{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 银行违约预测\n",
    "### 任务：预测是否违约"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xgboost as xgb\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from featexp import univariate_plotter  # pip install featexp\n",
    "from featexp import get_univariate_plots\n",
    "from featexp import get_trend_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>...</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>1</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100004</td>\n",
       "      <td>0</td>\n",
       "      <td>Revolving loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>67500.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>6750.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100006</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>312682.5</td>\n",
       "      <td>29686.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100007</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>121500.0</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>21865.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  TARGET NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR  \\\n",
       "0      100002       1         Cash loans           M            N   \n",
       "1      100003       0         Cash loans           F            N   \n",
       "2      100004       0    Revolving loans           M            Y   \n",
       "3      100006       0         Cash loans           F            N   \n",
       "4      100007       0         Cash loans           M            N   \n",
       "\n",
       "  FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  AMT_ANNUITY  \\\n",
       "0               Y             0          202500.0    406597.5      24700.5   \n",
       "1               N             0          270000.0   1293502.5      35698.5   \n",
       "2               Y             0           67500.0    135000.0       6750.0   \n",
       "3               Y             0          135000.0    312682.5      29686.5   \n",
       "4               Y             0          121500.0    513000.0      21865.5   \n",
       "\n",
       "   ...  FLAG_DOCUMENT_18 FLAG_DOCUMENT_19 FLAG_DOCUMENT_20 FLAG_DOCUMENT_21  \\\n",
       "0  ...                 0                0                0                0   \n",
       "1  ...                 0                0                0                0   \n",
       "2  ...                 0                0                0                0   \n",
       "3  ...                 0                0                0                0   \n",
       "4  ...                 0                0                0                0   \n",
       "\n",
       "  AMT_REQ_CREDIT_BUREAU_HOUR AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                        0.0                       0.0   \n",
       "1                        0.0                       0.0   \n",
       "2                        0.0                       0.0   \n",
       "3                        NaN                       NaN   \n",
       "4                        0.0                       0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "2                         0.0                        0.0   \n",
       "3                         NaN                        NaN   \n",
       "4                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  \n",
       "0                        0.0                         1.0  \n",
       "1                        0.0                         0.0  \n",
       "2                        0.0                         0.0  \n",
       "3                        NaN                         NaN  \n",
       "4                        0.0                         0.0  \n",
       "\n",
       "[5 rows x 122 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://www.kaggle.com/c/home-credit-default-risk/data 数据集地址\n",
    "application_raw = pd.read_csv('data/application_train.csv')  # 银行贷款数据，预测违约可能性0/1\n",
    "application_raw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据预处理\n",
    "def get_nonull_dummy_data(application_train_raw, dummy_drop=['ORGANIZATION_TYPE']):\n",
    "    # 缺失值填充\n",
    "    nulls = pd.isnull(application_train_raw).sum()\n",
    "    less_nulls = nulls[(nulls<3075)&(nulls!=0)].index\n",
    "    less_nulls_float = []\n",
    "    for i in range(len(less_nulls)):\n",
    "        if application_train_raw[less_nulls[i]].dtype != 'O':\n",
    "            less_nulls_float.append(less_nulls[i])\n",
    "            \n",
    "    application_train_raw[less_nulls_float] = application_train_raw[less_nulls_float].fillna(application_train_raw[less_nulls_float].mean())\n",
    "    \n",
    "    # 缺失值填充\n",
    "    more_nulls = nulls[(nulls >= 3075)].index\n",
    "    more_nulls_float = []\n",
    "    for i in range(len(more_nulls)):\n",
    "        if application_train_raw[more_nulls[i]].dtype != 'O':\n",
    "            more_nulls_float.append(more_nulls[i])\n",
    "            \n",
    "    application_train_raw[more_nulls_float] = application_train_raw[more_nulls_float].fillna(application_train_raw[more_nulls_float].mean())\n",
    "    \n",
    "    # 特征编码\n",
    "    application_train_raw.drop(columns=dummy_drop, axis=1, inplace=True)\n",
    "    \n",
    "    all_cols = application_train_raw.columns\n",
    "    cat_cols = []\n",
    "    for col in all_cols:\n",
    "        if application_train_raw[col].dtype == 'O':\n",
    "            cat_cols.append(col)\n",
    "            \n",
    "    application_train_raw = pd.get_dummies(application_train_raw,columns=cat_cols, dummy_na=True)\n",
    "    \n",
    "    return application_train_raw\n",
    "\n",
    "\n",
    "def import_and_create_train_test_data(test_size=0.33, random_state=42):\n",
    "    # 训练和验证集制作\n",
    "    application_raw = pd.read_csv('data/application_train.csv') \n",
    "    application = get_nonull_dummy_data(application_raw, dummy_drop=['ORGANIZATION_TYPE'])\n",
    "    \n",
    "    X = application.drop(['TARGET'],axis=1)\n",
    "    y = application['TARGET']\n",
    "    X_train, X_test,y_train,y_test = train_test_split(X, y, test_size=test_size,random_state=random_state)\n",
    "    \n",
    "    train_users = X_train[['SK_ID_CURR']]\n",
    "    train_users['TARGET'] = y_train\n",
    "    test_users = X_test[['SK_ID_CURR']]\n",
    "    test_users['TARGET'] = y_test\n",
    "    train_users.reset_index(drop=True, inplace=True)\n",
    "    test_users.reset_index(drop=True, inplace=True)\n",
    "    \n",
    "    return(X_train, X_test,y_train,y_test,train_users,test_users)\n",
    "\n",
    "\n",
    "def import_and_create_TEST_data():\n",
    "    # 线上测试集\n",
    "    application_raw = pd.read_csv('data/application_test.csv') \n",
    "    application = get_nonull_dummy_data(application_raw, dummy_drop=['ORGANIZATION_TYPE'])\n",
    "  \n",
    "    X = application\n",
    "    users = X[['SK_ID_CURR']]\n",
    "    users.reset_index(drop=True, inplace=True)\n",
    "    \n",
    "    return(X, users)\n",
    "\n",
    "\n",
    "def get_imp_df(xgb_model):\n",
    "# 获取特征重要性\n",
    "    imp = pd.DataFrame(np.asarray(list(xgb_model.get_fscore().keys())))\n",
    "    imp.columns = ['Feature']\n",
    "    imp['importance'] = np.asarray(list(xgb_model.get_fscore().keys()))\n",
    "    imp = imp.sort_values(by=['importance'], ascending=False)\n",
    "    imp = imp.reset_index(drop=True)\n",
    "    \n",
    "    return (imp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 训练集和验证集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:46: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:48: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train,y_test,train_users,test_users = import_and_create_train_test_data()\n",
    "X_TEST,TEST_users = import_and_create_TEST_data()\n",
    "\n",
    "drop=['CODE_GENDER_XNA','NAME_INCOME_TYPE_Maternity leave',\n",
    "      'NAME_FAMILY_STATUS_Unknown','SK_ID_CURR']\n",
    "X_train = X_train.drop(drop, axis=1)\n",
    "X_test = X_test.drop(drop, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train = X_train.reset_index(drop=True)\n",
    "data_train['target'] = y_train.reset_index(drop=True)\n",
    "data_test = X_test.reset_index(drop=True)\n",
    "data_test['target'] = y_test.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Plots for CNT_CHILDREN                                        \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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T0zJgn3/hnKPm4kwp/jV5Bbez0RnnC/M+nHPOEJzvZAFufFE4U/Za47Q7mWEizmj6QaAJznT7tCqCM8J2CKddPwC85qPuBbfHF9gmPEvSe2gviKpO5Wwa9Cici5MvAj+kc9M/k7Q9et4tLycix3A610uBekAbb/+WPGJcjfNvz/MiwXvJ2qJwH+sewcm+mO7PypwlTufcmKxLRF4Byqhquq5EZQXuNIxooIaqbvV3PMYYY9JPnOcJbQVyu6P5xphLmI1gmSzHndZR3x0eb4ozjeB7f8d1oUTkJnfKSEGcK3urOZvYwxhjjDHG5CDWwTJZUWGcqRoxOFPwXif9Q/H+1BlnWkEUzvNR7lAbOkZEPvIyne6YiHzk79iMMcZcOny0RcdE5JznIBqTGjZF0BhjjDHGGGMyiI1gGWOMMcYYY0wGyXX+KjlXyZIltXLlyv4OwxhjjCs8PHy/qpbydxxZkbVZxhiTtfhqsy7pDlblypUJCwvzdxjGGGNcIrLd3zFkVdZmGWNM1uKrzbIpgsYYY4wxxhiTQayDZYwxxhhjjDEZxDpYxhhjjDHGGJNBrINljDHGGGOMMRnEOljGGGOMMcYYk0Gsg2WMMcYYY4wxGcQ6WMYYY4wxxhiTQS7p52Clx4EDB9i2dQvR0QeJjz/j73CMyZJEhCJFgqhQsTJly5b1dzgmk0xfvpOxszcSFX2CckH5GdKxFl0alfd3WMYYY4xfWAfrAuzevZsV4QupXjWEqhWqExhoA4HGeBMfr0QfPsyalUuIialL9erV/R2SyWDTl+9k2LTVnDjtXGjaGX2CYdNWA1gnyxhjzCXJOlgXYP3aVTS4vCalSpX0dyjGZHmFChWkRPFizFu4gipVqhAYGOjvkEwGGjt7Y2LnKsGJ02cYO3ujdbCMMcZckmzoJY1OnTrFiePHKFmyhL9DMSbbyJ8/PwXz5yU6OtrfoZgMFhV9Ik3lxhhjTE5nI1hpFBcXR57cuRARf4diTLaSJ3cuTp8+7e8wTAYrG5SPqOiT55SXC8rvh2gyhojUAr71KKoKDAe+dssrA9uA21X1kDgNwtvA9cBx4B5VXeZuqzfwrLudF1X1K7e8CfAlkB/4GXhEVTUzj+vNOf9m5uazpcHta/o7BGNMDmQjWDnA3N//pvploWleb/jIl7m336BMiChjZWacZ86cISi4KhE7IjNl+8bkdA1Dgs4py587kCEda/khmoyhqhtVtaGqNgSa4HSavgeGAnNVtQYw130P0Amo4b76AR8CiEhxYATQDGgKjBCRYu46H7p1E9a77iIcmjHGmIvAOlgZICi4auIrT6GyFC5ROfH9xG++83d4OdqCRUvpeMNtBIfUpmylOtzZqx979uzzWb/1tTfz1bhvEt8HBgYSvXcLFSuEXIxwjclR/tiwl1lrd9O4YhDlg/IhQPmg/Iy5tV5Ouv+qHfCfqm4HOgNfueVfAV3c3zsDX6tjERAkImWBjsAcVT2oqoeAOcB17rIiqrrQHbX62mNbxhhjsjmbIpgBovduSfy9+mWhfPz+G7S7ppXP+nFxceTKZR99RoiOjuaB+3vTvl0bAgKEgY8Opd9Dg/nhu/H+Ds2YHG3b/hgGfbOcy8oUYcJ9zcmfJ8cmL7kDmOT+XlpVdwGo6i4RCXbLywM7PNaJdMtSKo/0Um6MMSYHsBGsi2D4yJe5s1c/7urdn2KlqzFh0lTi4+N5eezb1Lq8GWUq1qFn7wc4dMhJALD5v63kLliGcRMmU7lGI8pWqsOrr72buL3jx4/Tu+9ASpWvRYPQVixbvjLF/a9esz5xlCekSj1ee+O9xGWxp2Lpde8AipWuRsPQ1ixbvipx2ehX3qRm3aYUK12NBqGtmPnT7MRln305gWs6duHxJ4dTslxNatZtypzf/kxc/t+WbbS+9maKla5Gp5u6M+CRJ5NM8/tn4RKuanM9JcvVpEnzdsybvzBx2Zat22nTvjPFSlfj+pvv4MDBgz6P7frr2nNrlxspXLgQBQsW5MEH+rBg0VKvdYc9O4pFi8MY8MhTBAVX5bEhzxEXF0fugmXYtj0CgF73DmDQY8O4/uY7CAquStsOXdizZx+PPP40JcvVpF7jq1m5am3iNiN3RtHtjj6UrVSHGnWu4IOPP09ctmhJOFdc2Z7iZapTvvLlPPX0yJT+TMZkG8dOxdFvXBiBAcLHdzfJsZ0rEckD3AxMOV9VL2V6AeXeYugnImEiErZvn+/ReWOMMVmHdbAukukzZnFH91s5sGsTt3frzFvvfMTPv/zG779OZ9u/yyhQoACPPvFsknUWLg5jw+qF/DT9G0a+NJZNm52RsudHvUrkzp38u2YxM6ZNYNzEyT73e/jwEa678TZuuL4DO/5bybqVC2jV6srE5T/8+At39ejG/qh/6djhGgYPORtDjepV+eu3mRzYtYmhQx7l7j4PJpl+t3BRGJfXrc2eHesZNLAf/R56LHHZXff058rmV7Bnx3qefurRJFMld0Tu5NbbezPimSHsjdzA6Bee4bY7+3LggNOR6tn7AZpd0ZjdEet48vGBTJg0NdWf8/z5i6hzmfd7P8a8+BzNm4Xy/tuvEL13C2+MHeW13tTvZvDSC8+wO2IdItCy7fU0bxrKnh3ruemGjokdpTNnztC5692ENmnI9k0rmDVzMm+89QG//zEPgEcff5rHH32Ig7s3s2H1Im695aZUH4cxWZWqMmTKSjbvPcZ7PRpToXgBf4eUmToBy1R1j/t+jzu9D/fnXrc8EqjgsV4IEHWe8hAv5edQ1U9UNVRVQ0uVKpXOwzHGGHMxWAfrIrmqRVNuvL4DAQEB5M+fn/99Po4Xnx9G+XJlyZcvH8OfeYKp02YQHx+fuM7wp58gX758NG5UnzqX1WLVamfkZOq0mTz95GCKFQuiUsUKPPjAvT73O/On2YSElGPQgPvJmzcvRYoUpmlo48TlrVq2oEP7tgQGBtKzx22sXLUmcdltXTtTtmxpAgIC6NH9VipXrED48hWJy6tVrUyf3ncSGBhIr57didwZxf79B9iydTurVq9j+DNPkCdPHq5u2YLrr7s2cb3xE6dw4/Ud6NC+LQEBAXTscA31L6/D7Dl/sGXrdlauWsuIZ4eQN29e2rRuSaeO7VL1GS9fsZoxY99mzIvPpaq+L7d0uYFGDeuRL18+br6xEwULFqRH91sJDAzktq6dWeF+RouWhHP06FGGDnmEPHnyUL1aFfr0vpNvp04HIHfu3Gz+bwsHDhykcOFCNLuicUq7NSZb+ODP/5i1ZjfDOl1Gyxo5/lmAPTg7PRBgBtDb/b038INHeS9xNAcOu1MJZwMdRKSYm9yiAzDbXXZURJq7GQh7eWzLGGNMNmc3Al0kISHlkryP2LGTLrf1IiDgbB9XRNi7d3/i+zJlghN/L1AgP8eOxQCwa/eeJNurVNF3gobInVFUr1bF5/LSpc9eES1QID8xMccT33817hvefu+TxAx7x47FsH//QZ/rAhyLiSFq125KFC9G/vxn0zSHlC/Hvv0HANgeEcm3U6bzw8xZictPnz5Nx/ZtE9ctUODsVfGKFUIS1/Xl303/0bnrXbzzxhiubH5FinXPp3Tw2ePKnz/fOe8T/g4REZFE7NhJyXJn0/yeOXOG1lc7I4SffvQWL7w0lrqNWlKlckWGP/0EnTw6msZkN39u3Mtrv27kpgbluO9q3+eVnEBECgDtgQc8il8GJotIXyACuM0t/xknRftmnIyDfQBU9aCIjAIS5i2/oKoJJ9EHOZumfZb7MsYYkwNYB+siSf7crJDyZfn6iw+9jmps/m9ritsqUzqYyMgoatWsDjidNV9Cypdj+oyf0xzvlq3bGfjoUGb/NIVmVzQmMDCQhqGtSc1jWsqWKc2Bg4c4efIk+fLlA5yOXt68eQGoEFKO3nd35/23Xz1n3f+2bOPAwUOcOHEisYO2I3Jn4na82bptO9fdeDvDnx1Cj+63phhbRj6/rEJIOWpUr8rqZfO8Lq9VszoTvvqY+Ph4pk6bwe0972Pfzg0pHosxWdW2/TEMmrScWqUL80rXejn+WYCqehwokazsAE5WweR1FRjgYzufA597KQ8DLs+QYI0xxmQpNkXQT/r17cVzI0Ynjg7t3bsvSRKJlHS79SZeHvs20dGHidgRyYcfn9N2J7rpho7s2LGT9z/6jNjYWI4cOcqSsGXn3cexYzGICKVKlkBV+ezLCWz4d3Oq4qtWtTKX163NqNGvExsby/wFi/n5l98Sl/fs0Y0fZszit7l/cebMGU6ePMmff80natduqlWtTL3LL+OFl14jNjaWefMXJlk3uR2RO+lwfTceefgB7utz13ljKx1ckq3btqfqOM6nebNQcufOzZtvf8jJkyc5c+YMq9esJ9xNOjJ+4hT27z9AQEAARYsUQUSSjFgak13EnIrjgXHhBAQI/+sVSoE8dm3OGGOM8SVTv+2JyHUislFENovIUC/L84rIt+7yxSJS2S3PIyJfiMhqEVkpIm081vnT3eYK9xWc0rayqkcH9adj+7Z0vOE2ipWuRqt2NxEWvuL8KwIjnn2SMmVKU73OFdx0y53c1eM2n3WLFi3CrJmT+f6HnyhX+XLqNLiSefMW+qyfoH69Ogx8sC9Xtu5EhWr12bhxE03TcA/R+C8/Yt4/iyhd4TJeHP06t3XtnDiCVblSRaZ88wUvvfImZSvVpWqtJrz5zkeJ959N+OpjFixaSnBIbca8+jY9e3TzuZ9PPx/Ptu07GPHCy4nPHvOcspfcwwP68e2U6ZQsV5MnnhqR6uPxJleuXMz8fgJLw5dT/bIrKFOxDg8NGsLRI0cB+GX2XOo1uZpipavx1NMjmfj1x+TJkydd+zTmYlNVnpy6ik17j/Juj0Y5PamFMcYYk26SmilfF7RhkUDgX5w57JE4c9B7qOo6jzoPAfVVtb+I3AHcoqrdRWQAEKqqfdwO1CzgClWNF5E/gSfc6RWcb1spxRgaGqphYWEpVTlHTEwMC+fNpU2rZmla71J3+519aVC/Ls8Mfez8lU2OtDRsFVVq1qNMmTL+DsWkwYd//scrv2xgWKfaPNC6WqbvT0TCVTU003eUDV1Im+XpzTn/ZmA0OcPg9r4vyBljzPn4arMycwSrKbBZVbeoaizwDc7T7j11Br5yf58KtHMzKtUB5gKo6l4gGjhfg+trW8YPloQtY+u27cTHxzPrl9/4adYcbrrhOn+HZYxJg7/+3cerszdwY/2y9GtV1d/hGGOMMdlCZk6k9/YE++TDPol1VDVORA7j3FS8EugsIt/gPEOkiftzibveFyJyBvgOeNG9wdjXtvZjLrpdu/bQ/c77OHjoECHly/HRe69Rv14df4dljEml7QfOJrV4tVv9HJ/UwhhjjMkomdnBSs2T6n3V+Ry4DAgDtgMLgDh3eU9V3SkihXE6WHcDX6dyf4hIP6AfQMWKFc9/FOaCdL6pE51v6uTvMIwxF+B4rJPUAuDju5tYUgtjjDEmDTJziqCvJ9h7rSMiuYCiwEFVjVPVwaraUFU7A0HAJgBV3en+PApMxJmK6HNbyYNS1U9UNVRVQ0uVKpV8sTHGXNISklr8u+co7/RoRKUSBf0dkjHGGJOtZGYHaylQQ0SqiEge4A6cp917mgH0dn/vBvyuqioiBUSkIICItAfiVHWdiOQSkZJueW7gRmBNStvKrIPLiqpfFsrc3/++oHXn/7OIug2vyuCIMm7/27ZHkLtgGeLi4nzWyWgTv/mOTjelmCclS3nhpbH0utfro3iMSbVP/t7Cj6t2MaRjbVrXtItQxhhjTFplWgdLVeOAgcBsYD0wWVXXisgLInKzW+0zoISIbAYeAxJSuQcDy0RkPfAUzjRAgLzAbBFZBawAdgL/O8+2LppJ306jWcsOBAVXpULV+tzYpQfzFyy+2GGkSu6CZZI80LjlVc1Zu+Ifv8WTfP/p6SwC3NtvEMNHvpyumO68oyuzZn57Qetmh87OZ19OoHa95gQFV+WGzj2I2rU7cdmNXXokpr0PCq5KgaAKNLyiDQBxcXH07P0AJcvV5MYuPTh69FjiemNefYu33v34Yh+KySDzNu3jlV82cEO9svRvbUktjDHGmAuRqRPrVfVn4OdkZcM9fvh0bzYAACAASURBVD8JnPMQJ1XdBtTyUh6Dk/DC2768butiefOdjxj7+ru8/86rdLi2DXny5GH2nD+Y+eMvtLwybSnd4+LiyJUr13nLzIXz9+epqqiq3x48/Pe8BTw3YjRzZn1HjepVGTzkWe66pz+/z54OwI/TJyWp3+66W2jbuiUA3//wE4KwO2Idve59iP999jWPPfoQW7dt58eff+Wv35IPVJvsYMfB4zw8aTk1gi2phTHGGJMe/vl2l8McPnyEkS++yjtvjuGWzjdQsGBBcufOzY3Xd+CV0c7DbE+dOsVjQ56jYrUGVKzWgMeGPMepU6cA+Ovvf6hcoxFjX3+XkCr16PvAo17LAH6a9StNmrejZLmaXH3Njaxavc5rTEvCltGy7Q2ULFeTClXrM+ixYcTGxgLQtkMXAJo0v4ag4KpMnjo9cX8J1m/4l3bX3ULJcjVpENqKmT/NTlx2b79BPDx4KDff2pNipatxZetO/Ldlm9c4+tz/MG++/SEAO6N2kbtgGT785AsANv+3leCQ2qhqkv337juQiB076XJbL4KCq/LaG+8lbm/iN99RtVYTylSsw5hX3/K6z/99Po5J307jtTffJyi4Kl26OQOg1S8LZezr79KoaVuKlqpKXFwcr772LrUub0ax0tWo3+Rqps84ez3gq3Hf0PramxPf5y5Yho8//YrL6regVPlaPDx4KN5moc7+9XdeHvsOU777gaDgqjRudg3gdFKee34MrdrdRJGSVdiydTuHDx/h/gcHU6FqfSpVb8jwkS9z5syZJPt/ctjzlCpfixp1ruCX2XMT97N123au6diFYqWrcd2Nt7P/wDm3HPr048+/0vXWm6hbpzZ58uThmaGPMW/+Iq9/x23bI5j/z+LEBz5v2xZBq1ZXkitXLlq3uoot27YDMPiJZ3ll9Ai7EJANHY+N4/6vw4iPVz7p1YSCee1vaIwxxlwo62BlgEWLwzh58hRdbr7eZ50xr77F4qXhhC38jfBFc1kavpzRr5ztIOzes5eDh6L5b0MYH7031mvZsuWruL//YD54dyx7dqzn/nvv5tbbeyV21DwFBgby2isvsDtiHfP++JE//pzPh598CcAfvzqjFOGLfid67xZu79YlybqnT5/mltt60b5dG6K2reGt10bT696H2Pjv5sQ6306ZzrNPP86+nRupVrUKw0eO8XrcrVq24K95CwD4e95CqlapxLz5CwGYN38hLa9sds6V8q8+e4+KFcozfcrXRO/dwhOPDUxc9s/CJaxdMZ/ZP07hxTFvsH7DuQ/OvP/eu+nR/VaeGDyA6L1bmD51XOKyb6ZMZ8a08eyP2kiuXLmoWrUSf8z5gQO7NvHssMfp3XcAu3bt8XosAD/PmsPCv38hfNFcpk6bwa9z/jinTscO1zB0yCBu69qZ6L1bWLb498RlEyZN5cN3x3Joz2YqVQzh3n6DyJUrFxtWL2TpgjnMmfsnn305IbH+kqXLqFmzOrsj1vH44AH0e+ixxE7d3X0eonHDBuyOWMczQwczbsLkJHE0atqWSd9O83ocCSNonu8B1q7bcE7d8ROn0PKqZlSpXAmAunVr8+df84mNjeWvv/+hzmW1mD7jZ0qUKJ7m0Vrjf6rKU9+tZqMltTDGGGMyhHWwMsCBg4coWaJ4ilfuJ307jWeHPkZwcClKlSrJc8MeZ8KkKYnLAwICGPHsEPLmzUv+/Pm9ln325Xju79uLZlc0JjAwkF53dSdv3rwsXhJ+zv6aNGpA86ZNyJUrF5UrVeS+e+9O7Nicz+Il4Rw7FsOTjz9Mnjx5aNumJTdc155vp3yfWKfLzdfTNLQxuXLl4s7ut7Jy1Vqv22p19ZXMX7CY+Ph45v2ziMcHD2DBwqUA/D1/IVe3bJGqmBI89/Tj5M+fnwb161K/Xh2fI3i+DHywLxVCyid+xt1uvZlyZcsQEBDA7d26UL1aVZaGL/e5/pDHHyYoqCgVK4TQptVVPo/bl1533U7dOrXJlSsXBw9G88uvv/PGqy9QsGBBgoNL8cjAB5g8dXpi/UoVQ7ivz13O37vn7ezavYc9e/YRsSOSsPAVjBz+JHnz5uXqli24sVOHJPtavuQPenS/1WscnTpey9RpM1m1eh0nTpzgxTFvICIcP37inLrjJ06hV8/uSdatXKkizVp2pEiRInTv1oVRo19nzKhnee75MbTt0IWBjz6VOGJqsrZP521l5soonuhQiza1gv0djjHGGJPtWQcrA5QoXoz9Bw6mmOEuatceKlYMSXxfsWIIUR4jJaVKliBfvnxJ1kleFhERyZvvfETJcjUTXzsio5JsJ8G/m/6jc9e7CKlSj+JlqvPc82NSPYUsatduQkLKJbk/qGLFEHZGnU2CUKb02S9iBQrk59ixGK/bqla1MoUKFmTFyjX8s2ARN3RqT9mypdn472bmzV9Iq6vT1sE6Z78x3vfrS4WQ8knej5swOXHKZclyNVm7bkOKn5Pn/vPnT/v+Qzz2v33HDk6fPk2Fag0S9//QoCHs23f22dilkxxvAQCOxcQQtWsPxYoVpWDBs6MNnv++zueatlcz/Jkn6N6zL9Vqh1K5YgUKFy5ESPmySerNX7CY3Xv20vWWmxLLRITRo55l+ZI/+Oi913j19Xfpd18vwpetJHzZSn6f/T2xsaf54utJyXdrspj5m/YzZtZ6Ol1ehofaVPN3OMYYY0yOYB2sDNC8WSj58uXlh5mzfNYpV7Y0ERGRie937NhJubKlE997u6E8eVlISHmGPfkI+6P+TXwd2b+VO26/5Zx1Bz7yFLVqVmf9qoUc3L2ZUc8P83q/kPdYyxAZGUV8fHySeMuXK5Oq9ZO7umULpk3/kdjY05QvV5ZWLVswfuIUDkUfpmH9y72uk94b7H2t71m+PWIH/Qc+wdtvjGbPjvXsj/qXunVqp/pzSu/+K5QvT968edkdsS7x73lw92ZWhp0/e2LZMsEcOnSYGI8OXsSOnWmK8aEH7mX9qoVEbV/LLV1uIC4ujrp1aiepM27CZLrcfD2FCnmfNrZm7XoWLg7j/nvvZs3a9TRu5CRHCG3SkNVr0ja6aC4uJ6nFMqoHF+K12xpYUgtjjDEmg1gHKwMULVqEEc8+yaDBw/hh5iyOHz/O6dOn+WX2XIY+8wIA3W+7hdGvvsW+ffvZv/8AL778Bnfe0S1N++nbpyeffPo1i5cuQ1WJiYnh51/mJEmTneDosWMUKVKYQoUKsmHjJj759Ksky0sHl2Lr1u1e99P0isYULFiA1954n9OnT/PX3//w46xfz7lXK7VaXd2CDz7+nJZXNQegdasref+jz7iqRVMCAwO9rhMcXCoxecKFSOn4EsTEHEdEKFWyBABffj3J6z1IFyI4uBTbI3Yk6aQmV7Zsadq3a82Qoc9z5MhR4uPj+W/LNv5271lLSaWKFWjSuAEjXxxLbGws8xcs5qdZv6Y6vpMnT7Jm7XpUlYgdkTz48BM8/ND9FCsWlFjnxIkTfPf9THrfdYfXbagqgx4bxhtjRxEQEEDlyhX5Z+ESYmNjmTdvIVXde7ZM1nMi9gwPjAsnLl75+O5QS2phjDHGZCDrYGWQwYP6M/blkYx+5U3KVqpLlZqN+eDjz7n5pk4APP3UozRp3IDGza6hUdO2NGpYj6efejRN+wht3JCP3nuNRx4bRqnytahdrwVfj/f+nKZXR4/gm8nfU6x0NfoPfILbut6cZPlzzzzBvf0GUbJcTaZ890OSZXny5GHa5K/4Zc5cylSsw8ODh/LF/96ldq0aaYo3QauWLTh69BhXux2sq1o04/jxE4nvvXnqiUGMeeUtSparyRtvfZDmffbpfSfrNvxLyXI16dr9Hq916lxWi8GD+nP1NTdSvko91qzdwJUtrkjzvrzp5k6pK13hMq64sr3Pel/8711iT8dSv0krSpWvRfee97Fr995U7WPcFx+yJGw5wSG1eXH069x1Z9KnFDQIbcXEb77zuu7Jk6e4u89DBAVX5cpWnWjeNJSRw59KUueHmb9QtEhh2rT2/gDoL7+eRN06tQlt3BCAWzrfQLmypSlbqS4HDh7i/r69UnUc5uJSVYZOW8X63Ud4545GVClpSS2MMcaYjCQZMR0quwoNDdWwsLA0rRMTE8PCeXNp08qypRmTFkvDVlGlZj3KlLmwqaYmY3w6bwsv/rSeJzrUZOA1F3bRJDOJSLiqhvo7jqzoQtosT2/OOTfr6qVucPua/g7BGJON+WqzbATLGGMuEQs272fMrA10rFuah9pU93c4xhhjTI5kHaw0EhHi4y/dUT9jLlS8xifJTGkurshDxxkwcRlVShbk9dsbEhBgSS2MMcaYzGDfdtIoX758xMWr14f7GmO8U1WOHj1OoUKF/B3KJenk6bNJLT65uwmFLKmFMcYYk2msg5VGAQEBlAupyLp1m1LMEGeMcagqmzb9R6GixROf5WUuHlVl2LTVrNt1hLfvaEjVUtbJNcYYYzKTXca8APXqNSA8bAm//bGQoKKFCLRpT8Z4FR+vHDkaQ4FCQTRtnraHSpuM8cU/2/h++U4ea1+Ta2qXPv8KxhhjjEkX62BdgMDAQJo2a8HJkyc5fPiwjWQZ44OIULhwYQoWtFTg/rDgv/289PN6OtQpzcC2ltTCGGOMuRisg5UO+fLlI1++fP4OwxhjzrEz+gQDJy6ncokCvH57A0tqYYwxxlwkNrfNGGNymJOnz9B/XDin4+L5pFcohfPl9ndIxhhjzCXDOljGGJODqCpPf7+a1TsP82b3hlSzpBYXRESCRGSqiGwQkfUi0kJEiovIHBHZ5P4s5tYVEXlHRDaLyCoRaeyxnd5u/U0i0tujvImIrHbXeUdEbIjRGGNyCOtgGWNMDvLVgm1MW7aTR6+twbV1LKlFOrwN/KKqtYEGwHpgKDBXVWsAc933AJ2AGu6rH/AhgIgUB0YAzYCmwIiETplbp5/HetddhGMyxhhzEVgHyxhjcohFWw4w6qf1XHtZaQZdU8Pf4WRbIlIEaAV8BqCqsaoaDXQGvnKrfQV0cX/vDHytjkVAkIiUBToCc1T1oKoeAuYA17nLiqjqQlVV4GuPbRljjMnmrINljDE5QFT0CQZMWEalEgV4s7sltUinqsA+4AsRWS4in4pIQaC0qu4CcH8Gu/XLAzs81o90y1Iqj/RSfg4R6SciYSIStm/fvvQfmTHGmExnHSxjjMnmTp4+Q//x4ZyKi+eTuy2pRQbIBTQGPlTVRkAMZ6cDeuOtN6sXUH5uoeonqhqqqqGlSpVKOWpjjDFZQqZ2sETkOhHZ6N7Ee07jJCJ5ReRbd/liEanslucRkS/cG4BXikgbt7yAiPzk3nS8VkRe9tjWPSKyT0RWuK/7MvPYjDEmK1BVnvl+DasiD/PG7Q2oHmxJLTJAJBCpqovd91NxOlx73Ol9uD/3etSv4LF+CBB1nvIQL+XGGGNygEzrYIlIIPA+zs2/dYAeIlInWbW+wCFVrQ68Cbzilt8PoKr1gPbA6yKSEOtr7k3HjYCrRKSTx/a+VdWG7uvTTDkwY4zJQsYt2s53yyIZ1K4GHeqW8Xc4OYKq7gZ2iEgtt6gdsA6YASRkAuwN/OD+PgPo5WYTbA4cdqcQzgY6iEgxN7lFB2C2u+yoiDR3swf28tiWMcaYbC4zHzTcFNisqlsAROQbnBuB13nU6Qw87/4+FXjPbWzq4GRoQlX3ikg0EKqqS4A/3PJYEVlG0quAxhhzyVi85QAvzFxHu9rBPNrOklpksIeBCSKSB9gC9MG5KDlZRPoCEcBtbt2fgeuBzcBxty6qelBERgFL3XovqOpB9/cHgS+B/MAs92WMMSYHyMwOlrebe5v5qqOqcSJyGCgBrAQ6u52yCkAT9+eShBVFJAi4CSeVboKuItIK+BcYrKqe+09Yrx9OalwqVqyYnuMzxhi/2XX4BAMmLqNi8QK8eUdDS2qRwVR1BRDqZVE7L3UVGOBjO58Dn3spDwMuT2eYxhhjsqDMvAcrNTfx+qrzOU6HLAx4C1gAxCWuJJILmAS8kzBCBswEKqtqfeA3zqbSTbpxu2HYGJPNnTx9hv7jwjkRe4ZPejWhiCW1MMYYY7KMzBzB8nVzr7c6kW6nqShw0L0aODihkogsADZ5rPcJsElV30ooUNUDHsv/x9n7uYwxJsdQVZ6bvoaVkYf56K4mVA8u7O+QjDHGGOMhM0ewlgI1RKSKO4f9DpwbgT153jDcDfhdVdXNFlgQQETaA3Gqus59/yJOR+xRzw0lZHZy3Qysz+gDMsYYfxu/OIIp4ZE8fE11rrvckloYY4wxWU2mjWC591QNxMmiFAh8rqprReQFIExVZwCfAeNEZDNwEKcTBs7DG2eLSDywE7gbQERCgGeADcAyJx8G77kZAweJyM04UwkPAvdk1rEZY4w/LN12kJEz1tK2VikGX1vT3+EYY4wxxovMnCKIqv6Mk13Js2y4x+8nOZuFybPONqCWl/JIvN+3haoOA4alL2JjjMmadh8+yYPjl1GheAHeuqORJbUwxhhjsqhM7WAZY4xJv1NxZ+g/PpwTsXFMur8ZRfNbUgtjjDEmq7IOljHGZGGqyvDpa1mxI5qP7mpMjdKW1MIYY4zJyjIzyYUxxph0mrA4gm/DdjCwbXWuu7zs+VcwxhhjjF9ZB8sYY7KosG0HGTlzLW1qlWJwe0tqYYwxxmQH1sEyxpgsaM+Rkzw4YRnlgvLzdvdGBFpSC2OMMSZbsHuwjDEmi0lIahFzKo7xfZtRtIAltTDGGGOyC+tgGWNMFvP8jHUsj4jmg56NqVXGkloYY4wx2YlNETTGmCxk4uIIJi2J4KE21bi+niW1MMYYY7Ib62AZY0wWEb79ECNmrKF1zVI83uGcZ60bY4wxJhuwDpYxxmQBe46c5MHx4ZQtmp937rCkFsYYY0x2ZR0sY4zxs9i4eB4cH87Rk3F80quJJbUwxhhjsjFLcmGMMX42cuZalkVE896djahdpoi/wzHGGGNMOtgIljHG+NE3SyKYsDiC/q2rcWP9cv4OxxhjjDHpZB0sY4zxk2URhxj+w1qurlGSIR0tqYUxxhiTE1gHyxhj/GDvUSepRemieXm3hyW1MMYYY3IKuwfLGGMusti4eB4av4wjJ+KY9tCVBBXI4++QjDHGGJNBbATLGGMuslE/riNs+yFe6Vafy8paUovMJiItRaSP+3spEani75iMMcbkXNbBMsaYi2jy0h2MW7SdB1pV5eYGltQis4nICOApYJhblBsY77+IjDHG5HTWwTLGmItkxY5onp2+hpbVLanFRXQLcDMQA6CqUUBhv0ZkjDEmR7MOljHGXAR7j56k/7hwgos4SS1yBdrp9yKJVVUFFEBECvo5HmOMMTlcprbwInKdiGwUkc0iMtTL8rwi8q27fLGIVHbL84jIFyKyWkRWikgbj3WauOWbReQdERG3vLiIzBGRTe7PYpl5bMYYk1qxcfEMmLCM6BOxfHJ3KMUKWlKLi2iyiHwMBInI/cBvwKfnW0lEtrltzQoRCXPLvLYz4njHbZdWiUhjj+30dutvEpHeHuVe2zJjjDHZX6Z1sEQkEHgf6ATUAXqISJ1k1foCh1S1OvAm8Ipbfj+AqtYD2gOvi0hCrB8C/YAa7us6t3woMFdVawBz3ffGGON3L/60jqXbDvFK1/rUKWdJLS4mVX0NmAp8B9QChqvqO6lcva2qNlTVUPe9r3amE2fbpH447RQiUhwYATQDmgIjPC7++WrLjDHGZHOZOYLVFNisqltUNRb4BuicrE5n4Cv396lAO/cqXh2cxgtV3QtEA6EiUhYooqoL3SkfXwNdvGzrK49yY4zxm8lhO/h64Xbuv7oKnRuW93c4lxwReQ7YoKpDVPUJVZ0jIv0ucHO+2pnOwNfqWIQzWlYW6AjMUdWDqnoImANcd562zBhjTDaXmR2s8sAOj/eRbpnXOqoaBxwGSgArgc4ikstNp9sEqODWj/SxzdKqusvd1i4gOEOPxhhj0milm9TiquoleOq62v4O51L1MDBbRNp6lPVPxXoK/Coi4R4dMl/tjK/2LqVyX21ZEiLST0TCRCRs3759qQjbGGOMv523gyUi41JT5m1VL2Wayjqf4zQ4YcBbwAIgLpXbTDkoa6yMMRfBvqOn6D8+nFKF8vJuj8aW1MJ/duJMv3tZRIa4Zam53+kqVW2MM/1vgIi0SqGur7YpreXnFqp+oqqhqhpaqlSp88VsjDEmC0hNi1/X8417b1WTVKwXiTPqlCAEiPJVR0RyAUWBg6oap6qD3bnvnYEgYJNbP8THNve40y5wf+71FpQ1VsaYzHb6TDwDJi7j0PFYPr67CcUtqYVfqWoE0BqoIyJTgPypWCfK/bkX+B5n2ruvdsZXe5dSua+2zBhjTDbns4MlIsNE5ChQX0SOiMhR9/1e4IdUbHspUENEqohIHuAOYEayOjOAhKxK3YDfVVVFpEBCKl0RaQ/Eqeo6d0rGURFp7t6r1csjFs9t9U5ljMYYk+Fe+mk9S7Ye5JWu9bm8fFF/h3OpCwNQ1ZOq2gf4E0ixxysiBUWkcMLvQAdgDb7bmRlALzebYHPgsNtezQY6iEgxN7lFB2D2edoyY4wx2VwuXwtUdQwwRkTGqOqwtG5YVeNEZCBOAxMIfK6qa0XkBSBMVWcAnwHjRGQzcBCnEwbOvPbZIhKPM73jbo9NPwh8iXMFcpb7AngZJx1vXyACuC2tMRtjTHpNDY/kywXb6NvSklpkBap6f7L37+NkuE1JaeB7N3N6LmCiqv4iIkvx3s78DFwPbAaOA33cfR0UkVE4FxwBXlDVg+7vvtoyY4wx2Zw4CYxSqOCkR78TqKKqo0SkAlBWVZdcjAAzU2hoqIaFhfk7DGNMDrEqMppuHy0ktFIxvr63qd13dQFEJNwjLXp6tjNZVW8XkdV4ub9JVeundx8XW3rbrDfn/JuB0eQMg9vX9HcIxphszFeb5XMEy8P7QDxwDTAKOOaWXZGhERpjTDa2/9gp+o9LSGrRyDpX/veI+/NGv0ZhjDHmkpOaDlYzVW0sIssBVPWQe0+VMdnG9OU7GTt7I1HRJygXlJ8hHWvRpZFN3zIZ4/SZeAZMWMaBmFi+e/BKShTK6++QLnkJ6dSB/cAJVY0XkZpAbWw6njHGmEyUmkusp93MgQogIqVwRrSMyRamL9/JsGmr2Rl9AgV2Rp9g2LTVTF++09+hmRxi9M/rWbz1IGNurWdJLbKev4F8IlIe5wH2fXDufTLGGGMyRWo6WO/gpKgNFpGXgPnA6EyNypgMNHb2Rk6cPpOk7MTpM4ydvdFPEZmcZNqySL74Zxt9rqrMrY1Dzr+CudhEVY8DtwLvquotQB0/x2SMMSYHO+8UQVWdICLhQDuchyN2UdX1mR6ZMRkkKvpEmsqNSa01Ow8zbNpqmlctztPXX+bvcIx3IiItgJ5AX7csNdPjjTHGmAty3hEsESmO8+yrScBEnAct5s7swIzJKEXye/8upcCACctYv+vIxQ3I5AgHjp3igXHhlCiYh/fubExuS2qRVT0CDAO+dx8VUhX4w88xGWOMycFScxVvGc6T6A/hjGAFAbtEZC9wv6qGZ2J8xqTLuqgjHDsZR4BAvEei5ny5A2hZvSR//buPn1bvokOd0jx8TQ3qhdj9M+b84s7EM3DicvYdO8XU/i0oaUktsixV/RvnPqyE91uAQf6LyBhjTE6Xmg7WLzhX/mYDiEgH4DpgMvAB0CzzwjPmwp2IPcOgb5ZTolBeBrWrwYd//ndOFsHo47F88c82vvhnK7+u20PbWqV4uF0NGlcs5u/wTRY2ZtYGFm45wOu3NaB+SJC/wzHGGGNMFpKaDlaoqvZPeKOqv4rIaFV9TETssq3Jskb9tI7Ne48xvm8zWtYoyV3NK51TJ6hAHga3r0nfq6swbuF2Pp23hVs/WEDL6iV5+JrqNKtawg+Rm6xs+vKdfDZ/K/dcWZmuTSyphTHGGGOSSs1NAwdF5CkRqeS+ngQOuanbLV27yZJ+WbObiYsjeKBVVVrWKHne+kXy5WZA2+rMf+oanr6+Nht2H6X7J4vo/vFC/tm8H1U97zZMzrdm52Ge+m4VTasU55kbLKmFMcYYY86Vmg7WnUAIMN19VXDLAoHbMy80Yy7MrsMnGDptFfXKF+XxDrXStG7BvLno16oa859qy4ib6rDtQAw9P11M1w8X8MfGvdbRuoQdjInlgXHhFC+Yhw96WlKL7EJEaorIXBFZ476vLyLP+jsuY4wxOVeK3xDcUaqnVPVhVW3kvh5W1X2qGquqmy9SnMakypl4ZfC3K4iNi+ftOxqSJ9eFfQnOlzuQPldV4a8hbRnV5XL2HDlFny+W0vn9f/h17W7raF1inKQWy9h37BQf3dXEklpkL//DySJ4GkBVVwF3+DUiY4wxOVqK3z5V9QzQ5CLFYky6ffTXfyzacpDnb65L1VKF0r29fLkDubt5Jf54og2vdK1H9PHT9BsXTqe35/HTql3Ex1tH61Lwyi8bWPDfAV7qcjkNKlhSi2ymgKouSVYW55dIjDHGXBJSk+RiuYjMAKYAMQmFqjot06Iy5gIsjzjEG3P+5cb6Zbktg5MP5MkVQPcrKtK1cQgzVkbx3h+bGTBxGdWDCzGwbXVurF+WXDZlLEf6YcVO/jdvK71aVOK20Ar+Dsek3X4RqYbz6DtEpBuwy78hGWOMyclS08EqDhwArvEoU8A6WCbLOHryNI98s4IyRfLx0i31EJFM2U+uwABubRxC54bl+Xn1Lt77fTOPfruCt377l4faVueWRuXt3pwcZG2Um9SicnGeu7GOv8MxF2YA8AlQW0R2AluBu/wbkjHGmJzsvB0sVe1zMQIxJj1G/LCWyEPHmfxAC4rmz53p+wsMEG5qUI4b6pXl13V7ePf3TTw5dRXvzN3Eg22q0a1JCHlzBWZ6HCbzHHKTWgTlz8P7ltQi3Y2rCwAAIABJREFU23IfLHytiBQEAlT1qL9jMsYYk7Odt4MlIvmAvkBdIF9Cuarem4lxGZNq05fvZNrynTx6bQ1CKxe/qPsOCBCuu7wMHeuW5o+Ne3ln7mae+X4N7/2+mf6tq9H9igrky20drewm7kw8D09azt4jp5jcvwWlCltSi+xGRB7zUQ6Aqr7xf/buOz6qKv3j+OchhCqdoFRBQBRBqohiAyzoomAHG+visroqLHb3t+padtdesHfRVRA7uigixV4A6T0gQgTpHal5fn/cGx1DygQyucnk+3695jVzzz335plMMmfO3HOeU6QBiYhIqRHPV7KvAAcApwCfEqRs1zeAUiwsWbOVf7w7k44H1uCqrs0ii8PM6HbI/rzz16N5pX8nGtaoxG0jZ3HsveN57vNFbN2hOfUlyX2j5/FF+mru6t2KtkpqUVJVyecmIiKSEPHMwWrm7ueaWS93H2pmrwGjEx2YSH527s5k4PApmMHDfdoWiyQTZsaxzdM4tnka3yxaw5CxC7jrf3N4YsJCLju2CZcc1Zj9ysfzbydReX/aMp7+bBEXdz6Q845QUouSyt1vjzoGEREpneL5RLozvF9vZq2AakDjhEUkEqdHPlnA1KXr+c9ZrWlQo1LU4eyh80G1eO3PnXnriqNoXb8a9340jy53j+ORTxaw4Zed+Z9AitzsZRu54c3pdDywhpJaJAkzO8jM3jezVWa20szeM7ODoo5LRESSVzwdrGfMrAbwD2AkMBu4J6FRieTjm0VreHxCOud2aEDPw+tFHU6eOhxYk6F/6sR7V3bhiMY1eeiT+Rxz9zjuHz2PdVt2RB2ehNZv3cFf/juJqhXL8sRF7fd6kWopdl4DRgB1gXoES44MizQiERFJavF8ghjr7uvc/TN3P8jd6wAfx3NyM+thZvPMLN3Mbsphf3kzez3c/62ZNQ7LU81sqJnNMLM5ZnZzWN7CzKbG3Daa2d/Cff80s59i9p0W7y9BSpb1W3cw+PWpNK5VmX+ecVjU4cStTcPqPNevI6MGHsuxB9fm8QnpdLlnHP8ZNYdVm7ZHHV6ptjvTuXrYFFZs2M6TF3WgTpUK+R8kJYW5+yvuviu8/ZdwTSwREZFEiGcyyFtA+2xlbwId8jrIzFKAx4GTgAxgopmNdPfZMdX6A+vcvZmZ9SG4MnY+cC5Q3t1bm1klYLaZDXP3eUDbmPP/BLwTc76H3P3+OJ6TlFDuzk1vzWD15u28fUUXKpfA+Uwt61XliQs7sGDFJh4bn86zny9i6NeL6dupEZcf35T9q+rDfVG7b/Q8Pl+wmrvPak37RjWiDkcK1/jwC77hBB2r84H/mVlNAHdfG2VwIiKSfHL9dGpmhxCkZq9mZmfF7KpKTLr2PHQC0sM1SDCz4UAvgiGGWXoB/wwfvwk8ZkEOXQcqm1lZoCKwA9iY7fzdgYXu/mMcsUiSGD5xKR/N+pmbTz2E1g2qRR3OPmm+fxUe6dOOQd2b88SEhbz89Y+8+s0Szj+iIZef0JT61StGHWKp8MH0ZTz16UIuPLIRfTo1ijocKXznh/d/yVb+J4K2RvOxRESkUOX19X8LoCdQHTg9pnwT8Oc4zl0fWBqznQEcmVsdd99lZhuAWgSdrV7AcqASMDiHbxn7sOc4+qvM7BJgEnCtu6/LHpSZDQAGADRqpA9TJUn6yk3c/v4sjmlWmz8fmzyfiQ5K24/7z23za0dr+MQlDJ+4hLPbN+CvJzSjUa3il8AjWcz9eSPXvzGdDgfW4LbTS85wU4mfuzeJOgYRESldcp2D5e7vufulQE93vzTmNtDdv4rj3JbTaeOs0wnYTTAhuQlwbWzWJzMrB5xBMFk5y5NAU4IhhMuBB3J5Xs+4e0d375iWlhbH05DiYPuu3Vw9bCqVypXlwfPaUKZMTn86JVvDmpX4z1mt+fT6rvTt1Ii3p/xE1wcmcM2IqSxctTnq8JLO+q07GPDyZKpUKMuTFyqpRbIysxQzO8PMBprZNVm3Ahw7xcw+CLebhPOFF4Tzh8uF5TnOJw733RyWzzOzU2LK85yjLCIiJVe+nyjc/eu9PHcGELuITANgWW51wuGA1YC1wAXAR+6+091XAl8CHWOOOxX43t1XxMS5wt13u3sm8CxBJ02SxL0fzWPO8o3cd87h1EnyOUr1qlfkjl6t+OKGrvzx6MaMmrGcEx/8lKuHTWHez1rjuzDsznQGDp/K8g2/BEktkvxvqpR7H/gjweiIgi40PAiYE7N9D8Fc3+bAOoJ5xBAznxh4KKyHmbUkGG1xGNADeCLstGXNUT4VaAn0DeuKiEgSSORXthOB5uE3fuUIGpmR2eqMBPqFj88Bxrm7A0uAbhaoDHQG5sYc15dswwPNrG7M5pnAzEJ7JhKpCfNW8vwXP9DvqAPpfuj+UYdTZOpUrcAtPVvyxY3d+MtxTRk3ZwWnPPwZl78ymZk/bYg6vBLtgY/n8dn8Vdx+Ris6HKikFkmugbuf5e63ufvtWbf8DjKzBsAfgOfCbQO6EQxhBxgK9A4f9wq3Cfd3D+v3Aoa7+3Z3/wFIJ/jy79c5yu6+gyABR6/CeLIiIhK9XDtYZjYovO+yNyd2913AVcBogm8AR7j7LDO7w8zOCKs9D9Qys3TgGiBrmMTjwH4EnaSJwIvuPj2MpxJBZsK3s/3Ie8O07tOBrsDgvYlbipdVm7Zz3RvTaLF/FW4+7dCow4lE7f3Kc9Oph/DFjd0Y2K0ZXy5cTc9Hv6D/SxOZunR91OGVOKNmLOeJCQvp26kRFxypeZilwIdmdvJeHPcwcAOQGW7XAtaHbRsEIzDqh49/N58YyJpPnNNc5Pp5lIuISBLIK8nFpcAjwKPsmaY9Lu4+ChiVrezWmMfbCFKyZz9uc07l4b6tBA1X9vKL9yZGKb4yM53r3pjGpm27ePWyzlRITYk6pEjVqFyOa05uQf9jD+Llrxbz/Jc/0PvxLzm2eW0Gdm/OEY1rRh1isTfv501c98Y02jeqzj/P0IisUuIb4B0zKwPsJJj76+5eNbcDzKwnsNLdJ5vZCVnFOVT1fPblVp7Tl5s5rs2lxEwiIiVPXh2sOWa2GEgLrwplyWqcDk9oZFLqvfjVYj6dv4o7ex1GiwPinTKR/KpVTOXq7s259Jgm/PebH3n2s0Wc+9TXdD6oJgO7N+eog2oRjE6SWBu27mTAK5OoXL4sT17UgfJlS3eHvRR5ADgKmBEOQY9HF+CMcMH6CgTLkzwMVDezsuFVqth5xVnziTOyzSfOay5yfnOUgSAxE/AMQMeOHbVAsohICZBXFsG+BHOf0gnStGfdevL7tO0ihW7Wsg3c8+FcTjx0fy7qfGDU4RRL+5Uvy+XHN+WLG7txS8+WLFq1hQue/ZZzn/qaT+evIv7Pkslvd6Yz6PUpLFv/C09e2F6LOZcuC4CZBehc4e43u3sDd29MMH94nLtfCIwnmC8Mwfzh98LHuc0nHgn0CbMMNgGaA98R3xxlEREpofK6goW7/wy0CRuAg8Piee6+M+GRSam1dccuBg6bQvVKqdx7zuG6GpOPiuVS6H9MEy48shFvTFrKkxMW0u+F72jToBpXd2tO90PrlPrf4UNj5jNh3iru6t2KjhpKWdosByaY2YfA9qxCd39wL851IzDczO4CphDMIya8fyWcT7yWoMNEOO94BDAb2AVc6e67Acwsa45yCvCCu8/amycnIiLFT54dLAAzOx54GVhMMDywoZn1c/fPEhyblFJ3fjCHRau38N/+R1KzcrmowykxKqSmcPFRjTn/iEa89X0GT0xI57KXJ9GyblWu7taMUw47ICnXD8vPRzOX89j4dPoc0ZALldSiNPohvJULbwXi7hOACeHjReSwBEhu84nDff8C/pVD+R5zlEVEJDnk28ECHgROdvd5AGZ2MEGK9A6JDExKp49mLmfYd0u4/PimdGlWO+pwSqRyZcvQt1MjzunQgPemLuOJ8elc8er3HLz/flzZtRk9D69HSinpaM1fsYlrRkyjbcPq3N7rsFJ/Ja80iiclu4iISGGKZx2s1KzOFYC7zwdSExeSlFbL1v/CjW/N4PAG1bjmpIPzP0DylJpShnM6NGDMNcfzSJ+2uMOg4VM56cFPeXNyBrt2Z+Z/khJswy87+csrk6lUrixPKalFqWVmaWZ2n5mNMrNxWbeo4xIRkeQVTwdrkpk9b2YnhLdngcmJDkxKl92ZzuDXp7JzdyaP9GlHubKJXAO7dEkpY/RqW5/RfzuOJy9sT/nUFK57YxpdH5jAsO+WsGNX8nW0MjOdvw2fwtK1W3nyovYcUE1JLUqxVwkWqm8C3E4w3H1ilAGJiEhyi+dT7BXALGAgMIhgsu7liQxKSp+nPl3Itz+s5Y5erWhSu3LU4SSlMmWMU1vXZdTAY3juko7UrFSOm9+ewQn3jeeVrxezbefuqEMsNA9/Mp/x81Zx2xmHaX0wqeXuzwM73f1Td/8TQYZcERGRhMh3Dpa7byeYh7U3GZdE8vX9knU8OGY+p7epx9nt60cdTtIzM05suT/dD63DZwtW8+jYBdzy3iweHZfOX45vygWdGlGxXMkdTvfRzJ8ZMi6d8zo24CIltZBgcWGA5Wb2B4L1phpEGI+IiCS5eJJciCTMpm07GTR8CgdUrcBdvVspCUERMjOOPziN45rX5utFaxgydgF3fjCbJyekc9mxB3FR5wPZr3zJeotIX7mJa0dMpU3D6tzRS39PAsBdZlYNuBZ4lGDR4MHRhiQiIsmsZH16kqRzy7sz+WndL7xx+VFUq6jcKVEwM45uWpujm9Zm4uK1DBm7gLs/nMtTny6kf5cm9OvSmKoViv9rs3HbTga8PJmK5VJ46qL2VEgtuVfhpPC4+wfhww1A1yhjERGR0iHuTAJmpokxUqjemZLBu1OXMaj7wXQ4UPNkioMjGtfklf5H8u6VXejQqAYPjJlPl7vH8eDH81i/dUfU4eUqM9MZPHwqS9Zu5YkLO1C3WsWoQ5JiwszuNbOqZpZqZmPNbLWZXRR1XCIikrzy7WCZ2dFmNhuYE263MbMnEh6ZJLUf12zhlndn0alxTa7q1izqcCSbtg2r8/wfj+CDq4+hS9PaDBmXTpe7x3H3h3NZvXl71OHt4eGxCxg7dyW3nt6STk3UWZffOdndNwI9gQzgYOD6aEMSEZFkFs8VrIeAU4A1AO4+DTgukUFJctu5O5OBw6diBg/1aVtqFr0tiVrVr8ZTF3dg9N+Oo9uh+/P0Zws55p5x3PnBbFZu3BZ1eAB8POtnhoxdwDkdGnBx5wOjDkeKn6zxracBw9x9bZTBiIhI8otriKC7L81WlDz5nKXIPfzJfKYtXc/dZx1O/eoaylUStDigCo/2bccn1xzPaa3r8tJXiznm3vHc+t5Mlq3/JbK40ldu5poR0zi8QTUlSZHcvG9mc4GOwFgzSwOKx7cDIiKSlOLpYC01s6MBN7NyZnYd4XBBkYL6euEanpiwkPM7NuQPh9eNOhwpoKZp+/HgeW0Zd+3xnNWuPq99u4Tj7xvPzW/PYOnarUUay8ZtOxnwyiTKly3DUxd1UFILyZG73wQcBXR0953AVqBXtFGJiEgyi6eDdTlwJVCfYPx623BbpEDWbdnB4Nen0qRWZW49vWXU4cg+OLBWZe4++3A+vaErfY5oxFuTMzjh/glc98Y0fli9JeE/PzPTueb1aSxZs5XHL2xPPV0JlTy4+zp33x0+3uLuP0cdk4iIJK94FhpeDVxYBLFIEnN3bnp7Omu2bOe5fl2oXMLWV5Kc1a9ekTt7t+LKrs14+rOFvPbtEt7+PoPT29Tjqq7NaL5/lYT83CHjFvDJnBX88/SWdD6oVkJ+hoiIiMjeyPdTrpkNyaF4AzDJ3d8r/JAkGb323RJGz1rB/512KK3qV4s6HClkB1SrwG2nH8ZfT2jGc58v4pVvfmTktGWc2uoAruranJb1qhbazxozewUPf7KAs9rXp9/RjQvtvCIiIiKFIZ4hghUIhgUuCG+HAzWB/mb2cAJjkySxYMUm7vxgNsc2r03/Y5pEHY4kUFqV8tx82qF8cWM3rjyhGZ/PX81pQz7nsqGTmJ6xfp/Pv3DVZq55fSqt61fj32e2VlILyZcFLjKzW8PtRmbWKeq4REQkecXTwWoGdHP3R939UeBE4FDgTODkvA40sx5mNs/M0s3sphz2lzez18P935pZ47A81cyGmtkMM5tjZjfHHLM4LJ9qZpNiymua2RgzWxDe14jnFyCJtW3nbgYOn0rlcmV54Lw2lFFK9lKhZuVyXHdKC764qRuDTzyYiYvXcsZjX9Lvhe+Y/OPeZcnetG0nA16eRGrZMjx1sZJaSNyeIEhy0Tfc3gQ8Hl04IiKS7OLpYNUHKsdsVwbqhROGc11x1MxSCBqxU4GWQF8zy57ZoD+wzt2bEay3dU9Yfi5Q3t1bAx2Av2R1vkJd3b2tu3eMKbsJGOvuzYGx4bZE7J6P5jJn+UbuO/dw6lSpEHU4UsSqVUxl0InN+eLGrtzQowUzftrA2U9+zQXPfsM3i9bEfZ7MTOfaEdNYvGYrj1/QXun9pSCOdPcrCVOzu/s6oFy0IYmISDKLp4N1LzDVzF40s5eAKcD9ZlYZ+CSP4zoB6e6+yN13AMPZMzVuL2Bo+PhNoLsFY34cqGxmZYGKwA5gYz5xxp5rKNA7jucmCTR+7kpe/HIxfzy6Md0O2T/qcCRCVSqk8tcTmvHFjV35xx8OZcHKzfR55hvOe+prPl+wCnfP8/jHxqfz8exgDt9RTZXUQgpkZ/iFnwOE62BlRhuSiIgks3w7WO7+PHA08G54O8bdnwtT3V6fx6H1gdgFijPCshzruPsuguQZtQg6W1uA5cAS4H53zxpX5MDHZjbZzAbEnGt/d18enms5UCe/5yaJs2rTdq5/cxqHHFCFm049JOpwpJioVK4slx17EJ/f0JXbzziMpeu2cvHz33HmE18xbu6KHDtaY+es4KFP5nNmu/pc2qVx0QctJd0Q4B2gjpn9C/gC+He0IYmISDKLN1f2NoLOTgWgmZk1c/fP8jkmp8k22T895VanE7AbqAfUAD43s0/cfRHQxd2XmVkdYIyZzY0jlt9+YNApGwDQqFGjeA+TAsjMdK59Yxqbtu3itT931lwZ2UOF1BT6Hd2YPp0a8ubkDJ6csJA/vTSJVvWrclXX5vyyfRf3j5nPsvW/AFCvegX+c5aSWkjBufurZjYZ6E7Q5vR29zkRhyUiIkks3ytYZnYZ8BkwGrg9vP9nHOfOABrGbDcAluVWJxwOWA1YC1wAfOTuO919JfAl0BHA3ZeF9ysJvpXMyga1wszqhueqC6zMKSh3f8bdO7p7x7S0tDiehhTUC1/+wGfzV/GPni05OEHrIElyKF82hQuPPJDx153AvecczuZtu7j8v5O55o1p/LT+F5zgG5fVm3fw0UytDSsFZ2ZNgR/c/XFgJnCSmVWPOCwREUli8czBGgQcAfzo7l2BdsCqOI6bCDQ3syZmVg7oA4zMVmck0C98fA4wzoMxQkuAbmF63cpAZ2CumVU2syoAYfnJBA1m9nP1A7RGVwRm/rSBez6ay0kt9+eiI3WFUOKTmlKG8zo25JNrjqdGpdQ9LnVv35XJfaPnRRKblHhvAbvNrBnwHNAEeC3akEREJJnFM0Rwm7tvMzPMrLy7zzWzFvkd5O67zOwqgiteKcAL7j7LzO4gWKR4JPA88IqZpRNcueoTHv448CJB58mAF919upkdBLwTDhMqC7zm7h+Fx9wNjDCz/gQdtHPj+xVIYdm6YxcDh0+hZuVy3HP24RrOJQVWNqUM67fuzHFf1nBBkQLKDNujs4BH3P1RM5sSdVAiIpK84ulgZYTDKd4lmPO0jj2H+uXI3UcBo7KV3RrzeBs5dITcfXMu5YuANrn8rDUEY+wlInd+MJsfVm/h1f5HUrOysiDL3qlXvSI/5dCZqqfU7LJ3dppZX+AS4PSwLDXCeEREJMnFk0XwTHdf7+7/BG4huOqkFOjyO6NmLGfYd0u5/PimHN2sdtThSAl2/SktqJgtMUrF1BSuPyXfC+ciObmUYKHhf7n7D2bWBPhvxDGJiEgSy7ODZWZlzCxrjhPu/qm7jwzXtRIBgqFbN701nTYNqnHNSQdHHY6UcL3b1ec/Z7WmfvWKGFC/ekX+c1ZrerfLvsqDSP7cfba7D3T3YeH2D+5+d17HmFkFM/vOzKaZ2Swzuz0sb2Jm35rZAjN7PZxfjJmVD7fTw/2NY851c1g+z8xOiSnvEZalm9lNiXjuIiISjTyHCLp7ZtjANHL3JUUVlJQcuzOdv70+ld2ZziN92pGaEk/eFJG89W5XXx0q2SdmNsLdzzOzGey5RAjufngeh28Hurn7ZjNLBb4wsw+Ba4CH3H24mT0F9AeeDO/XuXszM+sD3AOcb2YtCeYWH0aw7MgnZpb1LdTjwEkE2XQnmtlId59dGM9dRESiFc8crLrALDP7jmDxXwDc/YyERSUlxhPj0/nuh7U8cG4bGteuHHU4IiJZBoX3PQt6YJjNdnO4mRreHOhGsIwIwFCCJUueBHrx2/IlbwKPWZDlpxcw3N23Az+ECZ2ylhZJD+cVY2bDw7rqYImIJIF4Oli3JzwKKZEm/7iOh8cu4Iw29Tirva42iEjx4e7Lw4fdgc/dfUFBjjezFGAy0IzgatNCYL277wqrZABZb3z1gaXhz91lZhuAWmH5NzGnjT1mabbyI3OJYwAwAKBRIy19ISJSEsST5OJTYDGQGj6eCHyf4LikmNu4bSeDhk+hbrUK3HVmK6VkF5HiqjHwtJktNLMRZna1mbXN7yB33+3ubYEGBFedDs2pWnif0xug70V5TnE84+4d3b1jWlpafmGLiEgxkG8Hy8z+TDDk4emwqD5BynYppdydW96dyfIN23ikTzuqVlDGYxEpntz9VnfvBrQCvgCuJ7gyFe/x64EJBAveVzezrJEfDfhtyZIMoCFAuL8awdqOv5ZnOya3chERSQLxZCS4EugCbAQIh1nUSWRQUry9M+Un3pu6jEHdm9PhwBpRhyMikisz+0eYoOJjguF+1xF0aPI6Ji1c/xEzqwicCMwBxgPnhNX6Ae+Fj0eG24T7x4XzuEYCfcIsg02A5sB3BCNBmodZCcsRJMIYWRjPV0REohfPHKzt7r4jawhY+O1cjkMZJPktXr2FW96dSafGNbmya7OowxERyc9ZwC7gf8CnwDfhIvd5qQsMDedhlQFGuPsHZjYbGG5mdwFTCNaFJLx/JUxisZagw4S7zzKzEQTJK3YBV7r7bgAzuwoYDaQAL7j7rEJ7xiIiEql4OlifmtnfgYpmdhLwV+D9xIYlxdHO3ZkMGj6FlDLGQ33aklJG865EpHhz9/ZmVgU4hiAt+rNmtsLdj8njmOlAuxzKF/FbFsDY8m3Aubmc61/Av3IoHwWMivd5iIhIyRFPB+smgjU+ZgB/IWgQnktkUFI8PTRmPtMyNvDEhe2pX71i1OGIiOTLzFoBxwLHAx0Jsvd9HmlQIiKS1OLpYPUCXnb3ZxMdjBRfX6Wv5slPF9LniIac1rpu1OGIiMTrHoKhgUOAie6+M+J4REQkycWT5OIMYL6ZvWJmf4jJoCSlxLotOxg8YipNalfm1tNbRh2OiEjc3P0P7n6vu38FtI46HhERSX7xrIN1KUHmpTcIVrBfaGYaIlhKuDs3vjWdtVt2MKRPOyqVU/9aREostV0iIpJwcX1advedYZpbByoSDBu8LJGBSfHw6rdL+Hj2Cv7xh0NpVb9a1OGIiOwLZeYREZGEi2eh4R5m9hKQTrC+x3MEKWwlyS1YsYk7P5jNsc1r86cuTaIOR0RkX90edQAiIpL84rmC9UdgOPAXd9+e2HCkuNi2czdXD5vCfuXL8sB5bSijlOwiUkKZWX3gQGCtmR0H4O6fRRuViIgkq3w7WO7eJ3bbzLoAF7j7lQmLSiJ394dzmfvzJl784xHUqVIh6nBERPaKmd0DnE+w2O/usNgBdbBERCQh4pqDZWZtCRJcnAf8ALydyKAkWuPmruClrxZzaZfGdD2kTtThiIjsi95AC43AEBGRopJrB8vMDgb6AH2BNcDrgLl71yKKTSKwcuM2rn9jOoccUIUbexwSdTgiIvtqEZAKqIMlIiJFIq8rWHMJVrs/3d3TAcxscJFEJZHIzHSufWMaW3bsYnjfzlRITYk6JBGRfbUVmGpmY4npZLn7wOhCEhGRZJZXFsGzgZ+B8Wb2rJl1p4ApbsMMhPPMLN3Mbsphf3kzez3c/62ZNQ7LU81sqJnNMLM5ZnZzWN7QzMaHZbPMbFDMuf5pZj+Z2dTwdlpBYhV44csf+HzBam7p2ZLm+1eJOhwRkcIwErgT+AqYHHMTERFJiFyvYLn7O8A7ZlaZYAz7YGB/M3sSeMfdP87rxGaWAjwOnARkABPNbKS7z46p1h9Y5+7NzKwPkDUZ+VygvLu3NrNKwGwzG0bw7eO17v69mVUBJpvZmJhzPuTu9xf81yAzf9rAPR/N5eSW+3NBp0ZRhyMiUijcfWjUMYiISOmS7zpY7r7F3V91955AA2AqsMfVqBx0AtLdfZG77yBI9d4rW51eQFbj9ybQ3cyMIMNTZTMrS7Cw8Q5go7svd/fvw7g2AXOA+nHEInnYumMXA4dNoVbl8txz9uEEL4GISMllZiPC+xlmNj37Ler4REQkecWVRTCLu68Fng5v+akPLI3ZzgCOzK2Ou+8ysw1ALYLOVi9gOVAJGBz+7F+FwwnbAd/GFF9lZpcAkwiudK3LHpSZDQAGADRqpCs1AHe8P5sf1mzh1cuOpEblclGHIyJSGLKGkPeMNAoRESl18r2CtQ9yugzicdbpRLBeST2gCXCtmR3060Fm+wFvAX9z941h8ZNAU6AtQcfsgZyCcvdn3L2ju3dMS0srwNNJTqNmLGf4xKVccXxTjm5aO+pwRETAaFQTAAAgAElEQVQKhbsvD+9/zLoBW4Al4WMREZGESGQHKwNoGLPdAFiWW51wOGA1YC3BmlsfuftOd18JfAl0DOulEnSuXnX3X9fjcvcV7r7b3TOBZwk6aZKHn9b/wk1vTadNw+oMPungqMMRESk0ZtbZzCaY2dtm1s7MZgIzgRVm1iPq+EREJHklsoM1EWhuZk3MrBzBmlojs9UZCfQLH58DjHN3B5YA3SxQGegMzA3nZz0PzHH3B2NPZGZ1YzbPJGhIJRe7M53Bw6eyO9MZ0qctqSmJ/FMQESlyjwH/BoYB44DL3P0A4DjgP1EGJiIiya1Ac7AKIpxTdRUwGkgBXnD3WWZ2BzDJ3UcSdJZeMbN0gitXfcLDHwdeJOgkGfCiu083s2OAi4EZZjY1rPt3dx8F3GtmbQmGGC4G/pKo55YMHh+fzneL1/LgeW04sFblqMMRESlsZbOy3ZrZHe7+DYC7z1UiHxERSaSEdbAAwo7PqGxlt8Y83kaQkj37cZtzKf+CXNbicveL9zXe0mLyj2t5ZOwCeretx1ntG0QdjohIImTGPP4l277s84FFREQKTUI7WFL8bNy2k0HDp1KvegXu6N0q6nBERBKljZltJPhSrmL4mHC7QnRhiYhIslMHqxRxd/7vnZks37CNNy4/iqoVUqMOSUQkIdw9JeoYRESkdFJmg1Lk7e9/4v1pyxh8YnPaN6oRdTgiIiIiIklHHaxSYvHqLdz63kw6NanJFSc0izocEREREZGkpA5WKbBjVyYDh0+hbEoZHj6/LSlllEFLRERERCQR1MEqBR4cM5/pGRu4+6zW1KteMepwRESKNTNraGbjzWyOmc0ys0FheU0zG2NmC8L7GmG5mdkQM0s3s+lm1j7mXP3C+gvMrF9MeQczmxEeM8SUO15EJGmog5XkvkxfzdOfLaRvp4ac2rpu/geIiMgu4Fp3P5RgofsrzawlcBMw1t2bA2PDbYBTgebhbQDwJAQdMuA24EigE3BbVqcsrDMg5rgeRfC8RESkCKiDlcTWbtnBNSOmclDtytzSs2XU4YiIlAjuvtzdvw8fbwLmAPWBXsDQsNpQoHf4uBfwsge+AaqbWV3gFGCMu69193XAGKBHuK+qu3/t7g68HHMuEREp4ZSmPUm5Oze8OZ11W3byfL8jqFROL7WISEGZWWOgHfAtsL+7L4egE2ZmdcJq9YGlMYdlhGV5lWfkUJ7Tzx9AcKWLRo0a7duTkYR4aMz8qEMoVgafdHDUIYhETlewktR/v13CJ3NWcEOPFrSqXy3qcEREShwz2w94C/ibu2/Mq2oOZb4X5XsWuj/j7h3dvWNaWlp+IYuISDGgDlYSmr9iE3d9MJvjD07jT12aRB2OiEiJY2apBJ2rV9397bB4RTi8j/B+ZVieATSMObwBsCyf8gY5lIuISBJQByvJbNu5m4HDplClQlnuP7cNZZSSXUSkQMKMfs8Dc9z9wZhdI4GsTID9gPdiyi8Jswl2BjaEQwlHAyebWY0wucXJwOhw3yYz6xz+rEtiziUiIiWcJuYkmbs/nMvcnzfx4qVHkFalfNThiIiURF2Ai4EZZjY1LPs7cDcwwsz6A0uAc8N9o4DTgHRgK3ApgLuvNbM7gYlhvTvcfW34+ArgJaAi8GF4ExGRJKAOVhIZN3cFL321mD91aULXFnXyP0BERPbg7l+Q8zwpgO451HfgylzO9QLwQg7lk4BW+xCmiIgUUxoimCRWbtzGdW9M59C6Vbnx1BZRhyMiIiIiUiqpg5UEMjOda9+YxtYdu3i0b1vKl02JOiQRERERkVJJHawk8NwXi/h8wWpu7XkYzepUiTocEREREZFSSx2sEm5GxgbuGz2PHocdQN9ODfM/QEREREREEkYdrBJsy/ZdDBw+hVqVy3P32a0Jsv2KiIiIiEhUlEWwBLv9/VksXrOF1y7rTPVK5aIOR0RERESk1EvoFSwz62Fm88ws3cxuymF/eTN7Pdz/rZk1DstTzWyomc0wszlmdnN+5zSzJuE5FoTnTOoexwfTlzFiUgZ/PaEpRzWtFXU4IiIiIiJCAjtYZpYCPA6cCrQE+ppZy2zV+gPr3L0Z8BBwT1h+LlDe3VsDHYC/mFnjfM55D/CQuzcH1oXnTkoZ67Zy89szaNuwOn878eCowxERERERkVAir2B1AtLdfZG77wCGA72y1ekFDA0fvwl0t2AikQOVzawswSr3O4CNuZ0zPKZbeA7Cc/ZO3FOLzq7dmQx+fSruMKRPO1JTNI1ORERERKS4SOSn8/rA0pjtjLAsxzruvgvYANQi6ChtAZYDS4D73X1tHuesBawPz5Hbz0oKj49fyMTF67iz92E0qlUp6nBERERERCRGIpNc5JTSzuOs0wnYDdQDagCfm9knedSP52cFP9BsADAAoFGjRjkGXlxNWryWR8bO58x29TmzXYOowxERERERkWwSeQUrA4hdmKkBsCy3OuFwwGrAWuAC4CN33+nuK4EvgY55nHM1UD08R24/CwB3f8bdO7p7x7S0tH14ekVrwy87GTR8Kg1qVOKOXodFHY6IiIiIiOQgkR2siUDzMLtfOaAPMDJbnZFAv/DxOcA4d3eCYYHdLFAZ6AzMze2c4THjw3MQnvO9BD63IuXu/N87M/h54zYe6dOWKhVSow5JRERERERykLAOVjgf6ipgNDAHGOHus8zsDjM7I6z2PFDLzNKBa4CstOuPA/sBMwk6VS+6+/TczhkecyNwTXiuWuG5k8KbkzP4YPpyrjnpYNo1qhF1OCIiIiIikouELjTs7qOAUdnKbo15vI0gJXv24zbnVJ7bOcPyRQRzt5LKD6u3cNvIWXQ+qCaXH9806nBERERERCQPyvFdjO3Ylcmg4VNITSnDQ+e3JaVMTrk8RERERESkuEjoFSzZNw+Mmcf0jA08dVF76larGHU4IiIiIiKSD13BKqa+WLCapz9dRN9OjejRqm7U4YiIiIiISBzUwSqG1mzezjUjptI0rTK39mwZdTgiIiIiIhInDREsZtydG9+azvqtO3np0k5ULJcSdUgiIiIiIhInXcEqZv77zY98MmclN516CC3rVY06HBERERERKQB1sIqReT9v4q7/zeGEFmlc2qVx1OGIiIiIiEgBqYNVTGzbuZuBw6ZQpUIq953TBjOlZBcRERERKWk0B6uY+M+oOcxbsYmXLj2CtCrlow5HRERERET2gq5gFQOfzF7B0K9/pP8xTTihRZ2owxERERERkb2kDlbEVmzcxvVvTqNl3arc0KNF1OGIiAhgZi+Y2UozmxlTVtPMxpjZgvC+RlhuZjbEzNLNbLqZtY85pl9Yf4GZ9Ysp72BmM8JjhpjGhYuIJA11sCKUmelcO2Iav+zczZC+7ShfVinZRUSKiZeAHtnKbgLGuntzYGy4DXAq0Dy8DQCehKBDBtwGHAl0Am7L6pSFdQbEHJf9Z4mISAmlDlaEnv18EV+kr+a20w+jWZ39og5HRERC7v4ZsDZbcS9gaPh4KNA7pvxlD3wDVDezusApwBh3X+vu64AxQI9wX1V3/9rdHXg55lwiIlLCqYMVkekZ67lv9DxObXUAfY5oGHU4IiKSv/3dfTlAeJ81abY+sDSmXkZYlld5Rg7lIiKSBNTBisCW7bsYNHwqaVXK85+zWislu4hIyZbTm7jvRfmeJzYbYGaTzGzSqlWr9iFEEREpKupgReCfI2exeM0WHjq/LdUrlYs6HBERic+KcHgf4f3KsDwDiB2K0ABYlk95gxzK9+Duz7h7R3fvmJaWVihPQkREEksdrCL2/rRlvDE5g6u6NqPzQbWiDkdEROI3EsjKBNgPeC+m/JIwm2BnYEM4hHA0cLKZ1QiTW5wMjA73bTKzzmH2wEtiziUiIiWcFhouQkvXbuXv78ygXaPqDOzePOpwREQkF2Y2DDgBqG1mGQTZAO8GRphZf2AJcG5YfRRwGpAObAUuBXD3tWZ2JzAxrHeHu2clzriCIFNhReDD8CYiIklAHawismt3JoNfn4o7PHJ+O1JTdPFQRKS4cve+uezqnkNdB67M5TwvAC/kUD4JaLUvMYokq4fGzI86hGJn8EkHRx2CFIA6WEXksfHpTPpxHY/0aUujWpWiDkdERERERBJAl1GKwMTFaxkydgFntatPr7bKxCsiIiIikqwS2sEysx5mNs/M0s3sphz2lzez18P935pZ47D8QjObGnPLNLO2ZlYlW/lqM3s4POaPZrYqZt9liXxu8drwy07+NnwqDWpU4vZeh0UdjoiIiIiIJFDChgiaWQrwOHASQUraiWY20t1nx1TrD6xz92Zm1ge4Bzjf3V8FXg3P0xp4z92nhse0jfkZk4G3Y873urtflajnVFDuzt/fmcGKjdt484qjqVIhNeqQREREREQkgRJ5BasTkO7ui9x9BzAc6JWtTi9gaPj4TaC77bnqbl9gWPaTm1lzoA7weaFGXYjemJzB/6YvZ/BJB9O2YfWowxERERERkQRLZAerPrA0ZjsjLMuxjrvvAjYA2ReHOp8cOlgEHa/Xw+xNWc42s+lm9qaZNczhGMxsgJlNMrNJq1ativ/ZFNCiVZv558hZHHVQLS4/vmnCfo6IiIiIiBQfiexgZb8SBeAFqWNmRwJb3X1mDvX68PuO1/tAY3c/HPiE366M/f7k7s+4e0d375iWlpZX/Httx65MBg2fSrmyZXjw/DaklMnpaYqIiIiISLJJZAcrA4i9itQAWJZbHTMrC1QD1sbsz96JIqzbBijr7pOzytx9jbtvDzefBTrs6xPYWw98PI8ZP23gnrMPp261ilGFISIiIiIiRSyRHayJQHMza2Jm5Qg6SyOz1RkJ9AsfnwOMyxryZ2ZlgHMJ5m5lt8e8LDOrG7N5BjBnn5/BXvhiwWqe/mwRFx7ZiFMOOyCKEEREREREJCIJyyLo7rvM7CpgNJACvODus8zsDmCSu48EngdeMbN0gitXfWJOcRyQ4e6Lcjj9ecBp2coGmtkZwK7wXH8s1CcUhzWbtzN4xFSa1dmPf/yhZVH/eBERERERiVjCOlgA7j4KGJWt7NaYx9sIrlLldOwEoHMu+w7Koexm4OZ9CHefuDs3vDmdDVt3MvTSTlQslxJVKCIiIiIiEpGELjRcmrz89Y+MnbuSm087hJb1qkYdjoiIiIiIREAdrEIw9+eN/GvUHLq2SOOPRzeOOhwREREREYmIOlj7aNvO3QwcNoWqFVK579w27LlOsoiIiIiIlBYJnYOVrN6d8hP3jZ7HsvW/UKlcClt27GbonzpRe7/yUYcmIiIiIiIRUgergN6d8hM3vz2DX3buBmDLjt2klDHWbdkRcWQiIiIiIhI1DREsoPtGz/u1c5Vld6Zz3+h5EUUkIiIiIiLFhTpYBbRs/S8FKhcRERERkdJDHawCqle9YoHKRURERESk9FAHq4CuP6UFFVN/v4hwxdQUrj+lRUQRiYiIiIhIcaEkFwXUu119gF+zCNarXpHrT2nxa7mIiIiIiJRe6mDthd7t6qtDJSIiIiIie9AQQRERERERkUKiDpaIiIiIiEgh0RBBEREREZEk99CY+VGHUKwMPunghJ1bV7BEREREREQKiTpYIiIiETCzHmY2z8zSzeymqOMREZHCoQ6WiIhIETOzFOBx4FSgJdDXzFpGG5WIiBQGdbBERESKXicg3d0XufsOYDjQK+KYRESkEJi7Rx1DZMxsFfDjPpyiNrC6kMKRoqHXrGTR61WyFMbrdaC7pxVGMMWZmZ0D9HD3y8Lti4Ej3f2qbPUGAAPCzRbAvCINNDH0f50Y+r0mhn6vhS+Zfqc5tlmlOovgvjbiZjbJ3TsWVjySeHrNSha9XiWLXq8CsRzK9vjG092fAZ5JfDhFR38niaHfa2Lo91r4SsPvVEMERUREil4G0DBmuwGwLKJYRESkEKmDJSIiUvQmAs3NrImZlQP6ACMjjklERApBqR4iWAiSathGKaHXrGTR61Wy6PWKk7vvMrOrgNFACvCCu8+KOKyior+TxNDvNTH0ey18Sf87LdVJLkRERERERAqThgiKiIiIiIgUEnWwRERERERECok6WCIiIiIiIoVEHawiYGYHRR2DFJyZ3WJmbaOOQ+JjZo+Y2dFRxyEFZ2YtzCw16jikeFHbmThq3xJD7VBilaS2Qh2sBDOzZ4H7zax71LFI/MzseuBy4CUzS+rF8JKBmf0V6At8aGbHRR2PxM/MXgGeB44P05WLqO1MILVviaF2KLFKWluhDlYCxbxxTQZOVENRMphZCvCBu9cHHgaeM7MOEYcleRvh7nWAS4H31biVDGbWAFgK/A/oDRxXEhpOSSy1nYmj9i2h1A4lSElsK5SmvQiYWRrwV6AyMNrdx0YckuTCzOoC29x9XbhdBrgC+DPQ390nRxmf/J6ZNQVw94UxZf2AIcDp7v5ZVLFJ3szMPKYBMrPbgLrAm8Bn7r4jsuCkWFDbWbjUviWG2qHEKqlthTpYCWBmV4cPvwPmuvsGM2sMXAxUQQ1FsWRm/wX2BzYD0939tph9V6JGqFgxsxFAdWA/4AvgTmCzu7sat+LNzG4A6hB8G5nh7gvC8n8ADSjmDackhtrOxFH7lhhqhxKrJLcV6mAVMjN7jaAh+IFgCGYF4P/cfYUaiuLLzAYA5wKnAE2B94D/ufv1MXWyGqHL3H1SJIEKAGZ2FnC5u59sZgcALwEzgCHuvjSscwlB43aGGrfiw8yeB+oBo4HWBB/43nX38eH+Yt9wSuFT25k4at8SQ+1QYpX0tkJzsAqRmVUIH/Zy94HA48BK4CEzS3P3xcBQYAsaV17c/AikE3zpsAA4DjjGzO6PqfME8ADwgpm1jCBG+c0yYJeZ1Xb3nwkmFtcHBmVVcPeXgUuA/5lZ+2jClFhmVjZ8eJG7Pww8CCwC+phZFwB3vwv4iWCc/fExx0iSUtuZcGrfEkPtUIIkQ1uhDlbhKgM0Ai4DcPc5wDMEfxR/MrNUd18CPBTWv8TMKkcSqWS3FqgJHATg7quB04A/mNkFYZkDbwFp6H8nakuBxUBbM6sQzim4AuhmZrGN20hgN2CRRCm/4+67gIrAPeH2LIKhH/OBo8I5Ibj7ncBG4FqgUjTRShFS25lYat8SQ+1QgiRDW6F/okLk7luBm4D+ZnZ6WJwBTAQOAzLDehuBxsAz7r4lglAlG3efCCwAnjazhmZWNnyzvA8oH1O1GXCqu8+MIk4JuPtPwCyCVMMdzay6u28g+P/79YOXme0PHKN5BdEzs6wPFzeFmwMB3D0d+B44D6gVc0h14N/h+6UkMbWdiaX2LTHUDiVGsrQVmoNVCLIynMTcnw/8iaAReCusMwH4c8wEvTR3XxVd1KVbbFYaMyvj7pnh4weAlsDTwBTgOeBzd78j+3ESjWyv17VAe4J0zhOAfwPT3P3G6CKUWDlkgCoHnAz0BH509/+E5R8DN7j71HC7sj5EJze1nYmh9i3x1A4VvmRrK9TBKiTZ3tAqAicSjBl9HegCLHH3fhGGKKFwuMnObG+QsY+vIBhK0QZY7O4DIgy31DOzrsBO4LusSazZXq8zCD40HEXwf3Z1rieTIpf1WoXfSlr4uBLQCbiK4NtHJ8i8dWaUsUrRU9tZuNS+JYbaocRLtrZCHay9ZGYvAFsJ0kde5e4rc6jTguBbjUru/nxYpm+IImRmTxKM073S3Tdne4NMdfedMXVrufua8PGv9aTomNnLBHMHDgRGAne7+6ZwX9lwnHZW3f3cfXP4WK9XxMzsYSAVWA984u7jYxvOmHpnANvdfXS4rffIJKa2M3HUviWG2qHESta2QnOw9oKZ/R9B43AXsAp4zcyOtmCF9Kw65u7z3H1YTANRpjj/MSQ7M/sX0BVYAzwcvhFm2m+TJXeG9dqFjVFW42N6kyx6ZnYvUNPdexIMEzgWOCtrf1ajZmY9LJhgnNWo6fWKmJk9CjQkyEw2FRhmZqfl9P7n7iNjGky9RyYxtZ2Jo/YtMdQOJVYytxXqYO2dqgS97J/d/UrgI+AG4FD4dYLeK2bWJPYg/bNF7n2CyaiPEHyD+khMI2QAZnYmcHjsN33F/Z84iX1HMMkVd18OPA8cEFvBzI4Barv7tqwyvV7Fwi6CMfKzCNYo+RZ4NWw4s75Rv8/M/hB7kN4jk57azsRR+5YYaocSK2nbCg0RLICsy5Fm1hM4AXjEf1tM7jagB3BcOP65m7uPizBcyYOZHQz8Fajm7peGZb8OmZDomdl+BMMBsr55vRQ4IWs+hpnt7+4rooxRfi9mDP0IYJu7X2Jm9QlS6C4ieI+81N1XmVkjD1JvS5JT21m01L4VHrVDiVEa2gpdwSqAmG8k5hBc0uxpZrXDfbcDCwku0ZPVQGRdnpfixd3nE6yzssLMnjGzT4Gzs/ZnfeMn0XH3zeEHrqzXYiOwAcDM3iBYx0WKCTMrF/Ot4oXAoeHr9Caw3N0fI3gNUwCyGkz9ryU/tZ1FS+1b4VE7VPhKS1tRrFY9LincfaGZPQjcCqSY2WR3/xpoQLbfaUm4jFlauftsM3uaYAjAWHd/JmafLu0WEzGvxTzgzPAbr63u/mKEYUkMM/sv0MjMTnf3DeEHks4Ei8eWc/d5YdWaQD3g56xj9b9WeqjtLDpq3wqX2qHCUZraCg0R3Asxwx06AOcSpOasCvzs7n2ijU7iEfMavgqUdffzw3Jl/SmmzKwjwYeFJ8P5G3q9igEzu4Zg0vdkoBVwlrtvyPofC+vsR5B2e4O7XxBdtBIltZ1FQ+1b4qgd2nulra1QB2sfmVlloBzQwt2/Ccv0z1ZMxP7j5rK/rf+2WJ1et4jl9XpZsEbOue7+cn51peiYWVugort/bWaPAK2BM919Q0yd44Eu7v7vcFuvXSmntnPfqX1LDLVDiVHa2gp1sApZSf5jSAZm1h9YAPzi7hPDst81LDm9Rmp8omFmg4ElBAsH/rq2Bfw2HCCn10avV/FiZinuvtvMygH3Eixi2i38Fv0Qd58bU1evnexBbWf+1L4lhtqholOa2gpNIi1kaiCiY8EClpcQTDp9zMyugt/G8ptZnXDbs0+WLMn/xCVVOD+gN8Gk96fN7DoIXp/wNaofbv+6lksWvV7Fi7vvDu93AH8nSLU7Jpxcf3q2unrtZA9qO/Om9i0x1A4VrdLUVijJRTZmVt7dt8ds61u1EsDMmgLNge7uvsPMDgdGW7DK+sNmVgm43czmu/tDek2jZWZ1CV6vs919tZn9D3gr/H+7z8zKAvea2TJ3v76kv9GWJu6+1cxuJljw9CN3vy/qmCTx1HYmjtq3xFA7FK1kbyt0BSuGmd0NPGdmV5jZEfDrt0Ep+Rwq0VsDzCfIRoW7Twe6A38zswvcfSvwDlDTzCpEF6aEVgAzgPbhh4QFBJPerzKzK9x9F3A7UNmyLToqJcIDwIceTlLO/s2vJBe1nQmn9i0x1A5FL2nbiqR5IvvKzO4D2gPPEawqf4mZXQLBJU0za2hmR0YZo+TO3dcD24BHY8pmAwOBY8KirPSfJWothWQUfhO4DLgMqBKWzQP6AKeaWXVgFTA1vJdiJPsQpBw87e4XhnVL9Dh6yZvazsRT+5YYaocSrzS3FepgEUy6I3hTut3dPwXuBr4Cjjaz88Nq5wB9zSw1ojAlF1nfeHiQMrWsmX0cs3sGUM/MKrn7j8Bd7v5LFHFKIGby8D3AVuBFM6sX7v6e4H0pxd3XAS+4++ZoIpUsZjbYzM42s1Pgt3kesY1n7DeP4YeUrGFiSdNgyu+p7Uw8tW+JoXYoMdRW/EYdLH6ddLcCuMPMarn7MuBj4BugbVjtRYKxuiU6L3+yiB16Ek4+TQ0fnwL8YmbvmtmVwGPAmnAIBbFzBKRoZb1msUOH3P2PwHKCce4PEAxz2ejua8L9uyIKV0IFnASefXK95oIkMbWdiaH27f/bu/cYuaoCjuPfHy0gIi8tb1KMAmKooSgmSCpYIQIlRjRoJIDlIRhBeRhAIIigRRAwJUAgEgiljeURIEUQCFpbBGnUBgoUWrECQeStvIUWys8/7pn2djptt7sznd3O75M03Dn3MXfnsPPbc+8553ZOcqhzkhXL6ulp2iXdDtxp+0pJG1PNaCLgAtuvShoJ3AYca/tv5Xbxhrb/3cXT7nmSzgE2A2YBfyqhjqT1ysw0lC4qGwJb2z67lGXQdReoemL77WV5SRcAlelay/JYYCtgK9sTS1nqq8vKIPDfAN8qg8B3BG4BptQGgV8HPGf71G6ea6w5yc7OSb51RnKos5IVy+vZO1iSdgH2B14BsP0G8FuqkDhP0ua2nwFeADYuv5CvJSC6S9IlwJ7ADKp+0sdJ2geWTPtJWZ5s+8pa+KyTL8k1T9JU4IpSb81T3S7pDmB7hu3ra6GW+hocMgg8lpHs7JzkW2ckh9aIZEWTnm1g2X4M+BpwhqTDSvEsqhb4G8B9ku4G3rc9fW3rGzoUqZqKdhPgZNvTgFOAt4GvSNqztt1RKs8EaUj9rXmSdge2Bg6nGjtQD7dhjeCS9F1Jn67vm/oaHJxB4NEk2dkZybfOSA6tGcmK5fVsAwvA9p3AWcBpkg4p3UQftn061f8UP7b9VejTTCjRYaWf+bNU9bWp7QXAVKrZlcYASPoIsK7tl7p3pgFgezYwnuqPr6uprlxdImldV7OLraPqae7/tT2vqycby2l85zmDwKNJsrP9km+dkRzqvGRFaz09BqtB0jiq2Y9+YfuGUlbvo7tWTR051Eg6HBhj+3uSdgKOAZ6k6tv7lqTPUPX3H2d7fm2/9J3ugnp91cqGAbsAJwIv2T6jjCO4ufxhkfoaBJrroGl8wpVUVyZfpJqO+zWXZ5dEb0p2DlzyrTOSQ52VrFi1nr6D1VCuxp0OnCnp0FLWCIi1burIIegu4PnShWIB8BDVrFTHStrI9qPAfGD9+k75kuyau4DnVA1+b/yRtZiqjiZQPQzzbeDARoUloX4AAAcaSURBVKhB6qvbJJ0J/FLSIY2ycoW3MdPW94FrgNnA7730wZC5Q9Gjkp1tkXzrjORQhyQr+mZ4t09gsLB9Z6n7CZI2BD5m+/z8sg0Ki6muOh1h+wpJN1Ddht4LeEDSv4APbD/czZOMJRYDo4BDqB4i+EEJt0XAU5J2o7piOB5yxXAwkHQVsCVwI/DTMkh5Slm9zCDwpv1yh6LHJTsHLPnWGcmhDkhW9F0aWDUlKETVT3d8t88nKq6m/Z0A3CHpzfLLPA2YJmnvss29kC/JwaBFfU310lmb9gYetX009OaX7mAj6RvAdrbHldevAOdKuhl4t/H7JOlo4IH6OIXUXUCycyCSb52RHGq/ZMXqyRisFiRtYvv1bp9HLEvSvsClwEW2r62Vy7bzJTm41OrrQtuTWqxPfQ0CqmZ32s723DLYewTV80v2czUFN5LWp+pKc2sXTzUGuWRn/yXfOiM51D7JitWTBlYMKZLGAFOAicA/bf+uy6cUK9FUX0/avqOU50psl5VB4HvYPr5083i/tu4eYP9yxfcgV9NGN9al7iI6IPnWGcmhgUlW9E8muYghxfb9wFeA94Cxko7o7hnFyjTV15ckjS/lPfulO4jcBbxcBtK/r8qwcmVyGLC9pJuAcfWdUncRnZF864zk0IAlK/ohd7BiSJO0cePWdAx+qa/BQ9JmwFXAH2z/upStR/VHyHSqh57eZ/uk7p1lRO/K92Vn5HNdPcmK/kkDKyKiR0naFbiD6sGwU2vltwFv2T60vM44hYiIHpWsWH1pYEVE9LBWg8Al7WB7QVlOYEZE9LhkxepJAysiosfVBoFfAsyzfU8pT2BGRASQrFgdaWBFRASSdgT2BT4JzG01pXFERPS2ZEXfpIEVERHLyCDwiIhYlWTFiqWBFRERERER0SZ5DlZERERERESbpIEVERERERHRJmlgRUREREREtEkaWBEREREREW2SBlb0BEmLJc2R9LCkByXtWcq3kXRzB993c0l/kfSQpC82rVtX0gWS/iFprqS/SjqgrHta0i21bQ+WNEnSkeXnmCNpkaRHy/IFKzmHAyTNljRP0nxJF5fycySd0rTt05JGlOW3yn8/Lmlui+NOkvRU+UyfkDRZ0rZNx3pU0iOS7pW0fW3d4trPMUfS6aV8pqTZte12lzSzjx93RMRaIZmVzIqhbXi3TyBiDXnH9mgASfsB5wN7234OOLiD77sPMN/2+Bbrfg5sDYyyvVDSlsDetfW7S9rF9mONAtvXAtdCFQbAWNuvrOjNJY0CLgcOtD1f0nDg2IH+UDWn2r5ZkoCTgBmSRtleVNaPtf2KpHOBs4BjSvmS+mhhC0kH2L6rjecZETGUJLOSWTGE5Q5W9KKNgVdh2Stdko6QdKuku8sVugtL+bBy5Wtuubp1cvMBJW0vaXq58jVd0khJo4ELgXHlitcGte0/TPXF/UPbCwFsv2j7ptphLwbOHODPehpwnu355T3et33FAI+5HFcmAi8AB7TYZBawbYvyVi6iCraIiEhmJbNiyMkdrOgVG0iaA3yI6grcl1ew3WhgN2Ah8HdJlwFbANvaHgUgadMW+10OTLZ9naSjgEttHyTpbGB32z9o2n4H4JlVPKDvJuA4STv08WdsZRTwq5WsP1nSYbXX2wzgvQAeBHYGbmsq3x+YVnvdqI+G823fWJZnAV+XNBZ4c4DnExExFCWzWktmxZCQO1jRK96xPdr2zlRfnJNLF4Fm022/bvtd4HFge+BJ4BOSLpO0P9AqYL4ATC3LU4AxbTjnxVRXxs5ow7FWZGL5XEaX7g/PDfB4zZ/pDEkvAfuy9POBpfXR+Hdj034TyBXBiOhdyazWklkxJKSBFT3H9ixgBLB5i9ULa8uLgeG2XwV2BWYCxwNX9+VtVrF+ATBS0kar2G4KsBcwsg/v2cpjwOf6uW9/7AbMq70eSxX4jwE/6+tBbP+R6srtHm09u4iIISaZ1VHJrOiINLCi50jaGRgG/KeP248A1rF9C/AT4LMtNnsA+HZZPhS4f2XHtP0/4BrgUknrlffZuqnrA7bfAyZSDcbtj4uAMyXtVN5jHUk/6uexVkiVE6i6stxdX2f7Harz/46kj67GYc+j6o8fEdGzklnJrBh60sCKXrFBGbQ7B7gRGG97cR/33RaYWfadROvuDycAR0p6BDgcOLEPxz0LeBl4vAxanlZeN7uGfo6XtP0IVVBcL2keMJcqUFbXpyQ9W/v3zVJ+kaSHgSeAz1PNwLSoeWfbzwPXU11NhVp9aAVT9tq+k9afR0TE2i6ZlcyKIUz2qu4KR0RERERERF/kDlZERERERESbZJr2iLWApCNZvovHn20f32r7iIiIbklmxdouXQQjIiIiIiLaJF0EIyIiIiIi2iQNrIiIiIiIiDZJAysiIiIiIqJN0sCKiIiIiIhok/8D0nkbnCSWU+gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                      Plots for AMT_INCOME_TOTAL                                      \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                         Plots for AMT_CREDIT                                         \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                        Plots for AMT_ANNUITY                                         \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                      Plots for AMT_GOODS_PRICE                                       \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                 Plots for REGION_POPULATION_RELATIVE                                 \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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8P1TUcyM/Y3ANEZlexcNkil4B+COu0D1c3LNjZ3K8J5jPswExnkpXy2JX6QtUXmn4SlzLxnYR2Q7chWs16gLgtRRtBoaQu7sfuIvukIB/coxXY+fj3ypzDTAc1yWsFpDoCwV3MmXinr3x8a8R2wp8F7Ct6qr6+yC7lgLU8VrUfJoCyUHmDUaDpL2L+zI2UdVauJqSwIcI/Zfb5r8v3rGuG7A/eR27YNsPNAfXfeNS3HFZgdvHoeTu7hdsfwqyfjej8wEwF9eaURBfAxcUsrZ/Jq51ItCVuO4ehwPiOobrZvIoJ/4fCmsmrrCeqwZW3ChzTfCeicvHFo6fzz7NKVjXgtG469Gn3ndwAy7jLUq3v5m4Qkjgsb8cV5s2L8gyDwK/pZAVDkU8N05mDO5mbIt3HD7EZfLBavIL4k1ggLhnEHtxYgZlDACqugr3jIbvGZMncdfJzqpaE9dydKrXGf/rS1NcPhVoK/BWQL5QTVWf8uKcrqoDcTecq3AVSyUhJ1avy1mdPOI9KVV9UVXPwHU3a4MbxCHQqebX/ts7BPwB95B/YAthsPnTgPm4yr6Cmou7luZaxrvmDsHlf4HbmYFrafpDIbaTl0LllUFswxWcEgPSC5pfXYcbhMF3z/gcrrLhhEEnTsY79nPJe1+CHcc9uEqPfHs8BFm2UOfGyYhIY9yjMNf6HYcrgAvFe7a9CHwVgKNxjRw78pm/TKn0BSrcMzxZQAdcM/3puP7iP5D7Zu5dXH/wc8jd3/Vl4HHxHlgV1897+Em2VwN3IdoDVMWNAgOAuq5Ok4GHRKSqV/PmH8NnuOdmRotIpPdzZrCmWXXPwswBnhQ3gENn3GAMJ+sH7m8H0Fhy94etgatFS/dutK8JvmiOj4Bh4oYEjcLd/PtnyCc7drtwNTd5vuvDu2guwg1i4CtAzcF1JQwsUAXbv8K+R+Qp4GYRCdYiGOhN3EX7YxHp5LVMxgAnG2jhYaCPuKFq64gbdv2PuHPgL3ks8xauxeuURi5S1Zm4i/f/RKSjF28v3PnyH1VdW4DVvA/cICI9xGmDq5yYFDBflHdO+n7Ccfv4MMe/g6fjCkBDRaQuhfMW7lmED8U9jB4pIoNwXUIfUtX9QfZ/nRd/4DMfBVWYcwPIGVjF/6cR7tmOizh+DLrgaiSLWuu3GfgR1z13htdlxBjfAEd/8m6MfK3EIzle4VAD90xjqnduBisIFNbfvLytI+5ZjmAjib2NyzcG+a6b4oaNbixu0IuLvRv3o158WcUQVzAXihtWPgp383rCM6b58fLnnl7LRRquy9UJ8RZDfh24vj24Lm4FreT5M3CjuEGi4r3YG+MKGMHWvx93vf6XiAz2rrGJuHujJNw1OJj7vG2dqqLklf7xZ+Eel3hc3EBgkSIyEncf+IXfrBLkOt0baAn04Ph1uhMn9mwqqHHAGBG53duP2uKGKe/t7Wcwz+GevSpIt7xcinBuAIQHHIMoXKFnDa5S23cc2uD+/6dSAXg+rnKzTHXnKwgrULkvwAR1I9ps9/3gmulH+TVpv4frXvaN5u5K9gKu1eYrETmIy4x6nmR7b+JqQJKBFZxYW34bruVqO+6i9B7eMLZed4ALgKtxNVrbcTdbeXUhG4mrgUnBNd0/6NUSFcQ3uBFxtouIb3//gBsl7SDuy/jByVagrm/7H3E31NuAg7ihT33D8uZ57LzC0uO4oUNTvZv7YL7D1eAv8Ptcg+OjBOblNdzodqkiMiWfeX37s9xbv/+Nxb8l93sRFnnzpuO6sK3APWB9AFiNa8YOOjKjV2g5C3cTvQl3zC4HBql7HibYMlm41pU6waYX0uXAt7hRmQ7hbmxew/0P86Wq03GZwwTcULLTcBfFVwNm/RXXHcj3cy/uPB3v/x1U1+9+HYW8OHtdD87H1XTPxx3753DP6z1zkkUf4cRuewXdZoHPDU8jch+DI7gbzKXqRlrzvxa9CHSWPEYHK4CJuG5UwQajSJAT3z9yeRG3Y8qXg7jr7XxxzwLOA34BfKPvPYzr1rofdw2bHGwlhfQd7jv9Na77zleBM3iFi+G4wS124b7HY3H3K2FefCm4Lnj9KJ4Wj2DexV1b9wJn4Dc0diHUxLWg7cPl+3twz7AEcyr5dTD/xBUKO/ulpQZ81++GnO5W/XEVxmvEdbP8Evds6L+CrVxVn8b9j57FXWPn4/5XA7xrcLBlZnM8ry6youSVQfwB97/9GXdfchswNKBVpA8nXqdvwj2TvTzgOv0CcJEcH6m4oPvyI27Assu8/diMe/bwrLwqMtU9//g0Rc/3C3xueMaR+xh8g7t3fikgz/Y941XUCsBNuIqFarh7w0B/DogxWJfIkBHVAvd8MiEgIn8HGpS1vqJFIa7bRCrQWlU3hjoeY4wxJc9rvdgIRKoN2W+MqYCshaqM8bphdPa6TPXA1YZ8HOq4ikpEhnldPKrharKWc3wgDmOMMcYYY8o1K1CVPTVwXSvScF3q/oEb8ay8Go7rwpCCe//I1WrNoiVGRP4apAvXIRH5Iv+ljY+InJ3HcTwU6tiMMaYiEJFf87jOFqV7ZaUlIi/ncRxfDnVslYl1+TPGGGOMMcaYIrIWKmOMMcYYY4wpomAvZSuX6tWrp4mJiaEOwxhjKrVFixbtVtWivojYeCxPM8aY0CtonlZhClSJiYksXLgw1GEYY0ylJiIFeTGmyYflacYYE3oFzdOsy58xxhhjjDHGFJEVqIwxxhhjjDGmiKxAZYwxxhhjjDFFZAUqY4wxxhhjjCkiK1AZY4wxxhhjTBFVmFH+TkV2djZ79uxhz549ZGVlhTocU06ICFFRUcTHx1OzZs1Qh2OMMcYYY0Kg0heoMjIymPPj95B9lLi6tQiPqPSHxBRC2r6jzF39Cw2bNKdz5y4hjWXKkmSemb6alNQjJMRWYeygtlzStVFIYzLGGGOMqegqfenh11+WU7tGJB07nhbqUEw51bZtJnPmL2b79vo0aNAgJDFMWZLMvZN/5sixbACSU49w7+TlAFaoMsYYY4wpQZW+QLUtZSvn9Oka6jBMORYREUHTxg1ISU4qsQKVqrLv8DFSUo+QknqEbfvTSdl/hG2p6aSkHmHJllSyVHMtc+RYFs9MX20FKmOMMcaYElSpC1SZmZlkZ2USExMT6lBMOVe9WjV27N5V5OUPHc3MVVjalnqElP3pxz/vP0K61/rkExUeRoNaMTSsFXNCYconJfVIkWMyxhhjTPF6fsaaUtnOXQPblMp2jFOpC1TgBhYoS77+5nt+d+vdrFu5sFDLPfDwUyQlp/D6qy+WUGTFoyTj3LBxM916nkfqzg3Fvu68zF+/h8lLkkjZsZuNW3YzrnqrE1qE0o9lsd2vRWnbfr/CUqpLP5iemWuZMIH4GjE0jI2hQ8OaDGgXT0JsFRJiY2hYqwoNY2OoVy2asDB3/vZ96huSgxSeEmKrlNzOG2OMMcYYK1AFio1vkfP34cNHiI6OJjzcjS7/0ovPcM3Vl4cqtApv3fqNtO/cm2rVquakjRt7B+PG3hF0/sTWXZn42r/pd05fAFo0b1bqhamJczeRkZWNAnsOH+WeD5fxv8VJVIkMz2lZ2n0o44Rl61SLomGtGJrUqUrPFnVIiK1Cw1oxOb/r14whMrzgbzUYO6gt905ezpFjx0epjAgTxg5qWwx7aowxxhhj8mIFqgD+N+St2nfnlfHPMaD/OXnOn5mZSYSNDFisSrNQdComL0kiIyt3N7zMbOXHtbtpFV+dhrFV6JhQ84TCUsNaVagSFV6ssfhaxXyj/EVHhBEmMLhTaAbJMMYYY4ypLOzFvoX0wMNPcc11N3PtmFuoXb8l77z3EdnZ2Tz1zAu07dSTBk07MGrM79i3LxVwrS6R1Rrw1jsfkNi6Kw2bdeDpZ/+Vs77Dhw8z5qbbiGvUli7dz2HK13PZd/gYv534E3/5aBnz1+/Jtf3lv6xk0NARxDduR+Pmp/Hsc//OmZZxNIPrbryV2vVbcnr3fixe8nPOtCf+/jxtOvagdv2WdOl+Dp9+Pj1n2mtvvEP/QZfwpz8/QL2ENrTp2IMZM2flTF+/YRP9zr+Y2vVbMmTYVdx6x5+58ebbc6bPnruAvudeSL2ENpzRawA//Dg3Z9qGjZs5d+BwatdvyYUXX82evXtP/Z8AXDvmFlK2beeiS0cRG9+C5198OedY+/Q7/2IeevTv9D33QmrFNefyq65nz569XDvmFuo0aEWffkPYsjUpZ/4VK1fnHNtOXc9i8pTPcqZ9/sVXnNbtbGrXb0li667881+vsDftxJYnnxl39+PNG3vw1OWduX1Aa0Z0b0LfVvVoEVe92AtTPpd0bcTscf3Z+NRQJtzQg8PHsvlkaXKJbMsYY4wxxjhWoCqCKVO/4OqrLmPPtrVcecVw/vniy0z7cibffDWFTWsWU7VqVe685/5cy8ydv5BVy+fy+ZRJPPz4M6xd51phHnr0aZKSk1nzy3weeX48k97/iKxsdV3I0jKYOHdTTqFq//4DDL5oBEMvvICt65exYtkczjmnT842PvnsS64deQW7U9Yw6IL+3DX2eAytW7Xgu5mfsmfbWsaNvZPRN/yeHTuOD6Iwd95COnVsx46tK7n9tpu5+Q9350y79vpb6NPrTHZsXclf/3In7076X860rUnJXHblGB68byw7k1bxxCP3MeKam9izxxWcRo35HT3P7Mb2LSv4859u4533Psr3+Ca27krzNt34zS135qwn0NsTXyahYQM++/gdUndu4K7bbwk63wcffcJbE/7DpjVLWL1mHecMGMZvbryWnUmraNk8kcefeh6AgwcPMWTYVVx7zQhSNv3CxNfH8/s/jmX1mnUA/OaWO3nlpefYt2M9i+d/w9l9ehIeFvzrUxaeW+rVog7tGtRgwuxNaB4DVhhjjDHGmFNnBaoi6Nu7BxddeAFhYWFUqVKF/77+Fo89dC+NEhoSExPDA/fdw0eTp5Kdfbw72AN/vYeYmBi6de1Mh/Zt+Xn5rwB8NPlT/vrnu6hdO5Y5O7Jpe87QXNvKyMpm8hLXivLp59Np3DiB22/9LdHR0dSsWYMe3bvlzHvOWb25YOB5hIeHM2rkCJb9/EvOtBGXD6dhw/qEhYUx8qrLSGzahEVLluZMb9kikRvGXEN4eDjXjbqKpOQUdu/ew4aNm/l5+QoeuO8eoqKiOPus3lw4+Pyc5d5+90MuuvACLhh4HmFhYQy6oD+dO3Vg+oxv2bBxM8t+/pUH7x9LdHQ05/Y7iyGDBuR5XOPj6jHvx+msX7WQOd99QWrqfm747R+L+F9ybrhuJC2aN6N27VgGDjiX1q1acG6/s4iIiODyy4axdNnynGPbunULRo+6koiICM7o2oWLLxqc00oVGRHJylVrOHjwEHXq1GYT9cjMziYiLPegJlUiw8vEc0siwg19E1m1/SDzNhRPq6AxFZWIxIjIAhFZJiK/isjDXnpzEZkvImtF5H0RifLSo73P67zpiX7rutdLXy0ig/zSB3tp60RkXGnvozHGmJJjBaoiaNw4IdfnLVuTuWTEddRLaEO9hDZ07XEeIsLOnbtz5mnQID7n76pVq3DoUBoA27bvyFnf3rQMqteJJ5Cva1lScgqtWjbPM6769eNybSMt7XDO54lvTaJbz/45Ma5as47du/fmuSzAobQ0UrZtp26d2lSpcrzVpXGj4/u/eUsS7384JWe99RLaMP+nRWzbtj1n2apVjw8y0bRJ4zzjr1mzBmd07UJ4eDgNG9bnn/94nC+/+oa0tLQ8l8lPfPzx/apSJSb355iYnGO0ZWsSc+b+lGs/PvzfJ2zbvgOADydN4LPPp9Oi3Rn0PHcYb346i3PbxHFDn+bUrRaFAHWrRvPkZaeVmfc+DT+9EbWrRjJh9sZQh2JMWXcU6K+qXYDTgcEi0gv4O/C8qrYG9gE3efPfBOxT1VbA8958iEgH4GqgIzAYeElEwkUkHBgPDAE6ACO9eY0xxlQANppCEQQOtd64UUPenPAfep7Z7YR5160/+c1sg/rxJCWl0LZNK2rERHBo34nvMqpTLcrbTgJTpk4rdLwbNm7mtjvHMf3zD+l5ZjfCw8M5vXu/AnUFa9igPnv27iM9PT3nfV1JySlER0cD0KRxAnlXgU0AACAASURBVGNGX8X4F54+Ydn1GzaxZ+8+jhw5klMg25qUXOD3fvmOc15hFueQ940bJdD/3LP4bMp7Qaf3PLMbH3/4Jsl7DnL13U8x541n+d/fRhIRHk7PlnXZs2cv6zbtpG8ZKUwBxESGc03Pprw0az1b9x6mSZ2q+S9kTCWk7mJ4yPsY6f0o0B+4xkufCDwE/AcY7v0N8BHwb3EXpOHAJFU9CmwUkXVAD2++daq6AUBEJnnzrii5vTLGGFNarIWqGNx803X87cEncgY42LlzV65BH07misuG8dQzLzB98Qa2paSw+rvPck2PCAvjsq6uVWfY0EFs3ZrM+JdfIyMjgwMHDrJg4eJ8t3HoUBoiQly9uqgqr73xDqu8Z4Py07JFIp06tuPRJ/5BRkYGP86Zz7QvZ+ZMHzXyCj6Z+gUzv/6OrKws0tPTmfXdj6Rs207LFomc1qk9jzz+LBkZGfzw49xcywaat2ARa9auJzs7m127dnP32Pvpf+7ZVK9eLej88fH12LBxc4H2Iz/Dhg5ixco1vPf+ZI4dO8axY8dYsHAxq9es48iRI7z3/mR270nlvz9uJrpKVWKrRRMRXjKDSxSna3s1I0yEN+duCnUoxpRpXkvSUmAnMANYD6Sqqu8lcUmAr8akEbAVwJu+H6jrnx6wTF7pgTHcLCILRWThrl1Ff1G4McaY0mUFqmJw5+23MGjgeQwaOoLa9VtyzoBhLFy0NP8FgQf+OpbM6BpcesFAvn/lUa4YcTnhYYIAYSJUjw7nzMTaANSqVZMvPv2Ajz/5nITETnTo0ocffph78g0AnU/rwG2/v4k+/YbQpGVnVq9eS48grWl5efuNl/lh9jzqN2nPY0/8gxGXD89poUps1pQPJ03g8b8/T8NmHWnR9gyef/HlnOfH3pn4CnPm/UR843Y8+fQLjBp5RZ7bWb9+IxdefBW167fkjF4DqFatGm++Pj7P+ceNvYNHHn+WeglteOHfrxZ4f4KpVasmn3/yHu9O+ogmLbvQuEVn7n/gCY4edd0t33rnfVp2OJOnbxzG7qWzThpXWdKwVhWGdGrApJ+2knY0M/8FjKmkVDVLVU8HGuNaldoHm837Hax5XIuQHhjDq6raXVW7x8XFBVnEGGNMWSQVZQSw7t2768KFCwu1TGZmJtOnfcKg888qoahOLuNYFq/P3sjCzfs4p3Uco3o2zXmJMMCSLfsY/+06RvVsynnt6ockxmCuvOYmunTuyH3j7s5/5gri+9W7eHPeJi7uksDFp5/YrS+ny9/Z/UIQ3ckt2ryPy/8zh0eHd2R078RQh2MqOBFZpKrdQx3HqRCRB4HDwF+ABqqaKSK9gYdUdZCITPf+nisiEcB2IA4YB6CqT3rrmc7xroEPqeogL/1e//mCKUqeZowp+56fsaZUtnPXwDalsp2KrqB5mrVQhcj+wxk8M301izbv46ruTbiud7NchSmArk1iaVe/BlOWpnA4hK0LCxYuZuOmzWRnZ/PFlzP5/IsZDBs6OGTxlLZNuw/x7oItdEqoxbDOCfkvUMZ0axpL58a1eGPOJrKzK0YFijHFSUTiRCTW+7sKcD6wEvgW8DWrjwE+8f6e6n3Gm/6N9xzWVOBqbxTA5kBrYAHwE9DaGzUwCjdwxdSS3zNjjDGlodIXqELRQpe09zBPTFtJcuoRbj2vNQM7NoBgAyyIcHWPphw+msnUZSmlHqfPtm076H/BpdSu35J7xj3Iy/9+ls6nVY4BqtLSj/GfWeupVSWC357dHAkLPhBGWW7p9Q2hvn5XGj+s253/AsZUPg2Bb0XkZ1zhZ4aqfoZrobrbG1yiLvCaN/9rQF0v/W6Ot0z9CnyAG2ziS+BWrythJnAbMB1XUPvAm9cYY0wFUKlH+QsPDwcJIyMjg6ioqFLZ5vKkVF75bj0xkeGMG9KOpnWDD7jg07hOVc5uHce3q3bSr00cDUPw0tjhw4YwfNiQUt9uqGm28t8fNrL/SCbjBrelWkxknvMeSU8nuoCjF4bC0NMSeGLaKibM3ki/NvZshjH+VPVnoGuQ9A0cH6XPPz0dGJHHuh4HHg+SPg0o/DCtxhhjyrxK3UIlIjRo2JgtW5JKZXtfr9jBi1+vJb5mDPcP7ZBvYcrn0q6NiAoP44OFW/Of2RSbz37exi8p+7n6zCYkxlXPc77s7Gy2Jm2nQcOyM2R6oKiIMEb1bMqs1bvYsOtQ/gsYY4wxxpgCqdQtVAAdOnZi9g+zOHDwF+rViyUiovgPSXZWNp8sTWH2+t10TKjFtV1iOXxgL4cPFHwdvRPC+eznDXxTW2mXUKvYYzS5rdp2gEk/bKBbs9q0qZlFyrbtJ8yjqhw9mkHytp1Uq1GPhISy/XzVqJ7NeOnb9Uycs4mHh3cKdTjGGGOMMRVCpS9QVa1alXP7DyQlJYW9e3aTlZVerOs/nJHJ8zPXsnRrKhd3SWBwu4bsO3gMOFao9bSuW5OkXRt4dOpKnrmiCxF5PMtjTt2uQ0cZ99HP1K4WxVn94ti572ie80ZFx9DhtDOJj48v1hcNl4S4GtFc1KUhHy1K4k+D2lLzJF0YjTHGGGNMwVT6AhVAZGQkzZo1o1mzZsW63qR9h7npjYWsPxrPEzf3Z2SPpqe0vodqJHLzW4tYndWAMT0TiydIk8vRzCyufGUe2fVaM+GPZ9G8XsG6ZZYXN/RpzuTFyXy4MImbzmoe6nCMMcYYY8q9En2GSkQGi8hqEVknIuOCTI8Wkfe96fNFJNFLjxKRCSKyXESWici5JRlnSVi8ZR+XjJ9Nyv4jTLyxxykXpgAGdqhP31Z1eX7mGlIPZxRDlCbQY5+tZNnWVJ4Z0aXCFaYATmtci+7NajNxziaybAh1Y4wxxphTVmIFKhEJB8YDQ4AOwEgRCRxr+yZgn6q2Ap4H/u6l/xZAVU8DBgL/EJFyM4DGp8tSuPrVeVSNiuDjP/Slb6t6xbJeEeFvF3XgwJFj/HPm2mJZpznu4yVJvDVvM787pwWDOzUIdTgl5oa+zdmy9zDfrNoZ6lCMMcYYY8q9kiyk9ADWqeoGVc0AJgHDA+YZDkz0/v4IGCDuQZQOwNcAqroTSAXyfUtxqKkq//p6LX98bwldGtdiyq19aRWf9+hwRdGuQU1G9mjKW/M2s27nwWJdd2W2avsB7p28nB7N6zB2UNtQh1OiLuhYn4a1YnhjzsZQh2KMMcYYU+6VZIGqEeA/zneSlxZ0Hu/Fh/txL09cBgwXkQjvbfNnAE0CNyAiN4vIQhFZuGvXrhLYhYI7mpnFnz5Yxj9mrOHSro14+zc9qVOtZN5tdffANlSNCuexz1eWyPorm4Ppx/j924upERPJv6/pSkR4uWkMLZLI8DBG927G7HV7WL3dCuXGGGOMMaeiJO8cgw15FvjQRl7zvI4rgC0E/gnMATJPmFH1VVXtrqrd4+JC97LSvWkZjP6/BUxekszdA9vw3JVdiI4IL7Ht1a0ezR0DWjNr9S6+XW3dtk6FqjL2w5/Zsvcw46/pRnyNsvty3uI08symREeEWSuVMcYYY8wpKskCVRK5W5UaAyl5zSMiEUAtYK+qZqrqXap6uqoOB2KBMvnQ0Lqdh7j0pdksTUrlXyO7cvuA1qUyfPZ1vRNpXq8aj322gmNZ2SW+vYrq/37YyJe/bufeIe3o0bxOqMMpNbWrRXFp10Z8vCSZfWk2wIkxxhhjTFGVZIHqJ6C1iDQXkSjgamBqwDxTgTHe31cA36iqikhVEakGICIDgUxVXVGCsRbJnHW7ueyl2aQdzWTSzb0Y1qX0XuwaFRHGfRe2Z/2uNN6et7nUtluRzN+wh6e+XMWQTg0q5RDi1/dNJP1YNpN+2pr/zMYYY4wxJqgSK1B5z0TdBkwHVgIfqOqvIvKIiFzszfYaUFdE1gF3A76h1eOBxSKyEvgLMLqk4iyqSQu2cN3rC2hQK4aP/9CXbk1rl3oMA9rHc1arevxz5lprZSiknQfSue29JTSrU5Wnr+hc5l/KWxLaNahJn5Z1eWvuJjKtldMYY4wxpkhK9Ol7VZ2mqm1UtaWqPu6lPaCqU72/01V1hKq2UtUeqrrBS9+kqm1Vtb2qnq+qZaYJJjtbeXLaSsZNXk6fVvX46Pd9aFKnakhi8Q2jfjD9GP+cuSYkMZRHmVnZ3PbeEg6lZ/Kfa8+gRkxkqEMKmev7JJKyP52vVuwIdSjGGGOMMeVSxR7OrJgdzsjklrcX8cr3Gxjdqxmvj+lOzRDfjLdtUINrejbl7flbWLvDRmwriGemr2bBxr08edlptG1QI9ThhNSA9vVpUqcKE2bb4BTGGGOMMUVhBaoC2nEgnStfmcvMlTt4cFgHHhnescwMr333wLZUjQrn0c9Xoho4kKLx9+Uv23IKxJd0DRzFv/IJDxPG9E7kp037+CV5f6jDMcYYY4wpd8pGiaCM+yV5P8P/PZuNu9L4vzHduaFv8zL1zE2dalHcMaA136/ZxazVoX0fV1m2Ydch7vnwZ7o0ieX+i9qHOpwyY0T3JlSNCmfC7E2hDsUYY4wxptyxAlU+ZqzYwZWvzCVM4KPf96F/u/qhDimo63on0qJeNR793IZRD+ZwRia/f3sxkeHCS6O6leh7wsqbWlUiueKMxny6LIVdB4+GOhxjjDHGmHLFClR5UFX+74cN3PzWQlrHV2fKrX1p37BmqMPKU1REGPcNbc+GXWm8NbfMjOFRJqgq9338C2t2HuSFq7vSKLZKqEMqc8b0SSQjK5t3528JdSjGGGOMMeWKFaiCOJaVzV8//oXHPl/J4I4NmHRzb+JrxoQ6rHz1bxfP2a3r8c+Za2wYdT/vzN/Cx0uSuev8NpzTJi7U4ZRJLeOq069NHG/P30xGprVwGmOMMcYUlBWoAuw/cowbJvzEewu28IdzWzL+mm5UiSof3cN8w6gfOprJ8zaMOgBLt6byyKcrOLdtHLed1yrU4ZRpN/RNZNfBo0xbvi3UoRhjjDHGlBsRoQ4g1KYsSeaZ6atJST1CfM1oVGHf4QyevqIzV3ZvEurwCq1N/RqM6tmMd+Zv4dpezWhTv/IOC743LYNb31lMXI1o/nnV6YSFlZ2BRMqic1rH0SKuGhNmb2T46QllauAVY4wxxpiyqlK3UE1Zksy9k5eTnHoEBXYcOMrOg0f53TktymVhyueugW2oFhXOo5+tqLTDqGdlK3dMWsKug0d5+doziK0aFeqQyrywMOH6PoksS9rPkq2poQ7HGGOMMaZcqNQFqmemr+bIsawT0j9ekhKCaIpPnWpR3HF+G35Yu5tvV+8MdTgh8eLXa/lh7W4eHt6R0xrXCnU45cbl3RpTIybChlA3xhhjjCmgSl2gSkk9Uqj08uS63s1oEVeNxz5bWekGGZi1eicvfrOWK85ozNVnlt+WxlCoFh3BVd2b8MXybWzfnx7qcIwxxhhjyrxKXaBKyGP47LzSy5PI8DDuH9qeDbvTeGte5RlGPWnfYe58fylt69fg0eGd7DmgIriudyJZqrxdic4bY4wxxpiiqtQFqrGD2lIlMvcIflUiwxk7qG2IIipe57WN55w2cbwwcw17K8Ew6kczs/jDO4vJylJevvaMcjM6Y1nTtG5Vzm9fn3cXbCE9SJdYYyoaEWkiIt+KyEoR+VVE7vDSHxKRZBFZ6v1c6LfMvSKyTkRWi8ggv/TBXto6ERnnl95cROaLyFoReV9E7MFOY4ypICp1geqSro148rLTaBRbBQEaxVbhyctO45KujUIdWrEQEf42tD1pGVk8P6PiD6P+yKcr+DlpP/+4sguJ9aqFOpxy7Ya+iexNy2Dq0vL9PKExBZQJ/ElV2wO9gFtFpIM37XlVPd37mQbgTbsa6AgMBl4SkXARCQfGA0OADsBIv/X83VtXa2AfcFNp7ZwxxpiSVemHTb+ka6MKU4AKpnX9GlzbsylvzdvMtb2a0bZBxRxG/X+Lknhn/hZu6deSCzo2CHU45V7vFnVpW78GE+ZsYkT3xtZ10lRoqroN2Ob9fVBEVgInyxiGA5NU9SiwUUTWAT28aetUdQOAiEwChnvr6w9c480zEXgI+E9x74sxxpjSV6lbqCqLO89vQ42YyAo7jPrKbQe4b8pyerWowz0XtAl1OBWCiHBD30RWbjvA/I17Qx2OMaVGRBKBrsB8L+k2EflZRF4XkdpeWiNgq99iSV5aXul1gVRVzQxID9z2zSKyUEQW7tq1q5j2yBhjTEmzAlUlULtaFHee35of1+3m65UVaxj1A+nH+P3bi6gZE8m/RnYjItxO6eJySddGxFaNZMLsjaEOxZhSISLVgf8Bd6rqAVwLUkvgdFwL1j98swZZXIuQnjtB9VVV7a6q3ePi4oqwB8YYY0LB7j4riWt7NaNlXDUen1ZxhlFXVe75YBlJ+47w0qhuxNWIDnVIFUpMZDgjezRlxoodbN17ONThGFOiRCQSV5h6R1UnA6jqDlXNUtVs4L8c79aXBPi/k6ExkHKS9N1ArIhEBKQbY4ypAKxAVUlEhodx/0Ud2Lg7jTfnbgp1OMXi1e838NWKHdx7YXu6J9YJdTgV0uhezRCRSjX0vql8xD0k+BqwUlWf80tv6DfbpcAv3t9TgatFJFpEmgOtgQXAT0Brb0S/KNzAFVPV9bX+FrjCW34M8ElJ7pMxxpjSU+kHpahMzmsbT782cbzw9Vou7dqIutXLX4vOlCXJPDN9Ncney5dPb1yLG/smhjaoCiwhtgqDOzVg0oIt3Hl+a6pG2SXDVEh9gdHAchFZ6qX9FTdK3+m47nmbgN8BqOqvIvIBsAI3QuCtqpoFICK3AdOBcOB1Vf3VW99fgEki8hiwBFeAM8YYUwFYC1Ul87eL2nM4I4vnyuEw6lOWJHPv5OU5hSmAVTsO8okN7V2ibuybyIH0TCYvTg51KMaUCFX9UVVFVTv7D5GuqqNV9TQv/WJvNEDfMo+raktVbauqX/ilT1PVNt60x/3SN6hqD1VtpaojvBECjTHGVABWoKpkWsXXYHSvZry3YAurth8IdTiF8sz01RwJeNFs+rFsnpm+OkQRVQ7dmtbmtEa1eGPOpgo5SqQxxhhjzKmwAlUldOf5rcvdMOo7DqTnapnyl5JHuikeviHU1+08xA9rd4c6HGOMMcaYMsUKVJVQbNUo7jq/NbPX7WFmGR9G/XBGJi/MXMu5z8zKc56E2CqlF1AlNbRzQ+pVj+aNOZtCHYoxJyUiZ4nIDd7fcd6gEcYYY0yJsQJVJTWqVzNaxVfn8c9XlMlh1LOzlY8WJdH/2e94fuYazmsXx/1D21MlMjzXfFUiwxk7qG2Ioqw8oiPCGdWzKd+s2snG3WmhDseYoETkQdzgD/d6SZHA26GLyBhjTGVgBapKKjI8jPuHtmfTnsNMLGOtDnPW72bYv3/kng+XUb9mNB/e0puXRp3Bb85uwZOXnUaj2CoI0Ci2Ck9edhqXdG0U6pArhVG9mhIZLmXufDHGz6XAxUAagKqmADVCGpExxpgKz8ZArsTObRvPeW3jePHrtVzWLfTDqG/YdYgnv1jFjBU7aBRbhReuPp1hnRMIC5OceS7p2sgKUCESXyOGYZ0T+HDhVv50QRtqxESGOiRjAmWoqoqIAohItVAHZIwxpuKzFqpK7r6hHThyLIt/hHAY9X1pGTw09VcueP575qzbzdhBbfn6T/0YfnqjXIUpE3rX900kLSOLDxcmhToUY4L5QEReAWJF5LfATOD/QhyTMcaYCs5aqCq5VvHVGd27GRPnbGJ0r2a0b1iz1LZ9NDOLt+Zu5sWv13LoaCZX92jKXee3Ia5G+XvhcGXRuXEsZzSrzcS5mxjTJ5FwK/CaMkRVnxWRgcABoC3wgKrOCHFYxhhTZjxfihXodw1sU2rbCjVroTLcMaA1NauU3jDqqsoXy7cx8LnveezzlXRtWpsv7jiHJy49zQpT5cANfRPZvOcws1aX7REiTeUjIn8DVqnqWFW9R1VniMjNoY7LGGNMxWYFKkNs1SjuHtiGOev3MGPFjhLd1rKtqVz5ylx+/85iYiLDmHhjDybe2IO2Dey58fJiUMcGNKgZw4TZm0IdijGB/ghMF5Hz/NJuCVUwxhhjKod8C1Qi8lZB0vJYdrCIrBaRdSIyLsj0aBF535s+X0QSvfRIEZkoIstFZKWI3Bu4rCle1/RoSuv46jw+bSVHM7OKff3JqUe4c9ISho+fzcbdaTxx6WlMu/1s+rWJK/ZtmZIVGR7G6N7N+HHdbtbsOBjqcIzxlwwMBp4SkbFemvVLNcYYU6IK0kLV0f+DiIQDZ+S3kDffeGAI0AEYKSIdAma7Cdinqq2A54G/e+kjgGhVPc3b1u98hS1TMiLCw/jbRR3YXMzDqB9MP8bTX66i/7Oz+OKX7dx6XktmjT2Pa3o2JSLcGkjLq5E9mhIdEWYv+jVljqpuAfoBHUTkQ8De/G2MMaZE5XlHKyL3ishBoLOIHBCRg97nncAnBVh3D2Cdqm5Q1QxgEjA8YJ7hwETv74+AASIigALVRCQClxlm4B4yNiXonDZx9G8Xz7++XsfuQ0dPaV2ZWdm8O38L5z07i5dmrWdIpwZ8c8+5jB3UjurRNhZKeVenWhSXnN6IyYuTSD2cEepwjPFZCKCq6ap6AzALiAppRMYYYyq8PAtUqvqkqtYAnlHVmqpaw/upq6oF6YLXCNjq9znJSws6j6pmAvuBurjCVRqwDdgCPKuqewu6U6bo7hva3g2j/lXRR4H5bs0uLnzxB/768XKa16vGJ7f25Z9Xd6VRrFUUVyQ3nJVI+rFsJv20Nf+ZjSkFqvrbgM/jVbVFqOIxxhhTORSkqeA+EbkWaK6qj4pIE6Chqi7IZ7lg/dYDh5DLa54eQBaQANQGfhCRmaq6IdfCbvSmmwGaNm2a/56YfLWMq851vRN5Y85GRvdqRoeEgg+jvnr7QR6ftpLv1+yiWd2qvHxtNwZ1bIBrdDQVTbsGNendoi5vzd3Mb85qbl04TciIyAeqeqWILOfEfAZV7RyCsIwpM0prqOzKNEy2Mf4Kcgc0HugNXON9PuSl5ScJaOL3uTGQktc8Xve+WsBeb1tfquoxVd0JzAa6B25AVV9V1e6q2j0uzgY3KC53DGhNrSqRPPLZrwUaRn3XwaPcO3k5Q174nqVb9nH/0PbMuKsfgzs1tMJUBXd930SSU4+U+OiQxuTjDu/3RcCwID/GGGNMiSlIgaqnqt4KpAOo6j4K1if9J6C1iDQXkSjgamBqwDxTgTHe31cA36i7g98C9BenGtALWFWAbZpiUKtqJHcPbMO8DXuZ/mveN8rpx7IY/+06zn3mWz5cuJUxfRL5bux5/ObsFkRFWGtFZXB++/o0qVPFhlA3IaWq27w/dwNbVXUzEA104cSKPGOMMaZYFaTL3zFvxD4FEJE4IDu/hVQ1U0RuA6YD4cDrqvqriDwCLFTVqcBrwFsisg7XMnW1t/h4YALwC65b4ARV/blwu2ZOxcgeTXlr3maemLaS89rFER0RnjMtO1v59OcU/v7FKlL2p3NBh/qMG9KOFnHVQxixCYXwMGFM70Qe+3wlvyTvp1OjWqEOyVRu3wNni0ht4GvcIBVXAaNCGlUlVVrdzMC6mhljQqsgBaoXgY+BeBF5HNeSdH9BVq6q04BpAWkP+P2djhsiPXC5Q8HSTenxDaM++rUFnPnYTA6mZ5IQW4XLz2jEd6t3sSxpP50a1eS5q06nV4u6oQ7XhNCI7k14bsYa3piziWdHdAl1OHmasiSZZ6avJiX1CAmxVRg7qC2XdA0cJ8eUc6Kqh0XkJuBfqvq0iCwJdVAmdOzZIWNMaci3QKWq74jIImAArrXoElVdWeKRmZDbcyiDMIED6ZmAeznvi1+vo2ZMBP8Y0YVLuzYiLMyekarsalWJ5PJujXn/p62MG9KOetWjQx3SCaYsSebeycs5csy9tDo59Qj3Tl4OYIWqikVEpDeuReomL83e02CMMaZE5fugi4jUwb176j3gXWCHiESWdGAm9J6ZvprsIGNSVI+O4PIzGlthyuQY0yeRjKxs3pu/JdShnOBYVjaPfrYipzDlc+RYFs9MXx2iqEwJuQO4F/jY62LeAvg2xDEZY4yp4ApSc7cYNxLfPlwLVSywTUR2Ar9V1UUlGJ8JoZTUI0HTt+1PL+VITFnXKr4657SJ4615m/ldv5YhH5REVVm8JZVPlibz2c/b2JsW/OXDeZ3jpnxS1e9xz1H5Pm8Abg9dRMYYYyqDgtz1fAlcqKr1VLUuMAT4APgD8FJJBmdCKyGPF/HmlW4qtxv6JrLz4FG++GVb/jOXkPW7DvHcV6vp98wsLv/PHN7/aSu9W9SlTrXgA5PWq1H2uicaY4wxpnwpSAtVd1W9xfdBVb8SkSdU9W4RsbuRCmzsoLa5njsBqBIZzthBbUMYlSmr+rWOo0W9akyYvYnhp5fec0k7D6QzdVkKnyxNYXnyfkSgT8u6/LF/KwZ3akCNmMgTnqEC19x+4HAGCzftpXtinVKL15jSYCPsGWNM6SlIgWqviPwFmOR9vgrY5w2lnu/w6ab88j2sbyOjmYIICxPG9Enkwam/smTLPro2rV1i2zqYfozpv+7gk6XJzF63m2yFTo1qcv/Q9gzrkkD9mjG55g92Lv/m7Oa8OXczo19bwH+v685ZreuVWLzGGGOMqbgKUqC6BngQmOJ9/tFLCweuLKG4TBlxSddGVoAyBXb5GY15dvpqJszeVOwFqozMbL5fs4uPlyYzc8UOjmZm06ROFW49rxXDT0+gVXyNky4f7Fwe2rkh1722gBvf+Inxo7oxsEP9Yo3ZlC4RaQP8B6ivqp1EpDNwsao+ls9yTYA3gQa4isJXVfUFb1Cm94FEYBNwparuExEBXgAuBA4D16vqYm9dYzj+apHHVHWil34G8AZQBfc6kTu8F9kbUynYEPamIjtpgcprhfqLqv4xj1nWFX9Ixpjyqnp0BFeetZFoAgAAIABJREFU2YSJczZx39D2J7QUFVZ2trJoyz6mLEnm8+XbSD18jNpVI7myexMu6ZpAt6a1cfe2RRNfI4ZJN/dizISfuOXtRTx3ZZdS7a5oit1/gbHAKwCq+rOIvAuctEAFZAJ/UtXFIlIDWCQiM4Drga9V9SkRGQeMA/6Ce5a4tffTE1eI6+kVwB4EugPqrWeqqu7z5rkZmIcrUA0Gvii2PTfGGBMyJy1QqWqWV6tmjDEFMqZ3Iq/P3sjb8zbzpwuK9rzd2h0HmbI0mU+WppC07wgxkWEM7NCAS7smcHbrOCLDi28UwdiqUbzzm57c+MZP3Pn+Uo5kZHF1j6bFtn5Tqqqq6oKAQnZmfgup6jZgm/f3QRFZCTQChgPnerNNBGbhClTDgTe9FqZ5IhIrIg29eWeo6l4Ar1A2WERmATVVda6X/iZwCVagMsaYCqEgXf6WiMhU4EMgzZeoqpNLLCpjTLnVtG5VBrSrz7vzt3Drea2IiQwv0HLb96czdVkyU5aksGLbAcIEzmodx90D23BBxwZUjy6597NWj45g4g09uOXtRYybvJy0jCxuOqt5iW3PlJjdItIS1zqEiFyBV1AqKBFJBLoC83FdB30FrW0iEu/N1gjY6rdYkpd2svSkIOmB274Z14pF06ZWqDfGmPKiIHcodYA9QH+/NAWsQGWMCerGvolcs3IHny5LYUT3JnnOdyD9GF8u386UpcnM3bAHVejSuBYPXNSBi7o0JL7GqXUZLIwqUeG8et0Z3DlpKY9+toK0o5n8sX+rU+pSaErdrcCrQDsRSQY2AtcWdGERqQ78D7hTVQ+c5H8fbIIWIT13guqruPjp3r27PV9ljDHlRL4FKlW9oTQCMcZUHL1b1qVBzWjunbycP3/0c64RIo9mZjFr9S4+WZrMzJU7ycjMJrFuVW7v///s3Xm8XePZ//HPNyejIQlJkJyYRVBDQgxFqXkmUX1QRZXSls4Ppb8OqgPVQUspiqKDoQhRcynaPuZ5JuaIOWYi0/X74763bMdJciJ77bXOOd/367Vf56x7r33WdfZae137XuseRrDLqGGsMGSR0uLu07OFE/YczWEX3stvrnmUd96fweHbreJKVSeRJ/LdUtLCQI+IeKujr5XUi1SZ+mtdC4wXJQ3Nd6eGAi/l8kmkCe9rhgOTc/mn25Rfn8uHt7O+mZl1AfOsUEnqC+wPfAL44HJxRHyxwLjMrBO75O7JvPrONGbMShfZn3v9PQ678F7Ou+0ZHpj8Jm9OncHgRXrzufWWYezoVtYaPqAylZaeLT341W5rsXDvnpxy4xO8/f4MfrLL6vToUY347KMkfXsO5QBExG/m8XoBpwMPtVl3ArAvcEz+eUld+SGSziUNSvFGrnRdBfxcUm2Iy62BIyJiiqS3JG1Aakq4D3DC/P+nZmZWRR1p8vdn4GFgG+AoYC/goSKDMrPO7ZdXPcL0mR9usTRtxixufmIKY0e3ssuoYWy80mB6NnBwiUbq0UMctcsnWLhPT06+4XHemzaTY3dbs7LxGnMfM3/eNgL2Bu6TdHcu+x6pInW+pP2BZ4DP5ucuJw2ZPpE0bPp+ALni9BPgtrzeUbUBKoCvMHvY9CvwgBTdhocLN+v6OlKhWikiPitpl4g4Kw9Be1XRgZlZ5zX59ffm+Nxxu49qYiQfnyS+u+1IFunTwq+ufpR3p83kd3uOok/Pjg2yYc0TET9ewNf/h/b7OQFs0c76Qeqv1d7fOgM4o53y24HVFyBMMzOrqI5cbp2ef74uaXVgAGmSQzOzdg0b2G++yqtKEodsPoIf7rgaVz7wAl86+w7emzaz7LBsDiStIOlSSS9LeknSJZJWKDsuMzPr2jpSoTo1twf/Pqnd+IPALwqNysw6tUO3GUm/NsOl9+vVwqHbfLx5qcr2xY2X59jPrMm/H3uZfc+4lbemTp/3i6wMfwPOB4YCw0jTfZxTakRmZtbldaRCdW1EvBYRN0bEChGxBHB10YGZWec1dnQrR++6Bq0D+yGgdWA/jt51DcaO/sjUO53G/6y7NMfvMZo7n3mNvU67hdfemVZ2SPZRiog/R8SM/PgL7QxPbmZm1kgd6UN1IbB2m7ILgHUaH46ZdRVjR7d26gpUe3Zaaxj9erXw1b/dyR6n3syfD1ivqXNl2Tz9S9LhwLmkitTuwGWSFoc0aESZwZmZWdc0xwqVpFVIQ6UPkLRr3VP9qRs+3cysO9lytSX50xfW5Utn387/nHwTfzlgfYYvtlDZYVmye/55UJvyL5IqWO5PZWZmDTe3Jn8jgR2BgcBOdY+1gS8VH5qZWTVttNJg/rz/+rz6zjT+5+SbePKVd8oOyYCIWH4uD1emzMysEHO8QxURlwCXSPpkRNzUxJjMzCpvnWUX49wDN2Cf02/lsyffxF8OWI9VlupfdljdmqQWYAfSSLQf5Ld5TexrZma2IOY5KIUrU2Zm7fvEsAGcd9AnaekBe5x6M/c8+3rZIXV3lwJfAAaRJvutPczMzArTkUEpzMxsDlZaYhH+ftCG7HX6zex12i2cvu8Y1l9hUNlhdVfDI2LNsoMwM7PuZY53qCR9I//cqHnhmJl1PssMWoi/H7QhS/bvw75/upUbHn257JC6qyskbV12EGZm1r3MrcnffvnnCc0IxMysM1tqQF/OP+iTrDB4EQ446zauvP/5skPqjm4Gxkt6T9Kbkt6S9GbZQZmZWdc2twrVQ5KeAkZKurfucZ+ke5sUn5lZpzFokT6cc+AGrNE6gIP/dhcX3Tmp7JC6m18DnwQWioj+EbFoRHikEDMzK9TcRvnbU9JSwFXAzs0Lycys8xrQrxd/3n99vnT27Xz7/Ht4Z9pM9t5g2bLD6i4eA+6PiCg7EDMz6z7mOihFRLwArCWpN7ByLn4kIqYXHpmZWSe1cJ+enPGFdTnkb3fyg4vv5933Z3DQpiuWHVZ38DxwvaQrgPdrhR423czMijTPYdMlbUq66ncicBLwqKRNig7MzKwz69urhT98fh12XHMoR1/xML+5+hF846RwTwLXAr3xsOlmZtYkHRk2/TfA1hHxCICklYFzgHWKDMzMrLPr1dKD3+0xmoV79+T46yby9vsz+cGOqyKp7NC6pIj4cdkxmJlZ99ORClWvWmUKICIeldSrwJjMzLqMlh7imM+swUJ9Wjjjv0/y7rQZ/GzcGrT0cKWq0SQNAQ4DPgH0rZVHxOalBWVmZl3ePJv8AbdLOl3Sp/Pjj8AdHfnjkraV9IikiZIOb+f5PpLOy8/fImm5XL6XpLvrHrMkjZqff8zMrCok8cMdV+Nrm6/Eubc9yzfPu5vpM2eVHVZX9FfgYWB54MfAU8BtZQZkZmZdX0fuUH0FOBj4OiDgRlJfqrmS1ELqd7UVMAm4TdKEiHiwbrX9gdciYiVJewC/AHaPiL+SEiOS1gAuiYi7O/5vmZlViyS+s/VIFu7Tk2OueJgnXn6b196ZxvNvTGXYwH4cus1Ixo5uLTvMzm5QRJwu6RsRcQNwg6Qbyg7KzMy6tnlWqCLifVI/qvkdJWk9YGJEPAEg6VxgF6C+QrULcGT+/QLg95LUZsjbPUl9tszMOr0vb7oiE196mwvumD1H1XOvv8cRF90H4ErVgqmNQPu8pB2AycDwEuMxM7NuoCNN/j6uVuDZuuVJuazddSJiBvAGMKjNOrszhwqVpAMl3S7p9pdffrkhQZuZFe2mx1/9SNl702fyy6seaWdtmw8/lTQA+A7wv8BpwLfKDcnMzLq6jjT5+7ja63Hddszgua4jaX3g3Yi4v70NRMSpwKkAY8aM8XjEZtYpTH79vfkqt46JiH/kX98ANiszFjMz6z46fIdK0sLz+bcnAUvXLQ8nNb9odx1JPYEBwJS65/fAzf3MrIsZNrDffJVbx0g6VlJ/Sb0kXSvpFUmfLzsuMzPr2joyse+Gkh4EHsrLa0ma56AUpJGVRkhaXlJvUuVoQpt1JgD75t93A66r9Z+S1AP4LHBuh/4TM7NO4tBtRtKvV8uHyvr1auHQbUaWFFGXsXVEvAnsSLpgtzJwaLkhmZlZV9eRO1THAdsArwJExD3AJvN6Ue4TdQhwFakydn5EPCDpKEk759VOBwZJmgh8G6gfWn0TYFJtUAszs65i7OhWjt51DVrr7kj9YMdVPSDFgqvNkbg9cE5ETJnbymZmZo3QoSZ/EfFsm6KZHXzd5RGxckSsGBE/y2U/jIgJ+fepEfHZiFgpItarrzxFxPURsUEH/w8zs05l7OhW/nv45vzjaxsDMMu9QBvhUkkPA2OAa/NEv1Pn9SJJZ0h6SdL9dWVHSnqubj7E7eueOyLPn/iIpG3qytudezG31LhF0mN57sXeDfuPzcysdB2pUD0raUMgJPWW9L/k5n9mZrZgPjGsPyOWWITxdz1XdiidXkQcDnwSGBMR04F3SdNzzMuZwLbtlB8XEaPy43IASauRmrB/Ir/mJEktdXMvbgesBuyZ14U0x+JxETECeI00B6OZmXURHalQfZk0sW8rqU36qLxsZmYLSBLj1m7ljqdf45lX3y07nE4vIl6LiJn593ci4oUOvOZGPjwg0tzsApwbEe9HxJPARNK8ix/MvRgR00j9f3eRJGBz0lyLAGcBY+frnzIzs0qbZ4UqIl6JiL0iYsmIWCIiPh8RH51ExczMPpaxo1LfKd+lqpxDJN2bmwQulsvmNMfinMoHAa/nfsX15R/huRXNzDqnjozyd3w7j59I6kgzCjMzm4dhA/uxwQqLM/6uSeSBTq18fwBWJLXKeB74dS6f0/yJ81v+0cKIUyNiTESMGTJkyPxHbGZmpejIxL59gVWAv+flzwAPAPtL2iwivllUcGZm3cWuo4dz2IX3cvezrzN6mcXm/QL7iNy8bi9ghYg4StIywFIRcev8/q2IeLHu7/4RqE0aPLc5FtsrfwUYKKlnvkvV3pyMZmbdxnHXPNq0bX1rq5Wbsp2O9KFaCdg8Ik6IiBOALYFVgXHA1kUGZ2bWXWy7xlL06dnDzf4WzEmkQSn2zMtvkQaKmG+ShtYtjgNqIwBOAPaQ1EfS8sAI4FbmMPdinlvxX6S5FiHNvXjJx4nJzMyqqSMVqlZg4brlhYFhudPv+4VEZWbWzfTv24stV1uSS++ZzPSZs8oOp7NaPyIOJg+VHhGvAfMcolzSOcBNwEhJkyTtDxwr6T5J9wKbAd/Kf/MB4HzgQeBK4OCImDmnuRfzJr4LfDvPuTiINAejmZl1ER1p8ncscLek60ltwTcBfi5pYeCfBcZmZtat7Dq6lcvufZ4bHnmZLVdbsuxwOqPpefjyAMjzUM2zdhoRe7ZTPMdKT55X8WftlF8OXN5O+ROkUQDNzKwL6sgof6cDGwIX58fGEXFaHo720KIDNDPrLjZZeQiLL9zbzf4+vuOB8cASkn4G/Af4ebkhmZlZV9eRO1SQmk88TxqgYiVJK+V5O8zMrEF6tfRgpzWHcs5tz/Lm1On079ur7JA6lYj4q6Q7gC1ILSrGRoQnojczs0J1ZNj0A4AbSe3Cf5x/HllsWGZm3dO4tYczbcYsrrjv+bJD6XQkrQg8GREnkgaR2ErSwJLDMjOzLq4jg1J8A1gXeDoiNgNGA55x0MysAGsNH8Dygxfmojvd7O9juBCYKWkl4DRgeeBv5YZkZmZdXUcqVFMjYiqApD4R8TAwstiwzMy6J0mMG93KLU9O4bnX3ys7nM5mVh5tb1fgdxHxLWDoPF5jZma2QDpSoZqUm0xcDFwj6RI8KaGZWWHGjmoF4GIPTjG/pkvaE9iH2RPxuiOamZkVqiOj/I2LiNcj4kjgB6ShZMcWHZiZWXe1zKCFGLPsYoy/6znSvLDWQfuRJvb9WUQ8mSfe/UvJMZmZWRc31wqVpB6SarPDExE3RMSEiJhWfGhmZt3XuLVbmfjS2zww+c2yQ+k0IuLBiPh6RJyTl5+MiGPKjsvMzLq2uVaoImIWcI+kZZoUj5mZATuuMYzeLT08OEUHSDo//7xP0r1tH2XHZ2ZmXVtH5qEaCjwg6VbgnVphROxcWFRmZt3cgIV6sdkqQ5hwz2S+t/0q9GzpSJfXbusb+eeOpUZhZmbdUkcqVD8uPAozM/uIcaOHc9UDL/Kfia/w6ZFLlB1OZUVEbdKuLYB/R8RjZcZjZmbdS0cGpbgBeArolX+/Dbiz4LjMzLq9zVYZwoB+vRjv0f46ajngFEmPSzpf0tckjSo7KDMz69rmWaGS9CXgAuCUXNRKGkLdzMwK1KdnCzusOZSrHniBt9+fUXY4lRcRP4yIzYHVgf8AhwJ3lBuVmZl1dR1plH8wsBHwJkBuSuG2J2ZmTbDr6FamTp/FVfe/UHYolSfp+5KuAK4GVgL+FxheblRmZtbVdaRC9X79MOmSegKeGMXMrAnWWXYxll68n5v9dcyuwCDgn8BFwIS6/lVmZmaF6EiF6gZJ3wP6SdoK+DtwabFhmZkZgCTGjWrlv4+/wotvTi07nEqLiLVJA1PcCmwF3CfpP+VGZWZmXV1HKlSHAy8D9wEHAZcD3y8yKDMzm23c2sOJgEvu9l2quZG0OvB5YF9gd2AScF2pQZmZWZfXkWHTdwHOjog/Fh2MmZl91PKDF2bU0gO56M7nOHCTFcsOp8p+AdwAHA/cFhHTS47HzMy6gY5UqHYGfivpRuBc4KqI8HBTZmZNNG50Kz+a8AAPPf8mqw7tX3Y4lRQRO9R+l7Q2nuLDzOocd82jTdnOt7ZauSnbseroyDxU+5FGS/o78DngcUmnFR2YmZnNtuOaQ+nZQ1zswSk6ynnKzMyaoiN9qMjNJq4g3aG6g9QM0MzMmmTQIn3YdOUhXHz3c8yc5YFWO0BlB2BmZt1DRyb23VbSmcBEYDfSVb+hBcdlZmZtjFu7lRfffJ+bn3i17FA6gx+XHYCZmXUPHelD9QXSnamDIuL9YsMxM7M52XLVJVm0T08uuvM5NlppcNnhVJKkVmBZYIqkTQAi4sZyozIzs65snhWqiNijflnSRsDnIuLgwqIyM7OP6Nurhe3WWIrL7n2en45dnX69W8oOqVIk/YI0XPqDwMxcHIArVGZmVpgO9aGSNErSsZKeAn4KPNzB120r6RFJEyUd3s7zfSSdl5+/RdJydc+tKekmSQ9Iuk9S3w79R2ZmXdi40cN5Z9pMrn7whbJDqaKxwMiI2D4idsqPnef1IklnSHpJ0v11ZYtLukbSY/nnYrlcko7PeevePJpg7TX75vUfk7RvXfk6OY9NzK91/y4zsy5kjhUqSStL+qGkh4DfA88CiojNIuKEef1hSS3AicB2wGrAnpJWa7Pa/sBrEbEScBxpDhEk9QT+Anw5Ij4BfBrwfCJm1u2tv/ziDBvQl/Ee7a89TwC9PsbrzgS2bVN2OHBtRIwArs3LkHLaiPw4EPgDpAoY8CNgfWA94Ee1Slhe58C617XdlpmZdWJzu0P1MLAFsFNEbJwrUTPnsn5b6wETI+KJiJhG6ofVdnTAXYCz8u8XAFvkK3dbA/dGxD0AEfFqRMzPts3MuqQePcQuo1v592Ov8PJb7tbaxrvA3ZJOyXeCjpd0/LxelPtYTWlTXJ+fziLd/aqVnx3JzcBASUOBbYBrImJKRLwGXANsm5/rHxE3RUQAZ9f9LTMz6wLmVqH6DPAC8C9Jf5S0BfM3DG0r6a5WzaRc1u46ebLgN4BBwMpASLpK0p2SDmtvA5IOlHS7pNtffvnl+QjNzKzz2nV0KzNnBZfeM7nsUKpmAvAT4P9IU3zUHh/HkhHxPED+uUQun1Num1v5pHbKzcysi5jjoBQRMR4YL2lh0tW0bwFLSvoDMD4irp7H326v8tV28pQ5rdMT2BhYl3TF8VpJd0TEtW1iPBU4FWDMmDGemMXMuoURSy7K6q39GX/Xc3xx4+XLDqcyIuKsea+1wOaUt+a3/KN/WDqQ1DSQZZZZ5uPGZ2ZmTTbPQSki4p2I+GtE7AgMB+5mdlvyuZkELF23PBxoezn1g3Vyv6kBpGYXk4AbIuKViHgXuBxYGzMzA2DsqFbue+4NJr70VtmhlE7S+fnnfXmgiA89PuaffTE31yP/fCmXzym3za18eDvlHxERp0bEmIgYM2TIkI8ZtpmZNVuHRvmryW3DT4mIzTuw+m3ACEnLS+oN7EFqjlFvAlAbCWk34LrcxvwqYE1JC+WK1qakYXDNzAzYedQweggPTpF8I//cEdipncfHUZ+f9gUuqSvfJ4/2twHwRm4SeBWwtaTF8mAUWwNX5efekrRB7iO8T93fMjOzLqAjE/t+LBExQ9IhpCTTApwREQ9IOgq4PSImAKcDf5Y0kXRnao/82tck/YZUKQvg8oi4rKhYzcw6myUW7cunRgzh4rsm852tRtKjR/cdibuur9PTtTJJg4FX80W6uZJ0Dmk02cGSJpFG6zsGOF/S/sAzwGfz6pcD2wMTSU3S98vbniLpJ6S8BXBURNQGuvgKaSTBfsAV+WFmZl1EYRUqgIi4nJR86st+WPf7VGYnqbav/Qtp6HQzM2vHuNGtfPO8u7ntqSmsv8KgssMpTb5TdAzpwtxPgD8Dg4EekvaJiCvn9vqI2HMOT23RzroBtDuxfUScAZzRTvntwOpzi8HMzDqv+WryZ2Zm1bH1J5Zkod4tbvaX5kr8OXAOcB1wQEQsBWwCHF1mYGZm1vW5QmVm1kkt1Lsn266+FJfd9zxTp3frqfp6RsTVEfF34IU8PxQR8XDJcZmZWTfgCpWZWSc2bnQrb02dwXUPvzTvlbuuWXW/v9fmOU+pYWZmhXKFysysE9twxcEssWgfLrqzWzf7W0vSm5LeIo0Q+2bd8hplB2dmZl2bK1RmZp1YSw+xy6hhXP/IS0x5Z1rZ4ZQiIloion9ELBoRPfPvteVeZcdnZmZdmytUZmad3LjRw5kxK7js3nbnizUzM7MCuUJlZtbJrTasP6sstSgXebQ/MzOzpnOFysysCxg7upW7nnmdJ195p+xQzMzMuhVXqMzMuoBdRg1Dgot9l8rMzKypXKEyM+sChg7ox4YrDuLiu58jwiOFm5mZNYsrVGZmXcTYUa08/eq73PnM62WHYmZm1m24QmVm1kVst8ZQ+vbqwfi7JpUdipmZWbfhCpWZWRexSJ+ebL3aUvzj3ueZNmNW2eGYmZl1C65QmZl1IeNGt/L6u9O5/pGXyg7FzMysW3CFysysC/nUiMEMXqQ34z3an5mZWVO4QmVm1oX0bOnBTmsN49qHXuKNd6eXHY6ZmVmX5wqVmVkXM250K9NmzuLy+58vOxQzM7MuzxUqM7MuZo3WAaw4ZGHG3+lmf2ZmZkVzhcrMrIuRxK5rD+fWp6bw7JR3yw7HzMysS3OFysysC9p5rWEAXHK371KZmZkVyRUqM7MuaOnFF2K95RfnorueIyLKDsfMzKzLcoXKzKyLGje6lSdefod7J71RdihmZmZdlitUZmZd1PZrDKV3zx6ek8rMzKxArlCZmXVRA/r1YstVl+DSeyYzfeasssMxMzPrklyhMjPrwsaOauXVd6bx78deLjsUMzOzLskVKjOzLuzTI5dgsYV6Mf6uyWWH0ilJekrSfZLulnR7Lltc0jWSHss/F8vlknS8pImS7pW0dt3f2Tev/5ikfcv6f8zMrPFcoTIz68J69+zBjmsO4+oHXuCtqdPLDqez2iwiRkXEmLx8OHBtRIwArs3LANsBI/LjQOAPkCpgwI+A9YH1gB/VKmFmZtb5uUJlZtbFjR3dyvszZnHl/S+UHUpXsQtwVv79LGBsXfnZkdwMDJQ0FNgGuCYipkTEa8A1wLbNDtrMzIrhCpWZWRe39jIDWW7QQh7t7+MJ4GpJd0g6MJctGRHPA+SfS+TyVuDZutdOymVzKjczsy7AFSozsy5OEmNHt3LTE6/y/BvvlR1OZ7NRRKxNas53sKRN5rKu2imLuZR/+MXSgZJul3T7yy97EBEzs87CFSozs25g7KhWIuCSuz04xfyIiMn550vAeFIfqBdzUz7yz5fy6pOApetePhyYPJfytts6NSLGRMSYIUOGNPpfMTOzgrhCZWbWDSw3eGHWXmYg4+98joiP3ByxdkhaWNKitd+BrYH7gQlAbaS+fYFL8u8TgH3yaH8bAG/kJoFXAVtLWiwPRrF1LjMzsy6g0AqVpG0lPZKHkD28nef7SDovP3+LpOVy+XKS3svD1N4t6eQi4zQz6w7GrT2cR158iweff7PsUDqLJYH/SLoHuBW4LCKuBI4BtpL0GLBVXga4HHgCmAj8EfgqQERMAX4C3JYfR+UyMzPrAnoW9YcltQAnkpLNJOA2SRMi4sG61fYHXouIlSTtAfwC2D0/93hEjCoqPjOz7mbHNYZy1KUPcPFdz/GJYQPKDqfyIuIJYK12yl8FtminPICD5/C3zgDOaHSMZmZWviLvUK0HTIyIJyJiGnAuaUjZevVDz14AbCGpvc67Zma2gBZbuDefHrkEl9w9mZmz3OzPzMysEYqsUHVkmNgP1omIGcAbwKD83PKS7pJ0g6RPtbcBj4hkZjZ/dh3dyktvvc9/J75SdihmZmZdQpEVqo4MEzundZ4HlomI0cC3gb9J6v+RFT0ikpnZfNlslSVYtG9PLvacVGZmZg1RZIWqI8PEfrCOpJ7AAGBKRLyf26gTEXcAjwMrFxirmVm30LdXCzuuOZQrH3iBd6fNKDscMzOzTq/ICtVtwAhJy0vqDexBGlK2Xv3Qs7sB10VESBqSB7VA0grACNLISWZmtoDGjmrl3WkzueqBF8oOxczMrNMrrEKV+0QdQppr4yHg/Ih4QNJRknbOq50ODJI0kdS0rza0+ibAvXmo2guAL3uIWTOzxlh3ucVpHdiP8Xd5kl8zM7MFVdiw6QARcTlpXo76sh/W/T4V+Gw7r7sQuLDI2MzMuqsePcS40a2cdP1EXnpzKkv071t2SGZmZp1WoRP7mplZNY0d3cqsgAmN1B0QAAAgAElEQVT3+C6VmZnZgnCFysysG1ppiUVYc/gAxnu0PzMzswXiCpWZWTc1bnQrD0x+k0dffKvsUMzMzDotV6jMzLqpndYaRksP+S6VmZnZAnCFysysmxq8SB82GTGYS+56jlmz2s67bmZmZh3hCpWZWTc2bu3hTH5jKjc/+WrZoZiZmXVKrlCZmXVjW626JIv06cnFbvZnZmb2sbhCZWbWjfXr3cK2qy/FFfe9wNTpM8sOx8zMrNMpdGJfMzOrvl1Ht3LBHZP45NHX8vq70xk2sB+HbjOSsaNbyw7NzMys8lyhMjPr5l54YyoAr707HYDnXn+PIy66D8CVKjMzs3lwkz8zs27u19c8+pGy96bP5JdXPVJCNGZmZp2LK1RmZt3c5Nffm69yMzMzm80VKjOzbm7YwH7zVW5mZmazuUJlZtbNHbrNSPr1avlQWb9eLRy6zciSIjIzM+s8PCiFmVk3Vxt44pdXPcLk19/zKH9mZmbzwRUqMzNj7OhWV6DMzMw+Bjf5MzMzMzMz+5hcoTIzMzMzM/uYXKEyMzNrAknbSnpE0kRJh5cdj5mZNYYrVGZmZgWT1AKcCGwHrAbsKWm1cqMyM7NGcIXKzMyseOsBEyPiiYiYBpwL7FJyTGZm1gCuUJmZmRWvFXi2bnlSLjMzs05OEVF2DA0h6WXg6QX4E4OBVxoUTiM4nrlzPHNWpVjA8cxLV4tn2YgY0qhgugpJnwW2iYgD8vLewHoR8bW6dQ4EDsyLI4FHmh5o+cdj2dt3DI7BMVQzhrK236Gc1mXmoVrQBC7p9ogY06h4FpTjmTvHM2dVigUcz7w4nm5jErB03fJwYHL9ChFxKnBqM4Nqq+z9X/b2HYNjcAzVjKHs7c+Lm/yZmZkV7zZghKTlJfUG9gAmlByTmZk1QJe5Q2VmZlZVETFD0iHAVUALcEZEPFByWGZm1gCuUM1WajOLdjieuXM8c1alWMDxzIvj6SYi4nLg8rLjmIey93/Z2wfHUOMYEseQlB1D2dufqy4zKIWZmZmZmVmzuQ+VmZmZmZnZx+QKlZmZmZmZ2cfkCpV9iKQB+afKjsU+TNJn8uhgpZO0mST3wZyDqr0/kpYpO4Z6VTqWzcC5ryxVOBdU7Xxdliq8D2XnqgU5Hl2hqgBJe0tapwJxXA7cLmloRERZiUXSbyR9roxtt4njAEl9y44DQNJxwO+A4yX1KTmWk4Djgf+V1KvMWGoqtq9OpELvj6SzgRMkbVCFL4tVOpatOsrMg2XmvjLzXdnnzSqcC6qSzyqwL0rPW2XnqgU9Hl2hKpmko4GfAuMkrVtiHEOAB4FLgQvKqlRJOgDYAjhM0r7N3HabOH5B+mBdLKlfWXHkWAYC/wdsCbwD/K7E5NMfeAg4lDRr+XfKrjRUbF8NJb0/h1GB90fSJ4CpwKPArsD6ZVaq8vHzX9JnvNRj2aqjzDxYZu4rM9+Vfd6sQl6rSj6rwL4oPW+VnasakZs8yl/JJG0GvEQ6gPoAl0TEbU2OYd36bUo6HlgP2DUiJktSNOlAkbRERLwkaQPgFOA3EXFWM7bdJo5NgJuBY4DVgHER8V4JcSwOzIiIN/PyGsCXSfPYfCMi3m9iLPsB/4iIl/PyTsBWwGTg1xExvVmx1MXUDxgD3AocTbn7qi9pX83IyzuTviyU9v7UxdYC/DIvng/c0qzPdF0MK0TEE3XLqwNfoYRj2aqlrDxYdu4rM9+VmeOqkNeqks/KzmFVy1tl5KpG5SbfoSqJpGUBIuJfeXLHSwEBuzTzCp2kM4Fb6ptaRMTXSSfaiyQNa8bVOkk/kLRtRLyUY7gZ+A7wrWZeuZO0X/6fb4yIacAPgSeB8c2+ciTpNOCPwKWSPpWL7wdOBGbSxCt6kk4FfgWMrCu+Mj+GUdKVvYh4LyL+nU94P6K8fXUScCZwuqS1cvEVpElcm/7+SPqZpBPz8TwoImaS3p8A/ofmX/07Czg4/17b7gOUcCxbdZSZB8vMfWXmu7JzXBXyWpXyWZk5rAp5q+xc1cjc5ApVCfJB/AdJJ0naEiAi7gbOJe2TplSqJJ1Muhr4I2BrST2UO+NFxDdpUqVK0t9IV2huqi+PiH8C/0uTKlU5jm1It51rMbxNSnRN/aIu6QRgMeBLpC8ZS+d4AngEOIn0Yf9tE5LP70nHyR+Ao2rl+crVNcxOQt9uVhKSdKyk0/LPtXM8bwHfovn76lRgCPAL4EVgUI5nOvBP4Gqa+P7kL4qrkJLCbkC/HM9bpP3X1EpVfn8WjYjv5Dii7ucjzE5chR/LVh1l5sEyc1+Z+a7sHFeFvFaVfFZ2DqtC3io7VzU6N7lC1WT5RD4Y+BzQk3QwARAR95GSSe0K3XoFxvF9YEhE7Ek6sW8H9I6IabUPT04stwIX1hJLAXGsTDqgd4mINyStKGlE7fk2SeYLjd5+XRzbAQMjYo+ImCKpt6RFcgzvAt8mneQuatIX9RnAjyNiCrAMsKekMyXtlK/gPAyczOy2vkWd8I4ARkbEvhHxfeANSXvk53rUJaFrmN32utBRgiT9CVgWGA+8Bnxe0kI5nqnMTkiF7yul5hI9gC9ExF3A4sB+ko6StFm+6ti090fSSsCgiPhMRJwEvAHsJWl7SStHxBvM/hKxK7B+UbHkeLYFPgn8Ji9/RtJhkg6WNLqZx7JVR5l5sMzcV2a+q0iOKzWvVSWflZ3DqpC3ys5VReQmV6iaRMlKpDaZe0bE68AUUsL4vtIIRy0RcS+p3eh7pA66qxcQSw9S57vPwgcn8SnAr/PydKV2rLUmEPeTEksRX3ReB/pIGijpm6Tbz6dIurJ2RSDHdwBp9JldCogB0pWQtwEkfQv4E3B97WSb2zMfRuq8PL4JV9J7Az/OV1C2JX3orwH+mk94M/MXj7+T2jsvVVAcJ0XEVgD5f74D2AAgImbVklBEXArcRjrxDSooFiRtDiwcEbtHxGXA9cCqKZyYleOaSvP21TRSYvyr0ghBnwYuB14Bfi9pTES836z3B3geWErS7yUdCWwKLApsD3xDUmtEvBER3wYWAb4maaEC4/kncDGwQ/4S/V3SOXBp4ChJK0XErCYdy1aysvNgBXJfmfmuCjmu7LxWej6rSA6rQt4qO1c1PjdFhB9NeACL558t+ec2pNFMNiLd/j4V2Llu/Q2AicDyDY5jY2BU3XLfuu2dBgzPywJ65t//BGxV0PvSm3QF4IukTrlDcvmFwIV16/XM79c6Dd7+gPxzReD3pBFeLgeWA8YCTwM71K2/JCkBr1jAe/ED4BBSx9gWYFwu26duncOAL9Yt7wN8soBY1gFGt1M+HHiC9GWoVtajLrYNizhO6rbVAmxIHlAnl/0DWLOddYvcV1sDm+Tfe+Xj9wRgy7p1jm5z7BT2/uTtL5d/H0lqxjGh9r8Do0hX/Veoe825wKcKimeN2vGTP7s/JzWlWSqXDQbOrt9vRR3LflTnQYl5kArkPkrId5Sc46hAXqNC+YwScxgVyFuUnKsoMDc19EDxY4478K/5hN3S5kM0pO73E4D96pZ3ANZrcBynANeS2i7/ps1zi5OuFB3Wzuv6NjiO/0caWWgH0lWPzUhDdv6D2QlmSI63lniXBVZpcBxnkpJ4n7xv/gLcCPyobp0DgcPrlrcC1i/gGDkbuIzUpv9sZif7PYGT69a7Aji4brl3AbFcQkq4jwJHAlu0eX5v0pXFPm3KF2p0LHV/+1Rg4zZlIt1lv6528gO+B7Tm54raV+PzfriVNNTt7rn8O/WfK9IVsC8U/f6QvqD9tZ3y04AD65Zv4MOJc7GC4jkrn2MmAf8vl7XQ5ktB3m9b1y03/Fj2ozoPSsyDlJj7KDHfUXKOowJ5jYrkM0rOYVQgb1FyrqLg3OQmfwXLt1MXBr4c6XZ21J6LPFxntjTppFd77rKIuLWBcRwGLB0RWwDfB16vbxMbqU3z/wP2zu28qXtuKg0i6QzS1ZkXSVfK/kC6QvRl0tWi7SStT+oMOCtSO1Yi4umIeLiBcRwHLBERf4x0a3smsB/pat3GktbKt9m3B+qHDb0uIm5pVBw5llGktu07RMSPSbe9N1UafepcUofMCZKuBSZFxIm110YapamRsYwhnTy2J93inkHaJzvUrfYY6cpma/1rI7XDbziloYyHRsR/2j4XqYnEfcDMfGy1RsRz+XNWxL5aifSlYDtSk5Wbgc0kfR44nbTfxitNFPpURJxZF2vD3x+lTr0rR8Reebmf0nwakL7Abi3pF5IuBJ6M1JyoFs9rBcTzO9KxvBPp872XpF3yue/xvM6iSp3jn4qIq+viaeixbNVRZh4sM/eVme/KznFVyGtVyWdl57Aq5K2yc1UzclOhnccNSG1VvxkRMyTtRvrQPgI8GBHPSBpEalbwSkScDKmdeX3CaZA3SFcoAHYBDgJWk7RQROycy58hXbl6tMHbrjcV2D8iXpC0TI7l96Qx/78CfArYBHg28sgrjX4/JAkYQGqGgKTtSVeJXoyIvXN73n1J80E8HRG/rr22lvAabBawnqTRpFvya5BGvFmMNPHhOqSO0z0itWmudaCdVVAsK+T2y8/ktu57kxLwQxHxRETcLOkbUTdvQ1FyIlo/ItbPy6vmGCdHGgkI0he1/wLnRsQHw58WtK9agBFKnWYflXQZ8D6wOWmkok1IHe3fjohzciyF7CuliTHfBWrzqOxNSpYr5cT8R1K/ie2AmyPil3m9IufWeYzZ/VEeyXEs0madbwLvR8QXmxCPVUOZebDM3FdKvqtIjqtCXis9n1Ukh5WatyqSq4rPTdHAW5p+tHuL8UzSSCV7kD4wRwF/Jl0pW4JUUz6hbv0eBcWxBekqyFmkCdtWJl0JvJa6W+9166vB269NIn0B8Pu68iHA14Fj2nsPGv1+kE4sfYFzSG11tyPdAj8px3Z4Xq8P6WpKoful7u9/l3SV5gFgyVy2Xo6zf5t1i47lGFKzg8F5uZXUQfyQdtYtOpYvkE6Ey5GaplzH7CYL2+V1TgH+XGRMQH9mt63/IXAGs/tcDAaOpa4ZTRPfn8VI/RGeBO4CRufP+tPA55oVD7M79C5KXfMI4HDgV3OKoej3x49qPMrMg2XkvjLzXZVyXBXyWtn5rMwcVqW8VVauamZuavjB60dAquWum39fHfgt6QrZiFy2IanN9rJFHEB1f+840lW/H5M6IK5E6oD7/bp11gGOLfj9qD9IlyS10f12XdknSe1aF2vzuoZW6tr87QOBe/KJdVAuG0NK8oOKjgP4KrlzaF3ZYqTOybXOmYuTRgAaUfD+OTofI8eQrmJuQGpT/k1md9T8FOkqUtP6uTD7S8mBwFs5CS1OGmnnR7WTIbkDedtjrYFxnEb6UnA7aZ6MVuBnpIS4bF5njbzvFm3C+/Jz0heEQ0nt7JckNVkaWbfOvsARTdpPvyNdcT2srqy2774O/CT/fgGwa9t1/OiajzLzYJm5ryr5rowcV4W8VqV8VmYOq0LeKjtXNTs3uQ9Vg0k6l/RhfTwXTSJ1hlyVdKuZiPg/0k5epv610cBb3UrzHCxNSmArkDq4TiQNi7mbpDVzs4DDSSMPFULSscD3NXtI2BdJJ5JNJP0gl91EunrQtv16NDCO3SWtVve3TyUllu2ZPQfKY8BQYGBRceRYzgaOAD6nNIRqbTuvAf8G/iRpE1J7+4ci4rFGbr9NLGeSRtq5hzSJ388j4uYcx1DShHafJJ0UX48m9HOR9Nvc/v9cSb3yvtoT+EpETImIF4CLgKUl9Y+IGfl1auRnKP/NP5HaXe9FupL21Yh4jnTFfQrwt9yc5pfAczG7CUchJJ1GaqbzJOmLwpj8mTo2Ih6pW3VX0oSEhZJ0Cuk4+RzQms8p9e4B+uVj/p2IuKj2RKM/V1YdZebBMnNfmfmu7BxXhbxWlXxWdg6rQt4qO1eVkZtcoWogpc6li0aaqGyKpMHAjEiTlh0NLCvpLEkXAa9GxL8LimMwaZ6D3SJiQi7eX1LtKslxpKsSl5PazH4zv66hM1FL+iWwF+nk/R2lyeQgXTH5AbC9pL9KugF4IRo8gEBdHOeSRo/aTdIadU/9ETgeOE1p0sMzgccid1AsKJZFSV8uDgTuBPaQtFndKmeTRuI5kNSu/iv5dUXMEr4j6TjZNZ9MTiY1vyEixpOaIdxMGiXqwYg4tKhY6mI6g/Rl6CxSB+ILc5L5R0TcUbfqEaQ26G/WCgqo+I4E3oyI3XLR48Aakk4gnTuPzXFuCtwVad6awt4fSfsA/SJibKR27tOAtfOxOzOvs7hSp96XI+LYIuKoi+crpOPnf0hX+LYhXfWr3xcLkSYMfSsi9s2vc97pwsrMg2XmvjLzXdk5rgp5rSr5rOwcVoW8VXauKis3qQH7z7J8Ivt1RGwt6dukIS+XBCZExJGSepMmFJwWEX/Pr2l4h2ylEYxuJc3f8RjpJP9bUpvZtXMMg0n7/6n8moZ3nM9XQN4kNbnYFXiB9P5Mzc/3JnWG7BNpgrsiBqBoJX1obiY1OwngokgTR9bW2Y30fgyKiJ8VEUebmBaKiHclLUsaXegTwAVRN6qMpD6RZisvclCD4aS5Hm7My0uRkt5u9QlXUr9Ikz4WORgGkjYmjQL2+by8BKkT6X6ROrOL1HThPOCliNg/r1fkvuobEVPzFddTSc0TtiM129k7IibXb7/g92c48FpEvKPUqfenpC9IraQrcTuR+idsGBG12d+LjGfpiHi2bnkr0oSkh0bEM7lsWWCXiDg+L3sAii6uzDxYZu4rK99VJceVndeqkM+qksPKzltl56rSclMU0G6xuz5IbYVPA3YkdbpcktQR8V6a0PGPusnrSKOXHE665T8qlw0hXbFat83riuyrpPzYltSe9Ydz2m6j34+6v1ub62MMaRK5I4G157J+Ef1wvkGa0HDLNuXLk5Lh8aQmMr+D2ZNYFrFvchyrkduT57IW0hWb/5DblZNGiFKRsbSJa3Fgg7rjZgCpM/moNuvt2KR9tUVd2TBSE4ra8t+ALxX5ftRta1PSFc9F696bPWvxkDoeX8BH59Io6vO0az5+lqttJ8e0ImnOly3m8DoPQNENHmXkwarkvrLyXVk5rgp5rUr5rMwcVoW8VXauKjs3edj0BSTpENItzFtJI5fcS+oM+V9Sc4YZkg4iHegfEo29InAJufOtpL8D/4iIYyT9gpTY7o6Il5XmI1gGuK0ujkZeGTkBeJ3UNv17kYf9lPRP0kluU0mHkxLO8aR2xLU4Gvl+7Ee6Qvl2RNyd//7t+a727sBWkt4lXbU4MiLeLiKOHMuppHbdlwDfkHRcRPw2b+tJpfbOe5FmC/9vRDxZF0uj717+mbT/nwIWknRhRJyb99O7kh7P5acD79Vvv9Gx1MVU21evRWrvDmmCyzckvUBqSoJSH4SfRsQ/8nIRd1Xb3VcRMbnNqguRhmMulKTaF9L3gYckXRURV5G+qNa8S0rcA+pf2+j3JsdTO36eBBaWdEFEnJefflxpTpnfSto00vw+hcZj1VBmHiwz95WZ78rOcVXIa1XJZ2XnsCrkrbJzVRVykytUCyAfQIuSPsxrkSbH+3Z+eh/SyfQx4H9JH7ai4qhNXred0lwX+wCfldSLNGnbHyStSLp68mREXFhQHL8kdQI+mjRx4S2SdoqI5yN1urxM0vukkWdujLpOgA2O4wzSqE43k/bBGRFxCnyQcN4kTXD4T+C++kRTQCytwAhgXKT+BFcA5+fby8flmF6T9GXg0ojYJ7+uiKago0hNIjZSmvdlXeBYST0j4i9K7YdXIHXWvDIiDioqlrqY2u6rP0XEyfl4gXRyXEzSr0lNZeoTYqMrU2331ZXAebV9ld+fvqTj96WIOL+R228nno2AYRGxqVIzqtHA1/P+qjUZ6ku6G/BERNxZcDxzOn56RcRf8monARuRzof/KjIeq4Yy82CZua/MfFd2jqtCXqtKPis7h1Uhb5WdqyqTm6KgW39d/UFqB3tO3fKqwK9IB0wLqc3qT0kjDf2+4FjWIU2S2JqXlwC+QzrRr5gfhwMH1b2miKZSJ5PapNaWfwvcACxSV/YvUrvqQuIgnVj+A/Sqe29eBA5us95E4Ky65UKas+Vj4XhSP4KeuWw10kSSX6ptG/hBkfsm/93lSW2364f13Ry4Cdg6L18AnFh0LB3dV6RhlacAJ1VkX+1B3VDLBb8/65GutteWB5KaT/yd1B+kF6l9/KlFvzcdOH62rCtrt1mFH13vQcl5kBJzHyXlu46cN3N5YTmug+fKQvPaPM5HTclnHdkXFJzDOrgvCs1blJyr5nEsNC03FfaHu/qDdEXuv8ABbXbqscA38nIPYPG654v88lUb77/Wlro2ed3X21m30R+m2uAmXyNNolY/p8IppCFLa5PLbVzk+5E/yKeT29DmsjXyyWX3vDwY+Fkz9kv++0cA5/Lhtswbk27PDy5y37QTy8XA+LrlnqS5Q2qTPTZzMuO57as98/IvgeMrsq/68uEvS4X3CQL+wYcnBl2K9AV1r7y8QpPjmevx02ZdzzPVxR9VyIPNzn1l57uq5Lgq5LWy81lVclgV8lbZuaoKucnD184nSStIWjLSuP2HAQcoDdcJqZ3sTcA6tbaxkdtq5tuvjewjdLqkEySdl29x/pPULvXzkoZGmnPg98CaynNi1DQyjvz3Iv96E6lT4Ni65w4i3fJeLS//J8dfyOhjEfE6qcnJ8XVl95E6bG6iNMrQKxHx/4qMo/a38/aPzjGdIWlofvp20heND82/0IRYxgItub0xkZolPACsJaklIh7N6zd8Tqe25rGvNs5FJ8TsYV3L3FctpGFgC+tr1yaelvzrV0nNRX6et/kC8CDw6bz8RF6/0P3VgeOnNrfPB+rOC9bFlJkHy859Zee7snNcFfJaVfJZ2TmsCnmr7FxVpdzkCtV8UJo343jg30rzWrxJalpwsKRdI2J6pPkOliG13f1AI3egpO+Tav9HkzoYng28Q+oQvCSzJ687gtRJ8v1GbbudWFT7GRG3kyYx/LGkPSQNy6utRBr56QNFnNzqPlhfJnVEvaLu6XtJw3W2/WA1+uTyQQKPiFm5LT8RsTdpYsljJf2K1Dn5rUiTHhaqdgJTGlIY4PPAkpKukLQN6QvRK5E7VOd4C/0y3IF9NUxpeNvaEKdFTNo7P/vqzWbsqxyX6vbFs6Sr/atI+rukEaSJCl+uf02R+6uDx8+rrkB1D2XmwbJzX9n5rqwcV6W8VpV8VlYOq1LeKjtXVS03eR6qDpK0LfDNiNhW0tbAFsBUUhvpPqQrYueQhgh9JvJEYQXF8su8jRPy8hGkjnZHktrq7ktqy/5aRHwnr9Pojphtx/nvQfqshKQtSRP4TSU1/3gm0ozdDZevQs2sW+4VEdPz75eRRpy5hjTa0wuR530oKJajSc1N/gvcHnkSP0m9I8/IrjQvxFDSEK+/zmVFDEDxXdIFkzuBa2on8vorZEojDs0iNZX5YILLok4+3ldzjecQ0sSjj9euard5vg9p4s63SUPSfqngeCp3/Fj5ys6DZeW+MvNd2efNKpwrq3I+8r4oP1dV5VhoNzbnvo6RtBNwWER8Ki+vCXyGNAP0MaST+Jqk2Zn/mNdp9IdZ+QS+MylhHV87yUv6KWnSwM0jDVFb5AR6Z5Pm9ZhG6nR4XaSJ4loAImKm0m3nfsCqMXuUl0bH8SNSG+b/A/4TEc/n8vqTyxeAhUknlx/ksiIqML8i7f9jmD008C0xe4SZOb2uiKG/TyINofo30uhT5wCXRcQjzY6l7m97X835754CrEwaXvjrwFGkjuxvtU3gTYqncsePVUNZebDM3Fdmviv7vFmFc2VVzkfeF+XnqqocC3MUBXTM6qoP0shFBzK7IjqG1BFv83bWLXp0tPOBg0gzn9fKz+GjE+w1euLCfUkJBeBLpE6HvwaGt1lvsSLfD9JEgVcDu5E6Xv6kvf3QrP2S34PahH6tpPk3TiHN0l5b54vAKkUdF7X3ndQ5c1heHk0aXedwYOk2+7EpgwZ4X801llbSFc3+eXlj4CrqRiXL5fu0WS5qpMPKHT9+VOtRZh5sdu4rM99V4bxZ9rmyKucj74vyc1VVjoW5PdyHqoPyLf5rgVWAvZTG17+ddEBtLX2k01thteGIeIw0ROvOwO6S1s9PDaXN3GKRj7AG6kma+ZtIVyAnkCZrO0jSAABJXyM1w6iPo5FXivqSOiF/PSIuAA4F3iPth0/WrfcFSUOKiqONl4GfSFosUqfoq0jzUoyW1FPSQqT2zA8XtH0gzf0BPAEcKGnhiLiLdPt9DWAbAEmLkU5Ahd+e9r6au7z9R4FdJPWN1ITiSGB/SZ8FUOp4v3ab1xWy76p2/Fi1lJ0HS8h9peS7Cp03Sz1XVuF85H2RlJ2rqnAszIsrVB1Qd7twAvAQaa6BX0kaCGxPaq9d1Id5dUl9JfXOyy35FvL/AT8GlgW+L+l64MWIuLKIOOpcCawraTeAiLiVdNViKDAor/OfiLi+qAAiYippJKnDJfWPNJLPOaQmGRsBSOoP9I2Il+f8lxZc3ReI3wN3Ad+VNDAiXiH1K9geWDMi3s0n4/rXFOVqoD+wcW7+ch/pStb3lPoCvBYRP21GLN5XHXI/6Sr/MvlccxPps/1dSUMi4tWoawfehHgqc/xYdTQ7D1Yk95WS78o+b1bsXFnq+cj74kPKzlWVzk2uULVD0n6SNpK0NnwwkkrPiHgH+Atpxun+pNuNz0fELwqK4yxSDfxs4AhJK0Zqo9pDqb3qraQ2rF8AvhcRu+fXFbJf8zafyzFtrzxMbkTcSDqWds7Ld+X1G35A1/3Nv5BGtPlcvlrxJHAh8FVJIyPizYg4uag4ampfICINSzqeNEzpTyUNioingBdI7a4/8poC/RN4iXSi3TbvtxtJJ8MPbbvIWLyvOuw0Uof+r5OuthGpH8bTpKFwmx1PJY4fK1eZebAKuVFnTYEAACAASURBVK+sfFeF82bFzpWlnY+8Lz6i7FxV6dzkQSnakHQGadjTm0jj558REafk5z7ofJiXB0aah6CIDpC7kW4xbyJpK9JVgfVIHYIfq1tvmcjDcubl4kcykZYijWKzBfDfiPi9pEuBSyPi1CK3XRdDD2B3YF3ScJ2nRMS7ki4nTeR2bzPiaBOTSCeZvUnvz9PA9IjYqZkxREQoDSN6CLAisDqpmcrMiNi5WbHUxeR9Nec4euQvqr2BX5AmYexHmphzakTs1uR4Knf8WPOVmQerlvvKyndVOW+Wea6syvnI+6L8XFWVY2FuXKGqozRu/p+AzSJiuqR1gMuBoyLixLr1xkWaZ6O2XMRIZDsAO0TEV/PyMGAf0gF0aEQ8L2lv4O36WBocwxz/L6W2qmuS2rM/TjqWPlNEHHOKK5/kdiIl/C1It+VnRcSOc3t9M+SrurMi4u683LThpOtOfCJdQf400CvqmgM0MZbS9lVH/89m7as5/d26/dVC+nyvSZrZ/g9FxjOXOCtz/FjzlZ0Hy8p9Vcp3Vc1xZeS1ss9Hzd4XVchbVc1VZR8L84zPeXE2pbbgvwZ+EulWKpLWAC4jncjPk/QJYIuIOH7Of6khsQwBrgNOqjtYVwS+BkyIiOskjai/YldQHHM9QJXmHOgbEW/k5aYMT9k2LkmfJh3P/2rv+QZt84ukeQ+encs6H9luEe+JpH5AS9TNgD6vOIqKZV7K2Ff5785xGNc5bbfI90epudSMOTzX7naLiqczHT/WXGXnwTJzX5XyXbPOm1XIa1U/HzUzh1Uhb5WZq6p+LMyNK1RtSDqZNCzjznVlY4GtSO1Ge0SeyK3AGFoizW2xEfD/gPMj4sz83JGkqxJH1a3f6PmuTiXNdv6ddp77YFvtnGQaHcfOwE0xh46ezfxgSToHEPDViJhSV952or/CP9RKczEsTuoU++uIuKe9bTfzao2kQ4ErIuL+OTzfzH11LKnD+BTgvEijkLV3vDYrGR9HGvL1GeD0iHh6DvE0ZX9V8fixaikrD5aR+8rMd2XnuCrktaqcj8rOYVXIW2XnqqocCx+XB6XIpNSRMCK+DCwk6Yq6p+8jjerzwazYRao7kd1G6hB7gKQf5Jr72qSDrX79RlZiTgQ2BBZWulL5wXuT9chlLW232+A4zgM+S5rtur78g2M2IqJNbLXyRn9B3xYYEBF7RMQUSX0kLZK3NVPSKpIOLGLb7cRyCmmSyaOB50ntl6ltW9JySjOlN61TpqQ/kIaSHZ2XW/LPD/ZNE/fVn0ijf10AvEoa2nmh2glY0shm7asczxnA0jmeZUjD75K3H5JaJa1VW25CPJU7fqw6ys6Dzc59Zea7snNcFfJaVc5HZeewKuStsnNVVY6FBeEKVZYPmNrM51sCsyRdJOkrwPGkIWGnNjmmaRFxBXAAaSb4PwDvRMQxRWwvn1QGApuT5hnZM8dRu0I3FDhH0hIxl1vSDYhjL2DRiNg7Il5V0jvHMkvSSpo9jG0zPlizgHdybN8m9S+4PscJaa6SL0ravsgglObDaAH2y1duFs/b/YmkLfJqG5LmZ1m6yFjqYjoRWBT4IfAVzb7CXEsEKzRrX0naDFg4InbPn5t/AauS7sTXtt1CE/ZVjmcQqX35bhHxD9L59gBJB0kak1f7H2BcLXkWHE/fHENljh+rlqrkwWbkvjLzXUVyXKl5rSr5rOwcVoW8VXau6iq5yRWqOvlDVEsmO5Dm2xBwZ0TsDx+5etUwte22U65IE7VtBxwQEXvm8obuO6U28jMiYq+IeAk4ljRE6Cp1q71AGlXmkDnF2yBTgYdzXN8kDct7rqRd8vPLAnsrdZYujPLEjcBE4MX8wd4COII098LPJe0cqYnASUDfIr8U5y8ytST/W9IXgUtJ++UESWsC15OGD+1fVBw1kg4BlouIz0caMvZF4Ls51loiWBb4fNH7KrsBOK722YiIW0hDuY6orRARD5K+nBW6r7LXgRXyF9Kfkb4YTiTtw6MkDSf1FRkFLNmEiwPvk648/rUKx49VU7PzYBm5rwL5rrQcV5W8VoV8VpEcVoW8VXau6hK5qee8V+leaskkImZGbrtdo8Z3/NuUdBXi+vorIvk5RZZ/n1H3OjU4DkWaIO1rebkXqcnF/cBywMN1V20uIH2oegBF3aV6DVhE0ihga9J8I8sDZ+WEcyPwSdKQnYWQdCZwU/75FOlDfCRwXaR2xU9LWoI00s0E4Bb4/+2dd9gdVbWH318aEDoELiTUG3oNoiLlShCkVwFp0gUVRAhyKSIapIOXAFKlxQSESK9SBQRpAoZ66b2ogBSBUC6u+8faJ5kcvpZ45tv7JOt9nnm+M3vKXt/sOft3Zs/aa/FWTSNY++LX5F4898keeGf7fTO7Oe2zALCQmT2S2ujdVtvRAaeb2ampfgHjgDWr9zHwQFrqbKuzgbHm+SjuqdgjYGBlv5/iSQDvA96s6wEmjeiZmT0o6et4iNdlgS3M7C+SBgFHAUPM7D5J5wAdTgBukT3HApea2QPyXDq7U8b9ExRK3TqYU/sK0bssGleCrhWmZ9k0rATdyq1V05o2xRuqDujs9X6LH2LOxEdCDpZ0Yzp/I8Y++Cve3pirNAoYLekXkhZJ5//MfJLs88AvJQ20yX3bx1mLfeglrSfp62mU5jZgCJ448jIzu9fMLiKJTqr7ZnwEpeWkazKPmZ1lZp+kdt8VD5e7hqRh8lfUm5A6FzN7yszersGWC4D18BGbH6cfOI2RtI0qu34F+I9kyy3mCSlrIbXVWsCARlm6J2/BR7b2rZT/k3rb6hRgviRKk5Ha7RHgc7l/+GAze9PMnqyjrZI9VwFH4KOuxwArmdnxwOtMSgT6FrAEPvKJmV1rXUTY+jftOQVY0tIE5/TdPhP306+6j/Ta/RO0B3XpYE7ty6l3uTWuBF0rRc9ya1gJupVbq6ZFbZouo/y1+k3TVNR/An4jbSr3mz4NOCTdvEgaAvwO2NrMXq/RjvPwEarRwFbAidaUoE4+WfJ+4EyozYf4Cjz79tz4qNXtwJV4J9YP2NjMPpAn0bu+MaJUB2mE6BzgaDN7Tp4TpS/wtzRCcxjud78s8JKZfa9GW74B7G9mGycRvhQPZ/w8nszuBjx7e1/gDUvuOHXS1FZ3AU+Y2bmV7cOBvXCxrOUhoVLXycBqZvaVtL4M7hLwmpm9n8p+jSdkvMh8ov3EEfAa7FkZONLMNkjf4Z3xibVXA6/h7jNv4JN93zaz3VptQ5M9FwBLmNlX0/qCeHS2l+R5dW5JdvWjl+6foBxy6GBO7cupd7k1rgRdK0XPcmtYCbqVW6umVW2ablz+JK0CfGJm4zM/TPXHs63/dyo6CNgSGCBpVmA7M3tN0p/w0bLdrIZJwOlV7iyWsltL+jY+CfFx4AHzV8B98PCZn9TxAzTVOxTP67GBPMrS+vjoxAy4K8QY4MjU6bxU88NUX6A//rp9DnkUpJ/jo5TzShpvZkekHwILW8qDUuMPk4+AJdM12hJ3wzgAf+V9O57Ubgd8sva4mm3prK2+LmlGm5Tw82VgMDAfnlG+Th4ANkp2rY1PKp8ZuFfSjWZ2HT7SenVFlOr8EfkvYKikBc3sFblLx474dToHd23ZBviHmZ3dC/bcA2won3C8frJlAUnX4T9k1wC2xxOk1n7/BPnJqYM5tS+n3uXWuIJ0LbueFaJhJehWbq2aNrXJzKb5BTgXT0o4Bh8VGtK0fWD6q5rt2BQfBWq8GVwEOBkfsQO4ArgmfZ4Hj3A0sCZb+uA+uZfjPrIv4vlFRgLXA0ul/Was+ZoMxV+lL53WZwW2wEdIVsT9iecDhlVtr9mm3fBX7pcAc6eylYGxwKCmfeu+Z36Bj+Q9hY8W9cc7unM7atOabVm8k7Y6GRhe2W/NOu2oXnfc5/qf+I+DuYB58WhNJzZfk7quDz4w1bDnGDx/zrxpfX7cL39Eb7VXukf6pM/74OI5HnebGIqP0B/R2/dPLHmXnDqYW/ty6l0pGleCruXWs9wallu3cmvVtK5N2Q2o/R/0p9ybKus3AA8Cy6T1+XBxaazX1ZGMAy5odGSprG9VNHCROb1hRysFpVLHjsBmwIz4qMhP8XCpK6Xtg3B3h682HVfbgwNwYLJhobQ+F3AcMLKDfesQ+22B5ZrK9gc+aHSsqeO9FVisruvQhS1D8Ig3Q9L64GTLAnXa0tF1Tx1wR211WC+11clpuQSYIZVtCKxc2WdZ3G1o9jptSec9My03JbFYDXdjGYH7vpPKzm3YW3M7Ney5uXJ9tgRWqeyzarJnQG/dP7HkXXLqYE7tK0XvcmhcCbpWkp7l1LASdCu3Vk0P2jQ9BKV4FXgiuRSAj04ZHh4UM/sr/gr2NEmzWGrVVqJJOSe+Y5NyTsxgPiHzo8qux+HhMjHnow5POPV2XIi/Uh8BHGVmH5rZkfgkwOokxCXxEJYTaeV1kbStpOUqRVfir9YPkLSoecb23wDLV9qt5XYkWy7C86tsqZS0LnEOMAo4Sx59ZizwtJnVElyhA1uGNcrNJ2HehbuFfAnvBJ8ys1frsqVi08nJ5/t3ySXkTNy3ubmthvVCW50HLIB3uBOAy+QT1683swcrux4KvG5m79VlS7LnfHw0/VA8n8v2ZnY3/mNhMHCSpDWAw4B3zeyTVtvQhT3vA7sAmNll5qF4G+yHR+769AsnCaZVsuhgTu3LqXe5Na4EXStFz3JrWAm6lVurphdtmh4eqN7Eo5R8V9K2+GvVAwGTdDBA6mTHUN+csk/4Ys6Ji5RyTkhaNHU+H5nZvqms1YnTtgHmMLP18VfcC0paPvmNnwWsKmmsPPLLC2Z2aSvrr9jxhU7WzJ7GBect4AJJm+Cd/uvmEXZqQdJgvGPdCx8V/VbFpvfN7DA8N8cQ4D4z+0E6ruV5IDqwZYsmIbwZj74zEvi7me1Vly0Vm6pC8DFwsXmUocvo/bZaHehvZluaTyT/MR56t0/aLnnCwauBCWa2X6O8Jnu+Bnyc7Hkb/8G6kqSfAQ/jPxDvxaNoPW5mP+5le14HlpB0VPJTR9Kckq7E/dIPqtOeoDhy6WAW7cupd7k1rgRdK0XPcmtYCbqVW6umJ22aJqP8STocf437FO5qsCzwzVT2tJmdKmlr3AXhzHRMP6vku2iRHX3Ms55/A88yfSZwNJNyTpyBj5Q9C6xtZmOrx7XYlvWAg/FXrN/FJx2+CjyKv24fj/syv2M1TZhPnez++Jd3ObyjvcLMxqftMyUblgI+N7NDU3ktUdnSuQeZ2VtppGwbvNO9xlIozw72rzPoQ7e2SJq9MYJVsy2r47kgdkzr8wCjzOw7aX1G3J2jV9pKHvlnCfOIVMJdVe7EM6s/VNlvQzO7Pn2u8/rMhPefH8mz15+Cj4Svh7tNrGZmH0sa0Bhty2TPN/EwwKvgbk/rmtklddsT5CenDubWvlx6V4rGlaBrufWsBA0rQbdya9X0pE3T3AOV/NXizMCNQCNqzikd7HcNcI+ZHV2jHTeY2Th5lJ2bcX/tky2F6JS0Px5FZXTluLp+kPYDTgQWxDv6lfCRyL1xQd2/af9abugedrIT666po98deAaPJvRgpfxLeAf7Dzx86B7Azy2FMq2DHtpyLT6JdaItdT5kpvN3JgS7NdnZ11LOlhrb6ln8h88jqayfmf2fpJuB75jZ3ySNxCez1mZLxZ7J2iuNvL5kZu+m9SuA3zbEIZXV9b3uqT1jzOyKynFtKVhBz8ipgyVoX069y6VxJehaSXqWU8NK0K3cWjU9atM05fInaXNgfjP7duq478Zfdw9I2/tImlXSWODTGh+mTsejllwOExMkrou/6t1R0ixp13WAWarHtniU6jxJp0kaB8yJJ6s7EHgCfw39Lj5JcimlV68VO1o5QrK7PKHhypbyjaTRmXF49vF1JC0jaZSk2ap11/AD/TxgJ3xC6OmSflip6yHcJWU2/EfAUjU/TPXUlhubbanrYSq11ZrAgjbJt7lvqvvv+Cgvkg6vClGyqa622gA4W9I+qZ7GCPpzeBjg0fj1qc2WJnsa7dWw5+GGQCT64X7qE6npYWpK7JnMJ71dBSvonpw6mFP7cupdbo0rQddK0bPcGlaCbuXWqulWm6yAyBitWvAHxDXwLw/46/ZraIoew+SRVVoajhHPLTEWz3kBsCawFj7xrw8++fFkPNLK2TVei0PxkaD58PCstwCrp22Hp+2LA78FflWjHecBdwDH4mFrf9i0fTHcFeQ14Pc13x9D8RGqAWl9BTx53X5N+z2Dj5o01uuIVleMLV201T5N28/EJ3CPxn3Rs7YVHqnsXVJ0sDqvTxf2jGjUi/9wugT4dZ3XpkR7YilnyaWDObUvp97l1rgStKQEGzppi17VsBJ0K7c25K4/55LdgBY14Hqp467G7m8ks7uLSeExv8fkoVtb/WXui2ffvjPdVFvjo4OX4ZN9t0v7zUv9OSeOa/oSH0AKiwt8A/dhvxU4rcbrUUQnWznvHPjk1P+slC0DvIRHvSG13xGV7XXlCirGlp62Vd1CMAXX5ztp/TjglF66Pp3Z82KlvfbBffSnO3tiyb+QUQfJrH1k0rue9JupvM6HmexaUogN2TWsm+vQK7qVWxty159zyW5ACxrvCjwx3314+M3dK9sG4qNiC6W/J/WSTfsBVyXbZgIG4BNzzwL6Ne1b1w/SjUk+5JWyw/GM5P3S+jyVbXU81GXvZDuw6TTguqayTVP5DE3l05Mt2YVgCq5PI1/Ngr1lSw/tmXt6tieWfEspOphL+3LpXSkaV4KW5LahFA0rQbdya0Pu+nMtbT2HStJQ/Iu6IT4692dgZUl7A5jnsuiHj1p8ZDWFUk6+26dKulTSvMDFeNLEVYHFzSOn/BGPbjRv9VhLd1SL7Gj4ca8I3IaHC91M0qBU18/xkJXD0/qb6ThZDX6r5r6yHwO/qpQ9gY9OrC7PR/K2eRjXuqOg9Un17w30k3RTZfOjeAjZyb4P04MtlfN31VarpaJTzexHkL2tBksaaGavpP1ruX+nwp63p0d7grzk1MGc2leC3uXWuBK0pAQb0jmzalgJupVbG3LXn5u2fqDC3QyWkLR0+jJdh0+6XELS8LTP3MBDNinXQp8WP8QcigvFkfiExwtw8bgMz3p9UpogeSrwjJm93qq6m+xoTALcCDgb2ASflLsBsIOkVdOug/FRw4m08npU7MneycojTE08t6T+6fN6wARJV6YfHacCb5vZhFbWX6otHdhWghBM6fX5qLJ/Hfdv2BO0C1l0MKf2laB3uTSuBC0pwYYme7JoWAn9cm4bctdfEm0ZNl3STI0vqKQDgaWBkWb2kqS5gIPwkbjDVX9Y5+OAN8zspIo9qwCHmdkTknYGFsEnCP8s7dPqnBND8UmWa5vZp/Ikfjfi+TBuTn+Xw6Mq/dXMtm1V3U12TBYxR1J/M/ssfb4KsGTPhsmO3euwI9U3Eo/0dA/wx4aYa/JcCzvhoYXnr6ttSrOlYlO0VdgTtDG5dTCX9uXUu9z9Zgl9QQk2pPNFW2S2IXf9pdF2D1SSLsS/KAvir3L7Aevj0X1GmdkLkpYBjgC+a2bvpOPq+rGzMT7pdVRl9ONwPGnZ8MZNVdm/joe6OXC/+aPM7PlUtizwe+AHZnadPCfDkmZ2bx12lPTFknQS7jt9OrAL8Bhwm5nd2s1xdbRNMbZUzj2SaKuwJ2hbStDBXNqXS+9y95sl9AUl2JDON5Joi6w25K6/RNrK5U/+2nBO80zXd+CRfBbHJ+K+DlwgaRNgFPB6Q0Qgy1yl5/GwsZNRx41kHfsOP44L7UZyP+53KuLSar/Zk3Af5dvw5H17SVo72TFRVM1sjJmdUencWup+mc45EJgdD9F5JX6PfAisK2m1yn67yX3+J1LDw1QxtlTqirYKe4I2JqcOlqB9OfQud79ZQl9Qgg3p/NEWmW3IXX+ptNUDFR7F5QmA9CW5BR8hmwkfsRoNrA48YGb7gHemrTRAPffdXgAPV1sr6tp3+BEm5QCZSIsfLov6Ypn7574KHChpDjN7Fs898jGemwV5csn+Zvb3Vtdfqi2prmirsCdof7LoYAnal0PvSug3S+gLSrAh2qIMG3LXXyxWQKjBni64X/RvgK9WyvbEBWXmDvavO8/BMOBvwA745Nxj8eSCt1Nj4lNSwsbKev/K56vw/Bt745OTz+2FdjkitcscaX1hPGTtgWl9FuB7NduwI3BW+rwEcALwAyYlmVweHzldqum4OpL2FmNLtFXYE8u0teTQwZzaV4Le5eo3S+gLSrAh2qIMG3LXX/pS/BsqSSMkbSlpXTN7DO/EvylpBQAz+zWevO1bzcda60fV3waexkfgMLPx+MjgMcBXzOxg/IY72NJE2MaIWquQ+w6fKGlbSYOTHZ9JGpA+bwZcDvwLeNDSRMwa3tTtKOmstDoWj/K0naRZzOwl4FLg+5KWMrMPzOysOuyo8HvgjTSC9SzwF9wNZk9Js5rZo8CTwAzVgyx926dhW6Ktwp6gzSlAB7NoX069K6TfLKEvyG5DtEUxNuSuv2iKfqBKX6DN8Ym3Z0vaA894PhjYQtK3067zAZ/UbY/FXKUqpX2xPgeWBXZJ1/xiPP/JAsDdkq4H/mVmD9dUf6m2QLRV2BO0LSXoYA7tK0DvSug3S+gLSrAh2qIMG3LXXzZT+2qr7gWYH/gDMMgmvV58FPgu7kO+J+5ecBMwrhfs6VP5fCNwU2V9UdztYKYa6x8InA8sm9YXAw7BM3+vVtlvN2DeXrgecwKXAHs1rg8u+iemdroeuLaX75kVgVeAHZvK1wTWrKz3hmtdSbZEW4U9sbThUoIO5tC+EvSulH6zhL4gtw3RFuXYkLv+kpfsBnTRaH2Ak4F1gX6pbCngZWDntD4DsET1mBbbkN13u6n+7PNfmuwp7osFrINP2N61qbyRIqCl90gb2RJtFfbE0mZLLh0sQftK0LtS+s0S+oLcNkRblGND7vpLXbIb0E2jHYRnXJ+zUrYacDUwd0cN2cK6RyYh2xYYXCkfUPm8Ez4h7xc12lH0JMASv1h4lJkXgB8BG/V2/QXbEm0V9sTSZktv62BO7StR70rpN0voC3LbEG1Rjg256y9xKTKxryqJvySNxl0b9jKz1yXNAFwG7GRm/6ip/mISlsnze/wQOB73Yd8W+DIesvJsM/tn8ls9xDL5rUpaA58oOgp4zsyuy2FHFUmL453vUOAxMxsdtkRbhT1Bu5BDB3NrX6l6V0q/WUJfkNuGaItybMhdf2kU80CVJrV+Ulnvb2afpc9nALPikY2WBt41s+1rsmMgcBrwSzN7XNJiwNa4mF1lZnen/XbDfXZrjbEvz/j+a1zUTk+RkzYFvo5npH8FnwS4cZ12dEfJXyxJs5nZ+7ntgDJsibbqOWFP0Jvk1MEStK9kvSut3yyhL8hlQ7RFeTbkrr8EinigknQsMAS4G09G+OdUPsBSNB9Ja+FRjOYzs1GpTFbDPyDpCGAhYF8ze1fSwvjk1w/N7Hh5wrIdLIXmrBt5VvprgZ+Y2dhK+ZoAZnZHWq/lekwp8cVqH6KtgqAMStDBErSvHfQu+s1yiLYISiH7A5WkE/DJhkcBWwIC/mxmY7o5rqXudZJ2BNYws+9JWgLYA/fVHmtmH0haHp+Mu6GZPVk5rlc6dUnrAKcAJ5jZ+c311+FuGARBENRPTh0sUftC74IgaDey5qGS1BcXjsPTqNOx+OjcapXcGkjaXdLS1WNr6ExLyHPQKWZ2Cx4i92eSfiRpo2r9IS5BEATtRwE6WJz2hd4FQdBuZH2gMrPPcX/wX0ia28xex/Np3AusJKm/pJmA98zsf2s2p/iEZWZ2Fx4+9zNgLUm75LIlCIIg+PcpQAeL1L7QuyAI2oksLn+SrgGuN7MzJM0G/AQfoTvWzN6RtBDuYrCHmT1QOa5W97p28N2uEr7DQRAE7UlJOtgO2hd6FwRByfT6GypJywLrA28BpA7yalxIjpI0j5m9DPwVmL16bN0deRqB2xU4RNKulfI78BG7hs969ocpmHjtgiAIgjaiNB1sB+0LvQuCoGT69XaF5uFYNwOOTCFiLwDuAT4EtgPulPQi8Jl1k/uiJvtukbQnMFbSrKQ8B+G7HQRBELSCEnUwtC8IgmDqyRblT9KG+OTbY8zsokr5MHwQ7uG0nsXFoLQ8B0EQBMG0RYk6GNoXBEEw5fT6G6oGZna9JIBjk1ZcnDY9YpOyw2cLjWpmzwDPJDtmy2FDEARBMO1Sog6G9gVBEEw52R6o4Ati0tfMLqyIiEpxMQjf7SAIgqAOStbB0L4gCIKekfWBCiYTkyMlzQzMbWbHlBL4IQiCIAjqJHQwCIKgvcn+QAUTxUTAOcDOue0JgiAIgt4kdDAIgqB9yRaUoiMkzW5m7+W2IwiCIAhyEDoYBEHQfhT1QBUEQRAEQRAEQdBO9Hpi3yAIgiAIgiAIgmmFeKAKgiAIgiAIgiCYSuKBKgiCIAiCIAiCYCqJB6oAAEmfSxov6WFJD0laLZUPlnRpjfXOI+k+SX+R9F9N226X9FSy6c+ShlW2vSjp0WTzeEmnVLbtL+nJtP1hSSdK6l85blD6vICkqyQ9I+k5SSdLGpC2DZdkkjapnPdaScO7+F+q9v5J0pKpfICkk1Idz6Q6F6gc17j2j0m6RNJASYtIeqzp/CMlHZA+j5a0VSd2jJD0saTZ0/p6lev0QbJxvKQx6f+8tnLs5pIeqVy/zSvbRkt6TdIMaX2QpBe7uB6LSJqQ6noi1ddoh+GS3qvYNV7SOmnbB12c82FJF1XWT6ucf0LlXFs1rlG6bsc0nWeYpP9Nnzu9l4IgaE9C00LT0r6haaFpvYOZxRILwAeVz+sBd/RSvdsCv+lk2+3Al9PnXYGbK9teBAZ1cMz3gRuAOdL6AOBgYLbqcYCA+4FdU3lf4FzghLQ+HHgFuLdy7muBOZfEzQAABg1JREFU4V38L1V79wSuTp9/mc7dt/K/3M+koDDVa38hsD+wCPBY0/lHAgekz6OBrTqx437gTmCXrmys/J/Xps8rAs8Ci6b1RdP6CpU6XwZ+kNYHAS92cT0m/g/p+v4B2KG53q7uxabypYFHgdeAmTurq1I2GtgKWBJ4vmnbscBhXd1LscQSS/suhKaFpoWmZf8eTk9LvKEKOmI24B2YOCLzWPq8i6TLJd2QRqWOT+V908jJY2lUZETzCSUtLOnWNFJ0q6SF0ujc8cCGaRRlpi5sugcY0gPbD8U7x3cBzOxTMzvWzN5v2u8bwMdmdn7a73NgBLCbpIFpn4eB9yR9swf1NvNHYLF0rl2BEakOUp2fJBuauRNYbCrqA0DSUGAW4KfAdlN4+AHA0Wb2QrLzBeAY4L8r+5wEjJA0RTns0v9+Pz1rw87YHhgL3ARsOgV1PwW8K2mVSvG3gYv/DVuCIGgfQtOc0LTQtKAm4oEqaDBTEoAn8cSSR3Sy3zBgG2B5YBtJC6ayIWa2nJktD5zfwXGnAmPMbAV8xOoUMxsP/AwYZ2bDzGxCF/atD1zZVHZb5ZX2CEmzArM0Os9uWBZ4sFqQBOplJu/8j8Q78illE3zkaTHg5Q7E74Fkw0RSh75BOm5q2Q64CBexJSXNOwXHfuGadGDny8BdwI5TYpSkGYFV8JHWBv/V5B4xtJvTbAOMw/+/KRXWi/CRYyR9DXjbzJ6pbJ/sXprCcwdBUB6haaFpoWmhab3GFD2RB9M0E8xsGICkVYExkpbrYL9bLSWdlPQEsDDwOPCfkn4FXIePtjSzKvCt9HksPorXEy6UNDP+ev1LTdvWMrO3GiuSZgOssr4ecBwwB7C9md1dOVbVfTsrN7M7JaEmX/hu7J2Av3LfB5irB/XMJGl8+nwn7koxfyfn7y5x3LbAFmb2L0mXA1sDp/XQ9o6uSUdlRwNX423dHUPT/7Y4cKmZPVLZdqeZbdwjw6SvAG+a2UuSXgXOkzSnmb3Tk+Pxkbu7Jf0Yv0YXNW2f7F4KgqDtCU3roDw0LTQtqId4QxV8ATO7B/clnqeDzZ9UPn8O9EsdwIq4L/Pe+Ghgt9X00JwdcL/n39JNJ5pGzD6UtGhavzEJ6mO433mVx4EvVwuSeC0IPNe071G420WP7E0jk5ub2Su4v/bCaaSxypeAJ9LnCemYYWa2j5l9CrwNzNl0zFxApx2kpBXwTv5m+cTabZmyUa8vXJMmOwEws2eB8biLQXc8l9pgMeBrknrs1tDEdsBS6f96Dnfh2bKnB6e2eBFYMx33u6m0IwiCNiM0LTStEzuB0LSgNcQDVfAFJC2Fj5693cP9BwF9zOwy4DC+OOoGcDfp9TQuKHf11B4z+wx3UfiapKW72f0Y4AxJcyTbBMzYwX63AgMl7ZT26wv8DzDazD5qqv8mXAhW7KnNlWM/BH4DnJjqINU5EJ/Q2tlxHwBvSFo7HTMX7iLS1XXbDhhpZoukZTAwRNLCPTT3l8AhkhZJdS4C/AS/Ls0chfun9wgzewOfSH1IT49pIKkPPiq5QuN/AzZj6lwkRuGC+OqU2hEEQXsSmhaalupchNC0oCbigSpo0PA3H4/79O7cmHDaA4YAt6djR9NxB/MjYFdJj+C+yvtOiXHJF/1/mLzDq/oIj0llZwC3APeluv4E/CUt1fMZsAWwtaRngKeBj/HOtiOOAhboZFt3HJLO/XSqa2vchaG7Ec2dgJ+m6/oH4HAzq440niXp1bTcg4v7FU3nuIJJot8lyf//IOCaNO/gGuDAVN687+PAQz05b4UrccFvuJo0+5s3QuYOrPxfrwL7Aa+Z2WuVc/0RWEZSZ24kHXEJ7jvf0cTdju6lIAjal9C00LTQtNC0XkPd3/9BEARBEARBEARBR8QbqiAIgiAIgiAIgqkkovwFwRQi6Qp8UnGVg8zsxhz25EbS8niUqyqfmNkqHe0fBEEQlENo2uSEpgVTQ7j8BUEQBEEQBEEQTCXh8hcEQRAEQRAEQTCVxANVEARBEARBEATBVBIPVEEQBEEQBEEQBFNJPFAFQRAEQRAEQRBMJf8PsNgLnJR+m+8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                         Plots for DAYS_BIRTH                                         \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                       Plots for DAYS_EMPLOYED                                        \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                     Plots for DAYS_REGISTRATION                                      \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "                                      Plots for DAYS_ID_PUBLISH                                       \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 训练集与验证集特征趋势分析\n",
    "\n",
    "\n",
    "get_univariate_plots(data=data_train,target_col='target',\n",
    "                     features_list=data_train.columns[0:10],data_test=data_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      Plots for AMT_INCOME_TOTAL                                      \n",
      "                                           Train data plots                                           \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           Test data plots                                            \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "grouped_train,grouped_test = univariate_plotter(data=data_train,\n",
    "                                                target_col='target',\n",
    "                                                feature='AMT_INCOME_TOTAL',\n",
    "                                                data_test=data_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>Samples_in_bin</th>\n",
       "      <th>target_mean</th>\n",
       "      <th>AMT_INCOME_TOTAL_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[25650.0,  81000.0]</td>\n",
       "      <td>22334</td>\n",
       "      <td>0.082699</td>\n",
       "      <td>66257.130366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(81000.0, 99000.0]</td>\n",
       "      <td>20424</td>\n",
       "      <td>0.081032</td>\n",
       "      <td>91076.626816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(99000.0, 112500.0]</td>\n",
       "      <td>24746</td>\n",
       "      <td>0.086842</td>\n",
       "      <td>111311.671092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(112500.0, 135000.0]</td>\n",
       "      <td>32725</td>\n",
       "      <td>0.085623</td>\n",
       "      <td>131844.069914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(135000.0, 144000.0]</td>\n",
       "      <td>2846</td>\n",
       "      <td>0.087491</td>\n",
       "      <td>142867.813598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(144000.0, 162000.0]</td>\n",
       "      <td>20804</td>\n",
       "      <td>0.087531</td>\n",
       "      <td>157082.746126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(162000.0, 180000.0]</td>\n",
       "      <td>20550</td>\n",
       "      <td>0.086326</td>\n",
       "      <td>178073.976044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(180000.0, 225000.0]</td>\n",
       "      <td>29937</td>\n",
       "      <td>0.077997</td>\n",
       "      <td>212795.095082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(225000.0, 270000.0]</td>\n",
       "      <td>13392</td>\n",
       "      <td>0.070266</td>\n",
       "      <td>259515.009845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(270000.0, 9000000.0]</td>\n",
       "      <td>18274</td>\n",
       "      <td>0.062110</td>\n",
       "      <td>389590.875377</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AMT_INCOME_TOTAL  Samples_in_bin  target_mean  AMT_INCOME_TOTAL_mean\n",
       "0    [25650.0,  81000.0]           22334     0.082699           66257.130366\n",
       "1     (81000.0, 99000.0]           20424     0.081032           91076.626816\n",
       "2    (99000.0, 112500.0]           24746     0.086842          111311.671092\n",
       "3   (112500.0, 135000.0]           32725     0.085623          131844.069914\n",
       "4   (135000.0, 144000.0]            2846     0.087491          142867.813598\n",
       "5   (144000.0, 162000.0]           20804     0.087531          157082.746126\n",
       "6   (162000.0, 180000.0]           20550     0.086326          178073.976044\n",
       "7   (180000.0, 225000.0]           29937     0.077997          212795.095082\n",
       "8   (225000.0, 270000.0]           13392     0.070266          259515.009845\n",
       "9  (270000.0, 9000000.0]           18274     0.062110          389590.875377"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_train  # 展示bin中数据信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 训练模型，使用全部特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\xgboost\\core.py:587: FutureWarning: Series.base is deprecated and will be removed in a future version\n",
      "  if getattr(data, 'base', None) is not None and \\\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-auc:0.719563\ttest-auc:0.709598\n",
      "Multiple eval metrics have been passed: 'test-auc' will be used for early stopping.\n",
      "\n",
      "Will train until test-auc hasn't improved in 25 rounds.\n",
      "[1]\ttrain-auc:0.724945\ttest-auc:0.713941\n",
      "[2]\ttrain-auc:0.726312\ttest-auc:0.715967\n",
      "[3]\ttrain-auc:0.729903\ttest-auc:0.71897\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[204]\ttrain-auc:0.78397\ttest-auc:0.754495\n",
      "[205]\ttrain-auc:0.784032\ttest-auc:0.754505\n",
      "[206]\ttrain-auc:0.784146\ttest-auc:0.754525\n",
      "[207]\ttrain-auc:0.784268\ttest-auc:0.754525\n",
      "[208]\ttrain-auc:0.784392\ttest-auc:0.754496\n",
      "[209]\ttrain-auc:0.784479\ttest-auc:0.754511\n",
      "[210]\ttrain-auc:0.784601\ttest-auc:0.754505\n",
      "[211]\ttrain-auc:0.784714\ttest-auc:0.754516\n",
      "[212]\ttrain-auc:0.784796\ttest-auc:0.754519\n",
      "[213]\ttrain-auc:0.784871\ttest-auc:0.754507\n",
      "[214]\ttrain-auc:0.784982\ttest-auc:0.754509\n",
      "[215]\ttrain-auc:0.78504\ttest-auc:0.754488\n",
      "[216]\ttrain-auc:0.78512\ttest-auc:0.754504\n",
      "[217]\ttrain-auc:0.785195\ttest-auc:0.754491\n",
      "[218]\ttrain-auc:0.785294\ttest-auc:0.754487\n",
      "[219]\ttrain-auc:0.785397\ttest-auc:0.754484\n",
      "[220]\ttrain-auc:0.785473\ttest-auc:0.754491\n",
      "[221]\ttrain-auc:0.78558\ttest-auc:0.75452\n",
      "[222]\ttrain-auc:0.785686\ttest-auc:0.754513\n",
      "[223]\ttrain-auc:0.785795\ttest-auc:0.754545\n",
      "[224]\ttrain-auc:0.785886\ttest-auc:0.754597\n",
      "[225]\ttrain-auc:0.785933\ttest-auc:0.754607\n",
      "[226]\ttrain-auc:0.786041\ttest-auc:0.754588\n",
      "[227]\ttrain-auc:0.786141\ttest-auc:0.75463\n",
      "[228]\ttrain-auc:0.786225\ttest-auc:0.754638\n",
      "[229]\ttrain-auc:0.786344\ttest-auc:0.754649\n",
      "[230]\ttrain-auc:0.786416\ttest-auc:0.754653\n",
      "[231]\ttrain-auc:0.786529\ttest-auc:0.754641\n",
      "[232]\ttrain-auc:0.786612\ttest-auc:0.75464\n",
      "[233]\ttrain-auc:0.786719\ttest-auc:0.754651\n",
      "[234]\ttrain-auc:0.786829\ttest-auc:0.754657\n",
      "[235]\ttrain-auc:0.786903\ttest-auc:0.754644\n",
      "[236]\ttrain-auc:0.786978\ttest-auc:0.754669\n",
      "[237]\ttrain-auc:0.787048\ttest-auc:0.754657\n",
      "[238]\ttrain-auc:0.787156\ttest-auc:0.754656\n",
      "[239]\ttrain-auc:0.787227\ttest-auc:0.754684\n",
      "[240]\ttrain-auc:0.787282\ttest-auc:0.754684\n",
      "[241]\ttrain-auc:0.787389\ttest-auc:0.754651\n",
      "[242]\ttrain-auc:0.787482\ttest-auc:0.754652\n",
      "[243]\ttrain-auc:0.787578\ttest-auc:0.754668\n",
      "[244]\ttrain-auc:0.787674\ttest-auc:0.754669\n",
      "[245]\ttrain-auc:0.78776\ttest-auc:0.754701\n",
      "[246]\ttrain-auc:0.787843\ttest-auc:0.754694\n",
      "[247]\ttrain-auc:0.787919\ttest-auc:0.754697\n",
      "[248]\ttrain-auc:0.788022\ttest-auc:0.754711\n",
      "[249]\ttrain-auc:0.788087\ttest-auc:0.754728\n",
      "[250]\ttrain-auc:0.788149\ttest-auc:0.754711\n",
      "[251]\ttrain-auc:0.788249\ttest-auc:0.754752\n",
      "[252]\ttrain-auc:0.78834\ttest-auc:0.754774\n",
      "[253]\ttrain-auc:0.788431\ttest-auc:0.754762\n",
      "[254]\ttrain-auc:0.788501\ttest-auc:0.754776\n",
      "[255]\ttrain-auc:0.788589\ttest-auc:0.754769\n",
      "[256]\ttrain-auc:0.788664\ttest-auc:0.754771\n",
      "[257]\ttrain-auc:0.788747\ttest-auc:0.754749\n",
      "[258]\ttrain-auc:0.788811\ttest-auc:0.754777\n",
      "[259]\ttrain-auc:0.788853\ttest-auc:0.754778\n",
      "[260]\ttrain-auc:0.788952\ttest-auc:0.754762\n",
      "[261]\ttrain-auc:0.789026\ttest-auc:0.754775\n",
      "[262]\ttrain-auc:0.789126\ttest-auc:0.754787\n",
      "[263]\ttrain-auc:0.789216\ttest-auc:0.754766\n",
      "[264]\ttrain-auc:0.789307\ttest-auc:0.75475\n",
      "[265]\ttrain-auc:0.789367\ttest-auc:0.754792\n",
      "[266]\ttrain-auc:0.789447\ttest-auc:0.754801\n",
      "[267]\ttrain-auc:0.789524\ttest-auc:0.754799\n",
      "[268]\ttrain-auc:0.789607\ttest-auc:0.754836\n",
      "[269]\ttrain-auc:0.789701\ttest-auc:0.754819\n",
      "[270]\ttrain-auc:0.78982\ttest-auc:0.754837\n",
      "[271]\ttrain-auc:0.789889\ttest-auc:0.754829\n",
      "[272]\ttrain-auc:0.790002\ttest-auc:0.75482\n",
      "[273]\ttrain-auc:0.790092\ttest-auc:0.754826\n",
      "[274]\ttrain-auc:0.790157\ttest-auc:0.754859\n",
      "[275]\ttrain-auc:0.790209\ttest-auc:0.754878\n",
      "[276]\ttrain-auc:0.790333\ttest-auc:0.75488\n",
      "[277]\ttrain-auc:0.790385\ttest-auc:0.754882\n",
      "[278]\ttrain-auc:0.790485\ttest-auc:0.754907\n",
      "[279]\ttrain-auc:0.790564\ttest-auc:0.754892\n",
      "[280]\ttrain-auc:0.790658\ttest-auc:0.754917\n",
      "[281]\ttrain-auc:0.79076\ttest-auc:0.754915\n",
      "[282]\ttrain-auc:0.790838\ttest-auc:0.754895\n",
      "[283]\ttrain-auc:0.790935\ttest-auc:0.75491\n",
      "[284]\ttrain-auc:0.791025\ttest-auc:0.754923\n",
      "[285]\ttrain-auc:0.791064\ttest-auc:0.75494\n",
      "[286]\ttrain-auc:0.791129\ttest-auc:0.754953\n",
      "[287]\ttrain-auc:0.791208\ttest-auc:0.754969\n",
      "[288]\ttrain-auc:0.791299\ttest-auc:0.754964\n",
      "[289]\ttrain-auc:0.791404\ttest-auc:0.754933\n",
      "[290]\ttrain-auc:0.79148\ttest-auc:0.75494\n",
      "[291]\ttrain-auc:0.791543\ttest-auc:0.75492\n",
      "[292]\ttrain-auc:0.791656\ttest-auc:0.754907\n",
      "[293]\ttrain-auc:0.791745\ttest-auc:0.754941\n",
      "[294]\ttrain-auc:0.791813\ttest-auc:0.754946\n",
      "[295]\ttrain-auc:0.791946\ttest-auc:0.754948\n",
      "[296]\ttrain-auc:0.791997\ttest-auc:0.754959\n",
      "[297]\ttrain-auc:0.79206\ttest-auc:0.754953\n",
      "[298]\ttrain-auc:0.792133\ttest-auc:0.754938\n",
      "[299]\ttrain-auc:0.7922\ttest-auc:0.754925\n",
      "[300]\ttrain-auc:0.792313\ttest-auc:0.754895\n",
      "[301]\ttrain-auc:0.792371\ttest-auc:0.754917\n",
      "[302]\ttrain-auc:0.792431\ttest-auc:0.754912\n",
      "[303]\ttrain-auc:0.792495\ttest-auc:0.754948\n",
      "[304]\ttrain-auc:0.792561\ttest-auc:0.754958\n",
      "[305]\ttrain-auc:0.792658\ttest-auc:0.754953\n",
      "[306]\ttrain-auc:0.792767\ttest-auc:0.754945\n",
      "[307]\ttrain-auc:0.792862\ttest-auc:0.754938\n",
      "[308]\ttrain-auc:0.792944\ttest-auc:0.754931\n",
      "[309]\ttrain-auc:0.793036\ttest-auc:0.754939\n",
      "[310]\ttrain-auc:0.793075\ttest-auc:0.754925\n",
      "[311]\ttrain-auc:0.793158\ttest-auc:0.754957\n",
      "[312]\ttrain-auc:0.793207\ttest-auc:0.754948\n",
      "Stopping. Best iteration:\n",
      "[287]\ttrain-auc:0.791208\ttest-auc:0.754969\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dtrain = xgb.DMatrix(X_test,label=y_test,missing=np.nan)\n",
    "dtest = xgb.DMatrix(X_train,label=y_train,missing=np.nan)\n",
    "\n",
    "params = {'max_depth':8,'learning_rate':0.1,'silent':0,\n",
    "          'objective':'binary:logistic','min_child_weight':500,\n",
    "         'eval_metric':'auc','nthread':8}\n",
    "xgb_model = xgb.train(params, dtrain, 400, evals=[(dtrain,'train'),\n",
    "                                                 (dtest,'test')],\n",
    "                     early_stopping_rounds=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提交结果\n",
    "dTEST = xgb.DMatrix(X_TEST[X_test.columns], missing=np.nan)\n",
    "y_TEST_pred = xgb_model.predict(dTEST)\n",
    "submission_all_feats = pd.DataFrame({'SK_ID_CURR':TEST_users['SK_ID_CURR'],\n",
    "                                    'TARGET':y_TEST_pred})\n",
    "submission_all_feats.to_csv('data/submission_all_feats_1.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48744, 2)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission_all_feats.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提交\n",
    "<img src=\"assets/20201211223355.png\" width=\"70%\">\n",
    "<img src=\"assets/20201211225336.png\" width=\"70%\">\n",
    "上传后，点击Make Submission，就可以看到结果了\n",
    "<img src=\"assets/20201211223521.png\" width=\"70%\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算训练集和验证集中特征的趋势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Only one bin created for FLAG_MOBIL. Correlation can't be calculated\n",
      "Only one bin created for FLAG_CONT_MOBILE. Correlation can't be calculated\n",
      "Only one bin created for NAME_CONTRACT_TYPE_Cash loans. Correlation can't be calculated\n",
      "Only one bin created for NAME_CONTRACT_TYPE_nan. Correlation can't be calculated\n",
      "Only one bin created for CODE_GENDER_nan. Correlation can't be calculated\n",
      "Only one bin created for FLAG_OWN_CAR_nan. Correlation can't be calculated\n",
      "Only one bin created for FLAG_OWN_REALTY_nan. Correlation can't be calculated\n",
      "Only one bin created for NAME_INCOME_TYPE_nan. Correlation can't be calculated\n",
      "Only one bin created for NAME_EDUCATION_TYPE_nan. Correlation can't be calculated\n",
      "Only one bin created for NAME_FAMILY_STATUS_nan. Correlation can't be calculated\n",
      "Only one bin created for NAME_HOUSING_TYPE_nan. Correlation can't be calculated\n",
      "Only one bin created for WEEKDAY_APPR_PROCESS_START_nan. Correlation can't be calculated\n",
      "Returning stats for all numeric features\n"
     ]
    }
   ],
   "source": [
    "stats = get_trend_stats(data=data_train,target_col='target',data_test=data_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature</th>\n",
       "      <th>Trend_changes</th>\n",
       "      <th>Trend_changes_test</th>\n",
       "      <th>Trend_correlation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CNT_CHILDREN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.975688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMT_INCOME_TOTAL</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.921382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMT_CREDIT</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.988779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMT_ANNUITY</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.972325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMT_GOODS_PRICE</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.994683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>REGION_POPULATION_RELATIVE</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.989683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DAYS_BIRTH</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.992783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DAYS_EMPLOYED</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.995426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DAYS_REGISTRATION</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.976891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>DAYS_ID_PUBLISH</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.985101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>OWN_CAR_AGE</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.966213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>FLAG_MOBIL</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FLAG_EMP_PHONE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>FLAG_WORK_PHONE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>FLAG_CONT_MOBILE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>FLAG_PHONE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>FLAG_EMAIL</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CNT_FAM_MEMBERS</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.996885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>REGION_RATING_CLIENT</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>REGION_RATING_CLIENT_W_CITY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>HOUR_APPR_PROCESS_START</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.945565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>REG_REGION_NOT_LIVE_REGION</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>REG_REGION_NOT_WORK_REGION</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>LIVE_REGION_NOT_WORK_REGION</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>REG_CITY_NOT_LIVE_CITY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>REG_CITY_NOT_WORK_CITY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>LIVE_CITY_NOT_WORK_CITY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>EXT_SOURCE_1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.998696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>EXT_SOURCE_2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.998221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>EXT_SOURCE_3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.998048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>OCCUPATION_TYPE_Waiters/barmen staff</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>OCCUPATION_TYPE_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_FRIDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_MONDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_SATURDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_SUNDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_THURSDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_TUESDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>WEEKDAY_APPR_PROCESS_START_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>FONDKAPREMONT_MODE_not specified</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>FONDKAPREMONT_MODE_org spec account</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>FONDKAPREMONT_MODE_reg oper account</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>FONDKAPREMONT_MODE_reg oper spec account</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>FONDKAPREMONT_MODE_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>HOUSETYPE_MODE_block of flats</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>HOUSETYPE_MODE_specific housing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>HOUSETYPE_MODE_terraced house</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>HOUSETYPE_MODE_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>WALLSMATERIAL_MODE_Block</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>WALLSMATERIAL_MODE_Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>WALLSMATERIAL_MODE_Monolithic</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>WALLSMATERIAL_MODE_Others</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>WALLSMATERIAL_MODE_Panel</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>WALLSMATERIAL_MODE_Stone, brick</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>WALLSMATERIAL_MODE_Wooden</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>WALLSMATERIAL_MODE_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>EMERGENCYSTATE_MODE_No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>EMERGENCYSTATE_MODE_Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>EMERGENCYSTATE_MODE_nan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>198 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Feature  Trend_changes  \\\n",
       "0                                CNT_CHILDREN              2   \n",
       "1                            AMT_INCOME_TOTAL              4   \n",
       "2                                  AMT_CREDIT              3   \n",
       "3                                 AMT_ANNUITY              4   \n",
       "4                             AMT_GOODS_PRICE              7   \n",
       "5                  REGION_POPULATION_RELATIVE              5   \n",
       "6                                  DAYS_BIRTH              0   \n",
       "7                               DAYS_EMPLOYED              1   \n",
       "8                           DAYS_REGISTRATION              2   \n",
       "9                             DAYS_ID_PUBLISH              0   \n",
       "10                                OWN_CAR_AGE              2   \n",
       "11                                 FLAG_MOBIL              0   \n",
       "12                             FLAG_EMP_PHONE              0   \n",
       "13                            FLAG_WORK_PHONE              0   \n",
       "14                           FLAG_CONT_MOBILE              0   \n",
       "15                                 FLAG_PHONE              0   \n",
       "16                                 FLAG_EMAIL              0   \n",
       "17                            CNT_FAM_MEMBERS              1   \n",
       "18                       REGION_RATING_CLIENT              0   \n",
       "19                REGION_RATING_CLIENT_W_CITY              0   \n",
       "20                    HOUR_APPR_PROCESS_START              2   \n",
       "21                 REG_REGION_NOT_LIVE_REGION              0   \n",
       "22                 REG_REGION_NOT_WORK_REGION              0   \n",
       "23                LIVE_REGION_NOT_WORK_REGION              0   \n",
       "24                     REG_CITY_NOT_LIVE_CITY              0   \n",
       "25                     REG_CITY_NOT_WORK_CITY              0   \n",
       "26                    LIVE_CITY_NOT_WORK_CITY              0   \n",
       "27                               EXT_SOURCE_1              2   \n",
       "28                               EXT_SOURCE_2              0   \n",
       "29                               EXT_SOURCE_3              0   \n",
       "..                                        ...            ...   \n",
       "168      OCCUPATION_TYPE_Waiters/barmen staff              0   \n",
       "169                       OCCUPATION_TYPE_nan              0   \n",
       "170         WEEKDAY_APPR_PROCESS_START_FRIDAY              0   \n",
       "171         WEEKDAY_APPR_PROCESS_START_MONDAY              0   \n",
       "172       WEEKDAY_APPR_PROCESS_START_SATURDAY              0   \n",
       "173         WEEKDAY_APPR_PROCESS_START_SUNDAY              0   \n",
       "174       WEEKDAY_APPR_PROCESS_START_THURSDAY              0   \n",
       "175        WEEKDAY_APPR_PROCESS_START_TUESDAY              0   \n",
       "176      WEEKDAY_APPR_PROCESS_START_WEDNESDAY              0   \n",
       "177            WEEKDAY_APPR_PROCESS_START_nan              0   \n",
       "178          FONDKAPREMONT_MODE_not specified              0   \n",
       "179       FONDKAPREMONT_MODE_org spec account              0   \n",
       "180       FONDKAPREMONT_MODE_reg oper account              0   \n",
       "181  FONDKAPREMONT_MODE_reg oper spec account              0   \n",
       "182                    FONDKAPREMONT_MODE_nan              0   \n",
       "183             HOUSETYPE_MODE_block of flats              0   \n",
       "184           HOUSETYPE_MODE_specific housing              0   \n",
       "185             HOUSETYPE_MODE_terraced house              0   \n",
       "186                        HOUSETYPE_MODE_nan              0   \n",
       "187                  WALLSMATERIAL_MODE_Block              0   \n",
       "188                  WALLSMATERIAL_MODE_Mixed              0   \n",
       "189             WALLSMATERIAL_MODE_Monolithic              0   \n",
       "190                 WALLSMATERIAL_MODE_Others              0   \n",
       "191                  WALLSMATERIAL_MODE_Panel              0   \n",
       "192           WALLSMATERIAL_MODE_Stone, brick              0   \n",
       "193                 WALLSMATERIAL_MODE_Wooden              0   \n",
       "194                    WALLSMATERIAL_MODE_nan              0   \n",
       "195                    EMERGENCYSTATE_MODE_No              0   \n",
       "196                   EMERGENCYSTATE_MODE_Yes              0   \n",
       "197                   EMERGENCYSTATE_MODE_nan              0   \n",
       "\n",
       "     Trend_changes_test  Trend_correlation  \n",
       "0                     2           0.975688  \n",
       "1                     3           0.921382  \n",
       "2                     3           0.988779  \n",
       "3                     4           0.972325  \n",
       "4                     7           0.994683  \n",
       "5                     5           0.989683  \n",
       "6                     0           0.992783  \n",
       "7                     1           0.995426  \n",
       "8                     2           0.976891  \n",
       "9                     2           0.985101  \n",
       "10                    1           0.966213  \n",
       "11                    0           0.000000  \n",
       "12                    0           1.000000  \n",
       "13                    0           1.000000  \n",
       "14                    0           0.000000  \n",
       "15                    0           1.000000  \n",
       "16                    0           1.000000  \n",
       "17                    1           0.996885  \n",
       "18                    0           0.999736  \n",
       "19                    0           0.999113  \n",
       "20                    2           0.945565  \n",
       "21                    0           1.000000  \n",
       "22                    0           1.000000  \n",
       "23                    0           1.000000  \n",
       "24                    0           1.000000  \n",
       "25                    0           1.000000  \n",
       "26                    0           1.000000  \n",
       "27                    0           0.998696  \n",
       "28                    0           0.998221  \n",
       "29                    0           0.998048  \n",
       "..                  ...                ...  \n",
       "168                   0           1.000000  \n",
       "169                   0           1.000000  \n",
       "170                   0           1.000000  \n",
       "171                   0           1.000000  \n",
       "172                   0           1.000000  \n",
       "173                   0          -1.000000  \n",
       "174                   0          -1.000000  \n",
       "175                   0           1.000000  \n",
       "176                   0           1.000000  \n",
       "177                   0           0.000000  \n",
       "178                   0           1.000000  \n",
       "179                   0           1.000000  \n",
       "180                   0           1.000000  \n",
       "181                   0           1.000000  \n",
       "182                   0           1.000000  \n",
       "183                   0           1.000000  \n",
       "184                   0           1.000000  \n",
       "185                   0          -1.000000  \n",
       "186                   0           1.000000  \n",
       "187                   0           1.000000  \n",
       "188                   0           1.000000  \n",
       "189                   0           1.000000  \n",
       "190                   0          -1.000000  \n",
       "191                   0           1.000000  \n",
       "192                   0           1.000000  \n",
       "193                   0           1.000000  \n",
       "194                   0           1.000000  \n",
       "195                   0           1.000000  \n",
       "196                   0           1.000000  \n",
       "197                   0           1.000000  \n",
       "\n",
       "[198 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats  # Trend_changes训练集中变化趋势，Trend_changes_test测试集中变化取时，Trend_correlation训练和验证的相关度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 添加特征重要性\n",
    "importance_df = get_imp_df(xgb_model)\n",
    "stats = pd.merge(stats, importance_df, how='left', on='Feature')\n",
    "stats['importance'] = stats['importance'].fillna(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 剔除掉相关性（训练与测试）< 0.95的特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\xgboost\\core.py:587: FutureWarning: Series.base is deprecated and will be removed in a future version\n",
      "  if getattr(data, 'base', None) is not None and \\\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-auc:0.719563\ttest-auc:0.709598\n",
      "Multiple eval metrics have been passed: 'test-auc' will be used for early stopping.\n",
      "\n",
      "Will train until test-auc hasn't improved in 25 rounds.\n",
      "[1]\ttrain-auc:0.724939\ttest-auc:0.714084\n",
      "[2]\ttrain-auc:0.726316\ttest-auc:0.716055\n",
      "[3]\ttrain-auc:0.729857\ttest-auc:0.719014\n",
      "[4]\ttrain-auc:0.731781\ttest-auc:0.720706\n",
      "[5]\ttrain-auc:0.732261\ttest-auc:0.720638\n",
      "[6]\ttrain-auc:0.733963\ttest-auc:0.721684\n",
      "[7]\ttrain-auc:0.734645\ttest-auc:0.722206\n",
      "[8]\ttrain-auc:0.735698\ttest-auc:0.722972\n",
      "[9]\ttrain-auc:0.736051\ttest-auc:0.723388\n",
      "[10]\ttrain-auc:0.736517\ttest-auc:0.723679\n",
      "[11]\ttrain-auc:0.736583\ttest-auc:0.723835\n",
      "[12]\ttrain-auc:0.736712\ttest-auc:0.723897\n",
      "[13]\ttrain-auc:0.736697\ttest-auc:0.723828\n",
      "[14]\ttrain-auc:0.737352\ttest-auc:0.724653\n",
      "[15]\ttrain-auc:0.737329\ttest-auc:0.724729\n",
      "[16]\ttrain-auc:0.737736\ttest-auc:0.725029\n",
      "[17]\ttrain-auc:0.73797\ttest-auc:0.725215\n",
      "[18]\ttrain-auc:0.7385\ttest-auc:0.725745\n",
      "[19]\ttrain-auc:0.738508\ttest-auc:0.725741\n",
      "[20]\ttrain-auc:0.7396\ttest-auc:0.726459\n",
      "[21]\ttrain-auc:0.739685\ttest-auc:0.726739\n",
      "[22]\ttrain-auc:0.740295\ttest-auc:0.727499\n",
      "[23]\ttrain-auc:0.740673\ttest-auc:0.727701\n",
      "[24]\ttrain-auc:0.741478\ttest-auc:0.728329\n",
      "[25]\ttrain-auc:0.742048\ttest-auc:0.729047\n",
      "[26]\ttrain-auc:0.742711\ttest-auc:0.729718\n",
      "[27]\ttrain-auc:0.743583\ttest-auc:0.730508\n",
      "[28]\ttrain-auc:0.743853\ttest-auc:0.730875\n",
      "[29]\ttrain-auc:0.74537\ttest-auc:0.732292\n",
      "[30]\ttrain-auc:0.74608\ttest-auc:0.732743\n",
      "[31]\ttrain-auc:0.746953\ttest-auc:0.733472\n",
      "[32]\ttrain-auc:0.747589\ttest-auc:0.734104\n",
      "[33]\ttrain-auc:0.748708\ttest-auc:0.735188\n",
      "[34]\ttrain-auc:0.748947\ttest-auc:0.735397\n",
      "[35]\ttrain-auc:0.749797\ttest-auc:0.736007\n",
      "[36]\ttrain-auc:0.750578\ttest-auc:0.736602\n",
      "[37]\ttrain-auc:0.751135\ttest-auc:0.737058\n",
      "[38]\ttrain-auc:0.751834\ttest-auc:0.737794\n",
      "[39]\ttrain-auc:0.752353\ttest-auc:0.738066\n",
      "[40]\ttrain-auc:0.752815\ttest-auc:0.73855\n",
      "[41]\ttrain-auc:0.753546\ttest-auc:0.739187\n",
      "[42]\ttrain-auc:0.754254\ttest-auc:0.739743\n",
      "[43]\ttrain-auc:0.754654\ttest-auc:0.740148\n",
      "[44]\ttrain-auc:0.755381\ttest-auc:0.740834\n",
      "[45]\ttrain-auc:0.755863\ttest-auc:0.741093\n",
      "[46]\ttrain-auc:0.756531\ttest-auc:0.741827\n",
      "[47]\ttrain-auc:0.757061\ttest-auc:0.742144\n",
      "[48]\ttrain-auc:0.757486\ttest-auc:0.742467\n",
      "[49]\ttrain-auc:0.757922\ttest-auc:0.742697\n",
      "[50]\ttrain-auc:0.758269\ttest-auc:0.742974\n",
      "[51]\ttrain-auc:0.758739\ttest-auc:0.743416\n",
      "[52]\ttrain-auc:0.759258\ttest-auc:0.743899\n",
      "[53]\ttrain-auc:0.759439\ttest-auc:0.744013\n",
      "[54]\ttrain-auc:0.759763\ttest-auc:0.744272\n",
      "[55]\ttrain-auc:0.760016\ttest-auc:0.74439\n",
      "[56]\ttrain-auc:0.760413\ttest-auc:0.744698\n",
      "[57]\ttrain-auc:0.760745\ttest-auc:0.744888\n",
      "[58]\ttrain-auc:0.761034\ttest-auc:0.745121\n",
      "[59]\ttrain-auc:0.761398\ttest-auc:0.745438\n",
      "[60]\ttrain-auc:0.76167\ttest-auc:0.745649\n",
      "[61]\ttrain-auc:0.761921\ttest-auc:0.745807\n",
      "[62]\ttrain-auc:0.76227\ttest-auc:0.746022\n",
      "[63]\ttrain-auc:0.76251\ttest-auc:0.746183\n",
      "[64]\ttrain-auc:0.762941\ttest-auc:0.746549\n",
      "[65]\ttrain-auc:0.763246\ttest-auc:0.746894\n",
      "[66]\ttrain-auc:0.763467\ttest-auc:0.747137\n",
      "[67]\ttrain-auc:0.763732\ttest-auc:0.747328\n",
      "[68]\ttrain-auc:0.763947\ttest-auc:0.747492\n",
      "[69]\ttrain-auc:0.764196\ttest-auc:0.747671\n",
      "[70]\ttrain-auc:0.764441\ttest-auc:0.747816\n",
      "[71]\ttrain-auc:0.764651\ttest-auc:0.747964\n",
      "[72]\ttrain-auc:0.764959\ttest-auc:0.748139\n",
      "[73]\ttrain-auc:0.765201\ttest-auc:0.748259\n",
      "[74]\ttrain-auc:0.765355\ttest-auc:0.748341\n",
      "[75]\ttrain-auc:0.765544\ttest-auc:0.748459\n",
      "[76]\ttrain-auc:0.76567\ttest-auc:0.748572\n",
      "[77]\ttrain-auc:0.765926\ttest-auc:0.748823\n",
      "[78]\ttrain-auc:0.766236\ttest-auc:0.749169\n",
      "[79]\ttrain-auc:0.766378\ttest-auc:0.749227\n",
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    {
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      "[307]\ttrain-auc:0.79046\ttest-auc:0.754927\n",
      "[308]\ttrain-auc:0.790512\ttest-auc:0.75497\n",
      "Stopping. Best iteration:\n",
      "[283]\ttrain-auc:0.788725\ttest-auc:0.755107\n",
      "\n"
     ]
    }
   ],
   "source": [
    "noisy = list(stats[stats['Trend_correlation']<0.95]['Feature'])\n",
    "dtrain = xgb.DMatrix(X_test.drop(noisy,axis=1),label=y_test,missing=np.nan)\n",
    "dtest = xgb.DMatrix(X_train.drop(noisy,axis=1),label=y_train,missing=np.nan)\n",
    "\n",
    "params = {'max_depth':8,'learning_rate':0.1,'silent':0,\n",
    "          'objective':'binary:logistic','min_child_weight':500,\n",
    "         'eval_metric':'auc','nthread':8}\n",
    "xgb_model = xgb.train(params, dtrain, 400, evals=[(dtrain,'train'),\n",
    "                                                 (dtest,'test')],\n",
    "                     early_stopping_rounds=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dTEST = xgb.DMatrix(X_TEST[X_test.columns].drop(noisy, axis=1), missing=np.nan)\n",
    "y_TEST_pred = xgb_model.predict(dTEST)\n",
    "submission_all_feats = pd.DataFrame({'SK_ID_CURR':TEST_users['SK_ID_CURR'],\n",
    "                                    'TARGET':y_TEST_pred})\n",
    "submission_all_feats.to_csv('data/submission_95_1.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 剔除掉相关性（训练与测试）< 0.90的特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\xgboost\\core.py:587: FutureWarning: Series.base is deprecated and will be removed in a future version\n",
      "  if getattr(data, 'base', None) is not None and \\\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-auc:0.719563\ttest-auc:0.709598\n",
      "Multiple eval metrics have been passed: 'test-auc' will be used for early stopping.\n",
      "\n",
      "Will train until test-auc hasn't improved in 25 rounds.\n",
      "[1]\ttrain-auc:0.724945\ttest-auc:0.713941\n",
      "[2]\ttrain-auc:0.726312\ttest-auc:0.715967\n",
      "[3]\ttrain-auc:0.729903\ttest-auc:0.71897\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "[274]\ttrain-auc:0.789905\ttest-auc:0.754754\n",
      "[275]\ttrain-auc:0.790013\ttest-auc:0.754768\n",
      "Stopping. Best iteration:\n",
      "[250]\ttrain-auc:0.788037\ttest-auc:0.754782\n",
      "\n"
     ]
    }
   ],
   "source": [
    "noisy = list(stats[stats['Trend_correlation']<0.90]['Feature'])\n",
    "dtrain = xgb.DMatrix(X_test.drop(noisy,axis=1),label=y_test,missing=np.nan)\n",
    "dtest = xgb.DMatrix(X_train.drop(noisy,axis=1),label=y_train,missing=np.nan)\n",
    "\n",
    "params = {'max_depth':8,'learning_rate':0.1,'silent':0,\n",
    "          'objective':'binary:logistic','min_child_weight':500,\n",
    "         'eval_metric':'auc','nthread':8}\n",
    "xgb_model = xgb.train(params, dtrain, 400, evals=[(dtrain,'train'),\n",
    "                                                 (dtest,'test')],\n",
    "                     early_stopping_rounds=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dTEST = xgb.DMatrix(X_TEST[X_test.columns].drop(noisy, axis=1), missing=np.nan)\n",
    "y_TEST_pred = xgb_model.predict(dTEST)\n",
    "submission_all_feats = pd.DataFrame({'SK_ID_CURR':TEST_users['SK_ID_CURR'],\n",
    "                                    'TARGET':y_TEST_pred})\n",
    "submission_all_feats.to_csv('data/submission_90_1.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 剔除掉相关性（训练与测试）< 0.95的特征 并且 提取钱40个特征重要性排名特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-auc:0.719563\ttest-auc:0.709598\n",
      "Multiple eval metrics have been passed: 'test-auc' will be used for early stopping.\n",
      "\n",
      "Will train until test-auc hasn't improved in 25 rounds.\n",
      "[1]\ttrain-auc:0.72923\ttest-auc:0.717799\n",
      "[2]\ttrain-auc:0.732231\ttest-auc:0.720414\n",
      "[3]\ttrain-auc:0.735095\ttest-auc:0.723335\n",
      "[4]\ttrain-auc:0.735236\ttest-auc:0.723445\n",
      "[5]\ttrain-auc:0.735597\ttest-auc:0.723573\n",
      "[6]\ttrain-auc:0.736047\ttest-auc:0.724205\n",
      "[7]\ttrain-auc:0.736781\ttest-auc:0.724746\n",
      "[8]\ttrain-auc:0.738945\ttest-auc:0.72673\n",
      "[9]\ttrain-auc:0.740371\ttest-auc:0.727869\n",
      "[10]\ttrain-auc:0.741709\ttest-auc:0.729452\n",
      "[11]\ttrain-auc:0.743634\ttest-auc:0.730992\n",
      "[12]\ttrain-auc:0.744828\ttest-auc:0.732181\n",
      "[13]\ttrain-auc:0.747124\ttest-auc:0.733979\n",
      "[14]\ttrain-auc:0.749695\ttest-auc:0.736317\n",
      "[15]\ttrain-auc:0.751257\ttest-auc:0.737707\n",
      "[16]\ttrain-auc:0.752213\ttest-auc:0.738447\n",
      "[17]\ttrain-auc:0.753662\ttest-auc:0.739679\n",
      "[18]\ttrain-auc:0.755395\ttest-auc:0.741069\n",
      "[19]\ttrain-auc:0.756904\ttest-auc:0.742041\n",
      "[20]\ttrain-auc:0.757682\ttest-auc:0.742413\n",
      "[21]\ttrain-auc:0.75845\ttest-auc:0.743173\n",
      "[22]\ttrain-auc:0.759361\ttest-auc:0.743875\n",
      "[23]\ttrain-auc:0.760539\ttest-auc:0.745138\n",
      "[24]\ttrain-auc:0.761461\ttest-auc:0.745803\n",
      "[25]\ttrain-auc:0.762306\ttest-auc:0.74621\n",
      "[26]\ttrain-auc:0.762739\ttest-auc:0.746576\n",
      "[27]\ttrain-auc:0.76326\ttest-auc:0.747075\n",
      "[28]\ttrain-auc:0.763994\ttest-auc:0.747472\n",
      "[29]\ttrain-auc:0.764816\ttest-auc:0.74804\n",
      "[30]\ttrain-auc:0.76517\ttest-auc:0.74832\n",
      "[31]\ttrain-auc:0.765618\ttest-auc:0.748373\n",
      "[32]\ttrain-auc:0.766167\ttest-auc:0.748775\n",
      "[33]\ttrain-auc:0.766798\ttest-auc:0.748917\n",
      "[34]\ttrain-auc:0.767197\ttest-auc:0.748968\n",
      "[35]\ttrain-auc:0.767775\ttest-auc:0.749187\n",
      "[36]\ttrain-auc:0.768174\ttest-auc:0.749322\n",
      "[37]\ttrain-auc:0.768629\ttest-auc:0.749858\n",
      "[38]\ttrain-auc:0.769211\ttest-auc:0.750215\n",
      "[39]\ttrain-auc:0.769675\ttest-auc:0.750496\n",
      "[40]\ttrain-auc:0.770169\ttest-auc:0.750634\n",
      "[41]\ttrain-auc:0.770573\ttest-auc:0.75067\n",
      "[42]\ttrain-auc:0.770914\ttest-auc:0.750782\n",
      "[43]\ttrain-auc:0.771278\ttest-auc:0.750967\n",
      "[44]\ttrain-auc:0.771756\ttest-auc:0.751323\n",
      "[45]\ttrain-auc:0.772053\ttest-auc:0.751465\n",
      "[46]\ttrain-auc:0.772398\ttest-auc:0.751611\n",
      "[47]\ttrain-auc:0.77262\ttest-auc:0.751588\n",
      "[48]\ttrain-auc:0.773054\ttest-auc:0.751753\n",
      "[49]\ttrain-auc:0.773336\ttest-auc:0.751828\n",
      "[50]\ttrain-auc:0.773624\ttest-auc:0.751886\n",
      "[51]\ttrain-auc:0.773967\ttest-auc:0.752042\n",
      "[52]\ttrain-auc:0.774166\ttest-auc:0.752067\n",
      "[53]\ttrain-auc:0.774432\ttest-auc:0.752122\n",
      "[54]\ttrain-auc:0.774819\ttest-auc:0.752086\n",
      "[55]\ttrain-auc:0.77511\ttest-auc:0.752193\n",
      "[56]\ttrain-auc:0.775425\ttest-auc:0.752222\n",
      "[57]\ttrain-auc:0.775829\ttest-auc:0.752266\n",
      "[58]\ttrain-auc:0.776121\ttest-auc:0.752335\n",
      "[59]\ttrain-auc:0.776353\ttest-auc:0.752256\n",
      "[60]\ttrain-auc:0.77669\ttest-auc:0.752425\n",
      "[61]\ttrain-auc:0.776937\ttest-auc:0.752446\n",
      "[62]\ttrain-auc:0.777153\ttest-auc:0.752379\n",
      "[63]\ttrain-auc:0.777495\ttest-auc:0.75248\n",
      "[64]\ttrain-auc:0.777747\ttest-auc:0.752469\n",
      "[65]\ttrain-auc:0.778067\ttest-auc:0.752445\n",
      "[66]\ttrain-auc:0.77836\ttest-auc:0.752654\n",
      "[67]\ttrain-auc:0.778515\ttest-auc:0.75271\n",
      "[68]\ttrain-auc:0.778784\ttest-auc:0.752934\n",
      "[69]\ttrain-auc:0.779058\ttest-auc:0.753123\n",
      "[70]\ttrain-auc:0.779358\ttest-auc:0.753223\n",
      "[71]\ttrain-auc:0.779635\ttest-auc:0.753306\n",
      "[72]\ttrain-auc:0.779895\ttest-auc:0.753332\n",
      "[73]\ttrain-auc:0.780047\ttest-auc:0.75333\n",
      "[74]\ttrain-auc:0.780364\ttest-auc:0.753297\n",
      "[75]\ttrain-auc:0.780704\ttest-auc:0.753361\n",
      "[76]\ttrain-auc:0.780873\ttest-auc:0.753326\n",
      "[77]\ttrain-auc:0.78124\ttest-auc:0.753499\n",
      "[78]\ttrain-auc:0.781418\ttest-auc:0.753461\n",
      "[79]\ttrain-auc:0.781661\ttest-auc:0.753455\n",
      "[80]\ttrain-auc:0.781984\ttest-auc:0.753427\n",
      "[81]\ttrain-auc:0.782251\ttest-auc:0.753343\n",
      "[82]\ttrain-auc:0.782417\ttest-auc:0.753405\n",
      "[83]\ttrain-auc:0.782712\ttest-auc:0.753365\n",
      "[84]\ttrain-auc:0.782929\ttest-auc:0.75325\n",
      "[85]\ttrain-auc:0.783171\ttest-auc:0.753274\n",
      "[86]\ttrain-auc:0.783481\ttest-auc:0.753293\n",
      "[87]\ttrain-auc:0.783659\ttest-auc:0.753418\n",
      "[88]\ttrain-auc:0.78381\ttest-auc:0.753455\n",
      "[89]\ttrain-auc:0.784021\ttest-auc:0.753318\n",
      "[90]\ttrain-auc:0.78423\ttest-auc:0.753369\n",
      "[91]\ttrain-auc:0.78449\ttest-auc:0.753351\n",
      "[92]\ttrain-auc:0.78467\ttest-auc:0.753402\n",
      "[93]\ttrain-auc:0.785005\ttest-auc:0.753483\n",
      "[94]\ttrain-auc:0.785247\ttest-auc:0.753555\n",
      "[95]\ttrain-auc:0.785417\ttest-auc:0.753565\n",
      "[96]\ttrain-auc:0.785694\ttest-auc:0.75355\n",
      "[97]\ttrain-auc:0.785766\ttest-auc:0.75355\n",
      "[98]\ttrain-auc:0.785999\ttest-auc:0.753561\n",
      "[99]\ttrain-auc:0.78625\ttest-auc:0.753582\n",
      "[100]\ttrain-auc:0.786468\ttest-auc:0.753561\n",
      "[101]\ttrain-auc:0.78671\ttest-auc:0.75359\n",
      "[102]\ttrain-auc:0.786939\ttest-auc:0.753531\n",
      "[103]\ttrain-auc:0.787186\ttest-auc:0.75352\n",
      "[104]\ttrain-auc:0.787328\ttest-auc:0.753505\n",
      "[105]\ttrain-auc:0.787502\ttest-auc:0.75342\n",
      "[106]\ttrain-auc:0.787651\ttest-auc:0.753423\n",
      "[107]\ttrain-auc:0.787775\ttest-auc:0.753379\n",
      "[108]\ttrain-auc:0.788039\ttest-auc:0.753419\n",
      "[109]\ttrain-auc:0.788261\ttest-auc:0.753392\n",
      "[110]\ttrain-auc:0.788404\ttest-auc:0.753406\n",
      "[111]\ttrain-auc:0.788556\ttest-auc:0.753392\n",
      "[112]\ttrain-auc:0.788807\ttest-auc:0.753423\n",
      "[113]\ttrain-auc:0.789055\ttest-auc:0.753359\n",
      "[114]\ttrain-auc:0.789292\ttest-auc:0.753286\n",
      "[115]\ttrain-auc:0.789558\ttest-auc:0.753328\n",
      "[116]\ttrain-auc:0.789693\ttest-auc:0.753346\n",
      "[117]\ttrain-auc:0.789885\ttest-auc:0.753413\n",
      "[118]\ttrain-auc:0.790088\ttest-auc:0.753353\n",
      "[119]\ttrain-auc:0.790251\ttest-auc:0.753321\n",
      "[120]\ttrain-auc:0.790413\ttest-auc:0.753268\n",
      "[121]\ttrain-auc:0.790686\ttest-auc:0.753247\n",
      "[122]\ttrain-auc:0.790885\ttest-auc:0.753274\n",
      "[123]\ttrain-auc:0.791022\ttest-auc:0.753334\n",
      "[124]\ttrain-auc:0.791228\ttest-auc:0.753311\n",
      "[125]\ttrain-auc:0.791417\ttest-auc:0.753391\n",
      "[126]\ttrain-auc:0.791482\ttest-auc:0.753394\n",
      "Stopping. Best iteration:\n",
      "[101]\ttrain-auc:0.78671\ttest-auc:0.75359\n",
      "\n"
     ]
    }
   ],
   "source": [
    "noisy = list(stats[(stats['Trend_correlation']<0.95) & (stats['importance'].head(40))]['Feature'])\n",
    "             \n",
    "dtrain = xgb.DMatrix(X_test.drop(noisy,axis=1),label=y_test,missing=np.nan)\n",
    "dtest = xgb.DMatrix(X_train.drop(noisy,axis=1),label=y_train,missing=np.nan)\n",
    "\n",
    "params = {'max_depth':10,'learning_rate':0.25,'silent':0,\n",
    "          'objective':'binary:logistic','min_child_weight':500,\n",
    "         'eval_metric':'auc','nthread':8}\n",
    "xgb_model = xgb.train(params, dtrain, 200, evals=[(dtrain,'train'),\n",
    "                                                 (dtest,'test')],\n",
    "                     early_stopping_rounds=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dTEST = xgb.DMatrix(X_TEST[X_test.columns].drop(noisy, axis=1), missing=np.nan)\n",
    "y_TEST_pred = xgb_model.predict(dTEST)\n",
    "submission_all_feats = pd.DataFrame({'SK_ID_CURR':TEST_users['SK_ID_CURR'],\n",
    "                                    'TARGET':y_TEST_pred})\n",
    "submission_all_feats.to_csv('data/submission_95_40_1.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过修改、提交，来不断提高分数，以下是各种情况下的结果：\n",
    "<img src=\"assets/20201211231030.png\" width=\"70%\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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