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@okwrtdsh
Created April 20, 2019 19:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# これまでの処理をまとめた\n",
"%matplotlib inline\n",
"import re\n",
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"\n",
"def load_data():\n",
" df_train = pd.read_csv(\"./titanic/train.csv\")\n",
" df_test = pd.read_csv(\"./titanic/test.csv\")\n",
" return df_train, df_test\n",
"\n",
"\n",
"def train(df_train, features, target='Survived', test_size=0.3, max_depth=5, n_estimators=10):\n",
" train, val = train_test_split(df_train[[target] + features], test_size=test_size)\n",
" X_train = train[features].fillna(0).values # 取り敢えず欠損値を0で埋める\n",
" y_train = train[target].values\n",
" X_val = val[features].fillna(0).values\n",
" y_val = val[target].values\n",
" clf = RandomForestClassifier(\n",
" n_estimators=n_estimators, # 木(決定木)の数\n",
" max_depth=max_depth, # 深さ\n",
" n_jobs=4, # 並列プロセス数\n",
" random_state=123, # 乱数を固定(再現性)\n",
" )\n",
" clf.fit(X_train, y_train)\n",
" print(\"val score: \", clf.score(X_val, y_val))\n",
" # 特徴量の重要度\n",
" sns.barplot(x=clf.feature_importances_, y=features)\n",
" plt.show()\n",
" return clf\n",
"\n",
"\n",
"def gen_submit_data(clf, df_test, features, output_filename='pred.csv'):\n",
" \"\"\"提出用データの生成\"\"\"\n",
" pred = clf.predict(df_test[features].fillna(0))\n",
" result = pd.DataFrame({'PassengerId': df_test['PassengerId'], 'Survived': pred})\n",
" result.to_csv(output_filename, index=False)\n",
"\n",
"\n",
"def show_corr(df_train, df_test=None):\n",
" plt.figure(figsize=(20, 8))\n",
" if df_test is not None:\n",
" plt.subplot(1,2,1) # 1行2列の1つ目に表示\n",
" plt.title(\"train\")\n",
" sns.heatmap(df_train.corr(), vmin=-1, vmax=1, cmap='jet', center=0, annot=True, square=True)\n",
" \n",
" if df_test is not None:\n",
" plt.subplot(1,2,2) # 1行2列の2つ目に表示\n",
" plt.title(\"test\")\n",
" sns.heatmap(df_test.corr(), vmin=-1, vmax=1, cmap='jet', center=0, annot=True, square=True)\n",
" # 表示\n",
" plt.show()\n",
"\n",
"\n",
"def transform(df):\n",
" # Embarkedの補完\n",
" df['Embarked'] = df['Embarked'].fillna('S')\n",
" # Embarkedの数値化\n",
" df['N_Embarked'] = df['Embarked'].apply(lambda x: sorted(df['Embarked'].unique()).index(x))\n",
"\n",
" # Fareの補完\n",
" df['Fare'] = df['Fare'].fillna(13.675550)\n",
" \n",
" # Sexの数値化\n",
" df['N_Sex'] = df['Sex'].apply(lambda x: ['male', 'female'].index(x))\n",
" \n",
" # 敬称の抽出\n",
" df['Title'] = df['Name'].apply(lambda x: re.search(' ([A-Z][a-z]+)\\.', x).group(1))\n",
" # 敬称の統合 \n",
" df['Title'] = df['Title'].replace('Ms', 'Miss')\n",
" df['Title'] = df['Title'].replace('Mlle', 'Miss')\n",
" df['Title'] = df['Title'].replace('Mme', 'Mrs')\n",
" df['Title'] = df['Title'].replace([\n",
" 'Lady', 'Countess','Capt', 'Col', 'Don', 'Dr', 'Major', 'Rev', 'Sir', 'Jonkheer', 'Dona'\n",
" ], 'Other')\n",
" # 敬称の数値化\n",
" df['N_Title'] = df['Title'].apply(lambda x: sorted(df['Title'].unique()).index(x))\n",
" \n",
" # Ageの補完\n",
" map_title2age = {\n",
" 'Other': 45.17857142857143,\n",
" 'Mrs': 36.91812865497076,\n",
" 'Mr': 32.25215146299484,\n",
" 'Miss': 21.8243661971831,\n",
" 'Master': 5.482641509433963\n",
" }\n",
" df['Age'] = df.apply(lambda x: map_title2age[x['Title']] if pd.isnull(x['Age']) else x['Age'], axis=1)\n",
" \n",
" # 家族の人数\n",
" df['Family'] = df['SibSp'] + df['Parch']\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# データの初期化\n",
"df_train, df_test = load_data()\n",
"# 前処理\n",
"df_train = transform(df_train)\n",
"df_test = transform(df_test)\n",
"show_corr(df_train, df_test)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vf7/DzBs385VHXkECf7Oxm2seeIlEys4pZ0tGNoeNB1pX12zxUeMzXAcSu6HzMjX3d16mzl1dws9PyFCBedjreicURZ68GJ74Ctx2JDzxFXUe8s/ag+8JxWDY2guttduwa2gMA2ItqkfnN3erY6xFXa8FZoHxW8u1wzrLj+tK9iYsrlzzIsd9YzNXrnmRvQkr1zb0ICX7bo6l+qPedqQ6HqbljvblNNUgGgpw8jETueaBlzjuG5u55oGXOPmYiUT1erW/MGP5fW4fVeWsNPUIFZgO7Ab+WQixTQixWggRB94jpfwjwMDxyHK+RFhJxNa1cN7fwY274Ly/Q2xdq8og+oRk2uWe597N2ei757l3Sab9MyEnLYd3Dlqc/g8vMP3rmzn9H17gnYMWSUsvnGg01SBhSZ7c4WAvXI/85m7shet5codDwireURJWAjGsZr3oWoawElV8co0GsPoQO5+HhWvVYsvCtercKrNnj5VADOsFJLqWqk19jabCZGyfGza/PWgD2pc+yD3Pvct3f/obbFeyZftevvzwK1xz5gy2bN/L8g3dJNNZtlE6Cb27YZgtzda1kNY96DRVwErk71ej9aSvSKQL2JFpby+4k+7La7tqfekj0n2wdc2wOXONloFiMQyV1S8GjrXMmLMKjN9y7f/RUGf5SaYdlm/YxpbtewftxOUbtuXahh6kpLWHdFJlEWfbG48sVdcLoX05TRXoSztc39mdM+6u7+ymz+PjTlNhrGR+n9tH+1eVph757UHgJOA6KeVzQoi7USVri0IIcRVwFcDUqVML/2G4CZ6+A566feiaEYRP3lDaUzcgMTPA3f/xBt/96dBEHzQEnzvr2Do+VW2JBg3ubpvF9Z3dgzXQ726bRTRYn5IARcuvRuNBipHfeDhI3AwQGCh5EzAEcTNAfDTlVHTNek0VKEZ+RTgOXZ9RTmwGI4j45u7yvruKvYAasuSUZlSM1nbItn3OvPtF5kybyPorT2P7njd49otzeG/LZN7evYfv/udbzDhS6dUXduzL7Q9jxlRpryJs6cPKoOuqBaRQdKhEqZVU2QoeKf+lqR6j8t303O974uEgu3tSwNDvvrsnNTo7soIUK7+e6PmnqS9mzHPrTw219lDHMuaeGL91lp+YGeCFHftyrh1iG9aYYtceRj1nmLEC/VELZ1F5QkY0DUOxujceDuYdd/WyeTR1Qu9fVZx6rDC8BbwlpXxu4PwR1Obnn4QQRwEMHHfl+7CU8n4p5SlSylNaWloKf0um5nE2mZrHPiGRspkzbWLOtTnTJpJI2QU+Mfbos106n9/JzRd8lNduO5ebL/gonc/vpM+uT3Zr0fKr0XiQYuTXdWxOfy+IzssQt7YgOi/j9Peq60Wj9bemChSlf1OJArJXXtSuLHBfWeZ9G7XklGZ0jNZ2yNg+9y06adD22d+b4jvnHMXRmz+LcVsLR2/+LN855yj+9K7KGJgzbWJu1QsrqXoY5RsPWVGmh5VB14XkbthyL7z7+6ESpRva1HVd/mvMU6z8ygJzv9Rzv6+wbZtFJ8QIbrwccWsLwY2Xs+iEGLZdH/+1ePmtzjyvaSCsAjZkHTO/Gmbtoc5lzD0xfussP0nLybt2WM+KaMXIb0lzRgnv2hMyomkYitW9es1eA+j1zypQ881OKeU7wO+FEDMHLp0F/Ap4HFgycG0J8FhZXxQI5a95HAiVddtGImYGuOey2Tx1w5n89lvn8dQNZ3LPZbPrGp1Va2JmgJX/8QZn/+PTfPDrT3D2Pz7Nyv94w1fvQKOpJQE7fxmggF18CR5pxgv03tCRk5oqYxgw/95c22H+vWVnnwkjkPe+osyI9UYtOaWpLhnbp8kM0tOf5tj3NDEhlCa86coc3RzedCUR2c/c6ZNY2T6bWHZ/mFAMYhMOldsFuf2jDiuDmVJhH/k0PPb50ZUM0/gKGTDz+m4yYNb70WqK60p6UzauHDj6LHgl5OS3I0OOt0uB2oEocli/PdnagR3QPTt9gyhgQwpdweCw1LmMedqI4g4bv25rB2mjhuNX5PcVELVZt4qFAqxsn8Xc6ZMIGmLANpyVaxt6kJLmjBLedTpQQEa0jteUQcgQ3LfopJw1+/sWnURIV2nyF3r/quLUKzf6OmC9EMIEtgOfQW28bhRCLAV2ApeU9Q3BMPzqMdV3K3oE9B2AXzwMp15Z7rM3DGnbxZGSr/3oF0MlXNtnkbZdAqY/jO5MhNqW7XsHr2Ui1Jp0aQCNpvJUoAydYQRw4y3Q9uBgKSNpxjFqVMpI42NCUfjZLapPwuSZsOc1dX7x/WXdVoQiee8ryryvF0tOaepP0nL4Xvss9iWtwTL+r992Tl7dPGHCEaxafAoxc1jpWcOA8HgIhKF9gyonZyUgFM/Z/D+sDGZKhU2eOeqSYRp/IYJmXt9N+Mh3y2RKL9+wbdB3W9k+m0lx0z/lyRu0nHEwGOCZt+ETbRswwnHcVIL/fjPJ6cfp+dgvyFAUkcfWkxffj09Gb+nUedyHQgEeeDFB+8IHCUabsPt62dC9h0Vzj6zJ9wPIUKTu8mMGDL598Qm8f2KM3+9LYgYaYM2wFNkp4JeN5O+FggEe+EV9ZUQz9ggFDfb3pXPW7P/+0o/RHNFr1b5C719VnLqMICllN3BKnv/rrIp9SaoXmo7KvdZ0lLoeGVexr/EyaVdy/YbuwY2+Ldv3cv2Gbu5ffDKROj9brYiFAnx/0UnsT6YHjbYJsZDnI9Q0moYl1Qut/wwfOH1oov7ds6PWvYYRGPr7yDi9SKCpDalemHRc7rVJx5VvO1jJ/Pe1kmUt5OiAHk0+YqEApx/bwlVrtw7Kxtu793D01Lkq8v34Vph3A0yeidvfQzAQz7+RYhhqM9J1laya8UN6bR5WBq2kKsOz5zV13PHM0P0zJXE9vomhqQ0ylUDk8d1kKoGINNfnoWpMdqY0MJgpvWrJKf7R6ZlSXsN1hcd9+ETK5uXfv8v0IwTvbYnzx3f7ePn37zL7mIk0R3Rkvi+olg3pB+o87hMpm82/3MVNj//v4LW50ydx0Unvr9n4lakEIo/81GoOTKYd1v7PDi464QgEUYJOgrX/c4DPnDHd2/NPqhfmrVAVRDIbl7/615FlpwS/LGk5eWXk4pOnevv9aDxN0nL40kMv59h9X3roZe5ffDLNkQYINtBUBr1/VXHGrFaWwRhMPRWxcbGK7Jk6V5VBDMZ8s2geDweZMs7k2S/O4b0tk3l79x6++59v+a7ZseW4OZEyK9tn1fuRNJoxizQL6F7TP7pX07hIMwYnL1blkCopv6EonLxYleQauC+tq9X1MlAlp2YfkgWkA3o08XCQF3bs44KPTeErn3o/72uZjHvpAxjbn4b3nqhKyu7cQmDqXIwFHRBsyV+uOdNz85GlQ7K7oANi6u8PK4OhmPr7F9fAhfcMfu/gfUI6s1MzQDCKzGM/EPRPiTidra9aGdDagehamiUHHUgz7mk7Mm4afO608Rhdn4WdWzh66lw+19oBPqmmpKmiDekHzLiyi4fbyTVqYRINBri7fRbXb+jOqYgWDdZQ95oxZB75qVUFjFjIYOlJTcQeH9JhSy+4n0jI2zqspHFXgl+mfS5NNcj4a9m8sGOf79bsfc/AGipZPhA11P9jESFl4/YBOeWUU+SLL76Y9/+T/QcRnZflRodNOwPZ9iDCJzvjfVYaI7lH9WgaGDCp+atwY5OJmv6IMO1N2Vy55sWcjIO50yeNFCFdM19kJPnVaEqk7vKrda+mDOouv25/D0Zn+yHy67ZtwCgnqjrVCxvaDrkv7Z1lZ7W5riSZdoiZAZKWQywU8E+5Q29Rk5dejO3Qm7KxHZd1/7NjYOHqqqEFoEvXIx66vHhZLEJ2DyuDrqt6c4aiqhRuuOmQDFFN3am7/Gr7oSS/ZczRZ6UJpXsJ9u+HCcfA/jexIxNIh5oK+a91tx2givaDpmEoUQY8Ib+ewHWGbIRUr9rorFELk2TKpi/t0NNvD1YDa44EiYYCxGqke+utQxpVfkt67hL9Mu1zjTnqbvv29KdzKvGAsvtUZqc/1uw1QP9ByOMD0fbgSJmdWvmMwNhdYWjQfh+VJCL7CXevU7Xob9wF5/0d4e51RGR/vR+tZugIaY2mxlRI97qujew/iJQusv8grmtX8CE1mvyIcDyv/IpwmZHlmb6Fw+5biWg9wxA0hYMYYuBYCafbddVCgBw4um7599TUjJgZ4LHuP3DtJ6aojc4dz8BHLoTz/k6VQjvvTlXKNsPOLUgzhuu6uP09yKzfXRYhu4eVQcNQc0CmPLnInI9dN0RTAtp3G8wcmTt9EkFDMHf6JN9ljoTdfoIvrAJnwF911HnY9bb/WjX7QdMwaBkoF6HsAxg41m4d15Ww/udvkrKVvZuyXdb//E3cGuaF1Ft+6v39pVLSc5fol1XF58qH9sN8Q8gQ3N02K8fuu7ttFiG9ie4vtA9UccbuKkOm7n82mbr/fiEUg48thCe+ArcdqY4fW+irkmGZXlLZZHpJaTSaKlAB3eu6NiKxB9F5GeLWFnVM7NEbnprqYyXyy6+VKOu2ssB9ZZn3rQqZsqUb2uDWFnVM7taOdgORtBx+8ss/YUQGHKfjW+Gsm5QdeGsLPPFldZ7Z8Jw6l56D79J/4B2MznbEwO8uk7sh1VNgTCRr/w/TjG2074ZhCCbFTVYtOYXXbz+XVUtOYVLc9FXmiDDz+6/C66W8qmQ/aBoHUUAGhJaBw1Nn2zNqGsyffTQ3P/4qM2/czM2Pv8r82UcTrWEZ6rrLT6PqsBKe29N+mfbDfEUoaBAOGty36CRev/1c7lt0EuGgQSg4drdqNHnQPlDFGbsjKBBSNY6nnQFGUB1bV6vrfsFKqN5IO54B11bHxz7vfYOlgugIaY2mtsiAmVf3yoBZ9D2ElVR9N7J0l+hahhjN4rqOiNSUgjDgou/nyu9F3x+KNC+RlIiSmr8q576p+atICQ/2oksnVX/GbNvhkaXquqYhyNg+Tv+A4zTvhvz24LwvqzKhrR3EwyFiR7xHVQP5yIVK7z6yFGH1qV6bWbIrW3WvTU0V0L4bUMPMEa/SoP5rv4jknef7RaTej6apFcKA+ffm6rD595ZtQ/qCOtueScthRdcrbNm+F9uVbNm+lxVdr9Q2QL7O8tOoOkyKQN73JsUI632lvutarC9oP8xXJC2Hqx94iVm3/D+mf+0JZt3y/7j6gZd0co7fMPLrsVqVch+LjN3mHwETwuNUjeNM3X8jqK77BZ0KnRMhrWvrazQ1IGDihsdhtK2HcDOkenCN0Oh0b7gJmqfAtVtg8kzY8xo88/fF665MROQjS4cafC/ogFiLLpuoGZlgRPUIunQdRMZD/7tD18vADAV49k+CM7JskufeTHL6cR40YKtYcldTGzK2DwRxWzsw4pPz/qayZSa0b8BJpwl2tg3pywvvUX/zq8egaTL0/BHaN6ix0fMnpdsFyrbWfTc1FUIEw/DOLyDLfuD3zyNmnFXvR9PUknJtwDoRDgV5LRHhQ1nz/Pa9DjPHj93lFs0wQlF4bTMsXAvRI6DvAPziYTj1yno/mfeps+0ZDwc55/j3cN+ikxgXDXGwL81j3X8gXsteyXWWn3AoyPpf9dG+cD2BaDNOXw8bu/dy+VyP67BgBDcyASPLd3NFcGTfrZR37brI1LuI5EA/6d5dyNgERHh8Ze1g7Yf5Ck/oHk390fZDxRm7qxOOBamBJq+3tqhj6qC67hNkqkB5hpS3I2Mrje8jpDWaGmI7LiLVA52XD+jeyxGpHmxnFJGP6b6hkouZEmZn3aSuF/V5HRGpKRG7Xy2wP3SFkt+HrlDndnm9wtK2w+nvFTmlmU9/ryBtezBq00rqsqVjhD2JNP/03LvY/flL44h9O8B1CT6yOE/W5w0wbwUk9sCj18Ad0+C/7gIhEA8u1KW1NJUn3QctM3PsB1pmFj/3a8YG5dqAdcK2HT40zsqZ5z80zsL24jyvqQ7pPph5LmxcrHTYxsXq3OOy6wnqbHtaaYdzjz+Kax54ieO+sZlrHniJc48/Citdw/FbZ/lJpW0WfiRKcOPliFtbCG68nIUfiZJKe7uNjO24iHQyx3cT6eTIaw8lvGtp96s1jh8vV3PTj5cjUj3IMn3EQ9B+mK/whO7R1B9tP1ScMbzZmYata1U5rht3qePWteq6T0gZ+UtRpAxvl6KoNLbt0tOfxpWSnv40tq0X5TSaahF0+hBb1+ToXrF1DUFnFBO168Cma3MX3zddq64Xg46I1JSKdOEP3Sqq7pu71fEP3ep6GYScPoyu3A14o2spodGMi1oRiqlM6OwyKgt02dJGI2nZXL+hm+/+9Dd86bE3SF5wP5z5Dbj253DTPrj0AfjNvyMKVQGZPBN52l/n2tKnLoNhJcZ1IImmYkg3/9xfpv7VNBjShe7OXB++u9PzclAR+1fT2JTrv/iZOtueaVfy0PM7ufPC6bx+2znceeF0Hnp+J2lX1uT7gbrLT0T2E950Zc73hzddSURWeDOvwpSke0uZZ2SB30dW+PfRfpivSLuS6zu7c0poX9/ZXVvdo6k/rpNfJ2n7oWTGbm60GYePLVTR6dllucx4vZ+sZoRDQf7mJ3/kb879Ie9tmczbu/fw3Z+8xXcvnVLvR6sZtu2yL2lxfWc3L+zYx5xpE7m7bRYTYyZB3fRZo6k4wozl1b1iNBuN5ZbgzkRE7nhm6FomItLjZdA0dSYUhamnqmi6jPy2rlbXy0CE43llWoQ9aJMYhir53N6pAgSspC5V2mDYtkssHOSFHfsAePzldzh56hEsPnkJomtprl3c83ZefWn39xKINOXq8xt36UASTdWQZhyRr9yyGUfXZPERofx2pNcXeiti/2oaG91CqHTqbHvGzQBLT2oi9vhnYecWjp46l6UX3E/ErGG7iXrLj5nfV/H6+mlJureUeaZW70f7Yb4inuWvZXhhxz5dxtZv6P2rijN2NaaVUIIyvCyX5Z8SromUzRfOmsH7xkcQAt43PsIXzppBIuXtUhSVpM928kbK9OmSQhpNdaiE7k3lL7lIqre4z4diqufiddtUBtN129S5xxfKNB7ASh6auda1rOzSQQ1XVt4w1OKKGDhqB7uh6LMddu5N0nX1afzu5jP43bfPZfHJLWqjc7huxoDW3Ahyt7WD9dv2HqrP97yWX46tBL0pGzc7Ctl1lc6WA8dalLqtx3dqKkbD6UlNdWhUH75Rn1tTOcr1X3yOi0RKFwlI6aL+q0ZYCWKPX5UzfmOPX1Xb8Vtn+ZGphGpfcO0W5T9fuwXmrfD+HFyK7i3hMzW1UbQf5hsSKZvln5rBk1+Yx2+/dR5PfmEeyz/lrzV7DdqGrAJjV2vWOzLKA8SDgqmRZE7vkKmRJPGgf+KjdaSMRlNjKqF7zbiKZMou3zLayCbHyump4ad+zZoyqJbtYEaRratzZFq2rgazvIxRjSYf8XCQvpTFiRPSQzZggYh0Oe4o3PhknEs34N64mz+c+0P+6bl3+fMPTTl0PDx91yG6OTV/FV969DdcueZF9iYsteHpuqqX54a22vX2rMd3aipLqICeLDOzXtNgNKoP36jPrakYsoD/InVmxmFxXQeR2J2zbiUSu3FrVMLPExVYKuH/lvX9MeTJi3P6JcuTF3u/ekcpureUz5ixAr6cx9+PxtNEgwHaTp3KzY+/yswbN3Pz46/SdupUosEaZpVr6o+2ISvO2N3s1JF1CDuJGJahIrqWIWz/9FZKpGzmTJuYc23OtIk6UkajqRYV0L3SSsLLG3Nr1r+8UV0vhnRS9ZHTfeU0o6VKtoOwkohhfcTF1rWIMjNGNZrhuK4kkbL50KRArg1YICuTVC/JtGTRulf5wkPbkMDnPjWDKH04/cPGwy+7lG5uexD5zd0cvGgdna/2cfWZx/LAstNIpGz6bac+Oljr/cYn3Yc48HtoW696JretV+dp3fPQVzSqD9+oz62pHFYC3n4lt+/726/ozIwiEFYi/7pVjd6dJyoLtAGTygAAIABJREFUWIm8/m/N5KeAr1JudZuqU4ruLeEzRrov7/sxtI2iKQNdiVADaBuyCozd9DYzBgvXQd9+mHAM7H8TohP8FXkTboLmKaoExeSZaqHrmb/3VXRANBRg1eKTsV3JuGiIg31pgoYgEtKRMhpNVaiE7jWjyGG95WRrR/FZcGZM95XTlEa1bIdwEzx9Bzx1+9A1IwifvKG8+4LKXEsnK9rXxXUlybRDzAyQtBxioQCG4Z+qEI2K60r2Jiw2PPcm1501I1cPbn+6oGzHbYtVbTOJN49H7NsBLzxKy4y/RIaPQbZ25Pb5nH0Z/NuXED3vEJm/ir864b1cl9UXfWX7LKJNsby9F6uqg7Xeb3iEGYVJMyCxF8wmdZw0Q13X+IdG9eHNOMy/DzZdM6Qv59+n+y35CTMGHzhDyW5kPPQdUOdel10vUO+sFjN2iL2jfM8a/nZmHE75DKR61Hkgos5rpEMatu9wKXOGGVMtHLLt28P83tKMIfL4cvKTN4zcV7wEP037Yf4hHg5yzvHv4b5FJw2uVz/W/QddidBvNKrt62HG7giyU5BOqPKFmQnsou9D0ARz7P6zc0j3wVk3waZrs5yue9V1nzhetuOStFS0TGYh7u62WQQNQTAwdhObNZq6UQHdK1wbETDh/JWDk70ImCrS1yjiHlZSfe+OZ4auTZ2rrvso2ENTAtWyHTLResNlMtULkXGl3zdTuvORLGd9QQfEWkre8MxsmC3fsC1rA2s2k+KmdrQ9TjLtsHzDNlqaw4fK3If/Kq9sC9cCO0VTxlactwJOXgxdy9SG5bwVcOkDEG5WjlcgpHpi7ngGc9OVyPPXsGX7XgC2bN/L8g3drF/8UUStdbDW+42PnQKrJ1dG59/rL99N07g+vN0PwUiO7Uowoq77xO/2PVqHlU617ORiKeB7StcGozZB8tKxENLJlZ/W1eq6Uf2gH5HdMw4Ge8aJtgdr8xuUSilzhpOGYb83AVNdL7DWIFOJvLatTCUQkeb831OCn6b9MH9hpR3OPf4ornngpZz1aivtENHzhn9oVNvXw4zd3R7pwrYHc8tAbHtQXfcL0lUbndklvTZd66t3kHYlnc/v5OYLPsprt53LzRd8lM7nd5J2a9jwXqPxE9KFR6/O1TuPXj06vWNb8PwqcPrVudOvzu0i+26GYsqRyO55sqBDXddoRqIS8pvvtmYcuXAdXLcNbtoH121DLlxXfh+nKpTuzGyYZZfTWb5hG8m0LqfjdWJmgBd27ONzfz6DV3alc3sLRY7IL9uhGHR3DtnLpy6DrWuH/u6p2+GhRao6yPdmK/maN5CRvHMLkyZMyHmGF3bsUwv7tdbBWu83Ptpv0UDj+vCuA498RunJWyYO6MvPqOsafyDd3Pn0vL9T516XXQ8gzXjefoi16ncq7BRsvCJ3/G68Ql2vFU5a2V/Z8rN1rbpeC+qdXVsqpfhuTjrv7z3iuzbjpFrX5PhyqdY1IwezlOCnaT/MX+j1ag3QuLavhxm7W8Sh/GUYfLXoYeZvtO6n6NKYGWD+7KNZ0fXKYKTMHa0nEjN1GVuNpipUQu+Y8fz6u9h7GIaKmGzvrGhpT40PqNK8admSoJ0imBWt51y8GtuWRMxynrfypTszG2bZvLBjn543G4Ck5TBn2kQ+2BLn7QMBntzRz18sXE8gqiLO85aWLWQv7/m16tGZ+bvJMw/976lz2bt/f84t50ybSDLt0lRrHaz1fuOj/RYNNK4P36gbBZrK0aiy6wEMI4Abb4G2B9WYSfUizThGjbIqPTF+y/V/y6Xe2bWlUortUMLvbdkuATedk3llXLQay3aJmAVszRL8NO2H+Qu9Xq0BtP1QBcbuCkB2GYZMFM1jn/dVg3hPNFqvM0nLYUXXKzmRUSu6XiFp6cgojaYqVKK5diX0t2Eoh0UMHPWCt6YYqtQcPiz7CP5oWY5MB3+0jLDsK+u+g6U7s8mU7iyRzIZZNnOmTdTzZgMQCwVY2T6b3pTNiq5XuHp9NzNueZYPfG0zsr+AbFu9+fXtvBty/27Pa1n//brKuljQQTjazNzpkwgagrnTJ7GyfTaxUKA+Oljr/camSvpX02A0qg+v5VfTqLLrEQwjgIiMQwgDERlXu41O8Mb4rbf8BEwYll1L62p13cuU8tuV8Jmw7CP0aK4vF3r0ML5cCX6a9sP8hV6v1gD11/9jkLG7CuCF6Kx6Y8axL8o1WOyLVvsqQjoeDjJlnMmzX5zD9m+dy7NfnMOUcaZu+KzRVAlVhqhjWBmijtGVIdL6W1MnpBkrIL/lRdWJAlHHotz5uAqlOzMbZnk3sMrEdSW9KRtXDhx1iZ6KYhiCSXGTcdFQlu1zDm/cdDoifKhu5qLvg9mcX99Onjn0d/PvhWf+fmg8TD4O2jsRsRaaIiFWLTmF128/l1VLTim+p5DrqkUlOXB0dZkevyNDBfSvjmr2Fw1qAyr7IV8ZTi2/vqFBZdcr1NNG9MT4rbf8BEzlr1+6Dr65Gy4daLfh8c3OUtYeSvm9S/LlSvDTSvXDtI/VmMTDwbyZvHq92mfUW/+PQcbuCMpkNR5ShiEBhRpIjzFsxyEUCuc03g6EwqQdB9Mn0e6ptM13zjmK8KbPws4tHD11Lt+Zv4pU2iZqhur9eBrNmMN1XQIBM0fvEDBxXbf4CF2tvzV1wnUlgVBMOfqR8dD/LoggrivLShKTVgKRR6allUCEy5DpKpTuzGyYrVpyCjEzQNJyiIUCxW1gjYDrSvYmLJZv2DZYpmdl++ziN8c0RWEYgj4rrWyf7n8BcyFGpiTOvBVw6XqlR/t7kIEApAvLJt/cTc/Bd0lLwYSL7uft3Xt49LkDLPnERJrCcQxDYABNAw55U7GOuetCcrfqW5Qp1bOgQ8myT+xTzaEk0pL/3mEPll52+nr46W97+cSxkmZdzcs/WAVsQCsB5cyXVcZ2JKHwOGhbr54z1QNGCNuRFKpwqBljNKjseoF624ieGL91lh9HQq9jYvVZTArD3qSLGTVpCoKXp+BS1h760yDMiUSyyib3iwgyDbFwgS8q5fcpwU8rxQ+r9/jRlE4iZTNn2kS2bN87eG3OtIkkUjbNEb1e7Ru0/VBxxq7pbRgqEj07imb+vb5aRAk5fYhhjbfFxisIOWWWzWsgwm4/4e51OY1+w93rCLv99X40jWZMErDz652APQq9UwH9raMbNaUQsPsQne1wxzT42wlwxzREZ/vo5DcfooBMiwrYJFUo3WkYgqZwEEMMHCvgKCfTDss3bMsp07N8wzaSaV2mp9IM2j6nLsstifPU7fDQ5bD713DHVMSDbbhSkLzg/tzo9gUdJNIgJZx0xxZO/s5/M/3rmzn9H17g7v94g6ZIkIRVhl5NJ9VGZ3apnkeWqusa3xIPB9ndk8q5trsn5bvodt/bL9WcL6tIyOlD/M89cPAPSnke/APif+7xld/texpUdr1AvW1ET4zfOstPMu1w9QPbmHPnz5n+9c3MufPnXP2A9+30UtYeXCn5r9d3Yw8UFbFd+K/Xd+PKEebbUn+fEvy00fph9R4/mtKJmQHuuuRjOZm8d13yMd2z029o+6HijF3vMRSFn92iNrkmz1S9hn52C1x8f72frHboVGiEmb/Rr9AlhTSa6lAJvVOm/tbRjZqSqda8qW0SYmYgb5ke7cxVnkHbJzK+cInagf82wjG++uhr3HzBGiZMmIDYtwPx5Ddo6nkHt7WD6z81g+/+9DeDH58zbSK/+VMvNz/+aul61Yzlfy5tm/ka23ZYdEIMsfFy2LmF4NS5LGpdTdp2MENj12XNRtsvNO58acbz+px+ah/jexpVdj1A3W1EL4zfOstPw5bTLMF3i5kG/2daEGPjZbBzC6Gpc/k/rR2MlMYrQ1FEnt9HXnw/9Z6d6z5+NCWTSruEQ4JvX3wC758Y4/f7koRDglTaJRbWG12+QdsPFaes0SOEeI8QokMIsXng/CNCiKWVebQySfVCzztw71wV4XPvXHVeyybj9cYLjdbrjW70q9HUllSvKpV47Ra4aZ86zlsxOr1Tpv7W0Y2akqnWvKltEpKWw5xpE3OuzZk2kaTlzXHZ0NlVGdtnz2v55XnPa0P/nerl8ZffwZEg1lygIuN/8TDseAajaynXfmJKTrTxHa0n8k//+UZ5etVK5n8ua4TMTt3jc8wTcpKIrmU5NrvoWkbI8U/Gr7ZfaNz5UvucmkaVXQ9QdxvRC+O3zvKTKaeZTaacpqcpxXezkhhb1+RUfzO2rhnZDvXw+K7l+Glo/8iDOFJy3YPdnHnXU3zw609w5l1Pcd2D3TgjZRlrxh4e1i+NSrlhOv8C/DPwjYHz14GHgI4y71s+ZgxaV0PXsqHorNbVvooal2YcFq5D9O0frF8voxOQZrzu0Uc1Q2e3ajS1xYzBqVdC3351Hoio81HoXmnGobUD0TXUz022dhStu3R0o6ZkzDi0PQjSyerZGSg/slvbJMRCAVa2zz4kYykW8t64bPjsqozts/1puPQB1etjz+uw+zcwfZ46v26bOppx/uYvjmVykwmLH1MboU/fBb/sUpmfkSZ+cMXJNEWC/OZPvdz176/x+MtvA2Xo1VBM9egc3rMzVGA8FOrxaTZDKFKRXrUaD6Btdm2/gJoXF65TdmSm/1p0gvfny3ATfPh8WLgWokdA3wEVOOIj+fU9jSq7HiAWCvCDRSeR6uth0oQJ7N2/n3C0uXY2ohfGb53lJxoKcHfbLK7v7B60fe9um0XUg3Z6DmYcLl2n/jvju2WuF0CYMZjVDpuuGbIr5983YvU3OeDLiSxfTrauRpqxuq+t1srHanj/yIM0bEa1prJo+6HilDuCJkspNwohvgYgpbSFEN4IPbWSsHVtbhrw1rXw8ashMq7eT1cTXNcl4Fjw4+VZi6sdIzbrHmvIVAKRp9GvTCUQEd3oV6OpOHYKrJ5cvTP/XgiaYBY35diOSyhgwvkrhyb7gIntuJhF6K5MdOPwRu9Jy6FJG46akXBt1Tdw+KZkMAzlzJvaJsEwBJPiJquWnELMDJC0HGKhgCed4+zsKmAwu2rVklMaQofIVAIxbwXMPAceWpQry8/dD0/fMXguXZvPnTYesaE9t3QbQO8uhJWkKRwnkbK5+fFXK6NXDQNiLdDeqZy4w21WZvf4hKEen+evhH+aM7T5GWvRG54NjMhkZwyz2UWq1zd6UtsvgG1BOpFrR170fTUPF2lH1gXbgo9cCBsX5+pc21JBGZqxj50qILvF+0B+xUDS7O5n3I9VUFPL1LnIBR0IWqAWW0leGL91lp/+tMvWN/dx36KTGBcNcbAvzZbf7uGMY4+kKeBh28qx1Ls7xHezwIjm/4yVUBud2XblpmtUwGsBeyNhSf57h8NfLFxPINqM09fDT3/byyeOlTTXWcXXysdqdP/Ii2QyqofbfYmUTXMkVMcn09QUbT9UnHJnrYQQYhIgAYQQHwfeLfupKkG4SS3mZKcBP32Hr6IrA3afyozKKQe1dMRm3WMNy4iSvmh1TqPf9EWrsQoZPhqNpjykC5uuzS0DtOladb1IQk4fYuMVqpziLRPhe7MRG68g5BSnu2KhAN9fdBJP3XAmv/3WeTx1w5l8f9FJnswg03iMjLOcLb9dy9T1cqiiTdJI5YQMQ9AUDmKIgWMFnPBq/PsbPbvKMqLI0/760JJsXcvgI5/OORd2CmOYrchjn4c/v3Ew29IwBHEzyMr22TklbUeMGj9c2VnDUPIvBo4jbVIW6vE54ZihZ35kqdoU1TQuRlAFR2XZ7My/V/23T8hkZxQ9zsYi0oFHr87VSY9era57GcfKbz84Vr2fTFMrpFtAdnXZ9cOSTiIeGbZuVct53Qvjt87yYxhwwtFHcM0DL3HcNzZzzQMvccLRR3g/hsxJF/jt0oU/U0IliXg4yE9e3cVvDxq4UvDbgwY/eXWXrzLwGt0/8iIBIfjeZbNy1q2+d9ksAsJ7wcCaKqLth4pTrmb+EvA48EEhxH8DLcCCYj4ohAgALwJ/kFJ+WgjxAaATmAi8BFwhpSzdurASeaODsRKqbJcf0OWgCAUN9osjkOevGSyJIkScCUGvW20aTYNixvPrndGUAa2A7rIcl6/96BdZJVZmFf/9Gv9SpXmzWlUGVDmhFMs3dOfI+qR42JMZk5WmWuWUGj27ygwFINScX5Ynz8w9LyDzcuI0hGRwE3JUUeOFys6WmnmZ6fE53KbP9B7N/Ft0qZ/GJhSBn92SmwH/s1vg4vvr/WQ1wzAEE2Mh7l98MvFwkETK9mwGfNWohB1ZD7TfrWlU2fUChYKaajWve2H81ll+IqEAdz35Gjdf8FFmHNnEG7t6uevJ1/j7Sz3uQ5fy25WwVtxvOdxw9ky+/PArgz7HnZecSL/lEKuzb1Cr8rKN7h95kXDIYH9S5qxb3XXJx5gQ0+vVvkLbDxWnrBEkpXwJ+CTwZ8BfAx+VUr5S5MevB/436/wO4B+klMcC+4Gl5TwbwsgfHSx8pDRKadY9xkhaDtd1djPnzp8z/eubmXPnz7mus7t2ze41Gr9RCb2T6oV5K+DaLXDTPnWct6Loe6gSK91s2b4X25UDJVa6Sab1uNcchmrNm0ZALdhn2yQX319eaVzUHJdX1j06x1U6CzO7nNLQv39b2WO9kbOrXFeSSNm4/T35ZTl7gzCzsPO5F+D41pzrMpU4ZGOy6Mzc7LKz2ZmXdv/I2Z6FyPT4HG7TP33XsH+LzuxsaFK90PNObgZ8zzu+8ltcV7IvaXHV2q0c943NXLV2K/uSlqcz9itOo/qvjfrcmsqhZaB0yvT9KvL99f7t6vwMScvhTwdTnP2PT/PBrz/B2f/4NH86mPKsTzFIKe+thLViR0p++dZ+1i36ML+5/RzWLfowv3xrP46s//xcLX9oOI3sH3mVpOVww8Mv5/x2Nzz8svfHnaayeGEOGmOUtfMnhLgYuACYCRwHnC+EOEsIceRhPnc08FfA6oFzAXwKeGTgT9YA88t5NtXXo1n187lxlzqazeq6Xxhoop0zibeu9lXku274rNHUGDMGrcMWpVs7RqV3ZDCGPHkxPPEVuO1IeOIryJMXI4PF3UOXWNGUTJXmTRE0IRjNtUmCUXW9DGLhArIe9p6sZ6KOr1zzIsd9YzNXrnmRvYnyFvGrNdazsxhfv/1cVi05peLR0dUg845jZoC0EUXmk+Vf/WvOwo741y+q/iB/cTOccAlMOwPZ2lFeJGm+DI3mKaqf84Y2uLVFHZO7i9vwzO7x+c3d0L5BRd737hr6twyU3NU0LtKMq36x2TJ74T3quk9otACWqlABO7IeSDN2iM6VrauRHn9uTQVpUNn1BGYMhvl+nLy4Zu/OE+O3zvITDRrc3TYrZyPr7rZZRL1eEa0U362EteK4aXD2tADBjZcjbm0huPFyzp4WIG7W//3Uau2jUf0jL6PXqzVA3fX/WKTcEbQUmAv858D5mcDPgeOEELdIKdcV+Nw/Al8BMjUCJgEHpJT2wPlbwPvKejIrCXvfgJbjQAiIT4Ldr0PLzIJNp8cawkrC1rW55aC2rkV8/GrfvINEyuae9o9x1gebCUabsPt6+dlve3TDZ42mWlhJ2PkcLFwL0SOg7wD87ln44JlF6x1hJxHDdJfYuhY+fjUED38PXWJFUzJWEg78HtrWq82UVI+yHUKx8uZNKwnPr1L9EgGcfnVe5nycTBWQ9ZRDU8Rbsp4ddQwMRh2vWnJKyeMyaTks/9QMzj7+qMGSW0/+8o8VGeuZLEagYfRGMu2w4bk3+czpH6DJsFUZ2vYNauPywE4l2x//a/jkDbBvB/z0Zvhll/rwpmuR7RvUf4vAUDSk66qMTOmo+1gJCMWHsj5dV2VymjEl56EYWL2Hlgc78+tD2Z4wlO3Z3llcmbhMj09QY9N11Wezv9fzjaU0I2IloHf3ofo3OtE3fkssHOA948I8+YV5gzrtvqfe8GQAS9WogB1ZF6w+RKoX2h5UuirVi+jdhQzFoYxy9ZoGolFl1wsUWLcq104u/vs9MH6tJGxdM+wdrKnZO+izXTqf35lTxrbz+Z189ozpNAU8bF9ZSdj5/KjGnbT6EHnWimXLhwq2FxFWovD6RJ3HdyJl5/WHDrfm6TguybSTUzY/cJjfuhH9Iy9T6m+nGWNYSeWrH7IGFa27fmlUytVOLvBhKeWfAIQQ7wHuA04DngYO2ewUQnwa2CWl3CqEODNzOc+984b6CyGuAq4CmDp1auEnM+Mqirzz8qF+QfPv81XNYxluQjx9Bzx1+9BFI4j85A15X/hYJBY0OHtaELHxMti5hdDUuZzd2oFbpwi1ouVXo/EgRclvuAl+/Ti0zIDIeOh9R51nNnmKwYzDxxbCY58f0t8X3lO0/s6UWBnet0KXWPE3Rcvv8z+AM76kHNmDf1Dn5faMK1OmC2EYcOclJx7SP8aLez7ViDqOBAyW/NkxWH29CCQTQxZL/uwYIl5elCmBYm2HaMig/dSp9Fs2TUYP/GhZrrw9/wO46Afqj/9pjioxm2HnFkQopjIqMj02w+PB7lMO16Zrc/tvZiLgk3vy9OacpL4vW94nTqtvPy5N3Sjed4vBEVNzfTefRTV7uSdYzQg3QddncvWTEVRZ3XWgWPkVZkzpxM7LctYehI/k1/eYcXjfbNi42DPrTw2z9mDGYVY7bLqmLu/OE+M33AR51u745A01+fqYGWD7nkTOte17EnWtjFS1tQczhjzi/Ygse0MeLhu0Sr5cJYiGArSdOpXrO7sHbYe722YRHWHtw3FcelNprL5e4uYE+hMHcaNNNIVDh93w1Byeon23YIHfLqjXrXyF3r+qOOVqsWmZjc4BdgHHSSn3AekCn/kEcIEQYgfQiSpf+4/AEUKIjBd3NPB2vg9LKe+XUp4ipTylpaWl8JNZCWUsZfcL2nSNuu4XdN1nlSHWlds3SnQtRdj16etUtPxqNB6kKPlN98FZN+WWITrrJnW9WKyEciSy9fdjny9af+sSK5p81Ex+81GmTBciEgzQHA7y7YtP4LXbzuXbF59AczhIxIMOUibjOptMxnWppF2HiLWPlh8vwbithZYfLyFi7SPtjq2Sj8XaDqm0S8pRmZZieM/Mxz6vsitTB1XkaKF+nsN7bCb3q43O4f03e95RGZz5enNaSXh5o4p+v3GXOh78Y97vlKWMAddVJXBLKYmrqTnF+25JGGaz07XUV71YHSn58sOv5JSx/fLDr3iiJ1jN8Jj/qtceNEXjQRlolLUHWeDdlWQjlIIXfrs6677+tAq2ufnxV5l542ZufvxVbjh7Jv0V7vs4Gqrlu4l0EtG1bNga4TJEegR7o0q+XCXoSztc35lbAv/6zm76RvjtLCe/D2U5Y8uHqhfF6t4+u8BvZ+vfwVd4YQ4aY5S72fmMEOJfhRBLhBBLgMeAp4UQceBAvg9IKb8mpTxaSjkNaAP+Q0p5OaoU7oKBP8vcq3TCTWpnPLvJefOU4kpljRE80XugzohwHD58Pnzld/B/96vjh89X1zUaTeWR7qEL45uuVdeLRetvTb2QLnR35m7SdHeOTn7zEW7Kn9VWpkwbhqA5HGBqk4shJFObXJrDAU9u7GcyrrN7AZWbcR2R/YQ3XZmjb8KbriQi+yv45I2DK+HLD7/CpAkThuTt+FalQxdvgvhkFfUeiKho0eH9jSYfp/72+Fb1+cg4mHBMnns9Bk0tKtq0kFyfdqX6HoBABBkeh1yQ24skNX8VKREd/T80ncy/yTrSIpXG++i5n3g4yJRxJs9+cQ7bv3Uuz35xDlPGmf7q3VSl3tlVp0rzvKaB0DqsdOo9fur9/aBsqgX/DNdtU/Jz3TZ1XqPMHtclb7CN5+PISll7MPOvEY74rr0gIwUope+j9qG8ge7ZqQG0/VAFyh1BnwMuBk4fOH8eOEpKmQD+fJT3WgF0CiFuA7YBHWU9WbpfRfRkl92af6+67nVnqUIkLMn2/SFOzOo98MquNNNDkuZIvZ+uRtgWfOTC3HIyravV9ZBfXoJGU0MKLX6PxlHLRGgeor/7irqP60r2JqxDytjq7E7NYQnF8pcoCpVpN6Ty9DDMRGuX0YfBdV1Eco+qYLBzC2LqXGRrB268BcNjtWyzM65jZoCk5RALlbkxWwl9M4aIhVWp4GTvuzRNnQtNRypd+vLGQ+X60nVw6QMQGYfs70E89wNVPi0j85M/pOQzsUddy9wr+x6tq2HeitySa1PnqihUx4IfLx/8W3HR9+HX/wbnr0ROnMb+/fu59Sdv8t1Lp4z+H2rGdEncsYj23bDSDt855yjCmz4LO7dw9NS5fGf+Kqy0Q8T0ycKXnVKbnOevVMEW+99U53YKvPwOrET+ed5KqP5LmrGP1mGlU+/xU+/vB2U3SSfHdqJ1tbpulBAYNkoyNmQ2L+zY5/2e0aX4AqWsEVbJl6sEmeo5W7bvHbyWqZ5TsK+m9qE8QTJV4LdLOTRFPGzzaCqLth8qTlkrYVJKCfwWVbL2IuAs4H9H8fmnpJSfHvjv7VLKU6WUM6SUl0gpU+U8G66dP8Inu//HGMc0BB+akmucfWhKM6afFvsda6jZfSZLZ+tadV2j0VSeSpTgcZ0C+ru4ch7JtMPyDdtyIlOXb9hGso5leDQNQrVKFAVN1XsuJ1OlQ10v83nFzudg4VrVz2zhWnXu0ZInhiFoCgcxxMCxXHsksziVTWZxyodkHOaoGVIO0p/fqDY6T10G498PF90H121VmZnJ/SrqPdWDeOhytWGZLfOn/TUEQhCbMHSv4WOja5n6u2lnwAmXqCyEJY+DlPDmc7l/++jV8IEz4HuzEWsuIJl2eOegVVoZYytZ4HfXmZ2DuK6ad+XA0fOpGWjfDQjLvryZFmFZZin1RsJ14IUfgjOQXeL0q3OvlycXBlzWCV/dqTKFvrpTnQtvBR5pqojWYaUjDGVrZNvJ8++t3fjxwvh10squGm4FKDY/AAAgAElEQVRnOYW6g1WWarSbqAmlrD04VoF3PcIaYdDMX3XgML6c6zrI/oNI6SL7D+JWYS4rqXqO9qE8gSHgzktOzPnt7rzkRPy0ZK9B2w9VoKRQASHEcagStO3AXuAhQEgpR5vNWT08XGagVoSCIBL7VD36gegAs3U1Mj653o9WOzzcSFyjGZOYMVi4Dvr2D0XkRyeMLiKpTP0dMwtEppoej0zV1J9q2Q5GCALDMlUCQXW9DIQZhamnHhKZLMzqR4B7ARGKIxd0qP6UA/9+uaADEfLnHB8NGdzdPgsjbMLL62HOMmUDbVysSuGc913ABSHUJqYRRJpxRD6ZjzTDmgvU5/7yNhh/dP6xEWmGyzaC1aNKyWZHyJ9zB/xkxdDfTp45+N/vbZnMyvbxpZUxDsVgQUfu9y3oKD8De6zgupB6V21oTzgGenep3zs8HjyW8Z2D9t0QBTIthJ/8FjMOs9pVr6LB6Pb7vO+7BcNg9Q2VTpQuuAaYupKQb9A6rGRkMAxmMyLLTpZmMzIYpiZr/l4Yv3WWn8yG2fDKSOW0m6gJpaw9lPKujZCah9rWq2zfVI/aDB/Bl3NdB5HYnbMeS+vqgQo8lXuvpVTP0T6UNzADBkdEQ9y36CTGRUMc7EsTNARmwMP2uqbyaPuh4pQ6gn6NyuI8X0p5upTye4C3Qn7q3ODbCwirQONtP0W+e7iRuEYzJnHS4KRUCZ7bjlRHJzW6qNQy9XfDRqZq6k+1bAcrARuXwPdmwy0T1XHjkvLnIiuZPzLZL/O8YSBiLdDeqTJb2zvVuZc3dKpIn+3S+dxOJa8z/hJSB4dsoHO+DXYfPHQF3NqijlZClQfPJ/P7dqjP/eJh+PuZ6rxQBLhrH9pDs2sZnLgw929TPTmfK7m0uGHAsN8dH//uh2D3q3edPQ+netR1L6N9N521DEqnbLpmWHT7Nd733Zw0pBO5OjadqFlWlsYDaB1WMsJKIp5flZPRLZ5fVbt1Ky+M3zrLT/aG2eu3n8uqJac0RgsY1x5qnTC49mCNnBFVyru2ErChHb4zFf52gjpuaB9xbhJWosB6bOXns1FXz9E+lCewXZdk2uGaB17iuG9s5poHXiKZdrAboSKLpnJo+6HilKrJWoF3gP8UQqwSQpwFtQm6KhozrjL4sssM+C2jTze51RESGk2tqUQJnjL1d0mlXDQaACOQv4xWudG31ZqL9BynnPJwk4quDjf52kmPmQFW/scbpANR5MRpEB4H592pbMBAOL9udp1Dy3It6ICnvpV786e+pa4fUmIuUFgOo0fk6vBw8+D9DTNe3gKa/t0LIwuUgpceD/gxggX0r496FmWyloePRz9lLTfqvFbnEpQaD6DXn0on3AR7X8+9tvf12o17L4xfD8hPxdtN1ALbgq7hAXdL1fVClPKuS5mbvD6faVu67qRdyfUbunPaL12/oZu0K+v9aJpa4gH9P9YoyXuUUj4KPCqEiAPzgS8C7xFC3Ac8KqX89wo+Y2mkk6pP0Xl/p8pm7XlNnc+9pnZNxutNuq9Ak9s+/wwaLzSb12j8RCWMeiuRX39//GqIjDvsx0sp5aLRABCKws9uyZW9n90CF99f3n2rNRdlogCH3zfVW9RY0YwtMlntwWAQafcj+g/CE19WOvibuwvr5t8P9H2NHgF9B8BNQ887uX/b846KlM83NgrKYY/ql55tg7d3qo0bvaBSPQqUQvW87R+KVEf/NhLZWctmTGV0+m28NKrv5vVFbU3VEQX8F1Gk/+JnRIF1K1GrdSsPjF8tPyVSym9XylpDKXOT9tM0hyEeDuZtvxQP+yjQT6P3r6pAWZ6TlDIhpVwvpfw0cDTQDXy1Ik9WLsKAOZ+FwECd/UBEndeyyXi9cQtEdlehKbZXkSJ/lo4UOsNLo6kKqV6YtyI3o3zeitGVYAiacOqVufr71CvV9SIpOzLVddUzy4GjLiXiD1K98KELoGmK6mvYNEWdl1tCRBj5M5bKtEmkGUMOy8qTrauRo+mRqxkzZLLa+y0H4aRzI937DuQtjyNSvTDxg/DEDbD71xAZD46t+h9ly+vCdYAx5IA9fZfaALWSaiFyeHZo62r47X+pkmJPfAVmtQ1lgfpp46YeNGoppFSvkql756py3/fOVedef25NZREGXPIvcN02ZUdet02de92Hb9Rxp6kcRiD/+lMFe/ONWepdkcAL47cC/m/ZNKL/W8raQynvWhhw0fdzbd2Lvj/i3CTNOLK1Y5if1oH0evCZpmYkUw7fa59F901/yfZvn0f3TX/J99pnkUz5Z81eg96/qgIVCxeQUu4DfjDwv/oTDB9aukAE1HW/4IEItXrjGiaiaQqi7UH17071IoMRXIzydvo1Gk1+zBj82edVZpAQMO596nw0jpoRHOq9kYnube0Ao/ioJtdxIJ1EhOPIVAJCMYxAkYsNrgvJ3aoHXeb7F3TonnCjxLZd+myHeDhIImUTDQYIBj3+/swYHPsXSn5BLVAd+xflLzRUKWPUQCBDcbh0ndqk6n8XRBDDY50FNLXBMAQToiF6LZtoJKY2KKPj1Ubngd+rDcidz8MHzlDXU71gxpDmMYjz7oS+d9WN7JTaML9so8q2SycRqR549K9zK4WYzUq2jQDEWyDL1sIIwpTjVWbn/jdVVGowUva/0XUlybRDNGSQtJR+0dn7wzDjas7sWpo7h3p8cc0JxggsXIfo2w8TjoH9byKjE3CCsco5rF7HdZGpdxHJgXfQuwsZm4AIj/eP/dGoPrwZg8sfUfZrRg8GTAj4Rno1wfBQv+RB3bva+7LrBcwC61ZmjdatvDB+jRDY+3Ll5+L7a5cB2Kj+bylrD6WsNQQjEAjB+SsHbRQCoRFtWwOQAXPYZ0y9DlklGnHtIWTA3A9O5kAyTXMkxIFkmrkfnEzI24+tqTTBMCCUThEC4pPUnFDLYJcxxtgdQnYKrJ7cRtVWj7ruF7wQoVZnAriIvn3QeZlqNt95GaJvHwEaIEpNo2lEXAdSB6Hz8oExd7k6H01GuZXM33vDShb5CA4iuQejsx1xa4s6JveoDdBiSCeVo5f9/Y8sVdc1RWHbLvuSFlet3cpx39jMVWu3si9pYdse172uXUB+7fLuW6WMJWklEJ3tcMc0+NsJcMc0RGc70kqU97yahsS2XZJph3EmkNgDG69QcrxxMTS/R5XDnHrq0PXOy9TfOWlVhivLZhapHkAi1lyASOyBrisPzbhIJ1VrBFAbnpFxKgI1Mk4t/jQdOZAhfSRUYLPGdSV7ExY/fGY7f9jfP6hfrlzzInsTFq7ub6MwAhCfrDafv7lbHeOTPZ9dZMDQ4mPGd3OsMeysHoq0+9XYGzYWpd1f70erHY3qw7su9B/I8TnpP9AYmVGaiiCtZN6+j7JI/8XX1HvdygPjV1oJ+NFVufLzo6tqZ9OnEwX8X4/7FKWsPZSy1mANvJ/vzVa+3Pdmq/MRfh9pJRAbr8j5jNh4hfbTqkCjrj04EnpTNl/70S+YeeNmvvajX9CbsnG0S+MvqrUG5WPGrv8o3QKlMLyt7CqKEYBL18OKHfB/96vjpes9v9hRUez+/M3m/bRooNHUEjtVYMyNYpGq3Kz0dBIxzIERXaPYrDRjBaKLdWnQYumzHa7v7GbL9r3YrmTL9r1c39lNn+3xkiy2VUB+rcN/dgTSgShy4bqcsnxy4TrSgWh5z6srOGiyyEQzC7sfkU+OIa98C8fKazML6ar/Hv/+/HLWPEXpxXxlzwxDyaEw8peuLaFUWjLtsHzDNs4+/ihWdL2So1+Wb9hGMu1x/VJLhm8+N4DtL+z8c7ewfbRRUO9Sjl6gUX147XNqtE1WOmYcLrwnt0TohffUriKBF8ZvveWnUft9l7L2UMq7Djcpuze7XG7zlMN/RuuEmtCoaw+uhC8/nOvTfPnhV9Dxmz6jSmtQfmbsbnY26mRdSYJhsPvgoYEI/oeuUOd+KqWiDQyNprZUYsxZifzRvUVGQYpwfv0vwkXqfytZ4Pt9tOBaJvFwkBd27Mu59sKOfcTDHi/nVqU5IxgQeTOWgoEyy27WOxJe4yni4SBv7OodWY5Hc92Mw/GtquxyPjnb/6bSy8ndsKFN2Zob2tT5SJuXmVJpo/kMEDMDvLBjHzOObMqrX2Km9zf0NCOgbXbtv0LjvgMtvxptk5WMTCfh5Y2q3cONu9Tx5Y3qei3wwvitt/yU6X/XjVJ+u1L+rel+OOsm1Yc+04/+rJvU9ULU+zf1EY269hALB/L7NGHt0/gKL8xBYwxvj/xyyDSq/sinh/pj/epf1fVa1b2vN9mlVGAoOqDtQf+8g4yBkXkHMGRg+OUdaDS1pBK6VxiqH9yma3P7wxXZoFumEog8416mEohIEX0/QzHVAzE51DeM2AR1XVMUiZTNnGkT2bJ97+C1OdMmkkjZNEdCdXyyw1Al20FYWRlLMJRtXOZ8LAMmonW1mtuz+kPJgKm7dvqQRMrmyV/+keOOmJLf9ul/t7B85/37Hph3Azx9F1z0g9yenQs6VB9Ox4bYZLUw+fRd8MsuVdarvbOwg5ZdKhyGSqWN9BkgaTnMmTaRN3b15tUvScuhyeOLGpoR0L6b9lugcd9Boz63pnIYAVjwz6pvZ8Z/CDc3RGZ93REGfOLzyqYQAsYdrc5ljdKbvDB+jUB+/7dW8iMKfL/wuPyWYjuUstbg2kNVB2Co6kDbgwU/kg7ECOXpRZ4OxNCd+CpLo649NOpzayqM9oEqzhjO7IzByYtzI29OXuyvMoQ6OkD93q2rc0uitK72lxxoNLWkEro3FIWf3ZIb3fuzW9T1oj4fQ7Z25Ix72doxus3KPFl4muKJBgPc3TaLudMnETQEc6dP4u62WUSDHneYq2U7VGk+FkETfvUYLFyrevMtXAu/ekxd1/iOaDBA26lT85eDW9ABb72YV77dYOQQnUnranilUzlcwoCACQt+qOTs/JXw6ibV77PzstwI9+NbD1/2u8RS4bFQgJXts3nyl3/kjtYTc/TLyvbZxEIe1y+akdG+GzKY336RQf+8A8w4zL8vVx/Nv8/7mZ3a59QEI6rsabb/YPer65qRCYah/+CwnpkHa1eRzAvjt1z/t1yCEbU5f/5K9f3nr1TnXpffUmyHUt51Cb5cMGAUqOwzdpfh60Wjrj1EgwHubh/23O3ef25NhdE+UMUZu+HPOqvRGxFq9cZKws7n1QJw9AjoOwC/exY+eKZ/3oFGU0sqoXtTvdDzDtybVfZl2hlF6y4jEMCNTUa2bUCE48hUAkKx/8/eu8e5UV35vr9dVSpJpW6M++EQQkxjCJyQxNixeXQOZphw5kPInYChDe7mYR9izMHEx+ScAJ4JhGEIyYSBkMHh8rDd4WKDu2NssE0Oj8+dzPAhmesxNthAIDFJiDEECH67W6VWSVX7/rFbrUdLaqlUUlWp1vfz4SOr6Cptba2991pr77UWJLlCpdFm1BGRRVEktGkqVi6YhVhYQTyZRlSRoSgeN+7qpTvUaT1mhg789lng+VuzF7vmgM24ypOyalkcesqEpsrQDRNaSIYkUQyqU2TGHYzhbDq4zOlQiwNtJxeV7+FL16IlegzY/LVAZJLQld5YD/zuF+Bn9AF/+xOwgT7xvA3fFPfduHX8CffNS8XfDH8ixlIpGcykCi8cD+XusSxIKR0dLRqWnvtpQA2PzS8kS00C2W5gZgJs77Y8u4X96dfAKX8NKBVkpmgGjDiwayB//to1AJxzg7flwNCBw+8DvU+KDYLkELDvHXHQzsvtJpzDiAOblhREfi0J1BxmG7fnfy+M3xrt35qRJCA8CZBCIrq2ZYr4/oU1172GHdmx09c2bDkppQNFMvuwCXwKZC9Vj199D4m0iT8f0vHoNbPQElEwPJLGH/cNIRqS0erxthMO4vYa2IQ072YnRTWKE7Dz+oFkPCeVSsz7J2OdRNWAqWcB6xfkpfijExIEUSccmHu5qgFFUr5wVas8NSeToLMoNDDxWmEKXAC2o46IfBRFGlPSfZOGJdwCtB4nNnIyTtZf3V+z7sBHT4yznHSzvGd1dTJdjFBUrGkFaWwbdgq8CiyL40DcwLKBndi+5yDO7GrDir6ZaI+pZMA7iKJI4JIGzF4oDmlk5GL+WqEDLtgs5DqTcnbvVrQeMwmccyD+F1HfPXPPJQ+CqzEwxsS1jtOyc2PuvzNk/mbeBJH0IU38TW77yt2TqfG5YRHY3q0iTfm8frRqnQBjlLq2WajT/OsrQhpw/PR8u+WSB4OVRj9zur1wXfO6DqZqwLGfBQav8le7CeegOcw+bvvuvDB+R+1f5Ni/iE5uaBssMOiICPt59NXz2y02ZIcrJXwNSmm7zJYtZ8OnQPaSffzoewhJDCd1tOBg3EAsrOBg3MBJHS0I0W8dLEh/cJzm9Q5QVKNIm2KmRLqEjNJ26SPielA2PCmykyAaiwNzLzNTYJmUL6NzF+vpF/OZNPGyVbORYCfqiGgOUgmRirOwhksqUdO6OZICLGUyovOfhBRphTUyhAQikFKAVkuGrlQCeHVNfgTMq2uA7hs9J6t6ysSygZ1jNUm2vnsAywZ2YtXC2bRZ5TSGDshhkYJs8onA0IdiDt60JH8DBRBRmCNDIlVtYTTo6+vx4ef/O8KKjM6p3eJaZm7M/XeGqd0iskXrLB8JIEnib/oGhcPH0MtHD1C0fTCo0/zrK4y4iJAujJgO0sluv9puXogMI9yF5jD7uO2788L4TSeBdCLfd3fZSiCtAmr99WTfbrLZkB3GS/gaeAolXeRGAqxARti+d8BDMSBSIvOCDZ8C2UvBggEwTAt///SbY+NOpLH1/DEDwklIf3Cc5h1BxeoVXfJgsATFMoFnbhCLq5UWr8/cIK4HhXALoEazhd0lWbwn5xhB1AdVA8bVfuuv7lSqmcqmfMnMXRsXiesVkGskpC0+ZiToqQrnvkzUUWG9uyBFVgQVbmVTc2Zkb9ON4noNmJzjsf94Dx8dTYJz4KOjSTz2H+/B5Ly29qoa8PI9Ig3TXW3i9eV7PBlJoqkytu85mHdt+56D0FSqSeI44RaRgqx1inCehSdlU+tl5HrzUuCvbwd6+sG2PYoRS4J19vWjG53vAG//Avr0q/HLPwxBZgBfuEU8JzM3/up+YYQVzpNqS2UpzyRptJ2jr+XuoWj7YFCn+ddPsBIRKixIdosaE2l7c223U/7a+zZ8uAVo6QTGYnyYeB+k3y7o0Bxmn0xU4//cCdxxULxesbZx67wXxq9lAk9fny8/T1/fMN+dnjIxsO093HnxF7D77otw58VfwMC29yq3n93Cju/Bhq+BhWPAY18DfjQV+MfJ4vWxr4nrpbDhUyB7KVgYFsfgtr15425w214YVo0+AsJfkP7gOM17NCSlFz2hju4l4iROEHA7HYgXMA3guC+NT0liGt4vtk4QfsQyAVnNRhQdek+8t8yKojIB1Dx31WwkVBt1RDQPaqzEpkptTtaYKmPRl1ugbfkmsHcrTpjajUUXr0SkRsOVG3GR0rPgxDA34mAe03V0w8SZXW1jJ5UB4MyuNuiGSSeVnSadFKlf04aIEjjmM8Xluq0LGDkCRCchag2D5aSVtXpWY8efOS7/fBTaloXZlF3z+mH1DkIKa2CpEaBvQIyPOs6TfpJzogbqNP/6CsosIZw8Rnx8GltZzW6AehEzLWzLwSsLbM40oKhut45oBDSH2Sejr4yLagw3JKrRE+PXZd9dNCRh7swTsHzjG2MRZvf0TEc05HH710wX9z2Y6dK+Bzt9bcRLZzQppYva8CmQvRQsNFUuOu5ocztgkP7gOB5fuWqAScDsawF5dENLjoj31dRt8zuZlA65ZFI6BIW0kS30O3Zq6zpxnSAI50kngVdWAeaIeG+OiPfpZOXPqHHuyhgJuWSMhIqpJuqIaB6Sw8B5y0W9hDsOitfzlte+bhpxaFvyT2trW64XBnINcCaPj66b+5C47jG0kIwVfTPRPa0disTQPa0dK/pmQgt5r62+x0yJmk/JIXEqNJNyFgC+2CPk+vZPRHrIbauA6VeIjc4c+ZQ2XoevTNXGyS3bsAgH40nEDUs4bsKtdZ8nkyyK5NxVeXKenLsKSea92rREDdRr/vUTlFlC6ItFbbcq9Eg3SI9k08rf/ol4fXWNuE4EA/K92MdKl4hqTDfm870wfl2WH90wsXzjG3mZkZZvfKM6+9kNTKO478Es4++z0dd2bS4LDMOI5L2Wg+ylYOHbcUc4C9lAjtO8R0OUCKAfzD8dNvdhQGub+N5mQY0JAzkZz55yCseCdTqAolsJorGoMWBGX35tuLkPVzfvZNKQb16aX1+uwmdEFQkP9M7ATYO7srUPeqn2AVEBqgbMWjA+oqTGNFosHCtadL5s6qNKnhuKAL+8Kz+LxS/vArtsZU3PrQeSxNAeU7Fq4WxoqgzdMKGFZG/XAfIjljWawn9UtvZuBV6+T8yhH74BTD0rX74veRA8fAxYEV1JjrYW1aE62iaLjXorVvEGp2Vx6CnT1m+vhmR854WP8J2LfobjOzvw4b79+PELH+DH84+r6H7CJ9Rp/vUVkgRL6wR6B8DCMfBkHFBjkIJ04CrcUnS99LztpsaAM66wrbsSTQD5Xuzjts/GC+PXZfmJhZWimZFiXo8mtPPb2ehrFooAu5/Pryf95lNgZy0ueY9lcehGGmmLA5CRNi3onENTlZI6MNlLwcK3445wFrKBHKd5LScjPr4+0aYlNUdR+Ir0iDjd/+wy4O4p4tVMBeuEKZ2wJIjG4sTca8Szacgzp2tfX1/xMxJpC4OvFNQ+eGUvEmnKeU9MgKEXjygx9Joey1Mjouj8c7eK9fi5W4EL7hDXa3luMg4MfZxfs3PoY3Hdg0gSQ0tYgcRGX8lwdxbLAvR9YMkh4bg59J7QeX6zEdj9AjDtr8bL9+al2dRcuUztBiuhQ7F9u8EG+gB9n/jMCZvFcSBuYPHjO3Dqbc9j8eM7cCBuwKqwHo1umPj4qIFzf7Id0777PM79yXZ8fNSgU8/NRp3mXz8hxkoKV615C5+77QVcteYtHIinKh4rTUEqUXS9RCrhdsvKY8TFfFpsfiWCAfle7OO2z8YL49dl+XEkM5Ib2PntbPQ1T40Ap10ErF8AfL9TvJ52UVlbzkib0A0TS554Dafe9jyWPPEadMOEkS7fp2QvBYd4Ml103MWTDYpqJ7wB2UCO07ybnW6fDvMClgk8c0P+gHnmhoYVOfcEbhe7J4ig4cTcK4fEyaZcR9esBeJ6BWiqjL/5fCdOPZZDYhynHsvxN5/vrK72gWUJA5uPvlbg0CeagDrpDsxKFy06z2pMz5WUIrCufAr4u/eBfzgE/N37sK58CkmpxprUlgmMHBXyP3I0WHqDn0npwIZF4mR6dLJIMZtJuTXtr8rLd8/q/NRcPavBZXV8Ss1LHgRevlfI8IZF4jMnQE+ZWDawMy9F07KBndBTlclVpSm9LItjOJmGxUdfaR73F2S71TxWmgJuFV0vwT0+fkl+CW4V9714XXa9gKwW1UMgB6NeJgDX5ce36VPt/Ha8hJ+Ul15rGTeL23Jl7klZHB8djmPdgtPx+x98DesWnI6PDseRqscBJrLdfInMGO69fHreuLv38umQGW1wBwovrEFNRvPGRtspIN1s0IAR9V3Mkfx0xj2rgLTamGL3BBE0nJh7ZRVQwsD8tUBkEjByJHu9AizTxH85Jgk2mE0D8V96VsM0TUhKBeN+NDoKGxZl5415/YDWSbU7m53MyfJC+U0OA5Fj7D+3TutxWGFg8SN5KU9Yz2qEYx32H2qZQHzf+DQqsU5A8rjDI+iomvjN9r8jUnN96nQx7/Y+KV737S4h30OjtaruBTpOHYukYE/OE+kkv7ECaOsCDu8VaZN/s1Hcu3drRYfHNFUumqKp0gMolaT0ykSPLhvYie17DuKmr56CpWdPAjbSPO4byHareaw0BWqs+Hrp9VSg9dIfCP/gV9n1ArIChGL5th9TxPVG4IXx67L8+DZ9qp3fTi1hl6ll7DIbv09MZZg+OQU2uHBMF53esxpcdbhPyXbzLRFVxn3P7MadF38Bp0xpwR8+GcZ9L+7G/fNnuN00opGQDeQ4zWvtM6loAWmw5v3K43A7HYgXsExg4+KCcPDFdNLJTe6cVN1/hL9wYu414sDPrwHu6QL+cbJ4/fk1FacSktM6WEEaCLbxOsjpCtNAZKKjcueNCiOYCJ8jycXlt1ZDsU7rMTOKyzqrJeWJES+RRoVS8XkeQxdy9fJ9wJTPA6YBWClg8Cpg3++At58VkZl5kRP9YP/5KPDSD4CHzhHpkH9+FaAfEL/9m08BP50JPH6xOAiS2egERo0wfcJIeCdSo02U0qswIu7SLx0LtpHmcV9Btpt/0wg6iV/tVzlUIjKtsqwkRBPgV9n1AoYODPbl236DfY1L4eeF8UvyYw87tpudvrZxT13stGKQ7eZb4sk0/nI0iQv/5WWc/N3ncOG/vIy/HE1SGtugQTaQ4zRvaFsoKk6ff/2fgY7TgP27xfvLVrrdssahxoRTy81C625D0a0E0ViUiIjK/MYKYPKJomacEhbXK6XWcVvr/ZnoqML7Kf1181Mv3aFe63E91jhaN/1LSBPRizseB1Jxsbm3YLP4/V6+T9S9e319TgTnEHi4Bezle/Kfs3ermL8Lr7V1CeMrN1IyFC0aCW9pndBTFjRVhsSAR6+eiWRiGO2TJ+PAoUMIR1sdTY1WGBH3mc4Omsf9Btlu0EIyHr36y0gmhuo2VjyPqolNhsIIFa+PXTkEhI/JRtInhwApRJudQYJ8L/ZxW/f0wvh1WX4KM2Sc2dWGFX0z0R5TvR3daUd3sLPOqDFg7sPApiXZe+Y+XP73aZRcuz1+CNtoqoz755+B//3z18fG3f3zzwhWRg/CGR8qkUfzbnYmh4Ghj4GHck7fdM0JVioZIz7q1MpZ+B8Q94EAACAASURBVF9fD5xzQ3D6wAspSQgiSBhx4Wg//W/Fe3ME2LGhunmn1nHr9v0EACCdtpBIm4iFFcSTaUQVGYri8dNpyWGg/dT8a+2n1v7b12k9ZiVkldXSXpJ//yJJgNYJ3r0E7JPfCaddajTaMxORed7NYxudMFNgh/YW/70PvZf/7KndogZQRoaNuEj3ldlUzdw/GkHJ5w9g8dq38lLKHvOs2BDtnNoNPq8fDJ0AnHGgZSLitr57AABgjgxBITn2F2S7QQJHqwocI4UABnTGQuAKwMDh1FjxPOkkwOR8hw+TxXUvlyBJJ8W8Wug8R6u32004B/le7JMcBs5bLuzHTN+9/YvGzf8eGL+shPywBslPboYMAGM1o1ctnI2WsIfnMDu2m6EDh9/P39ze9444NFjqnvSI2HjI24yIiOulNjxt2lRV29BkuwHwp+8hOXow9OGrv4xjoiEcTaTA2Oj1sLfbTjiIEz5UIg8Pr1o1IsnAvMfEwpVZjMKtwcpZLinAjF5RSHvs9NFD4npQ8OvpYILwK0oYmLVg/JhTwpU/Q1aLj9sKa3bykAZcsRYscWhs/ufRyeAhrSJXIVdjYEVO1nI1FhRXY82k0xYO6gZuGtw1dkrxgd4ZaNNUbxsdslpcfiuUvZJIcon1uDadhEsyWBFdh0uyfVlVYyXWTYpM8AWSJE65H/tZkb629Tgha5tuBN7eDAx/Ik6iSyHg6euAlinjIwl6VovNhcIoTjMJvP0L8NntYFqn+LwSNYxYODbmMBMpZb+ZtyHKNiwC+gYdO3WuhWSs6Js5FpEgRWLA/CeE7r//HZHC94wrSI69jKICPf35dVZ7+sX1gMCtNFji4Lg6zDzaBiYFpB+4BWy4Nt9p2zUH6Btwr02VwK1sGkEgm0bQ6+0mnEMJA7MWFpnDqrCBgoqsAmctBhKHRt9HxPta9e9K8cL4ddl359ua0XZsNzUGtHQKPbnSKFrLLL429a4r37YqfRrptIW4kYKRGEZMnYyR+FFY0RbEECptQ5PP07++BwBDI2nc8tQbY+2+9/LpaNMCovMRAtIfHKfhu16Msc8CWAPgOAAWgJWc8wcYY20Afg6gC8AeAFdwzg/Z/iAlAugHgWeX5acZ0NomvrdZCEUCnw4Khg68uia/D15dQyckCKJemEbxMde9pPLF2kqVfgYqSOVgGmDpRN78zy5bCa6EAXniZY8bOliRk7X8nCVgESoQXgmJtImbBnflnQ6+aXAXVi6YhVYvGxxWqoyzo4Y0IvVKz1gPXUeSgVinMN7DLeJUsBoL1mExv2Po+XLMLXESva0LOLgH0NqFjrh3q6jtA2RlM6UDu9YBM68Rcq/GxD0v3gYMfQze0w+udYBJkpCN4U+Knib/aN/+sbfHNyClrCQxtMdUrFo4G1pIAovvKzAYVwN7XwG0Dkrr5VWkkHDq5kZNSIq4HhTSI8XXoN51wdn0LXGAwvMHFfzabsI5LFPU18qLSpbEdaI83AKMoQJ99qHGOXq9MH5d9t0VZsgAsjWjPR3Zacd2M+LikF/uPZuXirW2lI/QTqpYRRUHDa9YA0SPBRKHgTefEhv5JUhZJiLGQUx6dvFYNpTk3FVIKR1QUMKGTo0IHTf3c/70a+CUrwZG5/Wr78HiwC1PvZHX7lueegOrFsx2uWVEQyH9wXHcGPVpAN/hnH8ewDkAvsUYOx3A3wH4Jef8cwB+OfrePkZc5FPPLdK8aUmwijQb8Ww6qLvaxOvQx8Hqg3ALcOCd/GsH3gnMok8QDUeNFR9z1RiLagyITgJajgMYE6/RSRU/g3ETePr6/Pn/6evF9Qo/X59+NfDcrcDdU4DnbhXvyWFVMbGwUvR0cMzLxjIgfuPW44AbtwJ3HBSvrcfV/tuXS7FUC/XSdSRZGPtMEq+00ekvwi35cnzezcBLPxT/76UfCufhvt8JZyIgUtw+1A2suQQ48j7w22eFvmimgMcvBn46Uzhn9vwKbOMisZkKiM3Kl34oTsN3zREbU11zwOf14+k3D48158N9+7OflWFqd/Y5DiFJDC1hBVJKF+3MHRcbrwNO/iuRoozwJkYc2N4vUjcB4nV7f/DslqDX3cqk48slk47PyySHgWtfAP5uL/APh8TrtS94v92Ec/DRyK+fzhS+l5/OFO8rtT+CDDdFRGOePntj4/rOC+M3N5V7ru+uQW3IZMjontYORWLontaOFX0zvV8z2o7tVqgnZ+4pt9YacZFqOfee85aX11GMuNCp//kk4B8ni9ffPlv2nggfQXjT4ryxEN60GBE+UvpzQhpw4tnA+gXA9zvF64lnB0rn9avvQQuXiKgOe3zcEc7CTWDHY/k20I7HSH+ogYaPfM75RwA+Gv33EGPstwA+A+ASAOeP/tnjAF4CsNz2B5GxKJyUmdRluSfkmHdPtjhOKgFccMf4PkglaOOCIOqBE2MunQROv0Qo6rlROemkiJCbiBpP58YNE//Pa8O49KKf4fjODny4bz+eee0w/vu5JlojAZo/ayCeTBc9HRxPptEa8XCUTp3WDK6EwYqkWOJKuLbUyKTrEAVYFheR7aXk+II7gKEPgZfvG5++9pIHRb2ouQ8BShSITCqZohaA2Kwc+jg/EuHQe4Dait6zj8X/9+5BbN9zEM+8eRhLe/rFBmRuWtx6OWFUrcS4aA2WDuw31JhINVwok0HS16nuln/T8alaNn24n9pNOIcXogP9itt954Xxq2rFU7k3qA15GTJUGbphQgvJkCSPF3GxY7vZuUdSiqfLLZNmOMmiYHNXic3L0XuSc1eBs2jpfEF2xoIkAVqnKA+hakI/D2niekDwq+/Br+0mHCakFbeBAnRgwWlcnf0YY10AZgLYBuBToxuhmQ3RKTU9PFPkvPDkTYBOV3ImA2qrCIW+/RPxqraK60HBKnFKkMLBCaI+cBPYNSgc37d/Il53DVZ3KsnMSUeTG5VjpiprQjJeNCqAJyuLDokqMuafNRW3bH4Xp97+Am7Z/C7mnzUVUSVAc2eNRBUZD/TOyDsd/EDvDO/3oVVCfmtcM1jaKCrTLG3U1t4Sso4KZZ1oPnTDLKP7pIU8q63AZasAKQTeNwj+vX3gvevAJ30WvHsJuNYBK6SBp/QSEZlxoU+HomLTcvgT4JE5IjI0HANTImMOs3d+cBGunTMNPDbqhPnePvGqddbPCWMUbzcPUoSgH8lNK5eR281LAxXZyRUNvGd1fqR0z2pwJUDODkPPpuP73j7xuvcVxyPBHSc3fXiu7ur1dhPOYSfyixC43XdeGL+SAsTaRSrV7+0Tr7H2htXsBHIyZLDRV69vdAL2fA/cKhFJbJW+x0oXl5FMOYgiqIqMpNqOfd94HNbt+7DvG48jqbZDLWMP2/VjWGAYRiTvNUj41fcgM4afzM9v90/mz4DMgvX7BR4jLg4c585jr68n/aEGXIvpZoy1ANgI4Nuc86OswsHMGLsewPUAMHXq1JJ/xxUNmLUALOfkTcZYDMy0wRRwSQHTJotUkNpkcKYAzNuh/I4SbgE+/43xefJdinqpVH5d4c5JNu454nw7CM9SkfyGYsDMq4Bn/kf2VNKlj4rrlZKbWiZTs+RX91c+bkMaeEEUEe+pPIooY+g9es0stEQUDI+koUjMHwafR1AUCW2aipULZiEWVhBPphFVZCgu1syoSH7VGDCjT6SCza2BWevJ8nCsxFpU23N5KAoUkXUeigZH1wkAleoOlsVH0x6V0H3UFmD2QuDnV+fJS4Kr0FMqlq3Zju17DuLMrjasWjALsgRE5vWDbciJMrj0EbBf/C8R0TmvH5bWAfQOgIVjwhGjxiBJEiRgrMbTWK2nzBzuhA5mWaK+aLET7CENvKDdqUtXI2GG0WJxmssbTMW6L0Wqg4OBRdvyayYrEfAgzehqDPjs7PzsHpetdC06juSXqBSuRIFZC8frZIp7OpmnfQ85uN53Xhi/lgluJLJlV/joe1ULbDmJin0PxWy3cr4HtYRdVm6dsRFxKUkMLZEQJHkSwBiiLZMmjpZVY8X9GGU+x7I4DsQNLBvYOabHr+ibifaYGhid12u+h0rn3nBIgpwE/umyL+GzbRreP6hDZuI6ESDUEj5UygxhG8Y5b/yHMhYC8AsAL3LO7x+9thvA+ZzzjxhjnwbwEuf8tHLPmT17Nt+xY0fR/8eTR8EGrsxPA9Q1B7xvHVg4GGmAuBEH0w+MS8/AtXawgAwankqAjRwZnzowMgmseDrMhmkD5eTXFRq12Vnt59CGajW4Lr985CjYYJG5t3cdWIUp2GqduyzLAhs5ApY4NFbgm0cng0cmQaogkmg4mcbix3fkpRPpntaOVQtnZ532RD1oCvktBk+NgI0cLrIWHQsWKpnIaEKsdBKSoQM5so7oZFiqBkkJ234uYYuGyG853WE4mcb+oSROnCQV1X0Q0oAi8p2evw7XrH173JzXv3AWQqkhhJKHs/IVjgEv/L2o89k1B+b8AVy99q3GOlcsC9D3AbmbsPP6s9GilgVesAYk1UlYue0Arp0zjebx4rguv/Waf/2ENTIEabBvXB9YvQOQIq3uNayB2LDhXdcdAJJfAuDJIbCB8eOX9w2AhUuOX0/Ir9vY7DvnPt8D49eG38oLuC6/dn47O33dMBmxLPDkETA9x4+hTQYLTyqZEYV8F7ZxXfcdGknh+jWvjvvtVi6YRWlsg8TI0aI2OnrXlStjEYyTDDZp+HEBJkI4+wH8NrPROcoWAAtH/70QwOaaPkgtcTpLDdDpSjvpGZqNGtNhEgRRJU6cjOVWiXQ0Fc5dRhxs/TXAT2cCd7UBP50p3leYBkJTSxSKV6s4VWtZIiKDj75aAZp3/Uy9TnabxdPYwqwtjS1LJ4ECWcf6a8R1InBoqox/+dd3Sus+JeRbjrRg+56DuPiM4/Dr/3Um3v3hRbjvkmmIshRCGxbky9eGRcB5N4/dy8JRrL368/j9D76GtVd/Hq/u2Q89VedSASldtCP3+21YJK6P/v/CNSC8cSEu+9Kx1c3jRGORZFEzKyeFK+Y+FKiIFhYuHjnCaswC4Cv8asNnao3myi/V7AwWbted9DNu950Xxi/5rexhx3az09eN0lFSOtjPC/wYP78mq+MWwbbvgvwVrhMLK0V/uxhtUgcLL2QXaDLciI3+rwCuAfBVxtiu0f++DuBHAP6GMfZ7AH8z+t4+Rok6VkHKeey20ugFaNIgiMbixNybKdD93K3A3VPE6xlXVJyGtlZnoW6YOLOrLe/amV1tohZeJWSijgZ6ge93ild9HxkQfqBeukO91iJa44gcdMPEX44mS8tFCfk2R4Zx01dPwY8u/DROeP6bkO7uxGee/yZgDImU4oXP6RhNvNLzGFh8P5T1V4F9vxPK+qtwYZcMLVTng6aqVkK/1cr+/093dlQ+jxONJxQFfnlX/kGnX94lrgcFsl/92wfppNiQ7X1ytN7ek+I9HT4KDn6VXS/gdt95YfySTm8PO7Jjp68bpaNMpOMWwZbvgvwVnkBPpov/dsnStWCJJsTtNbAJafhmJ+f815xzxjmfzjmfMfrfc5zzA5zzCzjnnxt9PTjx08rAJODSR/JP3lz6iLgeFJLDxQdMctid9rgB9QFBNBYmFT/1WM3ca8SBzUvzT1tuXlrxYs+TxZUFnqwwsjMkY0XfzLxC8Sv6ZkILVXhyc6KoowqxLI7hZBoWH321Gp92PnA4Ib/FqNdaVKfnkuz5k8zcVVIugHGRC3xePyRZwbfmfAbaluvz5i22YRFw/nfHP2fkKHD+beAnnw9WcDKebbwOrN6GmaGXMAj1sv+fJ+OVz+NE40kOi1qwD3WLaIaHusX7AOnsSRZFev46YPke4B8OAcv3ID1/HZIsQBu+9VqH641lCmfxj6YC/zhZvA70iutEMPCr7HoBt313Xhi/5Leyh51xZ6evG6WjTKTjFkELyXjk6i/jpZvPxx9/+HW8dPP5eOTqL5fXeW36K8hGdBaJMdx7+fQ8v9O9l0+HxChDaaAg/cFxmjc2WokAcgj4xopsnSE5JK4HBVUDevqBnOLW6OkPVjodVQOuWDuunlmg+oAgGokSBiKTgflrgcgkYOQIwBRxvVLCLSKa6MbRCKL9u4Ff3V/5ydaQBt7TD5Yz9/Ge/oojQyWJoT2mYtXC2dBUGbphQgvJFdeg46oGVuREJle1ihPrWxbHgbiBZQM7G1sLL+goEbFG9D4JhFuB5JBQMmvUHXhIpMdiObVheM9q8FDlMlEUNQZc8qA4DJBZ5y95sKYMDiR7/iUzdwHyeN1HmwwwBnz8JnDpo+DHfBrs4B6wF28DG/oYfF5/0ShO3tYF1jUnX75eWQXMWtjYKATLEg4YVRNjcl7/+JqdmTk+pI37/7ynHywcIxn2MmpM6A5AVn/IXA8IqsLAknpeHTG5ZzWkIKWxVcKA2ppvw6ut1emRbkBRWYQTNlBQUcJAeJJ7feeF8avGgLkPA5uWZHWbuQ8Hag20hZ1xl0lbXFjbvpyPsA42VzGskAZWxI/BQ1rZSCXDtPD3T7+ZY7vNKP9BNiJIyUZ0nogq475nduPOi7+AU6a04A+fDOO+F3fj/vkT/H5Ec0H6g+M07WYnM+LZkyoZuuaAlS/w2lwYOrB3G3DFGiB6LJA4DPzp18DJ5wenD8yUqIn27LL8DV8zJU5MEAThLOkkkDwCPHNDdsxd+gggSYBa4ZhLJYAL7hA1hseMvYfE9QoMCj3N8di2I7j0op/h+M4OfLhvP57ZdhjXzmlHS4VBPZLE0DJaK6GlypoJPBkHm9qdv/6MRhWxSGtFz9BTJpYN7BwrVr/13QNYNrATqxbOrro9RBWYhoggLjR+JQWQ7EfWsJQO9uoakfJodAOfvboGOOcGQK5hPTbiwOvr856L19eL59pc50n2/I0kMXAjOV73mfswsGsAfPZCWHIE8uMX581RbMMisbnw5lPZh42ecue968DUmJCvX94F/GYjsOdloVMXmetYcthZPTOTait3c3P+WqBvQKwJhi42OCUp0wmA1gn0DQqnjaGDhTQwiU7HehrTEDpE4fyrGDXNv35Cyqw/mTGViZYOmv36yirg9L8V780R8b6Gda0hZCKFCuZDOD0fEt7FCRsoqKSTwMih8bZfo/rOA+OXpUfE4crcgx5KRFynDc/SpJOi7MLT12dl57KV5WXH0IECuwwZu6zE780NHayIzcXPWVKxfV8Jesoq7ccIF9djhe22q8B221XedstEkBbKvKGX3OQnG9F54sk0/nI0iQv/5eWxa93T2hFPptEaCbnYMqKhkP7gOM3ba144neUyXI0BU88CW78gP5JEjdUWSeInzJSIbM1xGmDjIqB3XbBqABFEo+CWWKRzx9wzNwindDXP2HRj/jM23VjxMzRVxgP/9gf8+F+zaVUUieFbF3yu8jbUghqDMXcV1E2Lx+ZeY+4qKFUYqpoq41PHhPHit88bO+X38Et/gKZSCsa6YqbGOZqx8bra14xwC/DyPcBLP8hekxTgr26uqblcjQGzFo4//VvDOq+pMrbvya8ksH3PQZI9P8Gt8brPpiXA1/8ZbMMiSAu3FNeR27pE2pycE+tMjYmI0O93ijRXuX+vxsafjJ/XL2TbsrKbj7WSm2or831+fo3YzGRScd1eyrkeIN3f19Rr/vUTZL/Wbb2sOw2K+iE8jBM2UFCp0farGS+MX24BG64dF6xB8jMB3BIbnbmy8/T15fvNzjqjxqBPv1qUfBiVEf3ilYhMJCO5mUkKD+cVwY4fw5bfoEgWlLwsKU59DlEWTZVxT890LN/4xli07D0906lPgwbpD47TvJudmQKv406qxEVqugCQTFsIKRqUnFBoEzJSaQvRoEye5DTwHF0j66r6+z31aQZRL9RYiZQoVRiLNT5DN0yc2dU2duoQGC30bpgNOXU4kraQUCbD+sbjaJ88GQcOHYKkxBBNW9DUypz/IykTN194Gm55Kqv43nv5dIykTGh0uqt+1GvNqJNOkjI5VFktSNmvImVylDj8OyFujx/CAUrNoR2nAXu3iuwnxeTx6Efjo4S7b8z+/8K/TyWAWKfYjAq3AAf3AC/eJmoYzesX0ZVObHjaSLVF+BDS2T0RXeQ6PrXhGxX1Q3gYJ2ygoOJy33li/JL82MNOv9lYZ3TDwmOvDedHXL52GNeea6ElUkLXLZaZZAL92I4dZstvUCQLykQbseSfcB7dMLFp5wd5aWw37fwA1557ElpLyRXRfND87zjNO3qowCsifATKtkeAoY8AzoGhj6BsewQRPuJ20xoHFXqvL3dOqv4/orlxYszV+AwtJGNF38y8Qu8r+mZCCzXmkIdlAUvX7cKZ9/4npn33eZx5739i6bpdsKzqnnHLU29g67sHkLY4tr57ALc89UZVzyBsUK81g8kldJLaZDJkJsDWXwP8dCZwVxvw05lg669ByEzYfqbb44dwgIwTJ5ep3cJ5N7VbnDC/5ME8eUxduhpWSAOeuxW4e4p4nb1QOD4yp79z5Tdz+luShW79+MVCDt98SjiPNiwSn+PI99GLfx/DoecT3oB0dkBWRbR07ljrWS2uBwWf2vCWHAWftTBvDuWzFsKSAxKVTNAcVgsu950nxi/Jjz1K6bxGvPQ9NtYZiQGXzjoBt2x+F6fe/gJu2fwuLp11AsqWqszNTGKlK9KP7dhhtv0GmSwomSwpExxQJP+E84Qlht6zpuLOLW/htNufx51b3kLvWVMRphqowYLmf8dp3uMXSgRQogU576PiekBgIQ0444px6ThYmdQETYed4uMEQdiGqxrQ018kraZWeVrNGlMJSRJDe0zFqoWzoakydMOEFpIhNUhp1MIl0oCGK98scuIZhA3qtGZwJQyorWA5OglXW8GVcE1p5Vm4+ClAFrZ/CtDt8UPUDg9FgZ7VYLlyfMmDIlJz7kPij3a/MBbBwFM6bn3m9/jxFTPw54t+huOndIAVnvAud/q73pGXNlJtET6EdHaxqanGRE3a0aw8kJRgbXaOrpd5NrzaKq57GEmRcZC3oi0T6Z4cxkFDwWSF9LbAMGoDIccGQk+/f+awKtNtOorLfScpMj4wYvhM7wBYOAaejOPPcYbPtDRw/Hohla4PKabz8p7V4KFoaRvLxjoTCcloDSv4p8u+hM+2aXj/oI7WsIJIucOgNvRjO3ZYo/wG5J9wHiUkY9++YaxcMAuxsIJ4Mo29B+LoaKUgkUDhd/3BgzTvZmcqAex4DDj9b8V7cwTYsUGk4wpKOiQjLpSl3LzPm5eKdGOBSYWkA3tfAa5YA0SPBRKHgT/9Gjj5/OD0AUE0EGboYK8+npcGiL36OHDODZWPOSMunPKF6RSreIYksbFUL41OvelEGlBKJeoS9VozDB3slVV5Ogl7ZRX4OUuAGtJj8WQcrEgaJp6M15R2y83xQziAkQB7dU12Dh05IuT3rOuA524Ghj8R/++hbqBrDv580c/w8VEDv/8kjju3vItVC9vQUqgrl6uBmYm8HJcOTHdG57aRaovwIaSzC5kOxbJRH1IoeLJu6EDBeolXVlWnR7pAMpVGi3UEbDBbr71l7iokUyFE1ZDbzSMagaEDe7f5cw6zkW7TUQwdKLAfUa39WAPxZBq3bvxNnt3VPa0dKxfMQmukQeM3lShu/wbJf2mHQp13/26wV9eUt7EMHfjTr4CTzhV16aPHivdlxqokMbRGQpBlCYwBHa3hiQ+D2tSPq7XDGuU3IP+E88STadz9f37n7txDuI+f9QeP0rwzUkgDzl4M6IfEezki3gfpFDjVvhHfdeO1Im1EBkkBvrfPvTYRRDMTbgFevgd46QfZa5IC/NXNFT+CSQow+1ogOSQuyBFg9rXiug8Q6WdmYNnArrF6Fiv6ZlSVBtSJZxA2qNOawcKxouOCVTEuiqLGwK9YC5Y4lI0YjU6mU+ABp5S84fZPgN9sFP/uOA3omgP94pV45rXDuKdnOjbt/MDePBPSRCSanpVDaJOd1bnLbbYSTQErMf+yoOnsQZf1cAtw4J38awfe8XxfRPgI2K61eQ738K614N1LAJDDMhD42e+Q0oEdBZuNOx5v3EabA/ZjLWghGQ9f/WUc1lNjUXvHaqHG2l0hTZQPoCwWVWHHxrKrb1R9GLQR+jGyqW+XDezM8RtMXILEsjj0lFl5BCn5JxwnqhSfe6KUFSJYhFuA320BOk8RmV2GPxbvMwf/iKrxh+fYLqYBPLssX1kIEvU+ae8HbBQfJwiiBjL55gvHXHK48lNJShjQD+TP33MfBrS2+rS5DqiylJfmRpWrPxXtxDOIKqnTmsFKrMes1vWY8/G6Tk+/uE4EllLyhv27x/7NUzrM+esQCbdgwX81EVNlXDzjM/bnmaDr3ETNcKNEpLoRByOdPTikRoAL7gA23ZijAz4krns5nVeJ8jG0UREgnLCBXIKHomBF5LdsKlAncbnvGGNImRb+/uk38zZxGGtgCQfKYmEPO7ZbI32EDdCP7aS+tSyOA3Fj3AZpe0wtex/5J5zHKJh7Huib4XaTiEaTSpTQfRN0iN0mzTsz2SgG3XRkahzlFt4O2OkwzuSixcc5o5MyBFEPUrIG3rM6b8zxntVIyVXMO0Yc2LQkf/7etERcbxCWxTGcTMPio69W5ZtHesrEDU+8hvPvewknf/c5nH/fS7jhidegp8yGPoOonrqtGfVaj1O6qI+bM1bYxoDpOsR4QqN1PwrkGL+6X8zJ8/qh8zD+96Y/4qrVr+DjIyM45bbn7c8zpHMTDkA6OwEA3DKFsydPB7xRXPcyueVjMu3evLShuivhLo7YQG7hsvy63Xd6ysSygV3Y+u4BpC2Ore8ewLKBXY23uzKR/Wz0lTY6JyTJokjOXZUnO8m5q5Bk0dI3ldA3MIG+UbV/wMP6sZD5nQUyv7OszJN/wnkSaROD2/bizou/gN13X4Q7L/4CBrftRSJNfRooSui+8Lru62GaCVMGYAAAIABJREFUN7LTRjHopoNOhwFKGJbaCimn+Lg1QfFxgiDsoygynnhTR98VT0KOtsJMDGFg1wFc1V2Fs9LlFNx2Tzpm0FQZ2/cczLu2fc9BaGoVaWwdeAZhAyWCpBxDOGfNSMoxhJRIbc+t03rMwrGiY4WF6QRgoJEkINYB9D4JqC3AkfcBSQW/bCWGjh7BP/ziT/j46J9wT8903P//7sYpU7Jzq615hnRuwgnqNf8SvsK36xqVjwk8jthAbuGy/Lrdd2R3+Rc1JOM7L3yE71z0Mxzf2YEP9+3Hj1/4AD+ef1zpm5SIiODM0TcQbhXXS2DLP9Ag/dhO2+zIPI0T59FUGXNnnoDlG98Y++3u6ZlOfRo0SId0nObd9cqk8Molk8I1SAT8dFjcsPB+XAaPdYAzBh7rwPtxGXHDcrtpBNGUxJNpHNbT+HgoCc6Bj4eSOKynEU+mJ745gwPzd62RmdWedMy73zBxZld+yt0zu9qgG1VEdhomln31FLz47fPwxx9+HS9++zws++opVT2DqB49ZWHltgP4IN0CCwwfpFuwctsB6Kna1wwLgMU5+OirE6sQT8aLjhWepEiSwCPJgNoKK50E19rBW6cARhySJMPkYl5bvvENfPu/nYrhkXRt8wzp3IQD6CkL/75nBKmo0NlT0Q78+54RR+Zfwj/4dV3za7sJ54gn0+hojWAYUXAwDCOKjtZIdTaQS7gtv273nRO2G+EOumHi46MGzv3Jdkz77vM49yfb8fFRo/xvJ0lAeBLQMgVgTLyGJ5X1leopEx8eGsa6Bafj9z/4GtYtOB0fHhou7x+wqR9X68ewFaVpQ+bJP+E8umFi084P8iI7N+38gPo0aJAt7TjNG9mZSRkX9ALfljmae75F1DxQY8IBFhBiKkNLRAcbvG5MDqb2rAanaINxdI2sq/qePZEr69ASws/EVAnf+konpMQhAO04QRnGt77SCaiVH7SwQlGwnn6RjnN03PKefvBQtKITOm5HZkZkqWih+UgVNS2iioTes6bipsFd2foNvTMQVYJ1YKXRaCEZvWefOCo7O8ZkRwvVtm5algU2cgQscQhQNbD4PnArDSsyCVIth5BUDbzIWKGIOgIQG+wsOZQnHy09q/HA/DPwk7mnQAq3Aqk4Xv/LUcx7ZJv9eYZ0bsIBooqEL5/YjgVPBHvdsywOPWVWXHer6VCjJda1MikJvYBf2004RlSR8ZWT22EkhoDIZKQSQ/jKye2IKj7wvbgsv273nRaSsaJv5jjbsVb9n6g/tn+7TFAIUFH0lBYCpndIYPH9wqca34/pHZPBQ2VusqEfCz9GEssGduXVj22PhR2N0ozIEh7onTHO11DOX0H+CeehyE4CABCKiBI0OWswevrFdcIWzbvZSSlcxUZnfB+w8bqcAbMaiHUGZsOTGTrYxuuyxcf3/Eq8713XkGL3BBE40klIxhDw7LKxeUea+xAsJVz5Bkw6CcakvNQyjEng6WRFz8g93Qhg7HTjqoWz0RKeeNmLJ9M4s6tt7H5AnHSMJ9NojZSzaASGaUE3zLxC8z++4gyosgSlQmMgkbZw0+CuvO9w0+Au8R2q2DQlqkOSGNpjKlYtnO2sozk9AlYwLtjch8CrGRdFn1vbWCGaHCOerekKiNdX14DNWgA5Rzec3tOPr3/pU9jy+sf25hnSuQkHoHWv9sNazQArsa4hnQRU77ou/NpuwjlSlomIcRCTnl0M7N2KzqndSM5dhZTSAcXjCdXcll+3+65u+j9Rdxr127F0sqgtB0UtPUZs6Me6ka0fC2CsfuyqBbPREin+OXZ8F4m0icFXRK3IU6a04A+fDGPwlb249tyT0FrCX0F6mvPohonlG9/I69PlG9/AygWz0BqhPg0M6aTIxpmbWpt0yJpo7l6r8rRO02HExUZnrpMraBt9lPuaIBoK4yawaxD4+j8DHacB+3cDuwbBupdU94wN12bnLgDomgPWN1DR/bVGZmqqjHt6pts+YWdx4DvrX89TWr+z/nWsWjC7ovud+A6EfSSJjW2KV7I5XgmM5xSdB8aKzlcq02Wfu+Mx4PS/FRfMEWDHhqrGG9G8jKt998Ue4KzFwPpr8mRR2rgIt170M2x5/WP780zQdW6iZmjdq/2wVlPAraI6IGpcL+uOX9tNOEaEj4DtWptnA4V3rQXvXgJg4sOSruKy/Hqh7+qh/xONoSG/HbeK2nITjpFqI0jDJXShcGldSGYM914+Hbc8lfVd3Hv5dMis9IZvLKxgxb/9Aff/6+/HrikSw9ILPle6baSnOU4srBTt0xjNQcGCdEjHoaMCzQxt9InUvcVyXyeH3WkPQTQ5LKQBZ1wBPHcrcPcU8XrGFeJ6paix4nOXGqvo9lrrriQMq2jthESFtX7tGCmFUO2YJqNGmS5JifFG6UMJoKAG1xd7gAvuEIfdisji8Z0dAGieIdyD1j1yJAKo33pZb/zabsI5/KyTuS2/fu47Ihg0aIzoyRK6ULK0LhRRZdz34u4838V9L+5GpIzukIkGLfyccnVySU9zHju/N9GEuL0GNyF0XKCZSQ4D5y0XER+ZCKu3fyGuBySyMy1rUK5YK+qkjYaD8+hkpGXN6+crCcKfGHHgwzeAK9YA0WOBxGHgT78Gom2VzzvGqIM+92TT1O7R+sOtE95ea90VSQIum3XCuNORlWZkjCfTWPbVU3DhFz89lhbmxd98VHEaXCe+A+ExknGg5zHgpHPzx0UyDkQmlumSGHFg89L8U8ablwYrgwNRGlUDn/8kWLgFGDkKvLIKmNkHfGu70In27wZevg8Y/gQf7duP7mntNM8QrkHrXu1p9JuC5HCJ9dLj9msyXsLurnGdJ/yDEQdeX5+f3eb19cA5N3hbdgH35dfPfUf4E8sc9S20iPVFjZUv9ZUJoij0Tzi8NkkSikZplvNDxJNp/OVoEhf+y8tj17qntZfVHbSQjIev/jIO6yl8tk3D+wd1HKuFyupcpKc5j8SAH19xBr6z/vW88keUQTtg+FX39TC02dnMqBowa8H4mp0BquMlSQwoXCgYqP6CQ3SNrHO7CYTXUDXgpDlA4hAQmSQW6pPmVDXvsFAMfP5aMD3nkII2GSxU2ckmUbsjhCcXfAEsHBPRTWqo4nEfUWQcGw3h4au/jGOiIRxNpKBIDBGlMkU+GpKx8CsnwkgMg4GjLWRg4VdORLQKQ6AZasdYFoeeMv3XfssCUrqjtQe5GgWmngW2fsHYesx7VoOr0XFLVFVQBgeiFJYFKXkU0A8JeUgcEilsuQU8szCrF859CFxtxacjk7BqQRs0VYxT345fwreIdU/GugWnjzkfuRosuas1jX5T4IAe6QZcjQKzFoo6yWPrfH/t6zzhH9QYMHuh2CAEADki3vsgMsN1+fVx3xEeoFrbzTKB+L7xftJYZ8kNT6bGgHn9QkYzNfXCMXG9bNuq21S144fQVBn3XX4Gbn4qu2F23+VnlNUdGGOQwBFjI2CIIsZGIEEBK5P61uv+CT/aLqoiQVNl/NNlXxrbdNZUGWqJuqlEk+JT3dfL0AhqZgw9W7PTSmdrdhq62y1rGJKZBEuOFhK/ewrw7DKw5BAkM+l20wiiOUknASN/zMEYEtcrxgJLG/njNm0AqCyNLCwLkr4P0mAf2Pc7IQ32QdL3CUOoQhIpE0ueeA2n3vY8ljzxGhKpylOJpEwTEeMgOp9dCOnuTnQ+uxAR4yBSZnXpSDL1RyQ2+upxZT0Xy+I4EDew+PEdOPW257H48R04EDdgWdztppXHsgB9HzDQC3y/U7xWKTvFYIYOVrAes43XgdW6HuemKc0wtTvrLCKCS3oESBaZi81Uvl646UZYkoyrVr8ydhjMt+OX8DdWGlJ8P9jglWDf7wQbvBJSfL+Q1YCQSJVIo5+qbQ3yFY7okY2HGQmxUZS3zi8CMxJuN41oFOkRIae5sptOiusex3X59XHfES5jx3Yz4iX8pGXsp3RS6NC5Mmqmyq9NmU3VwStF2wavFO+t8j6Bav0QumFi46vv5+kOG199v2x6WSNtIlzgrwgbB2Gky3+WV/0TfrVdMr/1+fe9hJO/+xzOv++lqn1PRBPgU93XyzT3ZqdlidMzfPS1Rmel7wi3AK3HATduBe44KF5bjwtWxAc3gV2DIiXK7Z+I112D4jpBEM7DLWDTjeOc6eBVzL+GDuzdJlLhfm+feN27rfKDGikd2PF4/rjf8bi4XgF6ysSygV3Y+u4BpC2Ore8ewLKBXdArVDojfAThTYvz+iC8aTEiPDgGu+jDnQV9uLPiPnSNlA5syHf2YMOiimWnJPVajyUJuPQRUcBeUsTrpY/UHIlKNAGl9J9wTMjfF3vE3+3dCincgkev/vJYGqrC8dvZGgKMYTDGg6lPE42BDmlCC8noO3sq7tzyFk67/XncueUt9J09NVgp4rhVwnbz+LwTjpVY5ykyLTA4YQO5hdvy6+e+I9zFju1mJzOOlQY+eC3fP/HBa+UPZBlx4NU1+evZq2vKbqra8UNoIRm9BbpD7wS6Q5gnivorwtyfB3T86nuIhRV86pgwXvz2efjjD7+OF799Hj51TBixMCXhDBR+1X09TPOOoMwJnw3ZVByY1w9oncFxAqZGgAvuEIpiTroypEaCEw6dKXa/eWm2Dy55kIrdE0S9cKK4tqoBU88CclJ+VpWCOxQtMe6jFd2uqTK27zmYd237noOVp5GjAuO196FbqFqJ367GNSOVKLEeJ2qTCyUCyCHgGyuyKZXkkLhOBJty+s9zt4p/A8DwJ2AH96A1HANDJwCWN34vPuM4/OjCT0PbsjC4+jTRGCgtNwBAlaW8dGaqHLBx5lfbjexuws/6v9vy6+e+I9zFju1mp/6mHf+EGiu+npWRa7s2dNW6Q5ONOb/6HkYMEzdfeNq4Gq0jhgmNNjyDg191Xw/TvNZTvaIz/ISVLn5CLkDpoGDExYSR2webl5ZPUUEQhH0yxkMuGeOhUmqN7qhx3MeTaSz76il5J+yWffUUxJOVzZ08GQfOW55/Ovq85eJ6QNANE2d2teVdO7OrrWw6HU9g6MXlt9bIIssssR7X2B9GXOg2P50J3NUmXjcsojWOKD0PJoey//7r24Uh9e93g21YBKSE3OSO31u/+lloW64Ptj5NNAYn9Aefo6dM3FCQzuyGJ17zfGSCo/jVdiO7m/DzHOa2/Pq57wh3sWO7yarYqMzNjNOzWlwv9znV+idsrGe6YRb1Q5SzofUSqVDL6Q7N5q/wq+/B5By3PPVGXkTqLU+9AZN7O/0u4TB+1X09TPNudtYrOsNP0Alp6gOCaDRqDLj00YK0mo9Wd0qw1nFb4/3RkIzeswpSwZw1FdFK08ipGvisBSJ66u4pwHO3ivcBWn+0kIwVfTPRPa0disTQPa0dK/pmej8VX0gTUWu58juvv/ZTdfVai2iNI0pRUjZas/9u6wJ+eRfwm43Z09yWlTd+j+/sIH2aaAxqTGy+586/E0RANBt+jUxwFL+ua35tN+Ecfp7D3JZfP/cd4S52bDdFBd7enJ+S9u3N4nop7IwRG/dEFam4H0Ip7bqPhZWiukPZVKhN5q/wq+/B1m9HNB9ur8FNSPOOoMwJn8LUBIYeHIGxk56h2aA+IIjGYsSBnU+KPPMdpwH7d4v359xQ+ZirddzWOP8nUiYGX9mLOy/+Ak6Z0oI/fDKMwVf24tpzT0JrJenkDB0sc/ITAPb8CmzjdeC9A0CkdeL7mwBJYmiPqVi1cDY0VYZumNBCMiSJud208kiSSM/ZNyiMPUMXxnKt6TrrtRbRGkeUopRs7N+d/fe+34mNzsz7g3uAlimQwi1j45el4o7o05bFoadMf80HRGMx4sDr6/P1h9fXV6c/+JxMZMLWdw+MXctEJrQExfHl13XNr+0mnMPPc5jb8uvnviPcxY7tZujAb58Fnr81e61rDjDjqtK6rZ0xYuOeRNrCTYO7xvSAre8ewE2Du7Bq4Wy0lPBDxJNp/LRvBrpP7sAx0RCOJlLY+sf9iCfTaI2ESvZBM/kr/Op7iCfTRfW+sr8d0Xy4vQY3IU1rNVkhDaynH2xjtmYn7+kHD2lNHM5agKoBvQMATwORScDIEYApgFpZ3bqmQNWAnn4gRw7Q0+/bE0uB5M5JNu454nw7iIqwVA3srMVgiUPighwBP2sxuFr53MtVMX8XjluuaqhIXc2c8Cys2VxhdJ6mypg78wQs35itnXBPz/SKIytYuHgNDBau7nSy3zcHJImNOWd95aSVpKyh69ThqHqtRWoM6F0HcDNnnZfpJDwh5uKe1cKRkTsPKhqw6F+BjlOFfN/4n8DbzwIz+oBf/iP4ZSvBkDN+rVhN8ykg5rLhkRSSiSFokycjMXwEVrQVLZGQr+Y0os6oMWD2tSLVMgDIEfE+QPNZVJHwQO8M3DS4a0z/eKB3RtmIjqbDr7abX9tNOIeqAbMWiNSWldb08wpuy6+f+45wnyptNysUHacj857V4KFoaX+FjTHC1RjY5Y8L+2zyicCh94DIJHG9xD12MjxEFRmzTmzDkideK9AdSt9j11/hZf+EH30PUUUuofd5OyKVcBi31+AmxFMzAGPsawAeACADWM05/5HdZxlpCzILIfSNFWMLS5qFYKYtRNSAGIxmStRfKlQaZUWkeAgC6SQQigLz1+Y7gtNJQA1IHxBEA2FpAyydAJ5dNjbvsMtWAulw5WPOTImaGTnzN2RVXK907lJbgd4nRcrG5BAgVX4yTjdMLN/4Rt6JyuUb38DKBbPQGpl4/eDJOFiRk1k8GQer8KSkZXEciBtYNrBzTPFd0TcT7THVMwYFUQXpZHGZrnUtstKidmLhOq+EAYmMpECTNsCkENA3IDaLDu4BXrwNGPpYyMi2R4GX78kaU4oKtJ8KayQOFm7JzjMORDsbaRNh4wCOeXYxsHcrOqd2Izl3FQylExHSxYgMZgrgVp7+gJ7+0bU/GPNZIm0VzSzxzTnTSkZ0NB1O6IBuYKWLt9tKe7vdhHMYuojC6F0nNlySw8DwJ2LN9Hpkhtvy6+e+I/yHoYPtfUWkr40eCyQOg/3p1+An/3XpqEYbaxO30mBWepxew600WAm9xk6kXyJtFo0GXblgFlpLHJay468g/4TzJNJlMooF6aBb0HF7DW5CPNNrjDEZwP8N4G8AfABgO2NsC+f8bTvPC/ME2IYFeZN3qGsOlL4BAP4Ly7eFmcoW0QayRbR714kNwEDAgJHDwKYbswrG3IcArcPthhFEc8JN4Onr8+edp68XDvdKMVPA+mvyle+uOZXPXaYBJI+O3wBiEiBFJry95toJagz6xSuhbbl+7PP1i1ciUkV0ip4ysWxgZ57Rsmxgp0hh45OTikQO3Cou09WMi2Kkk6XXeSVc27MJ/2JZYMaQiMb8+r3Ac7fky97G60SquJd+MCozi4BvrAA/53/goV9/hGvnTMufZ2qMdg7zBNimxXlyGt60GDxIOjkxMVZKyGLefLZodJ6ceO1uBjRVxop/+wPu/9ffj11TJIalF3zOxVY1mFp1QLdIG6XbrQRDfgOPGhOHygevzNoffqk76bb8+rnvCN/BVA04fjqwfkGevLFyUVQ21iaWThbVa1gZO01TZdzTM72qDFP2anZW768g/4TzxMIK6X2E+2twE+KlGeksAH/gnL8LAIyxQQCXALC12Qm1eFh+oBQmKnIrNl423ZivYGy6sXYHcyOhNK6En3Bi7q117jKNMgc9JlYWaq2doBsWHnttGJde9DMc39mBD/ftxzOvHca151poqSAyFLCXwobwMPXSSWidJ4qR0sE2jDpXOk4tLiMdp+W/n3wiwBge+Lf/wLecNrBJJycqgeSEanYC/l3X/NpuwjmMOLB5ab79sXmpsD+8Hp3otvz6ue8I/2FH3uyMERv3JFIWNu38IC/Sb9POD0SGh3Dpmp3V+i70VAl/xRyr5OeQf8J5qGYnAcD9NbgJ8VJc9GcAvJ/z/oPRa/Yw4uKETi5Tu8X1oJApcptLpshtUCDHCUE0Fifm3lrnrhqVBS0kaid0T2uHIjF0T2vHA70zoIUqU+QlBlw66wTcsvldnHr7C7hl87u4dNYJqCa7S8bhmUvG4Un4kHrpJLTOE8VQtewcuH93cRnZvzv//aH3cOjQ4frMM6STE5VAcgItJGNF38w8/WNF38yK9Y+mwK/rml/bTTiHn52Vbsuvn/uO8B925M3OGLGh12ghGX1nn4g7t7yF025/HndueQt9Z59YVg8ISayo7yJUxvmghWT0nn1inr+id4LPIf+E89j57YgmxO01uAlhnHO32wAAYIxdDuBCzvl1o++vAXAW5/x/Fvzd9QCuB4CpU6fOeu+994o/0LLA9X3iZHum6PS8fjCts6o6Q74mNSJSuBamcowcW1F0UzPAR46CDV45Lhyc964DK35qq66rSsXym4udyE4bdI2sa8jnNII9kSurv6k5omHdl19DB/T9xVNHV1pgu9a5a+SoSINULA1EhaeDTdOCnjIRCyuIJ9PQQjLkCutlWRbH0EgKh/QUPtum4f2DOiZrIbRGQhXXswhoTQz35bdOcCMOph8YNy641g5Ww+Eby0qDxfeD5YwV3rMaPNYBieo7NJq6yW/VspscBgZ6xRz4xR7ggjvEifXc+fTVNdmanXMfQlppwcP/uR+9Z5/o/DxDOrkfcF9+jThQZJ6E1h6oQ4qWxaGnTGiqDN0woYXkZl73x8FTI2BFdEAeORasuA7oCd2BpxJgI0eKtHsSmJfT7xLOYc/+IPkFHLHdCFfwhPxWTa6enKFrjqhPX2rD045/wqZeU60eYFkcupFG2uI4JhrC0UQKisSgqcrE91X5OU3mn3Bd9zVNC4mUOe63i1bheyKagFQCKLIGIzKpXAkHXw66RuGlzc5uAHdyzi8cff/3AMA5/6dS98yePZvv2LGj9EMtC0jpwsFu6KLAeZCcKpYFpOKiqG1kkhg8kgKEYsHpBysNHj8AtjHHwdbTDxZrL1Xot2ETxoTym4E2O6uGNjvrT0n5tSwgeQTQD2WLa2uTgfCkyuedWucuywTi+8YrC7FOQGpMdIQTzsoAOjzdl996YaXBR4bAEtlxwaOTwSKtNRedt6w0mKEL4zw5DK5qtNHpDg2R34pk17IAfZ+o2bl3K3DecuDs/wFEWoHkECCHwa2UcLQYcXAmA0oEesqq3zwTdJ3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\n",
"text/plain": [
"<Figure size 1851.88x1800 with 110 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df_train[[\n",
" 'Pclass', 'Age', 'SibSp',\n",
" 'Parch', 'Fare', 'N_Embarked', \n",
" 'N_Sex', 'N_Title', 'Family', 'Survived'\n",
"]], hue=\"Survived\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"val score: 0.8134328358208955\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 特徴量を設定\n",
"features = [\n",
" 'Pclass', 'Age', 'SibSp',\n",
" 'Parch', 'Fare', 'N_Embarked', \n",
" 'N_Sex', 'N_Title', 'Family'\n",
"]\n",
"# パラメータを設定して学習\n",
"clf = train(df_train, features, test_size=0.3, max_depth=5, n_estimators=10)\n",
"# 良さそうな特徴量やパラメータの組み合わせを探そう"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# 良さそうなスコアがでたら提出してみよう\n",
"gen_submit_data(clf, df_test, features, output_filename='pred.csv') # 0.78468くらい"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RandomForestClassifierのハイパーパラメータを最適化しよう\n",
"ハイパーパラメータとは、事前に設定され、アルゴリズムによって学習されないパラメータのこと\n",
"\n",
"https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html\n",
"\n",
"```python\n",
"RandomForestClassifier(\n",
" n_estimators=10, # 木の数\n",
" criterion='gini', # 分割の品質の測定方法, 'gini' or 'entropy'\n",
" max_depth=None, # 木の最大深さ\n",
" min_samples_split=2, # 内部ノードを分割するのに必要なサンプルの最小数\n",
" min_samples_leaf=1, # リーフノードにあるために必要なサンプルの最小数\n",
" min_weight_fraction_leaf=0.0,\n",
" max_features='auto', # 最適な分割を探す際に考慮すべき特徴数, int, float, string or None\n",
" # auto: sqrt(n_features), sqrt: sqrt(n_features), log2: log2(n_features), None: n_features\n",
" max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0,\n",
" min_impurity_split=None,\n",
" bootstrap=True,\n",
" oob_score=False,\n",
" n_jobs=1, # 並列プロセス数(精度に影響しない)\n",
" random_state=None, # 乱数を固定(固定すると乱数による精度のばらつきがなくなり、特徴量による精度の変化を比較しやすくなる),\n",
" # seed値 or None(固定しない)\n",
" verbose=0,\n",
" warm_start=False,\n",
" class_weight=None\n",
")\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"\n",
"def train_cv(df_train, features, params, target='Survived'):\n",
" train = df_train[[target] + features]\n",
" X_train = train[features].fillna(0).values\n",
" y_train = train[target].values\n",
" clf = GridSearchCV(RandomForestClassifier(random_state=123), params, cv=5, n_jobs=4)\n",
" clf.fit(X_train, y_train)\n",
" print('best params:', clf.best_params_)\n",
" print('best mean val score: ', clf.best_score_)\n",
" # 特徴量の重要度\n",
" sns.barplot(x=clf.best_estimator_.feature_importances_, y=features)\n",
" plt.show()\n",
" return clf.best_estimator_, pd.DataFrame(clf.cv_results_)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# データの初期化\n",
"df_train, df_test = load_data()\n",
"# 前処理\n",
"df_train = transform(df_train)\n",
"df_test = transform(df_test)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"best params: {'criterion': 'gini', 'max_depth': 5, 'max_leaf_nodes': 20, 'min_samples_leaf': 3, 'min_samples_split': 10, 'n_estimators': 20}\n",
"best mean val score: 0.8372615039281706\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 特徴量を設定\n",
"features = [\n",
" 'Pclass', 'Age', 'SibSp',\n",
" 'Parch', 'Fare',\n",
" 'N_Embarked', \n",
" 'N_Sex', 'N_Title', 'Family'\n",
"]\n",
"# パラメータの候補を設定(注: 組み合わせになるので多いと終わらない)\n",
"params = {\n",
" 'n_estimators' : [10, 20, 50],\n",
" 'criterion': ['gini', 'entropy'],\n",
" 'max_depth': [5, 6, 7, 8],\n",
" 'max_leaf_nodes': [10, 15, 20],\n",
" 'min_samples_split': [10, 20, 40],\n",
" 'min_samples_leaf': [3],\n",
"}\n",
"clf, df_result = train_cv(df_train, features, params)\n",
"# 良さそうな特徴量やパラメータの組み合わせを探そう"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['mean_fit_time', 'std_fit_time', 'mean_score_time',\n",
" 'std_score_time', 'param_criterion', 'param_max_depth',\n",
" 'param_max_leaf_nodes', 'param_min_samples_leaf',\n",
" 'param_min_samples_split', 'param_n_estimators', 'params',\n",
" 'split0_test_score', 'split1_test_score', 'split2_test_score',\n",
" 'split3_test_score', 'split4_test_score', 'mean_test_score',\n",
" 'std_test_score', 'rank_test_score', 'split0_train_score',\n",
" 'split1_train_score', 'split2_train_score', 'split3_train_score',\n",
" 'split4_train_score', 'mean_train_score', 'std_train_score'],\n",
" dtype=object)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_result.columns.values"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>mean_test_score</th>\n",
" <th>mean_train_score</th>\n",
" <th>std_test_score</th>\n",
" <th>std_train_score</th>\n",
" <th>params</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>0.837262</td>\n",
" <td>0.862236</td>\n",
" <td>0.019862</td>\n",
" <td>0.005777</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 7, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>0.837262</td>\n",
" <td>0.858028</td>\n",
" <td>0.024235</td>\n",
" <td>0.008178</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 5, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>0.835017</td>\n",
" <td>0.861955</td>\n",
" <td>0.020889</td>\n",
" <td>0.007199</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 8, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td>0.835017</td>\n",
" <td>0.849048</td>\n",
" <td>0.020874</td>\n",
" <td>0.007139</td>\n",
" <td>{'criterion': 'entropy', 'max_depth': 5, 'max_...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>0.835017</td>\n",
" <td>0.864205</td>\n",
" <td>0.024542</td>\n",
" <td>0.010025</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 6, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>0.835017</td>\n",
" <td>0.856343</td>\n",
" <td>0.019988</td>\n",
" <td>0.009628</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 7, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td>0.835017</td>\n",
" <td>0.857469</td>\n",
" <td>0.017455</td>\n",
" <td>0.007294</td>\n",
" <td>{'criterion': 'entropy', 'max_depth': 6, 'max_...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>0.833895</td>\n",
" <td>0.859990</td>\n",
" <td>0.018380</td>\n",
" <td>0.007316</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 6, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>0.833895</td>\n",
" <td>0.853256</td>\n",
" <td>0.020259</td>\n",
" <td>0.010726</td>\n",
" <td>{'criterion': 'gini', 'max_depth': 6, 'max_lea...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>181</th>\n",
" <td>0.833895</td>\n",
" <td>0.857749</td>\n",
" <td>0.021704</td>\n",
" <td>0.006677</td>\n",
" <td>{'criterion': 'entropy', 'max_depth': 7, 'max_...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean_test_score mean_train_score std_test_score std_train_score \\\n",
"76 0.837262 0.862236 0.019862 0.005777 \n",
"19 0.837262 0.858028 0.024235 0.008178 \n",
"103 0.835017 0.861955 0.020889 0.007199 \n",
"122 0.835017 0.849048 0.020874 0.007139 \n",
"45 0.835017 0.864205 0.024542 0.010025 \n",
"64 0.835017 0.856343 0.019988 0.009628 \n",
"154 0.835017 0.857469 0.017455 0.007294 \n",
"49 0.833895 0.859990 0.018380 0.007316 \n",
"37 0.833895 0.853256 0.020259 0.010726 \n",
"181 0.833895 0.857749 0.021704 0.006677 \n",
"\n",
" params \n",
"76 {'criterion': 'gini', 'max_depth': 7, 'max_lea... \n",
"19 {'criterion': 'gini', 'max_depth': 5, 'max_lea... \n",
"103 {'criterion': 'gini', 'max_depth': 8, 'max_lea... \n",
"122 {'criterion': 'entropy', 'max_depth': 5, 'max_... \n",
"45 {'criterion': 'gini', 'max_depth': 6, 'max_lea... \n",
"64 {'criterion': 'gini', 'max_depth': 7, 'max_lea... \n",
"154 {'criterion': 'entropy', 'max_depth': 6, 'max_... \n",
"49 {'criterion': 'gini', 'max_depth': 6, 'max_lea... \n",
"37 {'criterion': 'gini', 'max_depth': 6, 'max_lea... \n",
"181 {'criterion': 'entropy', 'max_depth': 7, 'max_... "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# validationスコア ベスト10\n",
"df_result.sort_values('mean_test_score', ascending=False)[\n",
" ['mean_test_score', 'mean_train_score', 'std_test_score', 'std_train_score', 'params']\n",
"].head(10)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# 良さそうなスコアがでたら提出してみよう\n",
"gen_submit_data(clf, df_test, features, output_filename='pred.csv') # 0.79425くらい"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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