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@dfrankow
Last active December 31, 2020 09:04
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notebook with "Case study: explaining credit modeling predictions with SHAP"
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pathlib\n",
"\n",
"import category_encoders\n",
"import lightgbm as lgb\n",
"import lime\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pandas.api.types\n",
"import seaborn as sns\n",
"import shap\n",
"import sklearn.base\n",
"import sklearn.dummy\n",
"import sklearn.impute\n",
"import sklearn.linear_model\n",
"import sklearn.model_selection\n",
"import sklearn.pipeline\n",
"import yaml\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# make figures larger\n",
"plt.rc('figure', dpi=120)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Prep\n",
"We import the data, create a validation set, split off the target variable we care about, and remove columns we can't easily use in our model.\n",
"\n",
"Since we will be working on the earlier side of the data science lifecycle, we won't even import the test set."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_dir = pathlib.Path('../data/p2p_loans_470k/')\n",
"\n",
"feature_schema_yaml = data_dir / 'feature_schema.yaml'\n",
"label_schema_yaml = data_dir / 'label_schema.yaml'\n",
"\n",
"train_feature_csv = data_dir / 'train' / 'train_features.csv.zip'\n",
"train_label_csv = data_dir / 'train' / 'train_labels.csv.zip'\n",
"# test_feature_csv = data_dir / 'test' / 'test_features.csv.zip'\n",
"# test_label_csv = data_dir / 'test' / 'test_labels.csv.zip'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6.23 s, sys: 1.36 s, total: 7.59 s\n",
"Wall time: 7.71 s\n"
]
}
],
"source": [
"%%time\n",
"# load the schemas\n",
"with feature_schema_yaml.open() as yaml_file:\n",
" feature_schema = yaml.load(yaml_file)\n",
"with label_schema_yaml.open() as yaml_file:\n",
" label_schema = yaml.load(yaml_file)\n",
"\n",
"# use the shemas to intelligently import the data\n",
"train_features = pd.read_csv(train_feature_csv, **feature_schema)\n",
"train_labels = pd.read_csv(train_label_csv, **label_schema)\n",
"# test_features = pd.read_csv(test_feature_csv, **feature_schema)\n",
"# test_labels = pd.read_csv(test_label_csv, **label_schema)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Validation set\n",
"Since the data may have some time-series effects, we'll elect to split off a validation set from the end of the data rather than performing cross-validation. We will likely not get to actually using the test set in this example, since here we are only showing the beginnings of an iterative process of model development."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2015-03 0.048176\n",
"2015-02 0.093814\n",
"2015-01 0.161122\n",
"2014-12 0.180701\n",
"2014-11 0.227906\n",
"Freq: M, Name: issue_d, dtype: float64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's snag the last couple months, ~15% of the training set\n",
"train_labels['issue_d'].dt.to_period('M').value_counts(normalize=True).sort_index(ascending=False).cumsum().head(5)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"is_validation = train_labels['issue_d'] >= '2015-01'\n",
"validation_features = train_features.loc[is_validation, :]\n",
"train_features = train_features.loc[~is_validation, :]\n",
"validation_labels = train_labels.loc[is_validation, :]\n",
"train_labels = train_labels.loc[~is_validation, :]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Target variables\n",
"Our target value is the probability of a charge-off (failure to fully pay back a loan)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"train_target = train_labels['loan_status'].eq('Charged Off')\n",
"val_target = validation_labels['loan_status'].eq('Charged Off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Unusable columns\n",
"Some of the features in the dataset will be hard to feed into a model. For now let's just drop theese features."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dropping: ['emp_title', 'desc', 'title', 'earliest_cr_line']\n"
]
}
],
"source": [
"# drop labels that aren't useful out-of-the-box\n",
"# i.e. those that are strings or dates\n",
"drop_features = train_features.select_dtypes(['datetime', 'O']).columns.tolist()\n",
"print('Dropping: ', drop_features)\n",
"train_features.drop(columns=drop_features, inplace=True)\n",
"validation_features.drop(columns=drop_features, inplace=True)\n",
"# test_features.drop(columns=drop_features, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"mths_since_last_record 0.849745\n",
"mths_since_last_major_derog 0.753606\n",
"mths_since_recent_revol_delinq 0.661755\n",
"mths_since_last_delinq 0.521999\n",
"mths_since_recent_inq 0.104007\n",
"dtype: float64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# identify fields that are almost always missing so we can drop them\n",
"most_missing_cols = train_features.isna().mean().sort_values(ascending=False)\n",
"most_missing_cols.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dropping: ['mths_since_last_record', 'mths_since_last_major_derog', 'mths_since_recent_revol_delinq', 'mths_since_last_delinq']\n"
]
}
],
"source": [
"drop_features = most_missing_cols.index.tolist()[:4]\n",
"print('Dropping: ', drop_features)\n",
"train_features.drop(columns=drop_features, inplace=True)\n",
"validation_features.drop(columns=drop_features, inplace=True)\n",
"# test_features.drop(columns=drop_features, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Modeling\n",
"We now get to the fun part, training and evaluating models! "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((294520, 53), (56568, 53))"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_features.shape, validation_features.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"False 0.867554\n",
"True 0.132446\n",
"Name: loan_status, dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_target.value_counts(normalize=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False 0.851665\n",
"True 0.148335\n",
"Name: loan_status, dtype: float64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val_target.value_counts(normalize=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fdfaa28fb00>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"validation_features['open_acc'].plot.hist(bins=range(40))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"cat_trim = {'home_ownership': 0.005, 'addr_state': 0.005}"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def confusion_matrix(true, pred, threshold=0.5):\n",
" # compute confusion matrix\n",
" confusion_matrix = pd.DataFrame(\n",
" sklearn.metrics.confusion_matrix(true, pred > threshold),\n",
" index=['Fully Paid', 'Charged Off'],\n",
" columns=['Fully Paid', 'Charged Off'],\n",
" )\n",
" # normalize\n",
" confusion_matrix = confusion_matrix.div(confusion_matrix.sum(axis=1), axis=0)\n",
"\n",
" # plot\n",
" sns.heatmap(confusion_matrix, annot=True, vmin=0, vmax=1)\n",
" plt.xlabel('Predicted Label')\n",
" plt.ylabel('True Label')\n",
" plt.yticks(rotation=0)\n",
" plt.show()\n",
" \n",
"def roc_curve_graph(true, pred, name):\n",
" \"\"\"Compute ROC curve and ROC area for each class.\n",
" \n",
" Based on https://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html\n",
" but without the multi-class stuff.\n",
" \"\"\"\n",
" fpr, tpr, _ = sklearn.metrics.roc_curve(true, pred)\n",
" roc_auc = sklearn.metrics.auc(fpr, tpr)\n",
"\n",
" plt.figure(figsize=(4, 4))\n",
" lw = 2\n",
" plt.plot(fpr, tpr, color='darkorange',\n",
" lw=lw, label='ROC curve (area = %0.2f)' % roc_auc)\n",
" plt.plot([0, 1], [0, 1], color='navy', lw=lw, linestyle='--')\n",
" plt.xlim([0.0, 1.0])\n",
" plt.ylim([0.0, 1.05])\n",
" plt.xlabel('False Positive Rate')\n",
" plt.ylabel('True Positive Rate')\n",
" plt.title('Receiver operating characteristic (ROC) curve for \"%s\"' % name)\n",
" plt.legend(loc=\"lower right\")\n",
" plt.show()\n",
"\n",
"def evaluate(true, pred, name, confusion_thresh=0.15):\n",
" # print performance metrics\n",
" log_loss = sklearn.metrics.log_loss(true, pred)\n",
" auc = sklearn.metrics.roc_auc_score(true, pred)\n",
" print(f'Log-loss: {log_loss: .4f} | AUC: {auc: .4f}')\n",
" roc_curve_graph(true, pred, name)\n",
" # conf_matrices(confusion_thresh, true, pred)\n",
"\n",
"def conf_matrices(confusion_thresh, true, pred):\n",
" # iterate over confusion matrix thresholds and plot confusion matrices\n",
" try:\n",
" confusion_thresh = iter(confusion_thresh)\n",
" except TypeError:\n",
" confusion_thresh = iter([confusion_thresh])\n",
" for thresh in confusion_thresh:\n",
" print(f'Confusion matrix at threshold = {thresh}:')\n",
" confusion_matrix(true, pred, thresh)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"class DatasetPreprocessor:\n",
" \"\"\"Handles NaNs, the encoding of categorical variables, and the rescaling of all variables.\"\"\"\n",
" def __init__(self, nan_strategy='impute', scaling=True):\n",
" self._raise_on_invalid_nan_strategy(nan_strategy)\n",
" self.nan_strategy = nan_strategy\n",
" self.scaling = scaling\n",
" self.imputer = None\n",
" self.categorical_encoder = None\n",
" self.scaler = None\n",
" \n",
" def fit(self, features_df):\n",
" # fit categorical encoding\n",
" self.categorical_encoder = category_encoders.OneHotEncoder(\n",
" cols=features_df.select_dtypes('category').columns.tolist(),\n",
" handle_unknown='ignore', use_cat_names=True)\n",
" self.categorical_encoder.fit(features_df)\n",
" df = self.categorical_encoder.transform(features_df)\n",
" \n",
" # if imputing, fit imputer\n",
" if self.nan_strategy == 'impute':\n",
" self.imputer = sklearn.impute.SimpleImputer()\n",
" self.imputer.fit(df)\n",
" df[:] = self.imputer.transform(df)\n",
" \n",
" # fit standard scaler\n",
" if self.scaling:\n",
" self.scaler = sklearn.preprocessing.StandardScaler()\n",
" self.scaler.fit(df)\n",
" \n",
" def transform(self, features_df):\n",
" # transform to categorical encoding\n",
" df = self.categorical_encoder.transform(features_df)\n",
" \n",
" # run imputation if applicable\n",
" if self.nan_strategy == 'impute':\n",
" df[:] = self.imputer.transform(df)\n",
" \n",
" # scale if applicable\n",
" if self.scaling:\n",
" df[:] = self.scaler.transform(df)\n",
" \n",
" # run sentinel NaN filling if applicable\n",
" if self.nan_strategy == 'sentinel':\n",
" df.fillna(-999, inplace=True)\n",
"\n",
" return df\n",
" \n",
" @staticmethod\n",
" def _raise_on_invalid_nan_strategy(strategy):\n",
" supported = ('impute', 'sentinel')\n",
" if strategy not in supported:\n",
" raise ValueError(f'NaN strategy must be one of '\n",
" f'{supported}, but instead you '\n",
" f'passed \"{stragegy}\"')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 22.6 s, sys: 13.9 s, total: 36.5 s\n",
"Wall time: 36.6 s\n"
]
}
],
"source": [
"%%time\n",
"# NOTE: we use imputed features for LGB, too, to do a closer comparison,\n",
"# but we do note that mean imputation of NaNs is often not the ideal method \n",
"# of NaN-handling for GBM models\n",
"\n",
"# lgb_preprocessor = DatasetPreprocessor('sentinel', scaling=False)\n",
"# lgb_preprocessor.fit(train_features)\n",
"# lgb_train_features = lgb_preprocessor.transform(train_features)\n",
"# lgb_val_features = lgb_preprocessor.transform(validation_features)\n",
"\n",
"logreg_preprocessor = DatasetPreprocessor('impute')\n",
"logreg_preprocessor.fit(train_features)\n",
"logreg_train_features = logreg_preprocessor.transform(train_features)\n",
"logreg_val_features = logreg_preprocessor.transform(validation_features)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>id</th>\n",
" <th>36805548</th>\n",
" <th>37662224</th>\n",
" <th>37822187</th>\n",
" <th>37701596</th>\n",
" <th>37800722</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>emp_length_8 years</th>\n",
" <td>4.405386</td>\n",
" <td>-0.226995</td>\n",
" <td>-0.226995</td>\n",
" <td>4.405386</td>\n",
" <td>-0.226995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_&lt; 1 year</th>\n",
" <td>-0.288313</td>\n",
" <td>3.468448</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.288313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_10+ years</th>\n",
" <td>-0.673451</td>\n",
" <td>-0.673451</td>\n",
" <td>1.484888</td>\n",
" <td>-0.673451</td>\n",
" <td>1.484888</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_2 years</th>\n",
" <td>-0.313534</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.313534</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_9 years</th>\n",
" <td>-0.198511</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.198511</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_7 years</th>\n",
" <td>-0.245712</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.245712</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_1 year</th>\n",
" <td>-0.262603</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.262603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_3 years</th>\n",
" <td>-0.292896</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.292896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_5 years</th>\n",
" <td>-0.264173</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.264173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_4 years</th>\n",
" <td>-0.249742</td>\n",
" <td>-0.249742</td>\n",
" <td>-0.249742</td>\n",
" <td>-0.249742</td>\n",
" <td>-0.249742</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_nan</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emp_length_6 years</th>\n",
" <td>-0.244279</td>\n",
" <td>-0.244279</td>\n",
" <td>-0.244279</td>\n",
" <td>-0.244279</td>\n",
" <td>-0.244279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_MORTGAGE</th>\n",
" <td>1.044803</td>\n",
" <td>-0.957118</td>\n",
" <td>-0.957118</td>\n",
" <td>-0.957118</td>\n",
" <td>-0.957118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_RENT</th>\n",
" <td>-0.863561</td>\n",
" <td>1.157995</td>\n",
" <td>1.157995</td>\n",
" <td>1.157995</td>\n",
" <td>1.157995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_OWN</th>\n",
" <td>-0.322986</td>\n",
" <td>-0.322986</td>\n",
" <td>-0.322986</td>\n",
" <td>-0.322986</td>\n",
" <td>-0.322986</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_ANY</th>\n",
" <td>-0.001843</td>\n",
" <td>-0.001843</td>\n",
" <td>-0.001843</td>\n",
" <td>-0.001843</td>\n",
" <td>-0.001843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_NONE</th>\n",
" <td>-0.010902</td>\n",
" <td>-0.010902</td>\n",
" <td>-0.010902</td>\n",
" <td>-0.010902</td>\n",
" <td>-0.010902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>home_ownership_OTHER</th>\n",
" <td>-0.011655</td>\n",
" <td>-0.011655</td>\n",
" <td>-0.011655</td>\n",
" <td>-0.011655</td>\n",
" <td>-0.011655</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_credit_card</th>\n",
" <td>1.745086</td>\n",
" <td>-0.573038</td>\n",
" <td>-0.573038</td>\n",
" <td>-0.573038</td>\n",
" <td>-0.573038</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_debt_consolidation</th>\n",
" <td>-1.173097</td>\n",
" <td>0.852444</td>\n",
" <td>0.852444</td>\n",
" <td>0.852444</td>\n",
" <td>-1.173097</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_house</th>\n",
" <td>-0.063988</td>\n",
" <td>-0.063988</td>\n",
" <td>-0.063988</td>\n",
" <td>-0.063988</td>\n",
" <td>15.627827</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_home_improvement</th>\n",
" <td>-0.237398</td>\n",
" <td>-0.237398</td>\n",
" <td>-0.237398</td>\n",
" <td>-0.237398</td>\n",
" <td>-0.237398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_medical</th>\n",
" <td>-0.102362</td>\n",
" <td>-0.102362</td>\n",
" <td>-0.102362</td>\n",
" <td>-0.102362</td>\n",
" <td>-0.102362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_other</th>\n",
" <td>-0.228381</td>\n",
" <td>-0.228381</td>\n",
" <td>-0.228381</td>\n",
" <td>-0.228381</td>\n",
" <td>-0.228381</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_moving</th>\n",
" <td>-0.081976</td>\n",
" <td>-0.081976</td>\n",
" <td>-0.081976</td>\n",
" <td>-0.081976</td>\n",
" <td>-0.081976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_car</th>\n",
" <td>-0.098972</td>\n",
" <td>-0.098972</td>\n",
" <td>-0.098972</td>\n",
" <td>-0.098972</td>\n",
" <td>-0.098972</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_major_purchase</th>\n",
" <td>-0.137795</td>\n",
" <td>-0.137795</td>\n",
" <td>-0.137795</td>\n",
" <td>-0.137795</td>\n",
" <td>-0.137795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_vacation</th>\n",
" <td>-0.079050</td>\n",
" <td>-0.079050</td>\n",
" <td>-0.079050</td>\n",
" <td>-0.079050</td>\n",
" <td>-0.079050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_small_business</th>\n",
" <td>-0.106434</td>\n",
" <td>-0.106434</td>\n",
" <td>-0.106434</td>\n",
" <td>-0.106434</td>\n",
" <td>-0.106434</td>\n",
" </tr>\n",
" <tr>\n",
" <th>purpose_renewable_energy</th>\n",
" <td>-0.025474</td>\n",
" <td>-0.025474</td>\n",
" <td>-0.025474</td>\n",
" <td>-0.025474</td>\n",
" <td>-0.025474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chargeoff_within_12_mths</th>\n",
" <td>-0.080226</td>\n",
" <td>-0.080226</td>\n",
" <td>-0.080226</td>\n",
" <td>-0.080226</td>\n",
" <td>-0.080226</td>\n",
" </tr>\n",
" <tr>\n",
" <th>delinq_amnt</th>\n",
" <td>-0.016851</td>\n",
" <td>-0.016851</td>\n",
" <td>-0.016851</td>\n",
" <td>-0.016851</td>\n",
" <td>-0.016851</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mo_sin_old_rev_tl_op</th>\n",
" <td>1.220857</td>\n",
" <td>-0.347398</td>\n",
" <td>0.944756</td>\n",
" <td>-0.612455</td>\n",
" <td>-0.634543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mo_sin_rcnt_rev_tl_op</th>\n",
" <td>-0.783156</td>\n",
" <td>-0.337771</td>\n",
" <td>0.616627</td>\n",
" <td>1.698279</td>\n",
" <td>-0.719530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mo_sin_rcnt_tl</th>\n",
" <td>-0.816960</td>\n",
" <td>-0.048831</td>\n",
" <td>-0.597494</td>\n",
" <td>2.475020</td>\n",
" <td>-0.707227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mort_acc</th>\n",
" <td>-0.324188</td>\n",
" <td>-0.795081</td>\n",
" <td>-0.795081</td>\n",
" <td>-0.795081</td>\n",
" <td>-0.795081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mths_since_recent_bc</th>\n",
" <td>-0.662117</td>\n",
" <td>-0.256721</td>\n",
" <td>-0.020240</td>\n",
" <td>0.587853</td>\n",
" <td>-0.628334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mths_since_recent_inq</th>\n",
" <td>-1.071782</td>\n",
" <td>-0.714278</td>\n",
" <td>1.788247</td>\n",
" <td>-0.714278</td>\n",
" <td>-1.071782</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_accts_ever_120_pd</th>\n",
" <td>3.091137</td>\n",
" <td>-0.385844</td>\n",
" <td>-0.385844</td>\n",
" <td>-0.385844</td>\n",
" <td>-0.385844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_actv_bc_tl</th>\n",
" <td>1.139724</td>\n",
" <td>-1.285848</td>\n",
" <td>0.169495</td>\n",
" <td>0.169495</td>\n",
" <td>-0.315619</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_actv_rev_tl</th>\n",
" <td>1.143250</td>\n",
" <td>-0.556062</td>\n",
" <td>0.463525</td>\n",
" <td>-0.216199</td>\n",
" <td>0.803388</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_bc_sats</th>\n",
" <td>0.920959</td>\n",
" <td>-1.375822</td>\n",
" <td>0.155365</td>\n",
" <td>-0.227431</td>\n",
" <td>-0.610228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_bc_tl</th>\n",
" <td>1.966283</td>\n",
" <td>-0.975280</td>\n",
" <td>1.546060</td>\n",
" <td>-0.555056</td>\n",
" <td>-0.555056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_il_tl</th>\n",
" <td>-0.865934</td>\n",
" <td>0.599875</td>\n",
" <td>1.332780</td>\n",
" <td>-0.865934</td>\n",
" <td>-0.279610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_op_rev_tl</th>\n",
" <td>1.470079</td>\n",
" <td>-1.009376</td>\n",
" <td>-0.017594</td>\n",
" <td>-0.761431</td>\n",
" <td>0.230352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_rev_accts</th>\n",
" <td>2.228413</td>\n",
" <td>-0.902969</td>\n",
" <td>1.445567</td>\n",
" <td>-0.902969</td>\n",
" <td>-0.250598</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_rev_tl_bal_gt_0</th>\n",
" <td>1.153740</td>\n",
" <td>-0.552437</td>\n",
" <td>0.471269</td>\n",
" <td>-0.211202</td>\n",
" <td>0.812505</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_sats</th>\n",
" <td>1.182472</td>\n",
" <td>-0.029563</td>\n",
" <td>0.172443</td>\n",
" <td>-1.241598</td>\n",
" <td>-0.029563</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_tl_120dpd_2m</th>\n",
" <td>-0.027476</td>\n",
" <td>-0.027476</td>\n",
" <td>-0.027476</td>\n",
" <td>-0.027476</td>\n",
" <td>-0.027476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_tl_30dpd</th>\n",
" <td>-0.049701</td>\n",
" <td>-0.049701</td>\n",
" <td>-0.049701</td>\n",
" <td>-0.049701</td>\n",
" <td>-0.049701</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_tl_90g_dpd_24m</th>\n",
" <td>-0.186376</td>\n",
" <td>-0.186376</td>\n",
" <td>-0.186376</td>\n",
" <td>-0.186376</td>\n",
" <td>-0.186376</td>\n",
" </tr>\n",
" <tr>\n",
" <th>num_tl_op_past_12m</th>\n",
" <td>1.352723</td>\n",
" <td>0.058781</td>\n",
" <td>0.705752</td>\n",
" <td>-1.235161</td>\n",
" <td>1.352723</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pct_tl_nvr_dlq</th>\n",
" <td>-1.373682</td>\n",
" <td>0.672352</td>\n",
" <td>0.672352</td>\n",
" <td>0.672352</td>\n",
" <td>-0.614077</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pub_rec_bankruptcies</th>\n",
" <td>-0.345582</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.345582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tax_liens</th>\n",
" <td>-0.105764</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.105764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tot_hi_cred_lim</th>\n",
" <td>0.141251</td>\n",
" <td>-0.442841</td>\n",
" <td>-0.622390</td>\n",
" <td>-0.792607</td>\n",
" <td>-0.679833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>total_bal_ex_mort</th>\n",
" <td>-0.656922</td>\n",
" <td>0.496213</td>\n",
" <td>-0.107481</td>\n",
" <td>-0.453987</td>\n",
" <td>-0.604373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>total_bc_limit</th>\n",
" <td>-0.319154</td>\n",
" <td>-0.733751</td>\n",
" <td>0.095442</td>\n",
" <td>0.100560</td>\n",
" <td>-0.703040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>total_il_high_credit_limit</th>\n",
" <td>-0.636080</td>\n",
" <td>0.747612</td>\n",
" <td>-0.279957</td>\n",
" <td>-0.933395</td>\n",
" <td>-0.218184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fico_range_midpoint</th>\n",
" <td>0.534484</td>\n",
" <td>-0.298693</td>\n",
" <td>-0.465328</td>\n",
" <td>-0.631964</td>\n",
" <td>-0.465328</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>130 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
"id 36805548 37662224 37822187 37701596 37800722\n",
"emp_length_8 years 4.405386 -0.226995 -0.226995 4.405386 -0.226995\n",
"emp_length_< 1 year -0.288313 3.468448 -0.288313 -0.288313 -0.288313\n",
"emp_length_10+ years -0.673451 -0.673451 1.484888 -0.673451 1.484888\n",
"emp_length_2 years -0.313534 -0.313534 -0.313534 -0.313534 -0.313534\n",
"emp_length_9 years -0.198511 -0.198511 -0.198511 -0.198511 -0.198511\n",
"emp_length_7 years -0.245712 -0.245712 -0.245712 -0.245712 -0.245712\n",
"emp_length_1 year -0.262603 -0.262603 -0.262603 -0.262603 -0.262603\n",
"emp_length_3 years -0.292896 -0.292896 -0.292896 -0.292896 -0.292896\n",
"emp_length_5 years -0.264173 -0.264173 -0.264173 -0.264173 -0.264173\n",
"emp_length_4 years -0.249742 -0.249742 -0.249742 -0.249742 -0.249742\n",
"emp_length_nan 0.000000 0.000000 0.000000 0.000000 0.000000\n",
"emp_length_6 years -0.244279 -0.244279 -0.244279 -0.244279 -0.244279\n",
"home_ownership_MORTGAGE 1.044803 -0.957118 -0.957118 -0.957118 -0.957118\n",
"home_ownership_RENT -0.863561 1.157995 1.157995 1.157995 1.157995\n",
"home_ownership_OWN -0.322986 -0.322986 -0.322986 -0.322986 -0.322986\n",
"home_ownership_ANY -0.001843 -0.001843 -0.001843 -0.001843 -0.001843\n",
"home_ownership_NONE -0.010902 -0.010902 -0.010902 -0.010902 -0.010902\n",
"home_ownership_OTHER -0.011655 -0.011655 -0.011655 -0.011655 -0.011655\n",
"purpose_credit_card 1.745086 -0.573038 -0.573038 -0.573038 -0.573038\n",
"purpose_debt_consolidation -1.173097 0.852444 0.852444 0.852444 -1.173097\n",
"purpose_house -0.063988 -0.063988 -0.063988 -0.063988 15.627827\n",
"purpose_home_improvement -0.237398 -0.237398 -0.237398 -0.237398 -0.237398\n",
"purpose_medical -0.102362 -0.102362 -0.102362 -0.102362 -0.102362\n",
"purpose_other -0.228381 -0.228381 -0.228381 -0.228381 -0.228381\n",
"purpose_moving -0.081976 -0.081976 -0.081976 -0.081976 -0.081976\n",
"purpose_car -0.098972 -0.098972 -0.098972 -0.098972 -0.098972\n",
"purpose_major_purchase -0.137795 -0.137795 -0.137795 -0.137795 -0.137795\n",
"purpose_vacation -0.079050 -0.079050 -0.079050 -0.079050 -0.079050\n",
"purpose_small_business -0.106434 -0.106434 -0.106434 -0.106434 -0.106434\n",
"purpose_renewable_energy -0.025474 -0.025474 -0.025474 -0.025474 -0.025474\n",
"... ... ... ... ... ...\n",
"chargeoff_within_12_mths -0.080226 -0.080226 -0.080226 -0.080226 -0.080226\n",
"delinq_amnt -0.016851 -0.016851 -0.016851 -0.016851 -0.016851\n",
"mo_sin_old_rev_tl_op 1.220857 -0.347398 0.944756 -0.612455 -0.634543\n",
"mo_sin_rcnt_rev_tl_op -0.783156 -0.337771 0.616627 1.698279 -0.719530\n",
"mo_sin_rcnt_tl -0.816960 -0.048831 -0.597494 2.475020 -0.707227\n",
"mort_acc -0.324188 -0.795081 -0.795081 -0.795081 -0.795081\n",
"mths_since_recent_bc -0.662117 -0.256721 -0.020240 0.587853 -0.628334\n",
"mths_since_recent_inq -1.071782 -0.714278 1.788247 -0.714278 -1.071782\n",
"num_accts_ever_120_pd 3.091137 -0.385844 -0.385844 -0.385844 -0.385844\n",
"num_actv_bc_tl 1.139724 -1.285848 0.169495 0.169495 -0.315619\n",
"num_actv_rev_tl 1.143250 -0.556062 0.463525 -0.216199 0.803388\n",
"num_bc_sats 0.920959 -1.375822 0.155365 -0.227431 -0.610228\n",
"num_bc_tl 1.966283 -0.975280 1.546060 -0.555056 -0.555056\n",
"num_il_tl -0.865934 0.599875 1.332780 -0.865934 -0.279610\n",
"num_op_rev_tl 1.470079 -1.009376 -0.017594 -0.761431 0.230352\n",
"num_rev_accts 2.228413 -0.902969 1.445567 -0.902969 -0.250598\n",
"num_rev_tl_bal_gt_0 1.153740 -0.552437 0.471269 -0.211202 0.812505\n",
"num_sats 1.182472 -0.029563 0.172443 -1.241598 -0.029563\n",
"num_tl_120dpd_2m -0.027476 -0.027476 -0.027476 -0.027476 -0.027476\n",
"num_tl_30dpd -0.049701 -0.049701 -0.049701 -0.049701 -0.049701\n",
"num_tl_90g_dpd_24m -0.186376 -0.186376 -0.186376 -0.186376 -0.186376\n",
"num_tl_op_past_12m 1.352723 0.058781 0.705752 -1.235161 1.352723\n",
"pct_tl_nvr_dlq -1.373682 0.672352 0.672352 0.672352 -0.614077\n",
"pub_rec_bankruptcies -0.345582 -0.345582 -0.345582 -0.345582 -0.345582\n",
"tax_liens -0.105764 -0.105764 -0.105764 -0.105764 -0.105764\n",
"tot_hi_cred_lim 0.141251 -0.442841 -0.622390 -0.792607 -0.679833\n",
"total_bal_ex_mort -0.656922 0.496213 -0.107481 -0.453987 -0.604373\n",
"total_bc_limit -0.319154 -0.733751 0.095442 0.100560 -0.703040\n",
"total_il_high_credit_limit -0.636080 0.747612 -0.279957 -0.933395 -0.218184\n",
"fico_range_midpoint 0.534484 -0.298693 -0.465328 -0.631964 -0.465328\n",
"\n",
"[130 rows x 5 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"logreg_train_features.head().T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### LightGBM modeling"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2.2.3'"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lgb.__version__"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# lgb_train_data = lgb.Dataset(lgb_train_features, label=train_target)\n",
"lgb_train_data = lgb.Dataset(logreg_train_features, label=train_target)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(6, 1)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# NOTE: we see that our category trimming was effective\n",
"train_features['home_ownership'].unique().shape[0], len([x for x in train_features.columns if 'home_ownership' in x])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 27.8 s, sys: 590 ms, total: 28.4 s\n",
"Wall time: 8.49 s\n"
]
}
],
"source": [
"%%time\n",
"# bst = lgb.train({}, lgb_train_data, 100)\n",
"bst = lgb.train({}, lgb_train_data)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(294520, 130)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"logreg_train_features.shape"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(56568, 130)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# lgb_val_features.shape\n",
"logreg_val_features.shape"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# pred_bst = pd.Series(bst.predict(lgb_val_features), index=lgb_val_features.index)\n",
"pred_bst = pd.Series(bst.predict(logreg_val_features), index=logreg_val_features.index)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Log-loss: 0.3936 | AUC: 0.6831\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"evaluate(val_target, pred_bst, 'lightGBM', [.1, .2, .25])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fdfae4ec668>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({'lightGBM': pred_bst}).plot.hist(figsize=(4,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Logistic regression"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.20.3'"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sklearn.__version__"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"logreg = sklearn.linear_model.LogisticRegression(solver='lbfgs',\n",
" random_state=0,\n",
" max_iter=500)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 24.4 s, sys: 7.28 s, total: 31.7 s\n",
"Wall time: 8.14 s\n"
]
},
{
"data": {
"text/plain": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=500, multi_class='warn',\n",
" n_jobs=None, penalty='l2', random_state=0, solver='lbfgs',\n",
" tol=0.0001, verbose=0, warm_start=False)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"logreg.fit(logreg_train_features, train_target)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"pred_lr = pd.Series(logreg.predict_proba(logreg_val_features)[:, 1],\n",
" index=logreg_val_features.index)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Log-loss: 0.3957 | AUC: 0.6769\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"evaluate(val_target, pred_lr, \"logistic\", [.1, .15, .2, .25])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fdfae2dba58>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({'logistic': pred_lr}).plot.hist(figsize=(4,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DummyClassifer (full)\n",
"Just predict a constant."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"dummy = sklearn.dummy.DummyClassifier()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"DummyClassifier(constant=None, random_state=None, strategy='stratified')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy.fit(logreg_train_features, train_target)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Log-loss: 8.3631 | AUC: 0.4993\n"
]
},
{
"data": {
"image/png": 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zQTr+THhA3Dzz+xkTKcjvNde/G+fchmD7G4y/bqVrMGiVmQ3H19Im2pHnVmGtky3Be/xJTbzBzrlBwV2mu+OvFb4aeMPMusUl1ZH9wZ65WH7kIBO7b1kSNyw/IicDW7IdyyvM7Ss72W0/4/D7pv5mdkuQSPTEb6+POufSYsYtzGNOdgqy38/rMSYvVrigmimemV2Nv855Lb558W/8zU0Ofz3gISTeXyXaH4LfJ8Y+lzanfXeiz12Q9Zjobum0XAyrlGRZBVZoNywEtQ0fmlkv4AfgpeCC59hnca3HN7fUy+VsI19kbmplIiuwj3NuQi7nn5Bz7gszmwP0MbM6+Gts+uGvA4s/g4ost7aLudEil8vJ6xltZFm74ZtJ4jWOGy/WrsQ9z87MKuB3QLFxR6Y9xDmX9KwqiWSf57/4nfjxzrnpcTHcgk/ewhD53LsmGZ6sPJG8bKv50QefuL3knBsYOyC4kSa7E6Jk38v/4b//fznnRsbNsx/RE5aIwvyMBfm95ul345z7B7jAzAx/4fsJwBX4u+FS8Bc451dhrZPIheT1sx0rECRpi4BrzKwJ/kLwK/FNqRGRGuUjzKyOS3xBe8RJwfvnMWUz8DfanEj+11F9/IFsTU4jkvd16Uh+DEt0AI6dLvGAaMvLhfgauA9IfuJeaMecHOR7v5+PY0xeJEvcKuJPlpYBhzvnlsYNb5toujyKfNZk++jdspkm0TDI/vhZ4hR691jBAf85/Nnaf+IGfwXUDZrQciPydOlueRi3fS7nnZOX8GcGZ+EfZNkAeDXBWXphLzc7PwbvneIHBEnmofiq7N8STBvf1AI+5oox84Wi+TwtgTXxiVs2cYGv/amQZFhhiXzudvEDgpqNY/Mwr2/wNYkdglrowtYyeH87wbBk67Cw5xnZNroG6ycn6ZB5kpBsXsXxuwH8gcw594tz7gn8gRl8LUBEpLkmL9tdXvZR2YmcKLXKx7TX4S9ov8PMakUKnXPz8Xf7VSGblgEz2xWfrIB/FE3EW/ikq62ZnZRlwp3nkaUWJfgd7A78nMskIq/rci3+TsH45VbA7wvza2TwPsDMGgTx/Oyci7/bvbi24YLs98PQAJ88f5EgcatJtBk435xzGwluEjSzFglG6ZSgLHN/HySY8Y4P3hM9SaHEKaq+TYfgN6brg8cnRAwL3p8LzhZ3YmY1giaOiIn4Cxh7BzUB8ePHnqG9g3/MwxVm1j1RUGbWNnh0QG68jD8Ynx+8IPHDM5/EN10NM7Ms10eZWeXgcRSF4ZVgWVeZWcu4YXfjn7nzSpLrOW6P/S7MrCpwb/Bv7PWJI/BnwHea2VHxMzGzFMt7X7ALgHpmdnDcvC4g2owVbzX++sf4a7AK0+f4beZ4M4s/YFxM7q93wzm3Ev8IgcbAQ/HJjZnVtJguhPJhQfDeKW6+zYH7C3meXYkezDM5577H3yl+KP46OeKmqx9sVxGrg/dEzXaF/XtNyMxaW+KuoyJn7LEtA9nFm0xe9lHZ+QyfPB6T04jxnH8M0XP4Wq7r4gZfg/+MN5nZZUniexf/SIYRzrnMmrfgAHl18O/rwXaRRbDP/jLBoKPwifC0XH6UvK7Lb4A9zaxLXPl/8Xdo5kuwDubga7svwzd9jUwwarFswxRsvx+GFfht7oggWQMyL/14jJ174iiIEfgc5v7Y/W3wOJCr40cOauCn4i8J2anPWDM7Gv/syLX4pvMSr0ie8+b889L+h99x3AjcEpR/FDwT5V5gjplNwt8aXhP/Y+uIr6o/ORh/e3BjwxTgVfPPuvkKf13I/vjq/IrBuDvM7DT8rcDvBRebz8RvRE3xF5Q3xx9cc+xWyTm3yMymBctIA2Y5535MMN7vZvZv/DO9fjGzD/CP5aiEPwi0x1+blJ8z6vhlLTDfUfFTwA9B9f5K/Hpri39AYZaDauC3IL7Y57y1wD8vbFTMMlabWV+CroDM7CN8VX1G8Hna4g8SOV2bE+tRfJI2I4h5Pf4i1nb4s/u+CaaJPL/nAzP7FF+z8JNzbmIelput4KaEC/FNIxPMLPKct4PxNTPv48+6c3tx/pVAa/xFup3MbDL+7uS98Z+/Nzs/PywvIs/b+z8zOwh/Frkn/nqc98hbwhExHH9n65vBZ18cxH8y/rmAZyWYpj/+M9xjZqcHfxv+4uwu+O18QTDuR/jrgcYGv/UtwELn3KjC/r1m4yTgkWD+v+MPLHvgt/8M/MPBI/4I1sHZZrYdf5lB5E6zhYlmnpd9VHacc+uD31onM6vrnMvpxoV49+B7R/iPmT0RuanKOTfLzHrif2fDzewKfDK1EV/z2gP/HLXR+EQlPq7RwQnUk/jf4kx8Ah/pHqst/vqlRD3VRJKqRDW7WeRjXT6E/129Y2av42sJj8X/3qaTuPYlt17GJ0a34/f/ryaIt1i24QLu94tdsF99HP+ct1lm9g7+ZsTj8ScJ04jWchXEw/ia89Px62Uy/rq2s/CPW+qdYJpL8SftDwZJ/3dEn/OWgb+EZGMhxFb08nubKiR+zlvM8F3x14ptJubJ8sGwdviDwxKiTzieiX9S8pEJ5rUn/kDzVzD+avxDFm9LMG4j/FOnI09/34Q/i3oLf+CpGDPuILJ5FEQwvgteCZ+/FDPuQfizs9geBGbjH055Qty407Nbd7lY913wO7i1wbLm4h/CmaWHCqK3jMf3sDCf4CL3JMvYC7/DjjzlfAN+JzEKOCVu3JHE3ZafYH498TvijfiavSn4O6QGEvf4hWD8Gvjnpf2D33nG3/ad5TEB2X2fJHn6fjDsaPwZ2cbgFelhIfJ4gEPz8N3UwN/a/3Ow/W3E35X7KDGPcshunZHkkRX4ncxofIKxBZ9U34g/oOVpfcSMcyz+Roi1Qawz8DvEhDEE09TH1/b9EWwb6/C/36FA9ZjxKuCTivn4E4ZEMRbm7zXLd4w/6D+C30mvxG/7C4L5H5tgHm3wSed6/M48c3lk38NCrvdR2XwXkUdPXJZgWOSzZ/k+YsZ5OBjn4STf2aBgPawP1sM/+Ae+Ztt7Qsy2dz++SWld8H2uxB+IrwVqxY2fgr8mb2ZuP39+1iX+AP1dsB2uxtd+NyOHHhZyGUN6MP7EHMbN9Tacw3ymk/0xNc/7/byu+zx8RwvI/lFOFfHX1P6K31ctwx878vXdJPs8RHt4WEy0h4XryL6Hhd3xx5aFwfa1Cv8A40S9ugwk+W++E8n3kbne1vL7smBBUkaZ2XT8wwUtp3FlZ2b2OT6xq+3y9vgPkTwLrtWahT+gHOZK8c7Z/I1rE/DPl3wl7HhEypqiuuZNpFQws+rBRb/x5QPxtVJTlLhJcXD+sRTX45shTws5nHwzM8PfbfgdvqZYRApZUfVtKlJa7An8aGZT8c0QFfEPaWyHbx6KvwBcpMg45yaZ2TXk7ZrSkmY3fK3b+NJceyhSkqnZtIxTs2n2gjtwH8Rf/Lsb/trAZfjr3oa6xE/vFhERCY2SNxEREZFSRNe8iYiIiJQiSt5EREREShElbyIiIiKliO42LYeCbpo64h+iuT3kcEREJP8q4x+i/IlzrlR0qi4Fp+StfOqI75dPRETKhj74R7RIOaDkrXxaBDB+/Hhatozv51hEREqLuXPncsopp0CwX5fyQclb+bQdoGXLlhx44IFhxyIiIgWnS2DKEd2wICIiIlKKKHkTERERKUWUvImIiIiUIkreREREREoRJW8iIiIipYiSNxEREZFSRMmbiIiISCmi5E1ERESkFFHyJiIiIlKKKHkrBma2i5k9YGZTzGylmTkzG5SH6RuZ2UgzW2VmqWb2pZmdWIQhi4iISAml5K141AcuBqoA4/MyoZlVAT4CTgSuwXc+vBz4wMw6FnKcIiIiUsKpb9PisRCo65xzZtYAuDAP014AtAaOdc59CWBm04CfgAeAows7WBERESm5VPNWDFwgn5OfCvwRSdyC+aUBrwBHmdnuhRGjiIiUMs7Bj8PDjkJCoOSt5GsN/JygPFJ2YDHGIiIiJUD6jh3MeelK+EnJW3mkZtOSrz6wJkH5mpjhSZlZI6BhXHGLQohLRERCsH3LFs7vehuTv9uFF86oD6wOOyQpZkreSofsmlxzao69HLizEGMREZGQbF63jr7HD+aDmXUAuPitXsDIUGOS4qfkreRbTeLatXrBe6JauVjDgTfjyloA7xQwLhERKUZrly6lZ6f7+eLPuplllmIhRiRh0TVvJd8s4KAE5ZGy2dlN7Jxb4Zz7JfYFzCvsIEVEpOgsnTePjkc9uFPi1rzhRkaN7BFiVBIWJW8l3ziglZllPhLEzCoC/YGvnXNLQotMRESK3PyffqZd26eZ9U/tzLKD9ljHjC8uo2mrViFGJmFR8lZMzKybmfUFegVFB5hZ3+BVPRjnBTNLM7NmMZO+CPwCvGlm55jZScAbwH7ATcX5GUREpHjN+vQL2nV8hfkrd8ksa7vPWj75+gYat9S9Z+WVrnkrPk8DsUnZGcELYG9gAVAheGVexOCc2xZ0hfUA8ARQHZgJdHPOfVL0YYuISBi+nDiZ7mdNZ92WGpllXQ9Zy9vT76RGnbrZTCllnZK3YuKc2ysX4wwEBiYoXw4MKPSgRESkRJoy6i1OvfBHUrdXzSw7q/16Xv7gHipXrx5iZFISqNlURESkJJkzji3TB7EtLVq/ckn3TYz+6H4lbgIoeRMRESk5Zo+AiX3pc8AvvHCGf6LTrf138PTE+6lQqVLIwUlJoWZTERGRkuD7YTD9/zL/HdDmJw7qfhaHn6/nrMvOlLyJiIiEyGVkMO+NO2i5eGhMqUHn/3H4wReFFpeUXGo2FRERCUl6WhqX9LqVwwdm8N2iJr4wpRL0HANK3CQJJW8iIiIh2Ja6hX7H38Rzk6qxcVsVuj1/Lr+v3gNOnQj7nRl2eFKCqdlURESkmG1au47Tjr+LqT9Fe03IcClsPO5Z2KtriJFJaaDkTUREpBitWbKMHp3u56s5dTLLmtTexJSJfTiwfbsQI5PSQsmbiIhIMVk6bz5dOj3J7H+iiVvLRhuYOvV89jr4kBAjk9JEyZuIiEgxmDdzFp07v8Rfq6JNpYc0Xcfk6Vewa/OWIUYmpY2SNxERkSI267Mv6dJzPMs2RDuYP27fNbw7/WbqNG4cYmRSGuluUxERkSL0xcQpdOg6gWUbol1bdTtsDVO+HqTETfJFyZuIiEhR+XsaGyZdx6Zt0a6t+nVYy/gZ91K9Tt0QA5PSTMmbiIhIUZj7DoztxsktZzOq3zjMHJf33MgrHz2oDualQHTNm4iISGH75WWY/G9w6QCcfdhsmrfrTpuLH8BSVG8iBaPkTUREpJA45/hr4jCaz7lu5wHt7uGoo24Gs3ACkzJF6b+IiEghcBkZ3HjuYA7qu5ovFjQNSg1OehqOvkWJmxQaJW8iIiIFlLYjjQt73MZDrxmpOyrT44VzmLWsMfR4DQ65NOzwpIxRs6mIiEgBbEvdwjmd72DsFzUzy9IyUlhzxDBodVaIkUlZpeRNREQknzauWcepx9/NRz/XyiyrX2MLH7zegSN7dA8xMinLlLyJiIjkw+oly+je4QG+mRft7mqPOr6D+f3bqYN5KTpK3kRERPJo8dz5dOn0FL8ujiZu+zRaz9Sp59Ps4ENDjEzKAyVvIiIieTD3x9l07vISC1ZFm0oP3XMtk6ddSSN1MC/FQMmbiIhILv30yZd07T2e5RuiNye03281E6fdRO3Gu4cYmZQnelSIiIhIbiz/njXjLmNdauXMop6Hr2by14OUuEmxUvImIiKSk0WfwBvHc3zTnxjT/y1SLINzO65h7Ix7qVa7XtjRSTmjZlMREZHszJsIE8+A9G0AnNL6dz5/eDlHXfUEKRUrhRyclEdK3kRERJJY+OEImv18UWYH8wAc8R+O6fgQmBqvJBza8kREROI45xh6xQO06jaP6XOaRgccNwQ6PqzETUKlrU9ERCRGRnoG1/W7i/8O38LWtEr0HtGP7/9pAic+Bcfcpg7mJXRqNhUREQmk7Ujjol53MHJylcyy7ekVWLbfIDj0ovACE4mh5E1ERATYmrqVfifdwfgva2SW7VJlGxNHHEzHfmeHGJnIzpS8iYhIubdx7Xr6dLibabN3ySxrWDOVD97oyOHd1MG3yUPTAAAgAElEQVS8lCxK3kREpFxbtXg53To8wHfzo91dNa27kakT+7Dfce1DjEwkMSVvIiJSbi36cz5djh/O70uiiVur3dYxZcr5ND3osBAjE0lOyZuIiJRLf/4wm85dXubv1dGm0iOareH9j6+gYfN9Q4xMJHt6VIiIiJQ/a/5k5Zh/sXJDtJ/STvuv4uOvblLiJiWekjcRESlflv8IY9px3K7f8fb5r1MxJZ3eR67i/S8HU2u3JmFHJ5IjNZuKiEj58c9nMK4nbN8AQLf95/LJ0Lkcde3zVKxaPeTgRHJHyZuIiJQL/3w+jj2+OwfStkYLDzifY7u+ACk6HErpoWZTEREp8564bTgtO/3AlF92jxYedjWcPEKJm5Q6St5ERKTMcs4x+LIHufqelWxLq8ipI8/iywV7wLGD4fhH1cG8lEraakVEpEzKSM/g2rPvZtAzqZll29IrsrDJNdD2DnUwL6WW6opFRKTM2bF9Bxf0HMSoqdFHgVStuIM3H2tKz8svCTEykYJT8iYiImXKls1bOOvEQUz8Onr3aK2qW5n44kF06HdOiJGJFA4lbyIiUmZsWLOe3h2G8MkvNTPLGtZMZfIb7TmsW88QIxMpPEreRESkTFi5eDknt3+QH/6Kdne1Z90NTH23N/se2zHEyEQKl5I3EREp9RbNWUDnjk/xx9Jo4tZqt3VMnXIeexx0eIiRiRQ+3W0qIiKl28Z/WD7qXBavqZRZdOReq/nsi8uUuEmZpORNRERKr7VzYEw7jqz9Be8MHEPlCmmccMBKPv7qRhrsrQ7mpWxSs6mIiJROK36Ct7tC6nIATtjnL6bdMZPDrxlJ1dr1Qw5OpOgoeRMRkVJnyfcf0+TL02Db+mhh854c2/MNqFQtvMBEioGaTUVEpFR5+eFRND9mGhN+2C1auP+50HusEjcpF5S8iYhIqfHYrU8z4Pr5bEuryJmjzuCTec3g0Cuh28tQoVLOMxApA5S8iYhIieec485LHuLae1dklm1Pr8CcWgPghMfVwbyUK7rmTURESrSM9AyuOXsoT76VkVlWMSWdUUN24exbbggxMpFw6FSlmJhZTTN71MyWmNlWM5tpZmfnctrjzWyqma0ws01m9rOZXW1mFYo6bhGRMO3Ynsb5J9+xU+JWrdIOJjzVRImblFuqeSs+Y4E2wM3An8A5wGtmluKcezXZRGZ2EjAZ+BS4CNgM9AYeA1oA1xRx3CIiodiyeQtnnDCY976J3oRQu+pW3hvZmuPOOjfEyETCpeStGJhZd6AzcI5z7rWgeJqZNQMeNLPXnXPpSSYfCOwAejrnNgdlH5rZfsEwJW8iUuasX72eXh2G8Nmv0Q7md91lM5PfaM8hJ/cKMTKR8KnZtHicCmwC3owrHwE0AY7OZtodwHZgS1z5OmBrYQUoIlJSLF+0nE5H7py47VV/PTMm91DiJoKSt+LSGvjNOZcWV/5zzPBkngEqA4+bWRMzq2Nm5+ETwgcKP1QRkRBtWcPy0f35a1m0YeiAxmuZMf1cWrbtGGJgIiWHmk2LR31gfoLyNTHDE3LOfW1mJ+Br7a4IitOBW5xzD+e0YDNrBDSMK26RY8QiIsVt0xJ4qwsHV/qFdy/4ky7PnsdBe6xn0sdXUn+v/cKOTqTEUPJWfFx+hpnZEcA44GvgEvwNCycAQ8ysqnPu7hyWezlwZx5jFREpXuvmwZsnwYYFALTb+28+vOlLDr7yJWruuke4sYmUMEreisdqEteu1Qve1yQYFvEUsBw4NeamhmlmlgEMMrPRzrlEtXoRw8l6rV0L4J2cwxYRKXorfv2WRp/2hs3LooW7t+PYK8dCldrhBSZSQumat+IxC9jfzOKT5YOC99nZTHso8H2Cu1G/xX9/+2e3YOfcCufcL7EvYF4eYhcRKTLjXxjP3oe9w1tf1IsW7t0dTp+sxE0kCSVvxWMcUBM4Pa58ALAE3ySazBLgyAQP5G0bvP9TKBGKiBSzkQ+N4vSLfiR1eyXOefV0pv7ZHFr1gz7joVL1sMMTKbGUvBUD59z7wFTgaTO7KOgx4VngZODGSK2amb1gZmnB898ihuHvRp1oZn3MrLOZ3QfcCHzonPupmD+OiEiBDbvlaf51w3wynD8M7UivwM+cCt1fUQfzIjnQNW/F5zRgKHAX/lq334F+zrkxMeNUCF4WKXDOPWFmi4H/AM8D1YAFwGB8YiciUmo457j9kkcY+tymzDIzx9PXZXDJAw+CWTZTiwgoeSs2zrlN+N4QkvaI4JwbiO81Ib58LL57LRGRUisjw3HlmUN5+u3oJbyVKqQz6q4anHXrTSFGJlK6KHkTEZEit31bGgO6D2bMx9HDTvXK2xn7+O50veTyECMTKX2UvImISJFK3bSVvicM4v1vox3M16m2hfdGtObYs/qHGJlI6aTkTUREisy6Vevp2WEon/9WI7Nst1qbmPx6ew4+uXeIkYmUXrrbVEREisaOzSwbPYDfFkZvQti7/npmfNBdiZtIASh5ExGRwrdlDbzZmVZp7/D+haOpUXk7rZusYcb0c2jR9viwoxMp1dRsKiIihWvTUni7C6zynccctedipl73Eftd/BL11MG8SIEpeRMRkUKzat6vNJjWC9bHdLnc8GDaXjoeauwWXmAiZYiaTUVEpFB8+PZHNG89mtHTojcn0ORYOPMTJW4ihUg1byIiUmBjn3+Hfpd9x/a0ygwYcyq1qmyjV4/m0PstqFQj5xmISK6p5k1ERArkxQde4YyLf2B7mq8PSM9I4dvUznDKO0rcRIqAkjcREcm3h276HxfcNC+zg3mABy7cwF2vPgYVKocYmUjZpWZTERHJM+cct100jHtf2JhZlmIZ/O+GdC687yF1MC9ShJS8iYhInqSnZ3DFGffyv3FpmWWVKqTz6pDq9L355hAjEykflLwlYWZ7Ax2ABsAo59wKM6sPbHTObQ83OhGRcGzflsZ53e7ijWkVMstqVN7OuCea0PniK0KMTKT8UPIWx8wMeBK4BH9NoAOmASuAUcA3wKCw4hMRCcvmjVs4/YS7mPxd1cyyutW3MGnEgRxz5nkhRiZSvuiGhaxuBi4A7gCOBGIv3JgEnBxGUCIioUrfzvLXL+bH36NNpY1rbeLTsccocRMpZkresroAuMc5dw/wU9yweUDz4g9JRCREO1JhfB+ar3+FyRe9Qq2qW2nRYB2fT+5G666nhB2dSLmjZtOsmgIzkgzbAtQqxlhERMK1dS2M6wlLvgDg0N2XMeXq99nzvOdo3LpNyMGJlE9K3rJaBTRLMmwfYHExxiIiEpo1ixZQb1ofWPlztLB2c46+YCzUUSOESFjUbJrVB8CtZrZrTJkzs5rAVcB74YQlIlJ8vpz6DS1bPcvz78ac4zc4CM6eocRNJGSqecvqduA74DdgCv5u0zuBg/Hr6+7wQhMRKXpT3vyIU/tPI3V7FS55qyd1qm6l78m14bT3oGrdsMMTKfdU8xbHObcEaANMAE7E323aAX8d3LHOuZUhhiciUqTefPYdevb7hNTtlQDIcCl8uqo9nDFViZtICaGatwScc4uBgQBmluKcywg3IhGRovfcfaO59NY/yXDRB/DeduZK7n7lUahUNZspRaQ4qeYtjplNMrN9I//HJm5m1tLMJoUTmYhI0bn/hv9x8S1zd+pg/uGL1zHktccwJW4iJYpq3rI6GaiTZFhtoGsxxiIiUqScc9x8wTAeGLFzB/PP37iDf937iDqYFymBlLzlza74Z72JiJR66ekZXHr6fTz/zo7MssoV0hhzTzVOvXFwiJGJSHaUvAFm1gPoEVN0o5mtiButGnASWXtdEBEpdbZt3UH/bkN4a3q0mbRG5e2882RjTrzoyhAjE5GcKHnzDgcuCv52QJ8E42wDZgFXF1dQIiJFwmWwctx/+OKHKkQ6jalXPZX3Rx7AUWcMCDc2EcmRblgAnHN3O+cqOecq4R8Nclzk/5hXTedcW+fc92HHKyKSb+k7YFJ/9ljyFFMuHkW96qnsXnsjn40/RombSCmhmresqjnntoUdhIhIoduRChPPgL/8TfMH7raSyVeMp8Fpw9nrmBNDDk5EckvJWxwlbiJSFq1btpw60/vC4hnRwuq7cuQNb0LDg8MLTETyTM2mCZhZXzObYWarzSw1/hV2fCIiefHz17+yf6tHefL17dHC2ntDv8+VuImUQkre4phZd2AM8BdQF3gbmIS/keFv4LHwohMRyZsvpn5LxxNeYdn6qlw1vjujfzgI6h8YdDDfIuzwRCQflLxldSs+QRsY/D/MOdcXaAVUAX4NKS4RkTz54I2POanHBNalVsksm7LoaDjrU6jZJMTIRKQglLxl1QqYjK9pg+C6QOfcIuBu4IaQ4hIRybUxz0ygV7/pbNkRvbT5iq5LGDHlEahWL8TIRKSglLxlVQnYFvRpmorvVSHiL6BlKFGJiOTSM/eM5pzLfyAtI9rB/O1nLueJiY+RUnWXECMTkcKg5C2rBUDj4O+fgTNihvUGlhV3QCIiueGc457rnuWy2+biXLRP0mGXrOWu1x5XB/MiZYQeFZLVR8CJ+JsWngReMbMj8D0sHALcEWJsIiIJOee4/l+P8shLGzLLKqRk8OJN2zl/6DB1MC9Shih5y+q/QHUA59yr5nd45+KvgXvWOfdMiLGJiGSRlpbBxaffz4gJ0UeBVKmYxuv3VKXP9YOUuImUMUre4jjnUvHXukX+fxV4NbyIRESy4Ryr3x/MR59uAOoAULPKNiY8uRvHX6iumEXKIl3zlgdmVtXMrg87DhERAFwGfHw1u/55F1MvGUXDGpupXyOVaa/sq8RNpAxT8hbDzFLMrFaC8spmdg3+btP7iz8yEZE46Tvg/fNh5pMA7NtwNVMue4PPxh3NkX0HhhubiBQpJW+AmVUws0eB9cBaM1tqZv2DYX2AOcAwYB3QN7xIRURgw+p1MOE0+G10tLBKbQ69djT7dz4tvMBEpFgoefOuB64GVgHvBu8jzey/wDj8DQyXAa2dc+NCi1JEyr05vyzg4Fb38dCLa6KF1XeFMz+B3Y8LLzARKTa6YcHrj++/9FTn3A4AM7sPGAzMBk50zq0MMT4REWZ++StdTx7Fig3VuOHdLtSttoULOq+BvlOh7j5hhycixUQ1b14L4JlI4hZ4FDDgLiVuIhK2zz74ho4njmbFhuiDdifOPRJ31gwlbiLljJI3ryqwIq4skrAtKN5QRER29t5rH9Ol90Q2bKmcWdb/uH94c/oQrNYeIUYmImFQ8hblkpSnF2sUIiIxXn16Aqf0n87WmA7mrzp5MS99+DCVajUKMTIRCYuueYsaaWabE5SPMrPUmP+dc+7o4gpKRMqvp4a8ylV3/Ilz0Q7mB529lDtefgyrVC3EyEQkTErevG9IXPP2dXEHIiLinGPodc9x+7Cl+EtvvccvXc1VTz0JKdp1i5Rn2gMAzrljwo5BRAQgI8Nx3cDHeHTU+syyCikZjLx5K/2HPAqmq11EyjvtBURESpD1nz7OxEl/Zf5fteIOxt1Xkf5D7lPiJiKAkjcRkZLBOfhiMHW/v5apF79Mk1obqFV1K5OfaUCvG24Hs5znISLlgppNRUTC5jJg2n/gx8cB2Lv+OiZf8hrbjx7C4af/O+TgRKSkUfImIhKiTes3U+Pzy7DfRkULK1al9aXPQfMe4QUmIiWWmk1FREKy6K8VtDlwCEOfWBgtrFwLTp+ixE1EklLyVkzMrKaZPWpmS8xsq5nNNLOz8zB9HzP7xMw2mNlmM/vFzC4uyphFpOj8MWsBx7UZxu+Lq3L7Bycw/PM2UK0hnDkd9mgfdngiUoIpeUvCzPY2swFmdp2ZNQrK6ptZ5ZymTWIsMADf2X034FvgNTM7Jxex3BxMPxs4E+gNDAfyG4uIhOiHz3+l/XHPsmh1tJ/St389jPQzPoVdDwsxMhEpDXTNWxwzM+BJ4BJ8cuuAafi+T0fhH+g7KI/z7A50Bs5xzr0WFE8zs2bAg2b2unMuYTdcZnYEMBS4xTn3QMygj/ISg4iUDJ9M+oZep09g49YqmWW9D/2H1yffSoWGe4cYmYiUFqp5y+pm4ALgDuBIYh9vDpOAk/Mxz1OBTcCbceUjgCZAdt1tXQlsA57Ix3JFpASZ+Oo0Tj5lIhu3VsosG9BuEW9/MpSqjZS4iUjuKHnL6gLgHufcPcBPccPmAc3zMc/WwG/OubS48p9jhifTAfgNON3M/jCzdDP7x8zuK0ATrogUs1eemsCp5+3cwfy13Rfx4pSHqagO5kUkD9RsmlVTYEaSYVuAWvmYZ31gfoLyNTHDk9kdaAg8DtwO/AqciK8hbAqcm92Cg+v1GsYVt8g5ZBEpLI/f9SrX3DmH2PPlu89Zwm0jn1AH8yKSZ0resloFNEsybB9gcT7nm6jj+9wMSwF2Afo558YEZdPMrAZwrZnd6Zybm830lwN35i1UESkMzjkGX/scgx9fulP5k5et4oonn1IH8yKSL2o2zeoD4FYz2zWmzJlZTeAq4L18zHM1iWvX6gXvaxIMi50WYHJc+fvB++E5LHs4vlk29tUnh2lEpBBs+n40r4+Zlfl/xZR0Rt+6iSueekyJm4jkm5K3rG4HauCvMxuNrxW7E399Wh3g7nzMcxawv5nF760PCt5nZzPtz0nKIzdSZGS3YOfcCufcL7Ev/LV7IlKUZg5nl0/OZ8rFL7NnnXVUrbiD8fdX4JwhD6iDeREpEO1B4jjnlgBtgAn4a8sMf9PADOBY59zKfMx2HFATOD2ufACwBPg6m2nfDt67xZV3xydu3+YjHhEpKs7BV0PgoysAR9M6G5h6ySimPFOPHtffqQ7mRaTAVG+fgHNuMTAQwMxSnHPZ1m7lYn7vm9lU4GkzqwXMBfrhHzvSP/KMNzN7AZ/QtXDORfrLGYF/5txwM2uAv2HhJOAKYHjMeCISstTN26j2zS3YD8OihVaBfc9/lH0P6B9eYCJSpqjmLY6ZXWhmu0T+L2jiFuM0/EN+78JfV3c0/iaE0THjVAhemafmzrkd+Af8jgFuxT9r7lT83abXFFJsIlJAK5evp/2hg7ltSMyVDhWrQp9xoMRNRAqROZfdjY7lj5llAKn45soXnXOfhBxSoTOzA4HZs2fP5sADDww7HJFS7+/5K+jSYRh/LPbdXT3UczLXdZkNp0yEph1Djk7Ksl9++YXWrVsDtA6uaZZyQDVvWR0OvIC/xuxjM5tvZreb2Z4hxyUiJdDvPy/kuKMezUzcAN6YdQjbT/lYiZuIFAklb3GcczOdc9fgu606A38n6O3AfDObamb9Qg1QREqM7z//jfbt/sc/q6P9lJ6w3xI+nH45lZseGWJkIlKWKXlLwjmX5pwb65zrDewB3Ai0wl+3JiLl3PRJ33L8SaNZtTGauJ16+CLe+/QmdtnroGymFBEpGCVvOTCz6vi7Qnvhu6raEW5EIhK2Ca9O4+Q+E3bqYP5f7RfyxrQhVG2Un+6PRURyT8lbEmZ2nJk9DywFRgK18Xd37h5mXCISrpefnMBp501nW1r0SUvX9fibF6Y8QsVau4UYmYiUF3rOWxwzuwX/jLeW+G6rRgIjnHMzQwxLREqAxwa/yrWDdu5g/p5z/+HmF5/AKlcPLzARKVeUvGV1FzAFuA14J3jOmoiUc1t/f48X/vc50AgAM8fwy1dy6WPDoUKl7CcWESlEajbNqplzrodz7i0lbiICwO9jqPr+KUy+6GWa119DxZR0Xrt1I5c+8YQSNxEpdqp5ixP0bSoi4v30DHx4OeBoXGsTUy8exdyGV9Hl2ofUT6mIhELJG2Bmw4H7nXMLg7+z45xzVxRHXCISnq1bdlB55gOkfPHfncqb972T5oerZzoRCY+SN+9U4FlgIb4P0uz6DHP4TuFFpIxat3YLvTrew5F1vuWR3kEFm1WAri/CgeeHHZ6IlHNK3gDnXOOYv3Wvv0g5tnzpOk5u/yAz51VmBm2pX2ML/+36NfR8HVr2CTs8ERHdsBDPzBqZWYUkw1LMrFFxxyQixWPhvBW0O+IBZs6rnFn22syDSe32rhI3ESkxlLxltRQ4Ismww4LhIlLG/PqT72B+7tJod1dHNVvGpx/1o/p+J4UYmYjIztRsmlV2t49VIPvr4USkFPr2s9/o1v0VVm+KJm4ntlrM+A+upGazg0OMTEQkK9W8JZYlQTMzA04EVhd/OCJSVD5+71tO6DKa1ZuiTaWnHf437316sxI3ESmRVPMGmNlt+B4VwCdun5pZfAJXCZ/sjizG0ESkCI0fPZ2zBn7M9rTog3Yv6LCAZybcQ8XajbOZUkQkPErevJ+B0fgm038Dk4GVceNsA2ah5E2kTBj5xEQuuOY7Mlz0/qQbei7g/jeHYVXrhBiZiEj2lLwBzrmJwEQAM6sB3Oacmx9uVCJSVNIWzmD4Q5PIiHky0H39F3HTi09BJXUwLyIlm655i+Oc66fETaQMWzCZiuO78t6/X2a/hqswc/zvymXcNPJpJW4iUiqo5g0ws6OA2c651ODvbDnnvimGsESksP3xBkzqDxk7aFgTpl7yMt9X/Den3PEUmM5lRaR0UPLmfQUcA3wT/J3scSAWDEv4EF8RKZm2b0+nwi8vUOHjS4n9eTc9+WqaHnuXOpgXkVJFyZvXDfgt5m8RKSNSU3dw+kn3sRdfM/w0F83TOj0CR/wn1NhERPJDyRvgnJuc6G8RKd3WrkmlZ8f7+GJ2BaAN9apvYWj36dDleWj9r7DDExHJF13kkQtmtquZdTKzWmHHIiK5s2zJejodOTRI3LwxMw9ifafXlbiJSKmm5C2Omd1hZg/G/N8JmAd8BMw1s/3Cik1EcuevOctpd8T9/PxXtNeE1o1XMuP9rtQ+vG+IkYmIFJySt6zOBubG/D8U+APoBywD/htGUCKSO7/MXEi7ox9j3rJoP6Vt917Kpx/1o3EbXdIqIqWfrnnLandgDoCZ1QWOBno75yaZWQrwYHYTi0h4vv7kV7r3HM2amA7muxywiLGTrqJGs0NCjExEpPCo5i2r2MeAHAdkANOD/xcDDYs7IBHJ2YcTv+XErq+xJqaD+TOPXMDE6bcocRORMkXJW1bziT4u5EzgO+dcavD/bsDaUKISkaTefnkaPU6byOZt0caEizv9xasfDaVywxYhRiYiUviUvGX1PHCdmS0GzgVejBnWFvg1lKhEJKGMFbN49K7X2Z4WrTS/pfd8npk0jAq1moQYmYhI0VDyFsc59zjwb+A94BLn3PMxg+sBr4QSmIhkteQrUt7syIQBL3FQ4+UAPHjeQu55azhWrW7IwYmIFA3dsJCAc24kMDJB+cDijkVEklgwFd45BdJSqVsdJl80iump/eh33zNQoXLO04uIlFJK3pIwsz2BTkB9YBUw3Tm3KNSgRIT09AzcH29TcfK5kLEjs7xxu3Ppd+JTkKKuh0WkbFPyloCZPQRcw853nqab2TDn3I0hhSVS7m3blsZ5vR+hxtoveeGMNFIiF34cdQu0G6oO5kWkXFDyFsfMrgL+DxiBbzpdAjQBBuBvZPjbOfdkeBGKlE+bN2/ntBPvZ8rXGcCh1K22hYd7TcY6Pghtrg87PBGRYqPkLatLgWecc5fHlM0DPjOzbcBlgJI3kWK0ZnUqPTvez5e/RO+xGjOzNTcPPo1GbS4OMTIRkeKnu02zagGMTzLsnWC4iBSTpYvX0fHIe3ZK3Fo0WMPnY4+gUSclbiJS/qjmLasN+C6yEtkd2FiMsYiUa/PnLKdzh8eZvyx69+jBTVYweXx3dmvTI8TIRETCo5q3rD4ChphZ69hCM9sfGAxMDSUqkXJm1g8LaXf0zonbcc2X8MmHZytxE5FyTTVvWd0CfAXMNLMfgaVAY+BQ/CNDbgkxNpFy4cvpv9K9x6usS40mbt0O/Ju3Jl1F9T0PDTEyEZHwqeYtjnNuAT5RewKoBBwWvD8OHOacWxhedCJl35QJ33JS19dYl1ops+zsNn8x/uOblbiJiKCat4Scc8uA/4Qdh0h549bN5+Fbnyd1e7RP0stOmMcTY++lQu1kl6KKiJQvqnkLmFkDM/uPmT1qZreZ2b5hxyRSrqz6BXu9PW/2e4nDd18CwH9PmcdT7z6qxE1EJIZq3gAzawnMABoCkUe0325mfZxzk8OLTKScWPoNjO0GW9dQqyp8cNErTFh2Ghc8/gxUqhF2dCIiJYpq3ry7gWrAlcARwNn4nhUeCzMokbLOOceOuVPhzRNg65rM8oaH9+CCJ55X4iYikoBq3rxOwF3OuaeD/380s5XAh2bWxDm3JLzQRMqm9PQMLjn7STbPm8Er/VKpEDmVPOgiOOlpdTAvIpKEkjevIfBNXNlX+CbUhvhaOBEpJNu2pXFur0d4e+oW4EDqVk3lqdPew466Cdrfqw7mRUSyoWZTLwXYFle2PXjX6b9IIdq0aTs9O9wXJG7eGz8dyD/73Qsd7lPiJiKSA9W8RR1rZg1i/k8BHHCcme0WO6JzblKxRiZSRqxetZkeHR/g61+j5427197AlBEtaNrr8hAjExEpPZS8RT1M9E7TWJGbFlww3KHaOJE8W/zPOrq0e5hfF0Z3O/s0XM3UMUfT7IRzQ4xMRKR0UfLmdQs7AJGybO4fy+nc8XEWLI92d3Xo7sv5YFw3dm3TK8TIRERKHyVvgJ7lJlJ0fvpuAV07P8fyddHErX2Lf5g4sT+19+8YYmQiIqWTblgQkSLz+ce/0rHj8zslbj1aL+CDjy5T4iYikk9K3kSkaGxezkM3PMb6mA7mzzlqPuM+vpXqzQ4PMTARkdJNyZuIFL4NC2FMO145fQRtmy0C4MoT5zBq6j1UarhPyMGJiJRuSt6KiZnVDDq9X2JmW81sppmdnY/5DDEzZ2aziyJOkQJb/Su8dhysm0uNKjt474LRPDngFx6f8BgptdTBvIhIQemGheIzFmgD3Az8CZwDvGZmKc65V3MzAzM7FCqRHigAACAASURBVLgeWF5kUYrkk3OO9MXfUPGdHrB1dWZ53VbtuOKmF6FyzRCjExEpO5S8FQMz6w50Bs5xzr0WFE8zs2bAg2b2unMuPYd5VARGAP8DDgEaZDe+SHHKyHBcf/EL/PXNdN7sv5aKkSch7nMadH8VKlYJNT4RkbJEzaYJmFkLMxthZn+Z2Yagxgszu8XM2udjlqcCm4A348pHAE2Ao3Mxj5uBesBt+Vi+SJFJS8vggjOeZNgLixk/ax8ufqsXzgGt/w09X1fiJiJSyJS8xTGz1sAPQA9gJlCD6HpqAOSnD5/WwG/OubS48p9jhmcX0wHAf4HLnHOb8rF8kSKxdWsaZ3R9mJFj12SWvfXzAczZ7Qbo8jykqHJfRKSwac+a1f3A78BJwBaiHdQDfA3cm4951gfmJyhfEzM8ITNLAV4ExuanT1UzawQ0jCtukdf5iMTbuHEbp5z4EB9/Gz0naVBjMx88VZt9z71VHcyLiBQRJW9ZtQcGOOc2mll8H6bLgMb5nK/L57D/A/YBeudzuZcDd+ZzWpGEVq3cTPeOD/Ltb9EEbY/a65k6sjmtTrkyxMhERMo+JW9ZVcDXuCVSh51r4nJrNYlr1+oF72sSDMPM9gTuwl/vtt3M6gSDKgIpwf/bnHPJ4gUYTtZr7VoA7+QydpGd/LPIdzD/29/R3ce+DVczdcxR7HlC/xAjExEpH5S8ZTUb6AV8kGBYF+DHfMxzFtDPzCrGXfd2UMwyE2kOVAMeC17x1gbl1yZbsHNuBbAitszUnCX5NOf35ZzU4Qn+XhntNeHwPZbx/thuNGqT38phERHJCyVvWT0BvGRmG4BRQdmuZnYlcCH++Wx5NQ64CDgdeD2mfACwBH8tXSIzgeMTlD8K1Ab+BfyTj3hE8mzmtwvo2vl5VqyPJm4dWvoO5mu1Uj+lIiLFRclbHOfcK2a2L3ALcGNQ/C6QAQx1zo3NxzzfN7OpwNNmVguYC/QDTgb6R57xZmYv4BO6Fs65hc65dcD0+PmZ2TqgonMuyzCRIrFtPQ//3/2sWL9bZlHP1gt4492rqKZ+SkVEipWStwScc3eY2UigG7ArsAp43zk3pwCzPQ0Yir+GrR7+jtZ+zrkxMeNUCF5q15SSI3UFvH0yz/5/e3cep9X4/3H89ZmZZmmf1ChRoShl/fIlP9JiJNImJG2SEL6+SIRUyvIlSXwrtCoqS4vQpqLsfS3VVEolRbRo32e5fn+ce2bu2afZ7ntm3s/H4zzu5rrPdc7nXM3c85nrus65rl/Flm1dWLqpDl0u3cD4D5+kTMzZgY5ORKTUMeeyu9FRSiIzawjExcXF0bBhw0CHI8Fs/xZ4Pxb2rAdg35EI3lx1HQ+9MZKQSqcGODgRWb16NY0aNQJo5JxbHeh4pGio5y0d33PRsuW7CUCkREvcsYbQmS3hYOq0ykqnn0ffh9+EqCwfTSgiIoVMyVtGf5H9c9fAG9oUKZGccwx9bBrffLyAWd22USb5u71Wc2g7C8IrBDQ+EZHSTslbRn3ImLxVxXt8SDXgxSKPSKSIJCU5HrpzHK+M/wOoQ/dp7Zly6wxCzmoL10+FsMhAhygiUuopeUvHOTcmi7eeMbNZQHRRxiNSVBISkrjj5v/y1szUZ0bPXFWfVb16cf4No7ROqYhIkNDC9CdmHHBXoIMQKWhHjyZw4zUvpUncKkYeZf6wY5x/zxglbiIiQUSfyCdOM7WlRNm//xhtmw/js+9TF/+oVu4Q8/5bkYu6PaEF5kVEgoySt1zyPV5jIN5SVyIlws4dB2nV5CW+X5daVqvyXhZOPJ2z2v4rcIGJiEiWlLylY2ZHyHjDQhjeHaYH8FZFECn2tm7ZQ+wVL7Nua+rN0/VjdrFg6sWc1rx7ACMTEZHsKHnL6BUyJm9Hgc3Ah865PUUekUgBW7fmL2KbvsZWvwXm/3Han8ybcS1VL24XwMhERCQnSt78mFkIMArY45w7EOh4RApFwlGGPziUrTurpRQ1rbuV2R/eRsUGzQIYmIiI5IbuNk0rFNgENAl0ICKF4th+mNGKkc3HEHvWRgDanPsrcz+9W4mbiEgxoeTNj3MuHtgBJAU6FpECd3gnvNcctn5GRFgiM7pP55m2/+ODTx8jsvbFgY5ORERySclbRu8BtwU6CJGClLR3C0xvAtu/TykrX+MMHn9rFGEx9QMYmYiInCjNecvoS2CYmX0CzAD+JN0NDM65TwIRmEhejHxuDh9NnsOc7r8QkfwTf/I/oMM8KFs1oLGJiMiJU/KW0TTf66mkfSyIA8z3qoXpJeg55xj8yDQGv7QeqEnnt29kepf3CavTBNrOhoiKgQ5RRETyQMlbRq0CHYBIfiUlOf7daxyvTvgjpezD1WezPOkWGncYrwXmRUSKMSVvgJk1AX5wzh10zs0PdDwi+REfn0jPm0cxZVbqOqWRYfF8MGAXjfu9pXVKRUSKOd2w4FkCnBPoIETy68iReDpc83KaxK1S5FEWDjvCdQNGKXETESkB9Enu0crbUuzt23eUNs2Hs/SH+JSymPIHmf9aeS7o9qwWmBcRKSGUvImUADu2H+TaJi/x4/rUstrRe1k4vjb12v07cIGJiEiBU/KWKv16piLFwm+bd3NNkxGs91tg/pyTd7Jg6sXUbNYjcIGJiEihUPKWaomZ5WZlBeecq1To0YjkRlICIx8eyvqtqd+S/6y1jU8+uJaTLm4fwMBERKSwKHlL9RmwM9BBiORawlH4+Faev/RD1q+9hY/Wnk2Ls35j5qzbqNCgRaCjExGRQqLkLdXTzrnvAh2ESK4cPwCz28GWxZQJhXe7vccLy2J5bPRgImpdEujoRESkECl5Eylmkg7tImTWdfDX8pSyqCo1GPjWcDhJ65SKiJR0es6bSDEyacwSrr74KQ5v+Sm1MPos6PSFEjcRkVJCyZtIMTHi2Tn0uGcpS34+mZsn30R8YgjEXASdlkHFWoEOT0REioiSN8A5F6L5bhKsnHMMeGgqDz7xQ0rZJz/X4/P9N8DNS6BsTACjExGRoqY5byJBLCnJcf/t4xj1VuoC82VCE5n8wGauHjgVykQFMDoREQkEJW8iQSo+PpHuN45i6pzUdUrLljnOjAG7aPn4OAgtE8DoREQkUJS8iQShw4fjuanVK3yy9FBKWeWoI3z8n+Ncft9oMM14EBEprZS8iQSZvXuPckPz4XzxY+oC8ydXOMiC18pxXtfntMC8iEgpp+RNJIhs/+sALZsMZ8UvqWWnV9nDwvG1OLPtQ4ELTEREgoaSN5Fg4Rz/7fccK36JSClqWH0HC975B6c06xnAwEREJJho4oxIMEhKgAW9GHju83Q8bzUAl9b+g6VzmitxExGRNNTzJhJoCcfgk87wywxCQ2BK5xnUr76fR0f0pXyDqwMdnYiIBBklbyIB5I4dwD5sD1sWpZRFlK/MkElDofrFAYxMRESClYZNRQJk5rTvaHrBkxz8ZVlqYfma3nJXStxERCQLSt5EAmD8qCV07PwJS3+uQruJnTiWEArR9eDWL+GkBoEOT0REgpiSN5Ei9tKQOdxx71KSnPe8tkW/nMHcbdfALcugYu0ARyciIsFOc95EiohzjicfmsazI9anlIVYEq/3+pl2L0yFiEoBjE5ERIoLJW8iRSAxMYl7e4zn9SlpF5h/58FNdHx2ApQpG8DoRESkOFHyJlLIjh9PpNuNo5n+0d8pZWXLHGfWU9uJ7T9BC8yLiMgJUfImUogOHTpOx1YjmbcsdYH56KgjfPz8ERrf/4YWmBcRkROm5E2kkOzZc4TWzV/mq59SF5ivUfEAC16LolEXLTAvIiJ5o+RNpJC8MWA4X/2UkPL1GSftZuG4WpzR9uEARiUiIsWdxmxECppzsPRRHqk9gNsuWgnAuTW288V75ypxExGRfFPPm0hBSkqET++GVWMJCYEJt8yiVpUDPPLcnURffFOgoxMRkRJAyZtIAXHxR7F53WD9eyllZSKjeHbso1C7RQAjExGRkkTDpiIFYOHc1Vx1/uPsW/FhamFkFbhpsRI3EREpUEreRPLp/Xe+4/ob3mXZ2krcML4zR+LDoPwp3gLzNf4Z6PBERKSEUfImkg9jX1vCLV0+IT7R+1Fa9mtt3t/QDDp9CSedE+DoRESkJFLyJpJHLwyew533py4wDzCs00q6vvIWVKoTuMBERKRE0w0LIifIOUf/B6bxn1fTLjD/5p1r6fnKOIisHMDoRESkpFPyJnICEhOTuKf7BN58+/eUsvDQBKY+uJEOz07UAvMiIlLolLyJ5NKxYwl07TCG9z5JXWC+XPhxZj/1Jy0emwih4YELTkRESg3NeSsiZlbezEaY2TYzO2pmP5lZp1zU62BmU81sg5kdMbPNZva2mdUrirjFc/DgcW5oMSJN4lal7GEWDTtAi/5vKnETEZEio563ojMDuAR4DFgPdAammlmIc+6dbOo9CvwFPANsAk4DHgd+MLPLnHOrCzdsAZj03GgWfnko5etTKu5nwauRNOz6ihaYFxGRIqXkrQiY2XVALNDZOTfVV7zEzGoDL5rZdOdcYhbVb3DO7Uh3vMXAZuBBoFchhS3Jlr9In+h+/PjPNoz77iLqVv2bhWNPpU7bfoGOTERESiENmxaN9sBB4L105ROAU4BLs6qYPnHzlW0DfsfrhZPC4hws6w9L+2EGr3ecw2PNv2DZu42UuImISMAoeSsajYC1zrmEdOUr/d7PNTM7A6gNaMi0kLjEBPj0Hvju+ZSy0DJleG703VRv1juAkYmISGmn5K1onATszqR8t9/7uWJmYcA4vJ68l3Oxf4yZNfTfgDNze77S6Ktlm2hy3hPs/uat1MIy5aDdR3DWjYELTEREBCVvRcnl8b0UZmZ4iduVQDfn3NZcVOsDxKXbZufmfKXR/I/jiI2dyBdrynLd2Ns4eCwcIqOh46dQJzbQ4YmIiCh5KyJ/k3nvWhXfa2a9cmn4ErexQBegh3MutwnYKLxhWf+tbS7rlirvTvmWG9q+x+FjoQB8u+VUJq1sArcshVMuC3B0IiIiHt1tWjRWAbeaWVi6eW/n+l7jsqvsl7jdDtzhnJuS2xP7bnhIf7dqbquXGm+8upi7H1iKc6l/zzx5/Ur6jB4D0RplFhGR4KGet6IxEygPpJ8w1R3YBnybVUVf4vYmXuJ2l3NuQmEFWRo553h+0Ifc9a9lOL8F5offuoIh017DlLiJiEiQUc9bEXDOzTWzhcBoM6sIbABuBa4FuiQ/483MxuEldGc6537zVR8J3AGMB1aZmf/43THn3I9FdR0ljXOOfvdPY9h/0y4wP+7O1fR4ZZw3101ERCTIKHkrOh3wVkl4Gm+u28/Arc65aX77hPo2/3HNG3yvPX2bv9+AOoURbEmXkJDEXV0nMH5a2gXmpz+0gXbPTPLuLhUREQlCSt6KiHPuIPCAb8tqnx5Aj3RldQozrtLo2LEEOrcbw4x5qeuUlo84xuwn/6T5YxMhLCJwwYmIiORAyZuUOtNGTEqTuJ1U9jBznz/IJfeOhZDQAEYmIiKSM92wIKVL3AS6hfXmvv/z7hGpWWk/y0aHcMl9rylxExGRYkE9b1J6/G84fP4wBrzSdh7lwuO554EW1G77WKAjExERyTUlb1LiuaQk7Kun4NtnUspCQuD5ETfDeXcGMDIREZETp2FTKdFW/LSNphcMYMenI1ILQ8pA6+lK3EREpFhS8iYl1pdLN3HVFWNYuiqca8d2Yd+RCAgrC+3nwNk3BTo8ERGRPFHyJiXS3DneAvP7Dnk3Ifz4Rw1GfdcEbvoU6rQMbHAiIiL5oORNSpypk76lTfv3OHI89e7R+5qu4tE3X4RTGgcwMhERkfxT8iYlyugRi7nt9rkkJKZ+az/V+idGzniekJPPD2BkIiIiBUN3m0qJ4Jzj2afm8OTQH/FfXWzErT/ywBujoPwpgQtORESkACl5k2LPOUffe6cxfHTqAvOhIUmM772KbsPHQ1SVAEYnIiJSsJS8SbGWkJBE764TmOC3wHxEWALvPrSeNkPegvDyAYxORESk4Cl5k2Jt9tj30yRuFSKO8eGAP2j66FtaYF5EREok3bAgxdeG2XQ40o2+V30JQNVyh1gybDdN+49T4iYiIiWWet6keFo9CebfgblEXmi9kDKhSXTrfhH1u44Gs5zri4iIFFNK3qT4+f5l+OyhlC/N4NlnW8A/H1PiJiIiJZ6GTaXYWL9uF80uGsi22QP9Sg2uHg2X9lfiJiIipYKSNykWfvz+D664dCSf/RjCNW90ZffhKG+B+eunwvl3Bzo8ERGRIqPkTYLess9+oWmT19m5z1vuavX2GIYtbQLtP4L6twQ4OhERkaKlOW8S1D6e9RMdb57B0fjUdUq7/nMtg8cNhFpap1REREof9bxJ0Hp7/Be06zgzTeL2r2ZxTPxoAGWUuImISCml5E2C0mvD5tHljkVpFpgf3HYlI2YOI6RawwBGJiIiElgaNpWg4pxjSP/3GfifNWnKX+0Wx32jx0DZagGKTEREJDgoeZOgkZTkeLD3REaO25JSFhqSxKR713PbsPEQXiGA0YmIiAQHJW8SNBa8NT1N4hYZFs97/bfR+qmJJXa5K+ccBw4cYP/+/cTHx+OcC3RIIhJgISEhREREcPLJJxMSotlNkpG+KyQ4rH2Ha/d0ZcDVnwNQMfIo85/fT+tBb5bYxC0hIYEtW7bwxx9/cODAARISEpS8iZRyzjmOHz/O3r172bJlC0lJSYEOSYKQet4k8H54FZb8C4DBLZeQ5Iwbb7ucC3u8UqJXTdizZw+HDx+mUqVKxMTEEBamH0cR8RK4HTt2sHv3brZv306NGjUCHZIEGf22kMBxDr4aBN88nVJkBkNfaAMXPRC4uIrIwYMHCQ0NpUaNGlgJTlJF5MSYGTExMezbt49jx44FOhwJQho2lYDYsnk3sRc/wZa5r6QWhoRBq8mlInED76/rsLAwJW4ikoGZERoaqmFTyZSSNylyP8dt4/8uGc6nP0QQ+0ZXdhwoB2FR0HY2nNMl0OGJiAQF/WEnWVHyJkXq+282cuXlo/h9VxkA1u+sypAlsdBxIZxxXYCjExERCX6a8yZF5vP5K7ih3XscOFompazt+b/y4pSBUPOCAEYmIiJSfKjnTYrEh9O+pGXrD9Ikbj0u38j7i54i8jQlbiIiIrml5E0K3eTR8+hw2wKOJaQuMP9gyw2Mm/cCYSedEcDIpDBNnDgRM0vZwsLCqFGjBp06deKXX37JtE58fDyjR4+mcePGVKpUiaioKBo0aMBjjz3G33//nWmdpKQkJk+ezNVXX03VqlUpU6YMMTExtG7dmjlz5pTKCd8bN24kIiKCr7/+OtChBIVNmzbRoUMHKleuTPny5YmNjeWHH37IVd0ePXqk+T5O3urXr59h3/j4eAYPHkydOnWIiIigfv36vPrqqxn269q1K+3atcv3dUnppWFTKVSvDHmXfz+1Fv+/E4besonHJ76KRVYOXGBSZCZMmED9+vU5evQoX375Jc888wxLlizh559/Jjo6OmW/w4cPc9111/HFF1/Qu3dvBgwYQFRUFF9//TXDhg3jnXfeYeHChZx99tkpdY4ePUq7du1YsGABnTp1YvTo0VSvXp2dO3cyb948brrpJqZPn07btm0DcekB07dvX2JjY2ncuHGgQwm4nTt3cuWVVxIdHc348eOJjIzkueeeo2nTpixfvjzN91NWoqKiWLx4cYay9Pr06cPkyZMZMmQIl1xyCfPnz+eBBx7gwIEDPP744yn7DRo0iPr167N48WKaN2+e/4uU0sc5p62UbUBDwMXFxbnCkpSU5AY+MNbBoJTNbKAbddcdzsUfKbTzFicbN250GzduDHQYhWbChAkOcMuXL09TPnjwYAe48ePHpynv3bu3A9y0adMyHGvdunWuUqVKrmHDhi4hISGl/J577nGAmzRpUqYxrF+/3q1YsaIAribvDh8+7JKSkorsfGvWrHGAmzdvXoEd89ChQwV2rKL2yCOPuDJlyrjNmzenlO3bt89VrVrV3XzzzTnW7969uytXrlyO+8XFxTkzc88++2ya8jvvvNNFRUW5v//+O01569atXWxsbLbHzM1nRFxcnAMc0NAFwe8XbUWzadhUCsWXUycx+JXfU74OC0nk7X67uWfUGAiLDGBkxUDCUdi1Ori2hKMFdnkXX3wxANu3b08p++uvvxg/fjwtW7bklltuyVDnrLPO4tFHH2X16tXMmjUrpc7YsWNp2bIl3bp1y/Rc9erV47zzzss2nqSkJF599VUuuOACoqKiqFy5Mpdddhkffvhhyj5mxqBBgzLUrVOnDj169Ej5OnmoeMGCBfTs2ZNq1apRtmxZpk+fjpmxaNGiDMcYPXo0ZsbKlStTyv73v//Rpk0bqlSpQmRkJBdeeCHvvvtuttfhf7zq1asTGxubpnzhwoW0bduWU089lcjISOrWrctdd93Frl270uw3aNAgzIwffviBjh07Eh0dzZlnnnlCse3cuZM+ffpwzjnnUL58eWJiYmjevDnLli3L1TUUpJkzZ9K8eXNq166dUlaxYkU6dOjAnDlzSEhIKJDzzJo1C+cct99+e5ry22+/nSNHjjBv3rw05V27duXTTz9l48aNBXJ+KV00bCoF76fRXPHnvTzT6gqemNuCqDLxvD80ieseKdnLXRWYvRthUqNAR5FW9zio2rBADvXrr78CXkKWbMmSJSQkJGQ7D6hdu3Y8/vjjLFy4kBtvvJElS5YQHx+f77lDPXr0YMqUKdxxxx08/fTThIeH88MPP7B58+Y8H7Nnz55cf/31TJ48mUOHDtG6dWtiYmKYMGECLVq0SLPvxIkTueiii1KSzCVLlnDttddy6aWXMmbMGCpVqsS0adO45ZZbOHz4cJpkMTMff/wxTZo0ybCg+caNG2ncuDG9evWiUqVKbN68meHDh3PFFVewatUqypQpk2b/Dh060KlTJ+6++24OHTp0QrHt3r0bgIEDB1K9enUOHjzIzJkzadq0KYsWLaJp06bZXkNSUlKu5iomP8g2K0eOHGHjxo20b98+w3vnnXceR44cYdOmTWm+F7M6TvJwfI0aNWjXrh1PP/00VapUSdknLi6OatWqUb169QznSX7fX9OmTXHO8cknn3D//ffneK0i/pS8ScFxDr4ZCl89BUD/5ss4lhBK7M2tuKJXvwAHJ4GSmJhIQkJCypy3oUOH0qRJE9q0aZOyz5YtWwA4/fTTszxO8nvJ++amTk6WLVvG5MmTeeKJJxg6dGhK+bXXXpvnYwK0aNGC119/PU1Zly5dGD16NPv27aNSpUoArF27lu+++y7NpPY+ffrQsGFDFi9enLLebcuWLdm1axePP/443bp1y5CYJduxYwebNm2id+/eGd67++67U/7tnOPyyy+nadOm1K5dm7lz56b5/wDo3r07gwcPTlOW29jOPvtsRo0alVIvMTGRli1bsnnzZkaOHJlj8tazZ08mTZqU7T4AV111FZ999lmW7+/ZswfnXJokK1lyWVY3wiQ7//zzOf/882nUyPuD6vPPP+fll19m0aJFLF++nPLly6ccJ7PzlCtXjvDw8AzniYmJoWbNmnz55ZdK3uSEKXmTguGSYMm/4cfUX0IWEsrgl3tAw+6Bi0sC7rLLLkvzdYMGDZg9e3bKL/8TVZBPnZ87dy4A9957b4EdE+DGG2/MUNazZ0+GDx/O9OnTU5KrCRMmEBERQefOnQHYsGEDP//8M8OGDQNIM6R33XXX8dFHH7Fu3ToaNGiQ6Xm3bdsGeIlBejt27OCpp57i448/Ztu2bWl6ttauXZsheUt/DSca25gxY3jjjTdYs2ZNmvU5M7tLM71BgwZx33335bhfhQoVctwHsv+eyen76cEHH0zzdWxsLBdeeCEdO3bkzTffTPP+iZ4nJiaGP/74I9vzi2RGyZvk244/99Djhud4NXYKZ1b1FYZFwvXToW6bbOtKJiqf6Q1TBpPKZ+a8TxbeeustGjRowIEDB5g+fTqvv/46t956a0riBFCrVi0gdUg1M8nvnXbaabmuk5OdO3cSGhqaYagrv2rUqJGhrGHDhlxyySVMmDCB3r17k5iYyJQpU2jbtm1Kj03yPMC+ffvSt2/fTI+dfo6avyNHjgAQGZl2XmlSUhLXXHMN27ZtY8CAAZx77rmUK1eOpKQkLrvsspR62V3DicQ2fPhwHn74Ye6++26GDBlC1apVCQ0NZcCAAaxduzbL+JPVqlWLU089Ncf9ckq8oqOjMbNMe9eSh3Yz6y3LSfv27SlXrhzffPNNStlJJ53ETz/9lGHfQ4cOcfz48UzPExkZmWnbi+REyZvky28bthHbZCS//FmO2F+78cW94zmlmkH7OXBqk0CHVzyFRRbY/LJg0KBBg5SbFJo1a0ZiYiJjx47l/fffp2PHjinlYWFhzJo1K83wnr/kGxWSJ+I3a9aMMmXKZFsnJ9WqVSMxMZG//vor04QrWURERJreo2RZDblllVTcfvvt9OnTh7Vr17Jp0yb+/PPPNBPcq1b1/vrp378/HTp0yPQY2T3aIrl+cmKSLC4ujhUrVjBx4kS6d0/tCd+wYUOWx0p/DScS25QpU2jatCmjR49O8/6BAweyPJ+/gho2jYqKom7duqxatSrDe6tWrSIqKoozzsjbsyadc2mGr88991ymTZvGX3/9leaPgeRzJw+7+tu9ezd16tTJ0/mldNPdppJna3/cwP/981V++dN73tGvu6N5fOH1cMtSJW6SpRdeeIHo6GieeuqplKG76tWr07NnT+bPn8/06dMz1Fm/fj3/+c9/aNiwYcoNCtWrV6dXr17Mnz+ft956K9Nzbdy4Mc1dnOm1atUKIEOSkV6dOnUyHGfx4sUcPHgw23rp3XrrrURGRjJx4kQmTpxIzZo1ueaaa1LeP/vss6lXrx4rVqzg4osvznTLbqiwfQYhGwAAF1BJREFUdu3aREVFZbiDMTkRi4iISFOefl5edk4kNjPLcK6VK1fm+qHBgwYNYvny5TluuYm/ffv2LF68mK1bt6aUHThwgBkzZtCmTZs8Dd+///77HD58OM2UgLZt22JmGZLOiRMnEhUVlWEeZUJCAlu3buWcc8454fOLqOdN8uR/n//Eta3f5e+DqcMzLRr8yWvvDYSYnOe0SOkVHR1N//796devH++88w5dunQBvKG2devW0aVLF5YuXcoNN9xAREQE33zzDcOGDaNChQp88MEHae4uHD58OJs2baJHjx7Mnz+f9u3bc/LJJ7Nr1y4WLlzIhAkTmDZtWpaPC7nyyivp2rUrQ4cOZfv27bRu3ZqIiAh+/PFHypYtmzKRvGvXrgwYMICnnnqKq666ijVr1vDaa6+l3HiQW5UrV6Z9+/ZMnDiRvXv30rdv3ww3H7z++uu0atWKli1b0qNHD2rWrMnu3btZu3YtP/zwA++9916Wxw8PD6dx48ZphvPAm2d25pln8thjj6VM4J8zZw4LFy48ofhzG1vr1q0ZMmQIAwcO5KqrrmLdunU8/fTTnH766bl6NEedOnUKrEeqb9++TJ48meuvv56nn36aiIgInn/+eY4ePZrh8S9169YFUnskf/vtNzp37kynTp2oW7cuZsbnn3/OiBEjaNiwIb169Uqp27BhQ+644w4GDhxIaGgol1xyCQsWLOCNN95g6NChGYZNV65cyeHDh2nWrFmBXKeUMoF+0Jy2ot/I50N6F89a6spHPJHmAbwdLr7THd21NU/HK61K60N6nXPuyJEjrlatWq5evXppHrp7/Phx99///tddeumlrnz58i4iIsKdffbZrl+/fm7Xrl2ZnichIcFNmjTJNW/e3FWpUsWFhYW5atWquVatWrl33nnHJSYmZhtnYmKie/nll12jRo1ceHi4q1SpkmvcuLGbM2dOyj7Hjh1z/fr1c6eddpqLiopyV111lfvpp59c7dq1Xffu3XN1zckWLFiQ/FBVt379+kz3WbFihbv55ptdTEyMK1OmjKtevbpr3ry5GzNmTLbX4pxz48aNc6GhoW7btm1pytesWeNiY2NdhQoVXHR0tLvpppvcli1bHOAGDhyYst/AgQMd4Hbu3Jnn2I4dO+b69u3ratas6SIjI91FF13kZs2a5bp37+5q166d4zUUtA0bNrh27dq5ihUrurJly7oWLVq477//PsN+tWvXThPf7t27Xfv27V2dOnVcVFSUCw8Pd/Xq1XP9+vVze/fuzVD/+PHjbuDAga5WrVouPDzcnXXWWW7kyJGZxjRgwABXtWpVd/To0Szj1kN6tWW1mfN+mUspYmYNgbi4uDgaNjyxuVWzJn5Mpzu/4VhCaqftHc3+YMyHzxNW/sQn/pZmmzZtAsjznBuRzBw9epRatWrx8MMP8+ijjwY6HMlEYmIidevWpXPnzjzzzDNZ7pebz4jVq1cnz6dr5JxbXcChSpDSnDfJtYkvTeXGnt+lSdz6tv2LN+e9rMRNJEhERkYyePBghg8fnvJwXQkuU6ZM4eDBgzzyyCOBDkWKKc15k1x5+fE3eOi5P/HP95/r8TePvvkKFhYeuMBEJIPevXuzd+9eNm3axLnnnhvocCSdpKQk3n77bSpXrhzoUKSYUvImOfpx+igeem5nytdmjtH/PsZdL40AU+etSLAJDQ2lf//+gQ5DspB+/VORE6XfvJI15+Db57nw93sZ3sZbVLlMaCJTh4Rz10vPKnETESlEmpMuWVHPm2TOJcHnj8D3wwF4sMk3HDoewSVtOtLynpyXrZGcmRnx8fHenUMFuOSTiBR/zjkSExMJD9e0FMlIyZtklBgPC3rBGr8Hn4aG8+TIf0G9zJ+sLieufPny7Nq1iz///JOYmJg8r/UpIiWLc44dO3aQmJiY4WHHIqDkTdLZu3M3t7d+mueafkL95LWtwytA29lQSw+TLEjR0dEcPnyYffv2sW/fPsLCwggJCVEvnEgpltzjlpiYSFRUFCeffHKgQ5IgpElLkuKvzX/Q9JJnmfVdNNe80ZUteypBVDW4+TMlboUgLCyMWrVqUbNmTSpUqEBYWJgSN5FSzswIDw+ncuXK1KpVK8MKHCKgnjfx+TVuHbEtxrJxh7c24da9lXjwk/Z88Gl/qHJWgKMrucyMihUrUrFixUCHIiIixYSSN2H1199zzXXvsm1v+ZSyy878mzdnPglVzgxgZCIiIpKe+mOLiJmVN7MRZrbNzI6a2U9m1imXdWPMbKKZ7TKzw2b2tZm1KIi4vp27mCax77Ntb9mUsthGu1j49eNUqa3ETUREJNgoeSs6M4DuwGCgFbAcmGpmnbOrZGYRwCKgBfAA0BbYDswzs6vyE9DXnyyiRbtF7D4UmVLWsfHfzPl6KOWrVc/PoUVERKSQaNi0CJjZdUAs0Nk5N9VXvMTMagMvmtl051xiFtXvABoBlzvnvvYdbwmwAngBuDSvcd3z2BoSkmqkfN3rmn2MmfMioeG6NV1ERCRYqeetaLQHDgLvpSufAJxC9glYe2BdcuIG4JxLAKYA/zSzmnkNKiEpNOXfj3Y6whtzlbiJiIgEOyVvRaMRsNaXdPlb6fd+dnVXZlKeXNYwn7Hxn3uN5995DgsJzXlnERERCSgNmxaNk4BNmZTv9ns/u7q7MynPTV3MLAaolq64vveyi0F3l+P6e7qzes2a7A4jIiJBaMOGDcn/1DpapYiSt6KT3QrDOa0+nJ+6fYCBmb/1LoPGwKAxL+ZwCBERCXKNgB8DHYQUDSVvReNvMu8hq+J7zaxnrSDqAowi41y7c4GpQEfg5xzql2ZnArPx7vDdGOBYgp3aKnfUTrmjdsq9+sD7wPpAByJFR8lb0VgF3GpmYenmvZ3re43Loe65mZTnpi7OuR3ADv8yvyWYfnbOrc6ufmnm104b1U7ZU1vljtopd9ROuefXVgcDGYcULd2wUDRmAuWBG9OVdwe2Ad/mULe+maXckWpmYUAX4Fvn3LYCjlVERESCmHreioBzbq6ZLQRGm1lFYANwK3At0CX5GW9mNg4voTvTOfebr/p44F7gPTN7DK8XrQ9wNnB10V6JiIiIBJqSt6LTAXgGeBpvvtrPwK3OuWl++4T6tpR+cOfcMd9SWC8ArwJlgZ+AVs65z4sodhEREQkSSt6KiHPuIN7yVg9ks08PoEcm5dvxeuQKyk68Zbp2FuAxSyK1U+6prXJH7ZQ7aqfcU1uVQuZcTk+aEBEREZFgoRsWRERERIoRJW8iIiIixYiSNxEREZFiRMmbiIiISDGi5K0EMbPyZjbCzLaZ2VEz+8nMOuWyboyZTTSzXWZ22My+9j2ipMTJazuZWQczm2pmG8zsiJltNrO3zaxeUcRd1PLz/ZTuOEPNzJlZtquBFGf5bSsza2tmn5vZfjM7ZGarzax3YcYcCPn8jGpmZgvNbIeZHTSzlWb2LzMLLey4i5qZVTCzF8xsgZnt9P38DDqB+qXm87y0UvJWsszAe6TIYKAVsByYamads6tkZhHAIqAF3qNM2gLbgXlmdlWhRhwYeWon4FG85+w9g/eA5SeBC4EfzKxh4YUbMHltpxRmdgHQF+/7qSTLc1v5Hr49A2+pu5uBNnhrEocXWrSBk9fPqKuBT/Eeb3Un0A74DHgFGF6I8QbKSUBvIAKYdSIVS+HneenknNNWAjbgOsDhPfjXv3wB8AcQmk3dPr66jf3KwoDVeEtwBfz6gqSdYjIpOwU4DowN9LUFSzul+x76Ee8X7GdAXKCvK9jaCvgHkAj0C/R1BHk7TQGOAuXSlc8H9gX62gqhrYzUR3lV9bXboFzWLTWf56V5U89bydEeb2Hi99KVT8BLMC7NUCNt3XXOua+TC5xzCXgfmP80s5oFHGsg5bmdnHM7MinbBvwOnFaAMQaD/Hw/JXsMbzWRJwo2tKCTn7a6DziGt3pKSZefdorH+yPpSLryvXhJXYnifPJYvTR9npdaSt5KjkbAWt8Pqb+Vfu9nV3dlJuXJZSVpSDA/7ZSBmZ0B1Mb7q7YkyVc7mdk5eMPK9zhvdZGSLD9t1QRYC9xoZuvMLNHMfjez582spA2b5qedxuANI480s1PMrLKZdcVLVF4o+FCLtdL0eV5qKXkrOU4CdmdSvtvv/cKoW9wU2LWaWRgwDq834eX8hxZU8txOZhYCjAdmOOc+KYTYgk1+vqdqAvWAkb7tamAi3jzBCQUXYlDIczs5574FmuMla38Ae/Da5wnn3EsFHGdxV5o+z0strW1asmTXzZ5TF3x+6hY3+b5WMzO8xO1K4Ebn3NaCCCzI5LWdHsJLSNoUbDhBLa9tFQJUwJsHNs1XtsTMygH/NrOBzrkNBRVkEMhTO5nZP4CZwLfAXcAhvGRuqJlFOueGFGiUxV9p+jwvlZS8lRx/k/lfVFV8r5n9JVYQdYubfF+rL3EbC3QBujvnZhdceEEjT+1kZrWAp/Hmux03s8q+t8KAEN/Xx5xz6ecuFWf5/dmrjjfx3t9c4N/ARUBJSd7y007/xbtjsr1zLtFXtsTMkoBBZva2c25TwYVarJWmz/NSS8OmJccqoIFvKM/fub7X7J6xtcpvvxOtW9zkp538E7fbgV7OuSkFH2JQyGs7nQFE4d1husdv+z+gge/fzxV4tIGVn++pzOYmgXe3IUBSfgILMvlppwuA7/0St2TL8X6PNSiYEEuE0vR5XmopeSs5ZgLlgRvTlXcHtuENN2RXt76Zpdzt5fuA7YJ3a/m2Ao41kPLcTr7E7U28xO0u51xJm5PkL6/t9BPQLJNtBbDZ9+/XCj7cgMrPz94HvtdW6cqvw0vclhdEgEEiP+20Dbg4kwfyNva9/l4gEZYMpenzvPQK9LNKtBXchve8pN14D7FsBryBN7/hNr99xgEJQG2/sgi8v8a2AJ3xJk3PwLs9/6pAX1cQtdOrvv3GAZel2y4M9HUFSztlcazPKKHPecvn91QZ4Hu8R178y/ez97xvv1cDfV1B1E73+/b7BO+hs7G+dooHFgb6ugqprVoBHfH+WHTAu76vOwJls2mrUvV5Xlq3gAegrQD/M72/al8B/sR7dtQKoFO6fSb6PgjqpCs/GZiEN1/iCPA1cHWgrymY2gmv58hlsW0O9HUFSztlcaySnrzl52evCt6jMP7Ce5bZOry7TUMCfV1B1k4dgGXATrw7vOPwHkdTrqjiL+K2yu7zpk4ObVVqPs9L65b8BGcRERERKQY0501ERESkGFHyJiIiIlKMKHkTERERKUaUvImIiIgUI0reRERERIoRJW8iIiIixYiSNxEREZFiRMmbiIiISDGi5E1ERESkGFHyJlIMmFkPM3NZbMPycLwpZrahMGLN4Zz+cR8zs5/NbKCZRRTiOTekK3vSzNpksu/VvriuKIxYsmJmddO1S5KZ7TGzhWbWIh/HbWRmg8ysVkHGKyKBFxboAETkhNwO/JyubFsgAsmjg3iLioO3pudtwCDgLN+/C9pAoEK6sieBKcCH6cq/AxoDqwshjtwYAUwHQoEGeLHPN7Mmzrmv8nC8Rr5jfIq3SLmIlBBK3kSKlzjn3P8CHUQ+JDrnvvH7+hMzqwN0NrOHnHPbC/JkzrmNJ7DvfuCbHHcsPL/5tc2XZrYJWATcAeQleROREkrDpiIliJndb2bLzGynmR0ys5Vm1tfMcvxDzcxuMbPvzGyfr+5GM3sz3T6VzOwlM/vVzI6b2e9mNtzMyuYj7G99r7X9ztPOzL41s8Nmtt/MFpjZpeliOdnMxprZVt8Q7E4z+8LMmvntkzJsamZhZuaACOAOv2HKT33vpxk29bVbkpmdnklbvWRmR82sil9ZSzNb4ov3sO//oWk+2iU5ST853bn/aWbTzWyzmR3xvb7tPzxqZr2Aqb4vl/lda5dCjFdEioiSN5HiJdSXhKRs6d4/E3gb6ALcAEwEHgNGZXdQM7sS75f9eqAT0BoYCpTx26c8sAzoijfE1woYhtczNMvMLI/XVNf3utN3nm7ATGC3L5Y7garA52bW2K/e2744B+MNxfYCFgMnZXYS51wC3rDocbwh08a+7f4s4poMJALd/Qt9bX4bMNs5t9tX1gOYC/wNdANuBvYDC/ORECUnjeszKV8L/BtoCTwK1AK+M7No3z6zgQG+f99F6rXOK8R4RaSoOOe0adMW5BvQA3BZbGFZ1AnBmxpxOxAPVPR7bwqwwe/rR33HKpdNDE8CCcCF6cpv8dWNzeEapgB7fTGFAdWAB4Ek4CvfPqHAX8CPQIhf3YrALuBzv7IjwIu5OOeGdGVHgbGZ7Hu17zqu8CubDWwGzK/sBt9+1/q+Lu+7rhnpjhcKxAFf5hBjXd/xHvK1SwRwAd4Q7u/AaTnUD/PFcBjo41feKf31FES82rRpC/ymnjeR4qUbcIn/5rweJQDM7B9mNsfM/sbrNYoHxuP9gq+XzXG/872+b2Y3m9kpmezTGlgBrErX8zfP937TXMRfyRdTPLADr+fuY+BG3/vn4A0TvuWcS0qu5Lz5aDOA//O7M/U7vOHPJ8zsUjNL6SUsQBPwhnOb+ZXdDvwBLPB9fYXvuialaxfDa5tLzSwyF+d6Ca9djuIlrw2AG5xzW/13MrMKZvaib1g7wVfnABDlq5OTgopXRAJENyyIFC9rXRY3LPjmZi0F1gAPAL8Cx4DLgVfwfrlnyjm3xMw64A0hTgbCzSwOGOKce9e328lAHbxkITNVcxH/QVIToWN4k/T3+72fPOT5ZyZ1t+H1DlUGtgMd8XoDe+MN8R4wsxlAP+fcjlzEkhsf4SWZtwOLzawqcD0wzC+5TJ6TNiub40ST+TX5G443dB2B9382BJhtZuc75/b47TcdaAI8DXyPN9zpgPlk83/sp6DiFZEAUfImUnK0B8oC7Z1zvycXmtnFuansnJsJzPT1bF0O9AemmdmvzrnleMOWe/HmoGVmZy5Ok5hV8unzt++1RibvnYLXm7jXF+9OvCT1ATOrDbQFnsNLIlvnIpYcOecSzGwKcI+Z3Ys31y0cby5hsl2+1z7A8iwOtSuLcn9b/drmSzPb4TvPQLz5bZjZSXhzDZ90zr2QXNHMovASrtwoqHhFJECUvImUHM73eiy5wMxC8Cby5/4gzh0DlpjZfrwbAS7E+yX/EdAX2Omc+61AIs5oDd6ct85mNsI558AbKsRLTr/wxZc+5t+AkWYWC/wjh3McI3c9VMnG481HuwVv7uEy59wvfu8vw+v9auCcG30Cx82Wc26S767Ru81smC8hT+7tS98GvfGGPf0l75P+WgslXhEpOkreREqOBXhDmlPN7CW8X9p98Cb7Z8vMnsUbTluEN58rGq+35zjeUCx4w3rtgaVmNgJYhTeMWQu4BvhPDr1qOXLOJZrZo8Ak4EMzewOIxLtjtgJeb2ByD9R8vGHGn/GGYy/FSzan53CaVUBzM2uNlyjud86lv6PTP6bVZrYc7+7N04Ce6d7fb2b/Asb7hlU/wOuFjAHOB6Kdc/flvhXS6If3jLcngbudc3vM7CvgUTPbjffw3WZ4SeX+dHXjfK93mdkRvLl0m5xzuwsxXhEpArphQaSEcM6txpsHVg1vcv8reM8KezAX1b/GG5Z8ES8JfB1vEnwz59zPvuMfwJvsPhnv8RMf4yVK9+ElEQXSG+ecewvogJdMvIvX87UbaOqc+9q322HftXUH3gE+wZuX9qwvtuz8C28+4Lt4PYrZPkbFZwJe4nYIeC+TmCcBLfDm470JLARexrtrdHEujp8p3/XOBHqa9zBj8O4iXYp3s8cMvJ7Rq/H+v/zr/gI8jNcT+RnetV5XmPGKSNEw36iEiIiIiBQD6nkTERERKUaUvImIiIgUI0reRERERIoRJW8iIiIixYiSNxEREZFiRMmbiIiISDGi5E1ERESkGFHyJiIiIlKMKHkTERERKUaUvImIiIgUI0reRERERIoRJW8iIiIixYiSNxEREZFi5P8BPeJjExC37ncAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pred_dummy = pd.Series(dummy.predict_proba(logreg_val_features)[:, 1],\n",
" index=logreg_val_features.index)\n",
"evaluate(val_target, pred_dummy, 'random', [.1, .15, .2, .25])"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fdfab2df898>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({'random': pred_dummy}).plot.hist(figsize=(4, 4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Explainability\n",
"Let's see if we can't just explain a few examples of model rejections."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## logistic coefficients"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"coef_importances = pd.Series(logreg.coef_[0], \n",
" index=logreg_train_features.columns)\n",
"\n",
"# sort by absolute value, highest to lowest\n",
"sorted_by_abs_val = coef_importances.abs().sort_values(ascending=False).index\n",
"coef_importances = coef_importances[sorted_by_abs_val]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"total_acc -0.260576\n",
"total_bc_limit -0.254856\n",
"fico_range_midpoint -0.247102\n",
"total_il_high_credit_limit -0.242656\n",
"open_acc -0.217432\n",
"total_bal_ex_mort 0.203539\n",
"dti 0.201033\n",
"emp_length_10+ years -0.199469\n",
"loan_amnt 0.190373\n",
"num_sats 0.185881\n",
"acc_open_past_24mths 0.165670\n",
"annual_inc -0.141592\n",
"num_rev_tl_bal_gt_0 0.126087\n",
"total_rev_hi_lim -0.123314\n",
"bc_open_to_buy 0.121362\n",
"emp_length_2 years -0.113198\n",
"emp_length_3 years -0.109254\n",
"emp_length_5 years -0.102566\n",
"emp_length_4 years -0.101324\n",
"emp_length_1 year -0.100162\n",
"dtype: float64"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# for a linear model, we can look at the global coefficients to get a sense for what is important\n",
"\n",
"# coef_importances.loc[[\n",
"# 'open_acc', 'total_acc', 'fico_range_midpoint',\n",
"# 'num_sats', 'total_bc_limit', 'dti',\n",
"# 'total_il_high_credit_limit', 'acc_open_past_24mths',\n",
"# 'loan_amnt', 'emp_length_10+ years', 'total_bal_ex_mort',\n",
"# 'purpose_credit_card', 'annual_inc', \n",
"# 'purpose_debt_consolidation', 'num_rev_tl_bal_gt_0',\n",
"# 'bc_open_to_buy', 'num_tl_op_past_12m', 'num_bc_tl',\n",
"# 'home_ownership_MORTGAGE', 'inq_last_6mths']]\n",
"coef_importances.head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## tree model importances"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"gain_importances = pd.Series(bst.feature_importance(importance_type='gain'),\n",
" index=logreg_train_features.columns)\n",
"\n",
"# sort by absolute value, highest to lowest\n",
"sorted_by_abs_val = gain_importances.abs().sort_values(ascending=False).index\n",
"gain_importances = gain_importances[sorted_by_abs_val]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"fico_range_midpoint 2089.397279\n",
"annual_inc 1371.332372\n",
"dti 1033.864557\n",
"acc_open_past_24mths 992.655834\n",
"loan_amnt 826.277848\n",
"bc_open_to_buy 522.674305\n",
"mo_sin_old_rev_tl_op 426.701809\n",
"mths_since_recent_bc 398.170464\n",
"num_tl_op_past_12m 393.820298\n",
"total_bc_limit 383.781236\n",
"tot_hi_cred_lim 330.905944\n",
"mths_since_recent_inq 296.676860\n",
"bc_util 284.335550\n",
"inq_last_6mths 263.212856\n",
"mort_acc 233.718047\n",
"revol_util 213.819030\n",
"total_rev_hi_lim 207.111009\n",
"avg_cur_bal 199.273472\n",
"total_il_high_credit_limit 198.237427\n",
"num_il_tl 196.775929\n",
"dtype: float64"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# for a tree model we can look at total gain for feature importance\n",
"gain_importances.head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### a few example predictions (logistic)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>emp_length_8 years</th>\n",
" <th>emp_length_&lt; 1 year</th>\n",
" <th>emp_length_10+ years</th>\n",
" <th>emp_length_2 years</th>\n",
" <th>emp_length_9 years</th>\n",
" <th>emp_length_7 years</th>\n",
" <th>emp_length_1 year</th>\n",
" <th>emp_length_3 years</th>\n",
" <th>emp_length_5 years</th>\n",
" <th>emp_length_4 years</th>\n",
" <th>...</th>\n",
" <th>num_tl_90g_dpd_24m</th>\n",
" <th>num_tl_op_past_12m</th>\n",
" <th>pct_tl_nvr_dlq</th>\n",
" <th>pub_rec_bankruptcies</th>\n",
" <th>tax_liens</th>\n",
" <th>tot_hi_cred_lim</th>\n",
" <th>total_bal_ex_mort</th>\n",
" <th>total_bc_limit</th>\n",
" <th>total_il_high_credit_limit</th>\n",
" <th>fico_range_midpoint</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>39429853</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>1.484888</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>0.705752</td>\n",
" <td>0.672352</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.243028</td>\n",
" <td>-0.214750</td>\n",
" <td>0.034020</td>\n",
" <td>-0.151186</td>\n",
" <td>-0.298693</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41237792</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.673451</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>3.414182</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>1.352723</td>\n",
" <td>0.672352</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.615561</td>\n",
" <td>-0.149525</td>\n",
" <td>-0.058112</td>\n",
" <td>-0.302666</td>\n",
" <td>0.034578</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40933490</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.673451</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>-0.588190</td>\n",
" <td>-0.393546</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.720267</td>\n",
" <td>-0.524441</td>\n",
" <td>-0.738869</td>\n",
" <td>-0.376227</td>\n",
" <td>-0.965235</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35998858</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.673451</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>3.414182</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>1.999694</td>\n",
" <td>0.672352</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.105764</td>\n",
" <td>0.204054</td>\n",
" <td>0.246985</td>\n",
" <td>-0.621144</td>\n",
" <td>0.524881</td>\n",
" <td>0.534484</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38466235</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.673451</td>\n",
" <td>3.189446</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.292896</td>\n",
" <td>-0.264173</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>14.292143</td>\n",
" <td>0.672352</td>\n",
" <td>2.458681</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.197546</td>\n",
" <td>-0.242787</td>\n",
" <td>0.453735</td>\n",
" <td>0.030064</td>\n",
" <td>-1.131870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38058515</th>\n",
" <td>-0.226995</td>\n",
" <td>-0.288313</td>\n",
" <td>-0.673451</td>\n",
" <td>-0.313534</td>\n",
" <td>-0.198511</td>\n",
" <td>-0.245712</td>\n",
" <td>-0.262603</td>\n",
" <td>-0.292896</td>\n",
" <td>3.785394</td>\n",
" <td>-0.249742</td>\n",
" <td>...</td>\n",
" <td>-0.186376</td>\n",
" <td>6.528491</td>\n",
" <td>0.672352</td>\n",
" <td>-0.345582</td>\n",
" <td>-0.105764</td>\n",
" <td>-0.623534</td>\n",
" <td>-0.691939</td>\n",
" <td>0.003309</td>\n",
" <td>-0.933395</td>\n",
" <td>-0.631964</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6 rows × 130 columns</p>\n",
"</div>"
],
"text/plain": [
" emp_length_8 years emp_length_< 1 year emp_length_10+ years \\\n",
"id \n",
"39429853 -0.226995 -0.288313 1.484888 \n",
"41237792 -0.226995 -0.288313 -0.673451 \n",
"40933490 -0.226995 -0.288313 -0.673451 \n",
"35998858 -0.226995 -0.288313 -0.673451 \n",
"38466235 -0.226995 -0.288313 -0.673451 \n",
"38058515 -0.226995 -0.288313 -0.673451 \n",
"\n",
" emp_length_2 years emp_length_9 years emp_length_7 years \\\n",
"id \n",
"39429853 -0.313534 -0.198511 -0.245712 \n",
"41237792 -0.313534 -0.198511 -0.245712 \n",
"40933490 -0.313534 -0.198511 -0.245712 \n",
"35998858 -0.313534 -0.198511 -0.245712 \n",
"38466235 3.189446 -0.198511 -0.245712 \n",
"38058515 -0.313534 -0.198511 -0.245712 \n",
"\n",
" emp_length_1 year emp_length_3 years emp_length_5 years \\\n",
"id \n",
"39429853 -0.262603 -0.292896 -0.264173 \n",
"41237792 -0.262603 3.414182 -0.264173 \n",
"40933490 -0.262603 -0.292896 -0.264173 \n",
"35998858 -0.262603 3.414182 -0.264173 \n",
"38466235 -0.262603 -0.292896 -0.264173 \n",
"38058515 -0.262603 -0.292896 3.785394 \n",
"\n",
" emp_length_4 years ... num_tl_90g_dpd_24m \\\n",
"id ... \n",
"39429853 -0.249742 ... -0.186376 \n",
"41237792 -0.249742 ... -0.186376 \n",
"40933490 -0.249742 ... -0.186376 \n",
"35998858 -0.249742 ... -0.186376 \n",
"38466235 -0.249742 ... -0.186376 \n",
"38058515 -0.249742 ... -0.186376 \n",
"\n",
" num_tl_op_past_12m pct_tl_nvr_dlq pub_rec_bankruptcies tax_liens \\\n",
"id \n",
"39429853 0.705752 0.672352 -0.345582 -0.105764 \n",
"41237792 1.352723 0.672352 -0.345582 -0.105764 \n",
"40933490 -0.588190 -0.393546 -0.345582 -0.105764 \n",
"35998858 1.999694 0.672352 -0.345582 -0.105764 \n",
"38466235 14.292143 0.672352 2.458681 -0.105764 \n",
"38058515 6.528491 0.672352 -0.345582 -0.105764 \n",
"\n",
" tot_hi_cred_lim total_bal_ex_mort total_bc_limit \\\n",
"id \n",
"39429853 -0.243028 -0.214750 0.034020 \n",
"41237792 -0.615561 -0.149525 -0.058112 \n",
"40933490 -0.720267 -0.524441 -0.738869 \n",
"35998858 0.204054 0.246985 -0.621144 \n",
"38466235 -0.197546 -0.242787 0.453735 \n",
"38058515 -0.623534 -0.691939 0.003309 \n",
"\n",
" total_il_high_credit_limit fico_range_midpoint \n",
"id \n",
"39429853 -0.151186 -0.298693 \n",
"41237792 -0.302666 0.034578 \n",
"40933490 -0.376227 -0.965235 \n",
"35998858 0.524881 0.534484 \n",
"38466235 0.030064 -1.131870 \n",
"38058515 -0.933395 -0.631964 \n",
"\n",
"[6 rows x 130 columns]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Explanations!\n",
"# (we'll look at the lowest 2, middle 2, and highest 2 examples for local explanations)\n",
"\n",
"selected_indices = pred_lr.sort_values().iloc[[0, 1, \n",
" pred_lr.shape[0] // 2, \n",
" pred_lr.shape[0] // 2 + 1, \n",
" -2, -1]].index\n",
"selected_examples = logreg_val_features.loc[selected_indices, :]\n",
"selected_examples"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.0889572]\n",
"[0.17248042]\n"
]
}
],
"source": [
"# compare bst and logreg prediction functions\n",
"medians = logreg_train_features.median().values.reshape(1, -1)\n",
"print(bst.predict(medians))\n",
"print(logreg.predict_proba(medians)[:,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## explainability on single values"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# shap_values_single = pd.Series(\n",
"# explainer.shap_values(selected_examples.iloc[0, :], nsamples=10000),\n",
"# index=logreg_val_features.columns)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# don't look at individual examples for now\n",
"\n",
"# for i in range(selected_examples.shape[0]):\n",
"# shap_values_single = pd.Series(\n",
"# explainer.shap_values(selected_examples.iloc[i, :], nsamples=10000),\n",
"# index=logreg_val_features.columns)\n",
"# ax = shap_values_single[np.argsort(shap_values_single.abs())[::-1]].head(20).plot(kind='barh')\n",
"# ax.invert_yaxis()\n",
"# plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## explainability on all the selected values"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(130,)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"selected_examples.iloc[2, :].shape"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(130,)"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"logreg_val_features.columns.shape"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"#shap_values6 = explainer.shap_values(selected_examples, nsamples=10000)\n",
"#shap_values6.shape"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"#shap.summary_plot(shap_values6, selected_examples)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 12 s, sys: 4.14 s, total: 16.2 s\n",
"Wall time: 8.39 s\n"
]
}
],
"source": [
"%%time\n",
"background_data = logreg_train_features.sample(20000, random_state=3)\n",
"background_means = shap.kmeans(background_data, k=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## explainability on a dataset sample (dummy)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"# take a sample of the dataset, n=1000\n",
"selected_indices_dummy = pred_dummy.sample(n=1000, random_state=1).index\n",
"selected_examples_dummy = logreg_val_features.loc[selected_indices_dummy, :]"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# SHAP\n",
"predictor_function_dummy = lambda x: dummy.predict_proba(x)[:, 1]\n",
"#medians = logreg_train_features.median().values.reshape(1, -1)\n",
"#explainer_dummy = shap.KernelExplainer(predictor_function_dummy, medians)\n",
"explainer_dummy = shap.KernelExplainer(predictor_function_dummy, background_means)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1000/1000 [08:12<00:00, 2.17it/s]\n"
]
}
],
"source": [
"shap_values_dummy = explainer_dummy.shap_values(selected_examples_dummy, l1_reg='num_features(20)')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x1140 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_dummy, selected_examples_dummy, plot_type=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x1140 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_dummy, selected_examples_dummy)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## explainability on a dataset sample (logistic, kernelexplainer)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# SHAP\n",
"predictor_function_logreg = lambda x: logreg.predict_proba(x)[:, 1]\n",
"# medians = logreg_train_features.median().values.reshape(1, -1)\n",
"# explainer = shap.KernelExplainer(predictor_function_logreg, medians, link='logit')\n",
"explainer = shap.KernelExplainer(predictor_function_logreg, background_means, link='logit')"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"# take a sample of the dataset, n=1000\n",
"selected_indices_logreg = pred_lr.sample(n=1000, random_state=1).index\n",
"selected_examples_logreg = logreg_val_features.loc[selected_indices_logreg, :]"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1000/1000 [08:32<00:00, 1.76it/s]\n"
]
}
],
"source": [
"shap_values_logreg = explainer.shap_values(selected_examples_logreg, l1_reg='num_features(20)')"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x1140 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_logreg, selected_examples_logreg, plot_type=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x1140 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_logreg, selected_examples_logreg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## explainability on a dataset sample (logistic, linearexplainer)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/shap/explainers/linear.py:47: UserWarning: The default value for feature_dependence has been changed to \"independent\"!\n",
" warnings.warn('The default value for feature_dependence has been changed to \"independent\"!')\n"
]
}
],
"source": [
"linear_explainer = shap.LinearExplainer(logreg, background_data)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"shap_values_logreg_linear = linear_explainer.shap_values(selected_examples_logreg)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 960x1140 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_logreg_linear, selected_examples_logreg, plot_type=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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