{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:12.448909Z",
     "start_time": "2020-07-28T23:53:12.444950Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:14.495378Z",
     "start_time": "2020-07-28T23:53:12.454168Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from causalml.inference.meta import BaseSRegressor, BaseTRegressor, BaseXRegressor, BaseRRegressor\n",
    "from causalml.inference.tree import UpliftTreeClassifier, UpliftRandomForestClassifier\n",
    "from causalml.dataset.regression import synthetic_data\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from xgboost import XGBRegressor\n",
    "from lightgbm import LGBMRegressor\n",
    "import shap\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import time\n",
    "from sklearn.inspection import permutation_importance\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'  # for lightgbm to work\n",
    "\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:14.545250Z",
     "start_time": "2020-07-28T23:53:14.497129Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:14.594635Z",
     "start_time": "2020-07-28T23:53:14.548652Z"
    }
   },
   "outputs": [],
   "source": [
    "n_features = 25\n",
    "n_samples = 10000\n",
    "y, X, w, tau, b, e = synthetic_data(mode=1, n=n_samples, p=n_features, sigma=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:14.644919Z",
     "start_time": "2020-07-28T23:53:14.596972Z"
    }
   },
   "outputs": [],
   "source": [
    "w_multi = np.array(['treatment_A' if x==1 else 'control' for x in w])\n",
    "e_multi = {'treatment_A': e}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:14.692537Z",
     "start_time": "2020-07-28T23:53:14.647138Z"
    }
   },
   "outputs": [],
   "source": [
    "feature_names = ['stars', 'tiger', 'merciful', 'quixotic', 'fireman', 'dependent',\n",
    "                 'shelf', 'touch', 'barbarous', 'clammy', 'playground', 'rain', 'offer',\n",
    "                 'cute', 'future', 'damp', 'nonchalant', 'change', 'rigid', 'sweltering',\n",
    "                 'eight', 'wrap', 'lethal', 'adhesive', 'lip']  # specify feature names\n",
    "\n",
    "model_tau = LGBMRegressor(importance_type='gain')  # specify model for model_tau"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## S Learner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:15.143467Z",
     "start_time": "2020-07-28T23:53:14.695031Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.55124656])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_algo = LGBMRegressor()\n",
    "# base_algo = XGBRegressor()\n",
    "# base_algo = RandomForestRegressor()\n",
    "# base_algo = LinearRegression()\n",
    "\n",
    "slearner = BaseSRegressor(base_algo, control_name='control')\n",
    "slearner.estimate_ate(X, w_multi, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:15.498123Z",
     "start_time": "2020-07-28T23:53:15.145506Z"
    }
   },
   "outputs": [],
   "source": [
    "slearner_tau = slearner.fit_predict(X, w_multi, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `auto`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:15.844899Z",
     "start_time": "2020-07-28T23:53:15.502098Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.486489\n",
       " tiger         0.343104\n",
       " quixotic      0.083821\n",
       " merciful      0.045366\n",
       " fireman       0.034689\n",
       " touch         0.001894\n",
       " sweltering    0.000652\n",
       " shelf         0.000577\n",
       " cute          0.000312\n",
       " barbarous     0.000302\n",
       " adhesive      0.000302\n",
       " wrap          0.000288\n",
       " lip           0.000285\n",
       " playground    0.000244\n",
       " rigid         0.000238\n",
       " lethal        0.000203\n",
       " future        0.000184\n",
       " dependent     0.000177\n",
       " eight         0.000155\n",
       " rain          0.000152\n",
       " nonchalant    0.000151\n",
       " clammy        0.000118\n",
       " offer         0.000103\n",
       " change        0.000102\n",
       " damp          0.000090\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slearner.get_importance(X=X, \n",
    "                        tau=slearner_tau,\n",
    "                        normalize=True, \n",
    "                        method='auto', \n",
    "                        features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:16.601563Z",
     "start_time": "2020-07-28T23:53:15.848050Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "slearner.plot_importance(X=X, \n",
    "                         tau=slearner_tau, \n",
    "                         normalize=True, \n",
    "                         method='auto', \n",
    "                         features=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `permutation`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:18.215094Z",
     "start_time": "2020-07-28T23:53:16.603680Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.962595\n",
       " tiger         0.741225\n",
       " quixotic      0.183951\n",
       " merciful      0.077581\n",
       " fireman       0.075747\n",
       " touch         0.004322\n",
       " sweltering    0.000695\n",
       " wrap          0.000621\n",
       " shelf         0.000302\n",
       " barbarous     0.000229\n",
       " lethal        0.000107\n",
       " future        0.000065\n",
       " clammy        0.000056\n",
       " change        0.000053\n",
       " offer         0.000040\n",
       " cute          0.000037\n",
       " dependent     0.000023\n",
       " playground   -0.000002\n",
       " lip          -0.000022\n",
       " rain         -0.000032\n",
       " eight        -0.000044\n",
       " damp         -0.000054\n",
       " nonchalant   -0.000057\n",
       " adhesive     -0.000083\n",
       " rigid        -0.000130\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slearner.get_importance(X=X, \n",
    "                        tau=slearner_tau, \n",
    "                        method='permutation', \n",
    "                        features=feature_names, \n",
    "                        random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:19.525763Z",
     "start_time": "2020-07-28T23:53:18.217156Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.2573859691619873 seconds\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "slearner.get_importance(X=X, \n",
    "                        tau=slearner_tau, \n",
    "                        method='permutation', \n",
    "                        features=feature_names, \n",
    "                        random_state=42)\n",
    "\n",
    "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:21.477647Z",
     "start_time": "2020-07-28T23:53:19.528270Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "slearner.plot_importance(X=X, \n",
    "                         tau=slearner_tau, \n",
    "                         method='permutation', \n",
    "                         features=feature_names, \n",
    "                         random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (`sklearn.inspection.permutation_importance`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:22.939659Z",
     "start_time": "2020-07-28T23:53:21.479989Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.4103600978851318 seconds\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, slearner_tau, test_size=0.3, random_state=42)\n",
    "model_tau_fit = model_tau.fit(X_train, y_train)\n",
    "\n",
    "perm_imp_test = permutation_importance(\n",
    "    estimator=model_tau_fit, \n",
    "    X=X_test, \n",
    "    y=y_test, \n",
    "    random_state=42).importances_mean\n",
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n",
    "\n",
    "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:22.995957Z",
     "start_time": "2020-07-28T23:53:22.941921Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stars         0.962595\n",
       "tiger         0.741225\n",
       "quixotic      0.183951\n",
       "merciful      0.077581\n",
       "fireman       0.075747\n",
       "touch         0.004322\n",
       "sweltering    0.000695\n",
       "wrap          0.000621\n",
       "shelf         0.000302\n",
       "barbarous     0.000229\n",
       "lethal        0.000107\n",
       "future        0.000065\n",
       "clammy        0.000056\n",
       "change        0.000053\n",
       "offer         0.000040\n",
       "cute          0.000037\n",
       "dependent     0.000023\n",
       "playground   -0.000002\n",
       "lip          -0.000022\n",
       "rain         -0.000032\n",
       "eight        -0.000044\n",
       "damp         -0.000054\n",
       "nonchalant   -0.000057\n",
       "adhesive     -0.000083\n",
       "rigid        -0.000130\n",
       "dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:23.425849Z",
     "start_time": "2020-07-28T23:53:22.998022Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Test Set Permutation Importances')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n",
    "plt.title('Test Set Permutation Importances')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:25.541219Z",
     "start_time": "2020-07-28T23:53:23.428120Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stars         0.979218\n",
       "tiger         0.755084\n",
       "quixotic      0.178054\n",
       "merciful      0.080888\n",
       "fireman       0.076262\n",
       "touch         0.005695\n",
       "wrap          0.001916\n",
       "sweltering    0.001616\n",
       "adhesive      0.001341\n",
       "shelf         0.001234\n",
       "rigid         0.001205\n",
       "barbarous     0.001200\n",
       "playground    0.001101\n",
       "cute          0.001020\n",
       "lip           0.000883\n",
       "offer         0.000883\n",
       "clammy        0.000804\n",
       "future        0.000763\n",
       "nonchalant    0.000757\n",
       "lethal        0.000701\n",
       "dependent     0.000606\n",
       "eight         0.000584\n",
       "damp          0.000553\n",
       "change        0.000413\n",
       "rain          0.000339\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perm_imp_train = permutation_importance(\n",
    "    estimator=model_tau_fit, \n",
    "    X=X_train, \n",
    "    y=y_train, \n",
    "    random_state=42).importances_mean\n",
    "pd.Series(perm_imp_train, feature_names).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:25.969350Z",
     "start_time": "2020-07-28T23:53:25.543364Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Training Set Permutation Importances')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(perm_imp_train, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n",
    "plt.title('Training Set Permutation Importances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shapley Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:27.549703Z",
     "start_time": "2020-07-28T23:53:25.971117Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': array([[ 3.94366656e-02, -2.29530311e-01,  1.42158979e-02, ...,\n",
       "         -1.62871545e-04,  5.82372435e-04,  2.88715214e-04],\n",
       "        [-7.54144307e-02,  1.85798470e-01, -1.90590808e-02, ...,\n",
       "         -3.17803418e-05, -3.82232450e-04, -3.76163889e-05],\n",
       "        [ 3.89606913e-02,  1.75083435e-01, -1.63511157e-02, ...,\n",
       "         -1.32024179e-03, -1.94442532e-04,  2.52281080e-04],\n",
       "        ...,\n",
       "        [ 8.43145649e-02,  2.30140122e-01,  1.60212264e-02, ...,\n",
       "          2.85981707e-06, -1.13863828e-06, -2.36089392e-05],\n",
       "        [ 1.11671050e-01, -7.22417643e-02,  1.41737832e-03, ...,\n",
       "         -2.59095285e-05, -9.11502869e-05,  4.50328633e-05],\n",
       "        [-2.63074721e-02,  1.38382654e-01, -2.21219286e-02, ...,\n",
       "         -1.03485074e-04, -2.62784688e-04, -6.61313016e-05]])}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_slearner = slearner.get_shap_values(X=X, tau=slearner_tau)\n",
    "shap_slearner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:27.610460Z",
     "start_time": "2020-07-28T23:53:27.551723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.45973193e-01, 1.22802198e-01, 1.92613910e-02, 3.90087021e-02,\n",
       "       2.65509008e-02, 3.57503802e-04, 7.94938074e-04, 4.61141671e-03,\n",
       "       9.36039134e-04, 1.25960368e-04, 4.44237157e-04, 2.37262549e-04,\n",
       "       2.96173809e-04, 3.57679078e-04, 7.35552208e-04, 1.42282895e-04,\n",
       "       2.40108166e-04, 2.84783457e-04, 4.65052691e-04, 1.54977802e-03,\n",
       "       1.82520000e-04, 7.36111819e-04, 4.84202462e-04, 5.03599958e-04,\n",
       "       2.75059742e-04])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(np.abs(shap_slearner['treatment_A']),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:31.223280Z",
     "start_time": "2020-07-28T23:53:27.612616Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot shap values without specifying shap_dict\n",
    "slearner.plot_shap_values(X=X, tau=slearner_tau, features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:33.157679Z",
     "start_time": "2020-07-28T23:53:31.224856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot shap values WITH specifying shap_dict\n",
    "slearner.plot_shap_values(shap_dict=shap_slearner)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:33.474991Z",
     "start_time": "2020-07-28T23:53:33.159513Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wT4eLEh0RD7shcbVWgmnX23xmOJyigGkjRcybDPzliBI5UYbSMd0Z/UkVgW4pHpGDcM8Z+2uzHov3W0oKYn7uYPQLIZKVlYXCwkJUVlZi7ty5qKysRGFhoV9apq6uDsuXL8dTTz2FCRMmJGm1BEH0d6wKPQeFsU8yxYjZVbRsgg1lE2yWQslc8GmF39yWHjMw/XHBJt1Gs26BAd8aIaDqpM8r5PNvfOkSBiXroKaLthyRsOWIpN1/vWfIczvdQS3br8oTLL1B0mzARW/E30afgIPh86NeLCxJSeh1+4UQAYCHH34YK1aswJo1azB06FAsWbIEAPD444+jvLwcRUVF+P3vf4/u7m68/PLL2nFLlizRClcJgiBigVUdxcwhofeJlxAJJ/Jibm01z1FR9wmXcL6/YNcMF/05MhwMy3e4Ddsrj/gGzMkAJucyv1ks6voemOqzfS/MFlBxyIN1tUqLr8gAzpVziAy4ZYINGQ4Jf/tGwkVdaUggETIkBTif2BrQqNjSJGN9rSehYqTfCJExY8bgtdde83v/+eef175+/fXXE7kkgiAGKJaf9DsD7yMw+BWHxopwIi96ofLAVHvQYwGj2VcgERFutCOc6Eoo1HMoqR7jNg411aIIiNzBAhgkv06SDAfT7kOGg6HDpTitlhWlYPdJCefcHNuaJAAcNxTYsHyH/7WCEXPLjziy+XBioyL9RogQBEH0Faw+6Td0+u+zdKZd6/Z4bqcbhdlCzKIi2vj68zxgZKLaKWndImbXUECxPjdMo633arNXRKb4b6j+IKsX+M9tWTrTjs2HvZgzrne+FFYRnfqOFOzc6za8N22kCIF5/Dp17p9iw/lujvcPKqkYK8n3+VEvntspG9IxDB7MHitiUIqxI6axLfLcS9clEA1RKc5JrLMHCRGCIIg4oP+kX+2U8EnTEMxLN6YnOlxce2jGMj2jj2Tox9frIxP6fVS8suIhobbVvl9jfOC2dvlEjT4aIHFFpJgn0qp1Fl+e8BdZ1U5J8atgDMU5gqGlNtD3IjAPls2yozBb6Om28fhFar4zSsDnx4zxh6F2hvPdXItKcACDbIrvh8qWJv+YBYdSRzLQON+dWAcUEiIEQRAxRv8JHlB9LNLxlyPGia/m9EWGg2mmXIEezOGgr8+QOHDnRBEjhgqG8+n30bOuVkJxrgebD3v90gk5aT5R4wc3vmmuEXmjyo2Hpts1kaOf8aIiwIMr8xhuK0nRUgP688gceHaHG7eXiJC4r11XH6mxYtpIERX1xot1XaIFpdFgFl2hMFvXxxsSIgRBEDHEXFexsFi0TI2oYkU12LLq1AjWTWMWO/rUhV8HjIWlun4fvQW41POwN6c3BADFuSJQq0QI9MeITLmGfl0ZDmYQLbuOyfjyhEtLWVmJGRmKI+n+ZqXgdGFJil/tjMyVB6UADhlMcT/lPKAIAZQoT3GuqNWKDDQiFV05afFZRyBIiBAEQcQQcySg9aKvWFJvOa5vbVUfzuaHqT6SoJ7b7BaqH8ymFy6hulHM3SaqCAr2sN5Q69EEhLoLA3BDgX+6R4C/tbgqxKaNFCEyT9Biz3f3K2Lkme1uv22GThgO7G+Wg85TWXtQAoMEuwh0D7xMS0QI8InKREFChCAIIoaYP8FvPSJBhmIWtXRmqtbdYY6SBOqa2XVMxhfHXQB8YmNhic2yVkNNU6j1KaHSOvp9CrMFQwusWSSo0Qozah3F9qOSIfpjFaAQGTRhtHqBAxWHPGi9CGxt8reC7+xWRIhlFgiA3tCrtjV0mIODREg4JNjdHUA/GXpHEATRV+hwGR+KvgJJpm1TIgLK++rDWW+8BQDDB/ueCBL3CQ6vDIBz7Xgz79V4sb42/BYNdSAcADww1Y6FJSlYVBJcwFyRxfw6T7wy8Pmx4E/6GwpE7D4podqppKeWznLgqjzBMgLT0hXZsDaVJDxH+xUS9/nGJAoSIgRBEDEkw8G0qa1qx4ryNQ/opfH1WRmVpu6MSbm+KbAMvj/Was1HILHAodR4hDPddn2tB/dt9J+kW1aUYphAWzzM+Hg/3MYtJ52cOBf4WiIDtjVJftfS36/IsJYpA7AEJObEy9MmEJSaIQiCiBFqy6rMfbUTM8aI6HApQ97UuSz6Yk2JKwZS5gdoR7evVkN96N85yaZZpQPQXD/N9REyD90KXO2UDEWp5noUDQ4cOsPNbxn+H4rrRgsYNZRh7UFJu5Y6al5/vxjCM/4SGTAjvwvbTw8OvTMRMXUtEpBAQzOKiBAEQcQIfcGpWjvxzHY3zrk5JmR4tDRIhoPB1vPX1yYAc8bZ/KICVadko7gAUNtiHeUwCwIG4IBTChgVqXZKeKPKvzNm1zEZ5RtdqDjkKySVLc5vvlYw1O8PzJjOWVcrGQzTOIAr8xiuyAr9aVzmwPbT5uk9A5dsR4xPmOBCEYqIEARBxAirbhAO4K29XnyRmY3adpc2q+SJWXbUtcoA5yjMFrBslt2ybVbP/maO8o0urF4QuAVWveaWJhlbm1y43RRFsTIy0yNxpdZDbb0N1o3CADww1Ya6VhnZaQybGpSiU4EBt4wXcfYiR3Yas/y+JA40njUuwqoYdvhgwHnBuAZzsepA56wrdudigDYpOVGQECEIgkgANe2+j60SBzbVe7HPqViKv18rYdksO95e4DBYrosMKMhkaGzjhmPVFljVB0TF3HorA1hbo5xvUYmozU3RHzM5T8D+ZqMgUGs9gokQACibIOLtan8jMZkbLdGtYAB2W0yvNXP6QshdiJjB8cBUf8+ZeEOpGYIgiBgRLEphpuqUb66J6hgKAEtnpuKJWXZcN1rAE7PsuHuyMVcvwNcCu3Smst+DU214+JoULJtltyz8lLjipXH/By6/tFBukAxHqG/lw3prd9ZQMADThrNeF5YyANNH0mMsdjCc97dtiTsUESEIgogRZkfTfywUQ0YGVGSuFIvOGWfTzMW+OO7GpFyjsrh9oqg5s/pmuciakdnnR72Wc1MApUh082Evls60KwWJjKH6dOLNNTiAqtO972/JHwRUnbyU5tr2fVovJP5+khAhCIKIIQuLRYAxlE2wYfXeyD5e7jom43+P++opJG6smxCZYrO+cq8bnx8zOrg+va0bd09OwVYLEaJPsajX4PzSb3U93ZXsFfQ/cgYnPsJEQoQgCCIGmG3bi3MEVAaITAQjWLGqxGHpegoAjW0cv7awQ7cJwH2lNmyql3D6Ag95DaL/wwCMywIa28zv84QXqgIkRAiCIGKCecaMlTdILAi3BgVQHFALMhhW7fOS+Big5A5SXGoBJaK2aKINxTkCNtV7YXZtmTW8C6X5QxK+RhIiBEEQMUBfHyIywGFjIbtO4gkDcKSNGzpu9NtIlwwMWnTpK4krNSDP1FiL5O2nB2F9rQcLE2hmBlDXDEEQRExQp9neOVHUzMyMJPbRzxHYpbRsgojJefH14chMjevpiSjZ0iQH+U1keHNP+HOKYgUJEYIgiBhRmq8Uquqt2fsiH9ZLluZhsWRMBhmOxYN439UT53hEQxNjAQkRgiCIGBK4/XFgPZjjLXQuFcw/dfMAwUiJ9V21Ws/mw94YXyU4JEQIgiBiSYLndBB9m2kjjI/ZQ2c4po8Qopalsf7tqjvjL23mjEts+SgJEYIgiBhR7ZSw1a82hBioMADnu40RMg7FVVdgwJ0TRZTkhC8tGICiYb7hgSJDxLU+k/MYxCCHCAwozE6sNCAhQhAEESMqDnnCGmNPDAw4gLqz1tskDowYKuCOSSl+UQ7BQmCoUZS6Mxwciih5YpYdV18W/lwYmwA8dl0qyqcEjnjIPbOMEgm17xIEQcSI1ovJXgFxqSAwIMPB8NxON3jP6/un2HC+m6P1IlBpiqyl2oxdUBzA599IFt1Z1tw4VkT5FGWg3Yu7ugPuZxOUVvREQkKEIAiil1Q7pYR/iiQubTgH6lokw+DDv5+QUNPC/UzrBKbUbXxx3OeqKwCoaQ7/d27LEQkzxigC40CAQuKp2S48cn1mwqfvkhAhCILoBXpr92C5d4LQw6FE0ATms9y36jRiAJbNsmNhSQoKswVU1HvR2sWxrUnC6QuRXfPZHW7cPtEWsPOmYKg74SIEoBoRgiCIXqG3do/Efp3of6g6VGBKTUcwRAZsa5Ig8+CdMExXPFqaL2LpzFRclScYftdsFpe6Iov5PeBlDoDzgA/+pnP2oGuOFyRECIIgesG0kSJFQgjcOVHEO7c5cOckG741XECbSw4oMBiAqcN9YkKtEVG36ZG5UgS9cq8b1U4lFaOME1C2iwyQLCqkbygQcfskG6YPN3bZAMB3C6wf/f+Ql5wiJ0rNEARBEDHBJkCLDvVXhqQA503GoyIDyopS8PVZGe8FmOOiR23h1XP/FBuG2hkyHMwwYZkBWFcrQeISbIIHq+Y7tHECu09KOHVOxtqDvlqR7DTgtmIb3q72aunC2QUCwBi2HpGw9qAEgfUIGK4IoCtzGW4rScFkGwkRgiCIS47dJyVKyfTAB8B9MIsQQPm+tzV58dbe6B1Jh9oZHpjqS408s92tCRr198srA29UufHQdN9+Q1KZVmdiE4Df3eTwSxduaZINgw5lrnTRXJUnYNpIUasLaWiIevm9goQIQRBEL5g2UoTAPFrB4UBmoAoyGcDKCEWImiaRuH/LbIeLa6LBfEt3HZPxxXGXdqwKA3D95co59JOgVcznabkgY9rIlKQUp5qhGhGCIIheUJovYmwmFYkMdCLRYJPzGFYvcGD1AgceviZFS7eo6GtArH6zJO4v+tSJz/d/oIiUVfOVehVV8IjM+MDf38xx/wcure4kmVBEhCAIopcUZDA0tg3QcMAAYXIew4FmHlBwqOkRBmDkUODEucDnKsn1pUOsIhJKd4wdz+5wW0ba9NEUM15ZSRc+MNWO0nwRZRNs2H1S0iIub1S5seuYbNg32VGRfiNEjh07hhUrVqCzsxPp6elYsmQJRo0aZdinqqoKb731Fo4cOYIFCxbgoYceStJqCYLoT5RPtWNLkyvZyyDiTCARwqAUm9a1yijOEbB6ny9NI/TsoAoKAUDZhNCP3g4XN4iQ60YLmDPOhg4X10TF7pMSMhwMda0y1h30WqZ5SvNFg9B4aLodX55QfG+S4aJqRb8RIq+88grmz5+PuXPn4rPPPsPLL7+Ml156ybDPiBEj8Oijj2LHjh1wu91JWilBEP2N0nwRt04Q8WF98sPchJH0VKAzsKO5//52oNPi8ZA7WABg/fOdPVbUulT+97hsEBC3T7KhbIINFfVegHOUFYVXl6Gv87AJioAwH6d/rY98BDu/vuMm1L6Jol8Ikba2NjQ0NOCFF14AAMyePRuvvvoq2tvbkZmZqe132WWXAQB27dqVlHUSBNH/UO3d2y5SaqYvMtQOTMgW/NplrRCZIhzM3S8iA8qnpKDDxf3OYxOAnDQYrNr1XSxlE2x+UYlwiFQwRHKNaNYTT/qFEGlpaUFOTg5EUbmxoihi2LBhaG5uNgiRSGmIUy9TvM47kKF7GnvonoamviMFT+zOgcTV5sh4FK3G67wDgxPngBPnzCKEY2q2Cxe8AmwCR3qKjAw7xw0julDTlgogXdtzqE3CnMsu4PixFgwTBgEYBN/Pg+PHE9oxZpAX65jyeyAyjp8UteOcR8SkrG4M6vSgoTO6tQ8CMHMIgE5EfY5Iide/+/Hjxwfc1i+ESLwIduOipaGhIS7nHcjQPY09dE/DY+deNySuGkvESyyQCIk9DHvPpmmvnrpemeUCAKOcEv5yxKVFOM55RWw4mo4PvvEVo3LdeVIz8nDLVDtGjZZ00YshifxmYkay/t33i/bd3NxctLa2QpKU/J0kSThz5gzy8vKSvDKCIPoT1U4poNV2aCh1kygYgOkjw3+8bT7sS8WoKZHLM4wCUK370Nux64s9S/NFrVOFiIx+IUSysrJQWFiIyspKAEBlZSUKCwt7lZYhCILQo07ZfeVLj+a/oLZZhgdFNhIBA/DAVBv2hlETojJnnM0gMkvzRZRPSTHsoxcfy2bZLf0/iOjoN6mZhx9+GCtWrMCaNWswdOhQLFmyBADw+OOPo7y8HEVFRThw4ACWL1+Orq4ucM6xdetW/Pu//zuuvmTpJ3sAACAASURBVPrqJK+eIIi+jt42W++/sOmQhec3kTTumGTD+W7u57Fx41gROWnq3BblU/iVeQJuK7GhMFvA/R+oLa3KPBc1VbP5sBdzxin79KVOk/5ESCEiSRIWL16M119/HXZ7ckYEh8OYMWPw2muv+b3//PPPa19fddVVWLt2bSKXRRBEP0HfTiky4ONGL/7yfx60k31In0FgQHGOgOU7jP23atdLab6IsiLJT1Cs3Ou2FJkLS1I0QQJYm48RvSekEBFFEefPn0/EWgiCIPosau1AxSEP1h6UUNdKNR/Jxb+biAGoa5UN0ZDJeQyPXZdqcDI1CwqzZ0dfMPkaSIRVI/KDH/wAK1eu1IpBCYIgBgLm4tTSfBEjhvaL0rp+gH/NjcQBcK4VENsEGERIIFSRSXUfySGsGpGKigqcPn0aH374IbKzs8GY7xfgnXfeidviCIIgkoVanKqvGyjNF3s+LVNdSLwQAHxrRHgGZGZEBpQVpaCsKCXieo6+ZvI1kAhLiNx1113xXgdBEESfIlBx6tdnI39AXoowALMLBIAxbGuSLAesRcoVWUBjm/W2khyGkUMFbGuSUHVKNvl1WOGfmrmhIPgwOaJvEpYQmTdvXrzXQRAE0acIVDfw5p7I51RlO4A2Fwe/hFp4OYCrerwxqp2SYWqrnsk9nSfP7fQVfPq2MdS0cG0Y2/SRNjS2+Tw7po8UsPukDA6g4SzH5HymCR7Vr0O1Sl86044OF0djm4yKesnyXm5tkrT2W+LSIez23bq6Onz88cdobm5GXl4ebrrpJhQXF8dzbQRBDHDUOS7JaplcWCwCjGnzQgBE1SVz1qWkHGaPFQHOse2oUlDpMwoPzPThDLtPBx4/HwsCRR8yHMoKS/NFw9RWFZsA3FaiTIRdOtOOuhZJa49VtqUgd5AXLV3A1ZcJaGrzRTpsAnBFJkPVSeVcXhmobZEgMmjHq+LD3OHCAwyfkzlQUe8lIXKJEZYQ+fzzz/Hcc89hxowZGD9+PE6dOoVHHnkEv/rVrzBjxox4r5EgiAFIoBqNRF37vg0uyFAERHGOgIpDHlQ3y7gQZXmIDIar8gQ8MNWO9bUePLvDrVmGB2OvM7AECZ2+CI3+gX/qPMfaGl/EosPFDWJQHcKW4WDocHFkOJgWCbEJwKr5Dq0+I8PBsHyHW4tw7G/2KRgG5ZqF2QLW1/lSYPubOUTW4/kxSLkzp85zVPR4tag1OmqkigEYOQQ4oW/s5NTNdKkRlhBZs2YNnn76aVxzzTXae19++SXefPNNEiIEQcSFQDUa0RBJZKXaKeHpbd1QH5sygF9vjzwdo6KKBYFxLb3T4eIGy/BgBKvNmDZCwJ5TMqKtWlEFgeqVUe2UsL7WqwmLDAfzE4MPTPX5SVn5b6g25yv3ugOunUO5B2q3ij7tI3ElxSKbjl1XK2H1AofmZvvM9m5wMJy+oIhFGb5iVeLSIqw+tNOnT/u5j1599dVwOp1xWRRBEIR+jktvvB2srNlD7dvYFv2n6uGDlQeiCvf7QvleRFMohME6OiIyn724mSoLESIy4M6JIm4ca7xfAlOGu03O851MFQQq5jbWDhf3Exp6gv2MrL5H/Rr1M1oemm7XzqPWhZiRuO/6Hbp6G4kDt0+y4eFrUjShQlxahBURyc/Px549ezB9+nTtvT179tBQOYIg4ob6UIy2RmR9rQebD3vhsLGAkRVzpKSi3utXcBkpk3IF5AwWDCkOQEnNqNcuzRexaKLNsA+HIiDAGMA5inNFrT5CNVELxXWjBTw0XYlIVDslbD+qRJUEpsxHWViSYrIz9xd45jbWYEZfwX5GpfkiVi9QDODAGIpzBNS1SH41N+bz6NM9evTiRRE5bkicwSbA73zEpUVYQuTuu+/GsmXLMGvWLAwfPhxOpxM7d+7EL3/5y3ivjyCIAYRZGATydqh2StoDzuoh9Lsvu/HWXq/fcYCvAFNfpyEwD+6fYsN7NdbHRETPmtQUh4qoS80AysNz3UGvlr5Q0wqBHqj6WgorbAI0EQIEFgmRCLxw9g3mv+G3rSRw2kS/rzrXJcPBUNcqA5wb7k1pvojl01rhFEfS7Jd+QFhCZNasWRg2bBg++eQT1NfXIzc3Fy+88AImTZoU7/URBNHPCFSvYVWcCsBvX30hKQC8X+PF27c5DNtXBhAhAPD5NxLqWiS8d1DSsiUyR0DhEik5g5jfJ/wOF0e+dBKl+QXaflrEoN7r96A1Y3U+8/+tHsiBREIk5l3JMPoK55oTMjy4ZXzfnX9GhE9AIfL000/j6aefBgB8/PHHuOmmm0h4EATRK4KJjVPnjfUIFfVeLWIgMg+emKV0dhxwSoa6CBnA6r1uvHxTmnauYBUeW47Ed1TFkJ5no/lh2tDg327T1wUBQSSCgEJkz5492tevvfYabrrppoQsiCCI/oM++gEAb1QZuywqDnm0lIPIYPCQaDzjc/OUuK9zxar+sbJJ1oyszO2d140W8LmFEVe8WLnXixsKqGaBIMIloBApKCjA8uXLMXbsWHg8HvzpT3+y3I/s3wmCsEIf/RCZB5zDEMkQGNB6EZowkbhSrDliqIAMB8MzAVpmraIdHMYi1IUlNoBzDEllMUu5hIt5LQRBBCegEHn88cfx5z//Gfv27YMsy9i9e7ffPowxEiIEQQDwr/3Q+4BY+UnIHKg8ImkeEDbBV6ypuGdaIzDgW8ONQ9GEno4Ks1FYMqyt9N0dBEGEJqAQGTFiBB555BEAwE9+8hP89re/TdiiCIK4tLCq/VBaLD2alXmgSAYHcHm60s3y9VnZL72ihwG4f4oNq/d5De8tm6UUZqgiRD13oskdBPx2HnlZEEQkhGVo9sc//jGmF5UkCS+++GJMz0kQRPKwckHVE0oUHO1U7L1/vd2NX3yiDHO5r9SGdFNTxHWjBfz9hHES7FU9Bl1vVLktjbASyfeLqDaEICIl7KF3sUSSJHz66ad47LHHknF5giBijD6CITLgQLOMyiPeqEbHbzkiBexssSo63d/Msb85egv2WFLXmriiWILoL8RNiAQqbgUUIUIQRP9B9bmoOOTB+7WBhUR/Z864pHy2I4hLmrj9q1m9ejWKi4uRkuLvpMdpOiJB9CtUp9PaVp709EiisTEgPRW4rcSmDY8jCCJ84iZERowYgR/96EcoLS312+Z2u3HLLbfE69IEQSQQs9PpQMPLgbMu4O1q8g8hiGgIq1hVkiS8++67uPfee/H9738fAPD3v/8dH374YcBjCgsL8fXXX1tuY4zRwDyC6CdUHPIMWBGix6pIlyCI0IQlRFatWoW//e1v+PGPf6y9N2rUKFRUVAQ8ZsmSJbj11lstt6WkpAStISEI4hKCBZj1PgBRB+oRBBE+YQmRyspKPPvss5g5cyYEQTlk+PDhOH36dMBj7HY77HYaSEQQ/Z2yCTZL2/WBSIdrgBXIEEQMCEuIdHd3IzMz0/Cex+MhoUEQAwxlsq0b1U5fCqI0X8QDUwdmt8iDU20QelSYTSBHVYKIhrD+eowfPx4ff/yxocC0srISxcXFcVsYQRB9C7N76tKZdm0M/d9PDMzaiPPdHG8vcBis7QmCiIywhMjixYvxyCOPYNu2bXC5XFi6dCnq6+vx0ksvxXt9BEH0Eczuqc9sDzwPZqDQehEkQgiil4QlRMaOHYtVq1bh008/xejRo5Gfn49HH30U2dnZ8V4fQRB9BHMh5kAXIQKAbU2KeZs6X4fECEFETtiJ3czMTNxxxx1RXeTkyZPYunUrWltb8fOf/xzHjh2DJEkoKCiI6nwEQSQeKsT0cd1oAaPSBaytUYbvqa27JEQIInLCEiLBWm3vuuuuoMdWVVXh6aefxpQpU1BdXY2f//zn6OjowLvvvovf/OY3ka2WIIiEU+2UsPukhHNuHnCK7kDjoelKof76Wm9PzQwVqhJEtIQlRHbv3m14febMGZw+fRpXXnllSCHy5ptv4sknn8S3v/1tzJ8/H4BS/NrQ0BDlkgmCSBT6AlVCQe2SUefrUI0IQfSOsITIb3/7W7/3Nm7ciPb29pDHnjx5Et/+9rcBKI6qAJCamkqD7wjiEkBfoEooyBx4o8qNh6bbUZpPAoQgektYPiJW3HrrrUEt3lXy8vJw5MgRw3uNjY3Iz8+P9tKWHDt2DD/72c9w77334mc/+xmOHz/ut48kSfjd736Hu+++G/fccw82bdoU0zUQRH9j2kgRNtNfiaj/aPQjdh2Tcf8HLoOfCkEQ0RG1C1FjY2NY+91222146qmncM8990CWZezYsQPvvPMO7rzzzmgvbckrr7yC+fPnY+7cufjss8/w8ssv+7UXb9myBSdPnsQ777yDzs5OLF68GNOmTcPw4cNjuhaC6C+o6YeKei9au3zVIXWtEk6cS+LCEkRxNnBRYshIBfY3G6tjqECVIGJDWELkscce09IqAOByudDQ0IBFixaFPFY1QVu7di0kScLbb7+NH/zgB5g7d26US/anra0NDQ0NeOGFFwAAs2fPxquvvor29naDI+y2bdtw8803QxAEZGZm4rrrrsP27dtjLooIor+hFmXGmlQR6O6jQQUBQEMbIHHr8lyRUYEqQcSCsITIVVddZXidlpaGBx98EKWlpUGPkyQJDQ0NmDdvnsGVNda0tLQgJycHoqj8URBFEcOGDUNzc7NBiDQ3NxtSQnl5eWhpaYnbugjiUqTaKeGTpiGYl6582q+oj48IAZInQhiA/EHA6a7A+4zNAhrbAm9fNNFG0RCCiAFhCZF77703qpOLoohHH3006JTevky8OnuoYyj20D1VqO9IQU1bKiZldWNChieq45/YnQOJp+PPhy/i+2POYcPRoUDQsXY8xPZkEGxNHBMzu1HTnhpkH8DBXWBIha9p2fd/kXFMSTuFhobI7jH9nsYWup+xJ173dPz48QG3BRQira2tYZ08Jycn6PbLL78cTqczrnUYubm5aG1thSRJEEURkiThzJkzyMvLM+yXl5cHp9OpzcgxR0jMBLtx0dLQ0BCX8w5k6J4qVDslLNvq0nwtrJw+VU+QQO2mO/e6IXHl4Spxho1H08O4cl8TIUDwNTHUtDuCHi0woK7DoZMzDByAAIbbJ4ooK0pBaX5BRCui39PYQvcz9iTrngYUIj/84Q8NdSFmOOdgjOGzzz4LeoE5c+bgySefxB133IH8/HwIgq/mftKkSVEs2Z+srCwUFhaisrISc+fORWVlJQoLC/0mBs+aNQsfffQRZs6cic7OTuzatQuvvPJKTNZAEMnGPAvGXEip9wQRmAfLZtmxsCTFcA6lS8bTs4/SqhpPGIBpIwVckcnQ5QU+rE9+wciNY0XkpAFrDypr0d8CGcCIoQKlZAgihgQUIsHcVCPh9ddfBwA/F9VwREwkPPzww1ixYgXWrFmDoUOHYsmSJQCAxx9/HOXl5SgqKsLcuXNRV1enpZruuecejBgxImZrIIhkohcRDMCBZllrL919UsKpc7ImVGQOPLvDjcJs5aGqj5Ssmu/Au1+dgdeeji1H4isMOICqkzL2nAK+WxD+w334YODqy0RL4dJb99fKIxKevN4Om6AIO7Hn85jEyUGVIOIBa29vJ8dmHTfeeKP29ZYtW2J+fgonxh66pz7W13oMU3EFpjyYJa48UGVufEg/fE0Kzrk5Vu71gkPZ54bLBVQ2ST21EbFHAMCYsiY9rGe95vfNiAx4YpYdz+10WxbRFg9jqD/Lg0ZzLhvKcOq8so+VcLmxQEDOYAHgHGVFStSotw6q9HsaW+h+xp4+l5ox880336C6uhrt7e3guna2aAtZCYKIPR0ubkwl6F5YPfirTkr4/Jhs2GdLk4x41X1ckQU8fYMDX5+VsaHWgwPNvvVyALmDgFHpAvacli2FBANQPsWGzYcDd/LUneF4cKoN57s59jfLqG31P9GJc1xLwQxJZXhrr9ewXbkHMmwCeupByEGVIOJFWEKksrISL7zwAsaNG4fDhw9j3LhxaGxsxOTJk0Mea/Yg0aP6fhAEERvOucMPcHLAIELigTnaMH2k8idHjWaoFWPqPqcvAKcvBF4TB7ToTbDrvLXXGzJFs+WIBJsATMwJ7BWr1toAvY+IEARhTdjTd5csWYIbbrgB8+fPx+uvv46//vWv+Oabb0Iea/YgaW1txY4dOzBv3rzoVkwQhCXVTgmr9nlD75hA9EJAZEDZBJuhqFYGcOdEEduPSjh9IfJz9nY/rwxc8ATeU2CKuFOLfG2Cx7IbiSCI6AlLiDQ3N+P66683vPe9730PP/zhD7F48eKgx1qlbubOnYuNGzdGsEyCIEKx+6QU9y6XaBF66jrUB7haVKumPlovAqd7URjLoaR9ghmQqTAoNSrqvWpsC3zTZA6s2ufV9iVbd4KIPWHNrxoyZAguXFA+rmRlZeHo0aPo7OyEy+WK6qJXXnkl/v73v0d1LEEQ1pgH1EVS5eEQgVsnxO/hKnNgQ60Hz+3sBqB4nDx8TYoWXSifkmJYb6i1T85jhj9eAoC7J9u1DhczxTkMT11vx8PXpOCd2xxYNsse0dqFnvNS1wxBxJ6wIiLf+ta38Pnnn+Omm27C9ddfj8ceeww2mw3f/va3I76g1+vFRx99hPT0cIySCIIIl9J8EUtn2vHsDrf28Jyaz3DqAg85oM4lAQ1n4lsvsr+ZY3+zF+sOevHELDtOnZNRUc+1tb9zmwMVhzwAYxhih6GAdMZoAV+ckLUoymPXpeLrs7LWIcQYUJgtYPUC5RzraiVDcW79GeXFA1MVAVJR75/CClRTIjDg/ik2DLUzqhEhiDgQ9tA7lfLycowZMwZdXV343ve+F/LY733ve4ZiVVmWkZaWZjgnQRCxocPla1uVOFB1OvxcTd2ZxOR1JA5Di/G6g16sXuDQOlOqnRLeqHIbjtl1TMbsAgFgDDmDlL8n+g4hiSspkwem2rH7pASJG9M8Zt8UWAyyC/Tdyxx4u9pLtSEEESfCEiJOp1OzQmeMGbw2QvHiiy8aXqelpWH06NFIS0uLYJkEQYSi2inh4whnnyQDc+RBFRGqCFELQ/VwqC21CutrvVg60w6bAC1KkuFgWLnXjXNubukKK+uuU1aU4hc1CQbVhhBE/AhLiNx9992YMmUK/vEf/xEzZsyA3R5+fpUxZtnmu3///rDafwmCCE21U8J9G1yINrkyyAZ0xbnh5saxInIGMRTnCFi+w62JAIH56i70HTXB8MpKRGTVfAd2n5SQ4WB+BmdmwaO/Tmm+iCdm2bH5sBfFOQLOu5XIjF6Y6I3XqDaEIOJHWELknXfewSeffIK33noLv//97/Hd734XN910E4qKikIeu3TpUnz44Yd+7z/55JPUOUMMePTW6kD0XhUVhzxRixAg/iIEAHLSfO275VNsmh+IzIH3ajyaoFCjHCJTMihW35cqDNR0znM7rKMoejGS6QC2NXm1yIsqXL48IWPVfIe2tgwHQ4eL9/pnQhBEeIQlREaMGIHy8nKUl5djz549+PTTT/Hoo49ixIgR+K//+q+gx3KLXGxXV1fQgXoE0V+odkpKYWSPVbj6EKw45EHrRWBbk9Rjv65OvA08kC4ofeDfUygDscZ2rhu6Z9xXmRkjKRbzBYrjaVlRCr4+K2tRi6F2ZhAJqjCodkpYV2vd+qu/xtmLSgFs8wWOsxe534DAB6baLcUGCRCCiC9hW7yrlJaWoqurC83NzThw4EDA/VT/kO7ubj8vkfb2dkybNi3SSxPEJUO1U8LqfR7D0Li1ByVlDsoZ7vcpX58SkHuKOT8/6kXOYAFlE2xBH4braz2obYlvx0s4DE4BzgcpUWm7aBy6Z4XEfY6nxbmiIWpxX6kNfz8pYc445c/Wyr1uTBsp9hSn+s5xRRbD4BSlS8cK86A8SrsQRHIJW4g0Njbik08+wZYtW2C32zF37lw8+uijAfe/6667wDnH7373O9x1113a+4IgICsrC1OnTu3dygmij1LtlHDvBpdldCDczhRfcaaM92q8uGOSzVKQ/O7Lbr85KckimAgBgCyHAJvga8H9h8uEgBbzXhmGeTJe2dfOu+uYW4u+CPDgu2NFiLpheY1tHCILbwrv5DyGklwSIQSRTMISIosXL8axY8dw7bXXYsmSJZg2bRoEIbgXmmrhPmbMGEycOLH3KyWIS4TV+zy9GkNvhgNYW6P4bywqEQ0pnr4iQsIhIxV+xaWBEBhQnCNgVwChot5fGUoERWSKqFCjIBJXimO3NknahN38wcDVl4n4qEGJoAgAaloUb5P3D3ojT4cRBBETwhIiN998M2688UYMGTIk4gtMnDgRkiThxIkTaG9vN2yjrhmiP9ISZGhbb5C4kt55/6CE744Vsd8ZvSV6Iki3A516raGrY6lrlYN2x4zNBJraw5dzEgdKckUcbPVqEZfyKSkon5JiKDatdkr4qEG5b2qhLGDhM0IQRMIIS4jMnz8/6gvU19fj6aefRnNzMxhj4JyDMQZBEPDJJ59EfV6C6KtcfZmI/c3xi1SoUYB4k+UAJNkkJsJEYMAvrrXj2e1urR5ma5OkFedaxVMZgKIchrpWjsY2oLFN0vxAzGkW82uboHTkqJ0v+mJWvbDQ15OYu2r0PiMEQSSOiItVI+X111/HjBkzUF5ejn/6p3/CX/7yF/zxj3/ElVdeGe9LE0RSON/dRyfPRUiXB+iOUu+MzVSiHt8dK2qiSV+gahUM4QAumupMxmYCw4cIyE5jqKiXwKG09T4xy44OF7fsojELCX2LtDKPxzdw775SmzbUjopWCSI5xF2IHDlyBC+88ALsdjs450hLS8NPfvIT/OQnP4nIoZUgLhVaLyZ7BbEhWhECoCei4fUbXidAESHqcDp9t4tNAOaMEw11L0fagMY2n2xRp/iqtRyqyFBZX+vB5sNezBlnw8KSFFQ7JZRvdGkt0qsXOLQ6FVW83FDgH0UhCCJxxF2I2Gy+SwwePBhtbW0YPHgwzp49G+9LE0RSUGehEP5dK7dPsmHEEGYwCzNHNUalC9h82AuHjfmloGSuOKoCMNjB2wQP7iu1GTprjnfKOO/2iR2JK8Puls5MNQgO1RSNIIjkEFKInDhxAkeOHMG4ceMwcuTIiC8wfvx47N69G9deey1KS0vxm9/8BqmpqRg3blxUCyaIvs6Q8Ccg9HuEnjZaJSKhvBcsjQIAC0tStGjG9qNGy3d9+kRvB6+0+xpFy8q9Xsweazq/hcEiQRDJJagQ2blzJ5599lnIsgybzYZf//rXuOaaayK6wKOPPqq5q/7Lv/wL3nrrLVy4cAG//OUvo181QfRR1td6LqmW2njAAMzumStTNsGGr8/K2FDrwf+1cKyt8WJ9bXiTbEvzRUO7r7kWxFzvYU7rcMBPeBSTZwhB9DmCCpF3330XDz74IL7//e9j48aN+O///u+IhUhubq72dUZGBh555JHoVkoQfRzVTXWgIzClddY800Ulkkm2wdImeqGiFyjqDBubAOQMVqtSFNS0DkEQfYegQuT06dO4/fbbIQgCbr/9dqxfvz6qixw4cACfffYZzpw5g+eeew719fVwuVzkIxIEfaU/5a/7PvqiyIGOpGuDtZqmG8vuFLNQ+fk1qYbiUwBYX+vzFqGuGILoewQVIrIsaw6qNpsNXm/kIectW7bg1VdfxZw5cwyzaVavXo3f/va3EZ9vIGAuwgsnjE0kl4p6L4mQHvQPfH36RGTAoonWVvWxxCxOrKImBEH0HYIKEY/Hgz/96U/aa7fbbXgNwDBHxoo//elPWLFiBYqKivDZZ58BAMaOHYumpqYol3zpEyraYS7CI5Olvk9rnNxUE41dANy9+FbuNM3ECZQ+SSTUFUMQfZugQmTixInYvXu39rq4uNjwmjEWUoicOXMGRUVF2v4AIIoiZLl//OGOlPqOFCzb6ot2LJ1pD1mEF044mVI5yaPaKWHb0f7x+9wbESIAltEOEgIEQQQjqBCJRepk5MiRqKmpwaRJk7T3ampqMGrUqF6f+1Kkpi3VEO14doe7x9XRl4KJ9FMkpXKSi3kM/UBFBkXvCIKInOAjdAPAOccXX3yBJ554IuS+d911F5YtW4Z3330XXq8X7733HpYvX4577rknmktf8kzK6oat566rczQAXwpGpTRfxANT7WH9UbdK5RCJY9pIUfPIGOhQMShBEJESkbNqa2srPvroI/z1r3/F2bNncf3114c8ZsaMGXA4HNiwYQPy8/Oxb98+PPbYY5g+fXrUi76UmZChpGM2H/aiOEfA29W+iv4MB8PKve6I0yvRpHKI2FGaL+KGywVsaeof6ZloeXBqfItQCYLon4QUIpxzfPXVV6ioqMBXX32FjIwMnD9/Hn/4wx/CdkedPn36gBUeZuo7UvDcHsVX4csTslYjkuFgmt9CpOmVvlAQOJCpdkrYOoBFSO4g4KdX++a/EARBRELQ1MyaNWtw11134cknnwQAPPXUU/jzn/+MwYMHIysrK+iJzfUldXV1vVxq/8BcI9Lh4nhgqiJGgqVXqp0SVu51o9pp/T6AsFM5A4VA9yzWVBzyWE6THSi0dAGF2VFleQmCIIJHRN5++22kp6fjmWeeidhRdevWrQYX1SVLlmDjxo3RrbIfodaI6NMo62s9qDzi1WpGGIADzTKqnZLmTmkuRgWUB+C6WqVQ0hxFUbtorKyxBwLraz2WhcDxIFHTdlPF3k3EjSdvVLnx0HQSwgRBRE5QIbJkyRJs2rQJTzzxBMaNG4ebbroJN954o9aGGwxumvFgfj1QmZDhMaRRvj4r49fb3YZ9OIAtRyRsa5KweoHDrxi1ot6ruUWq6P1G9MJFZaB001Q7JVTUe7G2xme+Z743sU5hnTiXmHhIXxUhALDrmIwvT7gGxO8YQRCxJagQmTNnDubMmYOjR49i06ZNeOedd/DHP/4Rsiyjvr4+aJTELFbCES8DBb2vwhtV7oD7qWPLAcWVCqxIhQAAIABJREFUUol8AODczzYbUIpdAVjaauvTPf21lsRKgAFKhGnaSOvIUm/FSbVTQl1rckR2mghc7EPihMz3CIKIhrC6Zi6//HL89Kc/xY9+9CNs374dmzZtwtKlSzFhwgS8/vrrlsfEwpU1HFwuF1588UXU19dDFEUsXrwY1157rd9+LS0teP755/H111/jsssuwx/+8IdeXztSqp0SPmkagnnpvj/Wc8bZsOuYtRgRGPB+jRcylGKeOyeKKCtSCgLX1/mLjQ21HhRmC4YuGhW1K6c/+41YCTAAmDZCQGm+iJV73ZZ1OOo9EZgHy2ZFVnSZzFbpQCIkPRXo7I799dSUYiBERh1bBEFETkTtu3a7HXPnzsXcuXPR1NSETZs2Bdw3Fq6s4fDee+9h0KBBWLNmDY4fP46HH34Ya9asQVpammG/tLQ0lJeXo6urC2+//Xavrxspvk/j6fjvwy7tgXe8M/Bf9rxBwOkLytcygNpWGWVFvi6ZikMerD3oexrtb+Yo3+jC6gUOy/Hp5hRPPPP6yXB6nTZSBIMH5vhEm4uj2qncC7UOR63P0d8TmSsGc4XZQtiRkkDXTCbxECEiA+4rteGtvYHnTS0q6X9RNoIg4k9EQkRPQUEB/vVf/zXg9kQNtNu2bRv+4z/+AwAwatQoTJgwAV999ZWfx8mQIUMwefJk7Nu3LyHrMmN+4D2z3Y09pyR8WB/4E7UqQlT2N3Pc/4FLa/kdkuqf7lInn5o7aKqdEk6d51qKB4hfXl+fAhGZJyGDzlQY4CcKGtsUgQb4ioHvK/WtR2AezVhO5koRMICA0SO1DgWcozhXRNEwhrozfUmKxJ5FJSJ+fk0qAFiKEZsALVpHEAQRCUGFyL333hvyBO+8807MFhMNzc3NyM/P117n5+ejubk5JuduaGiIyXkAIF9KAUMOOBTxwAF8WO8FEFntjFcGntne3XMebnE8R3dHMxoafK0c7349BBuODgXAIGiPaaad709ftWJQcWcU35WP+o4U1LSlYlJWd0+LcjoARfSsrfFi3UEPlk9rxYQMT6+uE4iGhga8W5cBGYMtt+st2DmAt/Z6UCiewoQMD2bmZ2D76UFQ78l7B73o6OiAVx4CQLlHn+xvxqCC86jvSMHS3TmQuXrfQ/0MrX5GwTDvH+nxvb2+/7Ei45gy6DQaGjy4ORs4e7nv9wngmJTZjbsLz2FQpwcNvfs16vfE8m8KQfczHsTrno4fPz7gtqBCRJ864Zzj1Vdfxb/927/FbmVhsHjx4oDCYt26dXG9drAbF/G5ALgGe/Dr7d3wPRjCf0DoZQcPejzDWTEX48crn17X13qw4aivBkW2OObTE0OQkZkZMmoRKFVR7ZR0g/yApTPtsB1xG+oJJM7gFEfilvH2sL/ncGloaEBX+jh8esIVcB//SAnDvq7hGDU6BTudxuM4GDIyMiD2zJARGTBvch66kIc/H3BD5rLpzIEZksJwPiLtZT5fb4u8eydCAGD4EAGbW/MxarQSZftBuoSNR10995OhrsOBUaMzMZ7SMkFpaGiI6d+UgQ7dz9iTrHsaVIjMmzfP8PqNN97wey/e/Od//mfQ7Xl5eXA6ncjMzAQAOJ1OTJkyJRFLi5iFJSnY39SKDUfTIz6Wm/4fjNoWSfMg2XzYP4yuT88ASv2JErXwBkyjVDsllG909TyYPVi9wJeqMNeedLg4ls6045ntbm298S5krDgUvE7DalvrRWXtssXGLi8M7399VsbyHe6Ih9tFJkL6Ej4Bc+Icx4lzHJVNLtwxyQZwbrifajqQ6kMIgoiGS94O8frrr0dFRQUA4Pjx4zh06BCuvvrqJK8qMIOjrsoJH7WWpNopoTjH+CO+dYKIJ2bZcUWWdX3J2hqvdqyeinqv9hDWtxUDisBQr8IAnDrPUdciGR5W8SxkrO9IwbrayLtXtjUpBaw2i38FH9b71i9xYPNhb0wm7M4YLRhiFJdSUztHj2CtlQx/OKhbhiCI3pCAx2J8ueOOO/DCCy/gnnvugSAIeOSRRzBo0CAAwKpVq5CTk4Nbb70VkiThn//5n+HxeHDhwgXceeeduPnmm3HfffcldL2Tsrr9IhLBSLcDnYGtRjSmjxDgljj2NysnVttTh9qNj7pBKb6ZNoGw8oNovWA6QGdQt63Jq1mcqw8rQXdZkQUuZIxFd01NW2pUIkHiQF2LpHQg1Xu1VmkzAlParL84HnlExMznx4xXiGeJa2Yq0B6HDhqJA3dO6vnT0VOwq7YxU1SEIIhIueSFSFpaGp566inLbffff7/2tSiKWLt2baKWFZRIHj7hiBCVkhwB/9ciaZ0hGQ6GwmzBMJm38Yy11wbr+U+G/wTfaqeEbUeNBxXnKtvX13osuyj0aY1AprqxsmHX2+YzAIzBMt1ixbpaCWVFKVg6MxXg3NAODSgiRG21tupysurS6St0BBEh00cIuCJbwIlO2U8cKd+Tscj1sqHA6fM+Uz01fRfIJI4gCCJcIuqauXDhgt97ye6audSoaUsN+yEZCVWnZFSd8r3mUDwxbi8RtXbfc24e0AeCA5g9VsRVeQIyHMzwCbfikMcvEvDcTkUhPbsjtFKS4R9hqXZKmggBeufKOSHDY6hJiWSagL6+oawoRZvdAyiPYVWEVDv9RUi2AzgbuD42bGwM8Ia55sl5TIt6BSN3kDKMLhBVp2TsOSVbiigOYFJmNw62O8ChCI/fzFHmG5mjV+b6IKoVIQgiUsLumiFiw9AUKWGfomUOrD0owSYo6YdgdvIAUHlEQkEmw//3dyWCIsCDsVkMh9v8V+uVgQ213rBFVYaDGdIw5iJR1YY9HKzSOeaalHDRR39K80UsmmjT5tRwAHWtMn7xiQs1zf41KGkxiieGK0IAoKaFY/oIAVWngs+3aelSCsCC7RVom8iA2o5UcCgRoaUzfZ40ZpGhd/E1R9IIgiDCIaKuGaJ3VDsl/OehzLiIkGAPHfWTaqjCSMVfwxcxkaGYgQVif3P4w942NXix55SspWH+sdD4wOJQOlNCfZq2SgUMQnQTcC8bCvzoW0o78cq9bkwbKaJsgg3rDiqFqQID3qvxWv68lKLcyK8ZCZenA0dNvhwSB9pc4d33K03RkyuyWNCfJwDcWCAgZ7CgiTGZK2JMj1kI6oc4UjSEIIhICSpEJEkC5xw2m2+3jz/+GI2NjZg8eTJmzpwZ9wX2JyrqvTojrNgSStxUHvGGFdKPF1UnfQ8zrwxLR1m9vboZ9eF3wOmfCsiXUrCtKfKumRPnFIdboad4WGAe3D/F97vOuf99HT4YuL7AZllPEmtsonXsrLEt9LEiA24rScHBVrcWrXj6hlRsa/Livw94cVGXobsiCxicIuC2EhsKswVU1HvBwDW/mnUHvSFrQkiAEAQRLUGFyLPPPovp06ejrKwMAPDuu+9izZo1GDduHCoqKvCzn/0Mt9xyS0IW2i+IoHghVFjd79QhtidThISLrKvX0H/qBmA5VVdtG/1kf3RdM4By39RjZW6MCFmdcvF0X83IewejSweFg89/NzoWlYhYWJKCwmwBu09KOOfmeHqby0/EMAB3T/Z9T6pXjF4u6+toqCaEIIhYE9RH5NChQ/iHf/gH7fWGDRvw6KOP4g9/+AMef/xxfPjhh3FfYH+irCgFLMyHSyQiJJ6kionzulBrDNRP3a986cH9H7hQUe+17PRZNFH5lD4pqzvhhjjbmrywR/D8FRnw4FQbhls70FsSTuTDCgG+dunSfFErUrY6H4dSeKzOz1FFGQfTfu762g+lJsT/fYIgiGgJGhE5f/48cnJyAABHjx7FhQsXcMMNNwAArrvuuoQNtusvlOaL+H/TW7H+RH7IYsNgDB/sPxAvFCIDrh0l+LVqhqJbUh5sd0wU8cVxya9moTcMHwxMyhMxY4yIDhfXunVOneeGT93g3M97RclacKyv9eCTo4MTJtzCGVZo5rKhDL+Zk4rSfBE3FNh0qQ3g+stFbDnif67eRFqWXW/XokoV9V6t3iMQ6iRmh0lTzC4QcFW+aKj9oJoQgiBiTVAh4nA4cPHiRaSlpaG+vh5jx46F3e6bFSLLfeVz+6XFntPW9y1Uy6VKpCIEAAoyGRZPt6Mox4sNdV6cjaC4UwZQ2SSFtbZIOH0BaGmSMGOMiFPnOX7/pQcyFOEj9HiBiEzxLOGmegy1IwiQAAyK7cKCwAF88nX4IkRg0EQIYHyQZzgY6lr8u6imD2fY4+R+HUms53yh0lAdLm6o5Qi4Nvgib7uOyRCZ7z0BHOWmCc4qVBNCEEQsCSpErrrqKqxatQplZWWoqKgwWKcfO3YM2dnZcV9gf2P7qbSALa+xftDraWzjKN+omF5EU08Rr7VJHPj1dmNbsQxoT2bOgXf3e/wiHsmseHFHoL/vn+I/t0d9Haju5efXpuLrs7LBZwVQvudFJSKOn+PYFSCypaZL9LUcVtw5UfFNeaPKrZ1Lc0zlHB0dHQDSAMTG/ZYgCCIQQYXIj3/8Y/zqV7/C//zP/6CgoACLFi3Stm3evBlXXnll3BfYn6h2Svj0RARFAjEmFrNSEk2oFuJEEMi4LBwjslX7vLihwF+MmIUCg5L+KitK0SIOhdkCKg55NJM1m+Cr/fjyhMv/+EnGgYWqv4ffunvOU5ov4qHpdu1cNgEozhF6RgAMweYPXFg6066NBCDnVIIg4kFQITJixAisWrUKnZ2dSE83Toz94Q9/aGjrJUKz+6QE+ZIac3ZpkJHiRYcnfr+LgdxTwzEi03cC6Zk2UoTAPFrEgwMYMdTXuqxGIcqKUlBWlOIXkdCndzpcXNtW7ZQ0T5RV8x0GISMyJaKiihDAv+bD3BWz+bCXumQIgogrYf31NosQABgyZEjMF9PfyXCo1QAkRsIhNw044wo+N0YA0OHp2w9G5edupDRfxLJZdt2sHV8HipVXxwNT///27j04qvL+H/j7nLPZXOQSQsgCBQm3EEBJKGGsUkERLyMRFBCcKmPQaUOtM2WYUm0ppUUcK1RxKtOqoFyi/kRB7Xyj7deKgEh/PxEKgZJAwp0QsiGQhGuyu+ec3x8nZ3PO3pNs9uzi+zWjkOTs5tmHwPns83w+n6ctN0tPQoWqYlx/bYVkb42MoxcVv9WLxRNTUDjCXArte0Cdb86HsVPqlCE2fHvWxc6pRNRluKQRQ03N1gYh8XpA20M5UsAqlMmDtXfvpZUe1F9VsO2U4heUaB/6z6me7BoPDp+XgZH+pw8b+3xEen7Llgq390wdAPioXIbgbciGgGf36P9FckCdvkLyvwfqcP+YLO8WEXNEiKirMBCJoXH9JUiCC3IXdVcNZ0gvABDQ7FFx9rIlQwjo4nUVT4+14Z195nbq3ZK1cl497+HFr5v9upmq3v+b5zReghBAP+E38JZGoAqUYOe36AcFGl+aMbFXMQQjvo/bWyPj3GUlom2WPIeEtOwrGO7oF3SMRETRwkAkhvIcEpaPq8faY1ldloApAJgwMHC/EK2hVRzdoVvtOqPg27MKxvkc5rZuv8d7Ns266Sl+p+MC8bvKYyQHyRMJJlivDt+DAgFta0pfEbGJ8J60bMwZ0VdBJAHefizcZiGieMFAJMZOX7Ghobnrbp0qgGRb4uWgeBT4NXnz3WZ4aqwdA3oAp5rargm2NRNP2nOysC7cSokAreFYUWvuSLCtE+M2j7E8F0J8zxkRfX8wEImhLRVu/O1wepd/n0CdOhOZAOCjcjf+WeU2BSFdqVsScMUdnecKd8uPtE9HsJWSMmfwP2/fbZ628lxgS4WH5bhEZDkGIjH05XEP4v3dezxSgTA5LdFPAo5WEAJoeRyllZ6AwUYkCaRGvislWyrchsob/8eHK89lOS4RWY2BSAy1najKYCRacjMFHK6P7ywRSQA2l3taczPMwUJnAgM9eTVQpYxRqPJc5okQkdUYiMRImVNubaXNICSatCAkfuf0nsESMlPhrfbxDRaCVcgA4bdsfJNXRSF8YMFD64go3jAQiZG9NXLcV3dQ9GWmAhCEoNUqofI+ij5tbu2I6sb6h/23bIxBjCgASyYGPqTOF8txiSieMBCJEeNNg74fBMDUXn3OKHN7dV2gwKD0iNtbpiyr2sfBmo9xdYOIEplo9QC+L/Sbxv0/uIq+UTz3LpX3nrgkClpnWGMwYTxLJizf8tog5bZ5DglPjY1sJYSIKB4xEImxL86mofZq9J7v+o1VqZtwMlL8PzcmS8CSiXYU5SfB1vo3rL2JoYU5NkitsYckaB8TEd2I+K9bDK3f74Yax4mVoaQnA40t1n1/uwi44mxbq0cSMKSXiIuGRmwCgAN1KsrrXVg3PaXDWyd5DgnrH+a2CxHd+BiIxNDJxsRdvrAqt2VoLwHHG9S4C0IA4JLbvxusnpBs7Abb0SCCSaVE9H3ArZkYyk5P3JtKNBt8tcdNSfF/loxOALzbKezRQUQUGa6IxNCPb5aw9UTXdFfNzQDqrgEXm6P+1JZyR7QSEh+9RH4/yY5hGSK3U4iI2oGBSAw1NXfdDdOtChiSDlysTZT1g8hE1jXV+iDkxwNFzByZBAAMQIiI2oGBSAz1TNEPrY/+jfNYw40VgOiseFWDegCnLrXvMT/obn0wRESUiBiIxFBnV0SG9hJiGnDoYVMi6ZMGnL8W++/7YbkMoBmFI7RVEW7PEBFFhoFIDGnJiy50JBgRADR7YhsWJFoQAkQnCGnvagigzdWmchmbK7TKqEAH3BERkT9WzcRQnkPC4G6uDj1WBXD2cvsf59twKy2pQ9+eIiSr8HZT1Ut4iYgouIRfEWlubsbKlStRWVkJSZJQXFyM22+/3e+6Xbt2oaSkBG63G6qq4oEHHsDs2bNjOtYyp4wTV+xd8twCtJbie2tkU+Mx3yqaazEuw03E7Z3O0Mt3Ax1wR0RE/hI+EPnwww+RlpaGkpISVFdXY8GCBSgpKUFqaqrpuoyMDCxfvhyZmZm4cuUKfv7znyM3NxdjxoyJ2VhLK8OX7g7qAZy5DNPx7pHolQq0eFRLu58GcmuWgAN11oUiD+VISEsScOyigr3nlC4NiiYMFDG/QAs0mSNCRBSZhN+a2b59OwoLCwEAAwYMQE5ODnbv3u133ciRI5GZmQkA6NatG26++WY4nc6YjrX+avimGKcvAT90hA5WkgL8qV28DnxzJv7aj1oZhADAZ1UyCnNsGNpLMAUh6cnm63oFODMG0M6NiYQoAPML7N5uqDyIjogoMgkfiNTV1cHhcHg/djgcqKurC/mY06dPo6KiAmPHju3q4Zlk3hR+ulUAe8L0AomsyRcB2srS+n0ubCo352r4rhw1BGkEF0kgJQBYMpGBBxFRR8T91kxxcXHQwGLz5s3tfr4LFy5gyZIl+OUvf+ldIQmmqqqq3c8fSn5qEjYhE8btGZsgw6N27AY2IM2N6ms2RF6F05nyYRW9k2VcaJFCPEdHn78reqtozylAxdaTcpSeX23NeRFMn5uf24gxtuuI8o+L5aL980+c02jjfEZfV83p8OHDg34t7gORN998M+TXs7Ky4HQ6kZ6eDgBwOp3Iz88PeG1DQwMWLVqEOXPmYNKkSWG/d6iJ64jhAFYcaEKDq23aQwUhGSmhW7ZXX2tvCUxnbsYCLrSE+3Hp6PNHvxnY02OTcKVFbe3vES3+4xQFAXeM7IfhN9hqSFVVVdR//r/vOKfRxfmMPqvmNOG3ZiZNmoTS0lIAQHV1NY4cOYLx48f7XdfU1IRf//rXePjhh/Hggw/Gephe6fbIb4wTbpYgsmFnuwkATjaqqKiPfnKq7/Mpqp6ETEREHRH3KyLhzJ49GytWrMDcuXMhiiIWLlyItLQ0AMC6deuQmZmJhx56CB988AGqq6tRWlrqDVxmzJiBBx54IGZjbW/5bmml/L0qfW2vHnbgUoC2LCqArSdi2L9D5Z8SEVFHJXwgkpqaiqVLlwb82rx587y/Ly4uRnFxcayGFZDW3CryJQ7j7S1UPw5RAO4eJKLJBeypiSyTtW8aUGtBK/RoenS0DZv+68GVKPdGGZkp4Ei9ikAz6fvnIADI7XNjbcsQEcVSwgciiaQzh96N6ytgb61qugmK0G7G3ezAuv2edvUeSfQgBADe3tc1WyIV9WrIdFzfj5d/7cKwDJFVM0REHZDwOSKJJNShd6khQkIBgEvxvwnenS2iMMcWNAiRBGDpJDvmjLaFDH06m4YSKo/Ft1+H7/eNtE9HexX0Ezv13O3ZbJFVoPRIjFvWEhHdIBiIxNC4/hIkQbvFSULbDVwSgJ/cGnpxKlA/i8ybROytkQMGIUN7CSjKt+HL4x6U1YbONRnSS8CgHpG+Cn+hVmJCdXpVAQxKN/8I3hSls3CSbcCiCcmxq+MRmFVMRNQRDERiKM8h4WcjGjFhoIiifPMqxYAeIob2Cvy4YPf53EwR5y4r3vNNjJIkbeti1xkFhy+Efn9/rEHt0Imz0XDAac7E6NstOjf0jFQBeQ4Js0eF3i4RgIDzN3uUhAW3JaGgv/mvSHZP/4sFAIU53OUkIuoI/usZQ2VOGW8eSYeiKvj3mbbSUlkFlu1w+eV/qAi9RaA/RoC2FWE8S+VwfddVcuiZLpGMMZwWt/nRxxqiM+7/qZTxw35uFI5IwkflcsDEUwB4aqwNA3qIpvkXBaD+mopjjTIariswZvacbPIf3+xRPFOGiKijuCISQ6WVHiiq9o46UNKjbmgvAVk3hb/Bq4Zf955TMK5f9P44Q61LqACG9goehNhE4OmxbSs+vs9l/Lgrk2aX7XDh6MXQvUS62wU0NZuTgBUV2HpSwZ4aBccazPMcCKtmiIg6jisisRRBvwkBwVcFQpXwqgAqL5jf9w/qgbBbLsZ3+7NHScjtI+Gb0zL+7xkZ10IUpRxr8P+cXsVTmGNDnkPCXdk27K2RcdmlmipcxvUTsedc9A/Myc0UTCtBKoAvj3uCzpkA4NxlBbl9JNhEwKNoqyHtPflYS0ImIqKOYCASQ9o2gQdKiPWGULe0whwJn1UG32YwNvcSAZyJIO9jXF8BQ3tLyM0U0dSsovqS0uFmYI+OtmHxnf5lMldazK9qaIaI/5xTgr6O9lPx9Ngk3JVtw5OfNnsDCUkApgyx4f9VuyAHmFgVwKZyGTZRxuI77WhqVnGsQcH/VPq//lBB4ME6BWVOmdszREQdwEAkhvIcEl4sqEep04FdZ9p/Gz7gVLBkkh1fHveEfPyEgSIG9BCx6VD4Pht7alX8p9YDQdByVcKV+fbvDpy97P81STAnbJY5Zcz7ezM8ivY1qfX5bWLrdarqdyJuxwlYv9+Du7Jt2PBwitZyXVVROCIJeQ4Jh+uVkHPhUbRVjZ4pgikIye4J9EgW8MjIJAzLELFyV0vA6qWtJ2TsOCVj3fQUBiNERO3EHJEYy+npxvwCu6lSQ4R/L45AfUVONal4cacLU4YE7wsiCcD8AjsKc2wR/+EqgHfFINSKjArgxzfbvGPXk2QL+onIThewfp8LZU7tRr63RoanNVaSVWDWKBsW3JbkvVkXjkiCTWx7ns7Se3nkOSQsvjMZiye2BQWFOTbv9xIF/+9nE7XS6k8qzL1Amj1aCfDMkVpAs2hCcsAKG0ALZrTOuURE1B5cEbFAnkPCep937oCWzFp/VcH2UwquB3kDr797//0ku6lqZlw/EUN7Cd5VgDKnrLW2MKxyhAoyjCsWT+bZ8N1ZGW5F6zKqE1tXPXIzRbzwtQuKClOlzrEGFdtONmPDIykY11+CTXTDo7StguiBwZYKN7487sGTeTZcaVFR5gxfYhyRIL088hwS1k1Pwd4aGeP6Szh6UfGOXxSAxXfakeeQ0OcmEUBbMFF7FSj6tBmzRkreeZ01Ugq4kqMHM0RE1D4MRCyS5/Av+cxzSHhnnwtbTwbfdtFvePpj9RvqfqeCX/4oxRuEvLHHZVrlmDNKQr/uInqmCPjmtIyvTrQ1OSvoJ6JnstYgTd9e6W4X8NUJczR0Sx+tN4exiZrfabTQViYWT0wx3fyNQcgfd2jJLLvOKCFzL9orVC8P43xr1Uut41WBw/UK3tnnwo9vlkzzAmjB2aZyGVsOa1svWoWMORCZMFDE/AI7t2WIiDqAgUicMa4k+N6kB/UUUJSf5L3hNTWr3huqcWtAz83Q2UR439EDwMyRSShzyiit9OCjQx5vBYskKMjNFLH8a1fAfJE+N4koc2qBhSi4g1aXbK6QUThCDhhs+W5/dDQIuWewhKYW1XvIX7AtE6Myp4zSI27TioYA4KNDHiitzzGklxCwasmjaAFMxXlzkCgADEKIiDqBOSIWKHPKeMeQT2GkbyMsuC0Jv59k9+Y2AG05IvrjtKBF+5q+UmLMzQC0s1yCJVFWnDdX4MiqFigYV1JGZgroe5P28dYTMuZ+0oztJz2YZ+gMKwLISDU/T6B8iTKnjP+ej16pa7LhJckq8MaewHOqf+95f2/221ZRAe8cyKq5dFpA218QSQA2l3twoM4ciEzO5mF3RESdwRWRGKtsSsKSbc2tuRPugEGCvpJQ5pQxaZBkKqfVVz70awJtf0hCWzBxoE7F0YuK6XuUOWUUfdrsV9IqALBL5nWYw/Wq36rF2/s8pv4jSybZMSxD9K7EBMuX8D0X557BEpquK9hT277gRACw7YR/GfOuMwq+PdsccE59A7Rw9O0W/bHnLit+QYwkAEVj7e0aOxERmXFFJMYONSR7b4ihKi30d/C+PT0EmG/yeQ4JT41t2xrQGomZb8LLdphXCvbWyEH7auyrVbw/FOEaqOm/Hj4vm1Zy1k1PAQC/VZ+eKeb9k+x0AXuDBCGiANyTHfzH0xhT9E5uy2UJNqfG1aNwbGLbdos+v4UjkkzbPwKA303klgwRUWdxRSTGRvdq8Xbx1FcOypyy36pGsHfw4bYCypwyzl81P1BF2ypKmVPGuSvBVyBkFZgz2oZ+3QT0TBHw4k5X2JWE+uvrkikEAAAUAUlEQVTar8aVnLbVkbZVH98OpIfr/duv90kDJmdrVSpHLyrYetIFX76P6ZvqQYPLBkUNvhpjXD267FJxuF7Lh7nSomJzhRaYSQJMFTK+j581yubtR6KCHVWJiKKBgUiM5fR0m7ZTABgaf7m9N0Jj0qou3FaAMQAwkoS2gEf/erBW5npjMv1GPCxDxN4aWau2OeXB+WuAXYKpRXtmqvk5jEGUcSvJt6R3yhAb/n3GfNjf+WvAh+Uycvv4By7BlDcme7eJ9FLcQAIlzwJA4Qj/QDCQwhwbtlR4Qm4/ERFR+zAQsZhv4y9jqajvO/gpQ2whb5SBVlHuyRZR1Lp1886+ttUNRQXGZIm46lZNCZp3ZZtvxsab98yRWr8TY46JJMDbB0XnG3DoN2zfnJZgVGjbSU+NjezHU0XbQYKHz8vAyKSg126pcOOTCg/6pME7L8ECFF/BcnKIiKjjGIjEmG+y6uI77d6tGp2+ivBU6+qHvorx7VkXhmUE35oJVFZ7q2G75KBPRcmBOv9Tb3xXNwLRG7IFuyGHumEbb/rv7HOFzEH57mwHTqMJ0tQMMPcwAeBtvtaegCLSoIWIiCLDQCTGfJNVm5pVrJuudVndXO7xdjfVVwyCbXMEkueQsGSi3dvkzJiDEmjLBjDnW4jwX90IxpjLojMGHoFu2MZcGEA7+TYUV6CM2oC0jRnf8258fXnc3KBNQej5JCKirsdAJMYCJavqN+3CHJvfKsK4/pK3HFfP9QhlZusBbcbnMW7J+JIEQFW1m3KIxQS/hFrzoXZakzItiGpLTvUNPAJdH6oyxx5xfCBAFMJXsUwZYsOuM20rIiK0Sp539rm41UJEZBEGIjHmm6wabNuiM3yfx5izIQnaAXTd7FrVSooEb0t5vRGZ7xi2VLgNqyxt4zfmtugCdXi1iW7MHGkLeL0KICMFuNhsfg0igEHpIg7Uta24jMwUTGffGClq+CoWPcdFzxH58SCbtyooWE8XIiLqWgxELNCegMPY8yNYoAD4r1j4fr9glTp691AFgStBypyyNwgBWludH3G3np7bFtzo4wvU4dWjaF1c9YP1fK9/ZKQNb+8zb5vcPVjCZ1XmnJZr5u7wJqGqWIxzM3NkkjcgMa4Uhdv2IiKirsFAJM4Fq0AxCta3w8g3SVS/AetrCHNGScjtI3lXM4yH5/mW+WpnyST5BTe+gZCx/PhAnQpJ0HqU6Hkcvte/s88DFdrrzEwT/L7vqabgqa2L70wOGqAFm5tI5paIiLoWA5E4F0nJaKiE1kArJb7VNSqAY40qPqpo235ZfKc9aDMzfWXG2NFVH6vvuFfuasGBOtX7uH7dBFMXWN0vb0vGXdk2U2Cj9+zwzSOZMFA0bSkBQtBtmVBzw3JcIiLrMRBJAOG2coK9sw+2GpDnkDAv37wdop9iC2g37C+Pe/wOzzt0XvWr6gnnkOGQu3DJtsbOrHtrZCy+046mZtXU4VUSgAHdBeT2kbDjtP45Nejzhlv1YDkuEZG1GIjcAIK9sw+2GlDmlLGhzBP0+URBqzD59qzLewNfNCEZRy8q+PK4J2hjNd/VF98zbWaNCt2QTX8O4+F5evA0LEPE+v1ufHVCxqZyGaIgY16+Dd3tAhxyDfIc2e2aGyIiig8MRG4Qgd7ZByv9DXcS7bx8m6HCxI0+N4k4elHxrkoEaqwWaPXFdzUiVI8PXaitlG0nZe8WjaIC6/Z7sOHhFFSfQcgSXK56EBHFLwYicSpUFUxn+Zbzju4jePM4AKC7XUCZU8byr12tKxoyvjrRFgQEqjAJFEA8NdYe8WqE/np7pgjePiuSAJy7onq/5pu8qqhaBc/mikzIqpsluERECYiBSByKpAomEsFKf0OV8xrLb337fegH5QXKtQh1vkx7t2MW32nH4fMyNlfI2HRI6zh71yDRL2lVFAAIAmRVqwdmCS4RUeJhIBKH2tPWPZRQiZq+AUKglQt9W0f7vda5tKlZbff5Mu19vU3NKvp1FyGrWimxrGoVMmLr9XpQtGSiHcMyRGwud0NWBZbgEhElIAYicSha/S3aExz4Bib6wXalR9yAIKAwJ3yiaUdzMYK9XmMfEkBrujZnlIR+3UXT61k+rh5OqT+TUYmIElDCByLNzc1YuXIlKisrIUkSiouLcfvtt/tdd/ToUaxcuRKqqsLj8eCWW27Bs88+C7vdbsGoQ4tmpUdnEjVjleRpfL09UwTv69YPA/zokAcKtFWZwhFJfmPK6enG1OHx9+dIREThJXwg8uGHHyItLQ0lJSWorq7GggULUFJSgtRU83n2AwcOxOrVq5GUlARFUbBs2TKUlpZixowZFo08tK4OAroyGbYj9DEUfdrcWuXjxvqHU1CYY8Pmck/wk/GIiCihieEviW/bt29HYWEhAGDAgAHIycnB7t27/a5LTk5GUpJWkurxeNDS0gJRTPiX3yF6cuhr37ox7+/NKHPK4R8UA+v3u03JtaWVHpQecfsl3BIR0Y0j4e/EdXV1cDgc3o8dDgfq6uoCXltfX4+f/exnmDFjBtLS0jB16tRYDTOuBEqGtVqZUysRNqq/quCjirbPhevMSkREiSfut2aKi4uDBhabN29u13NlZmbirbfewvXr1/HSSy9h586dmDx5ctDrq6qq2vX8keqq5w2nsikJhxqS0T1JhiSkQ1YFSIIKh1yDqqoQR9vGwP+e7AYVPQyfUVHbeA2KmuL9zPjMa0i7VIOqS/6Pt2pOb2Sc0+jjnEYX5zP6umpOhw8fHvRrcR+IvPnmmyG/npWVBafTifT0dACA0+lEfn5+yMekpqbirrvuwtatW0MGIqEmrqOqqqq65HnDKXPKWLKtrVeHuRQ3O+bj8XV/Dxn/53izoXeJgEONKaZrBvXpjuHD+3g/1vNcHHINphZkx2ys3wdW/ZzeyDin0cX5jD6r5jTht2YmTZqE0tJSAEB1dTWOHDmC8ePH+11XU1MDl8sFAHC73fj3v/+NwYMHx3SsVgrUq8P39Nx4JkKrmNEZ81x+tzczbvJciIiofeJ+RSSc2bNnY8WKFZg7dy5EUcTChQuRlpYGAFi3bh0yMzPx0EMP4dChQ9i0aRMEQYCiKBgzZgzmzp1r8ehjJ1q9SbqKbydXX4+OMlf3GAMrWRVQesSdMEEVERG1SfhAJDU1FUuXLg34tXnz5nl/f++99+Lee++N1bDiTryfQut7/s1d2RK2n9SCE5toXg3Rrzd2ft1cIaNwBNu7ExElmoQPRChy8XwKbaBAyXgQnl7Zo48/zyFh1igbNh3yADCfpUNERImDgQjFhUAN1vRfgx0AWJhjw5YKT9xuNxERUXgMRMhyoU4bDnUAoL6K8t7uevTs2dOq4RMRUSckfNUMJb5QDda03BHt98FWPf5VcxM2lctx1SWWiIgiwxURslyoip5wSbZatY0AwH/FhIiI4h8DEbJcqERV/eNgwYVWPeOCrArMEyEiSkAMRCguGIONUDkjgR63fFw9nFL/uCxLJiKi0BiIUNwJlaAaSE5PN6YOt8dodEREFE1MVqW4E0mCKhER3Ri4IkJxJ967wBIRUfQwEKG4FM9dYImIKHq4NUNERESWYSBCRERElmEgQkRERJZhIEJERESWYSBCRERElmEgQkRERJZhIEJERESWYSBCRERElmEgQkRERJZhIEJERESWYSBCREREluFZMyHcc889Vg+BiIjohrF161a/z3FFhIiIiCzDQISIiIgsIzQ2NqpWD4KIiIi+n7giQkRERJZhsmoXOXPmDF5++WVcunQJPXr0wPPPP48BAwaYrpFlGatXr8Z3330HQRDw2GOPYerUqRaNOL5FMp8lJSXYtm0bRFGEzWbD008/jfHjx1s04vgXyZwary0uLsa0adMwf/78GI80cUQ6p9u3b8e7774LVVUhCAJWrFiBjIwMC0Yc3yKZz4aGBqxcuRJ1dXWQZRn5+fl49tlnIUmSRaOOb2+88QZ27tyJ2tparF27FoMHD/a7Jtb3Jq6IdJHXXnsN06dPx8aNGzF9+nSsWrXK75qtW7eipqYGGzduxOuvv46NGzeitrbWgtHGv0jmMzc3F3/961+xdu1aLFq0CC+88AJaWlosGG1iiGROAe0fpVWrVmHChAkxHmHiiWROjxw5gg0bNmDFihV4++238dprr6Fbt24WjDb+RTKf77//Pm6++WasXbsWa9asQWVlJXbu3GnBaBPDhAkTsGrVKjgcjqDXxPrexECkCzQ0NKCqqgqTJ08GAEyePBlVVVVobGw0Xbd9+3Y8+OCDEEUR6enpmDBhAnbs2GHFkONapPM5fvx4pKSkAACGDBkCALh06VJsB5sgIp1TAPjggw/wox/9KOhqCWkindMtW7Zg9uzZ3hWQbt26wW63x3y88S7S+RQEAdeuXYOiKHC73fB4PMjMzLRiyAnh1ltvRVZWVshrYn1vYiDSBc6fP4/MzEzv0qAkSejduzfq6upM19XV1Zmi0qysLJw/fz6mY00Ekc6n0RdffIF+/fqhT58+sRpmQol0To8dO4bvvvsOM2fOtGKYCSXSOT116hTOnTuHBQsWoLi42LtFQ2aRzucTTzyB6upqPProo5g1axYKCgpwyy23WDHkG0as700MROiGU1ZWhvXr1+N3v/ud1UNJaB6PB6+++ioWLFjA/fYokmUZx48fx4oVK7Bq1Srs3r0b//rXv6weVsLasWMHhgwZgo8++gibNm3CgQMHuLKcYBiIdIE+ffqgvr4esiwD0P7huXDhgt9yWFZWFpxOp/fjuro6voMPINL5BIBDhw7hpZdewh//+EcMHDgw1kNNGJHM6YULF1BTU4Pf/va3+MlPfoItW7bg888/x6uvvmrVsONae/7eT5w4EXa7HWlpabjjjjtw+PBhK4Yc1yKdz08//RRTpkyBKIro1q0b7rjjDuzfv9+KId8wYn1vYiDSBXr16oVhw4bhq6++AgB89dVXGDZsGNLT003XTZw4EZ9//jkURUFjYyN27dqFiRMnWjHkuBbpfB4+fBjLly/H0qVLkZOTY8VQE0Ykc+pwOPDJJ5/g/fffx/vvv4+ZM2fiwQcfxMKFC60adlyL9Of0nnvuwZ49e6CqKjweD/bt24ehQ4daMeS4Ful89u3bF7t37wYAuN1u/Oc//wlYCUKRi/W9iQ3Nusjp06fx8ssv4/Lly+jevTuef/55DBw4EL/5zW9QVFSEESNGQJZlvP7669izZw8A4LHHHkNhYaHFI49PkcznM888g9raWlOi2vPPP+9NXCWzSObUaMOGDbh+/TrLd0OIZE4VRcEbb7zhLY0sKCjA/PnzIYp8X+grkvmsqanBqlWr0NDQwPLdCKxevRo7d+7ExYsX0bNnT/To0QPvvPOOpfcmBiJERERkGYbgREREZBkGIkRERGQZBiJERERkGQYiREREZBkGIkRERGQZBiJERERkGZvVAyCixLdw4UKUl5ebejfcfffd+NWvftXp5/7nP/+J9957DyUlJZ1+rvZqaWnBn/70Jxw7dgw1NTUoKirCE088EfNxEN3IGIgQUVQ88cQTcXuTVlUViqK0u8mVIAgYPXo0pk2bhrfffruLRkf0/cZAhIi63DfffIN3330XNTU16N27Nx5//HFMmTIFgHbK6iuvvILKykp4PB4MHjwYv/jFL5CTk4NDhw7htddeg8fjwdSpUwEAL774IgBg0aJFpsPiNmzYgP/+979YuXIlAK2V+jPPPIMvv/wSJ0+exCuvvIJRo0bhs88+w8cff4zz58+jX79++OlPf4qCgoKA47bb7Zg1a5b390QUfQxEiKhL7dmzB3/+85+xbNky3HLLLaisrMRzzz2HrKwsjBkzBoqiYNq0afjhD38IQRCwZs0aLF26FCUlJRg9ejQWLFjgtzUT6aFm//jHP7Bs2TI4HA7IsozPPvsMH3zwAf7whz9g8ODB+O6777B06VK89dZb+MEPftBVU0BEITBZlYii4r333sO0adO8/5WXlwMAPv74Y8yYMQNjxoyBKIrIzc3FlClT8MUXXwDQDte74447kJKSguTkZDz11FOoq6tDdXV1p8c0e/Zs9O/fH5IkwW634+OPP8bcuXMxdOhQiKKI2267Dfn5+di2bVunvxcRdQxXRIgoKh5//PGAOSK1tbUoKyvD5s2bvZ9TFAW33norAKCpqQl/+9vfUFZWhitXrkAQBO/nO6tv375+Y/nLX/6C1atXez8ny3KXHnFORKExECGiLuVwOHD//fdjzpw5Ab++du1aXLhwAatXr0bv3r1x7do1PPTQQ1BV7TzOQKfSpqWlQVEUuFwub+7GhQsX/K7TgxpdVlYWioqKMGnSpM6+LCKKEm7NEFGXmjlzJrZs2YIDBw5AlmW43W5UVlbiyJEjAIBr164hJSUF3bt3x/Xr17FmzRrT4zMyMtDY2IirV696PzdgwACkpqbi888/h6IoOHjwIL7++uuwY5k1axY2bNiAo0ePQlVVtLS04ODBgzh9+nTQx7hcLrhcLiiKAlmW4XK54PF4OjgbROSLKyJE1KUKCgqwcOFCvPXWWzhz5gwEQUB2djaKiooAAEVFRXj55ZfxyCOPoFevXnjyySdRWlrqfXx+fj7GjRuHxx9/HIqi4IUXXkBeXh4WLVqENWvWYO3atRg/fjzuu+8+nDhxIuRYpk6dCpvNhpUrV+LcuXOw2WwYPnw4iouLgz6mqKgITqcTAHDw4EFs3LgR9913H5577rnOTw4RQWhsbFStHgQRERF9P3FrhoiIiCzDQISIiIgsw0CEiIiILMNAhIiIiCzDQISIiIgsw0CEiIiILMNAhIiIiCzDQISIiIgsw0CEiIiILPP/AcPA66CDV4opAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# interaction_idx set to None (no color coding for interaction effects)\n",
    "slearner.plot_shap_dependence(treatment_group='treatment_A',\n",
    "                              feature_idx=1,\n",
    "                              X=X,\n",
    "                              tau=slearner_tau,\n",
    "                              interaction_idx=None,\n",
    "                              shap_dict=shap_slearner)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:34.645127Z",
     "start_time": "2020-07-28T23:53:33.481107Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# interaction_idx set to 'auto' (searches for feature with greatest approximate interaction)\n",
    "# specify feature names\n",
    "slearner.plot_shap_dependence(treatment_group='treatment_A',\n",
    "                              feature_idx='tiger',\n",
    "                              X=X,\n",
    "                              tau=slearner_tau,\n",
    "                              interaction_idx='auto',\n",
    "                              shap_dict=shap_slearner,\n",
    "                              features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:35.102272Z",
     "start_time": "2020-07-28T23:53:34.649666Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# interaction_idx set to specific index\n",
    "slearner.plot_shap_dependence(treatment_group='treatment_A',\n",
    "                              feature_idx=1,\n",
    "                              X=X,\n",
    "                              tau=slearner_tau,\n",
    "                              interaction_idx=10,\n",
    "                              shap_dict=shap_slearner, \n",
    "                              features=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## T Learner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:35.688429Z",
     "start_time": "2020-07-28T23:53:35.104589Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.5540839]), array([0.53933868]), array([0.56882913]))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tlearner = BaseTRegressor(LGBMRegressor(), control_name='control')\n",
    "tlearner.estimate_ate(X, w_multi, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:36.238922Z",
     "start_time": "2020-07-28T23:53:35.690418Z"
    }
   },
   "outputs": [],
   "source": [
    "tlearner_tau = tlearner.fit_predict(X, w_multi, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `auto`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:36.705947Z",
     "start_time": "2020-07-28T23:53:36.240689Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.384675\n",
       " tiger         0.254866\n",
       " quixotic      0.059036\n",
       " merciful      0.053492\n",
       " fireman       0.033534\n",
       " future        0.017594\n",
       " sweltering    0.015322\n",
       " adhesive      0.014223\n",
       " wrap          0.014126\n",
       " clammy        0.012104\n",
       " playground    0.012003\n",
       " shelf         0.011924\n",
       " barbarous     0.011038\n",
       " rigid         0.010894\n",
       " rain          0.010578\n",
       " nonchalant    0.010465\n",
       " change        0.010405\n",
       " offer         0.010258\n",
       " cute          0.009573\n",
       " lethal        0.009008\n",
       " touch         0.008742\n",
       " lip           0.008528\n",
       " dependent     0.007199\n",
       " eight         0.005438\n",
       " damp          0.004975\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tlearner.get_importance(X=X, \n",
    "                        tau=tlearner_tau, \n",
    "                        normalize=True, \n",
    "                        method='auto', \n",
    "                        features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:37.428761Z",
     "start_time": "2020-07-28T23:53:36.707860Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tlearner.plot_importance(X=X, \n",
    "                         tau=tlearner_tau, \n",
    "                         normalize=True, \n",
    "                         method='auto', \n",
    "                         features=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `permutation`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:38.884714Z",
     "start_time": "2020-07-28T23:53:37.431315Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.567860\n",
       " tiger         0.404623\n",
       " quixotic      0.064612\n",
       " merciful      0.038721\n",
       " fireman       0.032291\n",
       " future        0.012999\n",
       " wrap          0.011618\n",
       " adhesive      0.011075\n",
       " sweltering    0.006733\n",
       " clammy        0.005775\n",
       " change        0.005465\n",
       " rain          0.005355\n",
       " touch         0.005151\n",
       " barbarous     0.004527\n",
       " dependent     0.003598\n",
       " playground    0.003543\n",
       " rigid         0.003508\n",
       " nonchalant    0.003497\n",
       " lip           0.003109\n",
       " offer         0.002861\n",
       " shelf         0.002399\n",
       " lethal        0.001886\n",
       " cute          0.001628\n",
       " eight         0.000871\n",
       " damp          0.000650\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tlearner.get_importance(X=X, \n",
    "                        tau=tlearner_tau, \n",
    "                        method='permutation', \n",
    "                        features=feature_names, \n",
    "                        random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:40.675448Z",
     "start_time": "2020-07-28T23:53:38.886593Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tlearner.plot_importance(X=X, \n",
    "                         tau=tlearner_tau, \n",
    "                         method='permutation', \n",
    "                         features=feature_names, \n",
    "                         random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (`sklearn.inspection.permutation_importance`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:41.807209Z",
     "start_time": "2020-07-28T23:53:40.677737Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.0853099822998047 seconds\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, tlearner_tau, test_size=0.3, random_state=42)\n",
    "model_tau_fit = model_tau.fit(X_train, y_train)\n",
    "\n",
    "perm_imp_test = permutation_importance(\n",
    "    estimator=model_tau_fit, \n",
    "    X=X_test, \n",
    "    y=y_test, \n",
    "    random_state=42).importances_mean\n",
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n",
    "\n",
    "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:41.867540Z",
     "start_time": "2020-07-28T23:53:41.809387Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stars         0.567860\n",
       "tiger         0.404623\n",
       "quixotic      0.064612\n",
       "merciful      0.038721\n",
       "fireman       0.032291\n",
       "future        0.012999\n",
       "wrap          0.011618\n",
       "adhesive      0.011075\n",
       "sweltering    0.006733\n",
       "clammy        0.005775\n",
       "change        0.005465\n",
       "rain          0.005355\n",
       "touch         0.005151\n",
       "barbarous     0.004527\n",
       "dependent     0.003598\n",
       "playground    0.003543\n",
       "rigid         0.003508\n",
       "nonchalant    0.003497\n",
       "lip           0.003109\n",
       "offer         0.002861\n",
       "shelf         0.002399\n",
       "lethal        0.001886\n",
       "cute          0.001628\n",
       "eight         0.000871\n",
       "damp          0.000650\n",
       "dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:42.284727Z",
     "start_time": "2020-07-28T23:53:41.869683Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Test Set Permutation Importances')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n",
    "plt.title('Test Set Permutation Importances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shapley Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:44.188366Z",
     "start_time": "2020-07-28T23:53:42.286864Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': array([[ 0.01983429, -0.1980894 ,  0.00685216, ..., -0.00420184,\n",
       "         -0.00505335,  0.00887105],\n",
       "        [-0.12117409,  0.23882282, -0.03173552, ..., -0.00303379,\n",
       "          0.00405849, -0.00871143],\n",
       "        [ 0.0129052 ,  0.21498206, -0.03055744, ..., -0.02454731,\n",
       "          0.01187846, -0.03121241],\n",
       "        ...,\n",
       "        [ 0.02176915,  0.26183205,  0.02514154, ...,  0.02521532,\n",
       "          0.03471841,  0.00165231],\n",
       "        [ 0.09952416, -0.06701196,  0.00206727, ...,  0.0037859 ,\n",
       "          0.0130603 ,  0.00089347],\n",
       "        [-0.01132435,  0.12937684, -0.02672874, ..., -0.00077457,\n",
       "          0.00556904, -0.01268997]])}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_tlearner = tlearner.get_shap_values(X=X, tau=tlearner_tau)\n",
    "shap_tlearner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:48.034151Z",
     "start_time": "2020-07-28T23:53:44.190492Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot shap values without specifying shap_dict\n",
    "tlearner.plot_shap_values(X=X, tau=tlearner_tau, features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:50.132069Z",
     "start_time": "2020-07-28T23:53:48.036421Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot shap values WITH specifying shap_dict\n",
    "tlearner.plot_shap_values(shap_dict=shap_tlearner)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## X Learner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:51.461442Z",
     "start_time": "2020-07-28T23:53:50.134410Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.49865807]), array([0.48473804]), array([0.5125781]))"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xlearner = BaseXRegressor(LGBMRegressor(), control_name='control')\n",
    "xlearner.estimate_ate(X, w_multi, y, p=e_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:51.588583Z",
     "start_time": "2020-07-28T23:53:51.463703Z"
    }
   },
   "outputs": [],
   "source": [
    "xlearner_tau = xlearner.predict(X, w_multi, y, p=e_multi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `auto`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:52.110017Z",
     "start_time": "2020-07-28T23:53:51.590879Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.451909\n",
       " tiger         0.323575\n",
       " quixotic      0.027299\n",
       " merciful      0.023991\n",
       " wrap          0.015435\n",
       " rain          0.014365\n",
       " sweltering    0.012960\n",
       " adhesive      0.011703\n",
       " fireman       0.010942\n",
       " nonchalant    0.010571\n",
       " lethal        0.009734\n",
       " future        0.009083\n",
       " shelf         0.008143\n",
       " barbarous     0.007333\n",
       " lip           0.007117\n",
       " playground    0.007064\n",
       " cute          0.006529\n",
       " offer         0.006323\n",
       " rigid         0.006248\n",
       " change        0.005930\n",
       " dependent     0.005665\n",
       " eight         0.004983\n",
       " clammy        0.004959\n",
       " touch         0.004267\n",
       " damp          0.003871\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xlearner.get_importance(X=X, \n",
    "                        tau=xlearner_tau, \n",
    "                        normalize=True, \n",
    "                        method='auto', \n",
    "                        features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:52.925850Z",
     "start_time": "2020-07-28T23:53:52.112340Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xlearner.plot_importance(X=X, \n",
    "                         tau=xlearner_tau, \n",
    "                         normalize=True, \n",
    "                         method='auto', \n",
    "                         features=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `permutation`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:54.763768Z",
     "start_time": "2020-07-28T23:53:52.928280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.852106\n",
       " tiger         0.591941\n",
       " quixotic      0.034504\n",
       " merciful      0.024898\n",
       " wrap          0.018366\n",
       " sweltering    0.015290\n",
       " rain          0.015165\n",
       " adhesive      0.014575\n",
       " lethal        0.012336\n",
       " future        0.011654\n",
       " fireman       0.010589\n",
       " nonchalant    0.009900\n",
       " shelf         0.007157\n",
       " barbarous     0.006110\n",
       " lip           0.005784\n",
       " playground    0.005575\n",
       " cute          0.005101\n",
       " change        0.004219\n",
       " rigid         0.003825\n",
       " offer         0.003547\n",
       " dependent     0.003187\n",
       " clammy        0.003115\n",
       " touch         0.002917\n",
       " eight         0.002577\n",
       " damp          0.001972\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xlearner.get_importance(X=X, \n",
    "                        tau=xlearner_tau, \n",
    "                        method='permutation', \n",
    "                        features=feature_names, \n",
    "                        random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:56.761700Z",
     "start_time": "2020-07-28T23:53:54.765885Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xlearner.plot_importance(X=X, \n",
    "                         tau=xlearner_tau, \n",
    "                         method='permutation', \n",
    "                         features=feature_names, \n",
    "                         random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (`sklearn.inspection.permutation_importance`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:57.947079Z",
     "start_time": "2020-07-28T23:53:56.763910Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.1362731456756592 seconds\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, xlearner_tau, test_size=0.3, random_state=42)\n",
    "model_tau_fit = model_tau.fit(X_train, y_train)\n",
    "\n",
    "perm_imp_test = permutation_importance(\n",
    "    estimator=model_tau_fit, \n",
    "    X=X_test, \n",
    "    y=y_test, \n",
    "    random_state=42).importances_mean\n",
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n",
    "\n",
    "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:58.010918Z",
     "start_time": "2020-07-28T23:53:57.949277Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stars         0.852106\n",
       "tiger         0.591941\n",
       "quixotic      0.034504\n",
       "merciful      0.024898\n",
       "wrap          0.018366\n",
       "sweltering    0.015290\n",
       "rain          0.015165\n",
       "adhesive      0.014575\n",
       "lethal        0.012336\n",
       "future        0.011654\n",
       "fireman       0.010589\n",
       "nonchalant    0.009900\n",
       "shelf         0.007157\n",
       "barbarous     0.006110\n",
       "lip           0.005784\n",
       "playground    0.005575\n",
       "cute          0.005101\n",
       "change        0.004219\n",
       "rigid         0.003825\n",
       "offer         0.003547\n",
       "dependent     0.003187\n",
       "clammy        0.003115\n",
       "touch         0.002917\n",
       "eight         0.002577\n",
       "damp          0.001972\n",
       "dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:53:58.468222Z",
     "start_time": "2020-07-28T23:53:58.013291Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Test Set Permutation Importances')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BysqKVq1aERQURPny5bG2tubgwYNs2bIl1wIX5rp27Rpw+zzl7L969WquY7crTnPyk9fCC+YqW7ZsniMz9/v55EzVu93+nHzcvHmTtLQ03NzcbjuK6eTkxNmzZ/nrr79MclGuXLlcIzz3asiQISxatAh3d3fatm2Lq6urcQRo4cKFt31/2p0+i39+Djmfo5ub211jyfl3d/nyZaZMmXLHtikpKdjZ2dGiRQvWrl3LjBkzWLNmjXEBkBo1avDGG2/wwgsv3LVfEbk7FVEiUuzlfImbPn06oaGh93RO6dKlCQ8PJzw8nCtXrrBnzx5Wr17NypUrOXbsGHv37r3vL2F34+joyJw5c4iJiSEpKYkDBw4QGBhovI+IiIhc050K24PEltdf5/NDzhft2xVWeRUhdzNlyhRu3bpFTExMrpGNSZMm3bFov1c5uf3111/zPJ6z/36f/Spq/vm8T177c+6zTJky2Nra8vvvv+c50pRzTqlSpShfvrzJ/vv9nUtMTGTRokU8/vjjJos15Fi0aNF9Xfefcoqtixcv3rVtTi4aNWrE5s2b77mP5s2b07x5c9LS0jh8+DBbt25l3rx5DBw4kAoVKvDMM8/cX/AiYqRnokSk2GvYsCEAu3btuq/zHR0dCQ4O5rPPPqN9+/ZcvHiRgwcPGo+XKlXKIn/R/ycbGxvjF7SclfByVu/avXv3PV+nVKlSgGVGHO7kfmIraDnT1i5cuJDrWFpaGsePH8+1/275O3v2LO7u7nlODcvr9+1+Po9HH30UGxsbDh8+bByF+aft27cD5Pu0xYJy6tSpPAvGnTt3AqbTN+vWrUt6ejp79uzJ1X7fvn2kpKRQp04dY97vxZ0+o7NnzwLQpk2bXAXU6dOnjVODH4STkxOenp5cuHCBn3766Y5tnZ2d8fT05NixY3n+btyNnZ0djRs3ZuTIkUyfPh3gtkvJi4h5VESJSLHXvHlz6tevz8qVK2+76MLPP/9s/AJ0/fp19u/fn6tNZmamcfrMP79AOTg4cPPmTX7//Xez4oqMjMzzCz3AsmXL+OWXXyhTpoxxBbxq1arxzDPPsHv3bmbMmJHnl7zExESTxRRynjf55ZdfzIrNXPcTW0FzcXHBw8OD7777ziSOrKwsJkyYkOfnd7f8eXp6cvnyZU6dOmWyf+7cuXkWlGXLlqVs2bJcvnyZW7du3VPc5cuXp1OnTly9epW3337b5FhiYiIzZ87E2tq6xEzDSk9PZ+LEiSb74uLiWLx4MWXLlqVz587G/TlTYMeNG2fyYuqbN28aF+F46aWXzOr/Tp95zgImu3btMnnP1dWrVxk8eLBZ/dxJv379yMrKYujQobmmB2ZlZZm8j2rQoEGkpqby+uuv5zmampycbPJHn927d+d6bg/+b6RPq/OJWIam84lIsWdlZcWCBQsICQmhX79+zJo1iwYNGvDQQw9x6dIljh07xokTJ1i9ejWurq5cvXqVNm3aULNmTerWrYuHhwdpaWl8//33nDhxghYtWpi806VVq1bExcXx/PPPExgYiJ2dHd7e3nTq1OmOcU2bNo0PPviAevXqGV/4mfOF5+DBg1hZWTFlyhSTB/8//PBDzp07x7hx41i8eDFNmjTB0dGRS5cuER8fz8GDB5kxYwY1atQAoE6dOlSpUoWYmBj69+9P9erVsba2JiQkBF9fX4vm2dzYCsPgwYMZNmwYgYGBPPvss9ja2rJ7927+/PNPGjdubFyEJMfd8hcWFkbv3r1p3bo1zz77LPb29uzfv5+DBw8SHBzMt99+myuGVq1asWHDBrp06UKjRo2wtbXl8ccfp3Xr1reNe/Lkyezbt4+PPvqIAwcO4O/vzx9//MGqVau4du0aEyZM4NFHH7V4vgpD/fr1iY6OJjAwkICAAOP7lG7cuMH06dNNnpl68cUX2bhxI+vXr6dJkyZ07NjR+J6ohIQE2rVrx8svv2xW/61ateKzzz7jrbfe4sCBA1SsWBFbW1sGDx5MjRo1aNeuHZs2bSIgIICWLVvy559/snXrVhwcHPD19b3tH0bMERYWxg8//MCaNWto0KABHTp0oHLlyly6dIkdO3bQvXt3Ro8eDcBrr73Gjz/+yOLFi/n+++8JDAzEw8OD5ORkEhMT2bVrFyEhIXzyyScAvPPOOxw6dIgmTZpQrVo17O3tiYuLY8uWLZQvX/62L/8WEfOoiBKREqFatWp8//33fPzxx6xdu5avv/6azMxMnJyc8PX1pU+fPsYpWQ4ODowbN44dO3awd+9e1q5dS/ny5alWrRpTpkyhd+/eJs9fjBo1irS0NDZv3sy0adPIzMykXbt2dy2iVq9ezbZt29i1axfR0dHG5zfc3Nzo2bMnr732Wq4FHQwGA5s2bWL+/Pn897//5ZtvvuHmzZs4OTnh5eXFxIkTad++vbG9nZ0dy5YtY+LEiaxfv56//vqL7OxsfH19LV5EmRtbYXjttdewsbHho48+YtmyZVSsWJG2bdsybtw4hg8fnqv93fIXEhLCwoULmT59OitWrMDGxoZGjRqxceNGDh48mGcRNW3aNMqVK8f333/Pjh07yMrK4rXXXrtjEeXo6MjWrVuZOnUqa9euZfbs2ZQpU4b69eszYMAA2rVrZ9E8FSYnJyfmz5/P+PHjWbBgATdu3ODRRx8lIiKCp59+2qSttbU1ixcv5tNPP2XZsmXGdy35+PgQFRXFa6+9dsel8/MSHBzMhAkTWLJkCR9//DHp6enY29sbR5o+/fRT3n33Xb799lvmzZuHo6MjISEhjBw50iLv3cq5rwULFrBs2TKWLFnCqlWrSEtLw9nZmSZNmhAUFGRsa2VlxcyZM2nfvj0LFy7ku+++Izk5mUqVKuHu7k5YWBjPP/+8sX1YWBirV6/m4MGD7Nmzh4yMDFxdXenduzcDBw4s1D9yiJQkVsnJydl3byYiIiJy/06cOEGzZs1o166dxd91JiJS0PRMlIiIiIiIiBlURImIiIiIiJhBRZSIiIiIiIgZ9EyUiIiIiIiIGTQSJSIiIiIiYgYVUSIiIiIiImZQESUiIiIiImIGFVFSLMXHxxd2CCWK8mlZyqdlKZ+WpXxalvJpWcqnZSmf+UdFlIiIiIiIiBm0Ol8BM8y/UNghiIiIiIgUOckvuxd2CPfsXzcStXTpUtzdi88HJCIiIiIiRcu/roiypFu3bhV2CCIiIiIiUsBKbBG1c+dO2rRpg7u7O56engQGBvLJJ58wcOBAUlJSMBgMGAwGoqKiAFi+fDlPPvkkHh4e1KxZk969e3Px4kXj9Xbs2IHBYGDz5s0EBgbi6OhITEwMv/zyCz169MDLywtXV1caNmzIypUrC+u2RUREREQkn9kUdgD5ISMjg549e9KrVy/mzZvHrVu3OHLkCA8//DBRUVFMmjSJQ4cOAWBvbw9Aeno6I0eOxNfXl6SkJMaNG8crr7zChg0bTK49fvx4IiMjqVGjBuXLl2fgwIGkpaXx7bffUqFCBU6dOlXg9ysiIiIiIgWnRBZRf/31F1evXqV9+/ZUr14dAF9fXwCOHj2KlZUVzs7OJuf06tXL+LOXlxdTp06lUaNGXLhwweQZqhEjRhAYGGjcPn/+PM888wx+fn7Gc0VERERExDxFaUl2Hx+fOx4vkUVUpUqV6NmzJ507dyYgIICWLVsSEhJC1apVb3vO4cOHmTJlCj/++CPJyclkZ/+9aOEvv/xiUkTVr1/f5Lz+/fsTERFBTEwMAQEBPP3009SrVy9/bkxEREREpIS6W+FSlJTYZ6LmzJlDdHQ0zZo1Y8OGDTRs2JCYmJg826akpNC5c2fKlSvHxx9/zNatW1mxYgXw9zS/f8qZ/pfjpZde4siRI7zwwgucOnWKp556yviclYiIiIiIlDwltogC8PPzY8iQIaxbtw5/f3+++OILbG1tyczMNGkXHx9PUlISY8aMoXnz5vj6+nLlypV77sfd3Z3Q0FAWLFjAW2+9xcKFCy19KyIiIiIiUkSUyCIqISGB8ePHs3fvXs6dO8f333/P8ePHqVWrFp6enty8eZNt27aRlJREamoqHh4e2NnZMW/ePBISEti0aRNvv/32PfU1YsQIoqOjSUhI4OjRo0RHR1OrVq18vkMRERERESksJfKZqHLlynHq1ClCQ0NJSkrCycmJrl27MmTIEEqXLk2fPn145ZVX+OOPPxgxYgQjR45k7ty5TJw4kU8//ZTatWszefJkOnfufNe+srKyGD58OBcuXKB8+fIEBAQQGRl52/bF6U3MRVl8fHyxmjdb1CmflqV8WpbyaVnKp2Upn5alfFqW8pl/rJKTk7MLOwgRc+l/CpalfFqW8mlZyqdlKZ+WpXxalvJpWcpn/imR0/lERERERETyi4ooERERERERM6iIEhERERERMYOKKBERERERETOoiBIRERERETGDiigREREREREzqIgSERERERExQ4l82e7tJCYmUrduXbZt20b9+vULJQbD/AuF0m/JUw5ilUvLUT4tS/m0LOXTspTP+5H8snthhyAiRUiJHokKCgpi2LBhxm0PDw/i4uLw8/MrxKhERERERKQ4K9FF1P8qVaoUzs7O2Njk7wBcenp6vl5fREREREQKT4ktosLCwti5cyfz5s3DYDBgMBhITEzEYDBw6NAhY7tNmzbxxBNP4OzsTIcOHVi5cqWxbY69e/fSsWNHXF1deeSRR4iIiODatWvG40FBQURERDB69Gi8vb1p165dgd6riIiIiIgUnBJbRL3zzjs0atSIF154gbi4OOLi4sjKyjJpc/78eXr16sVTTz1FbGws/fv3Z9y4cSZtjh8/TqdOnejQoQOxsbEsXryYH3/8kUGDBpm0++qrr8jOzmbDhg189NFH+X5/IiIiIiJSOErswhIPPfQQpUuXply5cjg7OwOYjC4BfP7553h5efH2228D4OPjw6lTp5g0aZKxzYcffshzzz1HeHi4cd8HH3xAy5YtuXLlCo6OjgB4enoyefLk/L4tERERKQTx8fH3dUzMp3xalvJ5f3x8fO54vMQWUffi5MmTuVbpe+KJJ0y2jxw5wpkzZ1i1apVxX3Z2NgBnz541FlH16tXL52hFRESksNzuC1V8fPxdv2zJvVM+LUv5zD//6iLqXmRlZfHSSy8xYMCAXMdcXV2NP9vb2xdkWCIiIiIiUkhKdBFla2tLZmbmbY/7+vqyfv16k30HDhww2a5bty4//fQTNWrUyJcYRURERESkeCnRRZSnpycHDhwgMTGR8uXLG6fh5Xj55ZeZPXs2o0ePpnfv3vz000/Mnz8fACsrKwAGDx5M27ZtGTp0KKGhoVSoUIGTJ0+yceNGpk+fbnZMelmfZWh42rKUT8tSPi1L+bQs5VNE5MGV2NX5AMLDw7G1taVJkyZ4e3sbC6Mcnp6eLFq0iA0bNuDv78/cuXMZMWIEAGXKlAGgTp06rF+/nnPnzvH000/j7+/PxIkTjc9CiYiIiIjIv0uJHomqWbMmW7ZsMdmXnJxsst2+fXvat29v3J47dy4VK1Y0KZLq16/PypUrb9vPunXrLBSxiIiIiIgUdSW6iLoX8+bN4/HHH6dy5crs37+f9957jx49euQatRIREREREQEVUZw5c4apU6fyxx9/4ObmRp8+fRg+fHhhhyUiIiIiIkXUv76IioqKIioqqrDDEBERERGRYqJELywhIiIiIiJiaSqiREREREREzKAiSkRERERExAwlpogKCgpi2LBh+d5PVFQUTZs2zfd+RERERESkaCoxC0ssWbIEGxvL3U5iYiJ169Zl27Zt1K9f37g/PDycfv363fd1DfMvWCK8e5L8snuB9SUiIiIi8m9RYoqoSpUqFUg/5cuXL5B+RERERESkaCoS0/lSU1MJCwvD3d0dHx8fPvjgA7p160ZYWBgAfn5+zJw50+Sc/52+98/t+Ph43NzcWLZsmfF4dHQ0jo6O/PDDDwBkZWXx7rvvUrt2bZycnGjWrBnr1q0ztq9bty4ATz75JAaDgaCgICDv6XzLli2jWbNmODk54ePjQ//+/S2VGhERERERKWKKRBE1ZswYvvvuOxYtWsSaNWs4evQou3btuu/r+fj48PbbbzNixAgSEhL4/fffGTBgAG+88QaNGsFiFoMAACAASURBVDUCYO7cucycOZPx48eza9cugoKC6NWrF0ePHgVg69atAKxcuZK4uDiWLFmSZ1/z589n6NCh9OzZk507d/L111/z6KOP3nfsIiIiIiJStBX6dL7r16+zePFiZs2aRevWrQGYPXv2AxcioaGhbNmyhVdffRUHBweqV69uMnI1a9YsBg0aRNeuXQEYNWoUu3btYtasWXzyySdUrlwZAAcHB5ydnW/bz3vvvUdYWBiDBg0y7qtXr94DxW4p8fHxhR1Cvirp91fQlE/LUj4tS/m0LOXTspRPy1I+LUv5vD8+Pj53PF7oRdTZs2dJT083jhDB388d1a5d+4GvPXPmTJ544gl+/vlnYmNjKVWqFADXrl3j0qVLNGnSxKR906ZN2bx58z1f/8qVK1y8eJGAgIAHjjU/3O3DL87i4+NL9P0VNOXTspRPy1I+LUv5tCzl07KUT8tSPvNPkZjOdzfW1tZkZ2eb7MvIyLjreSdOnODatWvcvHmTS5cu3VNfVlZW9xWjiIiIiIj8OxR6EVW9enVKly7Nvn37jPtSUlI4ceKEcbtKlSpcvnzZuH3z5k1Onjx5x+smJyfTv39/wsPDefXVV+nXrx/Xrl0DoGLFiri6urJnzx6Tc3bv3k2tWrUAsLW1BSAzM/O2fTg6OuLm5sb27dvv8W5FRERERKS4K/TpfOXLl6dXr16MHz+eKlWq4OLiwrvvvktWVpaxTcuWLVmyZAkdOnSgSpUqfPDBB3csbgAiIiKoXLkyb731FllZWXz//fe8+eabfPLJJ8Df73uKiorC29ubevXqsXz5cnbv3m0siBwdHSlbtiwxMTF4enpiZ2fHQw89lKufN954g7feegtHR0fatWtHamoq27dvJzw83IJZEhERERGRoqLQiyiASZMmkZKSwosvvkjZsmXp27cvqampxuNDhw7l3LlzvPDCC9jb2/PGG2/ccXrel19+yYYNG9i+fTulS5cG4NNPPyUwMJB27drRuXNn+vfvz/Xr1xk3bhy//fYbPj4+LFq0CD8/PwBsbGyYMmUK7777LlOmTKFp06YmS6DneOWVVyhdujSzZ89m/PjxVKpUibZt2942Nr0AV0RERESkeLNKTk7OvnuzgtetWzccHByYO3duYYciRZAelLQs5dOylE/LUj4tS/m0LOXTspRPy1I+80+hPxMlIiIiIiJSnKiIEhERERERMUOReCYqL8uXLy/sEERERERERHLRSJSIiIiIiIgZVESJiIiIiIiYQUWUiIiIiIiIGVREiYiIiIiImKHILixRkAwGAwsXLiQkJASAkydPMnDgQI4ePYqTkxM//vjjfV0nzzbzL1gkZtCLe0VERERECoOKKCAuLg6DwWDcjoyMpGzZsvzwww/Y29sXYmQiIiIiIlLUlOgiKiMjg1KlSmFlZXXHds7OzibbZ86coWPHjlSrVi0/wxMRERERkWKo0J6JCgoKIiIiglGjRuHl5YW3tzdz584lLS2NN998E09PT+rUqcOXX35pPOfixYv06dOHatWqUa1aNZ5//nlOnz5tPB4VFUXTpk1ZunQp9erVw8nJiZSUFLKzs5k5cyaPP/44Tk5OPProo0yYMMF4nsFgYM2aNcafjx07xrvvvovBYCAqKorExEQMBgOHDh0yuYd/niciIiIiIv8OhbqwxNdff0358uWJiYlhyJAhjBw5khdeeAFvb2++++47unfvzuuvv87ly5dJTU0lODgYOzs71q1bx5YtW3B2diYkJITU1FTjNRMTE1mxYgULFiwgNjaWMmXKMHHiRN577z2GDh3Knj17WLBgAe7ueT9PFBcXh4+PD4MGDSIuLo7w8PCCSoeIiIiIiBQDhTqd7+GHH2bkyJEADBo0iOnTp2NjY0NYWBgAI0aMYMaMGezdu5dr166RnZ3NnDlzjNPzpk+fTs2aNdm0aRPPPfccAOnp6Xz88cc4OTkBcP36debMmUNUVBS9evUCoEaNGjRq1CjPmJydnbGxscHe3t44zS8pKSn/kvAA4uPjCzuEQvVvv39LUz4tS/m0LOXTspRPy1I+LUv5tCzl8/74+Pjc8XihFlG1a9c2/mxlZYWjo6PJvtKlS2MwGLhy5Qo///wziYmJeHh4mFwjNTWVs2fPGrfd3NyMBRT8PbKUlpZGQEBAPt5J4bjbh1uSxcfH/6vv39KUT8tSPi1L+bQs5dOylE/LUj4tS/nMP4VaRJUuXdpk28rKChsbm1z7srKyyMrKws/Pj88//zzXdSpVqmT8OT9W07O2/nvWY3Z2tnHfrVu3LN6PiIiIiIgUfcVmdb66deuyYsUKHBwcTJYjvxtfX1/s7OzYvn073t7e99V3lSpVALh8+bJx372+O0pEREREREqWQl1Ywhxdu3bFycmJnj17EhsbS0JCAjt37mTUqFEmK/T9rwoVKtC/f38mTJjAkiVLOHv2LAcOHOCzzz67577Lli1Lw4YNmTFjBj/99BN79+5l9OjRlrgtEREREREpZorNSFS5cuVYv34948ePJzQ0lGvXruHi4kKLFi3uOjI1btw4DAaDcYU+Jycnunfvblb/s2bN4vXXXycwMJDq1avz/vvv07FjR7PvI/nlvFcFFBERERGR4sEqOTk5++7NRIoWPShpWcqnZSmflqV8WpbyaVnKp2Upn5alfOafYjOdT0REREREpChQESUiIiIiImIGFVEiIiIiIiJmUBElIiIiIiJiBhVRIiIiIiIiZlARJSIiIiIiYgYVUSIiIiIiImYoNi/bLSkM8y/c13l6Sa+IiIiISNGgkSgREREREREzqIjKw61btwo7BBERERERKaJKZBEVHR2Nh4cHGRkZAJw5cwaDwcDQoUONbSIjIwkJCWHHjh0YDAY2b95MYGAgjo6OxMTEcPbsWXr06IGvry9ubm60bNmSjRs3mvTj5+dHVFQUffv2xd3dHV9fX2bOnFmg9yoiIiIiIgWrRBZRTZo04ebNmxw6dAiA2NhYKleuTGxsrLFNbGws/v7+xu3x48czevRo9u3bxxNPPMH169dp27Ytq1atIjY2lmeeeYZevXpx8uRJk77mzJmDr68v27dvZ+TIkUycOJFvvvmmYG5UREREREQKnFVycnJ2YQeRH9q0aUPHjh2JiIigb9++1KhRg+nTp3P48GEqVqyIl5cXa9asISMjg+DgYBYuXEhISMhdr9muXTuGDRsG/D0S5e3tzerVq41twsPDiY+PzzVqleN+F5bY5596X+eJiIiIiIh5fHx87ni8xK7O5+/vT2xsLBEREezcuZN+/fqxY8cOYmNjqVKlCjY2NjRo0IC9e/cCUL9+fZPzU1JSmDJlCps2beLy5ctkZGRw8+ZNateubdKuYcOGuba//fZbi9/P3T7If5v4+HjlxIKUT8tSPi1L+bQs5dOylE/LUj4tS/nMPyW6iJo3bx5xcXH89ddf1KtXD39/f3bs2IGjoyMNGzbE1tbW2N7e3t7k/DFjxhAdHc2kSZPw9vamXLly9O/fn/T09IK+FRERERERKUJKbBHVpEkT0tLSmDFjBk2aNKFUqVL4+/szePBgnJycaN269R3P37NnD927dzdO8bt58yZnz57F29vbpN3+/ftzbdeqVcuyNyMiIiIiIkVGiS2iypcvT7169fjqq68YN24c8PdUu4sXL5KYmGjcdzve3t6sXbuWjh07Urp0aaZMmUJaWlqudvv372fq1KmEhIQQGxvLl19+ybx58257Xb00V0RERESkeCuRq/Pl8Pf3JyMjw7gKX5kyZWjQoAF2dnY0aNDgjudOnjwZR0dHOnbsSNeuXWnYsCFNmzbN1W7AgAEcP36cli1bEhkZyVtvvXXXBSpERERERKT4KrEjUfD3suXjx4832bdu3TqT7RYtWpCcnJzrXE9PT9asWWOyLzw8PFe78uXL89lnnz14sCIiIiIiUiyU6JEoERERERERS1MRJSIiIiIiYoYSPZ0vv/3444+FHYKIiIiIiBQwjUSJiIiIiIiYQUWUiIiIiIiIGVREiYiIiIiImKHYFFGJiYkYDAYOHTqUL9ffsWMHBoOBpKSkfLm+iIiIiIiUDMV2YYkdO3YQHBzM6dOnqVy58gNfr3HjxsTFxeHg4GCB6G7PMP/CPbdNftk9HyMREREREZH7UWyLKEu6desWtra2ODs7F3YoIiIiIiJSxD3wdL6dO3fSpk0b3N3d8fT0JDAwkBMnTlCrVi1WrlxpbNe+fXs8PDzIyMgA4MyZMxgMBi5c+HtkJj09nXHjxvHoo4/i6urKk08+SUxMTJ59JiYmEhwcDIC3tzcGg4GwsDAAsrOzmTFjBvXq1cPFxYVmzZqxfPlyk3MNBgMrVqwgODgYFxcX5s+fn2s639KlS3F3d2f79u00bdoUNzc3nn76aRISEkximTp1Kj4+Pri7u9OvXz/eeecd/Pz8HjStIiIiIiJSRD1QEZWRkUHPnj1p0qQJsbGxREdHExYWRqlSpWjevDmxsbEApKamcvDgQWxtbY3PNMXGxlK9enXc3f+esjZw4EB27tzJvHnz2L17Nz169KB79+55vovJw8ODRYsWAbBnzx7i4uJ45513AIiMjGTx4sW8//777Nmzh6FDhzJ06FA2bdpkco0JEybw6quvsmfPHoKCgvK8v7S0NKZOncqsWbPYvHkzV69eJSIiwnh85cqVTJkyhTFjxrB9+3Zq1arFnDlzHiSlIiIiIiJSxD3QdL6//vqLq1ev0r59e6pXrw6Ar68vAP7+/saC4ocffsDLy4sGDRqwY8cOGjZsSGxsLP7+/gCcPXuWFStWcPToUapWrQpA3759+e6771iwYAEffPCBSb+lSpWiUqVKADg6OhqfiUpJSWH27Nn897//pVmzZgB4eXlx4MABPv30U9q1a2e8Rt++fQkJCTFunzlzJtf9ZWRk8P777+Pj4wNAeHg4gwYNIjs7GysrKz766CN69uzJSy+9BEBERAQ7duzg1KlTD5JWo/j4eItcp6RSfixL+bQs5dOylE/LUj4tS/m0LOXTspTP+5Pz/f92HqiIqlSpEj179qRz584EBATQsmVLQkJCqFq1Kv7+/kRERHD58mViY2Np0aIFjz/+OCtXriQiIoKdO3cyduxYAI4cOUJ2djZNmjQxuX5aWhotW7a853ji4uK4efMmXbp0wcrKyrj/1q1beHp6mrStX7/+Xa9nZ2dnkkAXFxfS09NJTk6mUqVKnDx50lhA5WjQoIHFiqi7fXj/ZvHx8cqPBSmflqV8WpbyaVnKp2Upn5alfFqW8pl/HnhhiTlz5hAWFkZMTAwbNmwgMjKSpUuX0rp1a5ydndmxYwexsbH079+f+vXrM3z4cOLi4rhw4YJxJCorKwsrKyu2bt1K6dKlTa5fpkyZe44lKysLgC+++MI4opXDxsb0Vu3t7e96vf89J6cwy+lHRERERET+fSyyOp+fnx9+fn4MGTKELl268MUXX9C6dWuaN2/O5s2bOXToEP7+/lSpUgUHBwdmzJhh8jzUY489RnZ2Nr/++us9jzzZ2toCkJmZadxXq1Yt7OzsOH/+PAEBAZa4tTvy9fXl0KFD9OrVy7jv4MGD+d6viIiIiIgUngcqohISEliwYAEdOnTA1dWVhIQEjh8/Tp8+fYC/n4saPnw4Pj4+VKlSxbjvq6++okePHsbr1KxZk+eff54BAwYwefJk6taty59//klsbCzVqlXjmWeeydV31apVsbKyYtOmTXTo0IEyZcpQoUIFwsPDGTNmDNnZ2TRv3pzr16+zf/9+rK2tCQ0NfZDbzaV///4MHDiQ+vXr06xZM9auXcv+/fsxGAwW7UdERERERIqOByqiypUrx6lTpwgNDSUpKQknJye6du3KkCFDgL8LpoyMDOO0vZx9X3zxhck+gNmzZ/P+++8zduxYLl68SKVKlXj88cdp0aJFnn27ubkxcuRIIiMjef311+nevTtz585l1KhRODo6MmvWLN544w0qVKiAn58fgwcPfpBbzVPnzp1JSEhgwoQJ3Lhxg6effpo+ffqwfv36256jF+iKiIiIiBRvVsnJydmFHURJ8sILL5CRkWHybiqxPD0oaVnKp2Upn5alfFqW8mlZyqdlKZ+WpXzmH4s8E/VvlZqaymeffUabNm2wsbHhm2++Yf369cZ3WImIiIiISMmjIuoBWFlZER0dzdSpU7l58yY1atTgk08+ITg4uLBDExERERGRfKIi6gGULVuWNWvWFHYYIiIiIiJSgKwLOwAREREREZHiREWUiIiIiIiIGVREiYiIiIiImEFFlIiIiIiIiBm0sMQ92rFjB8HBwZw+fZrKlSvf93UM8y/cc1u9mFdEREREpOjRSNQ9aty4MXFxcTg4OBR2KCIiIiIiUohURAHp6el3bWNra4uzszNWVlYFEJGIiIiIiBRV/8oiKigoiIiICEaPHo23tzft2rVj1qxZNGvWDDc3Nx555BHCw8NJTk42nrNjxw4MBgNJSUkALF26FHd3d7Zv307Tpk1xc3Pj6aefJiEhoZDuSkRERERECsK/sogC+Oqrr8jOzmbDhg189NFHWFtbExUVxe7du5k3bx4HDhxg+PDhd7xGWloaU6dOZdasWWzevJmrV68SERFRQHcgIiIiIiKFwSo5OTm7sIMoaEFBQfz555/s2rXrtm2io6Pp2bMnly9fxtraOtfCEkuXLmXgwIHs27cPHx8f4O/CbNCgQfz666+3nfZnzsIS+/xTzbsxERERERF5YDnf72/nX7s6X7169Uy2t2/fzrRp0zh58iTXrl0jMzOT9PR0fv31V1xdXfO8hp2dnUmCXVxcSE9PJzk5mUqVKj1wjHf78P7N4uPjlR8LUj4tS/m0LOXTspRPy1I+LUv5tCzlM//8a6fz2dvbG38+d+4c3bp1w9fXlwULFvDdd98xa9Ys4M6LTtjYmNagOaNPWVlZ+RCxiIiIiIgUBf/akah/OnToEOnp6URFRVGqVCkANm7cWMhRiYiIiIhIUfSvHYn6J29vb7KyspgzZw4JCQmsWLGCjz76qLDDEhERERGRIkgjUUCdOnV45513mDFjBpMnT6ZRo0ZMmjSJl19+2eJ9Jb/sbvFrioiIiIhIwflXrs4nxZ8elLQs5dOylE/LUj4tS/m0LOXTspRPy1I+84+m84mIiIiIiJhBRZSIiIiIiIgZVESJiIiIiIiYQUWUiIiIiIiIGVREiYiIiIiImEFFlIiIiIiIiBlURImIiIiIiJihSL5sNykpCW9vb7799ltatGjBjh07CA4O5vTp01SuXDlf+iyIPgAM8y/cc1u9mFdEREREpOjRSNT/17hxY+Li4nBwcCjsUEREREREpAgrkiNRhcHW1hZnZ+fCDkNERERERIq4AhmJio6OpkOHDlSrVg0vLy86depEXFyc8fjBgwcJCAjA2dmZFi1asH///jyvc+zYMVq3bo2rqyutWrXi8OHDJsf37t1Lx44dcXV15ZFHHiEiIoJr164Zj+/cuZM2bdrg7u6Op6cngYGBnDhxAvh7Op/BYCApKYlr167h4uLChg0bTK6/detWqlSpwpUrVwC4ePEiffr0oVq1alSrVo3nn3+e06dPWyRnIiIiIiJSNBVIEZWSkkL//v3ZunUra9eupWLFinTv3p309HSuX7/O888/j5eXF9u2bWP8+PGMGTMmz+tMmDCBcePGsX37dhwcHOjbty/Z2dkAHD9+nE6dOtGhQwdiY2NZvHgxP/74I4MGDQIgIyODnj170qRJE2JjY4mOjiYsLIxSpUrl6qdixYq0b9+er7/+2mT/V199xZNPPomjoyOpqakEBwdjZ2fHunXr2LJlC87OzoSEhJCammrhDIqIiIiISFFhlZycnF3QnaakpFC1alXWrVtHXFwcY8eO5cSJE5QvXx6A5cuX069fv1wLS6xcuZLWrVsDsGfPHtq3b8/x48dxd3enX79+lC5dmlmzZhn7OXr0KC1btiQ+Ph4bGxuqV6/O2rVr8ff3zxXT/y4ssX79el555RVOnjxJhQoVuHHjBr6+vkydOpWuXbuyePFipk2bxoEDB7CysgIgMzOTmjVrMnXqVJ577rk8792chSX2+asYExEREREpaD4+Pnc8XiDPRJ09e5bJkyezf/9+kpKSyMrKIisri19++YW4uDhq165tLKAAGjVqlOd1ateubfzZxcUFgCtXruDu7s6RI0c4c+YMq1atMrbJGaU6e/YsjRo1omfPnnTu3JmAgABatmxJSEgIVatWzbOvtm3bUrZsWdauXUuPHj3YsGED2dnZBAUFAXDkyBESExPx8PAwOS81NZWzZ8/eR5Zyu9uH928WHx+v/FiQ8mlZyqdlKZ+WpXxalvJpWcqnZSmf+adAiqhu3brh5ubG9OnTcXV1xcbGhsaNG5Oenm7WdUqXLm38OWf0J6dQysrK4qWXXmLAgAG5znN1dQVgzpw5hIWFERMTw4YNG4iMjGTp0qXG0a3/7eu5557j66+/pkePHnz11VcEBQVRrlw5Y39+fn58/vnnuc6tVKmSWfclIiIiIiLFR74XUX/88QcnT57k/fffp2XLlgAcPnyYjIwMAGrVqsWyZctISUnB3t4egH379pndT926dfnpp5+oUaPGHdv5+fnh5+fHkCFD6NKlC1988UWeRRTA888/T8eOHfn555+JiYlh+fLlJv2tWLECBwcHDAaD2fGKiIiIiEjxlO9FlMFgoHLlyixatAgPDw8uXrzI2LFjsbH5u+suXbowadIkBg0axPDhw7l8+TIffPCB2f0MHjyYtm3bMnToUEJDQ6lQoQInT55k48aNTJ8+nYSEBBYsWECHDh1wdXUlISGB48eP06dPn9tes3HjxlStWpVXX32VypUrExAQYDzWtWtXZs6cSc+ePXnrrbfw8PDgwoULrF+/nj59+uDt7Z3nNfUCXRERERGR4i3fV+eztrbm888/5/jx4zRt2pRhw4YxatQo7OzsAChfvjzLly/n9OnTBAQEMHr0aMaPH292P3Xq1GH9+vWcO3eOp59+Gn9/fyZOnIijoyMA5cqV49SpU4SGhvLEE08wYMAAunbtypAhQ+543a5du3Ls2DE6depkspJfuXLlWL9+PV5eXoSGhtKoUSPCwsJITk7WyJSIiIiISAlWKKvziTwoPShpWcqnZSmflqV8WpbyaVnKp2Upn5alfOafAnlPlIiIiIiISEmhIkpERERERMQMKqJERERERETMoCJKRERERETEDCqiREREREREzKAiSkRERERExAwloogKCwujW7duhX4N+PvlwmvWrHng64iIiIiISNFkU9gBFLTExETq1q3Ltm3bqF+/foH3b5h/4a5tkl92L4BIRERERETkfpSIkSgREREREZGCUuKKqOzsbGbMmEG9evVwcXGhWbNmLF++3Hi8bt26ADz55JMYDAaCgoJMzp87dy6PPPII1apVY8CAAaSmphqPRUdH06FDB6pVq4aXlxedOnUiLi6uYG5MRERERESKhBI3nS8yMpI1a9bw/vvvU7NmTfbt28fgwYMxGAy0a9eOrVu3EhgYyMqVK6lTpw62trbGc3fv3o2zszOrV6/mwoULhIaGUrNmTSIiIgBISUmhf//+1KlThxs3bvD+++/TvXt39u7da3IdEREREREpuUpUEZWSksLs2bP573//S7NmzQDw8vLiwIEDfPrpp7Rr147KlSsD4ODggLOzs8n5FSpUYNq0aZQqVYpatWrx7LPPsn37dmMRFRISYtJ+9uzZVK1alQMHDtC0aVOL3Ud8fLzFrlWSKU+WpXxalvJpWcqnZSmflqV8WpbyaVnK5/3x8fG54/ESVUTFxcVx8+ZNunTpgpWVlXH/rVu38PT0vOv5tWrVolSpUsZtFxcX9u/fb9w+e/YskydPZv/+/SQlJZGVlUVWVha//PKLRe/jbh+a/P0/BOXJcpRPy1I+LUv5tCzl07KUT8tSPi1L+cw/JaqIysrKAuCLL76gatWqJsdsbO5+q6VLlzbZtrKyIjs727jdrVs33NzcmD59Oq6urtjY2NC4cWPS09MtEL2IiIiIiBQHJaqIqlWrFnZ2dpw/f56AgIA82+Q8u5SZmWnWtf/44w9OnjzJ+++/T8uWLQE4fPgwGRkZDxa0iIiIiIgUKyWqiKpQoQLh4eGMGTOG7OxsmjdvzvXr19m/fz/W1taEhobi6OhI2bJliYmJwdPTEzs7Ox566KG7XttgMFC5cmUWLVqEh4cHFy9eZOzYsfc0wiUiIiIiIiVHiasARo0ahaOjI7NmzeKNN96gQoUK+Pn5MXjwYODvaX1Tpkzh3XffZcqUKTRt2pR169bd9brW1tZ8/vnn/Oc//6Fp06bUqFGDyMhIXnrpJbPi04t0RURERESKN6vk5OTsuzcTKVr0oKRlKZ+WpXxalvJpWcqnZSmflqV8WpbymX9K3Mt2RURERERE8pOKKBERERERETOoiBIRERERETGDiigREREREREzqIgSERERERExg4ooERERERERM6iIEhERERERMUOxfNluVlYWERERrFmzhj///JNvv/2WFi1aFHZY98Qw/8Idj+tlvCIiIiIiRVuxLKI2b97M0qVLWbt2LV5eXlSqVOmu5wQFBfHoo4/y3nvvFUCEIiIiIiJSUhXLIurMmTM4OzvTuHHjQun/1q1blC5dulD6FhERERGRwlXsnokKCwvjrbfe4pdffsFgMODn50dQUBDDhg3L1a5bt27Gn3fu3Mm8efMwGAwYDAYSExPZsWMHBoOBpKQk43mJiYkYDAYOHToEYGyzefNmAgMDcXR0JCYmBoANGzYQEBCAs7Mzjz32GJMmTSI9Pb2AMiEiIiIiIoWh2I1EvfPOO1StWpWlS5eydetWSpUqRe/eve96zunTp/Hx8WHs2LEAVKlShXPnzt1zv+PHjycyMpIaNWpQvnx5YmJi6Nu3L1FRUTRvw25q6gAAIABJREFU3pzz588TERHx/9i7z/Co6rz/458JKdJkuMUUQmgpLIHQCR2k3CKEFVbASCi7gAKBIO0PSidACBhQMSHoooKarFJEY0Op0pFeBAwTaVLFsAFpCWTyf+DN7I4BkoETUni/risXc86vnN/5zBO+1ymj9PR0TZ8+/YHOEQAAAEDBVeiKqDJlyqh06dJycnKSh4dHrse4uLioRIkSuR7zZ6+88oratGlj2549e7aGDh2qXr16SZKqVKmiKVOmaODAgZo2bZpMJtN9HcdisdzXuEcRWRmLPI1FnsYiT2ORp7HI01jkaSzyvD/+/v73bC90RVR+qVu3rt32vn37tHv3bs2dO9e2z2q16vr16zp//rw8PT3v6zg5fWH4g8ViISsDkaexyNNY5Gks8jQWeRqLPI1FnnmnSBRRTk5OysrKstt369atXI2TZDf2buNKlixpt221WvXKK6+oS5cu2fqWK1cux2MDAAAAKJyKRBFVrlw5nTt3zm7fjz/+qIoVK9q2XV1dlZmZmW2cJJ07d872+cCBA7k6Zu3atXXkyBFVrVr1QZYOAAAAoJApdG/nu5OWLVtq9erV+uabb2SxWDRu3DidPm3/o7YVK1bUrl27dOLECaWmpspqtapq1aqqUKGCZs6cqZSUFK1duzbXvyM1ZswYLVu2TFFRUTp06JCOHDmipKQk24srAAAAABRNReJKVK9evXTw4EFFRERIkl588UWFhITo4sWLtj5Dhw5VeHi4GjdurOvXr2vfvn2qVKmS3nvvPY0aNUrNmzdXUFCQJk2aZHs1+r20bdtWS5YsUUxMjOLi4uTs7CxfX1+FhYXdc1xaX+8HO1kAAAAA+cqUlpaWlXM3oGDhQUljkaexyNNY5Gks8jQWeRqLPI1FnnmnSNzOBwAAAAAPC0UUAAAAADiAIgoAAAAAHEARBQAAAAAOoIgCAAAAAAdQRAEAAACAAyiiAAAAAMABBebHdq1Wq0aOHKmkpCT9+9//lo+PjwIDA7V48eL8XpqhzAtP37WNH+IFAAAACr4CU0StXLlSiYmJ+uqrr1S5cmU99thjysrid4ABAAAAFCwFpog6evSoPDw81KhRo1z1z8jIkKurax6vCgAAAADsFYhnosLDwzVu3DidOnVKZrNZQUFBCg8PV2hoqK1PSEiIRo4cqQkTJsjX11ft27eXJF26dEnDhg2Tn5+fKlSooI4dO2rPnj22cYmJifL29taqVavUsGFDeXl56YUXXtClS5eUlJSkevXqqWLFihowYICuX79uG7d69Wp16NBBlSpVUuXKlfXcc88pOTnZ1n7ixAmZzWYlJSWpS5cu8vLyUqNGjbRu3bqHkBgAAACA/FIgiqiZM2dqzJgx8vb2VnJy8l0LkSVLligrK0srVqzQ22+/raysLIWGhurs2bNavHixNmzYoKZNm+rZZ5/VuXPnbOPS09MVFxenBQsWKCkpSXv37lWfPn30r3/9Sx9++KESEhL03Xff6d1337WNuXr1qgYNGqS1a9fqq6++0uOPP64XXnhBGRkZdmuaPn26Bg4cqE2bNqlu3brq16+frly5kjdBAQAAAMh3BeJ2vjJlyqh06dJycnKSh4fHXftVrFhRUVFRtu3169frwIEDSklJUfHixSVJEyZM0LfffqvFixdr2LBhkqRbt25p9uzZ8vf3lyR169ZN8fHxslgseuKJJyRJHTt21KZNmzR06FBJUufOne2OPW/ePPn4+GjXrl1q0qSJbf/gwYPVoUMHSdKkSZP0ySef6MCBA3Z9cstisTg85lFGXsYiT2ORp7HI01jkaSzyNBZ5Gos878/tuuFuCkQRlVt16tSx2963b5+uXbsmPz8/u/03btzQsWPHbNtubm52Qbi7u8vDw8NWQN3e99+36x07dkxRUVHauXOnUlNTZbVaZbVaderUKbtj1ahRw/bZy8tLknThwoX7Or+cviz8h8ViIS8DkaexyNNY5Gks8jQWeRqLPI1FnnmnUBVRJUuWtNu2Wq1yd3fXihUrsvUtXbq07bOzs/1pmkymO+6zWq227dDQUJUvX15vvvmmvLy85OzsrEaNGmW7nc/FxcVuDkm8VRAAAAAowgpVEfVntWvX1q+//ionJydVrlzZsHkvXryoI0eOaPbs2WrZsqUkae/evbp165ZhxwAAAABQOBXqIuqpp55S48aNFRYWpsjISPn7++vXX3/V6tWr9dRTT6lp06b3Na/ZbNYTTzyhDz/8UBUqVNCZM2c0adKkbFev7gc/qAsAAAAUbgXi7Xz3y2QyacmSJWrRooWGDRumhg0bqm/fvkpJSbE9n3Q/nJyc9P777+vgwYNq0qSJRo8erfHjx8vNzc3A1QMAAAAojExpaWk8wINChwcljUWexiJPY5GnscjTWORpLPI0FnnmnUJ9JQoAAAAAHjaKKAAAAABwAEUUAAAAADiAIgoAAAAAHEARBQAAAAAOoIgCAAAAAAcUqiIqKChIsbGxDzTHxo0bZTablZqaatCqAAAAADxKnPN7AUVFUFCQBgwYoKFDh96zn3nh6bu2pfX1NnpZAAAAAAxWqK5EAQAAAEB+y3URFRISolGjRmnq1KmqWrWq/Pz8NGHCBFmtVklSWlqaBg0apEqVKsnT01OdO3fW4cOHbeMTExPl7e2t9evXq0mTJipfvrw6deqk48eP2x1n5cqVatu2rTw9PVWlShWFhobqxo0btvYbN25o+PDh8vHxUWBgoN566y278XFxcWratKnKly+v6tWra+jQoUpLS7vreV28eFH9+/dXYGCgPD091bhxYyUkJDh07iEhIfrll180ceJEmc1mmc3m3MYKAAAAoJBx6ErU0qVLVaxYMa1cuVIxMTGaP3++li9fLkkKDw/Xrl279K9//Utr1qxR8eLF1a1bN12/ft02Pj09Xa+//rri4uK0cuVKXbp0SSNHjrS1r169Wj169FDr1q31/fff68svv1Tz5s1txYokxcfHKzAwUOvXr9ewYcM0adIkbd++/T8n5OSk6Ohobd26VQsWLNCuXbs0ZsyYu57TjRs3VLt2bX3yySfatm2bBg0apBEjRmj9+vW5PveEhAR5e3trzJgxSk5OVnJysiOxAgAAAChETGlpaVm56RgSEqKMjAytWrXKtq9Lly7y8fHR8OHDVb9+fX399ddq1qyZJOnSpUsKCgrS9OnT1adPHyUmJmrIkCHasWOH/P39JUlLlixRRESEzp8/L5PJpPbt28vb21vvv//+HdcQFBSk4OBgvffee7Z99erVU48ePTR69Og7jlm9erXCwsJ07tw5OTk5aePGjfrrX/+qn3/+WU888cQdx/Tr108lS5a0vcTiXud+u48Rz0TtaH7tnmMBAAAA5L3b9crdOPRiiRo1athte3p66sKFC0pOTpaTk5OCg4NtbWXKlFFgYKB++ukn2z43Nze7BXl6eiojI0NpaWkqW7as9u/fr7CwsPtaw23r16/XG2+8oSNHjujy5cvKzMxURkaGzp8/Ly8vr2zzZWZm6o033tDy5ct19uxZZWRkKCMjQ82bN3fouEbI6cvCf1gsFvIyEHkaizyNRZ7GIk9jkaexyNNY5Jl3HLqdz8XFxW7bZDIpK+veF7JMJpPts7Oz8x3b/vt2vQdZw8mTJxUaGqqAgAAtWrRI33//veLi4iRJGRkZd5wvNjZWcXFxevnll5WUlKSNGzfarjzl9rgAAAAAHh2GvJ2vWrVqslqtds8mXb58WYcOHVK1atVyPU+tWrWyPYvkiD179igjI0PR0dEKDg6Wn5+fzp49e88xW7du1TPPPKMXXnhBtWrVUpUqVZSSkuLwsV1dXZWZmXm/SwcAAABQSBhSRPn6+qpjx44aMWKEtmzZooMHD2rAgAEqXbq0unfvnut5Ro0apc8//1zTp0/XTz/9pMOHD2vevHm6di13zwr5+vrKarUqPj5ex48f17Jly/T222/fc4yfn582bNigrVu36siRIxo9erROnjyZ6zXfVrFiRW3dulVnzpzhh3wBAACAIsyw34mKj4+3veShbdu2un79upYtW6bixYvneo6nn35aCQkJWrVqlVq2bKmQkBBt3LhRTk65W2bNmjU1c+ZMxcfHq3Hjxvrwww81bdq0e44ZPXq06tWrp+7du6tjx44qUaKEQ4XfbePGjdOpU6dUt25d+fr63rVfWl/vu/4BAAAAKPhy/XY+oCDhQUljkaexyNNY5Gks8jQWeRqLPI1FnnnHsCtRAAAAAPAooIgCAAAAAAdQRAEAAACAAyiiAAAAAMABFFEAAAAA4ACKKAAAAABwAEUUAAAAADjgkSyiEhMT5e394D9uGxISotGjR9u2r127pj59+qhixYoym806ceJEtjHmhaft/gAAAAAULs75vYCiJCEhQVu2bNGKFStUrlw5lStXLr+XBAAAAMBgFFEGOnr0qAICAlSjRo38XgoAAACAPFKkb+fbvHmz2rVrJ29vb1WsWFFt2rTRoUOHbO3r169XkyZNVL58eXXq1EnHjx+3G79ixQq1atVKHh4eqlWrlqZNm6aMjIw7HiskJERvv/22tmzZIrPZrJCQkLw8NQAAAAD5pMgWUbdu3VJYWJgaN26sTZs2afXq1QoPD1exYsUkSenp6Xr99dcVFxenlStX6tKlSxo5cqRt/Jo1azRgwAC99NJL2rZtm+Li4pSUlKSpU6fe8XgJCQnq2bOngoODlZycrISEhIdyngAAAAAeriJ7O9/vv/+uS5cu6ZlnnlGVKlUkSQEBAZKknTt36tatW5o9e7b8/f0lSUOHDlVERISysrJkMpk0e/ZsDR06VL169ZIkValSRVOmTNHAgQM1bdo0mUwmu+OVLVtWJUqUkIuLizw8PHK9TovFYsTpPpLIzljkaSzyNBZ5Gos8jUWexiJPY5Hn/bldI9xNkS2iypYtq7CwMHXt2lWtWrVSy5Yt1blzZ/n4+EiS3Nzc7MLx9PRURkaG0tLSVLZsWe3bt0+7d+/W3LlzbX2sVquuX7+u8+fPy9PT05B15vQF4c4sFgvZGYg8jUWexiJPY5GnscjTWORpLPLMO0W2iJKk+Ph4hYeHa82aNVqxYoWmT5+uxMRESZKzs/2p376yZLVabf++8sor6tKlS7Z5eeseAAAA8Ogq0kWUJAUFBSkoKEjDhw9Xt27d9PHHH6t169Y5jqtdu7aOHDmiqlWrPoRVAgAAACgsimwRdfz4cS1atEgdOnSQl5eXjh8/roMHD6pfv365Gj9mzBiFhobKx8dHf/vb3+Ts7KzDhw9r165dd325BAAAAICir8gWUSVKlFBKSor+8Y9/KDU1Ve7u7urevbuGDx+uJUuW5Di+bdu2WrJkiWJiYhQXFydnZ2f5+voqLCzsgdaV1tf7gcYDAAAAyF+mtLS0rPxeBOAoHpQ0FnkaizyNRZ7GIk9jkaexyNNY5Jl3iuzvRAEAAABAXqCIAgAAAAAHUEQBAAAAgAMoogAAAADAARRRAAAAAOAAiigAAAAAcABFFAAAAAA4wJAiKiQkRKNHjzZiKjvR0dFq0qSJ4fPmJ/PC07Y/AAAAAIUPV6IAAAAAwAEFtoi6efNmns2dkZGRZ3MDAAAAKNoMK6Ju3bqlV155RZUqVVKlSpU0ceJEWa1WSdLixYvVunVrVahQQX5+fvr73/+uM2fO2MZu3LhRZrNZK1euVJs2bfTkk09qzZo1tvYPP/xQNWvWlKenp8LCwpSammpr2717t/72t7+patWq8vHx0TPPPKPt27fbrc1sNmvBggXq1auXypcvr6lTp0qSNm/erLZt28rDw0P+/v4aO3asXYF1p9sUw8PDFRoaatvevHmz2rVrJ29vb1WsWFFt2rTRoUOHDEgUAAAAQEFkWBG1dOlSWa1WrVq1Sm+++aY++OADxcfHS/rjys/YsWO1adMmLV68WKmpqerfv3+2OaZMmaIJEyZox44datCggSTp5MmTWrx4sRITE/X555/r6NGjGjJkiG3M77//rtDQUK1YsUJr1qxRUFCQunfvrosXL9rNPWvWLD399NPasmWLXnzxRZ05c0bdu3dXrVq1tGHDBsXGxurTTz9VZGRkrs/51q1bCgsLU+PGjbVp0yatXr1a4eHhKlas2P1ECAAAAKAQcDZqIg8PD7322msymUwKCAhQSkqK4uPjFRERod69e9v6Va5cWa+//rqCg4N1+vRpeXt729peeeUVtWnTxm7e69ev6+2335aPj48k6Y033lCHDh30888/y9fXV61atbLr/9prr+mLL77QqlWr7K4Y/e1vf1OfPn1s29OmTZOnp6fmzJkjJycnVatWTZMnT9aIESM0fvx4lShRIsdz/v3333Xp0iU988wzqlKliiQpICAg15lZLJZc90V25Gcs8jQWeRqLPI1FnsYiT2ORp7HI8/74+/vfs92wIqpBgwYymUy27eDgYEVFReny5cs6evSoZs2apQMHDigtLU1ZWVmSpFOnTtkVUXXr1s02b/ny5W0F1O3jODk5KTk5Wb6+vrpw4YKioqK0ceNGXbhwQZmZmbp+/bpOnTplN8+f505OTrbNdVuTJk2UkZGho0ePqmbNmjmec9myZRUWFqauXbuqVatWatmypTp37my33nvJ6cvB3VksFvIzEHkaizyNRZ7GIk9jkaexyNNY5Jl38vzFEllZWeratatKlCihd955R2vXrtWyZcskZX/BQ8mSJR2ePzw8XLt379aMGTP03XffaePGjSpfvvwDzX27GHRycrIVfLfdunXLbjs+Pl6rV69W06ZNtWLFCjVs2NDueS4AAAAARYthRdSuXbvsCo4dO3bIy8tLx44dU2pqqiZOnKhmzZopICBAFy5cyPW8Z86csbuqtGvXLlmtVlWrVk2StG3bNg0YMEDt27dX9erVVapUKZ0/fz7HeatVq6adO3faXn4hSVu3bpWrq6vt1rxy5crp3LlzduN+/PHHbHMFBQVp+PDh+vrrr9W8eXN9/PHHuT4/AAAAAIWLYUXUuXPn9Oqrr8pisSgpKUlvvfWWBg8erAoVKsjNzU0LFizQ8ePH9d1332nGjBm5nrd48eIKDw/X/v37tX37do0cOVLt27eXr6+vJMnX11dLlizRTz/9pN27d6tfv35ydXXNcd7+/fvr3LlzGjVqlJKTk/Xdd98pMjJSL730ku15qJYtW2r16tX65ptvZLFYNG7cOJ0+/Z8fyT1+/LimTJmiH374QSdPntSGDRt08OBBW4F3J2l9vW1/AAAAAAofw56J6t69u6xWq9q2bSuTyaTevXtr8ODBKlasmObPn6+pU6fq3XffVY0aNRQVFaWuXbvmat6KFSuqa9eu6tGjh1JTU9W6dWvFxsba2uPi4jR8+HA99dRT8vT01Kuvvmr3CvS7KV++vJYuXapJkyapRYsWKlOmjLp166ZJkybZ+vTq1UsHDx5URESEJOnFF19USEiI7c1/JUqUUEpKiv7xj38oNTVV7u7u6t69u4YPH+5IdAAAAAAKEVNaWlpWzt2AgoUHJY1FnsYiT2ORp7HI01jkaSzyNBZ55p08f7EEAAAAABQlFFEAAAAA4ACKKAAAAABwAEUUAAAAADiAIgoAAAAAHEARBQAAAAAOoIi6h/DwcIWGhmb7DAAAAODRZdiP7RZ1M2fOVFbWg/+klnnhadvntL7eDzwfAAAAgIeLIiqXypQpk99LAAAAAFAAUETlUnh4uC5evKjFixdLkkJCQhQQECBXV1d98sknkqQ+ffooMjJSTk7cJQkAAAAUVfxv/wEsXbpUVqtVq1at0ptvvqkPPvhA8fHx+b0sAAAAAHmIK1EPwMPDQ6+99ppMJpMCAgKUkpKi+Ph4RURE5Gq8xWLJ4xUWbeRnLPI0FnkaizyNRZ7GIk9jkaexyPP++Pv737OdIuoBNGjQQCaTybYdHBysqKgoXb58WY8//niO43P6cnB3FouF/AxEnsYiT2ORp7HI01jkaSzyNBZ55h1u5wMAAAAAB1BEPYBdu3bZvfZ8x44d8vLyytVVKAAAAACFE0XUAzh37pxeffVVWSwWJSUl6a233tLgwYPze1kAAAAA8hDPRD2A7t27y2q1qm3btjKZTOrdu3eORRQ/sAsAAAAUbhRR9zB//vw7fr7N2dlZMTExiomJeZjLAgAAAJCPuJ0PAAAAABxAEQUAAAAADuB2vvv09ddf5/cSAAAAAOQDrkQBAAAAgAMoogAAAADAARRRAAAAAOAAiigAAAAAcMADF1EhISEaPXq0EWsp9Ly9vZWYmHjPPuaFp21/AAAAAAofrkQBAAAAgAOKTBF18+bN/F4CAAAAgEdAjkVUSEiIRowYoVdeeUWVKlVSpUqVNHHiRFmt1jv2X7x4sVq3bq0KFSrIz89Pf//733XmzBlJUlZWlurWravY2Fi7MT///LPMZrP27t0rSUpJSVHHjh3l4eGhBg0aaOXKlXa3yp04cUJms1nLli3TX//6V3l6emrhwoWSpC+++EJNmzaVu7u7atSoodmzZysrK8t2rKCgoGzH//MtiUFBQYqJidHw4cPl4+OjwMBAvfXWW3Zjjh49qpCQENsav/3225yiBAAAAFAE5OpK1NKlS2W1WrVq1Sq9+eab+uCDDxQfH3/HvhkZGRo7dqw2bdqkxYsXKzU1Vf3795ckmUwm9e7dO9tzQwkJCQoKClKdOnVktVrVq1cvOTs7a9WqVYqPj9esWbOUnp6e7ViRkZF68cUXtW3bNoWEhGjv3r36xz/+oU6dOmnLli2aPHmy3njjDf3zn/90NBfFx8crMDBQ69ev17BhwzRp0iRt375dkmxrtFqtWrlypeLi4jRz5sw7rhEAAABA0eKcm04eHh567bXXZDKZFBAQoJSUFMXHxysiIiJb3969e9s+V65cWa+//rqCg4N1+vRpeXt7q2fPnpoxY4Z27Nihhg0bKjMzU5988olGjBghSVq3bp0sFouWL1+u8uXLS5JmzJih9u3bZzvWgAED1LlzZ9v2lClT1KxZM40bN06S5Ofnp59//llz587VwIEDHYhFatOmjQYMGCBJGjhwoN555x2tX79ewcHB+v777/XTTz9p37598vHxkSRFR0erQ4cODh3DYrE41B/2yM9Y5Gks8jQWeRqLPI1FnsYiT2OR5/3x9/e/Z3uuiqgGDRrIZDLZtoODgxUVFaXLly9n67t3717NmjVLBw4cUFpamu1WulOnTsnb21seHh5q3769EhIS1LBhQ61evVr//ve/9fzzz0uSjhw5Ii8vL1sBJUn16tWTk1P2i2Z169a1205OTtbTTz9tt69JkyaaNWuWLl++rMcffzw3pytJqlGjht22p6enLly4YDtO+fLlbQWU9EdGd1rjveT05eDuLBYL+RmIPI1FnsYiT2ORp7HI01jkaSzyzDuGvlji6tWr6tq1q0qUKKF33nlHa9eu1bJlyyT9cZvfbX369NFnn32ma9euKSEhQZ06dZLZbHb4eCVLlsx139tFoJOTk90zUpJ069atbP1dXFyyjf/zOAAAAACPnlwVUbt27bIrIHbs2CEvL69sV3YsFotSU1M1ceJENWvWTAEBAbarN/+tXbt2Kl26tN5//319++236tWrl60tICBAZ8+e1dmzZ2379uzZc9cXWfy3atWq6YcffrDbt3XrVnl7e6t06dKSpHLlyuncuXO29hs3bujIkSM5zv3n45w5c0anTp2y7du1a1eu1ggAAACgcMtVEXXu3Dm9+uqrslgsSkpK0ltvvaXBgwdn61ehQgW5ublpwYIFOn78uL777jvNmDEjW79ixYqpZ8+emjp1qry8vNSqVStbW+vWreXv76/w8HAdOHBAO3bs0Pjx4+Xs7Gx3S+GdDBkyRJs3b1Z0dLRSUlK0ZMkSzZs3Ty+//LKtT8uWLbV06VJt3LhRhw8fVkREhDIzM3MTg81TTz2lgIAADRo0SPv379f27ds1btw4OTvn6u5IAAAAAIVYroqo7t27y2q1qm3btnr55ZfVu3fvOxZR5cqV0/z58/X111+rUaNGmjVrlqKiou44Z69evZSRkaGePXvaFUdOTk5KSEhQenq62rZtq/DwcI0aNUomk0mPPfbYPddZp04dLVq0SF9++aWaNGmiyMhIDR8+3PaCCEkaMWKEWrZsqZ49e+q5555T48aNFRQUlJsYsq3RarWqXbt2GjRokP7f//t/cnNzy3FsWl9v2x8AAACAwseUlpZ2zwd9QkJCFBgYqJiYGEMPvHPnTrVv31579+61e0HDnRw4cEAtWrTQ999/rzp16hi6DhROPChpLPI0FnkaizyNRZ7GIk9jkaexyDPvPPT7z9LT0/Xbb78pKipKnTp1umMB9eWXX6pkyZKqWrWqTp48qfHjx6tmzZqqXbv2w14uAAAAANgx9O18ubFs2TIFBQUpNTX1rrf6XblyRaNHj1bjxo01YMAAVatWTcuXL8/xmSgAAAAAyGs5Xon6+uuvDT1gz5491bNnz3v26dGjh3r06GHocQEAAADACA/9ShQAAAAAFGYUUQAAAADgAIooAAAAAHAARRQAAAAAOOChv+L8UWdeeNr2mR/cBQAAAAofrkTlwokTJ2Q2m7Vnz578XgoAAACAfEYRBQAAAAAOeGSKqKysLMXGxqpevXpyd3dXYGCgIiMj73qVyWw2KykpSZJUu3ZtSVLr1q1lNpsVEhJi65eQkKBGjRrJw8ND9evX17x582S1Wh/eiQEAAAB4qB6ZZ6KmTp2q9957T1FRUWrWrJl+++037d+/P1dj165dqzZt2ujTTz9VzZo15erqKkn64IMPNGPGDL322muqXbu2Dh8+rGHDhsnFxUUDBgzIy9MBAAAAkE8eiSLqypUrio+PV3R0tHr37i1Jqlq1qoKDg3XixIkcxz/xxBOSpP/5n/+Rh4eHbX9MTIwiIyPVuXNnSVLlypV17Ngxvffee7kqoiyseLYWAAAgAElEQVQWy/2cDv4P+RmLPI1FnsYiT2ORp7HI01jkaSzyvD/+/v73bH8kiqjk5GSlp6erVatWhs3522+/6dSpUxoxYoRGjRpl23/r1i1lZWXlao6cvhzcncViIT8DkaexyNNY5Gks8jQWeRqLPI1FnnnnkSii7sXJ6Y/Hwv678Ll582aO424/9/T666+rUaNGebM4AAAAAAXOI1FEBQQEyM3NTevXr5evr69dW7ly5SRJ586ds+07cOCAXZ/bz0BlZmba9rm7u8vLy0vHjh1Tjx498mrpAAAAAAqYR6KIKl26tAYNGqTIyEi5urqqWbNmunjxovbu3av+/furYcOGmjt3rqpUqaLLly8rMjLSbvyTTz6p4sWLa82aNapYsaLc3NxUpkwZjR07VmPGjFGZMmX09NNP6+bNm9q3b5/Onj2rkSNH3nEt/MAuAAAAULg9Mq84nzx5soYPH66YmBgFBwerT58+OnPmjCQpLi5OktSmTRuNGDFCEyZMsBvr7OysWbNm6aOPPtJf/vIXhYWFSZL69OmjuLg4LV68WM2bN1eHDh30wQcfqFKlSg/35AAAAAA8NKa0tLTcvQUBKEB4UNJY5Gks8jQWeRqLPI1FnsYiT2ORZ955ZK5EAQAAAIARKKIAAAAAwAEUUQAAAADgAIooAAAAAHAARRQAAAAAOIAiCgAAAAAcUKiKqBMnTshsNmvPnj35vRQAAAAAj6hCVUQVBeaFp2VeeDq/lwEAAADgPlFEAQAAAIADCmQRlZWVpdjYWNWrV0/u7u4KDAxUZGSkrf3kyZPq0qWLvLy81KhRI61bt87WlpmZqYiICNWqVUuenp6qV6+e5s6dK6vVausTHh6u0NBQzZ8/X9WrV1elSpU0ePBgXbt2zdbn6tWrGjhwoLy9veXv76/XX39doaGhCg8Pt/XJyMjQ5MmTFRgYKC8vL7Vu3Vpr1qzJ43QAAAAA5KcCWURNnTpVMTExGjFihLZt26ZFixbJ29vb1j59+nQNHDhQmzZtUt26ddWvXz9duXJFkmS1WuXl5aVFixbphx9+0MSJEzVnzhwlJCTYHWPr1q06fPiwPv/8cy1cuFBfffWV3n77bVv7hAkTtHnzZiUkJOiLL77Qjz/+qK1bt9rNMWTIEG3evFkLFizQ1q1b1aNHD73wwgs6cOBAHqYDAAAAID+Z0tLSsvJ7Ef/typUr8vX1VXR0tPr162fXduLECdWuXVtvvPGG+vbtK0k6c+aMAgMDtWLFCjVp0uSOc06ZMkV79uxRUlKSpD+uRG3YsEH79+9XsWLFJEkvv/yyTpw4oaSkJF25ckVVqlTR22+/ra5du0r648pUYGCgOnbsqPnz5+vYsWOqV6+e9u/fLx8fH9uxwsLC5OXlpTlz5txxLbefh9rR/Nod2wEAAADkL39//3u2Oz+kdeRacnKy0tPT1apVq7v2qVGjhu2zl5eXJOnChQu2fe+//74+/PBD/fLLL7px44Zu3rxpV+hIUrVq1WwFlCR5enpq586dkqRjx47p5s2bql+/vq29ZMmSCgwMtG3v27dPWVlZaty4sd286enpatmyZY7nmdMXg3uzWCxkaCDyNBZ5Gos8jUWexiJPY5Gnscgz7xS4Iio3XFxcbJ9NJpOkP56jkqTly5dr7NixmjZtmoKDg/X4449rwYIF+uqrr+46x+15bs+RG1arVSaTSWvXrs0212OPPebQ+QAAAAAoPApcERUQECA3NzetX79evr6+Do/funWr6tevrwEDBtj2HTt2zKE5qlSpIhcXF+3evVuVK1eWJF27dk2HDh2ybdeqVUtZWVk6f/58rq48AQAAACgaClwRVbp0aQ0aNEiRkZFydXVVs2bNdPHiRe3du1ft2rXLcbyfn58+/vhjrVq1SlWrVtWnn36qLVu2qEyZMrleQ6lSpdSrVy9NnjxZTzzxhDw8PDR79mxlZWXZrnz5+fnp+eef1+DBgxUVFaXatWvr3//+tzZt2qRKlSrp2Wefve8MAAAAABRcBa6IkqTJkyfLbDbb3tDn7u6uF154IVdj+/btqwMHDujFF19UVlaWnn32WQ0ZMiTb2/lyMm3aNF29elU9evRQyZIlNXjwYP366692t+rNmzdPs2fP1qRJk3TmzBmVLVtW9erVU4sWLe46b1pf77u2AQAAACj4Ctzb+Qqq9PR0BQUFaejQoRo6dGh+L+eRx4OSxiJPY5GnscjTWORpLPI0FnkaizzzToG8ElUQ7Nu3T0eOHFH9+vX1+++/a+7cubpy5Yqee+65/F4aAAAAgHxEEXUP8+bNU0pKiooVK6agoCB98803dj/6CwAAAODRQxF1F7Vr19b333+f38sAAAAAUMA45fcCAAAAAKAwoYgCAAAAAAdQRAEAAACAAyiiAAAAAMABj2wRFRQUpNjYWIfGmM1mJSUl3bU9NTVVZrNZGzduvPscC0/LvPC0Q8cFAAAAUHA8sm/nW7dunUqUKOHQmOTkZJnN5jxaEQAAAIDC4JEsojIyMlSuXDmHx3l4eOTBagAAAAAUJo/E7XwhISEaOXKkJkyYIF9fX7Vv3z7b7XwpKSnq2LGjPDw81KBBA61cuVLe3t5KTEy09fnz7Xy7d+9Wq1at5OHhoRYtWmjnzp0P9bwAAAAAPHyPzJWoJUuW6O9//7tWrFihrKwsdevWzdZmtVrVq1cvubu7a9WqVbpx44bGjh2r9PT0u8535coVPf/882rWrJnmz5+vs2fPauzYsQ/jVAAAAADko0emiKpYsaKioqLu2LZu3TpZLBYtX75c5cuXlyTNmDFD7du3v+t8y5YtU0ZGhubNm6dSpUopMDBQo0aN0sCBA3O1HovF4vhJwA4ZGos8jUWexiJPY5GnscjTWORpLPK8P/7+/vdsf2SKqDp16ty17ciRI/Ly8rIVUJJUr149OTnd/W7H5ORk1ahRQ6VKlbLtCw4OzvV6cvpicG8Wi4UMDUSexiJPY5GnscjTWORpLPI0FnnmnUfimShJKlmyZH4vAQAAAEAR8MgUUfcSEBCgs2fP6uzZs7Z9e/bskdVqveuYatWq6dChQ7p69apt344dO/J0nQAAAADyH0WUpNatW8vf31/h4eE6cOCAduzYofHjx8vZ2Vkmk+mOY7p16yZnZ2dFRETo8OHDWrdunebMmfOQVw4AAADgYaOIkuTk5KSEhASlp6erbdu2Cg8P16hRo2QymfTYY4/dcUypUqW0ePFi/fzzz2rVqpUmTJigKVOm5HistL7eSuvrbfAZAAAAAHhYHokXS3z99dfZ9h04cMBu28/PTytWrLBrv3nzpqpWrWrbl5aWZjemQYMG2rBhg92+P/cBAAAAULQ8EkVUbnz55ZcqWbKkqlatqpMnT2r8+PGqWbOmateund9LAwAAAFCAUET9nytXrmjKlCk6ffq0zGazmjdvrhkzZtz1mSgAAAAAjyaKqP/To0cP9ejRI7+XAQAAAKCA48USAAAAAOAAiigAAAAAcABFFAAAAAA4gCIKAAAAABzwyBdR27ZtU9OmTfXkk08qJCTkrvuMYl542tD5AAAAADxcj/zb+V599VXVrFlTS5YsUcmSJe+6DwAAAAAkrkTp6NGjatmypSpUqKCyZcvedZ+jMjIyjFwmAAAAgAKiyBdR6enpevXVV+Xv7y8PDw+1a9dOW7du1YkTJ2Q2m3X58mVFRETIbDYrMTHxjvsk6aefftLzzz+vChUqyM/PT/3799f58+dtxwkPD1doaKjefPNNBQYGKjAwML9OGQAAAEAeKvJF1KRJk/TZZ58pLi5OGzZsUGBgoLp16yYXFxclJyerRIkSio6OVnJysrp06ZJt33PPPadz586pY8eOql69utasWaPPP/9cV65cUVhYmKxWq+1Ymzdv1sGDB7Vs2TIlJSXl41kDAAAAyCumtLS0rPxeRF65evWqKleurLfeeks9evSQJGVmZqp+/frq1q2bJkyYIG9vb7322mvq2bOnbdyf90VFRemHH37QF198YeuTlpamypUra82aNapfv77Cw8O1cuVKHTp0SG5ubnddk3nhae1ofi2PzhgAAADAg/L3979ne5F+scSxY8d08+ZNNW7c2LavWLFiCg4O1k8//ZTrefbt26ctW7bI29v7jseoX7++JKl69er3LKBuy+lLQc4sFgs5Gog8jUWexiJPY5GnscjTWORpLPLMO0W6iLoXk8mU675Wq1VPP/20pk+fnq3tySeftH3mTX4AAABA0Veki6gqVarI1dVV27ZtU5UqVST9cTvf9u3b1a1bt1zPU7t2bX322Wfy8fGRi4tLXi0XAAAAQCFQpF8sUbJkSfXr109TpkzRypUrlZycrJEjR+rChQt68cUXcz3Piy++qMuXL6tv377auXOnjh8/ru+//17Dhg3T77//7tCa0vpmvyUQAAAAQOFRpK9ESVJkZKQkaciQIbp06ZJq1aqlZcuWydPTM9dzeHl56bvvvlNkZKS6du2q9PR0VahQQa1bt87VM1AAAAAAio4iX0S5ublp5syZmjlz5h3bT58+nat9vr6++vDDD+96nPnz59//IgEAAAAUGkX6dj4AAAAAMBpFFAAAAAA4gCIKAAAAABxAEQUAAAAADqCIAgAAAAAHUEQBAAAAgAMMK6JCQ0MVHh5u1HR5qkmTJoqOjs7vZQAAAAAohLgSZZDo6Gg1adIkx37mhdl/gwoAAABA4UERBQAAAAAOuK8i6tq1awoPD5e3t7f8/f01Z84cu/aMjAxNnjxZgYGB8vLyUuvWrbVmzRpb+8aNG2U2m/Xtt9+qefPm8vDwUKtWrbR37167eX744Qd17NhRXl5eql69ukaOHKnLly/b2kNCQjRq1ChNnTpVVatWlZ+fnyZMmCCr1Wrrc+HCBfXo0UOenp6qWbOmPvroo2znc+nSJQ0bNkx+fn6qUKGCOnbsqD179tjaExMT5e3trfXr16tJkyYqX768OnXqpOPHj9vaZ82apcOHD8tsNstsNisxMfF+ogUAAABQwN1XETVx4kR9//33+vDDD5WUlKT9+/dry5YttvYhQ4Zo8+bNWrBggbZu3aoePXrohRde0IEDB7LNExkZqXXr1qly5coKDQ3VtWvXJEkHDx7Uc889pw4dOmjTpk366KOPdODAAUVERNjNsXTpUhUrVkwrV65UTEyM5s+fr+XLl9vaBw8erGPHjunzzz9XYmKiPvnkE508edLWnpWVpdDQUJ09e1aLFy/Whg0b1LRpUz377LM6d+6crV96erpef/11xcXFaeXKlbp06ZJGjhwpSXruuecUEREhf39/JScnKzk5Wc8999z9RAsAAACggDOlpaVlOTLgypUrqlq1quLi4vT888/b9gUGBiokJERjxoxRvXr1tH//fvn4+NjGhYWFycvLS3PmzNHGjRv117/+Vf/85z+zzTF9+nT16dNHAwcOlIuLi+Li4mxz7N+/Xy1btpTFYtGTTz6pkJAQZWRkaNWqVbY+Xbp0kY+Pj2JjY5WSkqIGDRro22+/VePGjSVJJ0+eVJ06dTR69GiNHTtW69evV1hYmFJSUlS8eHHbPM2bN1f37t01bNgwJSYmasiQIdqxY4f8/f0lSUuWLFFERITOnz8vk8mk6OhoffHFF9q6des98zMvPK0dza85EjkAAACAh+j2//nvxtnRCY8dO6aMjAwFBwfb9pUqVUo1atSQJO3bt09ZWVm2ouW29PR0tWzZ0m7fneb46aefbPMcPXpUn332ma1PVlaWbQ1PPvmkJNmOe5unp6cuXLggSUpOTpaTk5Pq169va69YsaK8vLxs2/v27dO1a9fk5+dnN8+NGzd07Ngx27abm5tdmJ6ensrIyFBaWprKli1757DuIqcvBTmzWCzkaCDyNBZ5Gos8jUWexiJPY5Gnscgz7zhcROXEarXKZDJp7dq1cnFxsWt77LHHHJqnT58+Gjx4cLa2/y6C/nwMk8lkK7b+e9+9juPu7q4VK1ZkaytdurTts7OzfVS35/zv568AAAAAFH0OF1FVqlSRi4uLduzYocqVK0uSrl69qkOHDqly5cqqVauWsrKydP78+WxXnv7sTnO88MILkqTatWvr8OHDqlq1qqNLtAkICJDVatWuXbvUqFEjSdIvv/yis2fP2vrUrl1bv/76q5ycnGxruR+urq7KzMy87/EAAAAACgeHXyxRqlQp9e7dW1OmTNG6det0+PBhRURE2K7I+Pn56fnnn9fgwYOVlJSk48ePa8+ePYqNjdUXX3xhN9fs2bPt5nB1dVW3bt0kScOGDdPu3bs1YsQI26193377rYYPH57rtfr7+6tdu3YaMWKEtm/frv3792vw4MF2zz499dRTaty4scLCwrRq1SodP35c27dv14wZM+xelpGTihUr6pdfftHevXuVmpqq9PT0XI8FAAAAUHjc1+1806ZN09WrV9WrVy8VL15cAwYMsL1VT5LmzZun2bNna9KkSTpz5ozKli2revXqqUWLFnbzTJ48WePHj1dKSor+8pe/aPHixSpZsqQkqWbNmvrmm280ffp0derUSZmZmapcubJCQkIcWmt8fLxefvllPfvss3riiSf0yiuv6LfffrO1m0wmLVmyRNOnT9ewYcN04cIFubu7q1GjRurRo0euj/Pss8/qyy+/VOfOnXXp0iXNmzdPPXv2zNYvra+3Q+sHAAAAULA4/HY+I9x+O9/PP/+sJ5544mEfHkUAD0oaizyNRZ7GIk9jkaexyNNY5Gks8sw79/U7UQAAAADwqKKIAgAAAAAHGP6K89xo0aKF0tLS8uPQAAAAAPBAuBIFAAAAAA6giAIAAAAAB1BEAQAAAIADKKIAAAAAwAEFvogym81KSkrK72UYxrzwdH4vAQAAAMADKPBFFAAAAAAUJBRRAAAAAOCAAlFEZWVlKTY2VvXq1ZO7u7sCAwMVGRl5x75TpkxRgwYN5OnpqaCgIE2aNEk3btywtUdHR6tJkyb617/+paCgIJUvX16DBw9WRkaG3n33XdWoUUNVqlTRuHHjZLVabeOCgoI0a9YshYeHq0KFCqpRo4aWL1+utLQ09evXT97e3qpXr57Wrl1rW3PdunUVGxtrt76ff/5ZZrNZe/fuzYOkAAAAAOS3AlFETZ06VTExMRoxYoS2bdumRYsWydvb+459S5Qoobi4OP3www+aM2eOli9frtmzZ9v1OXnypL755hstXrxYH330kZKSktSjRw/t3r1by5cv11tvvaV//vOf+vLLL+3GzZ8/X/Xr19f69evVpUsXhYeH66WXXtL//u//auPGjWratKkGDBigGzduyGQyqXfv3kpMTLSbIyEhQUFBQapTp46xIQEAAAAoEExpaWlZ+bmAK1euyNfXV9HR0erXr1+2drPZrA8++ECdO3e+4/j3339fsbGx2rNnj6Q/rkTNnTtXycnJKlOmjCSpT58+2rx5sw4fPixXV1dJUkhIiAIDAxUTEyPpjytRwcHBeu+992zrqlChggYMGKDXXntNknTixAnVrl1b69atU926dXX+/HnVqFFDK1asUMOGDZWZmamaNWtqxIgRGjBgwB3Xa154WjuaX3uAxAAAAADkJX9//3u2Oz+kddxVcnKy0tPT1apVq1z1T0pK0vz583X06FFdvXpVmZmZyszMtOtToUIFWwElSe7u7vLz87MVULf3XbhwwW5cjRo1bJ9LlSqlEiVK2O1zd3eXJNs4Dw8PtW/fXgkJCWrYsKFWr16tf//733r++efveQ45fSnImcViIUcDkaexyNNY5Gks8jQWeRqLPI1FnnmnQNzOl1s7duxQv3791KZNG33yySfasGGDxo8fr5s3b9r1c3Fxsds2mUxydnbOtu+/n4nKzTiTySRJduP69Omjzz77TNeuXVNCQoI6deoks9l8/ycJAAAAoEDL9ytRAQEBcnNz0/r16+Xr63vPvtu2bZOXl5fGjBlj2/fLL7/k9RLvqV27dipdurTef/99ffvtt1q6dGm+rgcAAABA3sr3Iqp06dIaNGiQIiMj5erqqmbNmunixYvau3ev+vfvb9fXz89PZ8+e1ZIlSxQcHKw1a9bo008/zaeV/6FYsWLq2bOnpk6dKi8vr1zflggAAACgcCoQt/NNnjxZw4cPV0xMjIKDg9WnTx+dOXMmW78OHTro5Zdf1tixY9WsWTOtW7dO48aNy4cV2+vVq5cyMjLUs2dP2y1/d5PW985vHQQAAABQOOT72/mKgp07d6p9+/bau3evfHx88ns5jwQelDQWeRqLPI1FnsYiT2ORp7HI01jkmXfy/Xa+wiw9PV2//faboqKi1KlTJwooAAAA4BFQIG7nK6yWLVumoKAgpaamKioqKr+XAwAAAOAh4ErUA+jZs6d69uyZ38sAAAAA8BBxJQoAAAAAHEARBQAAAAAOoIgCAAAAAAdQRAEAAACAAyii7tOJEydkNpu1Z88eh8aZF57OoxUBAAAAeBiKRBEVEhKi0aNH5/cyAAAAADwCikQRBQAAAAAPS6EvosLDw7V582YtWLBAZrNZZrNZJ06c0ObNm9W2bVt5eHjI399fY8eOVUZGhm3cna5ehYeHKzQ01LadlZWl2NhY1atXT+7u7goMDFRkZKTdmJMnT6pLly7y8vJSo0aNtG7durw9YQAAAAD5qtAXUTNnzlRwcLB69uyp5ORkJScny8XFRd27d1etWrW0YcMGxcbG6tNPP81WAOVk6tSpiomJ0YgRI7Rt2zYtWrRI3t7edn2mT5+ugQMHatOmTapbt6769eunK1euGHmKAAAAAAoQ5/xewIMqU6aMXFxcVKJECXl4eEiSpk2bJk9PT82ZM0dOTk6qVq2aJk+erBEjRmj8+PEqUaJEjvNeuXJF8fHxio6OVu/evSVJVatWVXBwsF2/wYMHq0OHDpKkSZMm6ZNPPtGBAwfUpEmTu85tsVju93TxX8jRWORpLPI0FnkaizyNRZ7GIk9jkef98ff3v2d7oS+i7iQ5OVkNGjSQk9N/LrQ1adJEGRkZOnr0qGrWrJmrOdLT09WqVat79qtRo4bts5eXlyTpwoUL9xyT05eCnFksFnI0EHkaizyNRZ7GIk9jkaexyNNY5Jl3Cv3tfI4ymUySJCcnJ2VlZdm13bp1y+H5XFxcss3953kBAAAAFB1FoohydXVVZmambbtatWrauXOnrFarbd/WrVvl6uqqKlWqSJLKlSunc+fO2c3z448/2j4HBATIzc1N69evz+PVAwAAAChMikQRVbFiRe3atUsnTpxQamqq+vfvr3PnzmnUqFFKTk7Wd999p8jISL300ku256Fatmyp1atX65tvvpHFYtG4ceN0+vR/fgi3dOnSGjRokCIjI5WQkKBjx45p165deu+99x5orWl9vXPuBAAAAKDAKhJF1NChQ+Xq6qrGjRvL19dXN2/e1NKlS7V//361aNFCERER6tq1qyZNmmQb06tXL/Xq1UsRERFq3769SpUqpZCQELt5J0+erOHDhysmJkbBwcHq06ePzpw587BPDwAAAEABYkpLS+MBHhQ6PChpLPI0FnkaizyNRZ7GIk9jkaexyDPvFIkrUQAAAADwsFBEAQAAAIADKKIAAAAAwAEUUQAAAADgAIooAAAAAHAARRQAAAAAOOCRLKLMZrOSkpJy3X/jxo0ym81KTU3Nw1UBAAAAKAweySIqOTlZzzzzjKFzJiYmytvb29A5AQAAABQ8zvm9gPzg4eGR30sAAAAAUEgVyStRWVlZmjt3rurUqSNPT081bdpUixcvtrX/+Xa+nTt3qmXLlvLw8FCLFi20cuVKmc1mbdy40W7eH3/8UW3btpWXl5eeeuop7d27V9Ift/sNGTJEV69eldlsltlsVnR09MM5WQAAAAAPVZG8EjV9+nQlJSVp9uzZ8vPz044dOzRs2DCZzWa1b9/eru+VK1cUGhqq1q1b65133tG5c+c0duzYO84bGRmpKVOmyNPTU6+++qoGDBigH374QY0aNVJ0dLSmTZumPXv2SJJKliyZ5+cJAAAA4OErckXU1atXNW/ePC1fvlxNmzaVJFWuXFm7du3Su+++m62IWrp0qTIzMxUbG6vixYurevXqGjVqlF566aVsc48fP14tW7aUJI0ZM0bPPPOMzpw5I29vbz3++OMymUw53iposVgMOlOQpbHI01jkaSzyNBZ5Gos8jUWexiLP++Pv73/P9iJXRCUnJ+vGjRvq1q2bTCaTbf/NmzdVsWLFbP2PHDmi6tWrq3jx4rZ9DRo0uOPcNWrUsH329PSUJF24cMGhF0rk9IUgdywWC1kaiDyNRZ7GIk9jkaexyNNY5Gks8sw7Ra6IslqtkqSPP/5YPj4+dm3Ozg92ui4uLrbPtwu0rKysB5oTAAAAQOFS5IqoatWqyc3NTb/88otatWqVY/+AgAB9/PHHun79uu1q1K5duxw+rqurqzIzMx0eBwAAAKBwKXJv5ytdurSGDh2qiRMn6qOPPtLRo0e1f/9+vf/++1q0aFG2/t26dVOxYsU0bNgw/f/27j4m6sKPA/ibKWBGRaKAHvIgQfIwH+NQSVCYpnNIakktyoDiJDRdJQ8tHswZEosNJZFApqxcYJJQUI4SxrNSaYKAOiczZDyEg+IhTx5+f5C3GNiv7/G9477H+7Wxed/7Hve+t1+O+/D9fu8aGxtRUlKCpKQkABh1OOD/Y21tjb/++gvFxcXo7OxEX1+fWA+JiIiIiIh0iN4NUcDIG0BERkYiJSUFK1aswJYtW5Cfnw8bG5sx6z722GP48ssv0dDQAE9PT0RHRyMiIgIAMGPGjP98n+7u7ggKCkJwcDDs7e2RnJws2uMhIiIiIiLdoXeH8wEje5AUCgUUCsW413d1dY267ObmNuozoQoKCmBgYAA7OzsAwOrVq8fcxsbGZsyypKQk1V4sIiIiIiLST3o5RAl16tQp2NraQiaToaGhAYm5i5cAAA0sSURBVFFRUdiwYQPMzMwmOxoREREREekYDlEYeZvy+Ph4tLW1wdzcHM899xzi4uImOxYREREREekgDlEA9uzZgz179kx2DCIiIiIikgC9fGMJIiIiIiIiTeEQRUREREREJACHKCIiIiIiIgE4RBEREREREQmgt0OUv78/QkNDJzsGERERERHpGb0dooiIiIiIiDSBQxQREREREZEAejFE9fX1ITQ0FDKZDA4ODvjkk09GXZ+dnY21a9fCysoKTz31FHbs2IGWlhbV9WVlZTA1NUVRURG8vLxgaWmJjRs34s6dOygvL4eHhwdkMhn8/f1x9+5d1e1CQ0Ph7++PxMREODg4QCaT4a233kJ/f7/WHjsREREREWmXXgxR0dHRKCkpQVZWFvLy8nDlyhVUVlaqrlcqlYiKikJ5eTmys7PR2dmJ4ODgMd8nPj4e8fHx+OGHH9DV1YWgoCB8/PHHSE5OxrfffouGhgbEx8ePuk1FRQXq6uqQl5eHrKwsFBcXIzY2VuOPmYiIiIiIJodBV1fX8GSHmIienh4sWLAAKSkp2L59u2qZs7MzNm3ahNTU1DG3uX79OuRyOa5evQqZTIaysjL4+vrizJkz8PHxAQB89tlnCA8PR0lJCZYsWQJgZMjKz89HVVUVgJE9UQUFBaivr4eJiQmAkb1eu3fvxq1bt/Doo4+Oue8bN25opAciIiIiIhKHg4PDv14/XUs5NObWrVtQKpWQy+WqZSYmJnBxcVFdvnz5MhISElBbW4uuri4MD4/Mjc3NzZDJZKr1/nkbc3PzcZd1dHSMun8XFxfVAAUAcrkcSqUSt27dgqur65i8/+8/hP6bGzdusEsRsU9xsU9xsU9xsU9xsU9xsU9xsU/N0YvD+f5Nb28vtm3bhpkzZyItLQ3nz5/HV199BWDkML9/MjQ0VP3bwMBg3GVDQ0NaSE1ERERERLpK8kOUnZ0dDA0NUVNTo1rW29uL+vp6ACMTeGdnJ6Kjo+Hh4QFHR8cxe5Mmor6+Hr29varLNTU1MDIygp2dnWj3QUREREREukPyQ5SJiQleffVVxMXFobi4GA0NDdi1a5dqj5GVlRWMjY2Rnp6OpqYmnDt3Dh999JFo9z84OIhdu3ahoaEBxcXF2L9/P3bs2DHu+VBERERERCR9kj8nCgAOHDiA3t5eBAQE4JFHHkFISAj6+voAALNnz0Zqaio+/PBDZGRkwMXFBQcPHsS2bdtEuW8PDw8sXLgQvr6+6O/vh6+vL/bv3y/K9yYiIiIiIt0j+Xfnm0yhoaG4e/cusrOzJzvKlMMTJcXFPsXFPsXFPsXFPsXFPsXFPsXFPjVH8ofzERERERERaRP3RE0A90QREREREU09HKKIiIiIiIgE4OF8REREREREAnCIIiIiIiIiEoBDFBERERERkQAcooiIiIiIiATgECWSjIwMLFq0CBYWFvDy8kJlZeW/rl9eXg4vLy9YWFhg8eLFyMzM1FJSaRDSZ2trK9544w24ublh1qxZCA0N1WJSaRDSZ35+PrZs2QJ7e3tYWVnBx8cHhYWFWkyr+4T0WV5ejvXr18POzg6WlpZwc3PDkSNHtJhW9wl9/nygqqoKZmZmWLlypYYTSouQPsvKymBqajrm6/r161pMrNuEbp9KpRIHDx7EokWLYG5uDldXVxw7dkxLaXWfkD5DQ0PH3T7nzZunxcS6Tej2efr0aTz77LOYO3cuHB0dERISgra2Ni2l1S8cokSQm5uLyMhIvPvuuygtLYVcLseLL76I3377bdz1m5qasH37dsjlcpSWluKdd95BeHg48vLytJxcNwnt8969e5g1axb27t2LZ555RstpdZ/QPisqKuDp6YmcnByUlpZi3bp1CAgI+M8vbPWd0D5NTEygUChQWFiI6upqvPfee4iPj0dGRoaWk+smoX0+0NXVhZ07d8LLy0tLSaVB3T6rq6tx7do11Ze9vb2WEus2dfoMCgrCjz/+iOTkZNTU1ODEiRNwcXHRYmrdJbTPQ4cOjdour127BltbWzz//PNaTq6bhPZZXV0NhUKBl19+GVVVVfjiiy/Q2NiIN998U8vJ9QPf4lwEPj4+cHFxweHDh1XLli1bBj8/P8TGxo5ZPzY2Ft988w1++eUX1bLdu3ejsbERRUVFWsmsy4T2+U/+/v6YNWsWUlNTNR1TMibS5wPe3t5YuXIlDh48qKmYkiFGnwEBATA2Nsbx48c1FVMy1O0zICAArq6uGB4eRn5+PqqqqrQRV+cJ7bOsrAy+vr64efMmzMzMtBlVEoT2ef78ebz++uu4dOkS+xzHRJ8/q6ursWHDBpw7dw7u7u6ajCoJQvs8cuQI0tLSUFdXp1r2+eefIyIiAnfu3NFKZn3CPVETpFQqcfnyZXh7e49a7u3tjQsXLox7m4sXL45Z38fHB5cuXcL9+/c1llUK1OmTHk6sPnt6emBqaip2PMkRo89ff/0VFy9ehIeHhyYiSoq6fWZkZKCjowP79u3TdERJmcj2uWbNGjz99NPYvHkzSktLNRlTMtTps6CgAEuXLsWnn34KZ2dnLFu2DOHh4ejp6dFGZJ0mxvPnyZMn4eTkxAEK6vXp7u6OtrY2fPfddxgeHkZnZydyc3Oxbt06bUTWO9MnO4DUdXZ2YnBwEHPmzBm1fM6cOWhvbx/3Nu3t7VizZs2Y9QcGBtDZ2QlLS0tNxdV56vRJDydGn+np6WhpaYG/v78mIkrKRPp0dnbG77//joGBAURERCAoKEiTUSVBnT6vXr2KhIQEFBUVYdq0adqIKRnq9GlpaYmkpCQsW7YMSqUS2dnZ8PPzQ0FBAVatWqWN2DpLnT6bmppQXV0NY2NjZGVlobu7G+Hh4WhtbUVWVpY2Yuusif4+6u7uxtmzZxETE6OpiJKiTp9yuRzHjx9HSEgI+vv7MTAwgLVr1/LoHTVxiCKih8rLy0NMTAwyMzNhbW092XEkrbCwEL29vfjpp58QGxsLGxsbvPTSS5MdS1Lu3buHoKAgHDhwALa2tpMdRy84ODjAwcFBdVkul+P27ds4fPjwlB+i1DE0NAQDAwOkp6fjiSeeAAAkJiZi69ataG9vh7m5+SQnlK6cnBwMDQ3xeXMCGhsbERERgX379sHb2xttbW2Ijo7G3r17kZaWNtnxJIdD1ASZmZlh2rRp6OjoGLW8o6PjoU+W5ubm464/ffr0KX8MtTp90sNNpM+8vDzs3LkTx44dw8aNGzUZUzIm0ueDF/0uLi5ob2/HoUOHpvyLAaF9tra24tq1awgLC0NYWBiAkRetw8PDMDMzw+nTp8cc2jKViPX8uXz5cuTm5oodT3LU6dPCwgJz585VDVAA4OjoCABobm6e0r/HJrp9njx5Eps3b8aTTz6pqYiSok6fD/Y6v/322wAAV1dXzJw5Exs3bkRMTAxkMpnGc+sTnhM1QUZGRliyZAmKi4tHLS8uLn7oMbtyuXzc9ZcuXQpDQ0ONZZUCdfqkh1O3z6+//hoKhQJHjx6Fn5+fpmNKhljb59DQEJRKpdjxJEdon/PmzUNlZSXKyspUX0FBQViwYAHKysogl8u1FV0nibV91tbWwsLCQux4kqNOnytWrEBra+uoc6Bu3rwJAJg/f77mwkrARLbPn3/+GXV1dXjttdc0GVFS1Omzv79/zGHQDy4PDQ1pJqge454oEYSFhUGhUGD58uVwd3dHZmYmWltbERgYCABQKBQAoNpVGhgYiPT0dERGRiIwMBAXLlzAqVOn+JbHfxPaJwBcuXIFAPDHH3/AwMAAV65cgZGRERYuXKj9B6BjhPZ55swZKBQKHDhwAKtWrVJ9foSRkRH/AgjhfaalpcHGxkZ1yFRFRQVSUlIQHBw8OQ9Axwjp09DQEM7OzqNuP3v2bBgbG49ZPlUJ3T6PHj0Ka2trODk5QalUIicnBwUFBVP+/J0HhPb5wgsvIDExEWFhYYiMjER3dzciIyPh5+c35tyVqUid3+8AcOLECdjb22P16tVaz6zLhPa5YcMG7NmzB8ePH4ePjw9aW1sRFRWFxYsXT/khXx0cokSwdetW3L17F4mJiWhra4OTkxNycnJU55A0NzePWt/W1hY5OTl4//33kZmZCUtLSyQkJPAv/n8T2icAeHp6jrr8/fffY/78+aitrdVKZl0mtM/MzEwMDAwgKioKUVFRquUeHh4oKCjQanZdJLTPwcFBxMXF4fbt25g+fTpsbW0RGxvLN5b4mzo/7/RwQvu8f/8+YmJi0NLSghkzZqjWX79+/WTE1zlC+zQxMcHZs2cRHh4Ob29vmJqaYtOmTf/54w/0nTo/73/++Sdyc3MRHh6u7bg6T2ifr7zyCnp6epCeno4PPvgAjz/+ODw9PREXFzcJ6aWPnxNFREREREQkAM+JIiIiIiIiEoBDFBERERERkQAcooiIiIiIiATgEEVERERERCQAhygiIiIiIiIBOEQREREREREJwCGKiIiIiIhIAA5RREREREREAnCIIiIiIiIiEuB//ptj2LV53jkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n",
    "plt.title('Test Set Permutation Importances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shapley Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:00.646677Z",
     "start_time": "2020-07-28T23:53:58.469912Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': array([[ 1.39587544e-02, -1.38111092e-01, -4.66281096e-04, ...,\n",
       "         -5.34398610e-03, -7.19564955e-03,  1.08016212e-02],\n",
       "        [-1.13233179e-01,  1.87891976e-01, -8.26238931e-03, ...,\n",
       "         -6.04099568e-03,  5.62940200e-03, -2.01524533e-03],\n",
       "        [-8.36121936e-02,  1.67828628e-01, -5.13376118e-03, ...,\n",
       "         -2.39928248e-02,  2.82413204e-02, -1.34879032e-02],\n",
       "        ...,\n",
       "        [-9.21333349e-02,  1.79998101e-01,  2.97610014e-03, ...,\n",
       "          1.03298453e-02,  3.22332256e-02, -7.79747422e-03],\n",
       "        [ 8.20946132e-02, -3.97760850e-02,  1.05089795e-02, ...,\n",
       "          4.26645134e-03,  1.61760581e-02,  5.25206615e-03],\n",
       "        [-2.63176982e-02,  1.02573325e-01, -1.73067708e-04, ...,\n",
       "         -7.49134980e-03,  3.28218192e-02, -3.68958547e-03]])}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_xlearner = xlearner.get_shap_values(X=X, tau=xlearner_tau)\n",
    "shap_xlearner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:04.837707Z",
     "start_time": "2020-07-28T23:54:00.648654Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shap_dict not specified\n",
    "xlearner.plot_shap_values(X=X, tau=xlearner_tau, features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:06.969823Z",
     "start_time": "2020-07-28T23:54:04.839592Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shap_dict specified\n",
    "xlearner.plot_shap_values(shap_dict=shap_xlearner)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R Learner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:10.187952Z",
     "start_time": "2020-07-28T23:54:06.972028Z"
    }
   },
   "outputs": [],
   "source": [
    "rlearner = BaseRRegressor(LGBMRegressor(), control_name='control')\n",
    "rlearner_tau = rlearner.fit_predict(X, w_multi, y, p=e_multi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `auto`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:10.704230Z",
     "start_time": "2020-07-28T23:54:10.190316Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.229371\n",
       " tiger         0.182911\n",
       " merciful      0.052773\n",
       " rain          0.045701\n",
       " quixotic      0.035532\n",
       " dependent     0.034649\n",
       " playground    0.029319\n",
       " lip           0.029179\n",
       " sweltering    0.028628\n",
       " barbarous     0.026947\n",
       " nonchalant    0.026473\n",
       " lethal        0.025862\n",
       " adhesive      0.024912\n",
       " offer         0.024012\n",
       " shelf         0.022196\n",
       " fireman       0.020700\n",
       " damp          0.020668\n",
       " future        0.019985\n",
       " wrap          0.019723\n",
       " cute          0.018876\n",
       " change        0.017793\n",
       " touch         0.017618\n",
       " eight         0.016975\n",
       " clammy        0.016388\n",
       " rigid         0.012809\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rlearner.get_importance(X=X, \n",
    "                        tau=rlearner_tau, \n",
    "                        normalize=True, \n",
    "                        method='auto', \n",
    "                        features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:11.579468Z",
     "start_time": "2020-07-28T23:54:10.706188Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rlearner.plot_importance(X=X, \n",
    "                         tau=rlearner_tau, \n",
    "                         method='auto', \n",
    "                         features=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (method = `permutation`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:12.813295Z",
     "start_time": "2020-07-28T23:54:11.581857Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': stars         0.317007\n",
       " tiger         0.259112\n",
       " rain          0.043181\n",
       " merciful      0.029149\n",
       " quixotic      0.024564\n",
       " sweltering    0.022064\n",
       " future        0.017083\n",
       " offer         0.016832\n",
       " dependent     0.016667\n",
       " wrap          0.015181\n",
       " lip           0.014977\n",
       " adhesive      0.013323\n",
       " nonchalant    0.013155\n",
       " lethal        0.011167\n",
       " fireman       0.010991\n",
       " barbarous     0.010426\n",
       " playground    0.010022\n",
       " clammy        0.009221\n",
       " change        0.009154\n",
       " damp          0.008008\n",
       " shelf         0.007940\n",
       " cute          0.005631\n",
       " touch         0.005509\n",
       " rigid         0.004789\n",
       " eight         0.004115\n",
       " dtype: float64}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rlearner.get_importance(X=X, \n",
    "                        tau=rlearner_tau, \n",
    "                        method='permutation', \n",
    "                        features=feature_names, \n",
    "                        random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:14.584137Z",
     "start_time": "2020-07-28T23:54:12.815821Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iUhilveJt6xAeOfpOVN4V6TtRISEhvPnmm+btChUqkJSURGBgoA2jEhERERERIyvSRdT/sre3x93dHQcHhwIdJyMjo0D7FxERERER2ymyRVRYWBgJCQnMmTMHk8mEyWQiNTUVk8lEYmKiud26deuoV68e7u7utG3bluXLl5vb3rZz507atWuHp6cnNWrUICIigkuXLpmPh4SEEBERwXvvvYefnx+tW7d+qHMVEREREZGHp8gWUR9++CH169end+/eJCUlkZSURFZWlkWbU6dO0adPH55//nni4+MZOHAgY8eOtWhz8OBBOnfuTNu2bYmPj+err77iwIEDDBkyxKLdkiVLyM7OZs2aNcyePbvA5yciIiIiIrZRsM+12dDjjz+Oo6MjpUqVwt3dHcDi7hLAF198ga+vLx988AEA/v7+HD16lPHjx5vbfPLJJ7z44ouEh4eb902ZMoWmTZty7tw5XF1dAfDx8WHChAkFPS0RERGRIiU5OdnWITySdN3v7X4LbxTZIio3jhw5kmOVvnr16lls79u3j+PHj/PNN9+Y92Vn31rQ8MSJE+Yiqnbt2gUcrYiIiEjRo1XiHj6tzpd3j3QRlRtZWVn07duXQYMG5Tjm6elp/u3s7PwwwxIRERERERsp0kWUk5MTN2/evOvxatWqsXr1aot9e/bssdgOCgri8OHDVKlSpUBiFBERERERYynSRZSPjw979uwhNTWV0qVLmx/Du+2VV15hxowZvPfee7z88sscPnyYuXPnAmBnZwfA0KFDee655xg+fDj9+vWjTJkyHDlyhLVr1zJt2jSrY9IH5YxLt76NTzk0PuXQ+JRD41MORYrw6nwA4eHhODk50bBhQ/z8/MyF0W0+Pj7Mnz+fNWvWEBwczKxZsxg1ahQAJUqUAKBWrVqsXr2akydP0r59e4KDg3n//ffN70KJiIiIiMijpUjfiapatSobNmyw2JeWlmax3aZNG9q0aWPenjVrFo899phFkVSnTh2WL19+13FWrVqVTxGLiIiIiEhhV6SLqNyYM2cOdevWpVy5cuzevZtJkybRq1evHHetREREREREQEUUx48fZ+rUqVy4cAEvLy9effVVRo4caeuwRERERESkkHrki6jo6Giio6NtHYaIiIiIiBhEkV5YQkREREREJL+piBIREREREbGCiigRERERERErqIjKpbi4OEwmE+fPn7d1KCIiIiIiYkOP/MISudWgQQOSkpIoW7ZsnvoxzT2dTxHJg0h7xdvWIYiIiIiIwelOFJCRkXHfNk5OTri7u+v7USIiIiIij7hHsogKCQkhIiKC9957Dz8/P1q3bk1MTAyNGzfGy8uLGjVqEB4eTlpamvmc/32cLzY2Fm9vb7Zs2UKjRo3w8vKiffv2pKSk2GhWIiIiIiLyMDySRRTAkiVLyM7OZs2aNcyePZtixYoRHR3N9u3bmTNnDnv27LnvR3evX7/O1KlTiYmJYf369Vy8eJGIiIiHNAMREREREbEFu7S0tGxbB/GwhYSE8Oeff7Jt27a7ttm4cSOhoaGcPXuWYsWKERcXR4cOHTh27BjlypUjNjaWwYMHs2vXLvz9/YFbhdmQIUP4448/7vrYn96Jsq1dwem2DkFERERECrnb/76/m0d2YYnatWtbbG/ZsoV//OMfHDlyhEuXLnHz5k0yMjL4448/8PT0vGMfxYsXt7jAHh4eZGRkkJaWhouLS4HGLw/mfv9B3EtycnKezhfbUw6NTzk0PuXQ+JRD41MO8+6RfZzP2dnZ/PvkyZP06NGDatWq8eWXX/Ljjz8SExMD3HvRCQcHyxr09t2nrKysAohYREREREQKg0f2TtR/S0xMJCMjg+joaOzt7QFYu3atjaMSEREREZHC6JG9E/Xf/Pz8yMrKYubMmaSkpLBs2TJmz55t67BERERERKQQ0p0ooFatWnz44Yd8/PHHTJgwgfr16zN+/HheeeWVfB9LH3sVERERETG2R3J1PpEHoZcwjU85ND7l0PiUQ+NTDo1POcw7Pc4nIiIiIiJiBRVRIiIiIiIiVlARJSIiIiIiYgUVUSIiIiIiIlZQESUiIiIiImIFFVEiIiIiIiJWUBElIiIiIiJiBX1sFzCZTMybN49OnToBcOTIEQYPHsz+/ftxc3PjwIEDD9TPHdvMPZ0vMRuVPjYsIiIiIkanIgpISkrCZDKZt6OioihZsiQ//fQTzs7ONoxMREREREQKmyJdRGVmZmJvb4+dnd0927m7u1tsHz9+nHbt2lGpUqWCDE9ERERERAzIZu9EhYSEEBERwbvvvouvry9+fn7MmjWL69ev8/e//x0fHx9q1arF119/bT7nzJkzvPrqq1SqVIlKlSrRvXt3jh07Zj4eHR1No0aNiI2NpXbt2ri5uXH16lWys7OZPn06devWxc3NjYCAAMaNG2c+z2QysWLFCvPvX375hY8++giTyUR0dDSpqamYTCYSExMt5vDf54mIiIiIyKPBpgtLLF26lNKlS7Np0yaGDRvG22+/Te/evfHz8+PHH3+kZ8+evPHGG5w9e5b09HQ6dOhA8eLFWbVqFRs2bMDd3Z1OnTqRnp5u7jM1NZVly5bx5ZdfEh8fT4kSJXj//feZNGkSw4cPZ8eOHXz55Zd4e9/53ZykpCT8/f0ZMmQISUlJhIeHP6zLISIiIiIiBmDTx/meeOIJ3n77bQCGDBnCtGnTcHBwICwsDIBRo0bx8ccfs3PnTi5dukR2djYzZ840P543bdo0qlatyrp163jxxRcByMjI4NNPP8XNzQ2AK1euMHPmTKKjo+nTpw8AVapUoX79+neMyd3dHQcHB5ydnc2P+Z0/f77gLsIjJjk52dYh5InR4xflsChQDo1POTQ+5dD4lMN78/f3v+dxmxZRNWvWNP+2s7PD1dXVYp+joyMmk4lz587x66+/kpqaSoUKFSz6SE9P58SJE+ZtLy8vcwEFt+4sXb9+nWbNmhXgTCS37vcHWZglJycbOn5RDosC5dD4lEPjUw6NTznMO5sWUY6OjhbbdnZ2ODg45NiXlZVFVlYWgYGBfPHFFzn6cXFxMf8uiNX0ihW79dRjdna2ed+NGzfyfRwRERERESn8DLM6X1BQEMuWLaNs2bIWy5HfT7Vq1ShevDhbtmzBz8/vgcYuX748AGfPnjXvy+23o0REREREpGix6cIS1ujWrRtubm6EhoYSHx9PSkoKCQkJvPvuuxYr9P2vMmXKMHDgQMaNG8eCBQs4ceIEe/bs4fPPP8/12CVLluTpp5/m448/5vDhw+zcuZP33nsvP6YlIiIiIiIGY5g7UaVKlWL16tVERkbSr18/Ll26hIeHB02aNLnvnamxY8diMpnMK/S5ubnRs2dPq8aPiYnhjTfeoEWLFlSuXJnJkyfTrl07q+eR9sqdVwUUERERERFjsEtLS8u+fzMR0UuYxqccGp9yaHzKofEph8anHOadYR7nExERERERKQxURImIiIiIiFhBRZSIiIiIiIgVVESJiIiIiIhYQUWUiIiIiIiIFVREiYiIiIiIWEFFlIiIiIiIiBUM87Hd+wkJCSEgIIBJkyYV6DjR0dGsXLmS7du3P9D5prmn8zmiwkEfERYRERGRR0WRuRO1YMECxowZk2/9paamYjKZSExMtNgfHh7OqlWr8m0cERERERExliJzJ8rFxeWhjFO6dOmHMo6IiIiIiBROheJOVHp6OmFhYXh7e+Pv78+UKVPo0aMHYWFhAAQGBjJ9+nSLc0JCQnjzzTfvuJ2cnIyXlxcLFy40H9+4cSOurq789NNPAGRlZfHRRx9Rs2ZN3NzcaNy4scUdpqCgIACaN2+OyWQiJCQEuPU4X6NGjSxiWbhwIY0bN8bNzQ1/f38GDhyYX5dGREREREQKmUJRRI0ePZoff/yR+fPns2LFCvbv38+2bdseuD9/f38++OADRo0aRUpKCv/5z38YNGgQI0aMoH79+gDMmjWL6dOnExkZybZt2wgJCaFPnz7s378fgM2bNwOwfPlykpKSWLBgwR3Hmjt3LsOHDyc0NJSEhASWLl1KQEDAA8cuIiIiIiKFm80f57ty5QpfffUVMTExtGzZEoAZM2bkuRDp168fGzZsoH///pQtW5bKlStb3LmKiYlhyJAhdOvWDYB3332Xbdu2ERMTw2effUa5cuUAKFu2LO7u7ncdZ9KkSYSFhTFkyBDzvtq1a+cpdiNKTk62dQgPxaMyz6JMOTQ+5dD4lEPjUw6NTzm8N39//3set3kRdeLECTIyMsx3iODWe0c1a9bMc9/Tp0+nXr16/Prrr8THx2Nvbw/ApUuX+P3332nYsKFF+0aNGrF+/fpc93/u3DnOnDlDs2bN8hyr0d3vD60oSE5OfiTmWZQph8anHBqfcmh8yqHxKYd5Vyge57ufYsWKkZ2dbbEvMzPzvucdOnSIS5cuce3aNX7//fdcjWVnZ/dAMYqIiIiIyKPB5kVU5cqVcXR0ZNeuXeZ9V69e5dChQ+bt8uXLc/bsWfP2tWvXOHLkyD37TUtLY+DAgYSHh9O/f39ef/11Ll26BMBjjz2Gp6cnO3bssDhn+/btVK9eHQAnJycAbt68edcxXF1d8fLyYsuWLbmcrYiIiIiIGJ3NH+crXbo0ffr0ITIykvLly+Ph4cFHH31EVlaWuU3Tpk1ZsGABbdu2pXz58kyZMuWexQ1AREQE5cqV45133iErK4utW7fy97//nc8++wy49b2n6Oho/Pz8qF27NosXL2b79u3mgsjV1ZWSJUuyadMmfHx8KF68OI8//niOcUaMGME777yDq6srrVu3Jj09nS1bthAeHn7HuPRRWhERERERY7N5EQUwfvx4rl69yksvvUTJkiUZMGAA6enp5uPDhw/n5MmT9O7dG2dnZ0aMGHHPx/O+/vpr1qxZw5YtW3B0dATgn//8Jy1atKB169Z06dKFgQMHcuXKFcaOHcu///1v/P39mT9/PoGBgQA4ODgwceJEPvroIyZOnEijRo3u+JHd1157DUdHR2bMmEFkZCQuLi4899xz+XyFRERERESksLBLS0vLvn+zh69Hjx6ULVuWWbNm2ToUEUAvYRYFyqHxKYfGpxwan3JofMph3tn8nSgREREREREjURElIiIiIiJihULxTtSdLF682NYhiIiIiIiI5KA7USIiIiIiIlZQESUiIiIiImIFFVEiIiIiIiJWMEwRlZqaislkIjExsUD6j4uLw2Qycf78+QLpX0REREREioZCu7DE/cTFxdGhQweOHTtGuXLl8txfgwYNSEpKomzZsvkQ3d2Z5p4u0P4LWtor3rYOQURERETEpgxbROWnGzdu4OTkhLu7u61DERERERGRQi7Pj/MlJCTQqlUrvL298fHxoUWLFhw6dIjq1auzfPlyc7s2bdpQoUIFMjMzATh+/Dgmk4nTp2/dmcnIyGDs2LEEBATg6elJ8+bN2bRp0x3HTE1NpUOHDgD4+flhMpkICwsDIDs7m48//pjatWvj4eFB48aNLZZLv/1Y4LJly+jQoQMeHh7MnTs3x+N8sbGxeHt7s2XLFho1aoSXlxft27cnJSXFIpapU6fi7++Pt7c3r7/+Oh9++CGBgYF5vawiIiIiIlJI5amIyszMJDQ0lIYNGxIfH8/GjRsJCwvD3t6eZ555hvj4eADS09P5+eefcXJyMr/TFB8fT+XKlfH2vvV42ODBg0lISGDOnDls376dXr160bNnTw4cOJBj3AoVKjB//nwAduzYQVJSEh9++CEAUVFRfPXVV0yePJkdO3YwfPhwhg8fzrp16yz6GDduHP3792fHjh2EhITccX7Xr19n6tSpxMTEsH79ei5evEhERIT5+PLly5k4cSKjR49my5YtVK9enZkzZ+blkoqIiIiISCGXp8f5Ll++zMWLF2nTpg2VK1cGoFq1agAEBwebC4qffvoJX19fnnrqKeLi4nj66aeJj48nODgYgBMnTrBs2TL2799PxYoVARgwYAA//vgjX375JVOmTLEY197eHhcXFwBcXV3N70RdvXqVGTNm8K9//YvGjRsD4Ovry549e/jnP/9J69atzX0MGDCATp06mbePHz+eY36ZmZlMnjwZf39/AMLDwxkyZAjZ2dnY2Vo3Ey4AACAASURBVNkxe/ZsQkND6du3LwARERHExcVx9OjRvFzWQi05OdnWIdjUoz7/okA5ND7l0PiUQ+NTDo1POby32//+v5s8FVEuLi6EhobSpUsXmjVrRtOmTenUqRMVK1YkODiYiIgIzp49S3x8PE2aNKFu3bosX76ciIgIEhISGDNmDAD79u0jOzubhg0bWvR//fp1mjZtmut4kpKSuHbtGl27dsXOzs68/8aNG/j4+Fi0rVOnzn37K168uMUF9PDwICMjg7S0NFxcXDhy5Ii5gLrtqaeeKtJF1P3+oIqy5OTkR3r+RYFyaHzKofEph8anHBqfcph3eV5YYubMmYSFhbFp0ybWrFlDVFQUsbGxtGzZEnd3d+Li4oiPj2fgwIHUqVOHkSNHkpSUxOnTp813orKysrCzs2Pz5s04Ojpa9F+iRIlcx5KVlQXAokWLzHe0bnNwsJyqs7Pzffv733NuF2a3xxERERERkUdPvqzOFxgYSGBgIMOGDaNr164sWrSIli1b8swzz7B+/XoSExMJDg6mfPnylC1blo8//tjifagnn3yS7Oxs/vjjj1zfeXJycgLg5s2b5n3Vq1enePHinDp1imbNmuXH1O6pWrVqJCYm0qdPH/O+n3/+ucDHFRERERER28lTEZWSksKXX35J27Zt8fT0JCUlhYMHD/Lqq68Ct96LGjlyJP7+/pQvX968b8mSJfTq1cvcT9WqVenevTuDBg1iwoQJBAUF8eeffxIfH0+lSpXo2LFjjrErVqyInZ0d69ato23btpQoUYIyZcoQHh7O6NGjyc7O5plnnuHKlSvs3r2bYsWK0a9fv7xMN4eBAwcyePBg6tSpQ+PGjfn+++/ZvXs3JpMpX8cREREREZHCI09FVKlSpTh69Cj9+vXj/PnzuLm50a1bN4YNGwbcKpgyMzPNj+3d3rdo0SKLfQAzZsxg8uTJjBkzhjNnzuDi4kLdunVp0qTJHcf28vLi7bffJioqijfeeIOePXsya9Ys3n33XVxdXYmJiWHEiBGUKVOGwMBAhg4dmpep3lGXLl1ISUlh3Lhx/PXXX7Rv355XX32V1atX3/UcfaxWRERERMTY7NLS0rJtHURR0rt3bzIzMy2+TSVFg17CND7l0PiUQ+NTDo1POTQ+5TDv8uWdqEdVeno6n3/+Oa1atcLBwYGVK1eyevVq8zesRERERESk6FERlQd2dnZs3LiRqVOncu3aNapUqcJnn31Ghw4dbB2aiIiIiIgUEBVReVCyZElWrFhh6zBEREREROQhKmbrAERERERERIxERZSIiIiIiIgVVESJiIiIiIhYQUWUiIiIiIiIFQy5sERWVhYRERGsWLGCP//8k+++++6uH+UtbExzT9s6hBz0AWARERERkdwzZBG1fv16YmNj+f777/H19cXFxeW+54SEhBAQEMCkSZMeQoQiIiIiIlJUGbKIOn78OO7u7jRo0MAm49+4cQNHR0ebjC0iIiIiIrZluHeiwsLCeOedd/jtt98wmUwEBgYSEhLCm2++maNdjx49zL8TEhKYM2cOJpMJk8lEamoqcXFxmEwmzp8/bz4vNTUVk8lEYmIigLnN+vXradGiBa6urmzatAmANWvW0KxZM9zd3XnyyScZP348GRkZD+lKiIiIiIiILRjuTtSHH35IxYoViY2NZfPmzdjb2/Pyyy/f95xjx47h7+/PmDFjAChfvjwnT57M9biRkZFERUVRpUoVSpcuzaZNmxgwYADR0dE888wznDp1ioiICK5fv05UVFSe5igiIiIiIoWX4Yqoxx9/nDJlylCsWDHc3d1zfY6joyOlSpXK9Tn/a9SoUbRo0cK8PXnyZMLDw3nppZcAqFy5MpGRkbz++uuMHz8eOzu7BxrHFpKTk20dgmHoWhmfcmh8yqHxKYfGpxwan3J4b/7+/vc8brgiylbq1Kljsb1v3z5+/vlnPv74Y/O+rKws/vrrL/744w88PDwedogP7H5/JHJLcnKyrpXBKYfGpxwan3JofMqh8SmHeVckiqhixYqRnZ1tsS8zMzNX5wEW597tPGdnZ4vtrKwsRo0axQsvvJCjbfny5e87toiIiIiIGFORKKLKly/P2bNnLfb98ssv+Pj4mLednJy4efNmjvMAzp49a/594MCBXI0ZFBTEkSNHqFKlSl5CFxERERERgzHc6nx30rRpUzZu3Mjq1atJTk7mnXfe4fRpy4/a+vj4sGfPHlJTUzl//jxZWVlUqVKFChUq8OGHH3L06FE2b96c6+9IjRw5kmXLljFhwgQOHTrEkSNHWLFihXnhChERERERKZqKxJ2ol156iYMHDzJkyBAA+vfvT0hICBcuXDC3CQ8PJywsjIYNG/LXX3+xb98+KlWqxOeff86IESMIDg4mMDCQMWPGmJdGv5eWLVuyZMkSJk2aRExMDA4ODvj5+REaGnrP89Je8c7bZEVERERExKbs0tLSsu/fTET0EqbxKYfGpxwan3JofMqh8SmHeVckHucTERERERF5WFREiYiIiIiIWEFFlIiIiIiIiBVURImIiIiIiFhBRZSIiIiIiIgVVESJiIiIiIhYQUWUiIiIiIiIFYrEx3bzYseOHURERJCcnEz9+vVZtWrVHfflF9Pc0/nWV37Qx39FRERERKzzyBdRb731FrVq1WLJkiU4OzvfdZ+IiIiIiAjocT6OHz9O06ZNqVChAi4uLnfdZ62MjIz8DFNERERERAqJIl9EXb9+nbfeegt/f3/c3d1p1aoV27dvJzU1FZPJxKVLlxgyZAgmk4nY2Ng77gP49ddf6d69OxUqVKBq1aq89tpr/PHHH+ZxwsLC6NGjB9OmTSMgIICAgABbTVlERERERApQkS+ixowZwzfffENMTAxbt24lICCArl274ujoSFJSEqVKlSI6OpqkpCReeOGFHPs6d+7M2bNnadeuHTVq1GDTpk18++23XLlyhdDQULKyssxjJSQkcPDgQZYtW8aKFStsOGsRERERESkoRfqdqKtXr/LFF1/wySef0Lp1awD+8Y9/sHXrVr744gvee+897OzseOyxx3B3dwfA2dk5x76pU6dSq1Ytxo0bZ+77008/xdfXl8TERJ566ikAihcvTkxMDMWLF3/IM31wycnJtg7BUHS9jE85ND7l0PiUQ+NTDo1PObw3f3//ex4v0kXUiRMnuHHjBg0bNjTvs7e3p379+vz666+57mffvn1s27YNb++cK9mdOHHCXETVqFHDUAUU3P8PRP5PcnKyrpfBKYfGpxwan3JofMqh8SmHeVeki6h7sbOzy3XbrKwsnn/+eaKionIcc3V1Nf/WSn4iIiIiIkVfkS6iKleujJOTEzt27KBy5coA3Lx5k59++omuXbvmup+goCC++eYbKlasiKOjY0GFKyIiIiIiBlCkiyhnZ2deffVVIiMjKVeuHJUqVWLmzJmcO3eO/v3757qf/v37M2/ePF555RWGDRtG+fLlSUlJ4ZtvviEqKooyZcrkui993FZERERExNiKdBEFmBeDGDx4MBcvXuTJJ59k2bJleHh45LoPT09P1q1bx7hx4+jSpQvXr1+nQoUKNG/e3HDvQImIiIiISN7YpaWlZds6CBEj0EuYxqccGp9yaHzKofEph8anHOZdkf9OlIiIiIiISH5SESUiIiIiImIFFVEiIiIiIiJWUBElIiIiIiJiBRVRIiIiIiIiVlARJSIiIiIiYoV8K6J69OhBWFhYfnVXoBo1akR0dLStwxAREREREQMq8h/bfViio6NZuXIl27dvv2c709zTDymi3El7xdvWIYiIiIiIGIoe5xMREREREbHCAxVR6enphIWF4e3tjb+/P1OmTLE4npGRwdixYwkICMDT05PmzZuzadMm8/G4uDhMJhNr164lODgYd3d3mjVrxt69ey362blzJ+3atcPT05MaNWoQERHBpUuXzMdDQkIYMWIE77//PlWqVKFq1aq89957ZGVlmducO3eOXr164eHhQa1atfjqq69yzOfixYsMHTqUqlWrUqFCBdq1a0diYqL5eGxsLN7e3mzZsoVGjRrh5eVF+/btSUlJMR+fOHEihw8fxmQyYTKZiI2NfZBLKyIiIiIihdwDFVGjR4/mxx9/ZP78+axYsYL9+/ezbds28/HBgweTkJDAnDlz2L59O7169aJnz54cOHAgRz/jxo3jhx9+wNfXlx49epCeng7AwYMH6dy5M23btiU+Pp6vvvqKAwcOMGTIEIs+li5dir29PevXr2fSpEnMmjWLf/3rX+bjgwYN4sSJE3z77bfExsby9ddfc/LkSfPx7OxsevTowe+//87ixYvZunUrjRs3pmPHjpw9e9bc7vr160ydOpWYmBjWr1/PxYsXiYiIAKBz584MGTIEf39/kpKSSEpKonPnzg9yaUVEREREpJCzS0tLy7bmhCtXrlClShViYmLo3r27eV9AQAAhISGMHDmSunXrsn//fipWrGg+LzQ0FE9PT6ZMmUJcXBwdOnTgs88+y9FHVFQUffv25fXXX8fR0ZGYmBhzH/v376dp06YkJyfj6upKSEgIGRkZbNiwwdzmhRdeoGLFikyfPp2jR49Sr1491q5dS8OGDQE4efIktWvX5s033+Ttt99my5YthIaGcvToUUqWLGnuJzg4mG7dujF06FBiY2MZPHgwu3btwt/fH4AlS5YwZMgQ/vjjD+zs7Az7TtSu4HRbhyAiIiIiUqjc/jf/3Vi9sMSJEyfIyMigfv365n2lS5emZs2aAOzbt4/s7Gxz0XLb9evXadq0qcW+O/Xx66+/mvs5fvw433zzjblNdna2OQZXV1cA87i3eXh4cO7cOQCSkpIoVqwYTz31lPm4j48Pnp6e5u19+/aRnp5O1apVLfq5du0aJ06cMG8XL17c4mJ6eHiQkZFBWloaLi4ud75YBnC/PxD5P8nJybpeBqccGp9yaHzKofEph8anHOZdvq/Ol5WVhZ2dHZs3b8bR0dHiWIkSJazqp2/fvgwaNCjHsf8ugv53DDs7O3Ox9d/77jWOm5sba9asyXGsTJky5t8ODpaX6naf//3+lYiIiIiIFH1WF1GVK1fG0dGRXbt24evrC8DVq1c5dOgQvr6+PPnkk2RnZ/PHH3/kuPP0v+7UR8+ePQEICgri8OHDVKlSxdoQzapVq0ZWVhZ79uyhQYMGAJw6dYrff//d3CYoKIh///vfFCtWzBzLg3BycuLmzZsPfL6IiIiIiBiD1QtLlC5dmj59+hAZGckPP/zA4cOHGTJkiPmOTNWqVenevTuDBg1ixYoVpKSkkJiYyPTp01m5cqVFX5MnT7bow8nJia5duwIwdOhQfv75Z4YPH25+tG/t2rUMGzYs17H6+/vTqlUrhg8fzk8//cT+/fsZNGiQxbtPzz77LA0bNiQ0NJQNGzaQkpLCTz/9xAcffGCxWMb9+Pj4cOrUKfbu3cv58+e5fv16rs8VERERERHjeKDH+caPH8/Vq1d56aWXKFmyJAMGDDCvqgcwY8YMJk+ezJgxYzhz5gwuLi7UrVuXJk2aWPQzduxY3n33XY4ePcoTTzzB4sWLcXZ2BqBWrVqsXr2aqKgo2rdvz82bN/H19SUkJMSqWGfOnMkbb7xBx44dKVeuHKNGjeI///mP+bidnR1LliwhKiqKoUOHcu7cOdzc3GjQoAG9evXK9TgdO3bku+++o1OnTly8eJEZM2bQu3fvHO30cVsREREREWOzenW+/HB7db5jx45Rrly5hz28yAPRS5jGpxwan3JofMqh8SmHxqcc5t0DfSdKRERERETkUaUiSkRERERExAr5vsR5bjRp0oS0tDRbDC0iIiIiIpInuhMlIiIiIiJiBRVRIiIiIiIiVlARJSIiIiIiYgUVUSIiIiIiIlawycISjzLT3NO2DkEf/BURERERyQPdiRIREREREbGCiqg7uHHjhq1DEBERERGRQqpIFlEbN26kQoUKZGZmAnD8+HFMJhPDhw83t4mKiqJTp07ExcVhMplYv349LVq0wNXVlU2bNnHixAl69epFtWrV8PLyomnTpqxdu9ZinMDAQKKjoxkwYADe3t5Uq1aN6dOnP9S5ioiIiIjIw1Uki6iGDRty7do1EhMTAYiPj6dcuXLEx8eb28THxxMcHGzejoyM5L333mPXrl3Uq1ePK1eu8Nxzz/HNN98QHx9Px44d6dOnD0eOHLEYa+bMmVSrVo0tW7bw9ttv8/7777Ny5cqHM1EREREREXno7NLS0rJtHURBaNWqFe3atSMiIoIBAwZQpUoVpk2bxt69e3nsscfw9fVlxYoVZGZm0qFDB+bNm0enTp3u22fr1q158803gVt3ovz8/Pj222/NbcLDw0lOTs5x1+q2wrCwxK7gdFuHICIiIiJSaPn7+9/zeJFdnS84OJj4+HgiIiJISEjg9ddfJy4ujvj4eMqXL4+DgwNPPfUUO3fuBKBOnToW51+9epWJEyeybt06zp49S2ZmJteuXaNmzZoW7Z5++ukc2999913BTi6P7vdHIXeWnJysa2dwyqHxKYfGpxwan3JofMph3hXpImrOnDkkJSVx+fJlateuTXBwMHFxcbi6uvL000/j5ORkbu/s7Gxx/ujRo9m4cSPjx4/Hz8+PUqVKMXDgQDIyMh72VEREREREpBApskVUw4YNuX79Oh9//DENGzbE3t6e4OBghg4dipubGy1btrzn+Tt27KBnz57mR/yuXbvGiRMn8PPzs2i3e/fuHNvVq1fP38mIiIiIiEihUSQXlgAoXbo0tWvXZsmSJTRp0gS49ajdmTNn2LVrl8WiEnfi5+fH999/z969ezl48CADBgzg+vXrOdrt3r2bqVOncuzYMebNm8fXX3/NoEGDCmROIiIiIiJie0X2ThTceqRv9+7d5oKpRIkSPPXUUyQmJvLUU0/d89wJEyYQHh5Ou3btMJlMhIWF3bGIGjRoEAcPHmTKlCmUKlWKd955554LVKS94p23SYmIiIiIiE0V2dX5HobAwEAGDBhAeHi4rUORh0AvYRqfcmh8yqHxKYfGpxwan3KYd0X2cT4REREREZGCoCJKRERERETECkX6naiCduDAAVuHICIiIiIiD5nuRImIiIiIiFhBRZSIiIiIiIgVVESJiIiIiIhYQUWUiIiIiIiIFbSwxD2EhYVx4cIFFi9ebPE7L0xzT+dTdA9GH/sVEREREckbFVG59OGHH5Kdre8Si4iIiIg86lRE5dLjjz9u6xBERERERKQQUBGVS//7OF9ISAjVqlXDycmJr7/+GoC+ffsybtw4ihXTq2YiIiIiIkWV/rWfB0uXLiUrK4sNGzYwbdo05s2bx8yZM20dloiIiIiIFCDdicoDd3d3PvroI+zs7KhWrRpHjx5l5syZDBkyxNah3VVycrKtQzA0XT/jUw6NTzk0PuXQ+JRD41MO783f3/+ex1VE5UG9evWws7Mzb9evX58JEyZw6dIlHnvsMRtGdnf3+4OQu0tOTtb1Mzjl0PiUQ+NTDo1POTQ+5TDv9DifiIiIiIiIFVRE5cGePXsslj3ftWsXnp6ehfYulIiIiIiI5J0e58uDs2fP8tZbb9G/f38OHTrEJ598wptvvnnPc/SxWxERERERY1MRlQfdunUjKyuLli1bYmdnR58+fRg0aJCtwxIRERERkQKkIuoeZs2adcfftzk4ODBp0iQmTZr0MMMSEREREREb0jtRIiIiIiIiVlARJSIiIiIiYgU9zveAVq1aZesQRERERETEBnQnSkRERERExAoqokRERERERKygIkpERERERMQKhbKIOn/+PCaTibi4OADi4uIwmUycP3++wMZ8GGOIiIiIiIjxaWGJ/69BgwYkJSVRtmzZAh3HNPd0gfb/v9Je8X6o44mIiIiIFHUqov4/Jycn3N3dbR2GiIiIiIgUcg/lcb6NGzfStm1bKlWqhK+vL507dyYpKcl8/Oeff6ZZs2a4u7vTpEkTdu/efcd+fvnlF1q2bImnpyfPPvsse/futTi+c+dO2rVrh6enJzVq1CAiIoJLly6ZjyckJNCqVSu8vb3x8fGhRYsWHDp0CLB8nO/SpUt4eHiwZs0ai/43b95M+fLlOXfuHABnzpzh1VdfpVKlSlSqVInu3btz7NixfLlmIiIiIiJSOD2UIurq1asMHDiQzZs38/333/PYY4/Rs2dPMjIyuHLlCt27d8fX15cffviByMhIRo8efcd+xo0bx9ixY9myZQtly5ZlwIABZGdnA3Dw4EE6d+5M27ZtiY+P56uvvuLAgQMMGTIEgMzMTEJDQ2nYsCHx8fFs3LiRsLAw7O3tc4zz2GOP0aZNG5YuXWqxf8mSJTRv3hxXV1fS09Pp0KEDxYsXZ9WqVWzYsAF3d3c6depEenp6Pl9BEREREREpLB7K43ydOnWy2J4xYwYVK1Zkz549JCUlkZGRwYwZMyhdujQBAQGMGDGC119/PUc/7777Lk2bNgVg5MiRtGnThjNnzuDt7c0nn3zCiy++SHh4uLn9lClTaNq0KefOncPBwYGLFy/Spk0bKleuDEC1atXuGnP37t157bXXuHz5MmXKlOGvv/5i1apVTJ06FYDly5eTnZ3NzJkzsbOzA2DatGlUrVqVdevW8eKLL+btouWT5ORkW4dQpOh6Gp9yaHzKofEph8anHBqfcnhv/v7+9zz+UIqoEydOMGHCBHbv3s358+fJysoiKyuL3377jaSkJGrWrEnp0qXN7evXr3/HfmrWrGn+7eHhAcC5c+fw9vZm3759HD9+nG+++cbc5vZdqhMnTlC/fn1CQ0Pp0qULzZo1o2nTpnTq1ImKFSvecaznnnuOkiVL8v3339OrVy/WrFlDdnY2ISEhAOzbt4/U1FQqVKhgcV56ejonTpx4gKtUMO73ByC5l5ycrOtpcMqh8SmHxqccGp9yaHzKYd49lCKqR48eeHl5MW3aNDw9PXFwcKBBgwZkZGRY1Y+jo6P59+27P7cLpaysLPr27cugQYNynOfp6QnAzJkzCQsLY9OmTaxZs4aoqChiY2Np2bLlHcd68cUXWbp0Kb169WLJkiWEhIRQqlQp83iBgYF88cUXOc51cXGxal4iIiIiImIcBV5EXbhwgSNHjjB58mTzo3h79+4lMzMTgOrVq7Nw4UKuXr2Ks7MzALt27bJ6nKCgIA4fPkyVKlXu2S4wMJDAwECGDRtG165dWbRo0R2LKLj1SF+7du349ddf2bRpE4sXL7YYb9myZZQtWxaTyWR1vCIiIiIiYkwFvrCEyWSiXLlyzJ8/n+PHjxMfH09ERAQODrfqt65du+Lg4MCQIUM4fPgwP/zwA1OmTLF6nKFDh/Lzzz8zfPhw86N9a9euZdiwYQCkpKQQGRnJzp07OXnyJFu3buXgwYNUr179rn02aNCAihUr0r9/f8qVK0ezZs3Mx7p164abmxuhoaHEx8eTkpJCQkIC7777rlboExEREREpwgr8TlSxYsX44osveOutt2jUqBFVqlQhKiqKvn37AlC6dGkWL15MREQEzZo1w9/fn8jISHr16mXVOLVq1WL16tVERUXRvn17bt68ia+vr/kdplKlSnH06FH69evH+fPncXNzo1u3buYi6266devGpEmTGDRokMVKfqVKlWL16tVERkbSr18/87LoTZo0ueedKX38VkRERETE2OzS0tKybR2EiBHoJUzjUw6NTzk0PuXQ+JRD41MO8+6hfCdKRERERESkqFARJSIiIiIiYgUVUSIiIiIiIlZQESUiIiIiImIFFVEiIiIiIiJWUBElIiIiIiJiBRVRIiIiIiIiVijwj+3mp8DAQAYMGEB4ePgD9xEXF0eHDh04duwY5cqVy8focsc09/RDHU8f9xURERERyV+6E5VPAgMDmT59uq3DEBERERGRAqYiSkRERERExAq5LqJCQkIYMWIE77//PlWqVKFq1aq89957ZGVlAZCWlsbAgQOpVKkSHh4edOrUicOHD5vPj42Nxdvbmy1bttCoUSO8vLxo3749KSkpFuOsX7+eli1b4uHhQeXKlenRowfXrl0zH7927RrDhg2jYsWKBAQE8Mknn1icHxMTQ+PGjfHy8qJGjRqEh4eTlpZ213lduHCB1157jYCAADw8PGjYsCELFiywau4hISGcOnWK0aNHYzKZMJlMub2sIiIiIiJiMFbdiVq6dCn29vasX7+eSZMmMWvWLP71r38BEBYWxp49e1i4cCGbNm2iZMmSdO3alb/++st8/vXr15k6dSoxMTGsX7+eixcvEhERYT6+ceNGevXqRfPmzfnxxx/57rvvCA4ONhcrADNnziQgIIAtW7YwdOhQxowZw08//fR/EypWjOjoaLZv386cOXPYs2cPI0eOvOucrl27RlBQEF9//TU7duxg4MCBDB8+nC1btuR67gsWLMDb25uRI0eSlJREUlKSNZdVREREREQMxC4tLS07Nw1DQkLIyMhgw4YN5n0vvPACFStW5P+1d+dxWZX5/8ffIIsbeZfGIooiW4G4paBSktqERo2VGu6V5oJpbl/NJRdUJLfKvUYza7DS1AlLrdxyt9xQS0PMLdcMowIVlJvfH/68Z+5E5Zb1wOv5eMxjOOdc13Wuc95zmvnMWe6BAwfqkUce0apVqxQWFiZJ+uOPPxQcHKyJEyeqW7duWrx4sV599VXt2rVLfn5+kqSlS5eqX79+unDhguzs7BQRESFPT08tXLgwxzkEBwcrJCRE77//vmVdgwYN1LFjRw0dOjTHPuvWrVOnTp10/vx52dvb5+rDEt27d1eFChUs7zjd6dhvtsntRy8K+8MSux69XKj7AwAAAIzuZr1yOzZ9nS8oKMhq2d3dXRcvXlRSUpLs7e0VEhJi2VapUiUFBgbqp59+sqxzdna2mpC7u7syMzOVmpqq+++/XwcOHFCnTp3uaQ43bdq0SW+//baOHDmiQBDfegAAIABJREFUP//8U1lZWcrMzNSFCxfk4eFxy3hZWVl6++23tWLFCp07d06ZmZnKzMzUo48+atN+i6u7/QcAuZecnMz5NDgyND4yND4yND4yND4yzDubHudzdHS0Wrazs1N29p1vZNnZ2Vn+dnBwyHHb/z6ul5c5nDp1SlFRUfL399eiRYv07bffavbs2ZKkzMzMHMebNWuWZs+erddee00JCQnasmWL5c5TbvcLAAAAoPTIl6/zBQQEyGw2W72b9Oeff+rQoUMKCAjI9Th16tS55V0kW+zbt0+ZmZmKi4tTSEiIfH19de7cuTv22bFjh1q1aqUOHTqoTp068vb21tGjR23et5OTk7Kysu516gAAAAAMIl+KKB8fHz311FMaNGiQtm/frh9//FG9evWSi4uL2rdvn+txhgwZos8//1wTJ07UTz/9pMOHD2vOnDm6fDl37/X4+PjIbDZr7ty5OnHihJYtW6Z33333jn18fX21efNm7dixQ0eOHNHQoUN16tSpXM/5Ji8vL+3YsUNnz55VSkqKzf0BAAAAGINN70Tdydy5czV8+HB17NhRGRkZCg0N1bJly1SuXLlcj/Hkk08qPj5ekydP1syZM1WxYkWFhISoR48euepfu3Ztvfnmm5oxY4ZiY2MVEhKiCRMm6OWXX75tn6FDh+rkyZNq3769ypYtq06dOql9+/ZW73LlxsiRIzVw4EDVr19fGRkZt/2seurLnjaNCwAAAKB4yfXX+YDSjpcwjY8MjY8MjY8MjY8MjY8M8y5fHucDAAAAgNKCIgoAAAAAbEARBQAAAAA2oIgCAAAAABtQRAEAAACADSiiAAAAAMAGFFEAAAAAYIN8+7HdohQdHa1Lly5pyZIlRTqGJJlMJn344Ydq06ZNzts/OJOn8e+GH/MFAAAAClapuxN18uRJmUwm7du3r6inAgAAAMCASl0RBQAAAAB5UeKKqOzsbM2YMUP16tWTu7u7mjZtavWIXt26dSVJzZs3l8lkUmRkpFX/efPm6eGHH1aNGjXUt29fXb582bJt3bp1at26tWrUqKGaNWvq+eefV1JSUuEcGAAAAIBioUS8E/W/Jk6cqISEBE2bNk2+vr7atWuXBgwYIJPJpIiICG3YsEEtWrTQ8uXLVbt2bTk5OVn67tixQ25ubvr888915swZvfTSS/L19dXgwYMlSenp6erTp49q166tK1euaNq0aerQoYO+++47q3EAAAAAlFwlqohKT0/XnDlztGLFCjVt2lSSVLNmTe3Zs0cLFixQRESEKleuLEl64IEH5ObmZtXfxcVFb7/9tsqUKaOAgAA9++yz2rRpk6WI+vvHIubMmaPq1atrz549atKkSSEc4d0lJycX9RRKNM6v8ZGh8ZGh8ZGh8ZGh8ZHhnfn5+d1xe4kqopKSknT16lW1a9dOdnZ2lvXXrl2Tl5fXXfsHBASoTJkylmV3d3ft3r3bsnz8+HHFxsZq9+7dSklJkdlsltls1unTp/P3QPLgboHj3iUnJ3N+DY4MjY8MjY8MjY8MjY8M865EFVFms1mS9Mknn6h69epW2xwc7n6ojo6OVst2dnbKzs62LEdFRalq1ap655135OHhIQcHB4WGhiozMzMfZg8AAADACEpUERUQECBnZ2f98ssvCg8Pz7HNzXeXsrKybBr70qVLOnLkiKZNm6ZmzZpJkhITE3X9+vW8TRoAAACAoZSoIsrFxUX9+/fX6NGjlZ2drbCwMKWlpWn37t2yt7fXSy+9pAcffFDlypXT+vXr5eXlJWdnZ1WqVOmuY5tMJlWuXFkfffSRqlWrprNnz2rMmDG5usP1v/gxXAAAAMDYStwnzkeNGqXhw4dr9uzZaty4sZ577jmtXLlSNWrUkHTjsb7Jkyfr3//+tx566CF16tQpV+Pa29tr4cKF+vHHH9WkSRMNHTpUo0aNkrOzc0EeDgAAAIBixi41NTX77s0A8BKm8ZGh8ZGh8ZGh8ZGh8ZFh3pW4O1EAAAAAUJAoogAAAADABhRRAAAAAGADiigAAAAAsAFFFAAAAADYgCIKAAAAAGxQbIoos9msgQMHytvbWyaTScHBwYqKiirqaQEAAACAFYeinsBN33zzjRYvXqwvv/xSNWvWVNmyZZWdXfJ+wsr0wZkCGzv1Zc8CGxsAAADADcWmiDp27Jjc3NwUGhqaq/aZmZlycnIq4FkBAAAAgLVi8ThfdHS0Ro4cqdOnT1se5YuOjrZ6nC8yMlKDBw/WG2+8IR8fH0VEREiS/vjjDw0YMEC+vr6qVq2annrqKe3bt8/Sb/HixfL09NTatWvVqFEjeXh4qEOHDvrjjz+UkJCgBg0ayMvLS7169dKVK1cs/datW6fWrVurRo0aqlmzpp5//nklJSVZtp88eVImk0kJCQl69tln5eHhodDQUG3cuLEQzhgAAACAolIsiqg333xTw4YNk6enp5KSkm5biCxdulTZ2dlas2aN3n33XWVnZysqKkrnzp3TkiVLtHnzZjVt2lT//Oc/df78eUu/jIwMzZ49W/Pnz1dCQoISExPVrVs3ffzxx/roo48UHx+vr7/+WgsWLLD0SU9PV58+fbRhwwZ9+eWXuu+++9ShQwdlZmZazWnixInq3bu3tm7dqvr166t79+5KS0srmBMFAAAAoMgVi8f5KlWqJBcXF9nb28vNze227by8vBQbG2tZ3rRpkw4ePKijR4+qXLlykqQ33nhDX331lZYsWaIBAwZIkq5fv65p06bJz89PktSuXTvNnTtXycnJqly5siTpqaee0tatW9W/f39JUps2baz2PWfOHFWvXl179uxRkyZNLOv79u2r1q1bS5LGjBmjTz/9VAcPHrRqU1iSk5MLfZ+lDefY+MjQ+MjQ+MjQ+MjQ+Mjwzm7WDbdTLIqo3KpXr57V8v79+3X58mX5+vparb969aqOHz9uWXZ2drY6Ea6urnJzc7MUUDfX/e/jesePH1dsbKx2796tlJQUmc1mmc1mnT592mpfQUFBlr89PDwkSRcvXszDUd67u4WNvElOTuYcGxwZGh8ZGh8ZGh8ZGh8Z5p2hiqgKFSpYLZvNZrm6umrNmjW3tHVxcbH87eBgfZh2dnY5rjObzZblqKgoVa1aVe+88448PDzk4OCg0NDQWx7nc3R0tBpDUon8qiAAAACAGwxVRP1d3bp19euvv8re3l41a9bMt3EvXbqkI0eOaNq0aWrWrJkkKTExUdevX8+3fQAAAAAwpmLxYYl79fjjj6tx48bq1KmT1q5dqxMnTuj777/XpEmTtH379nse12QyqXLlyvroo4907Ngxbd26VYMHD77l7hUAAACA0sfQVYGdnZ2WLl2qiRMnasCAAbp48aJcXV0VGhqqjh073vO49vb2WrhwoYYPH64mTZqoVq1amjhxorp165bnOfODuAAAAICx2aWmpvICD5ALvIRpfGRofGRofGRofGRofGSYd4Z+nA8AAAAAChtFFAAAAADYgCIKAAAAAGxAEQUAAAAANqCIAgAAAAAbUEQBAAAAgA0oogAAAADABvnyY7uRkZEKDAzU1KlT82M4i7i4OK1cuVI7duzI13GLkumDMwUyLj/iCwAAABQO7kQBAAAAgA2KbRF17dq1Ahs7MzOzwMYGAAAAULLlWxF1/fp1vf7666pRo4Zq1Kih0aNHy2w2S5KWLFmi5s2bq1q1avL19dWLL76os2fPWvpu2bJFJpNJ33zzjVq0aKEHH3xQ69evt2z/6KOPVLt2bbm7u6tTp05KSUmxbNu7d6+ee+451apVS9WrV1erVq30/fffW83NZDJp/vz56tKli6pWrarx48dLkrZt26aWLVvKzc1Nfn5+GjFihFWBFRkZqaFDh1qNFR0draioKMvytm3b9MQTT8jT01NeXl5q0aKFDh06lA9nFAAAAEBxlG9F1GeffSaz2ay1a9fqnXfe0Ycffqi5c+dKunHnZ8SIEdq6dauWLFmilJQU9ejR45Yxxo0bpzfeeEO7du1Sw4YNJUmnTp3SkiVLtHjxYn3++ec6duyYXn31VUufv/76S1FRUVqzZo3Wr1+v4OBgtW/fXpcuXbIae/LkyXryySe1fft2vfLKKzp79qzat2+vOnXqaPPmzZo1a5aWL1+umJiYXB/z9evX1alTJzVu3Fhbt27VunXrFB0drTJlytzLKQQAAABgAPnyYQlJcnNz05QpU2RnZyd/f38dPXpUc+fOVb9+/dS1a1dLu5o1a+qtt95SSEiIzpw5I0/P/34Q4fXXX1eLFi2sxr1y5YreffddVa9eXZL09ttvq3Xr1vr555/l4+Oj8PBwq/ZTpkzRypUrtXbtWqs7Rs8995y6detmWZ4wYYLc3d01ffp02dvbKyAgQGPHjtWgQYM0atQolS9f/q7H/Ndff+mPP/5Qq1at5O3tLUny9/e34azln+Tk5CLZb2nDeTY+MjQ+MjQ+MjQ+MjQ+MrwzPz+/O27PtyKqYcOGsrOzsyyHhIQoNjZWf/75p44dO6bJkyfr4MGDSk1NVXZ2tiTp9OnTVkVU/fr1bxm3atWqlgLq5n7s7e2VlJQkHx8fXbx4UbGxsdqyZYsuXryorKwsXblyRadPn7Ya5+9jJyUlWca6qUmTJsrMzNSxY8dUu3btux7z/fffr06dOqlt27YKDw9Xs2bN1KZNG6v5Fpa7BY28S05O5jwbHBkaHxkaHxkaHxkaHxnmXYF/WCI7O1tt27ZV+fLl9d5772nDhg1atmyZpFs/8FChQgWbx4+OjtbevXs1adIkff3119qyZYuqVq2ap7FvFoP29vaWgu+m69evWy3PnTtX69atU9OmTbVmzRo1atTI6n0uAAAAACVLvhVRe/bssSo4du3aJQ8PDx0/flwpKSkaPXq0wsLC5O/vr4sXL+Z63LNnz1rdVdqzZ4/MZrMCAgIkSTt37lSvXr0UERGhhx9+WBUrVtSFCxfuOm5AQIB2795t+fiFJO3YsUNOTk6WR/OqVKmi8+fPW/X74YcfbhkrODhYAwcO1KpVq/Too4/qk08+yfXxAQAAADCWfCuizp8/r+HDhys5OVkJCQmaOXOm+vbtq2rVqsnZ2Vnz58/XiRMn9PXXX2vSpEm5HrdcuXKKjo7WgQMH9P3332vw4MGKiIiQj4+PJMnHx0dLly7VTz/9pL1796p79+5ycnK667g9evTQ+fPnNWTIECUlJenrr79WTEyMevbsaXkfqlmzZlq3bp1Wr16t5ORkjRw5UmfO/PfHck+cOKFx48bpu+++06lTp7R582b9+OOPlgIPAAAAQMmTb+9EtW/fXmazWS1btpSdnZ26du2qvn37qkyZMpo3b57Gjx+vBQsWKCgoSLGxsWrbtm2uxvXy8lLbtm3VsWNHpaSkqHnz5po1a5Zl++zZszVw4EA9/vjjcnd31/Dhw60+gX47VatW1WeffaYxY8boscceU6VKldSuXTuNGTPG0qZLly768ccf1a9fP0nSK6+8osjISMuX/8qXL6+jR4/qpZdeUkpKilxdXdW+fXsNHDjwtvtNfdnzttsAAAAAFH92qamp2XdvBoCXMI2PDI2PDI2PDI2PDI2PDPOuwD8sAQAAAAAlCUUUAAAAANiAIgoAAAAAbEARBQAAAAA2oIgCAAAAABtQRAEAAACADSiiAAAAAMAGef6x3cjISAUGBmrq1Kn5MR9D8/T01JQpU9S5c+fbtjF9cCbf98sP+AIAAACFhztRAAAAAGCDElNEXbt2rainAAAAAKAUuGsRFRkZqUGDBun1119XjRo1VKNGDY0ePVpmsznH9kuWLFHz5s1VrVo1+fr66sUXX9TZs2clSdnZ2apfv75mzZpl1efnn3+WyWRSYmKiJOno0aN66qmn5ObmpoYNG+qbb76Rp6enFi9eLEk6efKkTCaTli1bpmeeeUbu7u764IMPJEkrV65U06ZN5erqqqCgIE2bNk3Z2dmWfQUHB9+y/8jISA0dOtSqzdSpUzVw4EBVr15dgYGBmjlzplWfY8eOKTIy0jLHr7766m6nEgAAAEAJkKs7UZ999pnMZrPWrl2rd955Rx9++KHmzp2bY9vMzEyNGDFCW7du1ZIlS5SSkqIePXpIkuzs7NS1a1dLMXRTfHy8goODVa9ePZnNZnXp0kUODg5au3at5s6dq8mTJysjI+OWfcXExOiVV17Rzp07FRkZqcTERL300kt6+umntX37do0dO1Zvv/22/vWvf9l6XjR37lwFBgZq06ZNGjBggMaMGaPvv/9ekixzNJvN+uabbzR79my9+eabOc4RAAAAQMmSqw9LuLm5acqUKbKzs5O/v7+OHj2quXPnql+/fre07dq1q+XvmjVr6q233lJISIjOnDkjT09Pde7cWZMmTdKuXbvUqFEjZWVl6dNPP9WgQYMkSRs3blRycrJWrFihqlWrSpImTZqkiIiIW/bVq1cvtWnTxrI8btw4hYWFaeTIkZIkX19f/fzzz5oxY4Z69+5tw2mRWrRooV69ekmSevfurffee0+bNm1SSEiIvv32W/3000/av3+/qlevLkmKi4tT69atbdpHfklOTi6S/ZZGnGvjI0PjI0PjI0PjI0PjI8M78/Pzu+P2XBVRDRs2lJ2dnWU5JCREsbGx+vPPP29pm5iYqMmTJ+vgwYNKTU21PEp3+vRpeXp6ys3NTREREYqPj1ejRo20bt06/f7773rhhRckSUeOHJGHh4elgJKkBg0ayN7+1ptm9evXt1pOSkrSk08+abWuSZMmmjx5sv7880/dd999uTlcSVJQUJDVsru7uy5evGjZT9WqVS0FlHTjHOU0x8Jwt5CRP5KTkznXBkeGxkeGxkeGxkeGxkeGeZev/6s/PT1dbdu2Vfny5fXee+9pw4YNWrZsmaQbj/nd1K1bN/3nP//R5cuXFR8fr6efflomk8nm/VWoUCHXbW8Wgfb29lbvSEnS9evXb2nv6Oh4S/+/9wMAAABQ+uSqiNqzZ49VAbFr1y55eHjccmcnOTlZKSkpGj16tMLCwuTv72+5e/O/nnjiCbm4uGjhwoX66quv1KVLF8s2f39/nTt3TufOnbOs27dv320/ZPG/AgIC9N1331mt27Fjhzw9PeXi4iJJqlKlis6fP2/ZfvXqVR05cuSuY/99P2fPntXp06ct6/bs2ZOrOQIAAAAwtlw9znf+/HkNHz5cr7zyig4dOqSZM2dafc3upmrVqsnZ2Vnz589Xz549lZSUpEmTJt3SrkyZMurcubPGjx8vDw8PhYeHW7Y1b95cfn5+io6O1oQJE3T16lWNGjVKDg4OVo8U5uTVV19VixYtFBcXp/bt22vv3r2aM2eORo8ebWnTrFkzxcfHq3Xr1qpSpYqmT5+urKys3JwGi8cff1z+/v7q06ePJk2apKtXr2rkyJFycLj76eSHcQEAAABjy9WdqPbt28tsNqtly5Z67bXX1LVrV/Xt2/eWdlWqVNG8efO0atUqhYaGavLkyYqNjc1xzC5duigzM1OdO3e2Ko7s7e0VHx+vjIwMtWzZUtHR0RoyZIjs7OxUtmzZO86zXr16WrRokb744gs1adJEMTExGjhwoOUDEZI0aNAgNWvWTJ07d9bzzz+vxo0bKzg4ODen4ZY5ms1mPfHEE+rTp4/+7//+T87OzjaNAwAAAMB47FJTU+/4ok9kZKQCAwM1derUfN3x7t27FRERocTERKsPNOTk4MGDeuyxx/Ttt9+qXr16+ToPILd4CdP4yND4yND4yND4yND4yDDvcvU4X37KyMjQb7/9ptjYWD399NM5FlBffPGFKlSooFq1aunUqVMaNWqUateurbp16xb2dAEAAADASqF/k3vZsmUKDg5WSkrKbR/1S0tL09ChQ9W4cWP16tVLAQEBWrFixV3fiQIAAACAgnbXO1GrVq3K1x127txZnTt3vmObjh07qmPHjvm6XwAAAADID0Xz67AAAAAAYFAUUQAAAABgA4ooAAAAALBBsS+iTCaTEhISinoaAAAAACCpCD5xXtqZPjiTb2OlvuyZb2MBAAAAyJ1ifycKAAAAAIqTYlFEZWdna9asWWrQoIFcXV0VGBiomJiYHNuOGzdODRs2lLu7u4KDgzVmzBhdvXrVsj0uLk5NmjTRxx9/rODgYFWtWlV9+/ZVZmamFixYoKCgIHl7e2vkyJEym82WfsHBwZo8ebKio6NVrVo1BQUFacWKFUpNTVX37t3l6empBg0aaMOGDZY5169fX7NmzbKa388//yyTyaTExMQCOFMAAAAAilqxKKLGjx+vqVOnatCgQdq5c6cWLVokT8+cH1UrX768Zs+ere+++07Tp0/XihUrNG3aNKs2p06d0urVq7VkyRL9+9//VkJCgjp27Ki9e/dqxYoVmjlzpv71r3/piy++sOo3b948PfLII9q0aZOeffZZRUdHq2fPnvrHP/6hLVu2qGnTpurVq5euXr0qOzs7de3aVYsXL7YaIz4+XsHBwapXr17+niQAAAAAxYJdampqdlFOIC0tTT4+PoqLi1P37t1v2W4ymfThhx+qTZs2OfZfuHChZs2apX379km6cSdqxowZSkpKUqVKlSRJ3bp107Zt23T48GE5OTlJkiIjIxUYGKipU6dKunEnKiQkRO+//75lXtWqVVOvXr00ZcoUSdLJkydVt25dbdy4UfXr19eFCxcUFBSkNWvWqFGjRsrKylLt2rU1aNAg9erVK8f55uc7UbsevZxvYwEAAAC4wc/P747bi/zDEklJScrIyFB4eHiu2ickJGjevHk6duyY0tPTlZWVpaysLKs21apVsxRQkuTq6ipfX19LAXVz3cWLF636BQUFWf6uWLGiypcvb7XO1dVVkiz93NzcFBERofj4eDVq1Ejr1q3T77//rhdeeCGXR583dwsX+Ss5OZlzbnBkaHxkaHxkaHxkaHxkmHfF4nG+3Nq1a5e6d++uFi1a6NNPP9XmzZs1atQoXbt2zaqdo6Oj1bKdnZ0cHBxuWfe/70Tlpp+dnZ0kWfXr1q2b/vOf/+jy5cuKj4/X008/LZPJdO8HCQAAAKBYK/I7Uf7+/nJ2dtamTZvk4+Nzx7Y7d+6Uh4eHhg0bZln3yy+/FPQU7+iJJ56Qi4uLFi5cqK+++kqfffZZkc4HAAAAQMEq8iLKxcVFffr0UUxMjJycnBQWFqZLly4pMTFRPXr0sGrr6+urc+fOaenSpQoJCdH69eu1fPnyIpr5DWXKlFHnzp01fvx4eXh45PqxRAAAAADGVORFlCSNHTtWJpPJ8oU+V1dXdejQ4ZZ2rVu31muvvaYRI0bo6tWrat68uUaOHKkhQ4YUwaz/q0uXLpoyZYo6d+5seeTvdviBXAAAAMDYivzrfCXB7t27FRERocTERFWvXr2op4MCwkuYxkeGxkeGxkeGxkeGxkeGeVcs7kQZVUZGhn777TfFxsbq6aefpoACAAAASgFDfZ2vuFm2bJmCg4OVkpKi2NjYop4OAAAAgELAnag86Ny5szp37lzU0wAAAABQiLgTBQAAAAA2oIgCAAAAABtQRAEAAACADSiiAAAAAMAGhvqwxMmTJ1W3bl1t3LhR9evXL+rp3BPTB2fybSx+uBcAAAAofNyJAgAAAAAbUEQBAAAAgA2KZRGVnZ2tWbNmqUGDBnJ1dVVgYKBiYmIs20+dOqVnn31WHh4eCg0N1caNGy3bsrKy1K9fP9WpU0fu7u5q0KCBZsyYIbPZbGkTHR2tqKgozZs3Tw8//LBq1Kihvn376vLly5Y26enp6t27tzw9PeXn56e33npLUVFRio6OtrTJzMzU2LFjFRgYKA8PDzVv3lzr168v4LMDAAAAoCgVyyJq/Pjxmjp1qgYNGqSdO3dq0aJF8vT87/s/EydOVO/evbV161bVr19f3bt3V1pamiTJbDbLw8NDixYt0nfffafRo0dr+vTpio+Pt9rHjh07dPjwYX3++ef64IMP9OWXX+rdd9+1bH/jjTe0bds2xcfHa+XKlfrhhx+0Y8cOqzFeffVVbdu2TfPnz9eOHTvUsWNHdejQQQcPHizAswMAAACgKNmlpqZmF/Uk/ldaWpp8fHwUFxen7t27W227+WGJt99+Wy+//LIk6ezZswoMDNSaNWvUpEmTHMccN26c9u3bp4SEBEk37kRt3rxZBw4cUJkyZSRJr732mk6ePKmEhASlpaXJ29tb7777rtq2bSvpxp2pwMBAPfXUU5o3b56OHz+uBg0a6MCBA6pevbplX506dZKHh4emT5+e41zy88MSux69fPdGAAAAAGzi5+d3x+3F7ut8SUlJysjIUHh4+G3bBAUFWf728PCQJF28eNGybuHChfroo4/0yy+/6OrVq7p27ZpVoSNJAQEBlgJKktzd3bV7925J0vHjx3Xt2jU98sgjlu0VKlRQYGCgZXn//v3Kzs5W48aNrcbNyMhQs2bNbDnke3a3cJG/kpOTOecGR4bGR4bGR4bGR4bGR4Z5V+yKqNxwdHS0/G1nZyfpxntUkrRixQqNGDFCEyZMUEhIiO677z7Nnz9fX3755W3HuDnOzTFyw2w2y87OThs2bLhlrLJly9p0PAAAAACMo9gVUf7+/nJ2dtamTZvk4+Njc/8dO3bokUceUa9evSzrjh8/btMY3t7ecnR01N69e1WzZk1J0uXLl3Xo0CHLcp06dZSdna0LFy4U2p0nAAAAAEWv2BVRLi4u6tOnj2JiYuTk5KSwsDBdunRJiYmJeuKJJ+7a39fXV5988onWrl2rWrVqafny5dq+fbsqVaqU6zlUrFhRXbp00dixY1W5cmW5ublp2rRpys7Ottz58vX11QsvvKC+ffsqNjZWdevW1e+//66tW7eqRo0a+uc//3nP5wAAAABA8VXsiihJGjt2rEwmk+ULfa6ururQoUOu+r788ss6ePCgXnnlFWVnZ+uf//ynXn311Vu+znc3Eya6/P/JAAAddElEQVRMUHp6ujp27KgKFSqob9+++vXXX60e1ZszZ46mTZumMWPG6OzZs7r//vvVoEEDPfbYY7cdN/Vlz9tuAwAAAFD8Fbuv8xVXGRkZCg4OVv/+/dW/f/+ing6KAC9hGh8ZGh8ZGh8ZGh8ZGh8Z5l2xvBNVHOzfv19HjhzRI488or/++kszZsxQWlqann/++aKeGgAAAIAiRBF1B3PmzNHRo0dVpkwZBQcHa/Xq1VY/+gsAAACg9KGIuo26devq22+/LeppAAAAAChm7It6AgAAAABgJBRRAAAAAGADiigAAAAAsAFFFAAAAADYoMR+WCIqKkoPPPCA5s2bV9RTsWL64Eye+vNjvQAAAEDR4k4UAAAAANiAIgoAAAAAbFAiiqjLly8rOjpanp6e8vPz0/Tp0622L1myRM2bN1e1atXk6+urF198UWfPnrVs37Jli0wmk9auXavw8HC5u7urdevWOnPmjLZu3aqwsDB5enoqKipKly5dsvSLjo5WVFSUpk6dKj8/P3l6eqpv3766cuVKoR07AAAAgMJVIoqo0aNH69tvv9VHH32khIQEHThwQNu3b7dsz8zM1IgRI7R161YtWbJEKSkp6tGjxy3jxMXFKS4uTuvWrVNqaqq6d++uKVOmaMaMGfryyy91+PBhxcXFWfXZtm2bfvjhByUkJOijjz7Sxo0bNXbs2AI/ZgAAAABFwy41NTW7qCeRF2lpaapVq5Zmz56tF154wbIuMDBQkZGROX5Y4siRIwoJCdGPP/4oT09PbdmyRc8884yWL1+uli1bSpL+9a9/adiwYfr2229Vr149STeKrJUrV2rHjh2SbtyJWrVqlQ4dOqSKFStKunHXq3///jp+/LgqVKhwy77z+mGJXY9ezlN/AAAAAHfm5+d3x+2G/zrf8ePHlZmZqZCQEMu6ihUrKigoyLKcmJioyZMn6+DBg0pNTVV29o268fTp0/L0/O/X7v63j6ura47rLl68aLX/oKAgSwElSSEhIcrMzNTx48dVu3btfDrK/7pboCg4ycnJnH+DI0PjI0PjI0PjI0PjI8O8KxGP891Jenq62rZtq/Lly+u9997Thg0btGzZMkk3HvP7X46Ojpa/7ezsclxnNpsLYdYAAAAAiivDF1He3t5ydHTUrl27LOvS09N16NAhSTcq7ZSUFI0ePVphYWHy9/e/5W5SXhw6dEjp6emW5V27dsnJyUne3t75tg8AAAAAxYfhH+erWLGiunbtqnHjxqlKlSpyd3fXlClTLHeMqlWrJmdnZ82fP189e/ZUUlKSJk2alG/7z8rKUr9+/TRs2DCdP39eMTExevHFF3N8H0rix3IBAAAAozN8ESVJEyZMUHp6urp06aJy5cqpV69eunz5xgcYqlSponnz5mn8+PFasGCBgoKCFBsbq7Zt2+bLvsPCwvTQQw/pmWee0ZUrV/TMM88oJiYmX8YGAAAAUPwY/ut8RSk6OlqXLl3SkiVLinoqKAS8hGl8ZGh8ZGh8ZGh8ZGh8ZJh3hn8nCgAAAAAKE0UUAAAAANigRLwTVVRy+iFfAAAAACUbd6IAAAAAwAYUUQAAAABgA4ooAAAAALBBqSyiFi9eLE/PvP/obWRkpIYOHWpZvnz5srp16yYvLy+ZTCadPHkyz/sAAAAAULzwYYl8FB8fr+3bt2vNmjWqUqWKqlSpcksb0wdn8rSP1JfzXvwBAAAAuHcUUfno2LFj8vf3V1BQUFFPBQAAAEABKdGP823btk1PPPGEPD095eXlpRYtWujQoUOW7Zs2bVKTJk1UtWpVPf300zpx4oRV/zVr1ig8PFxubm6qU6eOJkyYoMzMzBz3FRkZqXfffVfbt2+XyWRSZGRkQR4aAAAAgCJSYouo69evq1OnTmrcuLG2bt2qdevWKTo6WmXKlJEkZWRk6K233tLs2bP1zTff6I8//tDgwYMt/devX69evXqpZ8+e2rlzp2bPnq2EhASNHz8+x/3Fx8erc+fOCgkJUVJSkuLj4wvlOAEAAAAUrhL7ON9ff/2lP/74Q61atZK3t7ckyd/fX5K0e/duXb9+XdOmTZOfn58kqX///urXr5+ys7NlZ2enadOmqX///urSpYskydvbW+PGjVPv3r01YcIE2dnZWe3v/vvvV/ny5eXo6Cg3N7cCO67k5OQCGxt3x/k3PjI0PjI0PjI0PjI0PjK8s5s1wu2U2CLq/vvvV6dOndS2bVuFh4erWbNmatOmjapXry5JcnZ2tjo57u7uyszMVGpqqu6//37t379fe/fu1YwZMyxtzGazrly5ogsXLsjd3b3Qj0m6e6AoOMnJyZx/gyND4yND4yND4yND4yPDvCuxRZQkzZ07V9HR0Vq/fr3WrFmjiRMnavHixZIkBwfrQ795Z8lsNlv+/fXXX9ezzz57y7g5fXUPAAAAQOlQoosoSQoODlZwcLAGDhyodu3a6ZNPPlHz5s3v2q9u3bo6cuSIatWqVQizBAAAAGAUJbaIOnHihBYtWqTWrVvLw8NDJ06c0I8//qju3bvnqv+wYcMUFRWl6tWr67nnnpODg4MOHz6sPXv23PbjEgAAAABKvhJbRJUvX15Hjx7VSy+9pJSUFLm6uqp9+/YaOHCgli5detf+LVu21NKlSzV16lTNnj1bDg4O8vHxUadOnfI0L34sFwAAADA2u9TU1OyingRgBLyEaXxkaHxkaHxkaHxkaHxkmHcl9neiAAAAAKAgUEQBAAAAgA0oogAAAADABhRRAAAAAGADiigAAAAAsAFFFAAAAADYgCIKAAAAAGxQYn9st7gyfXAm1235YV4AAACg+OFOVC6cPHlSJpNJ+/btK+qpAAAAAChiFFEAAAAAYINSU0RlZ2dr1qxZatCggVxdXRUYGKiYmJjb3mUymUxKSEiQJNWtW1eS1Lx5c5lMJkVGRlraxcfHKzQ0VG5ubnrkkUc0Z84cmc3mwjswAAAAAIWq1LwTNX78eL3//vuKjY1VWFiYfvvtNx04cCBXfTds2KAWLVpo+fLlql27tpycnCRJH374oSZNmqQpU6aobt26Onz4sAYMGCBHR0f16tWrIA8HAAAAQBEpFUVUWlqa5s6dq7i4OHXt2lWSVKtWLYWEhOjkyZN37V+5cmVJ0gMPPCA3NzfL+qlTpyomJkZt2rSRJNWsWVPHjx/X+++/ny9FVHJycp7HQP4iE+MjQ+MjQ+MjQ+MjQ+Mjwzvz8/O74/ZSUUQlJSUpIyND4eHh+Tbmb7/9ptOnT2vQoEEaMmSIZf3169eVnZ2dL/u4W3goXMnJyWRicGRofGRofGRofGRofGSYd6WiiLoTe/sbr4X9b+Fz7dq1u/a7+d7TW2+9pdDQ0IKZHAAAAIBip1QUUf7+/nJ2dtamTZvk4+Njta1KlSqSpPPnz1vWHTx40KrNzXegsrKyLOtcXV3l4eGh48ePq2PHjgU1dQAAAADFTKkoolxcXNSnTx/FxMTIyclJYWFhunTpkhITE9WjRw81atRIM2bMkLe3t/7880/FxMRY9X/wwQdVrlw5rV+/Xl5eXnJ2dlalSpU0YsQIDRs2TJUqVdKTTz6pa9euaf/+/Tp37pwGDx5cREcLAAAAoCCViiJKksaOHSuTyaSpU6dq0KBBcnV1VYcOHSRJs2fP1muvvaYWLVrI29tb06ZN01NPPWXp6+DgoMmTJ2vKlCmaPHmymjRpolWrVqlbt24qX768Zs6cqfHjx6ts2bJ6+OGH1bNnz9vOI/VlzwI/VgAAAAAFxy41NTV/voIAlHC8hGl8ZGh8ZGh8ZGh8ZGh8ZJh3pebHdgEAAAAgP1BEAQAAAIANKKIAAAAAwAYUUQAAAABgA4ooAAAAALABRRQAAAAA2IAiCgAAAABsUGp+bDe/nTx5UnXr1tXGjRtVv379XPczfXAm1235YV4AAACg+CkRd6IiIyM1dOjQop4GAAAAgFKgRBRRAAAAAFBYDF9ERUdHa9u2bZo/f75MJpNMJpNOnjypbdu2qWXLlnJzc5Ofn59GjBihzMxMS7+c7l5FR0crKirKspydna1Zs2apQYMGcnV1VWBgoGJiYqz6nDp1Ss8++6w8PDwUGhqqjRs3FuwBAwAAAChShi+i3nzzTYWEhKhz585KSkpSUlKSHB0d1b59e9WpU0ebN2/WrFmztHz58lsKoLsZP368pk6dqkGDBmnnzp1atGiRPD2t31OaOHGievfura1bt6p+/frq3r270tLS8vMQAQAAABQjhv+wRKVKleTo6Kjy5cvLzc1NkjRhwgS5u7tr+vTpsre3V0BAgMaOHatBgwZp1KhRKl++/F3HTUtL09y5cxUXF6euXbtKkmrVqqWQkBCrdn379lXr1q0lSWPGjNGnn36qgwcPqkmTJnk+tuTk5DyPgfxFJsZHhsZHhsZHhsZHhsZHhnfm5+d3x+2GL6JykpSUpIYNG8re/r832po0aaLMzEwdO3ZMtWvXztUYGRkZCg8Pv2O7oKAgy98eHh6SpIsXL97jzK3dLTwUruTkZDIxODI0PjI0PjI0PjI0PjLMO8M/zmcrOzs7SZK9vb2ys7Ottl2/ft3m8RwdHW8Z++/jAgAAACg5SkQR5eTkpKysLMtyQECAdu/eLbPZbFm3Y8cOOTk5ydvbW5JUpUoVnT9/3mqcH374wfK3v7+/nJ2dtWnTpgKePQAAAAAjKRGP83l5eWnPnj06efKkKlasqB49emjevHkaMmSI+vTpoxMnTigmJkY9e/a0vA/VrFkzjRgxQqtXr5afn58++OADnTlzRl5eXpIkFxcX9enTRzExMXJyclJYWJguXbqkxMRE9ejR457nyg/oAgAAAMZWIu5E9e/fX05OTmrcuLF8fHx07do1ffbZZzpw4IAee+wx9evXT23bttWYMWMsfbp06aIuXbqoX79+ioiIUMWKFRUZGWk17tixYzVw4EBNnTpVISEh6tatm86ePVvYhwcAAACgGLFLTU3lBR4gF3gJ0/jI0PjI0PjI0PjI0PjIMO9KxJ0oAAAAACgsFFEAAAAAYAOKKAAAAACwAUUUAAAAANiAIgoAAAAAbEARBQAAAAA2KLVFVHBwsGbNmmVTH5PJpISEhNtuT0lJkclk0pYtW/I6PQAAAADFlENRT6CobNy4UeXLl7epT1JSkkwmU572a/rgzF3bpL7smad9AAAAACg4pbKIyszMVJUqVWzu5+bmVgCzAQAAAGAkpeJxvsjISA0ePFhvvPGGfHx8FBERccvjfEePHtVTTz0lNzc3NWzYUN988408PT21ePFiS5u/P863d+9ehYeHy83NTY899ph2795dqMcFAAAAoPCVmjtRS5cu1Ysvvqg1a9YoOztb7dq1s2wzm83q0qWLXF1dtXbtWl29elUjRoxQRkbGbcdLS0vTCy+8oLCwMM2bN0/nzp3TiBEjCuNQAAAAABShUlNEeXl5KTY2NsdtGzduVHJyslasWKGqVatKkiZNmqSIiIjbjrds2TJlZmZqzpw5qlixogIDAzVkyBD17t07z3NNTk7O8xgoGGRjfGRofGRofGRofGRofGR4Z35+fnfcXmqKqHr16t1225EjR+Th4WEpoCSpQYMGsre//dOOSUlJCgoKUsWKFS3rQkJC8mWudwsNRSM5OZlsDI4MjY8MjY8MjY8MjY8M865UvBMlSRUqVCjqKQAAAAAoAUpNEXUn/v7+OnfunM6dO2dZt2/fPpnN5tv2CQgI0KFDh5Senm5Zt2vXrgKdJwAAAICiRxElqXnz5vLz81N0dLQOHjyoXbt2adSoUXJwcJCdnV2Ofdq1aycHBwf169dPhw8f1saNGzV9+vRCnjkAAACAwlZq3om6E3t7e8XHx6t///5q2bKlvLy8NHHiRHXt2lVly5bNsU/FihW1ZMkSDR48WOHh4fLz89O4cePUsWPHO+6LH9IFAAAAjK1UFFGrVq26Zd3Bgwetln19fbVmzRqr7deuXVOtWrUs61JTU636NGzYUJs3b7Za9/c2AAAAAEqWUlFE5cYXX3yhChUqqFatWjp16pRGjRql2rVrq27dukU9NQAAAADFCEXU/5eWlqZx48bpzJkzMplMevTRRzVp0qTbvhMFAAAAoHSiiPr/OnbseNf3mQAAAACAr/MBAAAAgA0oogAAAADABhRRAAAAAGADiigAAAAAsEGp/LCEyWTShx9+qDZt2uSq/ZYtW/TMM8/o559/VuXKlfO27w/O3HE7P8YLAAAAFG+l8k5UUlKSWrVqla9jLl68WJ6eFEAAAABASVcq70S5ubkV9RQAAAAAGFSJvBOVnZ2tGTNmqF69enJ3d1fTpk21ZMkSy3aTyaSEhATL8u7du9WsWTO5ubnpscce0zfffCOTyaQtW7ZYjfvDDz+oZcuW8vDw0OOPP67ExERJNx73e/XVV5Weni6TySSTyaS4uLjCOVgAAAAAhapE3omaOHGiEhISNG3aNPn6+mrXrl0aMGCATCaTIiIirNqmpaUpKipKzZs313vvvafz589rxIgROY4bExOjcePGyd3dXcOHD1evXr303XffKTQ0VHFxcZowYYL27dsnSapQoUKBHycAAACAwlfiiqj09HTNmTNHK1asUNOmTSVJNWvW1J49e7RgwYJbiqjPPvtMWVlZmjVrlsqVK6eHH35YQ4YMUc+ePW8Ze9SoUWrWrJkkadiwYWrVqpXOnj0rT09P3XfffbKzs8vzo4LJycl56o+CRT7GR4bGR4bGR4bGR4bGR4Z35ufnd8ftJa6ISkpK0tWrV9WuXTvZ2dlZ1l+7dk1eXl63tD9y5IgefvhhlStXzrKuYcOGOY4dFBRk+dvd3V2SdPHixXz9oMTdAkPRSU5OJh+DI0PjI0PjI0PjI0PjI8O8K3FFlNlsliR98sknql69utU2B4e8Ha6jo6Pl75sFWnZ2dp7GBAAAAGAsJa6ICggIkLOzs3755ReFh4fftb2/v78++eQTXblyxXI3as+ePTbv18nJSVlZWTb3AwAAAGAsJe7rfC4uLurfv79Gjx6tf//73zp27JgOHDighQsXatGiRbe0b9euncqUKaMBAwbop59+0rfffqu33npLkqweB7wbLy8vXb16VRs3blRKSoouX76cX4cEAAAAoBgpcXeipBsfgHjwwQc1e/ZsDRkyRC4uLgoODtaAAQNuaevi4qJPP/1UgwcPVrNmzRQQEKDXX39dL774osqWLZvrfYaGhqp79+7q0aOHLl26pNdffz3Hr/ylvswP8gIAAABGZpeamspLPX+zatUqdenSRUePHlXlypWLejooJngJ0/jI0PjI0PjI0PjI0PjIMO9K5J0oW3388ceqWbOmPD09dfjwYY0YMUKtWrWigAIAAABwC+5ESZoxY4YWLFigCxcuyNXVVRERERo3bpxcXFyKemoAAAAAihmKKAAAAACwQYn7Oh8AAAAAFCSKKAAAAACwAUUUAAAAANiAIgoAAAAAbEARdY8WLFigOnXqyM3NTeHh4dq+ffsd22/dulXh4eFyc3NT3bp1tXDhwjyPibzJ7wzj4uJkMpms/uXv71+Qh1Dq2ZLh+fPn9corr6hRo0Z64IEHFB0dnWO7hIQEhYaGytXVVaGhofriiy8KavqlXn7nt3jx4luuQZPJpKtXrxbkYZRqtmS4cuVKPffcc/Lx8VG1atXUsmVLrV69+pZ2XIOFK78z5DosfLZkuHXrVj355JPy9vaWu7u7GjVqpFmzZt3Sjuvw7iii7sGKFSs0fPhwDRkyRJs3b1ZISIjat2+vX375Jcf2J06c0AsvvKCQkBBt3rxZgwcP1rBhw5SQkHDPYyJvCiJDSfLz81NSUpLlXxTCBcfWDDMyMvTAAw9o4MCBatiwYY5tvv/+e3Xv3l3t27fXli1b1L59e7300kvavXt3QR5KqVQQ+UlS+fLlra7BpKQklS1btqAOo1SzNcNt27apWbNmWrp0qTZv3qx//OMf6tKli9U/J7kGC1dBZChxHRYmWzOsWLGievfurdWrV2vnzp36v//7P8XFxWnBggWWNlyHucMnzu9By5YtFRQUpJkzZ1rWNWjQQG3atNHYsWNvaT927Fh98cUX2rt3r2Vd//799dNPP2nt2rX3NCbypiAyjIuL08qVK7Vjx46CPwDk6ZqJiorSAw88oHnz5lmtf/nll/X777/r888/t6xr06aNqlSpovfffz9/D6CUK4j8Fi9erGHDhunMmTMFMmdYy4//3mrRooWaNGmi2NhYSVyDha0gMuQ6LFz5kWGXLl3k7Oxsuca4DnOHO1E2yszMVGJiolq0aGG1vkWLFvruu+9y7PP999/f0r5ly5bat2+frl27dk9j4t4VRIY3nThxQg899JDq1Kmj7t2768SJE/k+f9xbhrmxa9euHHPmOsxfBfnPvCtXrqh27doKDAxUVFSU9u/fn6fxkLP8yjAtLU0mk8myzDVYeAoqQ4nrsLDkR4b79+/X999/r7CwMMs6rsPcoYiyUUpKirKysvTggw9arX/wwQf166+/5tjn119/zbH99evXlZKSck9j4t4VRIaS1LBhQ82dO1fLli3TzJkzdeHCBT355JO6dOlSwRxIKVZQ18yFCxe4DgtBQeXn5+en2bNn6+OPP9aCBQvk7OysVq1a6eeff87rlPE3+ZHh/PnzdfbsWUVFRVnWcQ0WnoLKkOuw8OQlw8DAQLm6uqp58+bq0aOHunfvbtnGdZg7DkU9AaCk+Mc//mG13LBhQ9WrV08ff/yx+vXrV0SzAkqPkJAQhYSEWJZDQ0P12GOP6b333tOUKVOKcGb4u4SEBI0ZM0YLFy6Ul5dXUU8H9+B2GXIdGsPq1auVnp6u3bt3a+zYsapRo4Y6dOhQ1NMyFIooG1WuXFllypTRxYsXrdZfvHhRrq6uOfZxdXXNsb2Dg4MqV66s7Oxsm8fEvSuIDHNSsWJFPfTQQzp27Fj+TBwW95Jhbri5uXEdFoKCyu/vypQpo3r16nENFoC8ZJiQkKA+ffro3XffVevWra22cQ0WnoLK8O+4DgtOXjKsWbOmJCkoKEi//vqr3nzzTUsRxXWYOzzOZyMnJyfVq1dPGzdutFq/ceNGhYaG5tgnJCQkx/b169eXo6PjPY2Je1cQGebk6tWrSk5OlpubW/5MHBYFdc00atSI67AQFNY/87Kzs/Xjjz9yDRaAe83wP//5j3r37q25c+eqTZs2t2znGiw8BZXh33EdFpz8+mep2WxWZmamZZnrMHfKDB8+fFxRT8JoXFxcFBcXJ3d3d5UtW1ZTp07V9u3bNXv2bFWqVEm9e/fWl19+qWeeeUaS5O3trRkzZujixYuqXr26Vq9erenTp2vixIl66KGHcjUm8ldBZPjGG2/IyclJZrNZR48e1dChQ3Xs2DG9/fbbZFgAbM1Qkg4cOKALFy5o1apVys7Olr+/v37//XdVqVJFkuTh4aFJkybJyclJlStX1ocffqjFixdrxowZqlq1alEdaolUEPm9+eabysjIkL29vU6dOqUJEyZo48aNeuutt8ivANia4fLly9WrVy/FxMToySefVHp6utLT03Xt2jWVK1dOEtdgYSuIDLkOC5etGb733nv67bffZGdnp99//11ffvml3nzzTXXt2lWPP/64JK7D3OJxvnvw/PPP69KlS5o6daouXLighx9+WEuXLrU8E3z69Gmr9jVr1tTSpUs1cuRILVy4UO7u7po8ebLV/4NztzGRvwoiw7Nnz+qVV15RSkqKqlSpooYNG2rt2rVkWEBszVCSmjVrZrX81VdfqXr16jp48KCkG8/uL1y4UBMnTtSkSZPk7e2thQsX3vF3iXBvCiK/P/74QwMGDNCvv/6q++67T3Xq1NHq1av1yCOPFPwBlUK2Zrhw4UJdv35dI0aM0IgRIyzrw8LCtGrVKklcg4WtIDLkOixctmaYlZWlcePG6dSpU3JwcFDNmjU1duxYqw9LcB3mDr8TBQAAAAA24J0oAAAAALABRRQAAAAA2IAiCgAAAABsQBEFAAAAADagiAIAAAAAG1BEAQAAAIANKKIAAAAAwAYUUQAAAABgA4ooAAAAALDB/wMoETxzq0npAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rlearner.plot_importance(X=X, \n",
    "                         tau=rlearner_tau, \n",
    "                         method='permutation', \n",
    "                         features=feature_names, \n",
    "                         random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance (`sklearn.inspection.permutation_importance`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:15.899581Z",
     "start_time": "2020-07-28T23:54:14.586935Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.259948968887329 seconds\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, rlearner_tau, test_size=0.3, random_state=42)\n",
    "model_tau_fit = model_tau.fit(X_train, y_train)\n",
    "\n",
    "perm_imp_test = permutation_importance(\n",
    "    estimator=model_tau_fit, \n",
    "    X=X_test, \n",
    "    y=y_test, \n",
    "    random_state=42).importances_mean\n",
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n",
    "\n",
    "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:15.966051Z",
     "start_time": "2020-07-28T23:54:15.901894Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stars         0.317007\n",
       "tiger         0.259112\n",
       "rain          0.043181\n",
       "merciful      0.029149\n",
       "quixotic      0.024564\n",
       "sweltering    0.022064\n",
       "future        0.017083\n",
       "offer         0.016832\n",
       "dependent     0.016667\n",
       "wrap          0.015181\n",
       "lip           0.014977\n",
       "adhesive      0.013323\n",
       "nonchalant    0.013155\n",
       "lethal        0.011167\n",
       "fireman       0.010991\n",
       "barbarous     0.010426\n",
       "playground    0.010022\n",
       "clammy        0.009221\n",
       "change        0.009154\n",
       "damp          0.008008\n",
       "shelf         0.007940\n",
       "cute          0.005631\n",
       "touch         0.005509\n",
       "rigid         0.004789\n",
       "eight         0.004115\n",
       "dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:16.406806Z",
     "start_time": "2020-07-28T23:54:15.968678Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Test Set Permutation Importances')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n",
    "plt.title('Test Set Permutation Importances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shapley Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:18.680969Z",
     "start_time": "2020-07-28T23:54:16.409677Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'treatment_A': array([[ 0.03023169, -0.12050095,  0.00054553, ..., -0.01171146,\n",
       "         -0.01144764,  0.00517501],\n",
       "        [-0.09549191,  0.15077295, -0.00517459, ..., -0.00820947,\n",
       "          0.01215939,  0.00585136],\n",
       "        [-0.09012906,  0.14228088, -0.00819578, ..., -0.03594954,\n",
       "          0.01436807, -0.01736302],\n",
       "        ...,\n",
       "        [-0.12475088,  0.19588879, -0.00240182, ...,  0.00711909,\n",
       "          0.02774982,  0.00973711],\n",
       "        [ 0.05356909, -0.07152747,  0.00651961, ...,  0.00789984,\n",
       "          0.01908949, -0.00387345],\n",
       "        [-0.06715088,  0.08753955,  0.00163448, ...,  0.00246522,\n",
       "          0.02189301,  0.01139043]])}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_rlearner = rlearner.get_shap_values(X=X, tau=rlearner_tau)\n",
    "shap_rlearner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:22.964618Z",
     "start_time": "2020-07-28T23:54:18.683266Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# without providing shap_dict\n",
    "rlearner.plot_shap_values(X=X, tau=rlearner_tau, features=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:25.038469Z",
     "start_time": "2020-07-28T23:54:22.966607Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# with providing shap_dict\n",
    "rlearner.plot_shap_values(shap_dict=shap_rlearner)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Uplift Tree/Forest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that uplift trees/forests are only implemented for classification at the moment, hence the following section uses a different synthetic data generation process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UpliftTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:25.114093Z",
     "start_time": "2020-07-28T23:54:25.040574Z"
    }
   },
   "outputs": [],
   "source": [
    "from causalml.dataset import make_uplift_classification\n",
    "\n",
    "df, x_names = make_uplift_classification()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:26.043961Z",
     "start_time": "2020-07-28T23:54:25.117092Z"
    }
   },
   "outputs": [],
   "source": [
    "uplift_tree = UpliftTreeClassifier(control_name='control')\n",
    "\n",
    "uplift_tree.fit(X=df[x_names].values,\n",
    "                treatment=df['treatment_group_key'].values,\n",
    "                y=df['conversion'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:26.417605Z",
     "start_time": "2020-07-28T23:54:26.045930Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff8f0e13e48>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(uplift_tree.feature_importances_, index=x_names).sort_values().plot(kind='barh', figsize=(12,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UpliftRandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:54:57.118744Z",
     "start_time": "2020-07-28T23:54:52.183401Z"
    }
   },
   "outputs": [],
   "source": [
    "uplift_rf = UpliftRandomForestClassifier(control_name='control')\n",
    "\n",
    "uplift_rf.fit(X=df[x_names].values,\n",
    "              treatment=df['treatment_group_key'].values,\n",
    "              y=df['conversion'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-28T23:55:03.898493Z",
     "start_time": "2020-07-28T23:55:03.489040Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff90d027358>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(uplift_rf.feature_importances_, index=x_names).sort_values().plot(kind='barh', figsize=(12,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "causalml",
   "language": "python",
   "name": "causalml"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "181.391px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}