5UnwCUnxDF1RA+6t27IhNkreOurzdVR3YAtXreLG2YsRzJSmDqiB8kJkdXjfkZmKpOv63Hc8lCOSgv2cOqgBA5VfRXI918mImlAFk7XEoAXyPErsg9IBTyq6iuxLJCyYZeWksTO/YfJLwx7r5mJMm9+tZmrJ39Oap143ri5L1d2b4HHU30jopIT4nhuRA+6t2rIhDkreefrLdVQ64r7cuNuRj3/BS0bJjP9+l7ldrWFS/9TmjD49Iwjzz1Av1OahGxU2jW9W1Gyp6w6A1coOwUvA2apaqH7fC+Q4rc+BdgDFJWyLJCyYZeR6nw4duyz6xwmNHw+H49/+APjX1xB58z6vHbjmZzUuG5QJsDVTYzjuZE96NqyPuNnr2DuqtAEj2825zBi6lKapCQyY3QvGtZNCMnrVtY9F3UgMc75ivUBH3y7jSufWcxn63bi8wUnJdG6Hfv542uruPiJRRQW+Y7cw7C6b0QVysAxEKc7qdgiYJCIxIhISyBGVXcCK0RkgFtmMLAwwLJhZ7PHTSgdLiji9le+5sF53/Orzs14YXRPGrhfqsGaAOcEj550blGf3764gvdWBzd4rN2+n+FTllIvMY6Zo3sduU1zJEvzJnF5t0w8HriqZwvu/mV7Nuw8wNWTPufKZ5bw6Q/VE0B8Ph+fr9/F6OeXkfXQx7z6ZTaXdG3OnLG9SXADV3V3k4Wyc1CA9cVPVHW5iCwEFuMEsJvdVbcBk0QkAVgDvKKqhRUtG5IjKUfxH6kFDhNsOQfzuWHGchav38UtWe2YMLBdyCa/1UuMY9rIHlw3dSm/mbWCJ4Z5GNQho/wNK6Csi7ttmtStURPsikel3XreKaSlJHFVz5a8tGwTTy5YxzVTPqdbqwaMz2pH/3aNA37fCgqLeO+brUz6ZD1fZefQIDme8VntGN6n1ZE8ecXDqat78qYnWE2mSCEirYEN8+fPJzMzNOPPd+7Po/u9/+Weizpw3ZmtQ/KaJvps3HWQkdOWsvHng9x/aUcu6Rqe+RX7cvMZPnUpq7JzeHJYV35RDcFj4uurmLNs0zHzUOJiPAzt2ZJ7f3V6lfcfbnkFhby0LJunFqxlc04unVvU55aB7RhwSpNyA8iBvALmfLGJqYs2kL37ECc1rsuovidxadfM4+bhbN+by29eXMHjV3cJOHBkZ2eTlZUFcJKq/ui/LrKGI9QSDZMTiIvxWIvDBM2XG3cz5vllFBT5eGFUL3qf3ChsdUlJiuf563ty7ZSl3DzrS54a1o2B7dMrvb/c/EL6tGnEi19sOmZ5XExk58oKRGJcLNf2bsUV3TN5dflPPLFgLSOf+4JOmamMz2rHQ/O+L7XF1ahuAvmFRezNLaBH6wb8+cL2DDwtvcyJj/7DqauTBY4giInxkJaSyFYLHCYI3vl6C797aSXp3iSeG9mjUjclqm7epHimX9+T4VM+58aZy3n6mm5knVax4JGbX8iKjXtYvH4XS9bvYuXGPRwuMSKxui/uRorEuFiu7tWSy7pl8vqKbB5fsJZRzy+jYd14YmM8FJYYGrXrwGEuOCOD0f1OpmvL8GUqtsARJGneJLbb7HFTjXw+H09/vJ773/uObq0a8Oy13WgUQfd8Sa0Tz/RRvbh2yueMen5ZqWWKc2Wt2LiHJet3sXjdLlZs2sPhAicFSodmqYw4qzW9T25I60Z1GfzvheQVFEV8Zt6qSoiL4coeLbmkayZvrPiJf83/gZ8PHDOjgdgYD6+M60OXCEhtb4EjSDK8SazbsT/c1TC1RH5hEX9+YzWzv9jEhR2b8uDlnSJmtrS/1DrxvHB9L855aMHxX3we2LU/j45/nUdeQREeD3Ro5mV471b0adOI7q2PT4ESrIu7kSo+NobLu7fg112aM3zqUhav24UPp8V1ZY+WERE0wAJH0KR7E/ls3c5wV8PUUGWNKmpcL4FHh3YJeQbYQKQmxzNnbB9+8cgn+He0FPqcwHJhp2b0PrkRPVs3JDW5YrmyanNrozRxsTH868rO9HtgQUS2uCxwBEmaN4m9uQUcOlx43EgHY8pTanbbGDj/9KYRHTSKtUtP4bJumbz6ZTZFPqeb5dKuzXngsk4B7SdYF3drguJ5IJHY4rI7AAZJht0J0FTB+Kzj52PEx8RE1K/O8tw+SI5krI2P8fB79658puKCdevbqrLAESTpFjhMFSQnxpHsdw2jJo4q8p85XdPqHimCeevbqrCuqiApTjtiQ3JNoAqLfNzy4gr25uYTH+shv9AXcX3cFRWt1yhqO2txBEm6m+jQhuSaQN337hrmf7ed/7v49GrPbhtqkfqL2VSNtTiCJCUxjjrxsdZVZQIy6/ONTP50AyPObM01vVuxfW+u/WI3EccCR5B4PB7SvTZ73FTcorU7+ct/VjNAmjBxyGlAdI8qMpHLuqqCyGaPm4pat2M/N85YzslN6vLYVV2IC/P9s405Eft0BlGGN4lt+6zFYU5s94HDjJr2BfGxMUy5rgcpSZF5VztjilngCKLie4/X9tT1pvIOFxRx48zlbM7J5dnh3WjRsObca8JELwscQZTuTSI3v4i9hwrCXRUTgXw+HxPfWMWS9T/zwKUd6daqYbirZEyFWOAIoiOTAK27ypRi0sL1vLQsm/HntuVXXZqHuzrGVJgFjiCy2eOmLPO+2cp9c79jSMemTBh4SrirY0xAbDhukPhnN712ytIjy9s39fLuLf3CVS0TAVb/lMMts1fSMbM+D13eqUYkLTTGn7U4gqRry/rEx5ZIUhfroWuE5NM34bF9by5jpi+jQXI8k4Z3i8h7ahhTnqC1OESkF3C/qg4QkTRgEtAAiAWGq+o6ERkDjAMKgHtV9W0RaQzMAuoAm4GRqnowkLLBOqZAjM9qx8vLs8HvjgQ1Nd+QqR6HDhcyZvoycg7l88oNZ1oaDlNjBaXFISJ3AJOB4r+MB4CZqtofmAicKiIZwHjgLGAQcJ+IJAJ/AWapaj9gBTAukLLBOJ7KOJIZ1H0eG1Nz8w2Zqisq8nHbyyv5+qcc/j20C+2becNdJWMqLVhdVeuAS/yenwVkish/gWHAR0BPYJGq5qlqDrAW6Aj0Bd5zt5sLDAywbMQYn9WOhDjnFBcWAfiOu/m8iQ6P/Pd73l21lbsGn8Z57dPDXR1jqiQoXVWq+qqItPZb1BrYraoDReQvwJ3A90COX5l9QCrg9Vte2rLyykYM/zt4nZJWjxlLNrLx50M8NrRLubfMNDVbWbd+fX3FT4zpf3IYamRM9QnVxfFdwJvu47eA7sBeIMWvTAqwp8Ty0paVVzaiFN/B64XRvbjvkjNYvG4nv3pyEWu37wt31UwQ2eAIU5uFKnB8ClzgPu4PfAMsBfqJSJKIpAKnAauBRX5lBwMLAywbUfzvR3BVz5bMGtObfbn5/OqJz5i/Zlu4q2eCZHxWOzwcGzhscISpLUIVOG4DhovIZ8D5wD9UdSvwKM6X/YfAn1Q1F7gXGCoii4A+wOOBlA3R8VRaj9YNefM3fWndOJnR05fxxIK1lsuqFtqSk4vPb0RdTbz1qzFl8dT2Ly33WsuG+fPnk5mZGe7qHHHocCF3vvo1b361mQs7NuWByzqSnGDzMWuDZT/+zIjnvsBbJ46d+w9zuKCIpLgYPrnzHAscpsbIzs4mKysL4CRV/dF/nU0ADJM6CbH8e2hn/jD4VN5ZtYXLnlpM9u6ImIJiquCzdTsZPnUpTVISefXGM7miW2aNvvWrMaWxwBFGHo+HG86ytINYAAAVK0lEQVRuw9TrerBp90EufnwRn6/fFe5qmUr6SLcz8rkvaF6/DnPG9qZpap0jgyPs2oapTSxwRIBzTk3jjZvPIrVOPMMmf86MJf8Ld5VMgOZ9s5Wx05fTpkk9Zo/tTZqb4NJ/cIQxtYV1qkeINk3q8frNZzFh9gomvrGah+Ypuw/mH1fOkiRGnne+3sIts1fQoZmX6df3sjk6ptazFkcESa0Tz+TrenDjgDbsPphPyZypNg8g8rz2ZTa/ffFLOreoz4zRFjRMdLAWR4SJjfFw5/mn0jQ1ib/855tj1sV4PNxwdsVmHZc1c9laLNXnxaUbuev1VfQ+qRGTr+tO3UT7czLRwT7pEWp4n9YsXreLuau3HlmWV1BE3/sX0LheIs3qJ9E0NYlm9evQLLUOTesffdwkJZGuLevzw/Z95BceO5fAWizV4/nPfuTuN7/h7FOa8My1lh7dRBcLHBHsnos68OF328krKCIh1sOdg0/lQF4hm/ccYnNOLut3HODTH3Zy4HDhMdvFxXhoXC+RghIJFT14GN33pFAeQq30zMfruG/ud5zXPp3Hr+5CYpwFDRNdLHBEMP8kiVf0aMmovsd3U/l8PvbmFrB5zyG25Bxi855c93Eui9buZPu+vCNlDxcWMeDBj2iWmkSbtHq0aVKPNk3qOv+n1SMtJRGPx7myYl1dpXt0/g88/MH3DOnYlH9d2Zn4WLtMaKKPBY4INz6rHd9v31/mPACPx0NqnXhS68RzWtNj7/GwfW8u/R5Y4LRY4mL4v4s6sHN/Hut2HGDdjv28vGzTMa2VeolxRwJJQpyH2BjPMWngo7mry+fz8eA85YkF67ikS3MeuKwjcRY0TJSywBHhiucBVHbbIy2W7i0Y2rPlMet9Ph/b9uaxdvt+1u04+u+zdbvYujf3uP1FU5K+slpc9ZPjedDuE26inAWOWu5ELRaPx0NGahIZqUn0bdf4mHX78wq4/eWvmPfNVgp94AEu6twsaiaylTa4IMYDF57R1IKGiXrW1q7lKjtzuV5iHPdc1OFId4wPWLlpDz8fOByEWkae8VntiPEcGyASYmMYP7BdmGpkTOSwwGHKdOS+6R44V5rwv10HufKZxWwrpRurtlmxaQ+xfi0LS4tuzFEWOMwJFSfp++dlHZk2sieb9xziimdqbybfzXsOMWb6Msa9sJxmqUkkuHfxi6brO8aUxwKHOSH/rq4+bRoxY3Qvdh84zOVPL2b9jv3hrl61KSgsYvLC9Qx8+GMW/rCDPw4+lbkT+nNF9xaWFt2YEixwmIB0admA2WP7cLigiCueWcJ3W48feVTTfLVpDxc9voh731lDr5Ma8sGtZzPu7DbEx8ZYWnRjSmGBwwSsfTMvc8b1IS7Gw5XPLOGrTXvCXaVK2Zebz93/Wc2vnlzEzv15PDmsK1NH9KBFw+QjZSwtujHHs8BhKqVtWj1evqEP3jpxDJv8OUs3/BzuKlWYz+fj3VVbGPjwx0xf8j+G927Ff287mwvOaHpk5rwxpmwWOEyltWiY7Pwa9yYyfOrnfPL9jnBXqVybfj7IqOeXcdPML2lUN5HXbzqLey4+HW+SpUM3pqJsAqCpkqapdXhpXB+unbKU0c8v47GruzCoQ0a4q1XmzG8Pzv3eJw45jRFntra0IcZUQtACh4j0Au5X1QEi0hV4C/jBXf2Uqs4RkbuBIUABMEFVl4pIW2Aazpyz1cDNqloUSNlgHZMpXeN6icwe05vrnlvKTTO/5OErOnFx5+ZhrVNpM78Bmjeow5xxfWhev06YamZMzReUn1sicgcwGSi+otgVeFhVB7j/5rjB5GygFzAUeMIt+zAwUVX74fxAvDiQssE4HlO+1OR4ZozuRY/WDZgwZyUvLt0Y1vqUNvM7PtbDazedaUHDmCoKVotjHXAJ8IL7vBsgInIxTqtjAtAXmKeqPmCjiMSJSBO37MfudnOBXwAaQNnXg3RMphz1EuOYNrInN8xYzh9fW8UfX1t1XJlQpWXPzS8iOSGWvAKnARof6+HKHi1tdJQx1SAoLQ5VfRXI91u0FLhdVfsD64G7AS+Q41dmH5AKeNwA4b8skLImjJLiY3n22u60aHj8r/pQpWX/4NttDHlsIfmFRcTbzG9jql2orgy+rqrLix8DXYC9QIpfmRRgD1BUyrJAypowS4iLYc6Y3pRMIhvsL++CwiLuf+87xkxfRqtGycy9pT9X2sxvY6pdqALH+yLS032cBSwHFgGDRCRGRFoCMaq6E1ghIgPcsoOBhQGWNRGgWYNkrurZ8pjg0TEzlUZ1E4Pyejv25XHNlM956qN1XNWzJa/ccCYtGibbzG9jgiBUw3FvBB4XkcPAVmCsqu4VkYXAYpwAdrNb9jZgkogkAGuAV1S1sKJlQ3Q8pgJuyWrHK8uzySsoIsYDS3/czUWPf8r/XXw63aqxy2rphp/5zawv2Zubz0OXd+LSbplH1lXlRljGmNJ5fD5f+aVqMBFpDWyYP38+mZmZ5RU31Wzi66uYuXQjw3q2pHebRtz79hq27s3lsm6Z/GHwqTSuV/kWiM/nY/LCDfzzve9o2TCZJ4d1Pe72ucaYysnOziYrKwvgJFX90X+dTQA0QXXkDoQD25GWksQ5ksbjC9YyeeF63v9mK7eddwrX9G4V8ES8vbn53PHy17z3zVbO75DBA5d3tNnfxoSITZs1QVUySWDdxDjuPP9U3pvQn84t6vPXt77lwsc+5YsfK57ras2WvVz02Kd8sGYbE4ecxlPXdLWgYUwIWeAwYdGmST2mX9+Tp6/pyr7cAi5/ejG/m7OS7ftOfHfBV5Zn8+snF3HwcCEvjunN6H4nW2JCY0LMuqpM2Hg8Hs4/vSlnn5LGEwvW8uwn6/ng221MOO8UXlm+iTVb9pW6Xe+TG/LoVV1seK0xYWItDhN2dRJi+f0g4f1b+9OtdQP+9va3bN6TS1zJiSBAh2ZeZozqZUHDmDCywGEixkmN6/LciB48e203khNiKSg6dsRffKyH50b2sIy2xoSZ/QWaiOLxePhFhwwW/H4AZzQ/OrTWck0ZEzkscJiIlBQfy5TrepAY53xELdeUMZHDAoeJWGneJC7vlmm5poyJMDaqykS0IxMIrbVhTMSwwGEimuWaMibyWFeVMcaYgFjgMMYYExALHMYYYwJigcMYY0xAouHieCzA1q1bw10PY4ypMfy+M2NLrouGwNEUYNiwYeGuhzHG1ERNgXX+C6IhcHwB9AO2AIVhrosxxtQUsThB44uSK2r9rWONMcZUL7s4bowxJiDR0FVVISISAzwJdALygNGqutZv/RhgHFAA3Kuqb4e4fvHAVKA1kOjW4U2/9b8DRgE73EXjVFVDXMcVQI77dIOqjvRbF+7zNwIY4T5NAjoDGaq6x13/KHAWUHz3qItVNYcQEJFewP2qOkBE2gLTAB+wGrhZVYv8ytYBZgBpbl2vU9Udx+81aPXrDDyG0+2bBwxX1W0lypf5OQhB/boCbwE/uKufUtU5fmXDff5mAxnuqtbAElUd6lfWA2T71X+xqv4xmPWrDAscR/0KSFLVPiLSG3gIuBhARDKA8UB3nC+dT0XkA1XNC2H9rgF2qeq1ItIIWAG86be+K84f8fIQ1ukIEUkCUNUBpawL+/lT1Wk4X8iIyBPA1OKg4eoKDFLVnaGqk1uXO4BrgQPuooeBiar6kYg8jfMZfN1vkxuBVar6VxEZCkwEbglh/f4N/FZVV4rIOOBO4Hd+5cv8HISofl2Bh1X1oTI2Cev5Kw4SItIAWADcWmKTNsCXqvrLYNWpOlhX1VF9gfcAVHUJzpdcsZ7AIlXNc3+FrgU6hrh+LwN/9nteUGJ9N+CPIvKpiITjF0onIFlE5onIh27wLRYJ5w8AEekOdFDVZ/2WxQDtgGdFZJGIXB/CKq0DLvF73g342H08FxhYovyRz2kZ66tbyfoNVdWV7uM4oORN4k/0OQhF/boBQ0TkExGZIiIpJcqH+/wVuwd4TFW3lFjeDWguIgtE5F0RkSDXr1IscBzl5WjzGqBQROLKWLcPSA1VxQBUdb+q7nP/EF7B+aXkbzZwA3Au0FdELgxl/YCDwIPAILceMyPp/Pm5C+eP1l9dnO6Xa4DzgZtEJCSBTVVfBfL9FnlUtXjESmnnyf9cBv08lqxf8RediJwJ/AZ4pMQmJ/ocBL1+wFLgdlXtD6wH7i6xSVjPH4CIpAFZuC3gErYA96nqOcA/cLrVIo4FjqP2Av6/TmJUtaCMdSmAfzdHSIhIC5zm7QuqOstvuQf4l6ruVNXDwDtAlxBX73tghqr6VPV7YBfuHBoi5/zVB05V1QUlVh0E/q2qB1V1H/Ahzi/ncCjye1zaefI/l+E6j1cCTwNDSrk+cKLPQSi87tdd+zrH/x2E/fwBlwGzVLW06QHLgP8AqOqnOK0PTygrVxEWOI5aBFwA4DavV/mtWwr0E5EkEUkFTsO5cBkyIpIOzAPuVNWpJVZ7gdUiUs/9kJ0LhPpax/U414UQkWZunYqb4WE/f67+wH9LWX4KznWXWHcQQl/gy5DW7KgVIjLAfTwYWFhi/ZHPaRnrg0pErsFpaQxQ1fWlFDnR5yAU3heRnu7jLI7/Owjr+XMNxOkmK83dwAQAEekEbPRrgUYMuzh+1OvAeSLyGeABRrojldaq6pvuqJuFOMH2T6pasm832O4CGgB/FpHiax2TgLqq+qyI3IXTGskD5qvquyGu3xRgmoh8ijMi6HpgvIhEyvkDEJzuC+fJse/vTGAJTrfCdFX9Jgz1A7gNmCQiCcAanG5JRGQecCHwFPC8e54PA1eHqmIiEgs8CmwEXnO73z9W1btFZDpO9+lxnwO/lnso3Ag8LiKHga3AWLfuYT9/fo75HMIx9fsnMENEhuBcxxwR8tpVgE0ANMYYExDrqjLGGBMQCxzGGGMCYoHDGGNMQCxwGGOMCYgFDmOMMQGxwBElRGSAiOxxJxEWL/unm/yvsvtsLSJLqqWCx+87VkTed1OoNAhw29nucNZAtnktsBqCiEwTkfMD3S5SicgZItK/gmUDPl/hJCL/EpGW4a5HbWHzOKLLYeA5ETkvEicVldAUaKyq3QLd0D/baADblJZPKNpcijP34ZPyCta086WqE8Jdh9rEAkd0+RCnlXkz8HjxQhFpDcxW1d7u8yXAUJzJR22BxkBDnLTzl+LMtL4O50umiYi8iZOm+h1V/ZvbqnkWJxNuLs4krFicdNe7gHdV9QG/1x+GM1s2Dyed9Fh3+3Yi8oyqjvMr+xHwHXAqzkTNK93H9+MExmeBv7nLnnb32RonEI1Q1S9FZBTORLFY4D9uptStqppRxv53AM8ALYBGwFxV9U84eYSItAMmAwk4qUyG4uTCmgLE40yKG6+qX4nIWuAznASLH+LkTeoJqJsFeZpbhxZAPZzsx9+JyG3ufguAT1T1ThH5K3CS+z60Am5V1fdF5Gzg7zhp0NfhpLYfhjN7OhknG+v9wAfu+31YRL7Eycp7Ls7n5UVV/VeJ4/Q/XyuB03FmiV+uqv/zKzcCZzJoDM6s6IY42XQLgU9V9Q8i0hiYhXO7AAXOVdW2IrIaJ4VJHk7eqynu+cc9h6vcc9QG57P2oKrOEZG/l6y7W88bcD6zM9y6xuFkIv5QRL7GSS7Z0X2PQpZWvyayrqrocyNwq/sFVxGHVPV84DXgAjfd8z9xvrjA+UK7FudeFoPdNAkPAo+6idoedMuDcx+CX5QIGo1wkg6eq6p9cXIHjQNuAr71Dxp+PnPTds/BmVEPTkr8fqr6Qomy/1PVQThJDMe6Ceb+gHM74W5AqojUK2f/LXDumzAIJx3JjSc4Xw/iJKnrgxNsuvidj/44KbynuGVb48y27o+Tdv5JoBdOksr6bpl1qnou8FfgARE5A7gCONP9184voWWeqg52X+NWN/3MJOASVT0b+ImjM5FTVfVC4CLgD6r6E07SvYdVdSkwHGdWdX/g0AmOF2Cpqg7ECT5XlbJ+t/versB5r7Pc581F5DzgT8Abbh1f5ugP2nrA31T1Kpz3Yb77mRoLPOUm/DwHJ/vsYJwfApRT94nAB+57cTkwxc2O7MUJMsXnaXA5xxzVLHBEGVXdhfPrfhplv//+SdWKczbtAb51H+/G+YUH8JWq5rgJ25bitEbOAO5yf+X9BedXMDg39Tlc4rVOBr5xkwuC003SoZzD+ND9/zOc9A3g/FItzQr3/01unU8GVqvqIVUtUtVbVXV/Ofv/GejhpiV5BOeXcVkEWAygqi+p6jyc3FyfuMtW4gQicO6vslFV84EDqvqt24WYw9HzW7Iup+IEsXy37EKOnq+Sx9oEp6X1kvte/AIo7udfWaJsSUOB+4D3gfqlrPdX8nVLKn5v2rp1etetT3uc9+M09/jg+NxRxdueAVzvbjcJaOB+Zn6D08qcw9H35UR1938vfsJJetikgsdhXBY4opCqvoXzBznCXZQLpLkXpOvjdHkUK+9ayGlucsU4nF/L3+B09dzp/mofh5tviWMzvxbbALQXkbru87NxuidOpPi6x1nu65W179Lqvw44VUQSAUTkFRFpXs7+RwB7VHUYTgK/5BNkLF0D9HD3PUxEfusu6+cu64zTXVJa3UpTsi7fAb1EJM6tQ3+Onq+S+9uJcze5i9334u84+czKeu0iIMY9N5fjtB7OBUaISKsT1LG84yh+bzbgfCmf59bnMeBznISXfdwyJe/fUbztd8Aj7nZX4KRrbwp0U9VfA0NwWmTl1d3/vWiOk/9tVwWPw7gscESvCbjNeFXditPN8AXOr7e1J9iupJ9xfu19Bryiqt8CvwfuFpGPgenA12VtrM4d9+4GFrjXVhrjJKI7kRHuvofgfBlWmJsG/H7gYxFZjHO3tZ/K2f984AI3AeZTONdhmpXxErfj3FDrI5xrCTNxzsdvReQTd/tRAVR5sIh8CNwB3Kaqq4CXcLK8LgV+BN4o41iLcLqt3nHrfhMnzkq8HOcX/Jk47+tKnBbPPJzEhlXinvuHcc795zjdQd/jdGVeJCILgDGUuH+F6+/AFe55fc89jq1Ahji3qv0A5xpHXjl1/wdwrvtevAGMDXESxlrBkhyaGqX4IqeqflcT9x9gXabhDFp4r7yyNZmIXADsUNUvRGQgcJd7XcdEKBtVZYwJtw3AVBEpwLnAPT7M9THlsBaHMcaYgNg1DmOMMQGxwGGMMSYgFjiMMcYExAKHMcaYgFjgMMYYExALHMYYYwLy/wEp44vO/nIiYQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1728,17 +2195,17 @@ "n = len(X_reduced_train)\n", "\n", "# 10-fold CV, with shuffle\n", - "kf_10 = cross_validation.KFold(n, n_folds=10, shuffle=False, random_state=1)\n", + "kf_10 = KFold(n_splits=10, shuffle=False, random_state=1)\n", "\n", "mse = []\n", "\n", "# Calculate MSE with only the intercept (no principal components in regression)\n", - "score = -1*cross_validation.cross_val_score(regr, np.ones((n,1)), y_train, cv=kf_10, scoring='mean_squared_error').mean() \n", + "score = -1*cross_val_score(regr, np.ones((n,1)), y_train, cv=kf_10, scoring='neg_mean_squared_error').mean() \n", "mse.append(score)\n", "\n", "# Calculate MSE using CV for the 19 principle components, adding one component at the time.\n", "for i in np.arange(1, 20):\n", - " score = -1*cross_validation.cross_val_score(regr, X_reduced_train[:,:i], y_train, cv=kf_10, scoring='mean_squared_error').mean()\n", + " score = -1*cross_val_score(regr, X_reduced_train[:,:i], y_train, cv=kf_10, scoring='neg_mean_squared_error').mean()\n", " mse.append(score)\n", "\n", "plt.plot(np.array(mse), '-v')\n", @@ -1764,10 +2231,8 @@ }, { "cell_type": "code", - "execution_count": 57, - "metadata": { - "collapsed": false - }, + "execution_count": 53, + "metadata": {}, "outputs": [ { "data": { @@ -1775,7 +2240,7 @@ "96320.020782503241" ] }, - "execution_count": 57, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1816,16 +2281,14 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": false - }, + "execution_count": 54, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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1sHqiycjIIDY2FoCsrCzGjx/PxIkTmT17tuWcNWvWMGbMGCZMmMDmzZsBqKio4Nlnn2Xi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\naChinkv3798nX19famtrI4lEQtevXyciIolEQg8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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1836,13 +2299,13 @@ "n = len(X_train)\n", "\n", "# 10-fold CV, with shuffle\n", - "kf_10 = cross_validation.KFold(n, n_folds=10, shuffle=False, random_state=1)\n", + "kf_10 = KFold(n_splits=10, shuffle=False, random_state=1)\n", "\n", "mse = []\n", "\n", "for i in np.arange(1, 20):\n", " pls = PLSRegression(n_components=i)\n", - " score = cross_validation.cross_val_score(pls, scale(X_train), y_train, cv=kf_10, scoring='mean_squared_error').mean()\n", + " score = cross_val_score(pls, scale(X_train), y_train, cv=kf_10, scoring='neg_mean_squared_error').mean()\n", " mse.append(-score)\n", "\n", "plt.plot(np.arange(1, 20), np.array(mse), '-v')\n", @@ -1854,18 +2317,16 @@ }, { "cell_type": "code", - "execution_count": 59, - "metadata": { - "collapsed": false - }, + "execution_count": 55, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "102289.36463573492" + "102234.27995999217" ] }, - "execution_count": 59, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -1894,9 +2355,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.6.4" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/Notebooks/Python module versions.ipynb b/Notebooks/Python module versions.ipynb index 5432a8e..3e6fd58 100644 --- a/Notebooks/Python module versions.ipynb +++ b/Notebooks/Python module versions.ipynb @@ -16,7 +16,8 @@ "import statsmodels as sm\n", "import scipy as sp\n", "import pydot as pdt\n", - "import patsy as pat" + "import patsy as pat\n", + "import glmnet as gln" ] }, { @@ -33,11 +34,12 @@ "numpy 1.13.3\n", "scikit-learn 0.19.1\n", "statsmodels 0.8.0\n", - "patsy 0.4.1 (For regression splines)\n", + "patsy 0.5.0 (For regression splines)\n", "matplotlib 2.1.1\n", "seaborn 0.8.1\n", "scipy 1.0.0\n", - "pydot 1.2.3 (For visualizing tree based models)\n" + "pydot 1.2.3 (For visualizing tree based models)\n", + "python-glmnet 2.0.0\n" ] } ], @@ -51,7 +53,8 @@ "print('matplotlib {}'.format(mpl.__version__))\n", "print('seaborn {}'.format(sns.__version__))\n", "print('scipy {}'.format(sp.__version__))\n", - "print('pydot {} (For visualizing tree based models)'.format(pdt.__version__))" + "print('pydot {} (For visualizing tree based models)'.format(pdt.__version__))\n", + "print('python-glmnet {}'.format(gln.__version__))" ] } ], From 774fca4813b13273efe1afecf906805937086237 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Wed, 7 Feb 2018 08:24:12 +0100 Subject: [PATCH 02/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 5718d81..86842ba 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

**2018-01-15**:
-Ongoing: Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. +Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser.

**2016-08-30**:
From aa08415460877b114050872b7147c1d0f4a606e8 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Mon, 16 Apr 2018 08:04:28 +0200 Subject: [PATCH 03/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 86842ba..f81ceb3 100644 --- a/README.md +++ b/README.md @@ -32,7 +32,7 @@ Since Python is my language of choice for data analysis, I decided to try and do - matplotlib - seaborn -It was a good way to learn more about Machine Learning in Python by creating these notebooks. I created some of the figures/tables of the chapters and worked through some LAB sections. At certain points I realize that it may look like I tried too hard to make the output identical to the tables and R-plots in the book. But I did this to explore some details of the libraries mentioned above (mostly matplotlib and seaborn). Note that this repository is not a tutorial and that you probably should have a copy of the book to follow along. Suggestions for improvement and help with unsolved issues are welcome! +It was a good way to learn more about Machine Learning in Python by creating these notebooks. I created some of the figures/tables of the chapters and worked through some LAB sections. At certain points I realize that it may look like I tried too hard to make the output identical to the tables and R-plots in the book. But I did this to explore some details of the libraries mentioned above (mostly matplotlib and seaborn). Note that this repository is not a standalone tutorial and that you probably should have a copy of the book to follow along. Suggestions for improvement and help with unsolved issues are welcome! See Hastie et al. (2009) for an advanced treatment of these topics.

For Baysian data analysis, take a look at this notebook. From 2bf253f4df2ebe4b99eac9dfe4a0da83874f5e73 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Sun, 22 Apr 2018 22:07:48 +0200 Subject: [PATCH 04/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f81ceb3..a1c83b3 100644 --- a/README.md +++ b/README.md @@ -35,7 +35,7 @@ Since Python is my language of choice for data analysis, I decided to try and do It was a good way to learn more about Machine Learning in Python by creating these notebooks. I created some of the figures/tables of the chapters and worked through some LAB sections. At certain points I realize that it may look like I tried too hard to make the output identical to the tables and R-plots in the book. But I did this to explore some details of the libraries mentioned above (mostly matplotlib and seaborn). Note that this repository is not a standalone tutorial and that you probably should have a copy of the book to follow along. Suggestions for improvement and help with unsolved issues are welcome! See Hastie et al. (2009) for an advanced treatment of these topics.

-For Baysian data analysis, take a look at this notebook. +For Bayesian data analysis, take a look at this notebook. #### References: James, G., Witten, D., Hastie, T., Tibshirani, R. (2013). An Introduction to Statistical Learning with Applications in R, Springer Science+Business Media, New York. From 47136ed2bfabc02baed44c8062d2b0f4b6fb68fd Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Sun, 20 May 2018 13:03:49 +0200 Subject: [PATCH 05/17] Update Chapter 6 & 7 --- Notebooks/Chapter 6.ipynb | 82 ++--- Notebooks/Chapter 7.ipynb | 662 ++++++++++++++++++++++++++++---------- 2 files changed, 530 insertions(+), 214 deletions(-) diff --git a/Notebooks/Chapter 6.ipynb b/Notebooks/Chapter 6.ipynb index b3ded39..3c09a2b 100644 --- a/Notebooks/Chapter 6.ipynb +++ b/Notebooks/Chapter 6.ipynb @@ -642,10 +642,10 @@ "metadata": {}, "outputs": [], "source": [ - "X_train = pd.read_csv('data/Hitters_X_train.csv', index_col=0)\n", - "y_train = pd.read_csv('data/Hitters_y_train.csv', index_col=0)\n", - "X_test = pd.read_csv('data/Hitters_X_test.csv', index_col=0)\n", - "y_test = pd.read_csv('data/Hitters_y_test.csv', index_col=0)" + "X_train = pd.read_csv('Data/Hitters_X_train.csv', index_col=0)\n", + "y_train = pd.read_csv('Data/Hitters_y_train.csv', index_col=0)\n", + "X_test = pd.read_csv('Data/Hitters_X_test.csv', index_col=0)\n", + "y_test = pd.read_csv('Data/Hitters_y_test.csv', index_col=0)" ] }, { @@ -686,9 +686,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "

" ] }, "metadata": {}, @@ -849,7 +849,7 @@ { "data": { "text/plain": [ - "RidgeCV(alphas=array([ 5.00000e+09, 3.78232e+09, ..., 6.60971e-03, 5.00000e-03]),\n", + "RidgeCV(alphas=array([5.00000e+09, 3.78232e+09, ..., 6.60971e-03, 5.00000e-03]),\n", " cv=None, fit_intercept=True, gcv_mode=None, normalize=False,\n", " scoring='neg_mean_squared_error', store_cv_values=False)" ] @@ -872,7 +872,7 @@ { "data": { "text/plain": [ - "115.50648500415789" + "115.5064850041579" ] }, "execution_count": 14, @@ -892,7 +892,7 @@ { "data": { "text/plain": [ - "97384.929591725915" + "97384.92959172592" ] }, "execution_count": 15, @@ -963,7 +963,7 @@ "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True,\n", - " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", + " lambda_path=array([1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", " n_splits=3, random_state=None, scoring=None, standardize=True,\n", " tol=1e-07, verbose=False)" @@ -1099,7 +1099,7 @@ { "data": { "text/plain": [ - "705.48023107186452" + "705.4802310718645" ] }, "execution_count": 22, @@ -1203,7 +1203,7 @@ "data": { "text/plain": [ "ElasticNet(alpha=0, cut_point=1.0, fit_intercept=True,\n", - " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", + " lambda_path=array([1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", " n_splits=3, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-12, verbose=False)" @@ -1216,7 +1216,7 @@ ], "source": [ "ridge4 = gln.ElasticNet(alpha=0, lambda_path=grid, scoring='mean_squared_error', tol=1e-12)\n", - "ridge4.fit(X_train, y_train.as_matrix().ravel())" + "ridge4.fit(X_train, y_train.values.ravel())" ] }, { @@ -1238,7 +1238,7 @@ "source": [ "# prediction using lambda = 4\n", "pred = ridge4.predict(X_test, lamb=4)\n", - "mean_squared_error(y_test.as_matrix().ravel(), pred)" + "mean_squared_error(y_test.values.ravel(), pred)" ] }, { @@ -1269,7 +1269,7 @@ ], "source": [ "ridge5 = gln.ElasticNet(alpha=0, scoring='mean_squared_error')\n", - "ridge5.fit(X_train, y_train.as_matrix().ravel())" + "ridge5.fit(X_train, y_train.values.ravel())" ] }, { @@ -1301,7 +1301,7 @@ { "data": { "text/plain": [ - "array([ 1974.70910641])" + "array([1974.70910641])" ] }, "execution_count": 30, @@ -1321,9 +1321,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, @@ -1516,7 +1516,7 @@ ], "source": [ "lassocv = LassoCV(alphas=None, cv=10, max_iter=10000)\n", - "lassocv.fit(scale(X_train), y_train.as_matrix().ravel())" + "lassocv.fit(scale(X_train), y_train.values.ravel())" ] }, { @@ -1617,7 +1617,7 @@ "data": { "text/plain": [ "ElasticNet(alpha=1, cut_point=1.0, fit_intercept=True,\n", - " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", + " lambda_path=array([1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" @@ -1630,7 +1630,7 @@ ], "source": [ "lasso2 = gln.ElasticNet(alpha=1, lambda_path=grid, scoring='mean_squared_error', n_splits=10)\n", - "lasso2.fit(X_train, y_train.as_matrix().ravel())" + "lasso2.fit(X_train, y_train.values.ravel())" ] }, { @@ -1640,9 +1640,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1686,7 +1686,7 @@ ], "source": [ "lasso3 = gln.ElasticNet(alpha=1, scoring='mean_squared_error', n_splits=10)\n", - "lasso3.fit(X_train, y_train.as_matrix().ravel())" + "lasso3.fit(X_train, y_train.values.ravel())" ] }, { @@ -1696,9 +1696,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1755,7 +1755,7 @@ "data": { "text/plain": [ "ElasticNet(alpha=1, cut_point=1.0, fit_intercept=True,\n", - " lambda_path=array([ 1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", + " lambda_path=array([1.00000e+10, 7.56463e+09, ..., 1.32194e-02, 1.00000e-02]),\n", " max_iter=100000, min_lambda_ratio=0.0001, n_jobs=1, n_lambda=100,\n", " n_splits=10, random_state=None, scoring='mean_squared_error',\n", " standardize=True, tol=1e-07, verbose=False)" @@ -2078,9 +2078,9 @@ { "data": { "text/plain": [ - "array([ 38.31, 60.15, 70.84, 79.03, 84.29, 88.63, 92.26, 94.96,\n", - " 96.28, 97.25, 97.97, 98.64, 99.14, 99.46, 99.73, 99.88,\n", - " 99.95, 99.98, 99.99])" + "array([38.31, 60.15, 70.84, 79.03, 84.29, 88.63, 92.26, 94.96, 96.28,\n", + " 97.25, 97.97, 98.64, 99.14, 99.46, 99.73, 99.88, 99.95, 99.98,\n", + " 99.99])" ] }, "execution_count": 49, @@ -2100,9 +2100,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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VDYu0FGdIrnVXGWNqu/ICx0TgBZwZ5P8SkbNxuoR+H+Dr/IzzJQ/ORewGwFKgn4gkiUgqcBqwGlgEXOCWHQwsDLBsWKTbvceNMVGivMBxI/ANcBCnq+kGnC/nsQG+zmhgtoh8DNwE3KWqW919LgQ+BP6kqrnAvcBQEVkE9AEeD6RsgPWqNjZ73BgTLcqbx9EdZ6jrTOAzAshRpao/Ar3dx5/ijIgqWWYSMKnEsm3A+VUpGw5H81VZ4DDG1G4nbHGoakfg1zjDav+A86t+naq+H4K61SjeOnEkxsVY4DDG1HrltThQ1dU4QQMR6Y8zh6KFqvYOduVqEo/HY0NyjTFRodzAASAiXpyWx1VAXWBGMCtVU6Wn2OxxY0ztd8LAISKX4wSLlsBrwA3utQtTijRvIqt/yim/oDHG1GDljaqaA5yKM4HvDOAfIjLLzZJrSii+97jPZxnojTG1V3ldVeeEpBa1RLo3iUP5hezLK8CbFB/u6hhjKumCfy/k2y17j1vevqmXd2/pF4YaRZZys+OGqiK1gf8NnSxwGFNzdW1Znx+27yO/8GjvQXysh66tGoSxVpEjkFvHmnIUzx7fmmMjq4ypyX5zTls8JaatxXo8jM9qG6YaRZYKjaoyFZPhtUmAxtRUeQWFLFn/M/O+2cp/12zjcGHRkXXxsR4u696CtJSkE+wheljgqEbFXVXb9lngMKYmyDmUz0e6nXnfbuNj3cH+vAKSE2Lp364JvU9uyN/fXUN+oY+CQh9De2SGu7oRwwJHNUpOiCMlKY5tORY4jAmnE13cnnxddz74dhsffLuNJet3UVDko3G9RH7ZqSnntU/nzDaNSYqPBWDt9v3M/HwjsTEebp61gtlje9M0tU6oDyfiWOCoZsVDco0x4VPaxe1YD2zde4gz//khACc3qcvofidzXvt0urSoT0zM8an4xme14/vt+xnb/2QmzF7J0GeX8OKY3jSrH93BwwJHNUv3JllXlTFhNj6rHS8vzwaOBo5CHzSvX4ex/dtwXvt02jSpV+5+0rxJvDSuDwDTR/XkuilLGfrsEmaPje7gYaOqqlmaN9G6qowJswZ1E2ji3lwNIDYGLuvWnLd+248bzm5ToaBRUteWDZg+qie7Dxxm6LNL2LznUHVWuUaxwFHN0r1JbN+XR1GRzR43JhwKi3z8/uWvyN59iDi3+yk+JoY7zj+1yvvuUiJ4/BSlwcO6qqpZhjeJgiIfPx88TON6ieVvYEwEqqkzp30+HxPfWMV/Vm7m9kHClj2HmLl0Y7UOpS0OHsOnLGXos4uZPbYPzaOs28paHNUs3Wv3Hjc1X9eW9YmPPfZicaTPnPb5fNz7zhpeXLqJmwa04eZz2jI+qx09Wjes9ol7XVo24IXRvdhzMJ+hzy4me/fBat1/pLPAUc3SbBKgqeFyDubTMbM+RUXHLo/0mdOP/PcHpny6gRFntub2QQIcvbgdjIl7nVvUZ8YoJ3hcNWlJVAUP66qqZkdnj9uQXFMzHDxcwBc/7uaztTv5bN0uVm/Owedzhq8Wi40homdOP/PxOh6d/wNXdM/kLxe2x+Op8F2uq6STGzyumfL5kdFWmQ2SQ/La4WSBo5oVj+SwFocJpxNdo3j95jNZuXEPi9btYvG6nazctIf8Qh/xsR66tGzAhKxTOLNtI5qmJpH10MfkFRRRWARtm9QNw5GU74XFP3Lf3O+4sGNT7rukY6nzMYKpU4v6zBzdi2smf35knkeLhrU7eFjgqGbxsTE0rpdggcOEVVkT4HYfzKPTPfPIzS8ixgNnNE9lVN+TOattI7q3akidhNhj9nN5t0xmLt1Iekoi97z9LanJ8fy6S+Sk3nh1eTZ//s83DDwtjUeu7ExsiINGsY6Z9ZnhFzxmj63dwSNogUNEegH3q+oAEZkNZLirWgNLVHWoiNwNDAEKgAmqulRE2gLTcGburAZuVtWiQMoG65gqKt1mj5swK2sCXHJ8HIN6NOWsto3peVJDUuucOP1/8czpBy/rxJ2vfs1tL31FjMfDxZ2bB/kIyjd31RZuf+UrzmrbiMev7kp8bHgv2XbMrM/M0b0ZNnkJ5zz4EQWlDMmP9FFpFRWUwCEidwDXAgcAVHWou7wBsAC4VUS6AmcDvYAWwKtAD+BhYKKqfiQiTwMXi8j/KloWeD0YxxQIJ3BYi8OEz6H8QhJiY8grcH5HxcZ4+HWXZjx4eeeA9uM/c3rKiO5cP+0Lbp2zEo/Hw0WdmlV7vStqwXfbGT97BV1aNmDS8O5HckuF2xmZqcwc3ZtLn1p03LpQjkoL9nDqYIXodcAlpSy/B3hMVbcAfYF5qupT1Y1AnIg0AboBxTeQmgsMDLBs2KV7Ey1wmLBZ9uPP/PrJz4iJ4ciQ2vgYT5UnwCUnxDF1RA+6t27IhNkreOurzdVR3YAtXreLG2YsRzJSmDqiB8kJkdXjfkZmKpOv63Hc8lCOSgv2cOqgBA5VfRXI918mImlAFk7XEoAXyPErsg9IBTyq6iuxLJCyYZeWksTO/YfJLwx7r5mJMm9+tZmrJ39Oap143ri5L1d2b4HHU30jopIT4nhuRA+6t2rIhDkreefrLdVQ64r7cuNuRj3/BS0bJjP9+l7ldrWFS/9TmjD49Iwjzz1Av1OahGxU2jW9W1Gyp6w6A1coOwUvA2apaqH7fC+Q4rc+BdgDFJWyLJCyYZeR6nw4duyz6xwmNHw+H49/+APjX1xB58z6vHbjmZzUuG5QJsDVTYzjuZE96NqyPuNnr2DuqtAEj2825zBi6lKapCQyY3QvGtZNCMnrVtY9F3UgMc75ivUBH3y7jSufWcxn63bi8wUnJdG6Hfv542uruPiJRRQW+Y7cw7C6b0QVysAxEKc7qdgiYJCIxIhISyBGVXcCK0RkgFtmMLAwwLJhZ7PHTSgdLiji9le+5sF53/Orzs14YXRPGrhfqsGaAOcEj550blGf3764gvdWBzd4rN2+n+FTllIvMY6Zo3sduU1zJEvzJnF5t0w8HriqZwvu/mV7Nuw8wNWTPufKZ5bw6Q/VE0B8Ph+fr9/F6OeXkfXQx7z6ZTaXdG3OnLG9SXADV3V3k4Wyc1CA9cVPVHW5iCwEFuMEsJvdVbcBk0QkAVgDvKKqhRUtG5IjKUfxH6kFDhNsOQfzuWHGchav38UtWe2YMLBdyCa/1UuMY9rIHlw3dSm/mbWCJ4Z5GNQho/wNK6Csi7ttmtStURPsikel3XreKaSlJHFVz5a8tGwTTy5YxzVTPqdbqwaMz2pH/3aNA37fCgqLeO+brUz6ZD1fZefQIDme8VntGN6n1ZE8ecXDqat78qYnWE2mSCEirYEN8+fPJzMzNOPPd+7Po/u9/+Weizpw3ZmtQ/KaJvps3HWQkdOWsvHng9x/aUcu6Rqe+RX7cvMZPnUpq7JzeHJYV35RDcFj4uurmLNs0zHzUOJiPAzt2ZJ7f3V6lfcfbnkFhby0LJunFqxlc04unVvU55aB7RhwSpNyA8iBvALmfLGJqYs2kL37ECc1rsuovidxadfM4+bhbN+by29eXMHjV3cJOHBkZ2eTlZUFcJKq/ui/LrKGI9QSDZMTiIvxWIvDBM2XG3cz5vllFBT5eGFUL3qf3ChsdUlJiuf563ty7ZSl3DzrS54a1o2B7dMrvb/c/EL6tGnEi19sOmZ5XExk58oKRGJcLNf2bsUV3TN5dflPPLFgLSOf+4JOmamMz2rHQ/O+L7XF1ahuAvmFRezNLaBH6wb8+cL2DDwtvcyJj/7DqauTBY4giInxkJaSyFYLHCYI3vl6C797aSXp3iSeG9mjUjclqm7epHimX9+T4VM+58aZy3n6mm5knVax4JGbX8iKjXtYvH4XS9bvYuXGPRwuMSKxui/uRorEuFiu7tWSy7pl8vqKbB5fsJZRzy+jYd14YmM8FJYYGrXrwGEuOCOD0f1OpmvL8GUqtsARJGneJLbb7HFTjXw+H09/vJ773/uObq0a8Oy13WgUQfd8Sa0Tz/RRvbh2yueMen5ZqWWKc2Wt2LiHJet3sXjdLlZs2sPhAicFSodmqYw4qzW9T25I60Z1GfzvheQVFEV8Zt6qSoiL4coeLbmkayZvrPiJf83/gZ8PHDOjgdgYD6+M60OXCEhtb4EjSDK8SazbsT/c1TC1RH5hEX9+YzWzv9jEhR2b8uDlnSJmtrS/1DrxvHB9L855aMHxX3we2LU/j45/nUdeQREeD3Ro5mV471b0adOI7q2PT4ESrIu7kSo+NobLu7fg112aM3zqUhav24UPp8V1ZY+WERE0wAJH0KR7E/ls3c5wV8PUUGWNKmpcL4FHh3YJeQbYQKQmxzNnbB9+8cgn+He0FPqcwHJhp2b0PrkRPVs3JDW5YrmyanNrozRxsTH868rO9HtgQUS2uCxwBEmaN4m9uQUcOlx43EgHY8pTanbbGDj/9KYRHTSKtUtP4bJumbz6ZTZFPqeb5dKuzXngsk4B7SdYF3drguJ5IJHY4rI7AAZJht0J0FTB+Kzj52PEx8RE1K/O8tw+SI5krI2P8fB79658puKCdevbqrLAESTpFjhMFSQnxpHsdw2jJo4q8p85XdPqHimCeevbqrCuqiApTjtiQ3JNoAqLfNzy4gr25uYTH+shv9AXcX3cFRWt1yhqO2txBEm6m+jQhuSaQN337hrmf7ed/7v49GrPbhtqkfqL2VSNtTiCJCUxjjrxsdZVZQIy6/ONTP50AyPObM01vVuxfW+u/WI3EccCR5B4PB7SvTZ73FTcorU7+ct/VjNAmjBxyGlAdI8qMpHLuqqCyGaPm4pat2M/N85YzslN6vLYVV2IC/P9s405Eft0BlGGN4lt+6zFYU5s94HDjJr2BfGxMUy5rgcpSZF5VztjilngCKLie4/X9tT1pvIOFxRx48zlbM7J5dnh3WjRsObca8JELwscQZTuTSI3v4i9hwrCXRUTgXw+HxPfWMWS9T/zwKUd6daqYbirZEyFWOAIoiOTAK27ypRi0sL1vLQsm/HntuVXXZqHuzrGVJgFjiCy2eOmLPO+2cp9c79jSMemTBh4SrirY0xAbDhukPhnN712ytIjy9s39fLuLf3CVS0TAVb/lMMts1fSMbM+D13eqUYkLTTGn7U4gqRry/rEx5ZIUhfroWuE5NM34bF9by5jpi+jQXI8k4Z3i8h7ahhTnqC1OESkF3C/qg4QkTRgEtAAiAWGq+o6ERkDjAMKgHtV9W0RaQzMAuoAm4GRqnowkLLBOqZAjM9qx8vLs8HvjgQ1Nd+QqR6HDhcyZvoycg7l88oNZ1oaDlNjBaXFISJ3AJOB4r+MB4CZqtofmAicKiIZwHjgLGAQcJ+IJAJ/AWapaj9gBTAukLLBOJ7KOJIZ1H0eG1Nz8w2Zqisq8nHbyyv5+qcc/j20C+2becNdJWMqLVhdVeuAS/yenwVkish/gWHAR0BPYJGq5qlqDrAW6Aj0Bd5zt5sLDAywbMQYn9WOhDjnFBcWAfiOu/m8iQ6P/Pd73l21lbsGn8Z57dPDXR1jqiQoXVWq+qqItPZb1BrYraoDReQvwJ3A90COX5l9QCrg9Vte2rLyykYM/zt4nZJWjxlLNrLx50M8NrRLubfMNDVbWbd+fX3FT4zpf3IYamRM9QnVxfFdwJvu47eA7sBeIMWvTAqwp8Ty0paVVzaiFN/B64XRvbjvkjNYvG4nv3pyEWu37wt31UwQ2eAIU5uFKnB8ClzgPu4PfAMsBfqJSJKIpAKnAauBRX5lBwMLAywbUfzvR3BVz5bMGtObfbn5/OqJz5i/Zlu4q2eCZHxWOzwcGzhscISpLUIVOG4DhovIZ8D5wD9UdSvwKM6X/YfAn1Q1F7gXGCoii4A+wOOBlA3R8VRaj9YNefM3fWndOJnR05fxxIK1lsuqFtqSk4vPb0RdTbz1qzFl8dT2Ly33WsuG+fPnk5mZGe7qHHHocCF3vvo1b361mQs7NuWByzqSnGDzMWuDZT/+zIjnvsBbJ46d+w9zuKCIpLgYPrnzHAscpsbIzs4mKysL4CRV/dF/nU0ADJM6CbH8e2hn/jD4VN5ZtYXLnlpM9u6ImIJiquCzdTsZPnUpTVISefXGM7miW2aNvvWrMaWxwBFGHo+HG86ytINYAAAVK0lEQVRuw9TrerBp90EufnwRn6/fFe5qmUr6SLcz8rkvaF6/DnPG9qZpap0jgyPs2oapTSxwRIBzTk3jjZvPIrVOPMMmf86MJf8Ld5VMgOZ9s5Wx05fTpkk9Zo/tTZqb4NJ/cIQxtYV1qkeINk3q8frNZzFh9gomvrGah+Ypuw/mH1fOkiRGnne+3sIts1fQoZmX6df3sjk6ptazFkcESa0Tz+TrenDjgDbsPphPyZypNg8g8rz2ZTa/ffFLOreoz4zRFjRMdLAWR4SJjfFw5/mn0jQ1ib/855tj1sV4PNxwdsVmHZc1c9laLNXnxaUbuev1VfQ+qRGTr+tO3UT7czLRwT7pEWp4n9YsXreLuau3HlmWV1BE3/sX0LheIs3qJ9E0NYlm9evQLLUOTesffdwkJZGuLevzw/Z95BceO5fAWizV4/nPfuTuN7/h7FOa8My1lh7dRBcLHBHsnos68OF328krKCIh1sOdg0/lQF4hm/ccYnNOLut3HODTH3Zy4HDhMdvFxXhoXC+RghIJFT14GN33pFAeQq30zMfruG/ud5zXPp3Hr+5CYpwFDRNdLHBEMP8kiVf0aMmovsd3U/l8PvbmFrB5zyG25Bxi855c93Eui9buZPu+vCNlDxcWMeDBj2iWmkSbtHq0aVKPNk3qOv+n1SMtJRGPx7myYl1dpXt0/g88/MH3DOnYlH9d2Zn4WLtMaKKPBY4INz6rHd9v31/mPACPx0NqnXhS68RzWtNj7/GwfW8u/R5Y4LRY4mL4v4s6sHN/Hut2HGDdjv28vGzTMa2VeolxRwJJQpyH2BjPMWngo7mry+fz8eA85YkF67ikS3MeuKwjcRY0TJSywBHhiucBVHbbIy2W7i0Y2rPlMet9Ph/b9uaxdvt+1u04+u+zdbvYujf3uP1FU5K+slpc9ZPjedDuE26inAWOWu5ELRaPx0NGahIZqUn0bdf4mHX78wq4/eWvmPfNVgp94AEu6twsaiaylTa4IMYDF57R1IKGiXrW1q7lKjtzuV5iHPdc1OFId4wPWLlpDz8fOByEWkae8VntiPEcGyASYmMYP7BdmGpkTOSwwGHKdOS+6R44V5rwv10HufKZxWwrpRurtlmxaQ+xfi0LS4tuzFEWOMwJFSfp++dlHZk2sieb9xziimdqbybfzXsOMWb6Msa9sJxmqUkkuHfxi6brO8aUxwKHOSH/rq4+bRoxY3Qvdh84zOVPL2b9jv3hrl61KSgsYvLC9Qx8+GMW/rCDPw4+lbkT+nNF9xaWFt2YEixwmIB0admA2WP7cLigiCueWcJ3W48feVTTfLVpDxc9voh731lDr5Ma8sGtZzPu7DbEx8ZYWnRjSmGBwwSsfTMvc8b1IS7Gw5XPLOGrTXvCXaVK2Zebz93/Wc2vnlzEzv15PDmsK1NH9KBFw+QjZSwtujHHs8BhKqVtWj1evqEP3jpxDJv8OUs3/BzuKlWYz+fj3VVbGPjwx0xf8j+G927Ff287mwvOaHpk5rwxpmwWOEyltWiY7Pwa9yYyfOrnfPL9jnBXqVybfj7IqOeXcdPML2lUN5HXbzqLey4+HW+SpUM3pqJsAqCpkqapdXhpXB+unbKU0c8v47GruzCoQ0a4q1XmzG8Pzv3eJw45jRFntra0IcZUQtACh4j0Au5X1QEi0hV4C/jBXf2Uqs4RkbuBIUABMEFVl4pIW2Aazpyz1cDNqloUSNlgHZMpXeN6icwe05vrnlvKTTO/5OErOnFx5+ZhrVNpM78Bmjeow5xxfWhev06YamZMzReUn1sicgcwGSi+otgVeFhVB7j/5rjB5GygFzAUeMIt+zAwUVX74fxAvDiQssE4HlO+1OR4ZozuRY/WDZgwZyUvLt0Y1vqUNvM7PtbDazedaUHDmCoKVotjHXAJ8IL7vBsgInIxTqtjAtAXmKeqPmCjiMSJSBO37MfudnOBXwAaQNnXg3RMphz1EuOYNrInN8xYzh9fW8UfX1t1XJlQpWXPzS8iOSGWvAKnARof6+HKHi1tdJQx1SAoLQ5VfRXI91u0FLhdVfsD64G7AS+Q41dmH5AKeNwA4b8skLImjJLiY3n22u60aHj8r/pQpWX/4NttDHlsIfmFRcTbzG9jql2orgy+rqrLix8DXYC9QIpfmRRgD1BUyrJAypowS4iLYc6Y3pRMIhvsL++CwiLuf+87xkxfRqtGycy9pT9X2sxvY6pdqALH+yLS032cBSwHFgGDRCRGRFoCMaq6E1ghIgPcsoOBhQGWNRGgWYNkrurZ8pjg0TEzlUZ1E4Pyejv25XHNlM956qN1XNWzJa/ccCYtGibbzG9jgiBUw3FvBB4XkcPAVmCsqu4VkYXAYpwAdrNb9jZgkogkAGuAV1S1sKJlQ3Q8pgJuyWrHK8uzySsoIsYDS3/czUWPf8r/XXw63aqxy2rphp/5zawv2Zubz0OXd+LSbplH1lXlRljGmNJ5fD5f+aVqMBFpDWyYP38+mZmZ5RU31Wzi66uYuXQjw3q2pHebRtz79hq27s3lsm6Z/GHwqTSuV/kWiM/nY/LCDfzzve9o2TCZJ4d1Pe72ucaYysnOziYrKwvgJFX90X+dTQA0QXXkDoQD25GWksQ5ksbjC9YyeeF63v9mK7eddwrX9G4V8ES8vbn53PHy17z3zVbO75DBA5d3tNnfxoSITZs1QVUySWDdxDjuPP9U3pvQn84t6vPXt77lwsc+5YsfK57ras2WvVz02Kd8sGYbE4ecxlPXdLWgYUwIWeAwYdGmST2mX9+Tp6/pyr7cAi5/ejG/m7OS7ftOfHfBV5Zn8+snF3HwcCEvjunN6H4nW2JCY0LMuqpM2Hg8Hs4/vSlnn5LGEwvW8uwn6/ng221MOO8UXlm+iTVb9pW6Xe+TG/LoVV1seK0xYWItDhN2dRJi+f0g4f1b+9OtdQP+9va3bN6TS1zJiSBAh2ZeZozqZUHDmDCywGEixkmN6/LciB48e203khNiKSg6dsRffKyH50b2sIy2xoSZ/QWaiOLxePhFhwwW/H4AZzQ/OrTWck0ZEzkscJiIlBQfy5TrepAY53xELdeUMZHDAoeJWGneJC7vlmm5poyJMDaqykS0IxMIrbVhTMSwwGEimuWaMibyWFeVMcaYgFjgMMYYExALHMYYYwJigcMYY0xAouHieCzA1q1bw10PY4ypMfy+M2NLrouGwNEUYNiwYeGuhzHG1ERNgXX+C6IhcHwB9AO2AIVhrosxxtQUsThB44uSK2r9rWONMcZUL7s4bowxJiDR0FVVISISAzwJdALygNGqutZv/RhgHFAA3Kuqb4e4fvHAVKA1kOjW4U2/9b8DRgE73EXjVFVDXMcVQI77dIOqjvRbF+7zNwIY4T5NAjoDGaq6x13/KHAWUHz3qItVNYcQEJFewP2qOkBE2gLTAB+wGrhZVYv8ytYBZgBpbl2vU9Udx+81aPXrDDyG0+2bBwxX1W0lypf5OQhB/boCbwE/uKufUtU5fmXDff5mAxnuqtbAElUd6lfWA2T71X+xqv4xmPWrDAscR/0KSFLVPiLSG3gIuBhARDKA8UB3nC+dT0XkA1XNC2H9rgF2qeq1ItIIWAG86be+K84f8fIQ1ukIEUkCUNUBpawL+/lT1Wk4X8iIyBPA1OKg4eoKDFLVnaGqk1uXO4BrgQPuooeBiar6kYg8jfMZfN1vkxuBVar6VxEZCkwEbglh/f4N/FZVV4rIOOBO4Hd+5cv8HISofl2Bh1X1oTI2Cev5Kw4SItIAWADcWmKTNsCXqvrLYNWpOlhX1VF9gfcAVHUJzpdcsZ7AIlXNc3+FrgU6hrh+LwN/9nteUGJ9N+CPIvKpiITjF0onIFlE5onIh27wLRYJ5w8AEekOdFDVZ/2WxQDtgGdFZJGIXB/CKq0DLvF73g342H08FxhYovyRz2kZ66tbyfoNVdWV7uM4oORN4k/0OQhF/boBQ0TkExGZIiIpJcqH+/wVuwd4TFW3lFjeDWguIgtE5F0RkSDXr1IscBzl5WjzGqBQROLKWLcPSA1VxQBUdb+q7nP/EF7B+aXkbzZwA3Au0FdELgxl/YCDwIPAILceMyPp/Pm5C+eP1l9dnO6Xa4DzgZtEJCSBTVVfBfL9FnlUtXjESmnnyf9cBv08lqxf8RediJwJ/AZ4pMQmJ/ocBL1+wFLgdlXtD6wH7i6xSVjPH4CIpAFZuC3gErYA96nqOcA/cLrVIo4FjqP2Av6/TmJUtaCMdSmAfzdHSIhIC5zm7QuqOstvuQf4l6ruVNXDwDtAlxBX73tghqr6VPV7YBfuHBoi5/zVB05V1QUlVh0E/q2qB1V1H/Ahzi/ncCjye1zaefI/l+E6j1cCTwNDSrk+cKLPQSi87tdd+zrH/x2E/fwBlwGzVLW06QHLgP8AqOqnOK0PTygrVxEWOI5aBFwA4DavV/mtWwr0E5EkEUkFTsO5cBkyIpIOzAPuVNWpJVZ7gdUiUs/9kJ0LhPpax/U414UQkWZunYqb4WE/f67+wH9LWX4KznWXWHcQQl/gy5DW7KgVIjLAfTwYWFhi/ZHPaRnrg0pErsFpaQxQ1fWlFDnR5yAU3heRnu7jLI7/Owjr+XMNxOkmK83dwAQAEekEbPRrgUYMuzh+1OvAeSLyGeABRrojldaq6pvuqJuFOMH2T6pasm832O4CGgB/FpHiax2TgLqq+qyI3IXTGskD5qvquyGu3xRgmoh8ijMi6HpgvIhEyvkDEJzuC+fJse/vTGAJTrfCdFX9Jgz1A7gNmCQiCcAanG5JRGQecCHwFPC8e54PA1eHqmIiEgs8CmwEXnO73z9W1btFZDpO9+lxnwO/lnso3Ag8LiKHga3AWLfuYT9/fo75HMIx9fsnMENEhuBcxxwR8tpVgE0ANMYYExDrqjLGGBMQCxzGGGMCYoHDGGNMQCxwGGOMCYgFDmOMMQGxwBElRGSAiOxxJxEWL/unm/yvsvtsLSJLqqWCx+87VkTed1OoNAhw29nucNZAtnktsBqCiEwTkfMD3S5SicgZItK/gmUDPl/hJCL/EpGW4a5HbWHzOKLLYeA5ETkvEicVldAUaKyq3QLd0D/baADblJZPKNpcijP34ZPyCta086WqE8Jdh9rEAkd0+RCnlXkz8HjxQhFpDcxW1d7u8yXAUJzJR22BxkBDnLTzl+LMtL4O50umiYi8iZOm+h1V/ZvbqnkWJxNuLs4krFicdNe7gHdV9QG/1x+GM1s2Dyed9Fh3+3Yi8oyqjvMr+xHwHXAqzkTNK93H9+MExmeBv7nLnnb32RonEI1Q1S9FZBTORLFY4D9uptStqppRxv53AM8ALYBGwFxV9U84eYSItAMmAwk4qUyG4uTCmgLE40yKG6+qX4nIWuAznASLH+LkTeoJqJsFeZpbhxZAPZzsx9+JyG3ufguAT1T1ThH5K3CS+z60Am5V1fdF5Gzg7zhp0NfhpLYfhjN7OhknG+v9wAfu+31YRL7Eycp7Ls7n5UVV/VeJ4/Q/XyuB03FmiV+uqv/zKzcCZzJoDM6s6IY42XQLgU9V9Q8i0hiYhXO7AAXOVdW2IrIaJ4VJHk7eqynu+cc9h6vcc9QG57P2oKrOEZG/l6y7W88bcD6zM9y6xuFkIv5QRL7GSS7Z0X2PQpZWvyayrqrocyNwq/sFVxGHVPV84DXgAjfd8z9xvrjA+UK7FudeFoPdNAkPAo+6idoedMuDcx+CX5QIGo1wkg6eq6p9cXIHjQNuAr71Dxp+PnPTds/BmVEPTkr8fqr6Qomy/1PVQThJDMe6Ceb+gHM74W5AqojUK2f/LXDumzAIJx3JjSc4Xw/iJKnrgxNsuvidj/44KbynuGVb48y27o+Tdv5JoBdOksr6bpl1qnou8FfgARE5A7gCONP9184voWWeqg52X+NWN/3MJOASVT0b+ImjM5FTVfVC4CLgD6r6E07SvYdVdSkwHGdWdX/g0AmOF2Cpqg7ECT5XlbJ+t/versB5r7Pc581F5DzgT8Abbh1f5ugP2nrA31T1Kpz3Yb77mRoLPOUm/DwHJ/vsYJwfApRT94nAB+57cTkwxc2O7MUJMsXnaXA5xxzVLHBEGVXdhfPrfhplv//+SdWKczbtAb51H+/G+YUH8JWq5rgJ25bitEbOAO5yf+X9BedXMDg39Tlc4rVOBr5xkwuC003SoZzD+ND9/zOc9A3g/FItzQr3/01unU8GVqvqIVUtUtVbVXV/Ofv/GejhpiV5BOeXcVkEWAygqi+p6jyc3FyfuMtW4gQicO6vslFV84EDqvqt24WYw9HzW7Iup+IEsXy37EKOnq+Sx9oEp6X1kvte/AIo7udfWaJsSUOB+4D3gfqlrPdX8nVLKn5v2rp1etetT3uc9+M09/jg+NxRxdueAVzvbjcJaOB+Zn6D08qcw9H35UR1938vfsJJetikgsdhXBY4opCqvoXzBznCXZQLpLkXpOvjdHkUK+9ayGlucsU4nF/L3+B09dzp/mofh5tviWMzvxbbALQXkbru87NxuidOpPi6x1nu65W179Lqvw44VUQSAUTkFRFpXs7+RwB7VHUYTgK/5BNkLF0D9HD3PUxEfusu6+cu64zTXVJa3UpTsi7fAb1EJM6tQ3+Onq+S+9uJcze5i9334u84+czKeu0iIMY9N5fjtB7OBUaISKsT1LG84yh+bzbgfCmf59bnMeBznISXfdwyJe/fUbztd8Aj7nZX4KRrbwp0U9VfA0NwWmTl1d3/vWiOk/9tVwWPw7gscESvCbjNeFXditPN8AXOr7e1J9iupJ9xfu19Bryiqt8CvwfuFpGPgenA12VtrM4d9+4GFrjXVhrjJKI7kRHuvofgfBlWmJsG/H7gYxFZjHO3tZ/K2f984AI3AeZTONdhmpXxErfj3FDrI5xrCTNxzsdvReQTd/tRAVR5sIh8CNwB3Kaqq4CXcLK8LgV+BN4o41iLcLqt3nHrfhMnzkq8HOcX/Jk47+tKnBbPPJzEhlXinvuHcc795zjdQd/jdGVeJCILgDGUuH+F6+/AFe55fc89jq1Ahji3qv0A5xpHXjl1/wdwrvtevAGMDXESxlrBkhyaGqX4IqeqflcT9x9gXabhDFp4r7yyNZmIXADsUNUvRGQgcJd7XcdEKBtVZYwJtw3AVBEpwLnAPT7M9THlsBaHMcaYgNg1DmOMMQGxwGGMMSYgFjiMMcYExAKHMcaYgFjgMMYYExALHMYYYwLy/wEp44vO/nIiYQAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -2355,7 +2355,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/Notebooks/Chapter 7.ipynb b/Notebooks/Chapter 7.ipynb index daec42d..dabcb03 100644 --- a/Notebooks/Chapter 7.ipynb +++ b/Notebooks/Chapter 7.ipynb @@ -4,23 +4,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- [Lab: 7.8.1 Polynomial Regression and Step Functions](#7.8.1-Polynomial-Regression-and-Step-Functions)\n", - "- [Lab: 7.8.2 Splines](#7.8.2-Splines)" + "# Chapter 7 - Moving Beyond Linearity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Chapter 7 - Moving Beyond Linearity" + "- [Lab: 7.8.1 Polynomial Regression and Step Functions](#7.8.1-Polynomial-Regression-and-Step-Functions)\n", + "- [Lab: 7.8.2 Splines](#7.8.2-Splines)" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 22, + "metadata": {}, "outputs": [], "source": [ "# %load ../standard_import.txt\n", @@ -34,8 +32,6 @@ "import statsmodels.formula.api as smf\n", "from patsy import dmatrix\n", "\n", - "pd.set_option('display.notebook_repr_html', False)\n", - "\n", "%matplotlib inline\n", "plt.style.use('seaborn-white')" ] @@ -51,12 +47,97 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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Unnamed: 0yearagesexmaritlraceeducationregionjobclasshealthhealth_inslogwagewage
02316552006181. Male1. Never Married1. White1. < HS Grad2. Middle Atlantic1. Industrial1. <=Good2. No4.31806375.043154
1865822004241. Male1. Never Married1. White4. College Grad2. Middle Atlantic2. Information2. >=Very Good2. No4.25527370.476020
21613002003451. Male2. Married1. White3. Some College2. Middle Atlantic1. Industrial1. <=Good1. Yes4.875061130.982177
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" + ], "text/plain": [ " Unnamed: 0 year age sex maritl race \\\n", "0 231655 2006 18 1. Male 1. Never Married 1. White \n", @@ -87,9 +168,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -143,39 +222,32 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X4:\n", - " [[ 1.00000000e+00 1.80000000e+01 3.24000000e+02 5.83200000e+03\n", - " 1.04976000e+05]\n", - " [ 1.00000000e+00 2.40000000e+01 5.76000000e+02 1.38240000e+04\n", - " 3.31776000e+05]\n", - " [ 1.00000000e+00 4.50000000e+01 2.02500000e+03 9.11250000e+04\n", - " 4.10062500e+06]\n", - " [ 1.00000000e+00 4.30000000e+01 1.84900000e+03 7.95070000e+04\n", - " 3.41880100e+06]\n", - " [ 1.00000000e+00 5.00000000e+01 2.50000000e+03 1.25000000e+05\n", - " 6.25000000e+06]]\n", + " [[1.000000e+00 1.800000e+01 3.240000e+02 5.832000e+03 1.049760e+05]\n", + " [1.000000e+00 2.400000e+01 5.760000e+02 1.382400e+04 3.317760e+05]\n", + " [1.000000e+00 4.500000e+01 2.025000e+03 9.112500e+04 4.100625e+06]\n", + " [1.000000e+00 4.300000e+01 1.849000e+03 7.950700e+04 3.418801e+06]\n", + " [1.000000e+00 5.000000e+01 2.500000e+03 1.250000e+05 6.250000e+06]]\n", "y:\n", " [0 0 0 0 0]\n" ] } ], "source": [ - "X1 = PolynomialFeatures(1).fit_transform(df.age.reshape(-1,1))\n", - "X2 = PolynomialFeatures(2).fit_transform(df.age.reshape(-1,1))\n", - "X3 = PolynomialFeatures(3).fit_transform(df.age.reshape(-1,1))\n", - "X4 = PolynomialFeatures(4).fit_transform(df.age.reshape(-1,1))\n", - "X5 = PolynomialFeatures(5).fit_transform(df.age.reshape(-1,1))\n", + "X1 = PolynomialFeatures(1).fit_transform(df.age.values.reshape(-1,1))\n", + "X2 = PolynomialFeatures(2).fit_transform(df.age.values.reshape(-1,1))\n", + "X3 = PolynomialFeatures(3).fit_transform(df.age.values.reshape(-1,1))\n", + "X4 = PolynomialFeatures(4).fit_transform(df.age.values.reshape(-1,1))\n", + "X5 = PolynomialFeatures(5).fit_transform(df.age.values.reshape(-1,1))\n", "\n", - "y = (df.wage > 250).map({False:0, True:1}).as_matrix()\n", + "y = (df.wage > 250).map({False:0, True:1}).values\n", "print('X4:\\n', X4[:5])\n", "print('y:\\n', y[:5])" ] @@ -189,32 +261,30 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err t P>|t| [95.0% Conf. Int.] coef std err t P>|t| [0.025 0.975]
const -184.1542 60.040 -3.067 0.002 -301.879 -66.430const -184.1542 60.040 -3.067 0.002 -301.879 -66.430
x1 21.2455 5.887 3.609 0.000 9.703 32.788x1 21.2455 5.887 3.609 0.000 9.703 32.788
x2 -0.5639 0.206 -2.736 0.006 -0.968 -0.160x2 -0.5639 0.206 -2.736 0.006 -0.968 -0.160
x3 0.0068 0.003 2.221 0.026 0.001 0.013x3 0.0068 0.003 2.221 0.026 0.001 0.013
x4 -3.204e-05 1.64e-05 -1.952 0.051 -6.42e-05 1.45e-07x4 -3.204e-05 1.64e-05 -1.952 0.051 -6.42e-05 1.45e-07
" ], @@ -222,7 +292,7 @@ "" ] }, - "execution_count": 5, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -241,13 +311,100 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jordi/anaconda3/envs/jwv/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:879: RuntimeWarning: invalid value encountered in greater\n", + " return (self.a < x) & (x < self.b)\n", + "/Users/jordi/anaconda3/envs/jwv/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:879: RuntimeWarning: invalid value encountered in less\n", + " return (self.a < x) & (x < self.b)\n", + "/Users/jordi/anaconda3/envs/jwv/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:1821: RuntimeWarning: invalid value encountered in less_equal\n", + " cond2 = cond0 & (x <= self.a)\n" + ] + }, { "data": { + "text/html": [ + "
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df_residssrdf_diffss_diffFPr(>F)
02998.05.022216e+060.0NaNNaNNaN
12997.04.793430e+061.0228786.010128143.5931072.363850e-32
22996.04.777674e+061.015755.6936649.8887561.679202e-03
32995.04.771604e+061.06070.1521243.8098135.104620e-02
42994.04.770322e+061.01282.5630170.8049763.696820e-01
\n", + "
" + ], "text/plain": [ " df_resid ssr df_diff ss_diff F Pr(>F)\n", "0 2998.0 5.022216e+06 0.0 NaN NaN NaN\n", @@ -257,17 +414,17 @@ "4 2994.0 4.770322e+06 1.0 1282.563017 0.804976 3.696820e-01" ] }, - "execution_count": 6, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "fit_1 = fit = sm.GLS(df.wage, X1).fit()\n", - "fit_2 = fit = sm.GLS(df.wage, X2).fit()\n", - "fit_3 = fit = sm.GLS(df.wage, X3).fit()\n", - "fit_4 = fit = sm.GLS(df.wage, X4).fit()\n", - "fit_5 = fit = sm.GLS(df.wage, X5).fit()\n", + "fit_1 = sm.GLS(df.wage, X1).fit()\n", + "fit_2 = sm.GLS(df.wage, X2).fit()\n", + "fit_3 = sm.GLS(df.wage, X3).fit()\n", + "fit_4 = sm.GLS(df.wage, X4).fit()\n", + "fit_5 = sm.GLS(df.wage, X5).fit()\n", "\n", "sm.stats.anova_lm(fit_1, fit_2, fit_3, fit_4, fit_5, typ=1)" ] @@ -281,10 +438,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "X = X4" @@ -299,10 +454,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "clf = sm.GLM(y, X, family=sm.families.Binomial(sm.families.links.logit))\n", @@ -318,10 +471,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "age_grid = np.arange(df.age.min(), df.age.max()).reshape(-1,1)" @@ -329,10 +480,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "X_test = PolynomialFeatures(4).fit_transform(age_grid)\n", @@ -348,16 +497,14 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Lxcj0+++/j5NPPllMvgwEAnn3sOMDiSzL0Gq14j58/PHHGDFiBOx2O1RVRX19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\n69d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+ "image/png": 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" + ], "text/plain": [ " age age_cuts wage\n", "0 18 (17.938, 33.5] 75.043154\n", "1 24 (17.938, 33.5] 70.476020\n", - "2 45 (33.5, 49] 130.982177\n", - "3 43 (33.5, 49] 154.685293\n", - "4 50 (49, 64.5] 75.043154" + "2 45 (33.5, 49.0] 130.982177\n", + "3 43 (33.5, 49.0] 154.685293\n", + "4 50 (49.0, 64.5] 75.043154" ] }, - "execution_count": 13, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -450,23 +652,92 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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const(17.938, 33.5](33.5, 49.0](49.0, 64.5](64.5, 80.0]
01.01000
11.01000
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31.00100
41.00010
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" + ], "text/plain": [ - " const (17.938, 33.5] (33.5, 49] (49, 64.5] (64.5, 80]\n", - "0 1 1.0 0.0 0.0 0.0\n", - "1 1 1.0 0.0 0.0 0.0\n", - "2 1 0.0 1.0 0.0 0.0\n", - "3 1 0.0 1.0 0.0 0.0\n", - "4 1 0.0 0.0 1.0 0.0" + " const (17.938, 33.5] (33.5, 49.0] (49.0, 64.5] (64.5, 80.0]\n", + "0 1.0 1 0 0 0\n", + "1 1.0 1 0 0 0\n", + "2 1.0 0 1 0 0\n", + "3 1.0 0 1 0 0\n", + "4 1.0 0 0 1 0" ] }, - "execution_count": 14, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -483,29 +754,27 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err z P>|z| [95.0% Conf. Int.] coef std err z P>|z| [0.025 0.975]
const 94.1584 1.476 63.790 0.000 91.265 97.051const 94.1584 1.476 63.790 0.000 91.265 97.051
(33.5, 49] 24.0535 1.829 13.148 0.000 20.468 27.639(33.5, 49.0] 24.0535 1.829 13.148 0.000 20.468 27.639
(49, 64.5] 23.6646 2.068 11.443 0.000 19.611 27.718(49.0, 64.5] 23.6646 2.068 11.443 0.000 19.611 27.718
(64.5, 80] 7.6406 4.987 1.532 0.126 -2.135 17.416(64.5, 80.0] 7.6406 4.987 1.532 0.126 -2.135 17.416
" ], @@ -513,33 +782,31 @@ "" ] }, - "execution_count": 15, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Using statsmodels because it has a more complete output for coefficients\n", - "fit3 = sm.GLM(df_steps.wage, df_steps_dummies.drop(['(17.938, 33.5]'], axis=1)).fit()\n", + "fit3 = sm.GLM(df_steps.wage, df_steps_dummies.drop(df_steps_dummies.columns[1], axis=1)).fit()\n", "fit3.summary().tables[1]" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", - " 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4])" + "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4])" ] }, - "execution_count": 16, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -552,23 +819,86 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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const234
01.0000
11.0000
21.0000
31.0000
41.0000
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" + ], "text/plain": [ - " const 2 3 4\n", - "0 1 0.0 0.0 0.0\n", - "1 1 0.0 0.0 0.0\n", - "2 1 0.0 0.0 0.0\n", - "3 1 0.0 0.0 0.0\n", - "4 1 0.0 0.0 0.0" + " const 2 3 4\n", + "0 1.0 0 0 0\n", + "1 1.0 0 0 0\n", + "2 1.0 0 0 0\n", + "3 1.0 0 0 0\n", + "4 1.0 0 0 0" ] }, - "execution_count": 17, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -588,10 +918,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [], "source": [ "pred2 = fit3.predict(X_test2)" @@ -606,13 +934,11 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": true - }, + "execution_count": 27, + "metadata": {}, "outputs": [], "source": [ - "clf2 = sm.GLM(y, df_steps_dummies.drop(['(17.938, 33.5]'], axis=1),\n", + "clf2 = sm.GLM(y, df_steps_dummies.drop(df_steps_dummies.columns[1], axis=1),\n", " family=sm.families.Binomial(sm.families.links.logit))\n", "res2 = clf2.fit()\n", "pred3 = res2.predict(X_test2)" @@ -627,16 +953,14 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Op8PixYtRWVkptr/77rtYvnw5NBoNhgwZgkWLFh3zGCKivo4z2EREfdjatWsRi8WwatUq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\n", 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" ] }, "metadata": {}, @@ -692,10 +1016,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { @@ -710,7 +1032,7 @@ "dtype: float64" ] }, - "execution_count": 21, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -727,10 +1049,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { @@ -745,7 +1065,7 @@ "dtype: float64" ] }, - "execution_count": 22, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -769,10 +1089,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { @@ -785,7 +1103,7 @@ "dtype: float64" ] }, - "execution_count": 23, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -800,16 +1118,14 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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PXnnllfFuwoQip3IuQJ2dnUyaNElMq/T19aGqqpiCiUQiqKpatFxtJKlUiv7+\nfvR6PblcDqfTOWzJbTabZd++fUyfPh2dTifW6re2tuJ2u8nlckSjUT784Q/T19eHwWAQQYHX68Vs\nNmM0GkkkEmi1Wkwmkzgh9vf3Y7Va2bx5M1dffTWqqvL6669z++23i+W3+XyesrIykskkgUCAuro6\nenp6MJvNxONxqqqqsFgs+Hw+tFotoVCI6dOno9fraWtrY9KkSUSjUZF3UlZWRmVlJb29vZhMJvL5\nvGhTYdokl8tRWVlJKpUikUiIE3+h34f2j8/no6amhkwmQzAYxGKx0N7eTmVlJZFIhPLychwOhxj1\niUajVFRUEAqFit43RVGIRqO4XC6RSV9RUcH777/PlClTCIfD5PN5kfA7WCAQIJfLYTabiUQiVFdX\nj+ku36lUimg0KoIrv9+P3W4flgsknTnyu1M6F8jA5AI0OGFVq9VSXV1NKpUiGAyKlSEnmzMweKRj\nqFAoRD6fF1fkJpOJTCaDyWQikUig0WiKhvQHH2vwKINWq8XpdBKNRqmsrBTHf+mll1iwYAHpdBoY\nSJI9cuQICxcuLDrW0BUxe/fuZe7cufT09JDNZrFarVgsFhKJhBitKYwweDweUqkUWq1WnKxVVSWV\nSmEwGIqmsEr1xfH6x+v1Fo1KhMNh+vr6aGxsFI8rLCHO5/Ok02nMZjNarZZ0Ok0gEBDvWzabpbKy\nsmiKrLW1ldmzZ4u2BgKBovsMlsvlxEjG2UiMi8VixGIxYGD6aKLVcDnfyO9O6Vwgp3LGQeH7vhAS\n9vX1iaWwI62YOJO0Wu2wJEOj0UggECCfz4+YeQ4D+RyhUAiNRsOsWbPQ6/WEw2GSySRms1nkZvT1\n9ZHL5XA4HORyOXHShIFpA1VVqaioEPcv8Pv9VFcPXEHncnl0Ol1RWxOJxLAEsULgUJDP5zl8+DDJ\nZJJwOCxWsAwdqSislBn8BR0MBikvLy+anihMEQ29kk8kEkSjUfR6vUiMheGZ7oXVQeXl5SMuAQ6F\nQqTTaRRFKRqlKByrsOqpMKoTj8eLpnEKK3sURSGRSBCPxwHESiKNRiOeW6/Xk8/nRYJr4X0bWKWl\nB/T09fUXBX+DhcNhUqkUiqKIgLIQYBgMhhEfV4oMRiRJGkpWShpnfX19WCwWampq8Hg8I65/H0uK\norBr1y5mzJhBc3MzR44cEWWLBzt69CiKojB37lxmzpzJO++8Q19fHzqdDo/Hg16vx+/309XVhcPh\nwOPxkEwHYsNIAAAgAElEQVQmURSFQ4cO4fF4xGsslX3u8/mKEil7enqG3aesrIxwOCxyLgKBAPPn\nz+c3v/mNuM+OHTuYOXMm0WgUj8eD0+mkq6sLnU5HX18fgMh3Gaq8vByfzydyWfx+f8k6HZFIhFQq\nhcfjweFwjPi+dXV1UVFRgcfjKRodGExVVfr6+qipqRGF3mw2mwgustmsyG0p3MfhcNDT0yNquBQ2\nQkyn0xw7dkz09eHDh6msrBS5G4qiEI/HiUQiaLVaPB4PBoMBv99f1N9lZWWirwYrTGnV1NRQW1tL\nf38/gUCAbDaLx+PBarWWfN8kSZJGS46YjLNcLidyMjQaDWazmXw+f1ZrOvh8PqZOnSqu1Jubm8Xy\n18HC4bBY6mo0GnE6nYTDYTFaYLPZCIfDGI1GcazKykr27dvHnDlzxMjD1KlTRf2SwQpJrAUGg2HY\nFIhGo2Hy5Mn4fD5gYEVLQ0MDVqtVbLp1+eWXk8/nRaE0vV6PzWajqqqKrq4uERiVqqxYGE0qTB/Z\n7faSZeoTiYQYpTEajej1+qJkW/hLcmchCHO73Xi93mEjBIXX5PV60Wg0zJkzB1VVyWQyRKNRdDqd\n+H3h+CaTiVgsVrQ0u7y8nKNHjzJz5kzR15dccgmhUAitVituK/Rf4X2zWq0Eg8Gi0RyLxSJK/A8W\nj8eLRqeqqqpob28XVSYLU0zHm7qSJEk6HhmYjLOhV+3ZbPasl/wuLG09EVVVi044qVRq2GhCYTph\nMLPZLK6oYeA1jlTga7BSq3IK7R26JNbtdrNkyRLxc+EkPPjYGo2GxsbGE73MYStRRmOkVK3RpnCZ\nTCbxnP39/dhstmHLcIf2j16vL1oCrSiKKOJWOFYikcBkMuFwOI5boXWkVTlDFeqmFN6/ZDI5LEFW\nBiXS6YhEIiQSCcrKykaVgC+df2RgMs7cbjcdHR1YrVbS6TRlZWVn/Uu9urqaXbt2YbPZsFgs7N27\nV1wBDzZt2jT27NlDQ0MD4XAYrVaLzWYjGAxSUVFBOBwWuSTxeFysdKmtrSUajZJMJtFqtaRSqZJF\n2CorK+ns7AQGcj5OZ0O9iooKenp6xEqXwpLlM8Vms9Hb20t1dTWJREKUsR7MYDCQzWbFl2xvb2/J\n4KC6upquri4sFgu5XE6sPCr1nD09PSJpuNCvvb296PV6EokEs2fPFvcp7JtRKsgyGo1F75vRaCxq\nf0dHR8nHVVdX09nZicViERVbC9Usq6qqiMfjMiiRTll/fz8Gg0FMffr9/lFtLXE8N9xwA//2b/+G\nw+Hgiiuu4D//8z+ZPXs2N9xwA1dddRX79u0jFAqJnYWDwSD33HMPmUyGadOm8dZbb/Hb3/6Wt99+\nmyeffFJsM7FhwwZZrXiMyMBknBkMBurr68lkMlRUVIzbBmkf/vCHaW1tJZVK0dTUVHLJpsPhYO7c\nufh8PioqKsSJPh6Pi2JfhWTWcDgs7mcymbBaraI8/Eil000mU1Ei6tDE2JNhNpupqqoSy49L7Uh8\nOmw2GwaDAZ/Ph9lsHnGEpba2llAoJJbwllp+q9Vqqa+vFyNJI30GHA4HdrudbDYr+r5Q4ySfz4uk\n08mTJ5PL5UTp+lJcLheJRGLY+1ZQX19f8nEajUa0tZA8DIi+KCsro6ampuRjJelECqvK4C9F/k7X\nNddcwxtvvEFNTQ319fXs3LkTo9FIXV0d5eXl/PjHPy7aWfjf//3fueaaa1i+fDk7d+7kj3/8IwDf\n+MY32LZtGy6Xi+9///v87Gc/Y9myZafdPmk4GZiMg1Kj+2NZL2K0RjPNUfiDHsxqtRbtvwAD+Q5D\nh2FHe3VxphawGwyGMd2u22QyjeokPNoAazTlqAtLmAcbXHG2YDT7HVkslmGjUqPt+6FtNZvNsv6I\nNCF9/OMf59lnnxV70GzevJl8Ps/SpUvZu3fvsJ2FW1tb+exnPwsMbLwJA0n2fr+fr371q8DAMvy/\n/uu/HrfXdL6Tq3Kk80Y+nxfTC9LoZLNZWQpbmjCMRqNYQRaJRE5qQ9GRzJgxg46ODlpaWrj66quJ\nx+O8+uqrGAwGvF4v3/ve97j77rtJpVKoqipWHALi/y6Xi9raWjZu3MjmzZu56667uPLKK0+7bVJp\ncsREOi8MXoJcqLAqjSyRSIiVOMlkkvLycllPRBp3LpeLeDwuVq8Nrg90OhYsWCCW9C9YsIC2tjYu\nvfRSNm7cKHYWrq+vx+fz8aUvfYmvf/3r/PrXvxYbacLArsR33nmn2Fbj0UcfPSNtk4aTgYl0zits\n/CY3gxu9waXsYSCwk4GJNBGUmho+Xffcc4/495o1a8S/X3jhhWH3fe2111i9ejVNTU28+eabop7P\nwoULWbhw4Rltl1TamAUmuVyO+++/n66uLrLZLKtWraK2tpa77rpLVBZdvnw5n/zkJ3n++efZvn07\nBoOBVatWsWjRorFqlnQeymQyRUGI3AzuxEpVwZUkaWB37wceeACdToeiKKxbt268m3TBGbPA5KWX\nXsLpdPKd73yHcDjMZz7zGf7f//t/3H777dx2223ifn19fWzZsoUXX3yRVCrF8uXLWbhw4agSASUJ\nBhJtBy8r9Pv9p7Wi50KgKAq5XE6Up5e5OZI0oLGxkeeee268m3FBG7PA5JOf/CTXXXcd8Jft0/fv\n309bWxs7duygoaGBtWvX0tLSwrx580R1zoaGBg4ePCi2ij8fDd0rRyp2sv1TVlZGPp8XRdVsNptc\nIXICtbW1RaX3Czk58rMpSdJ4G7PApFDeOhaLsXr1ar761a+SyWRYtmwZl1xyCZs2beKpp55i9uzZ\nRRUuC1u6S9LJkJvBnRyNRiPrjUiSNCGN6cRyT08PX/jCF/jsZz/L0qVLueaaa7jkkkuAgaI3Bw4c\nwG63FxXRicfjxy2dLUmSJEnS+WvMApO+vj7uuOMO7r33XlGs5o477uDdd98F4M0332TOnDnMnTuX\n3bt3iw3L2tramDFjxlg1S5IkSZKkCWzMpnI2bdpEJBJh48aNPP3002g0GtauXcvDDz+MwWDA7Xaz\nYcMGrFYrK1eu5Oabb0ZVVdasWTMhqqBKkiRJknT2adRzsOxjZ2cnH/vYx3jllVeGlUc/F8gEw+OT\n/TN+ZN+f3871707pwiALrI0D+aV/fLJ/xo/se0mSxpusqiRJkiRJ0oQhAxNJkiRJkiYMGZhIkiRJ\nkjRhyMBEkiRJkqQJQwYmkiRJkiRNGDIwGQcazV+WZUrDyf4ZP7LvJUkabzIwkSRJkiRpwpB1TCTp\nAhAIBMhmsyiKgtvtRq+Xf/qSJE1McsREks5zgUAAo9FITU0NHo+Hnp6e8W6SJEnSiGRgIknnuUwm\ng81mA0Cj0WCz2chkMuPcKkmSpNJkYCJJ5zlVVRm8JVY6nZZTOZIkTVjy22kcyP1Ijk/2z5nldrvp\n7OzEbreTTqcxGAxotaWvSWTfS5I03mRgIknnOb1eT319Pel0Grvdjk6nG+8mSZIkjUgGJpJ0gTCZ\nTOPdBEmSpBOSOSaSJEmSJE0YMjCRJEmSJGnCkIGJJJ1BiUQCn89HMpkc76ZIkiSdk2RgMg7kfiTH\nd672TyAQIJ1OU1VVRTKZJBgMjneTTtq52veSJJ0/ZGAiSWdIOp3G6XSi1WpxuVykUqnxbpIkSdI5\nRwYmknSGaIYMNQz9WZIkSToxGZhI0hmi1WpJJBIAxGIxWS9EkiTpFMjARJLOkOrqatLpNF6vl3w+\nj9vtHu8mSZIknXNkgTVJOoOcTud4N0GSJOmcNmaBSS6X4/7776erq4tsNsuqVauYPn069913H1qt\nlhkzZrB+/XoAnn/+ebZv347BYGDVqlUsWrRorJo1Icj9SI5P9s/4kX0vSdJ4G7PA5KWXXsLpdPKd\n73yHSCTCpz/9aWbNmsWaNWuYP38+69evZ8eOHVx22WVs2bKFF198kVQqxfLly1m4cCEGg2GsmnZO\nCAQCZLNZTCYTFRUVo35cIpEgEomg0Whwu90jbtZ2quLxOLFYTBxfo9EQDAZJp9OYTCacTieqqtLX\n14eiKFitVmw2G5lMhgMHDgDQ0NCAw+E4o+1KJBJ88MEHAEyfPh2LxVLyfvv27aOvrw+73c68efNG\nffx0Oi2W/7rd7rOSPxKJREgmk+j1eiorK0f9uEwmQyAQAKCqqmrEnYTb29uJx+NYrVamTZt2Wm2N\nRqPE43F0Op2cwpIk6bSMWY7JJz/5SVavXg1APp9Hp9Px3nvvMX/+fAA++tGPsnPnTlpaWpg3bx56\nvR6bzUZDQwMHDx4cq2adE3p7ezGbzdTU1GAwGPD7/aN6XCFo8Hg8YkdZ9QxeAkciEVKpFDU1Nbhc\nLrq6uvD7/RiNRjweDyaTid7eXrq6uqioqKCmpoZsNkt/fz/vvPMOTU1NNDc388EHHxCJRICBz8bQ\nNubz+RO2RVVVcb9UKsX+/ftpbm6mqamJ/fv3l1yq+9Zbb1FWVsaiRYvweDy8+uqro3rd6XSaQCCA\nx+OhpqaGrq4uFEUZ1WNPVX9/PwA1NTXYbDZ6enpG9bhsNovf7xdt7enpKdmf77//PlarlaamJux2\nO/v27TvltgaDQfL5PB6Ph/Lycrq6uk75WJIkSWMWmJSVlWGxWIjFYqxevZq777676ARktVqJxWLE\n43Hsdru43WKxEI1Gx6pZ5wRVVcUVv9VqHdWJGgauWqurqwFELY14PH7G2pVIJMSVu16vp6ysjFQq\nhdVqBQbeu1wuh8lkEiNeTqeT999/n7lz54rRm8svv5z29nY6OzsJBAL09vbi9/vJZDJ0dHQQDAbp\n7u4mHA6XbEd/fz9er5dAIEBHRweHDh0Sox9arZZ58+aJ0ZOh7W9sbARg8uTJo37dwWCQ2tpaYGAJ\ncG1t7ZgXT8tms2JUyWQyjXrpcX9/v3htGo2GyZMniyBn6PELn5WqqqrTCrTS6bQY1TMajej1+jMa\nEEuSdGEZ0+TXnp4evvzlL3PLLbewdOlSHnvsMfG7eDyOw+HAZrMRi8WG3X4hG/qlPtov+aH3KwQJ\no1EYFdBoNJjN5pLTR0OPryhKyRNmJpOhp6cHjUaDwWBAr9eTyWREsKUoCoFAgDlz5ohphmAwSEdH\nhwgcALq7uykvLy86djabRVEUESgoikJbWxvhcJh0Og2MfCLP5/P4fD5xEs7lcqPqm8JrLxwzl8uN\n+VTOSJ+BcDhMMpnE4XCUnK7SaDQoiiKCwHw+X3I6b2ggMlJgkkwmCYVCaDQaLBZLyb/NUm2VNVwk\nSTpVYzZi0tfXxx133MG9997LZz/7WQBmz57Nrl27AHj99deZN28ec+fOZffu3WQyGaLRKG1tbcyY\nMWOsmnVOMJlMBAIB8vk8/f39lJWVjepxVVVVdHZ2ksvliMfjJBKJUT1WURT6+vqora3F4/Gg0WjE\nVMtgFRUV9PT0kMvliEajKIqCzWajv7+ffD5PIBDAYrHQ29uLxWKhqqqKcDjMpEmTOHjwIKFQiEQi\nwa5du2hsbCzKfbBYLGSzWfL5PJFIhHQ6jU6nG3bSy2QymM1m8bNWq6W+vp633noLm82GxWJh586d\nJXMmDAYDhw4dEtMNox2JKkyLZbNZUqkU/f39J5X3cypsNhs+n498Pk8oFMJgMODz+dDr9Xg8HlKp\nVMkRpUJbM5kMqVQKr9dbMj/F6XRy+PBhMpkMra2tRaOWBdlsllAoJD4Xhc/VUHa7nd7eXvL5POFw\nWNZvkSTptIzZiMmmTZuIRCJs3LiRp59+Go1GwwMPPMC//Mu/kM1maWxs5LrrrkOj0bBy5Upuvvlm\nVFVlzZo1GI3GsWrWhFC4mBxpIMTlcpFMJgkEAtjt9qIT8fEYDAZqa2vFiWzSpEmjelwsFsPlcomf\ny8vL8Xq9w66OzWYz6XSagwcPiuey2+2kUikCgQA2mw2DwcCUKVPQ6XSEQiHq6+vp7+/niiuuoL29\nnVwux7x580gkEoTDYTEi0t/fj8Fg4NixY1x00UBQ0dLio6ampqgNZWVldHd3ixNpLBYjk8lw7bXX\n0t7eDgzkN/l8vmEjCrNmzUKn07Fnzx4aGhpGPZ2j0+mYPHkywWAQnU5HXV3dqB53Mrq7u9Fqtaiq\nSllZGRUVFRiNRgKBAFarlYqKCrxer5g2c7lceL3eYSNKWq2Wuro6McpRV1dXcvRi6tSphEIhWltb\nRc4QFH82w+GwmO4Z/JyFNhTYbDaMRiPBYJCysrJhbZIkSToZGvUcnAzu7OzkYx/7GK+88sqYnCTG\n2okCk7MtlUqRSCTEyUlRFHw+Hx6Pp+h+Xq+3aEVKd3c3tbW1RSc+VVXxer1iqqVwv1JBUmE1j6qq\nVFRUEAqF0Ol01NQMnAw7OjpLvr+Dp52MRqNIhC1MRxSmkAYHW6XaUfhZVVVyudxJrwTr7e1FVVUU\nRaGqqqpkQF0I2rRaLVqtlurqaiKRiKgQazabyWazVFRUiOf3+Xw4nc5h7fF6vUXvydCfz4TBn81C\nrlchCMzlcgQCgaJgRTq3nOvfndKFQRZYkzCbzUSjUXp7ezEYDMTj8RFHEwYP05eVlZHJZIryWDQa\nDSaTiba2NlRVFVfwpQwtRjb0Ct1gMJTMVzCZTEWBTzwe58iRI9TU1KCqKr29vVx00UXDnq+iooKu\nri6RtGu32wmFQiSTSUwmE/F4nJqamlGN2BWCh8J9OzuHB1GFZdNOp5N0Oo3RaKSzsxOz2SwCimAw\nSCQSKVpia7PZSCaTwwITjUZDIpHAYrEQDAZHPZI2knQ6TSwWw2q1ljyW3W7H6/WSTCbR6XQkk8mT\nShqeqHK5HJFIBJPJNGz0R5Kk8XfCHJNwOMy6deu49dZbCQaDrF27dsTVEtK5y+12U1VVhd1up76+\nvmTCpEajIZvNip8TiUTJk3gul8PpdOLxeDCbzaNOMjUYDEWJ0NlsdlRJlNFolDlz5lBRUYHT6aSp\nqalkjozFYmHSpEnYbDYxDZVIJKitrcXlclFfX09fX9+o2qooStFrL/U6M5kMiUSCfD6PzWYjHA4P\ny/koBC3JZFLcFolESia21tTUiJL3RqPxtPJcwuEwkUgEh8NBLBYbcZWRx+OhsrISh8Mx4rTQuSSZ\nTOL3+7Hb7WSzWXw+33g3SZKkIU44YvKNb3yDhQsX0tLSgtVqpbq6mnvvvZcf/vCHZ6N90kny+/2i\nNkh5efmIhcZKURSFfD4/4pRGoS5GYeWH0+kcdqJSFAVVVcVoiNVqFQmzhcJsRqNx2DQLQGVlJaFQ\nSPw8efJkcrkcPp9P5F8UEj+DwSBarRadTofJZBIjCTAwgjLSaELh+WFgRGNo8bHRJm4WXmfh9Wcy\nGTQajcgVURQFl8tFJpMRuTq1tbUcOXKEeDyOzWYDBqZ6PB4P0WiUcDiMqqrY7fYRi6KdqZL3hYAM\nBpKmj1cnRafTnTcJrYVkXkDk7QxexSRJ0vg7YWDS2dnJ3/3d37Ft2zaMRiN33303119//dlom3SS\nCqtiCsPT3d3dmEymUZ1UfD6fyM3w+XzU1dWV/LIePIVSSmH6ZrBMJkMymRSPHXy1PtTgUQCNRoPX\n62Xy5MloNBry+TxdXV2iPgcMnGCTyaQ4scNAAujQpNlSNBoNsViMbDaLTqcrqsmSSCTI5XLY7faS\nowSFQmt6vV6sTvJ6vUyaNEkEbkePHsVqtYpgJZfLMW3aNBKJRNHI0JnOExmNoa/pXB8JGa2hr7PU\nyi9JksbXCQMTnU5HNBoVf9BHjhyRVxenaay+BzOZzLDVNYlEouRS0MFSqRR6vV481uFwlEx+HQ2d\nTkc6nSaXy6HX6wmFQmSzWerr64vaVWrVT8Hg/tHr9eKzp9PpyGQyRfkYFotFTNsU7ncyJxqdTodW\nqxVBmaIodHd3Y7VaMRgMdHR0lAzSSq3OSSQSog1arZaysjKy2Sw1NTXodDoCgQB6vX5C1OnRarVi\nlGnwNNL5fo42m82EQiEqKirI5XJiWbokSRPHCQOTr3zlK6xcuZKenh7+8R//kb179/Lwww+fjbZJ\nJxCPx8XKCavVikajwe/3oyiK+G80KyhK1QY5HTU1Nbz//vvAQAJlbW0t0WhULCNNp9MjThcNbn91\ndfWwwl96vZ5wOEwsFhNTOaFQiKlTp4qaLYlEgmAwiKqqoiBbVVXVsOdUFIWysrKiPmpraxO5J1qt\nFrvdPuogLZfL0dLSIvqvoqKCuro6fD4fqqpis9nEFM54c7vdHDx4kGw2i16vZ9asWePdpLOioqKC\naDSK1+tFq9WeF8m8knS+OWFg8tGPfpSmpiZaWlrI5/Ns2LCBqqqqs9E26TgKKyoKJ8y+vj7y+TzB\nYFBMhwQCgRNOvcDAKpDu7m6RoxEMBk8qN2Wo9vZ2XC4XOp1OFHor1MzQarXo9XqampqGPc7n8+Fw\nODCbzWLkolDSPpfLYTQaaWho4PDhw1RWVqKqqthHaHAhOYvFwrFjx5g8ebIYBSqMfAweyi9MrxSo\nqiryYAoF2oLBYNG0y/EcOXKEyZMnU1ZWRjQapauri7q6ulFNK8FfqrSejWmVnp4epk+fjl6vJ5/P\n093dfcGcpO12+wlHESVJGj8nDEyeeuqpop8PHDiA2WymsbGRRYsWjVW7pBIKia0Oh6NoXxwYSGB8\n9913mTt3rrjN4XAM24uolEJORiGxtaysbNTTDblcjt7eXnQ6Hfl8HpfLRTqdZubMmeL3e/bswW63\nM3nyZLRaLaFQSAynD6Yoihi50Wq1YpXOlClTsFqthEIhfD4fU6dOFa/J4/HQ1tZGf3+/WO3S39+P\nyWQqet3l5eUkk8lhAVchKNPpdGLaJRaLicTWXC436hEkh8MhAhqPx0NLS4uoCXO8flVVla6uLkwm\nE/l8Hr1eP+bBfyFAhPMruVWSpHPfCQOTY8eOcfToUZYuXQrAb3/7W2w2G7t37+btt9/m61//+pg3\nUhpIQh6823Ch5HhhpCCTyYjVIIUTaSqVwmazic3yrFZr0V40gxUquZ6s3t5erFYrqVQKi8Uihsjf\nf/99caL3+XzU19ezf/9+AObMmUNnZ2fJwKS7u5u+vj4RWGi1WtLpNNFoVAQViUSCY8eOkc/nmTRp\nktg8sLBbcFNTE2azWUx1FfrD5XJx7NgxQqGQ6AuHw4HD4RCBSCKRQFVVXnvtNRRFYebMmWLDyba2\nNgAuueQS9Ho9Xq8Xn8+HwWBg9uzZ5HI52tvbiUajIoehs7MTk8kkRmMKlV0PHDgAwPTp04lEIpSV\nldHV1SWKsKXTadLptFiSXWoV00gSiYTYxHDWrFkll3SPdq+cQmBV6L/zvSrzyUqlUqLKbnV19QWT\nRCxJY+mEl4Lt7e1s2bKFW2+9lVtvvZUf//jHBINBNm7cyBtvvHE22njBK2yAV8iRcLvdGAwGQqEQ\nfr+fvr4+/H4/s2fPpquri/7+fnp7e1EUhc7OTgCam5uprKykpaXljLYtGAxiMBjweDwYjUbi8Tj7\n9u3DZDJRV1fHgQMHyGQy/OY3v+Hqq69myZIl/PGPfyQej4u9XAptjUQiHDt2TEy5HD58GJ/PR1lZ\nmZiyikaj7N27F7vdTl1dHS0tLaRSKY4dO8aiRYtYtGgR7e3taLVaDh8+jNFoJJPJ4PV6aW1tRa/X\n09zcjNPpZN++feJ1FE4oZrOZ3bt3M3PmTC699FL27dtHKpXi0KFDNDc3c8kll7Br1y7a29s5cuQI\n1dXV6PV6du7cSTgcZteuXcTjcd544w1CoRCRSASXyyX6p6uri3feeYempiaam5t577336OjooKen\nh+bmZmbOnMn+/fvp6ekRy6MtFstxl/MOlkgkeO+992hubqapqYl33nmHTCYz7H6F/YICgQDd3d0l\nR3IKn5/q6mo8Hg99fX0lj3WhKmyr4PF4qKqqoqOjQ67wkaQz4ISBSSQSKZqHz2azopy2/CM8NRrN\nX0p/j+7+mpJXtIXCYBUVFWKapL6+HofDgdvtxu12E4/HxeqRsdh4LpvNiiW2VquVeDzO9OnTMRqN\nxGIxZsyYQSQSYc6cOfj9frxeL01NTXR1dREKhfB4PGLjuXQ6zZVXXkllpYuLL54p6qQUNtsrbPA3\ne/Zs6urqsNvtLFmyhN27dzNv3jxR9v3DH/4w77//Ppdddhl2u51JkyYxZcoUIpGIKEnvcrlK9mlH\nRwfNzc0oikIikWD+/Pns2rWLyy+/HBhIvp07dy5vvPEGl19+OR6PhxkzZpBMJkmlUtx4443MnTuX\nm266iUQigcFgEAFlVVUVBw4cEG0FmD9/Pvv372fq1KkAonBaKBQSycJms1kEToWgs1QBOYAPPviA\n+fPnAwPTNR/60IdobW0ddj+r1VpUbK6QlDv4sxkMBqmtrRVtnTRpEoFAYNSfjfNdJBIR+UM6nQ6X\ny1Vyk0NJkk7OCadyVqxYwY033siiRYtQFIXXX3+dW265hZ/85Ccij0AqrZCcqSgKlZWVJ70XS4HB\nYBABodlspre3VwQZpXIDBj9PoRBYJpMRy2HPpKqqKrq6ukSOidvtJpFIFC2lNRqNuN1ucrkcqqpS\nVVWFoihiFESr1eJ2uzl69Oj/Bbt/idrcbjeKotDb24vNZsPpdIok0cG5H4XicEBR4bNCXxT6YbBS\nfaGqKpFIhIsvvhhFUUSS8eApslwuV1SorfAaU6kUOp1OnOQL/R0IBCgrK6O/vx+n00kmkxH5Hblc\nDofDQTabFSNHNpuNdDo9rF09PT1UVFSg1WrFHjxDp3gKCb2Dj3+8HJnjXVxotdqignvHu+/gz9iF\nUk6g1OdJ5upI0uk74TfIrbfeypNPPklNTQ2TJ0/mBz/4AStWrGDRokU88sgjZ6ON5yRVVeno6KCy\nshKPx4PP5zutYfDa2loymQx9fX1UVVUVrUI5HrvdzmuvvUYkEmHPnj1nfCjeZrOJJbeFXXELuSKF\n5bOLFy/mtddeIxqNoigKP//5z7n88suLvtjz+TxOp5P//d//FbclEglRwMztdpNMJvF4PAQCAd5/\n/8nDKzoAACAASURBVH06OzvZuXMnixcv5uWXX6anp4eenh5+85vfMG/ePFpbW+nu7ubo0aOiwurh\nw4fJ5XKi+NlQDoeDtrY22traCAQC/P73v+ev/uqv2LVrF6lUikgkwsGDB7n00kvZu3cvuVyO7u5u\nsRFfYQfl1tZW7HY7TqcTVVVJp9NoNBoWLFjAu+++SywWI5VKsWvXLpYsWUJbWxtOpxOTyUQ4HGbK\nlCn4/X7S6TShUAi9Xk80GiUUCpFIJIhGoyVHTWbNmiXaGovFePfdd5kxY8aw+8Xjcbq7u0kkEvT0\n9JRceeR0OkUbCvkyhUCxv79fFLRLp9N0dXWRSCTw+XxF1XvPZ5WVlXR2dpLP50WRP7n3jiSdvhPu\nLpzJZHjttdfEEGU+n6ezs5PVq1eflQaWci7skBkKhTCbzUX1QQq7wZ7N3YULy4C7urrEqEWpnX5L\nyeVy9PX1odFocLvdI14JF76UbTabSFB99913CQaDzJo1C7PZjKqqfPDBB2SzWZqbmwmHw+RyOWpr\na8lms/T396PVarHZbJSXD+Q7dHUN7P4bj8eJx+NiKXFHRwe5XK6oUqvb7ebYsWNi00C/31904jab\nzUyfPp1QKCT6orCqKRAIkMlksNvtIvhQFIVMJkNtbS3d3d3MnDlT5Kg0NjaSz+f54IMP8Hq92O12\nMX11+PBhAoEAlZWVzJgxA5PJRCQSIZ1Oix2EFUWhtbUVRVFobGxEr9eTSqVob2/HYrEwdepUUqmU\nOOnpdDqqq6tpbW3lQx/6kHhN77zzTtHPg9+3wtLsxsbGku/bSDstD/1sqqpKMBgUJfYVRaGlpUUk\n6GYyGcrLy0se60KQy+VEntVYTJWeaefCd6cknXAq58tf/jLJZJJjx46J+fbLLrvsbLTtnKbRaCZE\nDo5Wq6WiokJ8aXq93pL3K+w/U5iicDgcohy8qqpi99xSJ7mysrKiEZzCidxkMtHX10d/fz9Tpkxh\n3rx54j6FfI9gMIher6eurm5YNdhCuXCr1SoCkGQyicPhEPkXAC0tLdTU1IjbtFotR44c4fLLLxfT\nKvv37yeZTBb1RaE/KioqcLlcBAIBYrGYCCatVivJZBKXy4Ver+fiiy8uatvFF19cdBtQtFy7YGhi\nqVarHTaKYTabmT17tvg5EAgwffr0oj41Go2EQiHsdjuBQGDEZeBD21rK0PdxpKBTo9EUTRcdPHiQ\nWbNmiQC0vb2dUChUFIgU3rcLYYWKXq8vqkQsSdLpO2Fg0t7ezm9/+//Ze/PguO/6/v+x972r3dWu\nVvdlS7bk2/GR2OQAhxwNJSElbWDSScOUo3yhDEMzw3SgpSl06HAMlP4SIP3+8ktISSDkIAcQO7Hj\nxLFs2ZYlS5Z1WNdqtfd9378/xOeNFDvEhCQlzT5nNPIhffZz7b5fn9freTzP17/+dW699Vbuvvvu\n/9FuybsFFosFt9uNy+VCqVTi8Xgu2WjrrYRMJmNxcVEYaUk8jJUol8tEIhGxuCQSCWZmZnC5XPj9\nfmC5rR8Oh9/wQ7hSqaBUKtFoNMAyByWbzTI/Py8Ws1wuh8PhIJVKUSqVKBaL6HQ6qtUq+/fvB64F\nln1bXnvOZDIZ+XxeeK5oNBp0Oh0TExNs2rQJgOHhYZRKJcFgkJmZGZEEnMvlxDgJwOl0UiwWOXfu\nHHK5HI1Gg9FopFKpCLMxqXC6GMLhMMVikWq1itPpvCi/oFQqEQwGf2944cUgl8uFb40Ek8lEMBhk\ncXERnU73R5mESa64KpWKUql0ydyjYrG4ygvGbrczOTlJNptFp9NRqVQuORW6hhpqqOFieEOOid1u\nF06YExMTNDQ01CSDl4iWlhbi8biwNP8difB/JpPk9RaLdDq9KrXWbDYTi8XI5/O4XC5cLhfxeJxi\nsfimX1sidwYCAeEvIhFgGxsbCYVCjI+P09HRgdfrY2HBzezs7AXb0Wg0LCwsUFdXh9PpJBAIkM1m\n6e7uxufz4fP56O7uFjLqDRs20Nvby6lTp0gmk1itVqEEWlpaYnR0VEh3HQ4H58+fx2634/V6hSfL\nxQqAQCBANBoFlouxqampix631+sV51CtVl+yqiUYDKLVaoUU1ePxAMtdnPr6elH4vVlIXB2fz0c4\nHKaxsZFKpYLX68Pr9b0uT8RmszE3NwcgRlIbNmwgnU4L6fd7ZYxTQw01vD14w47J2rVrueeee7j9\n9tv50pe+RCAQ+KMWqPcSZDLZ/7h9f7VaXTVLvtgoR6PRkEqlxDimXC6j0WgEqbNarRIOhy+aF5PL\n5RgdHUWr1ZLL5ejr6xNkQJ1ORyAQENk40qilUCiwsLBAe3s7Pp+ParUqfFnq6uoEd0GSCq/sRGQy\nGXp7e0X3o6uri4mJiVXkzVQqhcVioVKp8MorryCTyVi7di3xeByFQoFSqaRUKlEqldDr9eTzeUGy\nVavVQhEjdWcAYRgHy92weDzOhg0bxAhEimxYua/5fB6j0SgKQimB+FJgt9uZmZkRjrT19fWo1epV\n18Dn85FIJEin08jlcuF7cimQyWQXdKMWFxeF7DyZTF5U9dPS0sLc3BwjIyNUq1Xa29sv4FLVUEMN\nNfwxeMPCxO/3s2XLFoxGI5///Od59dVX+fa3v/1O7Nt7Cn/MTP73/e6lOHxqNJpVwWaFQgGDwSAW\nd7lcvsr3Y+XrjY6Osm3bNrFAnzhxgv7+fmZnZymXyxiNRqrVKtlsls7OTiqVCh6PB7fbTV9fnwgf\nnJqaYnZ2lhtuuAGNRoNcLufll1++YDwi8SwcDgflclmMc8LhsPACmZubI5VKsXv3bjFCefnllykU\nCmzYsIFqtYpcLufkyZOYTCaKxSI+nw+LxSKKESnJ2GQyMTw8TGNjI/X19cjlciYmJojH46IYkMlk\nwnV35f4qlUrRXZT4Rit5R6+9biv/7vP52LJlizivJ0+eFM680s9JxZv077lcbpU1/x+CcrmMVqsV\nr2cymVYVUSv3raOj4w/e/h+K9wpHpYYaargQb1iYfPazn+Xw4cN87nOfo1QqceWVV66KSa/hj0Op\nVMLn86FSqcRCfqk5NX6/f9WCdzFLeZvNhsfjQa/XC4v6i6G+vp5qtSoWbb/fj9vtFoF6kmR3cXFR\n7Kter0etVq8iTmq1WiKRCH19feL4Tp48yezsLBMTEygUCuLxOM3NzYyPj4vCoFKp0NXVxY9+9CMc\nDgexWEwUQyu3r1KpGB4eJhKJoNVqCYfDfOADHyCbzQpXW4PBgM1m4+tf/zqNjY2k02nq6urYtGkT\nzz77LFarlUQigdVqxWg0cvz4cerq6ggEAqxfv55nnnlGdI0ikQjr16+nXC4TCASEL0ihUODIkSOC\nQ5PL5S7wqZFCDE+fPo1WqyUej7N169YLrpvL5cLj8QjFjsRF8Xq94rqZTCaq1SqnTp3CYDAI8vDK\ne0Wr1Qo3YImb8nq8FinjSOoeSYXeSkg+PNIxSxEAbyckqbl0LjQazR9kx19DDTW8+/GGhcnmzZvZ\nvHkzH//4x/n1r3/Nfffdx3/913+tsvOu4c0jEAjQ3Nwsng5fzx78tYjH4xgMBlFovJ7hllarpamp\nScg6f5/5lUwmE/uRTqdFXo1MJiMUCuH3+9m4caMw0pI8LlYilUqtKpCUSqUY0UiOp/Pz8xw/fpyP\nf/zj4in9/PnzhMNhPvOZz4jcnUceeQS5XI7P5yOTyQi5sEqlYu/evZRKJXQ6HU8++SQf/OAHBfl1\ndnaWX/ziF9x9993IZDK0Wi0PPvggc3Nz3HrrrSSTSUwmEwcOHKCtrY2uri4CgQDbt2/nV7/6Fblc\njjvvvBOVSsWpU6d48MEH+Yd/+AfRKTh8+DAqlYrOzk5KpRIGg0Gch0qlQi6XE6MNvV5PR0eHMD2b\nnp4WjqvSdZuYmBBJv4BITJYKEJ1OJzpLW7ZsoVgsolarWVhYIJlMihFcPp8nnU7T0NAgth+NRkmn\n0xf4a/j9/lVpwh6PB61WSzAYRKfTEYvF0Ov1KBQKQXhe6aPzdiEQCNDU1CTuU7/fv8owroYaavjf\njzd8t3/ta1/j5MmTKBQKduzYwT/90z+xc+fOd2Lf3hN4bcy91I14IwfJXC63Kl1YeiK/GKRxxx8C\naYwhdQHq6upwu92icEomk2QyGdasWcOJEydEJs2GDRtW7Yfknrp+/XpxTPX19djtdpEyLHFx1qxZ\nw8jICGq1mlKpRFtbG+Pj44LwGQgEWFpaApbJm3K5nEgkIgqBM2fOANDQ0EBdXZ0I8Esmk3R2duL1\nehkeHsZsNjM3N4dGoxF5MXV1dZw6dYrJyUl27dpFPB5HJpPR1tYmODhSWrC07yu7B6FQiEgkQj6f\nx2Aw4Pf7UavVovCSXGKl/1953VY6wcJyQZJMJvF6vVitVpLJJLBc5EjqIVgewWk0GqFQkqTV0mgK\nlqXcqVTqgsLktfeXQqHAbrdTLBbJ5/M0NTURDodXybKl6/J2Y2XxvJIDVEMNNbw38Ibv9kQiQbVa\npbOzk+7ubrq6uv4omWINv8siqVYR6bnSYiPZmr8RLBYL4XBYPL1Go9HXHdOUSiVBbr3UAkWtVgvn\nUkCoXyRLfJ1ORyKRoKOjQ2SzrMTS0pJo/19xxRWcPXtWLJrxeJyWlhYymQwbN26kVCoxPDyMxWKh\nubmZhoblguv48UEKhYL42aamJpaWlggGg2LxSqVSOBwOpqamxLk4d+4czc3NxONxmpqaUKvVuN1u\njEYjGo2GWCyG0WgkkUhQKBS47rrrgGX58NjYGCdPnmTXrl0oFAqee+45+vv7MZvNtLW1Acu8mqam\nJpLJJNFoFLPZLK6b1C0ym80sLS1RqVSEb0o2m8VqtRIKhYQ8ulgsYrVamZycFCnHUqHU1tYmFFPR\naFRY+stkMlEgWCyWVcXD4uIipVJJEJ7Pnz9PXV0d5XKZVCqFWq1Gp9NdMLb53ehHBagolcpYLBZC\noZAgyUpdurcTarWaTCYjJMmJROJNpV7XUEMN7168ofOrhPPnz3P06FEeeughMpkML7/88tu9b6+L\nd7t74WvdNQOBANVqVWTNXGqmTiKREIGKWq2Wuro6wV+oVqtCEZJKpairqyOVSgki6xshlUoRDofF\nk74U7x6Px2lvbyeRSBAIBLjqqqtWZca8Ho4cOUI0GhUdos2bN4tuQbVaRalUEggEOHLkCJ/61CcB\neOmlw5TLZbZv347ZbCYSiTA0NERjY6PI59Hr9Wg0Gk6ePCk6GEtLS1x77bUcPHgQlUpFLpdj06ZN\nhMNhMpkMTqdT+LN0d3fjdDrFfvn9fvx+v3BONZvNfPjDH8bn862SOGu1Wk6cOEFrayvhcBiDwUBD\nQwNarZZ8Po9WqxWGblNTU1SrVSwWC+3t7Zw7dw6VSoVMJiOTyVBfXy86HlKxIhUk0nULBAL09PQQ\nCAREUdbQ0EAqlSKVSokxXLVaFblFsNyBS6fTImQul8uJYigQCIifdTqdxGIxnM7lsc3k5BStra2i\nqIXlDs1KWfnbhVAoJIowq9VaU/y8hXi3f3bW8N7AG3ZMZmZmOHr0KEePHmV8fJzNmzdz1VVXXfIL\nDA8P861vfYuHHnqI8fFxPvWpT4lZ/e23384NN9zAz372Mx599FFUKhWf/vSnufrqq9/s8bwrsXIk\n84fAbDav4qNIrXfpg9zn81EsFmltbQWWixev1/u620ulUhSLRSwWC0ajkfn5eTFqcTqdJJNJtm/f\nLoiYhw4del1jrkwmQz6fx2QykUql2LZtm+BCVCoVxsbGVrmkZjIZpqam+OQnP8mnPrX8b/l8XjxB\nS2nFErG1qakJrVZLKBRicHCQK6+8UnQOOjs7OXToEHfeeafYfigUYmpqiltvvRWNRkOpVOKxxx6j\nWCzidDpRKpWEQiE0Gg0bN24UaiKHwyF4LRLUajWzs7P09PQITkc4HMbn89HR0UFDQwORSEQssOvW\nrUOlUhEKhZibm6Orq0sUc+VymfHxcXp6eohEIiiVSsxms+ByqNVqQQRVKpWrxkelUol0Oi06Ctls\nFo/HQ3NzszjXkh2+3W4nHo+vIjhLJncGgwGFQsHi4iKwXJjY7XYWFhbo6el53U7c2wWJnCyNwmqo\noYb3Ft6wMPn7v/97rrnmGu68885VstBLwf33389TTz0l2r+jo6PcddddFywYDz30EE888QS5XI7b\nb7+dPXv2vOkk3vcyisXiqg9ys9ksjLkkvJ4E0+v1iqwbj8eDUqlErVazfft2KpUKbrdbKDgk7xGX\ny0WlUlklK21oaCAYDKJWqzEYDAQCAaE2kiCXy7FYLHg8HpqamiiXy4TD4QtIvyqViu7ubgqFAvPz\n85hMJjo6OnC5XKLwaWpqEgoXaZQTiUQuiANQq9VYLBaCwaAYa9lsNrZu3cqRI0col8vYbDZ6e3uZ\nmZmhra1NdDRGR0fR6/WCXHv69GlmZ2ex2+10d3eTyWQ4c+YMW7duJZ/PC9m1xWIRyhZJWpxKpVAq\nlWL/pI6F2+2mu7ubYrEo5Mkmk4lQKCQ4Nq9FJpNZNcbR6XQYjUbi8bjg+SgUCkqlEmq1mrq6OmQy\nGaOjo+L9ZbFYRDbQynvHZrP9tlB5Z1EoFAgEAjgcDnEuL9WbpYYaavjfgTcsTJ5++uk3vfH29nb+\n8z//k7vvvhtYziuZm5vjwIEDdHR08OUvf5mRkRG2b9+OUqnEaDTS0dHBxMQEGzZseNOv+6eEdDpN\nuVwW6pY/BtlsVpBSL1YgKhQKcrmcIFNKT8Pnz58XygbpST2RSPy2de+kUqmg1+sFd6ilpYWXXnqJ\nPXv2MD09jVqt/q0j63J6b1NTkxg3xGIxQSJtaWkRcmL4XWhhIBDA5/MJcmhTU5N43ccffxyTycS1\n116L1+tlaGgIWA6mkxbxUCgkjl1SkrjdbiKRCFu3bhWJupKr6tTUFBs3bsTn8xEKhUSBYLPZOHz4\nsDgGh8NBIBAQ2U/FYpHp6WlkMhnxeFwUVGNjY9x2220sLi6iVqtZt24dx48fF0WaZC4nk8kwGAzC\nuj+XyxGPx4Wdf1dXF36/n2PHjol7oVwu09LSgkajYWhoCJVKRWtrK9lsFr/fz+TkJK2treLa5PN5\nEV6o0+mIRqNUq1VRfEgkVqk4cjgchMNhzp07RyaTQafTkc/nMZvNIiDRbDYTDAZX2QBEIhFxHWdn\nZ8nlcvT09IgcnGQyiUKheEs4JxK512QyEQ6HxYhBo9FQLBYpFAoXHReuPBdvBzn2jd5vNdRQw9uD\nt/Xddu21164icm7evJm7776bn/zkJ7S2tvKDH/yAVCq1ikyr1+vFB9W7HUtLS5TLZZRKJW63+5Lz\nSC6GQCBALpdDrVaztLR00VgAq9XKmTNnCIfDuN1uYrEYuVxOSH/z+TyxWIzz58/j9Xoxm81MTk7i\n8/lWfbBLKp6HH36YZDJJKBTikUceobW1lXK5LMzQWlpamJ6eZmxsDKfTyejoKNPT00L6azabGR0d\nJZ1Os3//fvx+P/l8nieffJJ4PM73v/99uru7UalU3HfffbhcLo4fPy72w263Mzs7SyKRwGw2E41G\nWVhY4L//+78ZHx9HJpPxwx/+kEKhQH19PeFwWBCC9Xo9hw8fplgsMjU1xfT0NOPj4xw7dgyXy8WJ\nEycYGhoiFotRKpXQaDQUCgXC4TBHjhxBJpNhsVg4evQoyWSSF154gXg8jsfj4YUXXsDhcHD27FkW\nFhaEKikUCjE2NobZbOb06dOEQiGOHDnCoUOH8Pl83HvvvQSDQZEV5HQ6KZfLeDwe5ufnaW9vx2w2\nc/78eRYWFnjyySfR6XQcPnxYFF5ut5toNMr8/DyFQoFoNIrb7SYcDjM6OorFYmFwcFBcz8HBQZaW\nljh//jwmk4lYLMbExASZTIZoNCrUXOl0etXif/LkSZxOJ8899xzFYhGDwcCzzz5LNptdlb0kqaTe\nDKrVKm63G7lcjlwux+12X/AzkkrttQiHw6RSKTQaDcFgUHCt3iqsfL95vd4LZPE11FDD24d3VIO3\nb98+UYTs27ePf/3Xf2Xnzp2r7MSlJ7h3O5LJJGazWYwwWlpaRGbOpdCNJZMspVIpWvAS8bClpQWv\n13uBWiEYDHLZZZeJp/FoNMrU1NQqeffw8DDJZFJ0Cerq6hgaGkKpVIoRQzKZJBAIiCdWWOaFjI+P\nc9NNN4ltBQIBFhcX+au/+ivy+Tx79+7lpz/9KQ6Hg/b2dpRKJV1dXTz88MNcd911tLe3U6lUuOyy\ny/jiF7/I9773PdLpND09PcByd+7GG29keHgEuVyOx5NAoVCwb98+AHp7e/npT3+KXC7npptuolQq\nsXnzZr75zW/y+c9/XtxHBoOBxx9/nL/9278V+zowMMDAwAD33Xcf+Xye22+/nS984QsUi0Xq6uoo\nFAo0NjZy6NAhjEYjsViMcDhMQ0MDR44coaGhQfAzpC5YT08Per2e5uZmIVXeuHEjqVSKrVu3Mjg4\nSCqV4tZbb6VarbJ27Vq++93v8s1vflME57W3t/OjH/2ID33oQ1itVkwmE263m+PHj/OlL30JgL17\n93LvvfeyuLjImjVr0Ov14tp2dHQI1U9HRweHDx/m8ssvF0WGXq/n/vvv5y/+4i9EEq5UwBkMBhG6\nl06nkclkBALB33Zg+hkYGGDjxo0iR+f666/nmWee4ZZbbhH3mESufjM8lFAoRGNjoyiiNBqNKLLs\ndjuVSoVYLCY4UishXS+AxsZGYUb3VkAqhKT3W3Nz80XfbzXUUMPbg3e0MPnEJz7BV77yFTZu3MjR\no0fp7+9n48aNfPe736VQKJDP55mZmbkgEv7dCCmHRcJr/Up+H7xeL3a7XSTiSpH3kgRXoVBcdFsr\nDdLg4r4TEvFxJSSH0qNHj4q02UgkQmtrq3gydrlczM3NEQwGqVQqlMtl5HI5SqWSoaEhbDabSOJt\naWkhHA5TrVbFOSgWiyQSCeRyuSDZHjp0iLq6OnK5HMFgkOnpaXQ6HZ2dnRQKBV555RXa29vxer2C\noxGPx3G5XESjUdRqNYlEApVKxdLSkiCGLi4uYjAYCIVClMtl4SBaKpWYmZnB4XAI4654PM7hw4cx\nmUxiFBSJRNDr9eh0OpaWlkShIV1Dg8HAsWPHyGQyxGIxkWVTqVRYWFjA5/PR2NhINpultbWVYrGI\nXC4XeUEHDhygt7cXuVzOkSNHsFgsIpBQoVCwdu1aBgYGVl0jafGWzqfVahXqnpXXv1wur+p8SD+f\nz+dXyYQrlYrglkiybr1evyo9+oUXXiCfz7OwsCD2QYoBkCCpnt4MJELvymOUVFYSb6mlpeWCe/1i\n9/BbaV8vPRC8XduvoYYafj/e0cHpP//zP/ONb3yDv/7rv2ZoaIjPfOYz1NfXc8cdd/Cxj32MO++8\nky9+8YuXJD/9U4fFYhEyYFjuLlyq/4uU7wIIRcjCwoJIqS0UCheNBTAajYTDYQARvNfc3MzU1BSx\nWIyFhQWRizM1NYXP52NoaIhcLodSqeTqq69mz549XH755Xg8HnK5HLt27eKKK64gHA4L/4yGhgZc\nLhcLCwvI5XKam5tpbW2lqakJmUy2KsU3Fouxbds2XnrpJex2O1arlWPHjtHQ0MDQ0BCtra20t7cL\n+WIikQCWn4gl1UkymRRGYg6Hg+HhYUwmExaLhfHxcdExKBQKYsRlsVh45ZVXqFarFAoFXn31VWw2\nG7/5zW84efIkL7/8shijtLS04HA4qK+vJxqNEggEaG9vp6mpSeTfTE1NCX7F6Oio2Lfu7m5aW1sZ\nGxtjZGSEubk51q5dy7lz50RCcX19PS6Xi/n5efHULRXicrkcp9PJyZMnqVar5PN5RkZGcDqdDA4O\nAsuFajqdplQq4fF48Pv9LC4uCnKs3+/H5/OxuLjIunXrhDU/LBN1+/r68Hg8lMtlEX4oeZ1s2rSJ\ntrY2kSYtFS7xeJzOzk4OHDhAc3MzbW1tvPrqqzQ1NQlnWonY+2Y7nDabbdUoaGlpCZvNhtFoFPf6\nxbgdMpmMYrEoiu5kMvmWkuXVajXpdFqMXmOxmFA51VBDDW8/LtnH5E8J76QWv1qtsrS0hEKhECRR\naSF8I5RKJUKhELCskLnUVvNr28azs7MsLS2xsLAgpKO7d+8Whl8SpDRdaUzQ1tYmZKiStXlDQwMe\nj4dYLEa5XMZgMAhvkpXhbw8++CDt7e0iXVhKuW1raxPZNpLFvdfrJRgMCpWKxL+oVCrYbDY0Gg3H\njh0T/JGuri7kcjldXV2Mj48D0NfXx9mzZ8lms8J3o6enh927dwv/EavVilwuJxqN8uKLL4oAu/7+\nfiqVijjX9fX1xONxxsbGyOVyVKtVuru70Wg0TExMEAqF0Ov17Ny5U5BTpY7MqVOn6OzsFEZmJpOJ\nEydOsGnTJvR6PeVymXw+TzQaFedBytWR5M3lcllcp71793L8+HE0Gg1arRaXy8XGjRvF4u5wOBgY\nGECn05FOp6lWq9TX19PT08MjjzxCOBxGo9Fw1113MTIyIkZPfr+f1tZW/H4/qVRKEGCvvfZaFhcX\nhRqrs7NTkGQlqXh/fz9TU1PU1dVRqVSE+qitrU14sKTTaeF7c+7cOWQyGZ2dnUIpJfHA6uvr/yji\nqXQuYbkLdKkGgFJRJKmJLvU9eamoVCoEg0HR9fvfMF6Gmo9JDe8O1Hye3wB+vx+XyyVIvD6f75Is\n42G5Nf1mpI56vR6/34/RaCSZTGI0GllYWODqq68W7fpXX331gsLk7Nmz7Ny5U8g+x8fHyWQylEql\nVWF8CoWC/v5+8Xtut5uJiQk6OzuRyWQEg0E2b95MKpXCZrMhk8mIRqPodDq6u7vJZrOo1WomJiaE\nvFNS36hUKhoaGlapqqamptDpdNx9991Cevz888+za9cu9u7dC8Cvf/1rstksXV1d9PT04PP5OH36\nNDt37ly1r/Pz88hkMr70pS8hk8mIRCIMDg6iVqvZtm0bACMjIxw9epQvfOELQjXy8MMPk06nH2+e\nhQAAIABJREFUufnmm4XN+8mTJ/F4PIKAm8/nyWQy5HI5PvCBDyCTyZicnEStVrN582aReuzz+Th6\n9Chf/OIXRejevffeSywW45577hEjuHvuuYe77roLg8FAJpOhpaWFcrnM6dOnhZfP6OgoSqVSKNOk\nY5yenuaOO+4gnU4LvxatVktfXx/ZbJY1a9bw6quvEo1GcTgcohP2/PPPc/3119Pb2wv8Tn3lcDiw\n2WwolUoymYwYo+RyOVFUNTY2Eo1GhfpJGmN99KMfBZY7Gl6vF4PB8JY5wGo0mjf1HpG8dd4uyOVy\n4XhbQw01vLOoFSaXgJVFiJTd8VYR7S4Gi8UiUmXr6+uFL4jUuYjH4ygUCmKxGB6PRyQLVyoVZmdn\nxZO8SqVicnKSvr4+1Gq1SG4tlUqCryK1qzUajVgkAbZt20Y6nWZychKZTCYycH71q1+JFnpjYyPB\nYJDOzk4AWltbL+p9IQWzeb1eFAoFcrmctrY2gsEgXq9XmJwFg0H6+vpIJBK4XC5sNhsGg0Ek70rS\nzUKhwIEDB4Tzazqdpre3V4wFOjs7OXLkCIFAAIPBQLn8O3t1qRMguc0Wi0XBy5Cs4Ds6OhgbG0Oh\nUKBQKOjr6xN8Eum82u12XnrpJeH8Ko3czp8/T0dHB1NTUxgMBhYWFoRvysTEBN3d3cjlco4ePSqu\nm0ajwe/3i1FRKpUin88TCoVE5o/Ez5H4RVICdKVSEQGAfr+fZ599lssvv1z4mMjlckqlEhMTExiN\nRrLZLHa7nXK5TDAYpL29HY/HQ6lUIhgMcurUKTEW6e/vp1AoiHslnU6/5QF+knIMeFs6HzXUUMO7\nD7XC5A2gVCrJZrNixpxMJv9odv5rLekvBpVKJRYIs9lMOp0GEDyBSqXC/Pw8fX19yGQyxsfHmZ+f\nZ82aNcII7JFHHmHHjh2CryKRVbPZrNh2qVQikUiI7k61WkWlUrG4uIhcLmft2rVUKhXC4TATExPY\nbDa2bdtGPB7n6aefxmAwsGHDBjEKmZycvOBYnE4nx48fF06v8/PzOJ1O1qxZI0YJOp2OgYEBTp8+\nza23fgSAb3zjF5jNZiwWiyBpFgoFBgcHRb6Nx+Ph7NmzxGIxoTQ6efIkbW1tQqmhUCiEikNyc11J\n1G1raxMGaxK5VuoqGAwG7HY72WxW/P7s7CwajYb29nZMJhN2u50zZ86wY8cOQeKtq6ujr6+PaDTK\n5s2bgeWxxcGDB9HpdEI9NTs7SyqVIp1Oi4LB7/djtVpxOBwoFAq0Wi3z8/OkUimCwSANDQ1MTk6i\nUCiIRCIixmBubk6M3qR7dHZ2lsXFRXbt2oVKpUIul3PmzBkymQz79u0jn8/jcrk4dOgQx44d40Mf\nWlZdhcPL9v/r1q0TROb6+vqLqm8qlQoTExOiYF2zZs0lcTIkHofUMXm9JOQaaqjhvYVaYfIGkFJt\n4/G44Ey802ZLarVaSFJVKpVQJfT394sOR39/vygKpBTcTZs2CRfQbDaLUqmkUqlgMpmEi6sUBii5\nsErGbOPj4+zYsYOJiQngd5LMnTt3Cn6B1AUZHx8X4y1pYZTm/9IiIylZAGHzXi6Xxfb37t0rfk+C\nxLmQtiV5WrS1tfGLX/yCarVKR0cHjY2NhEIhvvGNbwCwc+dOduzYwcjIiBhX9PT0oNVqRedEIlia\nTCZBkjWbzXR0dJBMJpmYmECpVFJfX09nZ6fo1ACsX7+eYrHIzMyMuC8uv/xyurq6ePLJJ6lWqywu\nLnLjjTeucqDVaDQsLi5y+eWXMzU1BSyrTl544QX27NkjOA2ShHZoaEiojjo6OkRXaWlpibq6Otas\nWUOxWOTee++lXC7T0NDAunXrkMvlggDb3NxMoVBgdnZW5M8UCgXq6uoIh8NCJaXT6VbxKKQ8pXg8\njs1mQ6FQEAqFVql2JJw7d05IqWUyGWNjYxcNdnwtksnkqjGO1WrF5/PVCpMaaniPo1aYXALezln2\n60HyMVGpVBgMBrq6utDpdKhUKjKZjBgRlMtlqtUqWq0WtVpNZ2fnKo6JyWTi6NGj6HQ6MpkMnZ2d\npFIpXC4XSqWSWCwm/Ei2bNkiwukWFhZoaGjguuuuo1wu8+STT4pF0mazUalUKJVKOJ1Ozp07h9Vq\nJRaLYbVa8Xg8YvvRaFQEC37iE59ALpfzwgsvMDs7Szqd5v3vfz+FQoFnn30WpVLJ1q1bxTloamoS\nZl4SP6ZUKvHUU09x2223YTAYePnll4lEIni9Xm688UYAnnvuOa688kr27duH1WqlWq1y7tw5stks\n4XAYpVJJJBIRHBWNRoPdbmdmZgatVsvS0hIf/ehHUSgUHDp0iPPnz4v9khQhmUyGtWvXsnXrVmKx\nGE8//TTlcpnLL78cnU5HMplkdnYWg8GAWq1GLpcLPscvf/lLLrvsMpRKJY8//jiVSoVMJkNfXx+l\nUomBgQGMRiP19fX09vaSSCQYGxvD5XLR39+PRqMhkUgwPT2Nx+PhiiuuQK/XMzAwQHd3N9FolE2b\nNlGtVkV3pFqtsmHDBjKZDI8//jhbtmxBqVTidDqFGd7KaIFCoUA8Hud973uf6Li5XK6LWsTPzc2x\nYcMG2trayGQyPP3002K/pQK4vr7+AmKrRLKVChGJT1NDDTW8t1ErTP5EINnISyoXSc2Sy+WIRqNo\nNBphcy6pYY4ePUpPTw8ymYxjx46xb98+BgYGKBQKVCoVuru78Xg87Ny5E5PJRLlc5tChQ5jNZmFR\nLxE+u7u7kclkorsgeW1IBmu9vb0kk0mee+45wc1wOp0YjUbhumk0GtFoNCKwDhCLaHNzM8PDw1Qq\nFZqamjh27Bi33XYb8XgctVrN5Zdfzne/+11htga/M3BraGigUCggk8mYmppizZo1RCIRotEobW1t\nHDhwgDvuuEPwH/bt28f+/ftxOp243W7RtZCSfL1eL62trUKds2fPHnK5HBs2bODBBx/khhtuIBqN\nks/nufLKK4VpnGR0J41PNBoNL774IgaDQch0r776asE3mZ6eZuPGjYL7Ui6XKRaL6HQ60Xmw2Wwi\nu0Y61zKZjFAoJIL3crkcuVxO+I1I1zcQCLBz505hird9+3bcbrc4bplMJo5TqVQyMDCAVqtl48aN\ndHR0EAqFOHPmDAaDgc2bN6+S6T///PNcccUVVKtVYc2+sqMiXTedTkcqlRIKD71eLyz9V6o+VvrM\nSJDURVIHTpJO11BDDe9t1AqTdxDVavW3Ms7lD2y/34/NZhPt60KhgEajEZbwsPxUKZPJKBQKnDlz\nBo1GQyqVorm5mfXr14vI+/Xr1+N2u7Hb7aJ9L6ULS215ibdiMBiEKsTlcgkCrZS3Eo1GWbt2LQsL\nC3g8HuEOajabhUmY5CPhdrv5yEc+glqtplgs8rOf/QyTycSWLVuQy+Ukk0lkMhkzMzOicJiZmcFg\nMPDEE0/gcDgoFAr4/X70ej3PPPMMcA2wnJUzNjZGMpmkoaGBpaUlZmZm6OzspLW1FZVKRTqdJpPJ\nCFJwtVoVUk+v18v69evJ5XIcOnSIbDbLzMwM/f397N+/X3QkpLwf6fvTTz/N9u3b0ev1PPfcc2g0\nGqxWqzAos1qtwmtk/fr1xONxJicnhd+FxK+QRl8ymUyQfkOhENdee60YB1599dWcOnVKHG+xWMRk\nMrG0tMSOHTvEvSNxSn71q1+JEZkkMd66dau4R6QIAJ1OJwoWWC4MWlpaSKfTgpsk3QMS1q9fL/78\nZ3/2Z8AyT6mpqQmNRsO5c+e47bbb+OUvf4nL5RKkVanotNvtpFIpzGbzBRLi1xt/vp7yRfLWeTsy\ncGqooYY/bdTe9e8ggsHgqja4TqcThlwSLpY9Isl9JXJntVrlyJEj9Pb2ita3Wq3mpZde4sMf/rBY\nBAqFgiCHmkwmYTsu8QXUajXZbJaWlhbcbjcHDhxAo9FQLpd5//vfLyzJS6USc3NzGI1GbrrpJuGC\nOTAwQCKR4Kc//Slms5l4PI7FYhGjDL1eL/gL4XBYuHpKfhqvvvoq7e3tJJNJwdX4yle+wne+s3zc\ndrudaDTKzp07USqVNDc3MzY2htvtxmaz4XQ6OXr0KLt37+bRRx/lzjvvRCaT8fOf/5y2tja0Wq1Q\nfVitVg4cOMCXv/xlrFYru3bt4lvf+pZIL7ZYLCwuLqLVavH7/Zw7dw6DwUAkEsFoNBKJRISTrNPp\nJJ1Ok06nyWazQkWj1WpZXFykr68Pt9uNVqtlcnISp9OJWq0mn89jt9sZGBhgx44dyOVyDh48yObN\nm/H7/YJkm0wmaWlpYWxsjM7OTvx+vyAH79q1C5fLxfj4ONPT00QiEcF9OnbsGF1dXUI9JLm7lstl\n4SQsFZ8XczJd5vcsd3JGR0dFwSsVBx/4wAf48Y9/zF/+5V+K+9Dj8YhOTj6fp1qt0t7eLkaMkrz9\nUu2SpPwdidMjk8kuymt5PUgqq9pIqIYa3r2oFSZvEcrlMoFAAJlMJkiT0hhGJpOh1+sFl8DrzfyW\nwGoS7XsJKpVKRNMbDAbS6bRY2EqlkgicU6vVzM/Ps337dmQyGcPDwyiVShHiJ9nIWywWDh06hEaj\nIZvNsnHjRgwGgyg04vE4ra2tJBIJtm7dSj6fJ5/PMz8/zwc/+EGRqLtv3z4OHTokfC6q1SrFYpHJ\nyUnq6uoEj8Hv97NlyxZeeuklQcjMZrN0dnaKoLzNmzfz/e9/n9tuuw273S46JX6/n6GhIc6edREK\nhTh1Sk84HOZnP/sZer2eTCaD0Whk586dLC0tsbi4yNq1a5mcnOS6667jscceA+D666/n+PHjNDU1\nkcvlMJvNyOVy8dQvLdpSUvD8/Dzj4+PY7Xa0Wi2NjY1CVtzV1cXw8LCwx5es9J1OJ42Njfh8PoxG\nI1arVeQOHTx4EKvVSldXFx6Ph7a2NpE6rNPpKBaLDA4Oiu7OunXrCAQCQglUrVbp7e1laGiIV199\nFYVCwZYtW0gkEgwNDZFOp8V5raurY2ZmhqmpKRwOB6FQiM2bN5PNZpHJZBiNRvx+P/39/cJMTvJZ\nWamwqVarzMzM4PEUf6t+Wr5v9uzZQ3d3N4DI2JFIupVKhWw2K1KMk8mkMJEzm82rogRez6tEcvaF\n5XThRCKxyoY+GAxSLBYvydlVklwrlUqCwSDNzc21VOAaangXolaYvEVYWloSH4TZbBav10ulUqG5\nuRlYzl+RnrKlD/qhoSEcDgeZTAa9Xk+1WhVcgu7uborFIg0NDcRiMbxeLy6XC61Wy9zcHEqlEqPR\nKMLjpDj7kZERdu/eTaFQ4De/+Q2NjY3cfPPNqFQqNBoNTz31FN3d3TidTgqFAu3t7YyPj1NfX09j\nYyMymYx8Ps/+/fvZsmUL27dvF8dns9l45ZVX6OjoIJPJsLi4SCQSYcOGDTQ0NBAMBnnhhRc4cuQI\n+/btw2AwcObMGZaWllY9fZ85c0Z0HqQu0JEjR4hEIsKnQ3JjPXPmDHfddRcmkwmfz8fjjz/OZZdd\nxs6dO8VoJJPJMDU1xcc+9jEA9u/fj8PhEKTcUqlEPp8X+T9r1qwhFovx0EMPsbS0RFdXFyqVimAw\nSCKRYHBwkH/5l39BpVLxwAMPMD4+zq5du+jt7UUmk+Hz+UQ44hVXXEGhUGBkZIRUKkVvby9ms5lQ\nKMTk5KTIyIlGo0IBdMstt4jrXSwWefbZZ3n/+99Pd3c3SqWSn//850xOTrJhwwaUSiUqlYqJiQle\neOEFvvrVr2K32xkdHeWxxx5j3bp1/Pmf/znlcpnFxUWOHz9OLBYTfI75+XnB+XG5XIKbInnPSMjn\n80ISLZPJSKfTKJVKpqenxf06NzeH2WxmYWFBjHq+/e1vc8UVV2Cz2TCbzVSrVeHS+1pOSbFYJBQK\nIZfLBT8lnU6LoiUQCJDP51d1c6QgyTcqTCTirMViAZYl9pK0uoYaanh3oVaYvAWQQuKkpzNpRCN9\noMMyyXFxcZGOjg58Pp9Im5UWhEgkglwuF1kkK7kK0WhUpK1ms1kcDgeLi4uCgArLDp+JRIJrrrlG\nWM1v376dkydP0tTURKlUQqFQoNFoCAQCbNq0aVXWSLlcZs+ePcKzRCqQpNGSWq0WjqmS4VlTUxP5\nfJ7rrruOfD7P1q1befbZZ1mzZg1Wq5VUKsXu3buZnJyksbGRZDJJpVLB6XTS0dFBMBjk2WefFYZh\n119/PTKZjLNnz6LT6bj55ps5ffo06XRatPUtFosYZUldoWAwyJVXXils2Ddu3Chs4CVYLBY+9KEP\n8cQTT4iOyS233EJ9fT06nQ6ZTEZbWxuHDx9mz549DA8PI5fLueyyy3juueewWCycO3cOuVwuAgtj\nsRiPP/44Op2Ovr4+xsfHBaelpaWFxcVF/H4/ExMTWK1W5ubmhDJKUqIUi0WSyaQYaclkMnp7ezl9\n+jQOh0Nwd2BZZn3+/HkCgQCxWEyQbKXRRaFQEF0lyThPcmlNp9MMDg6iUCiEr8pKKBQKEWUgvZ5k\nNrd//34UCgUOh4Ouri5aW1t58cUXKZfLXHXVVULRJXX7RkZGRG6ShGq1is/nE92QRCLBwsLCKrKz\n0+lkYmKCRCKBwWC4KIn29VAoFC4IzXwXpm3UUEMN1AqTtwSSu+ZKqFQqYd0OiDTelbkbyWRylY+E\ntEhJ5E1JLlwoFMSoQMLS0hJWqxWlUikSb6WFxWw2U6lUiMfjaLVaBgcHRVEhEU2HhobEU6VSqSQU\nCvHAAw9gMBgIBALs2rWL8+fPCzVPqVQiHA5TV1dHS0sL2WxW8DAeffRROjs7mZ2dxWq1MjU1hVar\nRavVMj09jdFoFERYyezsE5/4BPfccw+tra2Cm/K+972PWCxGf38/6XRa2P+vWbNGhCJms1kOHTrE\n3r17sdvtHD58mHQ6TS6Xo7W1FUAocbRaLWazmWKxSDgcplAocNttt4mx0IkTJ1AoFKsM8xobG8lk\nMjidTpRKJQsLC3R2dnLvvfeya9cu0uk0Q0NDXHPNNczMzLB+/XpCoRBjY2OkUqlV4XrxeByNRoNC\noRDpvo2NjZw6dUpY/UvGcBJnKJPJMD09LUY60uIeCARwOp2iA9Tc3IzT6cRgMIj7T3KRjUajovhK\nJpNif+rq6shms8KGfyWk5ODHHnsMs9lMJBJhx44dYp+lEcmaNWswGAzCXn9+fh6z2Sx4P1JI4GuR\nzWaxWCzieMxmM4uLi+TzeVFA5vN5bDabCIeUOoaXkuwryZ1XdigvZgZXQw01/OmjVpi8RdDpdPh8\nPjQaDel0mra2NiE5VSqVpNNpkfIq2aSXy2UqlcqqmfrS0pIY+Wi1WjKZjLAllz7YpfwcKftEMgfr\n7OzkxRdfpL29nXQ6LfgGgUCASqVCLBajubl51SJut9s5ePAgNpuN5uZmSqUSTU1NhEIhkRcjjXdO\nnDhBX18fZrOZfD7P2NgY27Zto1wu4/P5UCqV7Nq1S4wxbDYbc3NzrFmzRmS5AGJE8O1vf5tUKoXR\naGR6eprx8XFsNhvBYFCYmbW3t/PAAw/Q0NDA4uIiTU1NNDU1odVqSaVSXHXVVTz88MP4fD7RJQgE\nAtTV1Qk1kjT2stlszMzMYLVaiUajots0OjqKVqslmUyya9cunn/+efbv349GoyGTyeBwONizZw+t\nra0Ui8scDLfbzYc+9CHUajU2m41EIkE2m+Xo0aOYTCZRlNTV1bF582ZBDi0UCqI7IV3z/v5+Zmdn\nmZ6eplwui8JP6jwEg0GsVisKhYLJyUlaWloYGRmhv78ftVrNqVOnhGx3+/bt2Gw2TCaT4IG43W72\n7NkjRixer1fIxSVIcQdr165FqVTS0NBAOBymtbWVdevWUa1WiUajNDU1MTo6SqFQoFgsotVqUSgU\n2O12isUiSqVSdDtWQlJQrXw9q9VKOBwWxXuhUEAul9PX1ye6j4FA4JJGOVJHx+v1Ck5XrTCpoYZ3\nJ2qFyVsEq9VKKBQikUhQX1+PWq3G4XAwOjpKsVhk/fr1yOVy7HY74+PjKJVKNm7cSCAQIBwOs7S0\nhMFgwGw2C66C5KQ6NzfHunXreOaZZ8jn82zcuJHe3l4WFxdF+1+v1wuS7JEjR9Dr9cLsSyK3Op1O\nqtUqXq+X//iP/xAeJxI5s7m5GYVCwdLSErFYjEwmw4svvgjADTfcgMlkYm5uDrfbjdFoFMZv8/Pz\nzM3N0dnZSWdnJ3a7XWS5XH/99QwPD1NfX4/T6RSk04MHD1IqlcS5WLt2LQcPHsRiseDxeKirqxNt\n/MbGRhYXF7nqqquYm5sjGo2KhVQyb5NCBGF5JOD1enEvufFFfFSUFdL5NBVFhUgywszYDE6XE6vd\nSjwRZ3J6knQ2jcPhwOF0EKwPcmz6GKVSiZ07djJ5dpJ6ez3HTx9Ho9LQvq6dc8fOMewdZvLsJE3O\nJkwGE4VKgba2NnK5HDabjUAggNVq5cknnySZTNLf34/FYqGjo4OzZ88KkqvEHxocHMRoNNLV1UUi\nkaChoYGJiQlaWlqw2+24XC4effRRBgYGuOaaa7jssss4deoU1WqVdDpNS0sLFotF8GWq1aooDsPh\nsOhYpVIpMpkMHo9HJFl3dnaiVCrR6/Ukk0mam5sZHBxkx44dooBxOp34fD62bdvG/Pw8JpOJ5uZm\nFhYWcLvdpFIpUaRUq1VRrBmNRoxGoxjTSRlEEs9FUmlJ2UsrCatarfaSya9qtfqCuAipWyaXy6mv\nr39dMmwikRBcr/8tScI11PBuhaz6LhzE/ilGd3u9XqxWK1qtlnA4jEKhYHx8nO3bt6NWqzlx4gRt\nbW0MDw/zwQ9eC8Dzzy97aVQqFdrb28nlcoyOjtLY2LiKBzA8PIzH46G/v18QStvb2wVnRCJRjoyM\ncO7cOT72sY+RTqe5//77uemmm9i1a5cI8Tt58iT/9m//xq233spVV13FfffdRzAY5JOf/CQdHR1C\n9vrSSy+xsLDAZz/7WUqlEj/4wQ9obm7G6/WyZs0aSqUSp06dor+/n/b2drZt28bIyAjj4+PMzMxw\nyy234HK5ePHFF0kkEuzZsweDwYBSqSQcDjM7O0swGORTn/oU6XSaf//3f6dcLtPc3Mzf/d1nAPjs\nZ/8PCoWCdevWobfqGZ0fxR1xEy6E6d/ZT1ae5fTkaRKFBAqjAoVJQSKfIJwKk61kKVG66LV6OyFD\nhkauRyfXU8lXUZZVmLVmzBozuViGJruLeqOdreu3UKerwzvjJRlMYlKYuOX6W1CX1TzxyBNs376d\nTCZDW1sb4XCYTCbD6dOn2bFjBzt27OCpp54il8shk8lYt24dWq2WsbExenp6cDgcIl14dHSU+fl5\n6uvrufLKK0mlUjzwwANs27YNvV5PS0sLXq+XaDTKyMgIn/vc/wFgYOAYU1NTfOQjHxHcjUqlIpx4\nm5qahLQ3EAiQSCTo7OwkmUwyPz/Pzp07Bb8lHo9TLpeFwZ00wtLr9cRiMVqamyGZxDsxga5YRJPL\noS+VIJcj7PVSp9eTCIWQl8tU5HJM9fUo9XrQaECnA4cDGhqWv6/oAhWLRfx+P83NzSImoLW19YJu\nTjAYRKvVClVQsVjEbre/Q3fMO4s/xc/OGmp4LWodk7cAEhdA8k6w2+0MDg6yfv160aa+7LLLeOCB\nB0SEPEB3dzcDAwM0NjbidrsFv0ShUDA6Oiq4EBLx02azodPp6O3t5dChQ1xxxRWCuBmNRhkcHOTG\nG28knU5TLpfp7OwU5l+VSkWQRaXuyMLCAtdeey33338/8/PzTE5OotcvS3Tz+Tx33HGHcHC9/fbb\n+eY3v0l7ezupVEq40abTaTo6OoQqaWpqCqvVit/vJxKJ0NDQwPz8PDKZjJaWFiqVCkqlkldffZW2\ntjZ+/OMfUywW2bBzA//3if9LsiMJV94DlgV+rjlISpGgFEhTCCy7y6Jf/joweeB3F0AJ5ECWNEC+\nDvLNVHMmyJshb4KiHko65EUV2pIcbamKplxFUymjqZTRVkpoKyVUFFFRQlVd/rNCVkQmLyKTlZDJ\niyAvUVWUKSlKlJVlSooyJWWZgrJMQVUmryqTV5XIqcvk1Dly6hIpTZFwxQtZQAMTqTFIwc99P7vg\nPrrnwXsAkJcVaA4ZMJQs6F42oy/XoSoYqaZUjOTy/GJwGovGztDANDu3XkGf8nJMJi0bN3axf//j\nXH/9Xl555QgyGaJ70dDQwMjICKVSib6+Pubm5vjgBz8o1E8TExOr/HRMJhMul4toNCqI05FIRBQl\nsDw+qa+v59SpU+zasQNZLoeuXCbu8yE7dgyDWg3xOJZwmOj589Rns2hTKYhEaAiHyXm9tKRSyKJR\nKJdpuuCMgFQeWC/ljbh8wNDaCv395Nrbadm9G0olZO3t4nikEZ+EcrmMyWQCuMCav4YaanjnUStM\n3iQks63XM4CSy+WC8yBBkkvCsiIjl8uxsLDA1VdfTSQSobm5mRMnTgj+QaFQEMRTuVwuPjybmpoI\nBAKCpyK1p+PxONPT06Kw0Gq1BAIBrr32WtFZOXHiBKlUivn5eUFoTCaTpNNp4bViMBjw+/3EYjHm\n5uYAaG1txe12c8011xCNRoVDrMViEXkzkiRar9fT0NCAQqGgWq1SLpeJRhP8v//ffs5H4izkAgx7\nhql6XibENHHFFKVgAlrh155fw/uXz1cAIGMD31pItECyEVIuSDegTtVhTytwZCo05XN0lTO0KWI4\nZUGslSDGgg+nMo61MoexFMdQiqOurvaMeadQlkFKDQkNxLUQ00Jcs/w9qoPIa77CujIhfYKwPoH7\nNVOFMZ5Z/kMJuAxeBr5zGGwZcKQV2NMKhr6txJZWYU1rsGeWvxfzOmw5HdaCBmtVjpkK4bqfEFUp\nUKpk9CSjqLVKnuT/AaDujhgOWRmLSUspn0VWLtEEVHK55VjsfB5yObTpNDclkyh+ywkCuJhA94LC\nQqFAabGA0wk9PVBXR9VsJqtWo3e5wGwGvR7UahK5HOb6+uVuSKlEIhTCpFaTDIeRZTK6UYe5AAAg\nAElEQVSoolG08Tj4/ctf4+MwNIRp5es5nSiuuQb1nj1w883LxUsNNdTwJ4laYfIm4Pf7sVgsYv4t\nGUlJM+pQKER3dzcTExMig+TkyZOC5AjtAEKx8uKLL3LNNdewsLDA1NQUXV1d9PT0kEqlaGxsZGpq\nCq/Xy+nTp3G5XLz88ss0NTWRyWRIpVJUq1URFDcwMMB3vvMdfD4fn/70p/nKV77CmTNnUKvVFAoF\nTCYTXq8Xj8fDTTfdxPe+9z0SiQTRaFQkws7MzADwwx/+kK997WuUSiX+8R//EZ1Ox5kzZ/jqV7/K\n+Pg4Dz/8MI2NjUQiEd73vit55plBxsdteDw6hs86OZ+eYyRwhLBqmq8s/BKcZ0C1bGNO829PZkkD\nkTXIYl0o4q2YS+3kp7tojiu50jREU2qBXU0KevU5Su4TaMJunOUM+kL2Da9TuSinaDKRr9OzWLaS\nkstR2u04e3pwR6Oc9/vJK5Xsvf567G1tnBofZ3R6mkSpxPU334zeauXRxx9HrtFgqa/n05/7HOl8\nnq//27/R0NhIW0cHV119NYuLiwwcPUo0EmHL5s3YrVZCwSBnR0YI+/189CMfoaO5md889hi5ZJJs\nIsFf33478lKJJx59lD6DAbNOx+4tW8jFEwy89AqZaIrNvf3YLTbmwh4GJ4ZJq4tUrCryRlgshIlr\nCsR1JeKGEiFtAa+pyDlnASj83vNSnwZXChp++33lV0PX8nfVObBnQV4FKUGngIqiTE1GrqaiUFFU\n6SkoHeQNTRRtWtR1dRS0GuLVEtoGGw09bTi6mwhTJlip4Fi3jrquLlQuF/5sFpPZTDgcFiMFj8ez\nrKp5DQ8ktbSE6bf+KgBJj4fEb1OYFQrFMtE7mxWRB5TLMDtLeXiY1LFjmBcW4PBhFI8+ivHRR+Hz\nn4feXrj1VrjzTpRWK4lEQrgXr8wMqqGGGt551DgmbwKvTViV/i7Zn0u27JVKhYmJCSF5jcVi5PN5\nOjqWC5OlJS8///nPufHGG8lkMmi1Wl588UV6enqwWCwYjUZSqRTpdBqFQiFcVyVeSjQaZffu3QCc\nOHGCwcFB9u7dy9jYGBqNhvr6etLpNH/zN38j9vXUqVP85Cc/wWq1sri4yPr16zl9+jTbtm3j1ltv\nRaFQsLCwwI9//GP+7u/+joMHD6JQKHj//8/eeUe3dZ93/4MNYhJcAPemKIpDJDUtyZJl2ZItT1mW\nR+KR0Tqp47Rx+iZt07xO0tZp2pw4q4njOk5sua7tJF7RsC1rmJZkiVokJXHvCQIECIAg9nj/gO7P\nkiM7Tk6Ttm/4PQfHhzJwcXGBe3/PfZ7v2LiRf/iHf+BTn/oz+voSTE9nsX//JFptI3aHmX5fL9Hs\n05DfmnrknAP5ex0jWVyNbr6KjFgVpWmVWF1R1il0VExOkDc/hS3kQzk6it7pRBsOf+Cxn09Lw28y\nEcnKImgyETAa8ajVXLl9O16NhkRGBpaKCh575hm0WVkkLozZ7HY7crmc5cuXMzg4SEFBAd3d3USj\nUTZv3kwwGESv17Nnzx4aGxtpbW0lFotRW1srTMbOnj2LQqGgvr5eSKOljJ/KykrOnz9Pfn6+GMeN\njIywaNEinE6nUGodPXqUr3zlK/T39wvy66OPPspnP/tZuru7hXPqK6+8IuTDSqWS8fFxamtrcblc\nwvFX2pcDBw4QCARYvXo1njkPRpuRSe8k7ogbR8DBgH2AiDrC0Mwos2EPvoQPV9iJP+770N+5LKlA\nHclBGcpBFrCRnMsl5rESceeSlLpX0iNsBC4v67VYklgsYYqKtKSnh8nJiVFWpqGkREleXgKdzo3N\nliA39/Lk1FgsJlxd4/G4UEFdbJ52udRj6bUulwu5TEaW04ls/3546y04eBD8/tST1q4lePfd+K69\nFr3V+v+1mue/+9q5gAV8FCx0TH4PvL+Wk/6+2GcEEBkqkkOp5DsiIZFIUFlZicvlElLK4uJinE4n\nGRkZxONxoTwpLy8Xs2+FQoHD4SA/P58jR44AKUVDKBRCrVbT0NBAIpHg7NmzNDY28uyzzxIMBkkk\nEmzYsAGVSkVzczNLlizBaDTS09NDIpFg165dIjgtlXYro6bmXjo6VPz93/tpbf0Wr76aTyQZhYLj\nUNgG+T+EVe+C5j3vCmVSS06smgryWZ400OxRU9nrotDtRT95nDT7qyji8d84rlG1Gm9GBm/Zmxmh\nmLrrhpjWaHDpdESsVlxqNfMXxlqSW6tCoUgt6IsWpVxw5+ZYarHgicfJVyqRX+Smm5+fz/z8PAaD\ngfn5eerq6hgaGhJhdFImUU5ODhs3bhRmaqdOnaK1tVV4zbz++usUFRWxfPlyFi9eTCQSobe3l/Hx\nccH5kclkTE1NCXl1dna2UDK1tLSwZMkSIEVsloIcL/YdicViZGdnCzVKZ2enCFJcunSpeI+RkRHM\nZjM2m42RkREaGhpobW0lHo+jTCipMlSxpmwN2dnZhMNhEokEkUiEpqYmnLNOxj3jeKIegoogx84f\n45vfSwPjFLd8bIruiW78+HGFewma2yH3N76yi75zDfpkFppoFpqoFVU4D1W4gOisjbArD8eElcEz\nBeC3Qlx/0SvlQBZyeZKCgiTl5VBaCmVlUFkJixdDZaUStVotzgcpA+nDzkmxXxekz0BqbLRkSapj\nEgzCyy/DU0/BgQOkHT5Mml4PDz4I/+f/gNR9WcACFvBHx0Jh8ntAGodIwXgXO05KkBYraTwyMDDA\n3Nwcer2eqSn7BSlnFgaDAZfLxaJFi5idnaWzs5P09HQyMzNFx2RwcJC33nqLO+64A41Gw5kzZ+jt\n7SUajYoFrr+/n9zcXPbt20d9fT1erxev10tbWxvNzc1UVFTg9Xp55ZVXiMVijI+PU1ZWxqlTp8jO\nzr7gu1FJZ2cOra0yxsau5YknsonHlaAKQGEXLNmPsmIfMms7Sfl7ipdCTQH1iRqafUaucqdhPXCO\ncp8TtbPzN4+L0YijoIBpk4msVavQNzRAeTnvjI/z8uHD3HTzzdTV1ZHjdvPjH/+YSCTCqlWrqCgv\nZ769na4zZ8jKyqKoqAiTycTx48cJh8McOXKET3/60wA8+eSTuFwuMjIy2LBhA36/n5/85CdkZmZS\nUlLC4sWLmZ2dZWRkBKvVSmdnJ1arlaGhIaqqqujs7CQnJ0cUFy6XSyQuh8NhUUTcfvvtVFRUMD8/\nz/Hjx3E4HKxatYrS0lL6+vpwu92cO3eO1atXo9VqGRkZITs7W+TkaDQaWlpaWL9+Pd3d3ZhMJuLx\nOGfPnqWgoIDXXnuNrKwsPB6PSDS+5pprsFgs9Pf3i+9227ZtQMoyfv/+/eTn51NeXk4ikaC3txe7\n3S5I04FAgJaWFhYtWoTP7UMb0VKoKiQ/L58GbQMf+5GfeDyOTqdjtmIWt9vNsmXL8Ef9HD93nO7x\nbjKKMkjqk0zPT9Mx2EG/vZ+ELoEv6cM5f56Yph2kpsNlGK0mlQWT3EZa3IpsPht5oIDQTC6zozkc\nHMnj4PkLXZhgJiTlyGRJSkqyqKmRUVuboKRklqamNMCB0ajD6/X+7iqatDS4++7UY2QEnn4afvIT\n+Jd/gR/9CP7yL+Hhh+F9RNkFLGABf3gsFCYfAclkUhilSWZdaWlpBINBMjMzLxvNPjY2RnV1tfi7\nvLycc+fOYbPZBIkVEI6ug4ODmEwmFi9ezPT0NNFoFLfbjUwmIxgMkp+fj8/nE1b2e/fupaysTATU\nSb4R9957L/39/RQUFFBWVkZra6tQW5hMJoxG4wX31kJGRhTY7ddx9KiSgYECXK4LTEtZAlneCczX\n/xvqxYdw6U4Qv8BbSMoU1JDH2mAOy3qCbDzroXRoCll8/JLPH7Za8axaRai0lF0DA6y8/34KNm0i\nlp6O3+Phe48+yr133cXixYuJRqN4nU6CF4zfJHtxnU6HXq/nE5/4BNPT02zYsIHPfvaz6HQ64vG4\n8Ix5++23eeyxxwgGU7yTL37xi9x6663ceOONwpujsrJS2MAPDQ2h1WqxWq1YrVYikQgOh4PrrruO\nnp4evF4vmzdvRqFQcOTIEc6ePctDDz3EjTfeSCKR4J/+6Z9E3s/o6CiJREJsb+PGjfh8PsrKyjh6\n9ChGo/ESl9XOzk6++tWvChfbLVu28Oijj3LTTTdRWVlJMpnk1Vdf5fjx43zjG98Q/KFvf/vbFBUV\niQTiqqoqzp49S1lZmfiNlpSUMDw8LHKEFAoFRUVF7N+/n5tuukl0Y/Lz8+nu7mbx4sWYTCbm5uYY\nHh7G7/djtVoFT2pubo5kMsnzzz+PXC7HarWSH8/n42s+LtxaB0sGee2119ixY0dKviyXcej4IYy5\nRuQmORO+CVwhFyOuEaKaKHa/nSn/FNP+acbDXaAh9bAAlVwCOQq0cSsyv5UJTy5DLhu7T9jgoA1+\nkIsmaqW6IIcr6vNYv1rL6tUpTutHMIq9FMXF8H//L3zpS/DEE/Doo/BP/wQ/+AF88Yupf19IK17A\nAv5oWChMfgveH8MuGTUpFIoPnUUbjUY8Ho94juRkGgqFRBs6Ozsbn89HJBIhPT1dOL6aTCax8KlU\nKrKyshgaGiISiaBSqYSRWGFhIQcPHgRS+TDHjx/nP//zP9FqtQSDQbF4SLP3uTloby+hp6eE8+cL\nmZl5r0DSZY9SeNMTJMvewJ1+ggBePKR8OarDGayza1l7Yoab+8KYwmPAGAAxrZb4smWEFy+Gujra\n43H2jIxw9W23AakQtoP/9m/ozGZ62tsBRA5QJBLh8OHDQspsNBoZHR0V+TAqlUpIi5VKJX19fcKC\n/cyZMySTSYxGI0ajkba2NtxuN5Aq9mw2G4FAgH379qFSqUQY4g033EBmZiZer5eXXnoJu92O1+tF\nqVQyMTEh5KT79+8XJEiFQkEoFOLAgQNEo1E0Gg0Wi4Xdu3cTCASQy+WYzWaKi4t55ZVXSCQSqFQq\nCgsL8Xg8HD9+HKVSKdRVMzMzmM1mzGYzTqeTcDgsogCkaAODwUBXV1fqGMdiZGVl4ff7mZmZES6q\nWq2WY8eOMT8/j0ajYXBwMNXpuGBABynuhV6v5+mnnxajwKamJnJzc2lra8PhcJCRkUFGRgaxWIy2\ntjaSyaRwG7bb7ezYsQO5XM7bb79NNBoVDseSsZvBYMBoNIpMJtVhFRWmChHQCNDW1kZ9fb0wfjMa\njfjmfQRkAdwRN3a/nXHvOKPuUXxxX6p4mZ/G7rczqe4iYj4jccYFwkD7hceP2w1wxIYqYiNHZ6Pc\namNphY0iixabwUZWWhb5pnyqC6tRyj/gsqfVpsY8n/40/PjH8M//DI88As89lxr5XHHFB57vC1jA\nAv7rsEB+/S2YmpoSEfMqlQqv10t6evpHcqLs6OhApVIJ2W5dXR2Dg4OXkFc7Ojqoq6ujsLCQubk5\n9uzZQ3Z2trDU9nq9xGIxOjs7KS0txWg00tvbi1arFaMipVLJ8ePHmZ+fx2q1cvXVVzM/P88LL7zA\n0qW38O67Vrq6qujstBCPXwga1IWoufoogfydONL349KOif22htRcOSDj1q4I1wwmybpgIRJKS8Ne\nUECyqYkhiwVPSQnKRYtYUldHVlYWLpeLtrY23nnnHVauXElxcTEHDhwQhNrCwkJRYDQ3NzM0NERz\nczM+n08QUicnJ6moqGBychKNRiOSecvLy+nq6iI7O5vz58+zfPlysrOzefvttykpKeHUqVNcddVV\nABw8eJAdO3Zw7NgxVqxYgcvlore3l6amJkpLS8nJycHtdtPV1cWhQ4f43Oc+R3Z2Nq2trbz00ksi\nsTctLY3jx4/z+uuvE41G2bhxI4FAgMOHD1NYWIhWq6W6uhqv18vAwACFhYWEQiGWLVvGsWPHMBqN\n9Pf3s27dOnJycmhrawNg/fr1GI1G5HI5brdb8EdWrFiB1+tl//79aDQaVq9eTWNjI+Pj4+zdu5dY\nLIZer0enS40vDAYDFosFjUYj5NoymQy/309tba1w1p2enkapVHLjjTcyMzPDL37xC0pLS9m8eTMl\nJSWMjY3x2muvYTKZuOeeezAYDHR0dPD8889z//33iyiEcDjM4cOHKSsrE4VfPB7HarVy4MABbDYb\nMzMzlJWVCbdXnU4nuFYqlUokcM/MzKDRaPD5fCKsUuoMvh/z8/OMO8bxy/yMucfwxFMEXrvfzphn\nir4pO2OzdtxhOyGF4xLS9fshQ0aWLotcYy42gy310Nsu/dtgI9eQiykiQ/bVr6Y6JwAPPZTqpuj1\nH7j9/+lYIL8u4H8D/uAdk/b2dr797W+zc+dORkdH+Zu/+RvkcjmVlZU88sgjALz44ou88MILqFQq\nPvOZz7Bhw4Y/9G59ZMRiMSYmJkQIns/nw2AwfKTCpKamhtHRUWKxGHV1dYyNjV2SLCuTyUTOjc+X\nUkgUFRVx9uxZampqCIfDxONxenp6yMnJIRQKEQqFBC+iuroatVqNTCajtraW559/nu3btzM1lcmB\nA+W88UYjTz9tu/BeSYpKx6m76V0GVY/jyDjLqXDKPE2RgCtHFdzYHef6PljsjBCTy3GVlOK7po7R\nqiq6jUYszc1svPpqhoeHab6wMA0MDKBUpsiJSqWS9PR0li1bJroFW7du5Ze//CVVVVXU1tYKm/Sj\nR4/yyU9+UoyiJNnnxo0bmZ6epqGhAb/fT0VFBW63m+npaa677jrhNCoF0m3atImdO3fy3e9+l/Hx\n1Dhpy5YtPPnkkyxatIjJyUlisZggjEqJyDabTci+NRoN0WiU6upq8dt0OBwoFAqMRiMrV64kGAwS\nj8dRq9Ui4HDz5s2i89Pb20tpaSllZWUMDQ1xyy230NXVhVarJT09XSQ6S6nThw8fJplMsnLlSsLh\nMIFAQAQw1tfXk5WVxczMDLt27UKhULBhwwbeeust9Ho9ZrOZWCyG2+1m06ZNdHd3Ew6HaWpq4vDh\nw6xfv16E35lMJh5//HFx3lksFmpqapiZmcHj8eBwOHC73YJUOjMzg9/vF9bsdrsdg8FALBYTjqh1\ndXWMj4+j0WiEA/H27dtxOp2sWLGCtLQ0nE4narUajUYj/H6kbhdAVlaWCN2TuonvNz6ToNfrqSyu\nJBKJ0FjU+IG28gCxeJxT3U72tEzz1rERzg65mUvawZB66G1TJLLsDESG6Jju+NDzV6vUYiuzYftO\nDbnnRrANfJ/cjz2DbccnyV12lShirHorKsVvvx4sYAEL+Gj4gxYmTz75JK+++qpYiL/5zW/y8MMP\ns2zZMh555BHeeustli5dys6dO3n55ZcJhULcddddrFmz5iMt/H8MzM/Pk5ubKxQVY2NjKBQKEokE\noVBIpMe+H4lEgqmpKWGH7fV68Xg8VFVV0dHRIbJtFAoFcrmckZERiouLicfjot0tGZdJNuA7duwQ\nYWq7du3iiiuuECmvfX0Renu38alPLWd01AyAXB6jckkHjTuOM5X+C874jrArnmp/ZM7Cfb1wQy9c\nMwAqjZ7pigrGryzlyOrVvG63c/vHP874+DgymYxFVitKpZLp6WkSiQQul4vMzEzKy8tJJpOcPXuW\nvLw8oTKSjNpmZ2fx+/2iaxAOhykqKuLXv/41KpWKoaEhdDodFouF4eFhVCoVK1euJBQK8eabbxKP\nx1m/fj2FhYWkpaXR2trKzMwM8/PzJJNJJicnRcqt9D0MDw/T09PD+vXrUalUpKWl8dJLL7FhwwZO\nnz4tVE+FhYUEg0E6Ozvx+XyiiJBM64LBoFigr7rqKs6cOYNarWb9+vX84z/+I2azWdjse71ehoeH\naWhooLKyUnTJ+vr6yMzMxGg0ig7a3r17Wb16NclkkpaWFgoLCykuLqa3txeTycSiRYuYn5+nqamJ\ngYEBiouLmZubY2xsjDvuuEMUSY8//jivv/46N954I16vl7GxMaLRKGq1mtHRUQARqBcKhVCpVMjl\ncqampjAYDCxdupT5+Xnq6+vFaGxubo65uTlisRjl5eUMDQ0xPj6OSqXC5XKxY8cO/H4/RUVFyGQy\n4fgruRNLKcrZ2dnMzs4yNTVFVlYWer3+khA/eE9JI6miPsw/RC6XC2flD4Lkx2PVJ3nwtlwevC0X\nj8eL31/Em28q+OUvQ7S9rMcfT5FQSioDXLd9mpWbpjDY7NgvjI+m5qawz9uZmptiam6Kk4FxYoUx\nKATwQN93Uo+LkKXLuqRQydZmk2/OJ8+UJzowNoONdG36R0pLXsAC/pTxBx3l7Nu3j0WLFvGlL32J\n559/niuvvJKWlhYA9u/fz5EjR1i7di0tLS187WtfA+Chhx7igQceoLa29gO3+8dsR0rz9HA4LIiI\nyWSSSCSCwWC4JPhrZmZGtNtjsZjoriiVSnw+Hw6HgyeeeIInnvgJAA8//EVuu+02nnzySerr6xkc\nHKS8vJyTJ0+ybNkympqaaG1t5fjx49TV1VFTU0NGRgbd3d2cP38eudwM3MnBg4WcO5eSKsvlUcpq\nTqGpe5J56xtMmCaJXmhtl7nh5h64pRsW+8yEm5fzjkxGr9VKbzzOoupq8vPz2bNnD9ddd51IIZbS\ng6+//nqGh4cxm80EAgGhHPJ4POTm5jI1NYVer+fYsWNMT0+LYEOlUklbWxvXXnster2el19+WRy7\nm2++mZmZGY4ePUptbS0rVqxgzZrULP+nP30Kp9NJWloaS5Ys4eTJk4TDYQYHB9m8eTN5eXns37+f\nqakpcnJy+PjHPw7AM888g8fjQaFQcOutt9Lf38/hw4dZuXIlw8PDlJSUCA8XiaOzZMkSDh8+zOrV\nq1EoFKjVasxmM319fVxxxRXo9XrRxeru7uatt1KW+KtXr2ZwcJDOzk7KysqwWCw0NDRw8uRJ5ubm\n8Pv9ZGZmkpGRIbo9n/zkJykqKkIul2O322lvb8fpdLJo0SI8Hg/JZBKDwcDp06dZtWoVXV1dqNVq\nYRufn58v0oh1Oh25ubnk5ORw/Phx1q9fT25uLkuWLCEWi9HX18f4+Ditra3cdNNNdHd309PTw/Ll\ny0lLS2PVqlWcOXMGj8eDRqPh5ptvAlI5TlLHSCoYAoEAGo2G7OxsTCYTsViMubk55HI5Op1O+Ob4\n/X7Bc5JGOWazWajStFot09PT5OTk0NHRIRQ1LpdLqNh+V0hdq9zcXFFARyIR0WVMJBJYLBbS0vI4\neTKT116D114DqVZatAjuvBPuvTclVZ6ZmRHKqVnPLCqTClfYxdSJA9i//TXsMQ/25Yuxr65jKujA\n7rdj99vxhDwfup9qhfqSQmVd0Tq+eMUXf6/P/PtgYZSzgP8N+IN2TK655homJibE3xfXQHq9XpiH\nXaxSkdJN/6cgLS1NpNcmk0nRMZFm4SaTiampKfx+P1lZWZcUIUajUVx0DQYD3//+93nooYd44onU\ntteuXcuTTz7JQw89hM/nY/ny5ezbt49YLEZjY6NwYz19+jShUIiJiQlGR8dwOIrZt6+WkZFVhMMq\nZLIki5cOEi99FGtjK8dj54lcKEZqHHBbF9wynUFF1TqenRnn6OZmdH/2ZzgcDhpKSnj9W9+iprqa\nzZs34/V6+fznP8/PfvYzduzYQSQSEeqON954g/Xr12M2m4lEIpw/f54lS5YQjUY5d+4cer1ekDab\nm5uRy+XIZDJOnjxJYWEhExMTQlXU2trKpz/9aWZnZ9FqtSxdupTR0VFGRkaAVGHicDiYn58Xo5Q1\na9bw3HPPUVpaSlpamkhHfu6559i+fTvnzp0DYMeOHXzlK1/hgQcewOFwYL1gmnXkyBG+8Y1vCJn3\nY489RkFBAffccw+jo6N84hOf4K//+q/5xCc+QWNjoxjdPProo6xdu5ajR4+KxUqtVosAPLPZLLpf\n1dXVzMzMsHTpUvbt24der2fjxo2Ew2EaGxv55je/SU5ODhZLyqRdLpfz1FNP8dBDD+H3+ykpKWF6\neprdu3fz9a9/nbm5OdasWcP3vvc9otEo69atQ6PRkJmZSWtrK/n5+WzdupVYLMayZct4/PHHefDB\nBzl8+DAKhYIlS5YQiUTYtm0bnZ2d2Gw28vPzqaqqIplMcvr0aUpKSqipqbmk87dixQpOnTqF1Wql\nqKgISC3+zz77LPfdd594bjAYZHZ2VjxHr9eLguz950hubi5+v5+5uTlyc3Pp7++nurpaEMSzs7Pp\n6ekRAYS/C6anp7FareJ8MxqNvPjii6xevZri4mKSySTt7e0olXPceWcmd94JgQDs2QMvvAC7dsHX\nv556bNyY5PbbVdx/vxmt9r39r8uto+6GOmi6HbZtg+8ehyOGlB/Khc86ODqI3CRnai7Vfeke7yao\nCL6nRrrQkTk9dZpoIsqx8WN8YfUXkMs+eDy1gAX8qeGPqsq5eDYsqU8kr473//v/FJjNZnp6eoQs\ntKSkRChrJiYmRE6O1KZWqVSEQiEikQjhcJi5uTmhpNFoNJd0gpqbm/nRj34kwtBUKpXoPkgz/MnJ\nSWw2G35/ApdrHW++WcHQUKqQsxV4qVj/XRK2nZzWDxGSJ+hNQJ0TtnfJuSZZzeCcltz77iPU3EzL\n7Cxnd+/GZDKhUCioq6tjeHiYWCwmFg2lUolMJmN+fh65XM6qVatIJBIcOXKEwcFBrr76ahQKBSqV\nCr/fz6lTp1i/fr0wvzp06BA+n4/KykqMRiMDAwP86le/Yu3ataJL4HQ6OX36NDabDZ1Oh0ajQafT\nCS8PCdKIRCaTUVlZycDAAIlEArlcjs/nE+TSvLw85ufnxYLm9XqxWCwMDAxQUVHB3NwcMpmMaDSK\n2Zwac6WnpxMIBLDZbILE6vP5UKvVYvwhcSUkjoRUTExMTGAwGKisrCQajZJMJkXRqlarsVqtxONx\nEomE+D4zMjJ48803qaio4OWXX6aqqgqlUklnZycFBQVitASpzoFcLmdyclJwb7RaLc3NzSLcMRKJ\nUFlZiUKhEHbqbW1t6HQ65HI5K1asQCaT4XQ68Xq9NDY2UlyckrWcP38ei8XC2FVJxRwAACAASURB\nVNgYeXl5hEIhCgoKhNoL4MyZM1gsFkKhkBhtORwObDYbvb29wmwumUz+xthVJpOJ5zudTvLz85HJ\nZJd0WPx+P9Fo9BJlm8FgIPwhrr8fBpVKJbgqkCqiJP6VNPoyGAyXPEeng+3bU4+5uVR98dOfwoED\nMg4cMPN3f5fqoHzuc2AwXDR+ycuDQ4fgM59J+Z8sWwavvAIrV6JT67Cl2yhJLwHAnn55R9pkMsls\naBatUrtQlCxgAe/DH7Uwqamp4cSJEyxfvpyWlhZWrVpFXV0djz32mFjIBwcHL0k5/e+Gw+EQLqOQ\nUumMjo4SiUQoLS1leHhYyD0lZ03pAms0GgUnQ6VSsW7dOr7+9a8DKdLvD37wA4qKinj33Xepra0V\nkfFNTU2kpaWRkZFBT888x47dzOnTzYRCehSqGCu2/DuKvG9x1jbIYXWqC1XthFsHtSxy5VGyYTu9\nt+bz45MnKS0tpdflIrp7t0hAzsjI4OWXX0apVJJIJGhsbOTMmTNUVVWh0+k4ePAgRqMRh8NBZ2fK\nJE2y0x8dHSUrK4tYLMbk5CQWi4X29nYyMzNxuVwi4v7kyZMkEgmMRiMGg4HJyUlxLJLJJKWlpTz3\n3HPce++9BAIBXnrpJRoaGoTkF1ILlZTx09fXB6QKxWg0SkFBAclkkqysLOLxOKdOneLKK68EUrb7\nRUVFhMPhCyMvORqNhrS0NHbt2kVRUZEIQZyfn+fVV19FqVTidDppaGjg+PHjTE5OAggujd1uF3JY\nn89HIBDA4XCgVquJxWIEAgHx3mazGY/Hg1qtpqamhp///OfEYjEKCgqora1FLpczPDxMMpnEYrGg\nUqk4evQoVquVRCLBwMAAFouFlpYWSkpK8Hq9zM3NsWjRIpqbm5mfn0elUiGTycSYx+12E4/HSU9P\nx+v1Mjs7SyKRQKPREIvF6O3tFYGKknNqeXk5c3NzYhyXKkxKgNRoa2JiAq/Xi8vlIplM4vF4KCkp\nwe12k0wmkcvlxONxqqurcbvdZGRkEAwGSSaTomBctGgRXV1dhEIh8b3JZDK8Xi9ms5kTJ06Igmxs\nbOz36pZAqtvS1dUlunRut5uqqipisRhjY2PI5XJisdgHGrEZjaki5N57oacHvvtdHy+/bOR735Px\n/e8n2bIlgy99Cdavv+CTotXCz34GS5emvE42bYK9e5FXVREMBklLSxMBnJeDTCYjI+1Ssm8gEBAk\neElttYAF/Cnij1qYfPnLX+arX/0q0WiU8vJytmzZgkwm45577uHuu+8mmUzy8MMP/48K0ZKKCgl6\nvZ6ZmRnq6+tFBPy5c+eYnJzk6quvxmKx0NnZKS7UF5MPc3JyxAIGKY+PsrIy7HY7TqeTSCRCWVkZ\nq1at4ujRAG+8UURrazHxuBxr8Ztcuf4btOe20pqWSskt9MInuo2sVDWhKF3FW7lOyratxpmeTloo\nRElJCbOzs0KSKc38NRoN+fn5qFQqwuEws7Oz1NbW8vbbb6NWq1EoFJSVlRGPx8UdrHTHGY1Gicfj\ngm/gdru5+uqrkclkZGZm0tHRwdDQECaTiby8PA4dOiSkzZKvRU9PDzKZjFWrVolMmg0bNnDs2LFL\n5KLt7e2UlpZy7NgxNBqN8Htpbm4W4xSpgLr99tuZmZlBJpOxbds2HnvsMQwGA1arVXhvNDU1cfz4\ncc6dO8fc3JzYH4knpFaryc7OZnJyks7OTpRKJZFIRHSUampqkMlkjI6O4vP5cLvdVFZW4vV6cTgc\nwjJepVJhMBiYnp5mcnKS1atXYzQa6erqEh2EzMxMkhdyfLxeL5FIRPw3mUxSV1fHyMgIXV1dYrTX\n1NQkvFyCwSDr1q3DZDLxzjvvoFKpyMzMFH4na9euBeDXv/41s7OzlJaWimNx6tQpMjIyiEQi2Gw2\nvF4v09PTlyyiY2NjKdLzokUiYTonJ4eZmRm0Wi25uSl/+u7ubvFbnpycFFk/EsF2ZmYGm81Gf3+/\nkB1DqsD0er04nc4L47vUGLehoeH3Ok8VCgVVVVW4XC4AUQC1t7dTUlJCLBbDbrdTXl4uQjfj8bgo\nDC/O4qmosPHDH+r527+1s3dvGv/+7wb27lWzd+97dcidd4JSKYO/+isoKoI77oAtW8jZuxdXTQ1e\nrxfgsvLnyyEUCjE3Nye6K5OTk5dEEixgAX9K+IMXJvn5+Tz//PMAlJSUsHPnzt94zu23387tt9/+\nh96V3wtyuVy0hQFhZpWTk8Pc3Bxmsxm5XC7M0qR04KGhIQoKCkQbOScnh1dffZUtW7bwL/+S2vbK\nlSvZtWsX1157LZmZmYTDYX75yzH+7u9qOXkylzTDIGs2fpzp6tfoyZznTSA9CB/vM1LpLmTTx/4W\nxR2V4u51+O/+jid/+lOx76+99hqPP/44jzzyCHl5eXg8Hr7zne+QTCbZsGEDGo0Gv9/Pzp07qa+v\n54477hCy0J/+9KfE43FmZ2eRyWQolUpycnLQ6XSMjo6i1WopKirCbrfT2dkpOiZpaWlYrVZqa2tx\nu91s3ryZn//859xzzz3YbDYUCgUWi4U9e/YIrkg8HsfhcFzSqQAEgbKmpkaoSvr7+xkfHxe5Q36/\nX8hap6enAYhGoxiNRrKzs9FqtahUKkpKSnA6nTz88MPCJO21114T/Jbp6Wmqq6t59tlnufnmm6mv\nrycejxOJRHj00Ufp6upicnKSSCRCNBpFJpOxZs0aZmdnKSwsxOl00tfXJzoz0jhszZo1eDweoV7p\n6ekhIyODjRs3IpPJePfdd+nt7eVTn/oUBoOBZDLJwMAAAwMDbNq0iUgkglKppLu7G6vVilwux+Vy\nCTfZxYsXU1tbi0wmIx6PC7fZd955B5lMRn5+Pg6HA7PZjNvtFsdidnZWOBMbjUaSyeSFVOkrxHZf\ne+01Ghsbqa+vF9/J+fPnqaysFN22jIwMpqamsFgsaLVaQqEQPp8PhUKByWQSHDKp8yVB6qosWbJE\njJhGRkbo7u6+5P1+F6jValEwQYq4fsUVVwg5dEFBAb29vVRWVooFX1KdZWRkMD8/j9lsFjLmoqJc\nHngAHngA3n0XHnsMfvUruOeeFBfl7/8ePvYxUG7bBr/4Bdx+O1x3HZm7d6daK78DPB7PJSOf3Nxc\nnE4nOTk5v9exWMAC/jdjwfn1tyAnJ4epqSlkMpnwmZBa44sXL2ZoaIhAIEAoFCIcDpOVlcW7776L\nUqlkcHCQoqIidDodY2NjDA8Pk5+fT19fP5FIhN27u5HJZCxZsoSurmy+8x0dh9+Vs7jqX1h23084\nUzxBixyUcbh+NI1rtKtYvPLj+JqNnDt3jpfOtHFjQcq07NVXX8Vms/Hkk0+yatUqgsEgR48exWQy\nsXLlSgDRMk8mk3R2dooQPGkW39raKjxJdDodaWlpVFRUEI/H6e7uFoWKFDIneVVI3RepM5KZmUlT\nUxMGg0EsChaLRVxkMzMz2bNnD263m2uvvZZoNMrx48eJRCIX0pE7CYfD/PCHPpElZDQahUuu3+8X\nXjIS56S1tZU777wTgP/4j/9AqVRSWVkp/F/GxsZIT08nLy8Po9FIMBjEaDRy9OhR8vLyaGxsZP/+\n/YyMjIjxhUqlwufzEQwGqa+vp7m5mWg0yt69e1Gr1RgMBuG30tLSQiQSobCwUOxrNBqlt7eXG264\nAaPRyMjICOPj4yxbtkyMHDIyMvD7/Rd4RH5kMhlms5nZ2VlmZmbIy8tjZmaG8fFxHA6HOBZjY2Nk\nZ2ej1+sF90VybPX5fKxcuZJ4PM6RI0fESKygoIBAICAIr/39/cJNWDo27e0dpKWlce6cR9jdXwyZ\nTMb4+DjJZFKMsDIzM8VvC1J3+16vl8nJSYqLi4WDbTKZxOl0otFoREchL++9MJ28vDyGhob+y85d\niV8Si8WE664UUClBUghJUnGPx3MJ503C6tWpx/BwyhD2qafg/vvhG9+Ar3wF7rnnFlS//GWqOLn+\neti9G34HPyaFQkEsFhPxFlJBuoAF/Cliwfn190BfXx/9/f0AghB76NAhYR9vt9uxWCzU19cjl8tR\nq9XMz8/z8ssvEwwGaWxsJBAI0NHRATRy4MA1TDnOUrz0awzUH2dWl1LUNDqU3MxSGmpux2uwEg6H\n0el0xGIxBgcHmZqaIpFICF8VKYFYulOV7rDHx8dZunSpWCDS09NRq9WUl5fT0dFBYWEhnZ2dDAwM\niM7QFVdcweLFizEajYLE2d7eTmFhIWVlZbjdbkZHRykrK+PEiRNi7HHFFVfw+uuvk5eXR1ZWFsPD\nw0SjUaampqiurkan03Hy5Emuu+464vG4+P8bN25k9+7dwg9lampKdJEWL14sJLJ9fX3cfvvtrFq1\nSnBEXnzxRf78z/+cnp4eABYtWsSLL74oyJ0zMzMiwE8aMXi9XvLy8ti9ezcNDQ1i3CDxZoqLi4XC\nSCLIulwuIpEI1dXVhEIhurq6MJvNuFwuKisrGRoaEiqdi0mvJSUl5OXl0dbWhtPppLy8HLVajVwu\nJxwOMz8/j0KhEERdl8uFXq/H5/ORmZkpLOYXL16M3+9HpVIRi8XEHXZfX5/w+GhoaODYsWOCfGs0\nGsnJyeHs2bNYLBZmZ2cpKCggLy+PRCKB1WrF6XSKcePSpUuFEqu7u/s3RittbW2cPn2a2tpaweFZ\ns2YNdXV14jnT09PE43GCwSDz8/NkZGSgUCjQ6/X09PSIAkoydKuoqABSQZRZWVmCpJpIJMjMzESl\nUtHZ2UkikSCRSFBbW3vZRTsYDOLxeJDJZGg0GmHZX1hYSDQaFa60SqWSZDIpkpbdbjdNTU1iO6dP\nn77k78thdBS+9S148kmIRFJJyN/6Ftyi+DWy7beBUglvvAHr1n2ka0oymaSrqwuVSiXUi1VVVR/p\ntb8L/ruvnQtYwEfBQkn+eyAQCLBx40ZhZtXe3o7P5+Nzn/scfn8qnfVnP/sZq1evxmazifGIpC5R\nKpXE46W89U41UflzRFd9HmeeFyeQMw+fGsnjvo0PU/6pO4gnk+zZswf/zAwPPfSQCJzbvXs3hYWF\nrFu3jkQiwZkzZ+jp6eGzn/0soVBIjFyCwSBFRUUEAgFhXOZyudi4cSMOh4Nt27bxwgsv0NnZySOP\nPEIymWTXrl0cPXqUlStXipTdaDTK/Pw8V155JXa7ndLSUlwuFwcPHuSaa67BYDAwPz8v0m0lkmpG\nRgahUIj8/HwWL15MIBDAbDYzPDzMunXruOmmm1Aqlbz00kucO3eOBx54gMLCQjQaDQ8++GDK9fNC\n672iooIzZ84QDofFYiPdvY+OjlJTUwPA4OAgTqeTm2++WSQ1P/3008RiMWpqakS3QnL0vf766/F4\nPCxdupR//dd/JTs7m4yMDKLRKCUlJcIm/6abbkKr1fLEE0+gVCrZvHkzWq2WtLQ09u7dy9jYGF/4\nwheIRqPEYjF++MMfUlpaKojNV1xxBfv378fhcIhRzPj4OHl5eVRUVKDVasnPzxe+KEuWLEGtVmOx\nWGhtbeX06dP8xV/8BXK5nNnZWZ5//nlycnJYtmyZcChubW2loaEBi8UiitKTJ0+yfv169Ho9RqOR\nV155hYyMDCoqKgiHw+Tn5wuDv46ODsG1uBzfw+l0snHjRsHJkcIjw+GwyM+JRqMolcpLwgvHx8eF\nfwqkxiwSSVQqmKWQSZVKJVxgx8fHhceLVJS3tbX9ht9JLBZjdnZWdGC8Xi89PT00NDQIE0Sp+ybF\nPSSTSUKhEJmZmUxMTIjPnZWV9YHnvlQ0FBXJ+Ld/g7/925RL/RNPpBTEa9feyE//+SWqvnwr3HIL\nHD8OFwqv33ZNsVqtYgw4NzcnjukCFvCnhoXC5CMgkUgwMzMjLmhKpVJIHUOhkJBCTkxMoFarcTgc\nQqopBdFNTk5iNpsZHPLRci6GS/5NBrecJqxKokjADRNG7ii6marr7mfM7cEpk+E/e1aE8cXjcTwe\nj+A9+P1+KisrKS0tRS6X4/V6OXHihOBeSG6yWq2Wq6++WtivO51OWlpaSCQS6HQ6VCoV586dY82a\nNUIVcs899/CZz3xGdGikO1Wz2cyZM2dYt24dDoeDsbExYrGY4Dgkk0lef/11srOzsdlsFwqwOPv2\n7WPr1q2kpaWJ9/3e976HyWTi/PnzyGQyFi9ejEajYWpqSljLSzLg/Px8YVAmBf19/vOfFxyU5cuX\n4/F4RLqw2+3GaDQK2ardbqewsJBwOMxVV11FMBhEq9Vy6NAh5HI5J06cQK/Xc/r0adRqNVqtFp1O\nh0KhEO6y9fX17Nq1i1gsRnV1NS0tLWzYsEHIrHNycsjMzBQ8DokwCykvnMzMTAYGBohGo6xdu1ao\nk5qbm2lvb2fdunViNJWVlYXT6aSkpIT09HRCoZDwUBkZGUGv1+N2u4U3iMfjEd95X18fq1atIisr\nSzi5SuMoo9GI2+1Gq9Xi9/vFCAgQUmeJBxSNRi97LiiVSvR6veiIZGRkiDyj+fl5lEol+fn5zMzM\nEAqFxHtJ36MEm81GR0fHb/BJpG6jBLPZzNTUFDqdTrz/5Rxg5+bmLlHcSOMwqWsJKaXL+Pj4Je85\nMzNDOBwmIyODtLQ0EaR5OUxPT4vCJJlMkpubS0EB/OhH8Jd/CV/+Mrz6Kiw6fAOPL3+cB058Gm64\nIUVQuegzXQ4XE18B4RxstVo/9HULWMD/j1goTN4HSa4JUF5eTigU4uzZsxQXFzM1NUUsFsNisQiW\nv1qtJi8vD4PBQE9PD1qtlmg0il6vFy3sZDKJNtPAc6eOMpz+Bo7G1Hy9wgU3zxRx9y3/F8t9V4FM\nxtjYGDMzMyxfvpxYLIZarebo0aMEg0Eh8Y3H48ITZHp6GplMJvgKZ8+epbS0lFAoxPDwMMXFxcLV\nMxQK4Xa78Xq9nDx5kuLiYlpbW7HZbLS2trJy5UpUKhUdHR3o9XoWLVok0nk3btwoAg0nJiaIx+Ni\nsZ+amhLpuTqdTvAoEomESAk+efIklZWVpKWlcerUKbG41dTUEI1GOXjwoMhi0Wq1JBIJ/H4/BQUF\ntLa2iiLDYrGQTCa5//77RRF48OBBIfMFqK6u5vTp08Ie32w2Cy+Svr4+4UDq8/nIzc3F6/USDAYF\nYdPhcFBUVCR4FJOTkxQVFbFt2zaSySRPP/00oVBI/CZMJpMg50qGfAqFAplMRlVVFUNDQ/h8PkpK\nSjCbzRQWFlJSUkIymcTlcnH48GHm5uYwmUwkk0mmpqZEIGB/fz8ajYbc3FwSiQSBQEC4EKtUKgKB\ngFAXzc7OsmfPHtRqtSj4zGYzSqWSgoICwuGwOLbp6em43W4hL5b8UqSOQzKZxG63k5ubi9vtFkTX\nqqoqent7KSsrE7+nuro6cccfDAbx+XzYbDZcLhcejwetVkthYSFDQ0Ni+x8ko5XOQamYCAaDJBKX\nhvJdTKKVoNVqhVJM2n52drYgocfjccbGxkTBJqmDotEoeXl5zM7O4vV6BbH9/fD5fMJAEBCdR6kY\nWrQoZWXS0pJS7XzmxKcIKrv5q55vk7h9B/K9e+BDFDYqlUqMvi4eRS1gAX+KWOCYXIRYLHaJZHVi\nYgKdTsfSpUvFhbKrq4ucnBx27drF8PAwNpuNu+66i/3799Pd3S3GF6WlpSypXcJbA2/x84NPcVx2\njJgiiSYGN3ZrWE0Dmat2ENDpWLJkCRaLhUAgwOTkpOiMSNwRmUyGy+XCarVisVjo7e0Vab6BQACZ\nTCba35KJldThKCkpoa2tDZfLhVarZcOGDXR3d4swO7PZTGdnJ4cOHRJ+D3K5nC996UvY7XZxbNLS\n0li6dCmJRIKhoSEhCz158iSBQACDwcDc3Jzw9cjJyRGLvFwuJzc3V3SXpHC54eFh4U+yevVq2tvb\n6ezsFLkq2dnZWCwWYXEu8SvWrl1LVVWV6Fo9++yzlJaWikUpGAxSUFAgTNz8fr8Iv+vr6xOy14KC\nAubm5igpKcFoNOJ0Ojlz5gzBYBC1Wo1arRYLrRQHICXqShLT/Px8XC4XGRkZzM3NcfToUSGF3bhx\nIyaTicnJSdRqNYlEgtLSUrRarfBrMZlMyC4UpIBI65W6Vfn5+czOzjI5OUlBQQHHjh0jGAySnp5O\nVVWVcNOVipSqqipBDk4kEsTjcaqqqjh16pSQXGdmZrJ06VIOHjzIyMgI+fn5bN68mWg0eskYw263\nEw6HRVEYiUQoKipieHiYiYkJQTCOx+OXqGGkTs770dfXJ1RtPp+P5uZmZDIZMzOpMMmsrCwxYtNq\ntaIwVygU9PX1YTKZmJubo6CgAJvNxuzsLOFwGJPJhE6nE2Z4CoVCjKjGx8dFFo/JZCIzM5OpqSkR\nvqjT6UhPT/+t1wbJQv/inBu7/fLmaYkE7NwJX/pinCdc27iZ17Df/AC2l398wQTlN5FIJDh16pTg\n/kxPT4vj81+JBY7JAv43YKEwuQhnz57FYDBQUlICpLgKZ86cYfv27eI5o6OjvPTSS1gsFjZt2sSx\nY8eEe+qGDRvIysqi5WQLr9tf56jnIOM4AaidhpvO2bAZVvDw3l8SQ8Vf/MWDNDc3s2LFCiwWi8hh\naWlpEaF34+PjvPPOO2zdupUNGzYQiURIS0vjmWeeISMjA48nlc1hNBrxer3C+jwYDPLOO+/g8/lE\nxH1HR4dwH926dSvZ2dn09fXx5ptv0tbWxrZt25DL5eIOvrq6mk2bNhGLxXjzzTcpLCwkMzNTpPy+\n8847IsVWq9USDocJhUJ0dHSwfft2MZppaWlh+/btwiXX6/Vy4MABxsbGuOuuuwiFQjz11FMAbNiw\ngRtu2ArAX/3VF8jOzuaGG24Qnin79u3D7/fz0EMPoVareffdd3nrrbeora2ltLQUgKGhIeLxOMuX\nLycej6NUKnG5XIyPj7Nlyxbh+vrKK6+Qnp7ObbfdRjQaRS6X8+ijjzIzM8Pdd9+NUqnk0KFDDA8P\n88ADD4gu1dGjRwkEAmRlZQln30QiQUdHB1u3bkUulxONRtm9ezd6vZ7GxkaMRqPwb4nH41RWViKT\nyejv7xeqmerqapLJJPv376epqYne3l5isZgYdR07dozGxkaysrLo6urC5/Ph9/tpbGwkmUwyPj6O\nQqGgsbGR3Nxc4Ubr8XjEOE4qdqVCt76+ns7OTkZHR2loaKCoKKWuCYXCDA8PCyWaXC4XI465uTly\ncnJIJBLMzs6SnZ19SSFyuUVcQiKREAVHPB4XBRe8x7eRuB4SF0iCNBoCBMlbp9MJBZXUcZI+58Xv\nCZc6T19u+x8GyWdE+g3Pzs4Kv5oPgssFj3zRz6efXstS2nl+9Xe5bu9fcsF8+BJMT09jMpmYnZ0F\n3nMm/jC+y++DhcJkAf8bsOCFfBFcLpdITZXJZBQXF5NIJIQBlJQY7HQ6WblyJS6Xi+rqalwuV4qU\n527j84ce4oHuP+NFz4vMRJ3c2wY/en4VT1f+GsX6T5N1z53ESLV0KyoqGBkZIT09XcTOq1Qq4vE4\nZrMZjUZDVlYWCoVCXLDS0tIYGRkRipRNmzaJ4mFwcJD6+noKCgooLS0lJyeH/v5+7rnnHkpKSrj+\n+usJh8PCd0UyRRsbG6OgoIA1a9awfv16tm7dyokTJ9i8eTMFBQUUFxezevVqTpw4wYYNG+jp6SGR\nSLB8+XLC4TCbNm1i7dq1XH311SSTSREod+bMGaG0kMlkGAwGsQh3d3fT2NjI0NAQExMTVFRUMDk5\neYkleTKZxGQykZWVhdlsprS0VIyYdu7cyc6dO+nr60OpVGI0GmloaKChoQGdTkdXV5folEgmZvPz\n80L1IY2E0tPT6e7uxuPxcOrUKdLT07HZbLS3t3P27FkRTjcyMsLevXt55ZVX0Ol0eL1eEokEy5Yt\no6ysjP7+fpE4HYvFiEQigh9UWVlJbm4ua9as4cyZM9TW1lJYWEhBQQF1dXWcO3eO+vp60aWpqKig\nvb2dNWvWsHHjRq666iocDgfJZBKr1Yper6e6uprJyUmqqqrEbycvL4+5uTkKCwtRqVSo1WrR4Ugm\nkxQXF5OVlYXD4cDr9dLU1IRSqaS+vp5QKHQJn0GKAnC73aKL5vf7OXnypBhRSrwWiV8CqQVfInpf\nDpJKDRBdK+l8KygoEN0TaRR2MaSiRLqXUqvVBAIB0W2UjPScTuclkl9p/y/G5bb/YdBqtWi1Wux2\nO3a7XfyePwyZmfDDnxuI/urXOJU2bn/3YT5TuZ/9+3/zuZLRYV5enlCSXW5ktYAF/CngT4Zjkkwm\nhQGXQqEgOztbSAilO/7S0lLefPNNcfc3NTXFqlWrAOjo6BD27T/72c+EjNEX9nHQf5AhzRDTrant\nVzvhz09BdtdNKB74azb8qBK9Xkf8W+9e4morzfc7OjoEkVNafGKxGC6XC4VCQW5uLlarlT179gi3\nVoAbb7xRkAJvvfVWWlpaRBEAKQ8Wo9HI5OSk4FgYjUZWr17NSy+9BKRIghe7l6rVakEwPHnyJDfe\neCOJRIK2tjbBC5Hm9FJb/s0330StVgsOQygUYsuWLUSjUdxuN21tbcLWHd7LRElPTxcBjn19fcjl\n8kt8LSSyscfjIS8vj4GBAYxGI1arlfvvvx+FQsHU1BRf/epXSU9PF3fGkpeHwWBALpeLfTKZTLS2\ntmKxWPD5fFgsFmpqahgeHmZ6ehqj0UhVVRUnT55k69atKJVKWlpahB9HYWEhCoWCtrY24W2SmZmJ\nxWLBaDQyPj6OSqUiJyeHiYkJEbw4MDCAyWSiv7+fYDBIfn6+IJdKXBZIEULj8Tjnz58XPjE2mw2P\nxyMIrlI3D1Kjx4yMDEHmlCIDJiYmhGX/+Pg4iUSCFStWiNdJfigOh0OMCqW8Hwmzs7MEAgFUKpWQ\nnQcCAcbHx7HZbGJsNj8/TzKZFLlQ8NHdTqX3lX6v0vt7PB5CoRDJZJLs7OzLSoMlWXBaWhpTU1OE\nw2Fh+w+I81qv13+kffkoMBqNlwSOAoKfJMUjXM6pdfm2QmIHX4b16/i2hii06QAAIABJREFU817q\nN3Vw14OZfOtbIO2edCyk43DxcVnAAv7UoPja1772tf/unfhd4fP5eOaZZ7jvvvs+cuDf5OSk8AiQ\ny+VCrSAZboXDYYLBID09PeIuPh6PU1dXh8lkQqlUYjabMRqNHDp0iD2n9vDz4Z/zhZYvMKIbIRyf\nZ3snfG+PjIZ9d3Ms9+ss+8FmGjbnEo/HGRoaIhQK0d3dzTvvXA1AXt6/U1ZWJizK09LSmJycxOl0\nkpWVRUNDA319faIzI12IL+6sSNbm/f39RKNR4c8huY0aDAYOHz5MUVER+/fvF2TU6upqmpqahF39\niRMnKCkpQafT8cILL1BVVUUoFEIulzM2NkZvby/Nzc2MjIyg0WiYmJgQfhUlJSXU1tYK2a5KpaK3\nt1cYg0kmc1Kh5HA4CIfD/6+9N49uszzT/y/tu7XYkmXJW+w42NkTk4UlJFBogZTpsM6UtgydlAN0\nnbbfDst0CvyghS7fTltmOi20dGZaujAFyu90YAopWcCELCTGiZcYx1ssa7X2zXolvd8/xHNXchRw\nEieR8fM5p6fEi/z4laznfp/7uq8LO3fuxMaNG6lF09HRAbfbjf/930IxeMstfbj00ksxODgIv9+P\nUCiEpUuXQqFQwO/3kw18MpmEKIpQKpWIRqNUFMjlclRXVyMcDqO/vx+LFy+mDS0QCNBYMJuoMZlM\niMVi1DJIp9N0B79u3Tpq0ej1eiqSfD4f3G43YrEYhf55vV6Mj4/TFExzczM0Gg2OHTsGrVaLcDiM\nFStWQK/XY8eOHeSB4vV6MTQ0RKJbNu2k1Wrp44FAACqVCn/6058ozbq/vx9jY2MYHh7GihUrEIlE\n4Ha74Xa7ARROFtj1mpiYoCmdZDKJFStW4NChQ9QG/NnPChv7gw8WhMLV1dUQBAHxeJxadWq1Gmaz\nGYIgYHh4mHxemFkbK5bfD41Gg4mJCRrddblc0Gg0kEqldLI1OTlJOhwG06Ew0bkgCJicnCSPEqBQ\n1AaDwfc91QAKhYDP56Ppodl8D1B4H8rn87BarTAYDOSRU66gkDbWQ6pUoOrPf0CnYRBfeP1v8Mwz\nEqxfD9TXgyaDAoEAeb+IojjrazlbTue9k8M51ywYjUlPTw8MBgM0Gg2SySSCwSBaWlpI3KdWqykr\nhpkrsTHS5cuXw2q1IpFO4Bd7f4Hvv/Z9jOQKDpWOmAyf3ZfDtkPArvgt+KHlM1h1ywhWrxbR0NAA\nj8cDmUxGo4harRZ/+7d/AwD4wx9ewODgIFasWIFEIkFTLBaLBcPDw2S33traiqamJjJcEkURhw4d\nwp49e8icSy6X484778TQ0BC8Xi8UCgXa2trg9Xpx+PBh9PT0wOl0Ugvq+PHjSKVSqK2thclkgkql\nwosvvghRFLF06VI0NDQgHA6jr68PEokEK1asoFOSYDAIiUSCRYsWob6+HnV1dTQB5PV60dXVhbVr\n15KW4NixY/jkJz+JqakpMs364x//iKGhIfT09EAikZDHiiAIuOeefwQA/Mu//AA33HADurq6qN++\nbt06dHV1wel0QqPRYHR0FI2Njdi/fz/Gx8cBFE4hgILTLUvI7evrQ3t7OxmY6fV6tLa2wmQy0Zgr\n0z8kEgly+21oaMD4+DjWr19PRmd6vR5jY2OIxWLo6Oig0wepVFoi8M1mszAajchkMshkMqivr8fY\n2BiWLl2KgYEBSKVSNDc3kyCTjTvb7XZEo1F4vV4SFet0OjidTng8HoRCIdTW1pLFfXt7O5RKJY4e\nPUo6G/ZYWq0WoVAIIyMjaGtrQyKRwOjoKK644grs3bsXx44dQ1NTE9asWYN0Oo1lywpeMFNTQQwP\nD0MqlaK6upraOswdlWmbamtrUVNTQ1Mr09PTNDI8k5knlOyUi+XbVFdXU4IxIxqNQi6Xl2zQrJBg\np3QskqCmpoY223w+f8JjnYzJyUnYbDayAQgEAmXFuzPxeDyUQSWKIhVVJ93wczngQx8Cdu3C76/8\nCW75850wGgtaFCCPiYkJ0u5MTU1Rm2su4RoTznxgwbRy3G43CclUKhV5jDATKXZX/bGPfYxaPq2t\nrXj11Vdha7Phkf//Efx64NcIpAp30FsCJnz5lTC2Dubwv+K1+GvlvdhyjxWP35zCwIAPL7/8MjZt\n2oStW7dSCuybb76JG2+8kdaUTqcpx2TTpk0Ih8P413/9VyxbtgxXXXUVWVTv2bOHihy2/mAwiNra\nWixbtgyCIGB0dBQTExO44IILyPSrrq4OAwMDuPnmm/GpT30KuVwOf/7zn7Fz50488sgjUKvVGB0d\nxRNPPIHLL78c//iP/0gW3vv374fBYMDFF18MiUSCZDKJvXv34tZbb8XKlSuRzWbxjW98g6zZW1pa\n6E5dJpOhpqbm3XTko7RRFwv5vF4vBEHAgw8+CEEQ8KMf/QhKpRIf+chH6Gv8fj927tyJm2++mU4j\nXnrpJaxevRo6nQ6CIGDdunU4fPgwBEEg91FmMc7GV/V6PaxWKw4ePIjPfOYzlIL7s5/9DG1tbfjw\nhz9MrYquri6IoljSElixYgX27duHSy+9FIIgoKurCxdddBECgQC6u7thMpmwZs0abN++HZs3b6Yi\n9LXXXoNcLsdll10GuVwOr9eL0dFRxGIxdHZ2kqPu0NAQNmzYQNMhR48exejoKBoaGlBTU4N0Oo3e\n3l6sXr0abW1tSCaTMBgM6O3txbp16yAIAlKpFDZv3ozt27fjwgsvJHMzt9uNgYEBrF27FqlUCtXV\n1ZDL5di3bx+uuuoqfOxjH0M6ncaOHTveveqFwoSdPm3YsIEmfxobG6FQKCj8TxRFes7ZKHg+n8fb\nb78Nh8NRsqmy8WNWsMTjcYTDYZhMJhKUsq8rbmNMT09Do9GU/C0zwz+r1UrPm8FgKJmYCgaDs954\nWWEPgFKbZwObQmPFz+HDh0tM5cr8oMK4zqpVuKnryzj468vwjqwDBfmLFA0NDYhEIpBKpSUW/xzO\nQmPBFCapVAo+nw86nQ7xeJw2rCNHjtCEgN1ux44dO+hNd9f4LryeeR1ffOqLyIt5mJRG3B1Zhi/8\nVz86psLYg424QvJthFbksW7dH3DXXV+AVKqFVrsWv/nNb6DT6TA4OEiTEGxK5cUXX3r3SLyK3lzH\nx8eRfjcRmBUHDocDY2NjkMvlJJLVaDQYHBzE0aNHceedd9Ib6sqVK/HMM8+QxXs2myUBYC6XA4AS\nDcYf//hHGAwGxONxCjhjmTbRaBTpdJraHACoBcBygtjni0PbWDvDbDYjGAxSQiorQtidMRun/au/\n+isEAgEoFApcffXV+M///E90dHRgaOgYFAoFfvKTQtuNtTGYcZnJZKJTEQB46qmncM0119Cb+fj4\nOP7whz8gmUyirq4OyWSSAtrcbjcJC9kIsd/vh1qtRiwWg1wup9aTKIp0KnHFFVfg8OHDtNb/+Z//\nwebNm9HQ0ABRFGk0mbVImI6puroa27dvpw2PtQXZFBAAugas8GS6CKbtUCqV0Ol0yOfzJMIECpso\nEzzX1tZicnKSdB7Fo95+vx8rVqxAPB6HKIqIx+MwGAwIh8N0QqTX66HT6dDd/TZ0Oh36+gotKJ1O\nV2KN7vF4Sv5tsViwb98+Kh6kUmlZnQULs/R6vZDL5Uin03SSyITdLE9pYmICVVVVJP4s93gOhwM+\nn48+z4qbdDpNHjuzLTDY3weDTTD5/X5qp5Q7BWHvJazFxzKk3pOGBuDJJ4GbbsLqxz6O1Xv3Aijo\ndSQSyaxGlzmcDzoLpjBhmzR7UxQEgcb/BEGguyZXwIUR6wj+e+y/MZYoTOMsNXXgK/l1+Jtvvwi9\ntxfjaMDf4js41nkdPv33b+PYsWchlUoxPDxMo6NsImbTpk2QSqXYuXMncrkc+RQwgabZbKY7Uebc\nWVVVBbvdjmAwiMbGRkxMTKCzsxMTExNkCOVwODAxMUFiyEAggGPHjsFoNNK0zIsvvoj169djdHSU\nNsPGxkbs2rULq1atgkwmQzKZRHd3N5RKJUwmE3K5HPR6PTmDMl8Ik8lEx/miKNJUUH19PS688EJM\nT0+jtbUVR44cQW9vLwwGA6qqqtDd3Q2z2UyeHxKJhIzpRkZGkMlkIJFIMDo6CofDgTfffBP19fWI\nRCJkNrZixQoqHKLRKPx+P6xWK1QqFYaHh5HL5UruqlUqFSYmJnDxxRdDJpPBYrGgv7+f7qZZiB/T\npQAFt9iqqirk83k6bQIKAtNdu3ahr68PHR0dyOVy2LVrFxQKBWKxGJxOJxKJBG3wVqsVJpOJcnXi\n8Tg2bdpEep2dO3eiubkZixcvJnFqb28vhoaGsGLFCqTTaXR1daGqqop0PkqlEsPDw9DpdOTBkUgk\nyPU1EAhAp9ORIZrL5aKCaWRkBFVVVTh06BAuueQSep2sXLkSdrsd09PTVNTU1dVR6GFraytpVIph\n485sHJeJin0+H6xWKxU/M4sCdurGXq+5XA6HDh2i4g8o+AbZbDYyg9PpdCcNspNKpWXbNKdjSsYE\n4lqtliITmIaFTcRFIhEYZ8z5SqVS1NfXU5HLAjHflxtvBLZtA37+c+D++4H/+39Pec0czgeZBaMx\nef7550knIZVKcfDgQTgcDixatAharRbbu7fjX974F7yNt5EQElBIFbiu5TosPSDFA6+NQv7WAcSh\nw6O4D7+y3oGr/mo/1qwZAyDCaDRibGwMCoUCTqcTPT09qK+vp8kdlUqFZDKJQCCApqYm1NfXI5vN\nYmxsDC0tLejt7UU0GoVKpcKaNWvIX8FsNmNqagoSiYRMs+RyOY1IHjhwAFarFTKZDOPj4xAEAdu2\nbaM78d27d5MWhGkodDodfvvb39LPS6VSWLZsGVnbs5FItuGtXbsWuVwOe/fuhUKhQCAQQGtrK6am\npiCVSrF69WosWbKEsnL6+/vhdrtLtA5utxvXXnttySbz8ssv4/e//z02bNiAaDSK0dFRbNy4kRxQ\n0+k0iSktFgvq6+sxPDwMiUSC6667DiMjI8hms6ipqcHw8DB27txJ+Sn79u1DKpXCTTfdhEWLFiGR\nSGDHjh00pcN0ASaTia6xSqVCIpFAU1MTpSvL5XLE43F0d3fTdBRz/PV6vbj99tup2GGPX6w7sFqt\niMVilIHC2jZGoxEWi4WM81juTCwWg1Qqhc1moztvm82GSCSCdDqN9evXU/AcWy9L0E2n07Db7ejr\n6yObeGZ7f+DAAWzcuJHaIv39/XA6nRgdHSXTMtYCFAQBKpWK1j1zo83n83C5XNDr9chms1Rks+kf\nNoJunmHBnkgk6MSS/a5TU1NYtWpVSRHj9XrPiw178XVlYl+W1wOUN1PL5wu6EHZSwkblZ0UiAaxd\nC0xOApEIID03zg1cY8KZDyyYE5OampqSu2qTyYTaulq8HngdPz7wY+w6vgsAYFVZ8ffL/h63WK9G\n0w+egvOF5yAV83gat+L/038b139OgZ9fOQCLpQ7T0xbI5XIkEgnYbDYIggC/34+tW7ciGo0iHA6T\nKFImk0GhUKCuro6O5202G7xeL+x2Oy666CLEYjEyNtu3bx9GR0chk8nQ2dmJnp4e1NbWUhEkCAJu\nvfVWBAIBZLNZXHHFFXj66afJsCqXy8Hn82HlypWQSCSIRqOkPZFKpbjuuusgCALy+Tz6+vrQ2NgI\nr9eLZDJJJx+soJFKpViyZAnGxsbwxS9+EQMDA9i8eTNcLhe5azIb8ebmZkSjUVxwwQVIp9PQ6XR4\n4YUXKNgN+Mvm9oMf/ADj4+OwWCyYmJjAwYMH0dnZCaBw6sGmWC677DJ4vV6sWrUKO3bsgEqlwpIl\nS6goiMVi2Lx5MyKRgtX/li1bsGfPHvKAsVgsND3R2NiIYDAIs9lMbY9Vq1bR4zAnXY1GQxNMcrmc\nxJHMtl4ikeDQoUOkdTEajZBIJNi6dSv5p+zbtw+JRILWajQacfjwYaxatYpaMxaLBb29vVizZg2s\nVityuRyOHDmC9vZ2JJNJ+Hw+VFdXY/HixfScMs2OzWYjDxoWT2CxWFBTU0PPBxNTMwO8TCYDs9kM\nhUKB9evXI5vN0u9usVjIh4T9PkDhdEMURXotsCiCYm0GE5Kz1OSZaDSaEndiuVxO7R32GNlstuz3\nngtYUQ4UNCczWzLl7t+kUikaGxtPuBazQqcDXnsNOH78nBUlHM58YcEUJgqFAj6fD1VVVRjxjuCF\nqRfwzIFn4M+868yqX447Vt4BzZgaK7veQftPb4MxNYUBXICvKB/H4jsvxQufTcBszmFkRElv7rlc\nDqOjoxgZGUFjYyMWL15MJw7RaBQ33HADFAoFdu3ahZGREYyPj6Ompga5XI6M0rZt20brfPXVV3Hg\nwAHU1NSQNfsbb7wBQRDQ0dFBUfU7d+7EpZdeWiIoveKKK/DKK6/QKQGzEmfeI+l0mnKAXC4Xampq\nMDk5SeFwLJeEZb3I5XJMT08jn8/T5vyrX/0K9fX1GBgYgEqlQkNDA7RaLfkwMOv1rq4umM1mHD9+\nHEuXLkUwGITRaIRMJoPf74fD4aCTJdaeAQp3prW1tfB6vUin0zCZTHj99ddhtVrR39+PmpoaKsaU\nSiXpI1555RXy1mDJxX/6059odJoVAkePHkVzczOduDDbe6Dgr/L2229TW47Z62s0GuzZs4cEpD09\nPeTCq1QqaSNnTqjMwVOv18PtduPAgQMwGo04fvw46urqMDExQRs/OzGRy+WUg6TT6RAIBBCNRmGx\nWBAMBmnTY+0wQRDg9XpRX19PWgij0QiNRoODBw9S0i+bsnrttdfQ0dFBnjZsHJfBijSZTFbimurx\neMigjKVEsyyXYsLhME24lXN9ZaZ+fr+fIhTa2towMTFBJxOnIlg9m7DfPxQKQaPRYGpq6j0dWE87\nAdhmK/yPw+GUsGAKE4fDgWAyiK91fQ0vjr+I6dw01FI1bl9+Oz6z6jNwyp3Y9/ybaP/Rf2Dl6J+Q\nghoPyB9G8NN349HPZaBWj787tmiDTCaDy+WCSqVCNpuFTCZDMBjEJz7xCdIBPPLII/jKV76CSCSC\nbDaLzZs3o6+vDwaDgQqTaDR6Qh9fLpfD4/GQBsRiseDgwYOkW1Gr1RgYGKCjY6bFMJlMqKurw9q1\nazE5OQm1Wo3Ozk64XC4KeQMK5lp6vR4XX3wx0uk0uagODQ1hyZIl0Gg0eOedd5BOp2E2m+FwOCCK\nIg4fPoxAIIA1a9ZArVajqakJb775JgKBAGWTKJVKBINBWK1WOJ1O8qNIpVJwOBxk3d/c3EwTLcwY\niyUhb9iwAXK5HBKJBC+99BIsFgsl3tbW1pIDKjtWN5lM+N3vfofOzk5q5bz55psYGhrChz/8YSqq\nQqEQXC4XPvShDyGRSKChoQG7du0iR1NWDDDNBZvwyWQy+Pd//3dcddVVEEURZrMZSqUS4+Pj+OhH\nP0o6E5ZvZDQaqdXGNEzLly8HUBiH7erqwurVq+m6hsNh7N+/HyaTiUZtmX/HZZddRs/bwYMHYbFY\n4Ha7qdhkhWdx6yMQCGD58uXUgkkmkxgfH8eVV14Jj8eDtrY2ZDKZEwSf5U4E2JgyMxVjo7RWq5Uc\nhBUKBbXCmCaJGbzNhIURFtPQ0IBoNEr/XSnYbLaSFllxscbhcM4uC6YwUSqVGIgO4PmR57HYshg3\n1t+IT6/9NKp1Vux4FTj46HP4VPf/gQkR7JZdjlf+5kfY9s1WjI7uxdKll0Ch+IsbrM/no36/VCrF\nnj174HQ68corryCfz0Ov16OtrQ0HDx7ELbfcAqAQ/sfC7JhXxGuvFUytWPx7JBJBPB6npNp8Pk/h\nbA6Hg8ZPgcKd89DQEB2vs2P8trY22gi9Xi85iBZP5hiNRrz11luoqqpCIBCAWq2GXC7H0qWFden1\nevzud7/DtddeSyF7mzdvxpNPPgmVSgWtVkunBX19fTS+m8/nMTQ0hFWrVtFpS01NDYLBII4fP05Z\nMy6XC6lUCqtXr0YsFoNarUZHRwf8fj/S6TQaGgqb2vbtVkobTiaTqKqqQiKRKBE4ssJi3bp1NPVz\n0UUXoa+vj5JxlUolhekxx1lmwMZ8TpilulKpJLMs5hyq1Wqh0WhoSoYVMkwUDBTE1UajEYODgyVt\nLUEQSPjKcmeMRiNGRgo+ONXV1aivr6eTg2w2S/4nxbC8H9bqYm68xU65AOgkicHC6oLBICVMswkx\nls8Si8XIJ4QddIhiYVS3WCuiUCggCAKOHz9OugrW5mEpu0wAeirOpZVq9KXRaE4YVeZwOGefBVOY\n5HI5XLfoOrxx6xtoNizDi/+TwT1fEuHaE8cjvjtwM15GXGrAC9c8iiXf+Tg+owP8/l5otdqScUU2\nYhoMBunY3mazob+/n4oVr9cLpbLQ7nnqqadIs3D55Ze/uyEVCgefz4fLLrsM0WgUO3fuhEKhwLXX\nXosnn3wSR48ehdFoRCAQQE1NDUwmE50ksCkAZurEfr/x8XG0tLRgeHiYWi+ZTAaBQKBkA7ZarfR9\ntbW1SCQSUCqVtBmHw2HY7Xa88847tDENDAxQ8REIBGAymWjMU61WUwHCLLqZOVQymUQ8HkdTUxPd\ndTqdTnR3d2PZsmUl3h0sFZnBQtnYXbsgCNBoNIhEInQXH4vFsGHDBrz44ov46Ec/CgB44YUXsH79\neiQSCSgUCigUCrK1DwaDSCQSdLrhdDqpjaTRaNDW1obdu3fjmmuuAVA4qWhvbyd3V1EUkUwmsXjx\nYiSTSRorZmOqTN/DJp7Y8xSLxWA2m7FkyRL09/fj8ssvBwC88cYbaGxspHRiuVyOJUuWoK+vD9Fo\nFFVVVchms1RQMQfj6elpcrVNpVKQSCQkRGWvGfYaA0BTX0qlEv39/bjwwguRzWbpdGfmSC4rjnw+\nH51yBINBGmlnWpBIJELuuMV/a2diDJbL5RCJRMgjh8PhLCwWTGGiUqmwZ88kHn10NV5/XYVMRopb\n8TT+jM+iClF41lwB/PQxpIeHEY15EI0V/DDa29tJBAkUpgtCoRDMZjOWLVsGj8cDl8uFzs5O9Pf3\nkxhyxYoVMJvNuPjii6FQKDA2NoapqamSu312l7lkyZISb4jOzk46GbHZbNBoNHA4HFAoFJDJZBAE\nAb29haKJtTR8Ph+6u7shlUqxfPlyTE9P44033kBHRwc0Gg1yuRzUajUZQDEBpUwmg06nw5EjR8hF\n1ufzoaGhgWyxgYJfhdlsxssvv4zW1lYcOnSIfDmYEydQOG2pra3F/v37IQgCbDZbyXQDw2w207QJ\n29g3bdqEiYkJ+hp28sIem504ZTIZKqJUKhVlxfz+978HAHR0dKCtrQ2Dg4MwGo103VesWEGBfVKp\nlBx+iw2+QqEQ1q5dS9eypqYGDocDqVSKCpMLLrgAdrud3HkBYOnSpRgaGoLVakVVVRW5o+p0OhIe\nu91umEwmLF26FD09PQBAm7xWqy1xN12+fDn6+/sxOjoKAFizZg28Xi8cDgdt/MePH0cmk6HCIZPJ\nIBKJ0GQVUCjuUqkUnY4EAgE6RVGpVCUnM4XrXNA8+P1+mEwmmEwmeiy2xmKBKhNUu1wuSsQ9bc3F\nu7+D3++nseVy0zAcDueDzYIpTARBQDTagFdfVeOSpVP4YfZudA7+N0S9Hvjhz2H/9KfxelcXPvrR\nj9LJREdHB3p7e+H3+5HJZCCVSmE2m2G1WpFKpTA2NoZ0Ok396Ouvvx5A4Zj9hRdeQGtrK6LRKIXn\nTUxMYM2aNbSmjo4OJBIJTE5O0lG/yWSicU+5XI5sNgu9Xk8nCaxNoFQqyYuDnUwwU7ZQKIR8Po+m\npiaEQqESM7LJyUmk02moVCrIZDJkMhkKhzty5AidMCxevJi0DEChxeHz+XD11VejuroamUwGu3bt\ngl6vJ++VWCwGo9GIvr4+tLS0QK/Xk3FcIpEg3YnL5cL69evJ7p61lwwGAzo6OmitrCUxc2MqTiBO\np9MACgZzrEABCi031tICQL4i7e3t7/k6USqVkMlkpMth1uZs/JkRDAZRU1ODlpYW5HI5uN1upNNp\nKjatViuZ4hX/TuzaMF2IIAhk7z6T4u8DCoWsy+Wi1wUTE7MiTavVIpfLnRA2F41GsXTpUip2e3p6\nTtBMMFMxht1uh8fjgVqtptfY9PQ09Ho9gsEgFZuBQAB2ux0SiQSJRAImk6msIdpsmZqaIl8T1jqa\nnp4+o2KHw+HMLxZMYRIKhXD55WqkXuqC4jN/B5nLBVx0EY498ACSdXVoftc/IxQKkfNmPB4nMytR\nFMl8S6vVYtGiRYjH49BqtRgdHYVer8cf//hHaq80Nzejpqam5A11fHwc3d3dALYAKFhYNzQ0oLGx\nkTYKl8sFi8VC0epAod0yNjYGj8dDTpRWqxX5fJ4yVyQSCaxWK2pra+n7BEGATqejML9UKkXZKcx5\nNJ/PUxgg22yYuNNut5OGYXh4GGazGQ0NDdT6aWtrIyfWXC5Hd8zM5TQcDqOhoYHygAKBAAlX5XI5\nxQGcCszYrfiUwO/3UwAagJKEZQabeClHMBhEJpOBwWAg8TIrFmcm+jIymQxdL5lMBpVKBaVSie7u\nbgiCAKVSSWGLxVgsFkxNTdHYdjweh9PppNh7ZudfrhWiVquh1WqpraNQKHD48GGsXbuWgu3KOY9a\nrVaMj4+TS6nJZKKTMDbGLYriuyLUQhHIdEBKpZKudSKRoK9nr0Wr1UpGeHK5HLFYrGwK72yZ+Xsz\n12QOh7NwWDCFSSaTgW7vXiivvRaiVArv5z6H8U98AstWrYJWq0VPTw8dW7M77aGhIdoI2CTCsWPH\nkEgkEIlEcMEFF+Cdd96Bz+eDXC5HZ2cnnRiwFgTTWjC30/7+flrTyMgIbDZbyd2rUqlEMplEbW0t\n5ZLEYjEEAgGsXr2a3E6BgmNlcWBcZ2cnTXhks1mkUimsXbuWWiXM12N8fBwNDQ3kJcFGYxcvXgwA\nlD6rUqnoGN9sNqOmpoZShuPxOLxeL1pbW2EwGGhsNpvNwufzYfEXttMMAAAeZklEQVTixVCpVJSW\nyozDzhTmjVJ8vTKZDPm3ACDTK6a1YBNQ5aY+3G43zGYzjeUKggBBENDU1ASgUNDOFJQCJ06x5HI5\nBAIB1NbWoqmpCW63G9FolESxUqmUxk+NRiOmp6dpmiqdTpOuJ5vNYmJiouxavV4vDAYDzGYzQqEQ\ngsEgZSixEdxy0yMsrXjlypVIJpPo7e2lwDxmBsdOvBgsqLClpYU+xtxl7XZ7iWB1cnKSxojZv0+3\nMGHTUex5i0QiJSd+55NUKkVeOXq9nutfOJyzxHkpTG644Qb6o66vr8ddd92Fe++9F1KpFG1tbXjg\ngQfm/Gfa7XYkkknkt26F8KUvIeh0wiSXIxKJIBqN0mREe3s7BgcHAQDLli3D/v37sWHDBtKGsDvD\n+vp6CuBjrRW5XI5oNIolS5aQDTwLR7Pb7ZSy+8lPFjQCY2MfwqFDh7B06VLaUDKZDGQyGfX+tVot\nBQ4yIWp7eztee+010pKIogi1Wk2tBDYZwSLY2TE/I5fL0cai0WjQ29tbktHBLN7VajW1Jpj2wuPx\nYOfOnZBKpdi6dSt6enpKNg42zst8PPx+/ym/gb+XF7FarYbf7y8ZYQ2FQli2bBltjEzQypxYJRJJ\n2bRb5gLMnluLxYLBwUE0NDTQdIzdbi+bUms2m9Hb2wuNRkNFHwukY7qPbDYLp9NJGhmWuRIKhagd\nxdoV7PHlcjklHhcXYGy97HlkGh2FQkEFnyiKFEBZjFQqhcPhoGuxaNEiciFmjI+Pv2uy53vXx0ZL\nHjDsNXAy/Qg7sWPIZLJTmsopxmAw0JQZgIrwNQH+ot9hz5Pf76esHw6HM7ec88KEBXP913/9F33s\n7rvvxle+8hVceOGFeOCBB7B9+3ZceeWVc/6zFStXIvub3yCXzULm82FqagptbW0AQDkser2+RKvA\nPDqYQyWz3S7WHHR3d5M+ZHp6GlqtFqlUCn6/H1u2bIFUKsXY2Bimp6cxNjZGb2bRaBTNzc3weDx0\nZG0ymUruXNkamLcFa7+wNkLxRhEOh0vSTWOxWNkNzmQyYXR0FLlcDkqlEg0NDdBoNCWCUqfTiWQy\nSWthQXKtra0lP6OmpgYulwsymYxaQiw/xOv1oq6ujnQgs8Hr9VLbzGq1ntAKkclk1D5joXasncCm\nU1QqFY36zvzdZyKKIukY2Kbvcrlgt9uh1WrhcrkglUppGkcmk9H4MtPMMKv+fD5PJmNsLHdmpksy\nmSzxYYnFYggGgyVfM9uUCLVaTaPACoUCoVCobAEGlN7hBwKBE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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -846,9 +1162,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.6.5" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } From fd11558ee2fe1322eb99324261e0c4b8f9c5ab12 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Tue, 26 Feb 2019 14:32:10 +0100 Subject: [PATCH 06/17] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index a1c83b3..06b390e 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,8 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

+For Bayesian data analysis, take a look at this notebook. + **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser.

@@ -35,8 +37,6 @@ Since Python is my language of choice for data analysis, I decided to try and do It was a good way to learn more about Machine Learning in Python by creating these notebooks. I created some of the figures/tables of the chapters and worked through some LAB sections. At certain points I realize that it may look like I tried too hard to make the output identical to the tables and R-plots in the book. But I did this to explore some details of the libraries mentioned above (mostly matplotlib and seaborn). Note that this repository is not a standalone tutorial and that you probably should have a copy of the book to follow along. Suggestions for improvement and help with unsolved issues are welcome! See Hastie et al. (2009) for an advanced treatment of these topics.

-For Bayesian data analysis, take a look at this notebook. - #### References: James, G., Witten, D., Hastie, T., Tibshirani, R. (2013). An Introduction to Statistical Learning with Applications in R, Springer Science+Business Media, New York. http://www-bcf.usc.edu/~gareth/ISL/index.html From 5df6566aedd6d6afe63c5c3cd3f767edda1be4f2 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Tue, 5 Mar 2019 11:54:15 +0100 Subject: [PATCH 07/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 06b390e..48a66fa 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

-For Bayesian data analysis, take a look at this notebook. +For **Bayesian data analysis**, take a look at this notebook. **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. From d6ef9867fdc457f21c9a22a133e7f9b9d94421d3 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Tue, 5 Mar 2019 11:54:53 +0100 Subject: [PATCH 08/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 48a66fa..bebb1e6 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

-For **Bayesian data analysis**, take a look at this notebook. +For **Bayesian data analysis**, take a look at this repository. **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. 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z`jda#b`2;IEWq3Tb4_0sGUFS!XlBzUw9CB#XZ`JrNU5K!G|~Dy`NP|BN|R*JBR#%k ze{H;M_t9xk>$(FN_8)qJkB(>#$E*Iw=@~{9(ZxN}@0slW^D+n!mxQhZLz3_plGBOR zrAOlw`v1zGCziDnuTRjLTS&C#|9I7^WfO8}DX3d^GeDopNq}bmdS+906#x!p*)1@Y zYoLJ$n{j2UAM$$z{ca%SA5kor{W4bTKPe?CS%J2U3UDDK?{@lF z9p)cU9v~(OTTR+`!*ycr>ZvEzBK43w3Mhx1=Z&<)QU0rz zs!6nppv5UVAf+qvEEA~+Lvv`w2p%t*PhrwQy1p@DjpH+M jk8`Ds&5M?-?du?*I=T#CtO4lrF0-#5jT Date: Sat, 23 Mar 2019 16:09:58 +0100 Subject: [PATCH 10/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index bebb1e6..d76bdd0 100644 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ Minor updates to the repository due to changes/deprecations in several packages. Chapter 6: I included Ridge/Lasso regression code using the new python-glmnet library. This is a python wrapper for the Fortran library used in the *R* package *glmnet*.

-

+

Chapter 3 - Linear Regression
Chapter 4 - Classification
Chapter 5 - Resampling Methods
From 87ae8f9cf2983b7644238cc38d124c402077dab9 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Thu, 7 May 2020 17:05:41 +0200 Subject: [PATCH 11/17] Update README.md The online course based on the book has been moved to EDX. Link now points to https://www.edx.org/school/stanfordonline --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index d76bdd0..38325aa 100644 --- a/README.md +++ b/README.md @@ -21,7 +21,7 @@ Chapter 6: I included Ridge/Lasso regression code using the new Chapter 9 - Support Vector Machines
Chapter 10 - Unsupervised Learning

Extra: Misclassification rate simulation - SVM and Logistic Regression

-This great book gives a thorough introduction to the field of Statistical/Machine Learning. The book is available for download (see link below), but I think this is one of those books that is definitely worth buying. The book contains sections with applications in R based on public datasets available for download or which are part of the R-package ISLR. Furthermore, there is a Stanford University online course based on this book and taught by the authors (See course catalogue for current schedule).

+This great book gives a thorough introduction to the field of Statistical/Machine Learning. The book is available for download (see link below), but I think this is one of those books that is definitely worth buying. The book contains sections with applications in R based on public datasets available for download or which are part of the R-package ISLR. Furthermore, there is a Stanford University online course based on this book and taught by the authors (See course catalogue for current schedule).

Since Python is my language of choice for data analysis, I decided to try and do some of the calculations and plots in Jupyter Notebooks using: - pandas From b305604a3aa922e6eb19f64ad10ecb9f02de31ab Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Fri, 13 Aug 2021 11:12:10 +0200 Subject: [PATCH 12/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 38325aa..14041d6 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

-For **Bayesian data analysis**, take a look at this repository. +For **Bayesian data analysis** using PyMC3, take a look at this repository. **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. From 7593e75c094ffd8eeeac520af5bd00fbdab6632a Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Fri, 13 Aug 2021 11:13:24 +0200 Subject: [PATCH 13/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 14041d6..9e32ae9 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

-For **Bayesian data analysis** using PyMC3, take a look at this repository. + For **Bayesian data analysis** using PyMC3, take a look at this repository. **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. From 30512624a3ed7c70419f7709043206b4f0cea6ee Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Fri, 13 Aug 2021 11:18:41 +0200 Subject: [PATCH 14/17] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 9e32ae9..ba3bc36 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # ISLR-python This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

- For **Bayesian data analysis** using PyMC3, take a look at this repository. + For **Bayesian data analysis** using PyMC3, take a look at this repository. **2018-01-15**:
Minor updates to the repository due to changes/deprecations in several packages. The notebooks have been tested with these package versions. Thanks @lincolnfrias and @telescopeuser. From 3512cb6c90015468203926d805c79d247d377fb2 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Mon, 30 Aug 2021 15:12:37 +0200 Subject: [PATCH 15/17] Update README.md Link to book website has been updated due to publishing of Second Edition. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index ba3bc36..866a543 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@ # ISLR-python -This repository contains Python code for a selection of tables, figures and LAB sections from the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

+This repository contains Python code for a selection of tables, figures and LAB sections from the first edition of the book 'An Introduction to Statistical Learning with Applications in R' by James, Witten, Hastie, Tibshirani (2013).

For **Bayesian data analysis** using PyMC3, take a look at this repository. @@ -39,7 +39,7 @@ See Hastie et al. (2009) for an advanced treatment of these topics.

#### References: James, G., Witten, D., Hastie, T., Tibshirani, R. (2013). An Introduction to Statistical Learning with Applications in R, Springer Science+Business Media, New York. -http://www-bcf.usc.edu/~gareth/ISL/index.html +https://www.statlearning.com/ Hastie, T., Tibshirani, R., Friedman, J. (2009). Elements of Statistical Learning, Second Edition, Springer Science+Business Media, New York. http://statweb.stanford.edu/~tibs/ElemStatLearn/ From 9463d8c784b5cc9a271375e901524d4f1cf7378d Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Mon, 30 Aug 2021 15:17:29 +0200 Subject: [PATCH 16/17] Add files via upload Update link to data files. https://www.statlearning.com/resources-first-edition --- Notebooks/Chapter 3.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/Notebooks/Chapter 3.ipynb b/Notebooks/Chapter 3.ipynb index bb44cff..e00f674 100644 --- a/Notebooks/Chapter 3.ipynb +++ b/Notebooks/Chapter 3.ipynb @@ -45,7 +45,7 @@ "metadata": {}, "source": [ "### Load Datasets\n", - "Datasets available on http://www-bcf.usc.edu/~gareth/ISL/data.html" + "Datasets available on https://www.statlearning.com/resources-first-edition" ] }, { @@ -1652,7 +1652,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1666,7 +1666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.8.11" } }, "nbformat": 4, From 4100e941914519eea18385daadc9b3dab99ca8e2 Mon Sep 17 00:00:00 2001 From: Jordi Warmenhoven Date: Thu, 30 Jun 2022 15:56:42 +0200 Subject: [PATCH 17/17] Update README.md --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index 866a543..4e88d20 100644 --- a/README.md +++ b/README.md @@ -41,5 +41,8 @@ See Hastie et al. (2009) for an advanced treatment of these topics.

James, G., Witten, D., Hastie, T., Tibshirani, R. (2013). An Introduction to Statistical Learning with Applications in R, Springer Science+Business Media, New York. https://www.statlearning.com/ +James, G., Witten, D., Hastie, T., Tibshirani, R. (2021). An Introduction to Statistical Learning with Applications in R, Second Edition, Springer Science+Business Media, New York. +https://www.statlearning.com/ + Hastie, T., Tibshirani, R., Friedman, J. (2009). Elements of Statistical Learning, Second Edition, Springer Science+Business Media, New York. http://statweb.stanford.edu/~tibs/ElemStatLearn/