{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# STEP 1: Import ALL the things!"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",
"## dealing with categorical variables\n",
"from sklearn.preprocessing import LabelEncoder \n",
"import os\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(307511, 122)"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"app_train = pd.read_csv('application_train.csv')\n",
"app_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"app_test = pd.read_csv('application_test.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# STEP 2: EDA\n",
"### 2a. What's the distribution of target column?"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 282686\n",
"1 24825\n",
"Name: TARGET, dtype: int64"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"app_train['TARGET'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2b. Are there missing values?"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
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" 163891 | \n",
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"... ... ...\n",
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"REG_CITY_NOT_WORK_CITY 0 0.000000\n",
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"REGION_RATING_CLIENT 0 0.000000\n",
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"ORGANIZATION_TYPE 0 0.000000\n",
"FLAG_WORK_PHONE 0 0.000000\n",
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"FLAG_MOBIL 0 0.000000\n",
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"DAYS_REGISTRATION 0 0.000000\n",
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"DAYS_BIRTH 0 0.000000\n",
"REGION_POPULATION_RELATIVE 0 0.000000\n",
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"\n",
"[122 rows x 2 columns]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_na = pd.DataFrame(app_train.isna().sum())\n",
"df_na['percent'] = (df_na[0] / app_train.shape[0]) *100\n",
"df_na.sort_values(by=\"percent\", ascending = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2bi -- Options for handling missing data\n",
"* imputation \n",
"* XGBoost"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2c. How will we handle our categorical variables?\n",
"* One-hot encoding?\n",
"* Labels?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use `LabelEncoder` Labels for variables with categories < 2\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"# Create a label encoder object\n",
"# Iterate through the columns\n",
"# If 2 or fewer unique categories\n",
"# Train on the training data\n",
"# Transform both test and train\n",
"\n",
"le = LabelEncoder()\n",
"\n",
"for col in app_train:\n",
" if app_train[col].dtype == 'object':\n",
" if len(list(app_train[col].unique())) <= 2:\n",
" le.fit(app_train[col])\n",
" app_train[col] = le.transform(app_train[col])\n",
" app_test[col] = le.transform(app_test[col])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use `pd.get_dummies` to do one-hot encoding for > 2"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"app_train = pd.get_dummies(app_train)\n",
"app_test = pd.get_dummies(app_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Remove excess columns created by the one-hot encoding"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training Features shape: (307511, 240)\n",
"Testing Features shape: (48744, 239)\n"
]
}
],
"source": [
"# Align the training and testing data, keep only columns present in both dataframes\n",
"# Add the target back in\n",
"train_labels = app_train['TARGET']\n",
"app_train, app_test = app_train.align(app_test, join = 'inner', axis = 1)\n",
"app_train['TARGET'] = train_labels\n",
"print('Training Features shape: ', app_train.shape)\n",
"print('Testing Features shape: ', app_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2d. What should we do with outliers?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# STEP 3: Find relationships!"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"correlations = app_train.corr()['TARGET'].sort_values()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3a. Correlations\n",
"#### Positive Correlations"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OCCUPATION_TYPE_Drivers 0.030303\n",
"DEF_60_CNT_SOCIAL_CIRCLE 0.031276\n",
"DEF_30_CNT_SOCIAL_CIRCLE 0.032248\n",
"LIVE_CITY_NOT_WORK_CITY 0.032518\n",
"OWN_CAR_AGE 0.037612\n",
"DAYS_REGISTRATION 0.041975\n",
"OCCUPATION_TYPE_Laborers 0.043019\n",
"FLAG_DOCUMENT_3 0.044346\n",
"REG_CITY_NOT_LIVE_CITY 0.044395\n",
"FLAG_EMP_PHONE 0.045982\n",
"NAME_EDUCATION_TYPE_Secondary / secondary special 0.049824\n",
"REG_CITY_NOT_WORK_CITY 0.050994\n",
"DAYS_ID_PUBLISH 0.051457\n",
"CODE_GENDER_M 0.054713\n",
"DAYS_LAST_PHONE_CHANGE 0.055218\n",
"NAME_INCOME_TYPE_Working 0.057481\n",
"REGION_RATING_CLIENT 0.058899\n",
"REGION_RATING_CLIENT_W_CITY 0.060893\n",
"DAYS_BIRTH 0.078239\n",
"TARGET 1.000000\n",
"Name: TARGET, dtype: float64"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"correlations.tail(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Negative Correlations"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"EXT_SOURCE_3 -0.178919\n",
"EXT_SOURCE_2 -0.160472\n",
"EXT_SOURCE_1 -0.155317\n",
"NAME_EDUCATION_TYPE_Higher education -0.056593\n",
"CODE_GENDER_F -0.054704\n",
"NAME_INCOME_TYPE_Pensioner -0.046209\n",
"ORGANIZATION_TYPE_XNA -0.045987\n",
"DAYS_EMPLOYED -0.044932\n",
"FLOORSMAX_AVG -0.044003\n",
"FLOORSMAX_MEDI -0.043768\n",
"FLOORSMAX_MODE -0.043226\n",
"EMERGENCYSTATE_MODE_No -0.042201\n",
"HOUSETYPE_MODE_block of flats -0.040594\n",
"AMT_GOODS_PRICE -0.039645\n",
"REGION_POPULATION_RELATIVE -0.037227\n",
"ELEVATORS_AVG -0.034199\n",
"ELEVATORS_MEDI -0.033863\n",
"FLOORSMIN_AVG -0.033614\n",
"FLOORSMIN_MEDI -0.033394\n",
"WALLSMATERIAL_MODE_Panel -0.033119\n",
"Name: TARGET, dtype: float64"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"correlations.head(20)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"app_train['DAYS_BIRTH'] = abs(app_train['DAYS_BIRTH'])\n",
"plt.style.use('fivethirtyeight')\n",
"plt.hist(app_train['DAYS_BIRTH'] / 365, edgecolor = 'k', bins = 25)\n",
"plt.title('Age of Client'); plt.xlabel('Age (years)'); plt.ylabel('Count');"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"app_train['DAYS_LAST_PHONE_CHANGE'] = abs(app_train['DAYS_LAST_PHONE_CHANGE'])\n",
"plt.style.use('fivethirtyeight')\n",
"plt.hist(app_train['DAYS_LAST_PHONE_CHANGE'] / 365, edgecolor = 'k', bins = 25)\n",
"plt.title('Days Since Phone Change'); plt.xlabel('Days'); plt.ylabel('Count');"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.series.Series"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(correlations.tail(20))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['OCCUPATION_TYPE_Drivers',\n",
" 'DEF_60_CNT_SOCIAL_CIRCLE',\n",
" 'DEF_30_CNT_SOCIAL_CIRCLE',\n",
" 'LIVE_CITY_NOT_WORK_CITY',\n",
" 'OWN_CAR_AGE',\n",
" 'DAYS_REGISTRATION',\n",
" 'OCCUPATION_TYPE_Laborers',\n",
" 'FLAG_DOCUMENT_3',\n",
" 'REG_CITY_NOT_LIVE_CITY',\n",
" 'FLAG_EMP_PHONE',\n",
" 'NAME_EDUCATION_TYPE_Secondary / secondary special',\n",
" 'REG_CITY_NOT_WORK_CITY',\n",
" 'DAYS_ID_PUBLISH',\n",
" 'CODE_GENDER_M',\n",
" 'DAYS_LAST_PHONE_CHANGE',\n",
" 'NAME_INCOME_TYPE_Working',\n",
" 'REGION_RATING_CLIENT',\n",
" 'REGION_RATING_CLIENT_W_CITY',\n",
" 'DAYS_BIRTH',\n",
" 'TARGET']"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"high_corr = list(correlations.tail(20).axes[0])\n",
"high_corr"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Ij4/nyJEj/Pzzz5bn6+YkKiqKKVOmUKFCBVq3bk3t2rUpXrw4V69eZc+ePdy8eZO6detm+SzZ3JI2cjZt8Je9vT3r1q0Dsj+aq1ixIh4eHoSEhBAcHMyrr76aq3VVrVqV4OBgBg8ezOzZs9myZQtdunTh6aef5rfffuObb77h+vXrtGzZkg0bNjzUgynSvPvuuwQFBeXL/cdyn8JT8l3aaa0SJUpQpkwZqlSpgqenJz179uSFF16wutXhxo0bbN++neLFizN48OBs19uvXz+mTJlCSEgIAQEBPP3004Zr27ZtG/v27ePQoUN89913xMfHU6xYMapUqcLAgQN544038uSoM83777/P3r17mTVrFgMGDLAa3JTdrSpw/5aMtPCE+w8+P3jwINu2bSMkJIRjx46xZ88eTCYTjo6ONGrUiLfffps+ffpYnSLPyqBBg7C3t2f//v2cOXOGiIgIkpKSKFeuHG5ubvTo0YM33ngjT24FSa9atWoMGzaM5cuXM3fuXDp27MiVK1csf/BkZ+jQoYSEhPDFF1/kengCNG7cmCNHjvD555/z1VdfsX37dpKSkrC3t6dJkyb069ePV155xfAzax0dHZkwYQLTp0/P9Zrl4ZgSExPz5oKEiIhIEaUBQyIiIgYpPEVERAzSNU+RXBISEvJQDxuvUKFClm9pEZHCQdc8RXKJl5cXW7duzbFdzZo1OX78+BOoSETyisJTRETEIF3zFBERMUjhKSIiYpDCM59ER0fndwm5oqj0A4pOX4pKP6Do9KWo9AOKTl8etx8KTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNERMQghaeIiIhBeqtKPvn4szX87x1ju7+2gx0LP/DNo4pERORhKTzzyZWb/+GntqONLXRiRd4UIyIihui0rYiIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNERMQghaeIiIhBCk8RERGDFJ4iIiIGFZjw/PTTT7G3t8fX978PPjebzfj7+1O/fn0qVapEz549OXfunNVyiYmJeHl54eLigouLC15eXiQmJlq1OXPmDD169KBSpUo0aNCAgIAAzGazVZsdO3bg7u5OxYoVcXd3Z+fOnXnXWRERKdQKRHgePXqUNWvW4ObmZjV9wYIFLFmyhICAAPbt24eTkxO9e/fm1q1bljYjRozg5MmTbNu2jaCgIE6ePMnIkSMt82/evEnv3r2pWLEi+/btY+bMmSxatIjFixdb2kRGRvL666/Tv39/wsPD6d+/P8OGDePYsWN533kRESl08j08b9y4wZtvvsmiRYuwt7e3TDebzQQGBjJ+/Hg8PT1p2LAhgYGBJCUlERQUBEBUVBR79+5l/vz5uLu706pVK+bNm8eePXuIjo4GYNu2baSkpBAYGEjDhg3x9PRk3LhxLF261HL0GRgYSPv27fHx8aFevXr4+Pjw3HPPERgY+OR3iIiIFHj5Hp5p4dixY0er6TExMcTFxdG5c2fLNFtbW9q2bcuRI0eA+0eMZcqUwd3d3dKmdevW2NnZWbVp06YNtra2ljZdunQhNjaWmJgY4P6Rb/rtpLVJW4eIiEh6+fo+zzVr1nDp0iWWLVuWYV5cXBwATk5OVtOdnJyIjY0FID4+HgcHB0wmk2W+yWTC0dGR+Ph4S5sqVapkWEfavBo1ahAXF5fpdtLWkZW0o9snJeXPlCe+zYdREGt6VEWlL0WlH1B0+lJU+gFFpy/p++Hq6mpo2XwLz+joaGbMmMHu3bspWbJklu3SByPcP537YFg+KKc2aadrc2qT2brTM7qzH5dtadsnvs2cREdHF7iaHlVR6UtR6QcUnb4UlX5A0enL4/Yj307bRkZGcv36ddq0aYODgwMODg4cOnSIlStX4uDgwNNPPw2Q4egvISHBcpRYsWJFEhISrEbOms1mrl+/btUms3XAf49AnZ2ds92OiIhIevkWnj179uTw4cOEh4dbfpo2bUrfvn0JDw+nTp06ODs7ExYWZlkmNTWViIgIyzXOVq1akZSURGRkpKVNZGQkycnJVm0iIiJITU21tAkLC6Ny5cpUr14dgJYtW1ptJ61N+mupIiIiafLttK29vb3V6FqA0qVLU6FCBRo2bAjA6NGj+fTTT3F1daVOnTrMmTMHOzs7+vXrB0C9evXo2rUrEyZMYMGCBZjNZiZMmED37t0th+P9+vUjICAAb29vfHx8uHjxIvPnz2fixImW07KjRo2iR48ezJ07lxdffJFdu3YRHh5OaGjoE9wjIiJSWOTrgKGcjBs3jpSUFHx9fUlMTKR58+YEBwdTtmxZS5sVK1YwadIk+vTpA4CHhwezZs2yzC9fvjzbt2/Hx8eHTp06YW9vz5gxYxg7dqyljbu7O6tXr+ajjz7C39+fmjVrsnr1alq0aPHkOisiIoVGgQrPr776yup3k8mEn58ffn5+WS5ToUIFli9fnu163dzc2L17d7ZtPD098fT0fPhiRUTkLyvf7/MUEREpbBSeIiIiBik8RUREDFJ4ioiIGKTwFBERMUjhKSIiYpDCU0RExCCFp4iIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNERMQghaeIiIhBCk8RERGDFJ4iIiIGKTxFREQMUniKiIgYpPAUERExSOEpIiJikMJTRETEoOL5XYAULW/PmM3P15MNL1fbwY6FH/jmQUUiIrlP4Sm56ufryRxq8qbxBU+syP1iRETyiE7bioiIGKTwFBERMUjhKSIiYpDCU0RExCCFp4iIiEEKTxEREYN0q0ohcjHqPD3HTTO8nO6hFBHJXQrPQiTFppTuoRQRKQB02lZERMQghaeIiIhBCk8RERGDFJ4iIiIGKTxFREQMUniKiIgYpPAUERExKN/Cc8WKFbRt25Zq1apRrVo1/va3v7Fnzx7LfLPZjL+/P/Xr16dSpUr07NmTc+fOWa0jMTERLy8vXFxccHFxwcvLi8TERKs2Z86coUePHlSqVIkGDRoQEBCA2Wy2arNjxw7c3d2pWLEi7u7u7Ny5M+86LiIihV6+hWeVKlWYPn06Bw4cICwsjA4dOjBkyBBOnz4NwIIFC1iyZAkBAQHs27cPJycnevfuza1btyzrGDFiBCdPnmTbtm0EBQVx8uRJRo4caZl/8+ZNevfuTcWKFdm3bx8zZ85k0aJFLF682NImMjKS119/nf79+xMeHk7//v0ZNmwYx44de3I7Q0RECpV8e8JQz549rX6fMmUKq1at4ujRo7i5uREYGMj48ePx9PQEIDAwEFdXV4KCghg+fDhRUVHs3buX0NBQ3N3dAZg3bx4eHh5ER0fj6urKtm3bSElJITAwEFtbWxo2bMiFCxdYunQpY8eOxWQyERgYSPv27fHx8QGgXr16hIeHExgYyKpVq57sThERkUKhQFzzvHv3Ll9++SXJycm0atWKmJgY4uLi6Ny5s6WNra0tbdu25ciRI8D9I8YyZcpYghOgdevW2NnZWbVp06YNtra2ljZdunQhNjaWmJgYAI4ePWq1nbQ2aesQERF5UL4+2/bMmTN069aN1NRU7OzsWL9+PW5ubpbgcnJysmrv5OREbGwsAPHx8Tg4OGAymSzzTSYTjo6OxMfHW9pUqVIlwzrS5tWoUYO4uLhMt5O2juxER0cb7PHjuXv33iMtl/JnSp7Wmn7dKX+mPNI68rrGh1UQasgNRaUfUHT6UlT6AUWnL+n74erqamjZfA1PV1dXwsPDuXHjBiEhIYwePZpdu3ZZ5qcPRrg/iOjBsHxQTm3SBgvl1CazdWdW/5NkY/NoJwqu/hLD+MUbDC/3MG9jSTtFnsa2tG02rbNmW9r2ie/PBz3Yl8KqqPQDik5fiko/oOj05XH7ka/hWbJkSWrVqgVA06ZN+emnn1i6dKnl+mN8fDxVq1a1tE9ISLAcJVasWJGEhASroDObzVy/ft2qzYNHkAkJCcB/j0CdnZ0zbfPg0WhhprexiIjkrgJxzTPNvXv3uH37NtWrV8fZ2ZmwsDDLvNTUVCIiIizXOFu1akVSUhKRkZGWNpGRkSQnJ1u1iYiIIDU11dImLCyMypUrU716dQBatmxptZ20NumvpYqIiKSXb+E5bdo0Dh8+TExMDGfOnGH69OkcPHiQ/v37YzKZGD16NPPnzyckJISzZ8/i7e2NnZ0d/fr1A+6Piu3atSsTJkzg6NGjREZGMmHCBLp37245FO/Xrx+2trZ4e3tz9uxZQkJCmD9/Pt7e3paj1VGjRvH9998zd+5cLly4wNy5cwkPD2f06NH5tWtERKSAy7fTtnFxcXh5eREfH0+5cuVwc3MjKCiILl26ADBu3DhSUlLw9fUlMTGR5s2bExwcTNmyZS3rWLFiBZMmTaJPnz4AeHh4MGvWLMv88uXLs337dnx8fOjUqRP29vaMGTOGsWPHWtq4u7uzevVqPvroI/z9/alZsyarV6+mRYsWT2hPiIhIYZNv4RkYGJjtfJPJhJ+fH35+flm2qVChAsuXL892PW5ubuzevTvbNp6enpb7SeW/Lkadp+e4adm2SfkzxWqQUPTlX6BJHhcmIpLP8nXAkBRsjzLQqNzF9/KoGhGRgqNADRgSEREpDBSeIiIiBik8RUREDFJ4ioiIGKTwFBERMUjhKSIiYpDCU0RExCBD4RkQEMDZs2eznH/u3DkCAgIeuygREZGCzFB4zpw5kzNnzmQ5X+EpIiJ/Bbl62jYpKYkSJUrk5ipFREQKnBwfz3f69GlOnTpl+T0iIoI7d+5kaJeYmMjq1aupU6dO7lYoIiJSwOQYnrt27bKcijWZTHz++ed8/vnnmbYtW7YsK1boBcpi3MM8hD4ztR3sWPiBb+4XJCKSjRzD8+9//ztdu3bFbDbTrVs3Jk+ebHltWBqTyUTp0qWpXbs2JUuWzLNipeh6lIfQA3BCf6yJyJOXY3hWqVKFKlWqALBz507q1auHk5NTnhcmIiJSUBl6Jdlzzz2XV3WIiIgUGobf57l//37WrFnD5cuX+eOPPzCbzVbzTSYTJ06cyLUCRUREChpD4RkYGMh7772Ho6MjLVq0oEGDBnlVl4iISIFlKDyXLFlCu3bt+PLLLzUwSERE/rIMPSTh+vXr9OnTR8EpIiJ/aYbCs0mTJly5ciWvahERESkUDIXnxx9/zMaNG/n+++/zqh4REZECz9A1T39/f8qVK0evXr2oXbs21apVw8bGxqqNyWRi69atuVqkiIhIQWIoPM+fP4/JZKJq1ar8+9//5uLFixnamEymXCtORESkIDIUnukfEC8iIvJXlauvJBMREfkrMHTk+csvvzxUu2rVqj1SMSIiIoWBofBs3LjxQ13T/P333x+5IBERkYLOUHguXrw4Q3jevXuXmJgYNm/eTMWKFRkxYkSuFigiIlLQGArPIUOGZDlv/PjxdO7cmaSkpMcuSkREpCAz/FaVrJQpU4YhQ4awdOlSvLy8cmu1Itm6GHWenuOmGVqmtoMdCz/wzZuCROQvIdfCE6BEiRLExsbm5ipFspViU4pDTd40ttCJFXlTjIj8ZeTarSqnTp3is88+o169erm1ShERkQIpV0bb3rhxg5s3b1KmTBmWLFmSa8WJiIgURIbCs127dhnC02QyYW9vT61atejbty/29va5WqCIiEhBYyg8AwMD86oOERGRQuOxrnneunWLW7du5VYtIiIihYLh8Lxy5QojR46kVq1aVK9enerVq1OrVi1GjRqlF2WLiMhfgqHTttHR0XTv3p0bN27w/PPPU69ePcxmM9HR0Wzbto1vv/2WPXv2UKdOnbyqV0REJN8ZCs/p06djNpsJCwujcePGVvNOnTqFp6cn06dPZ926dblapIiISEFiKDwPHjzIqFGjMgQnQKNGjXjzzTdZtmzZQ61r7ty57Ny5k4sXL1KyZElatGjB1KlTadiwoaWN2Wxm5syZrFmzhsTERJo3b86cOXNo0KCBpU1iYiITJ04kNDQUgBdeeIFZs2ZZjfo9c+YMvr6+/PTTT1SoUIFhw4YxceJEq5HDO3bs4JNPPuFf//oXNWvW5P333+ell14ysnukkMjqqUQpf6ZgW9o2y2ShJH4AABdgSURBVOX0ZCIRSWMoPG/fvk25cuWynF++fHlu3779UOs6ePAgb7zxBs2aNcNsNvPJJ5/Qq1cvjhw5QoUKFQBYsGABS5YsYcmSJbi6ujJr1ix69+7N0aNHKVu2LAAjRozg119/Zdu2bZhMJt5++21GjhzJli1bALh58ya9e/embdu27Nu3j+joaMaMGUPp0qV56623AIiMjOT111/Hz8+Pl156iZ07dzJs2DD27NlDixYtjOwiKQQe6alEoCcTiYiFofBs2LAhW7ZsYfjw4djaWv+F/u9//5stW7ZYHTlmJzg42Or3ZcuW4eLiwg8//ICHhwdms5nAwEDGjx+Pp6cncP9WGVdXV4KCghg+fDhRUVHs3buX0NBQ3N3dAZg3bx4eHh5ER0fj6urKtm3bSElJITAwEFtbWxo2bMiFCxdYunQpY8eOxWQyERgYSPv27fHx8QGgXr16hIeHExgYyKpVq4zsIhER+QswNNr2f/7nfzh16hSdOnVixYoV7N+/n/3797N8+XI6duzI6dOneeeddx6pkKSkJO7du2c53RoTE0NcXBydO3e2tLG1taVt27YcOXIEuH/EWKZMGUtwArRu3Ro7OzurNm3atLEK+y5duhAbG0tMTAwAR48etdpOWpu0dYiIiKRn6MizR48eLF++nPfff9/qmqHZbMbZ2Znly5fj4eHxSIVMnjyZRo0a0apVKwDi4uIAcHJysmrn5ORkefh8fHw8Dg4OVtcuTSYTjo6OxMfHW9pUqVIlwzrS5tWoUYO4uLhMt5O2DhERkfQMv1WlX79+9OrVixMnTlju63RxcaFJkyYUL/5oL2l59913+eGHHwgNDcXGxsZq3oOPAzSbzRnC8kE5tTGbzRmm57SdzERHR2c7P7fdvXuvwC9XlGtM+TPliX/mj6qw1Pkwikpfiko/oOj0JX0/XF1dDS37SGlXvHhxWrRokSuDafz8/AgODmbnzp3UqFHDMt3Z2Rm4f3RYtWpVy/SEhATLUWLFihVJSEiwCjqz2cz169et2jx4BJmQkAD89wjU2dk50zYPHo0+yOjOflw2No/2QKgnuVxRrvHqLzGMX7zB8HJPepRu2vX+oqCo9KWo9AOKTl8etx85hmdcXBwvvvgiL7/8MlOmTMmy3YcffsjOnTv5+uuvcXR0fKiNT5o0ieDgYHbt2kXdunWt5lWvXh1nZ2fCwsJo1qwZAKmpqURERDBjxgwAWrVqRVJSEpGRkZbrnpGRkSQnJ1t+b9WqFdOmTSM1NZVSpUoBEBYWRuXKlalevToALVu2JCwsjLffftuy/bCwMKtrqSIapSsiaXL8E/yzzz7j999/Z/z48dm2GzduHNevX3/o+zx9fHzYuHEjK1euxN7enri4OOLi4khKSgLun0YdPXo08+fPJyQkhLNnz+Lt7Y2dnR39+vUD7o+K7dq1KxMmTODo0aNERkYyYcIEunfvbvmLol+/ftja2uLt7c3Zs2cJCQlh/vz5eHt7W45WR40axffff8/cuXO5cOECc+fOJTw8nNGjRz9UX0RE5K8lx/D85ptv6NOnj+W+yqyUK1eOvn37snv37ofa8MqVK7l16xaenp7Uq1fP8rNo0SJLm3HjxuHt7Y2vry+dOnXi2rVrBAcHW9WyYsUKnn32Wfr06UPfvn159tlnrQK8fPnybN++ndjYWDp16oSvry9jxoxh7Nixljbu7u6sXr2aTZs20a5dOzZv3szq1at1j6eIiGQqx9O2//rXv/Dy8nqolbm5ubF+/fqHapuYmJhjG5PJhJ+fH35+flm2qVChAsuXL8+xrpxC3dPT03I/qYiISHZyPPI0mUzcu/dwoxPv3buX4whVERGRwi7H8HRxceHHH398qJX99NNPuLi4PHZRIiIiBVmO4dm9e3e+/PJLLly4kG27CxcuEBQUxAsvvJBrxYmIiBREOYbn2LFjsbOz46WXXiIoKIg7d+5Yzb9z5w5BQUG8/PLLlC1b1mogjoiISFGU44AhR0dHtm3bxpAhQ/Dy8uLtt9+mTp06lClThqSkJC5evEhqaiqVK1dm8+bNODg4PIm6RURE8s1DPWGoadOmRERE8PnnnxMaGkpUVBS3bt2ibNmyNG7cGA8PD4YNG0b58uXzul4REZF899CP5ytfvjzjx4/P8WEJIiIiRd2jPeRTRETkL0zhKSIiYtCjvUNMRB7axajz9Bw3zdAyT/pNLCJijMJTJI890ttY9CYWkQJNp21FREQMUniKiIgYpPAUERExSOEpIiJikMJTRETEIIWniIiIQQpPERERgxSeIiIiBik8RUREDFJ4ioiIGKTwFBERMUjhKSIiYpDCU0RExCCFp4iIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNERMQghaeIiIhBCk8RERGDFJ4iIiIGKTxFREQMKp7fBYhIRhejztNz3DTDy9V2sOOtQb1yvyARsaLwFCmAUmxKcajJm8YXPLEi94sRkQx02lZERMQghaeIiIhBCk8RERGD8jU8Dx06xMCBA2nQoAH29vZs2LDBar7ZbMbf35/69etTqVIlevbsyblz56zaJCYm4uXlhYuLCy4uLnh5eZGYmGjV5syZM/To0YNKlSrRoEEDAgICMJvNVm127NiBu7s7FStWxN3dnZ07d+ZNp0VEpNDL1/BMTk6mYcOGzJw5E1tb2wzzFyxYwJIlSwgICGDfvn04OTnRu3dvbt26ZWkzYsQITp48ybZt2wgKCuLkyZOMHDnSMv/mzZv07t2bihUrsm/fPmbOnMmiRYtYvHixpU1kZCSvv/46/fv3Jzw8nP79+zNs2DCOHTuWtztAREQKpXwdbdutWze6desGgLe3t9U8s9lMYGAg48ePx9PTE4DAwEBcXV0JCgpi+PDhREVFsXfvXkJDQ3F3dwdg3rx5eHh4EB0djaurK9u2bSMlJYXAwEBsbW1p2LAhFy5cYOnSpYwdOxaTyURgYCDt27fHx8cHgHr16hEeHk5gYCCrVq16gntEREQKgwJ7zTMmJoa4uDg6d+5smWZra0vbtm05cuQIcP+IsUyZMpbgBGjdujV2dnZWbdq0aWN1ZNulSxdiY2OJiYkB4OjRo1bbSWuTtg4REZH0Cux9nnFxcQA4OTlZTXdyciI2NhaA+Ph4HBwcMJlMlvkmkwlHR0fi4+MtbapUqZJhHWnzatSoQVxcXKbbSVtHVqKjox+hZ4/u7t17BX451Zg7yz3qtlL+TAGe/L/NvFRU+lJU+gFFpy/p++Hq6mpo2QIbnmnSByPcP537YFg+KKc2aYOFcmqT2brTM7qzH5eNzaOdKHiSy6nG3FnuUbdlW/r+GZYn/W8zr6Rdfinsiko/oOj05XH7UWBP2zo7OwNkOPpLSEiwHCVWrFiRhIQEq5GzZrOZ69evW7XJbB3w3yNQZ2fnbLcjIiKSXoENz+rVq+Ps7ExYWJhlWmpqKhEREZZrnK1atSIpKYnIyEhLm8jISJKTk63aREREkJqaamkTFhZG5cqVqV69OgAtW7a02k5am/TXUkVERNLka3gmJSVx8uRJTp48yb179/j11185efIkv/zyCyaTidGjRzN//nxCQkI4e/Ys3t7e2NnZ0a9fP+D+qNiuXbsyYcIEjh49SmRkJBMmTKB79+6Ww/F+/fpha2uLt7c3Z8+eJSQkhPnz5+Pt7W05LTtq1Ci+//575s6dy4ULF5g7dy7h4eGMHj063/aNiIgUXPkansePH6dDhw506NCBlJQU/P396dChA5988gkA48aNw9vbG19fXzp16sS1a9cIDg6mbNmylnWsWLGCZ599lj59+tC3b1+effZZli1bZplfvnx5tm/fTmxsLJ06dcLX15cxY8YwduxYSxt3d3dWr17Npk2baNeuHZs3b2b16tW0aNHiye0MEREpNPJ1wFD79u0zPA0oPZPJhJ+fH35+flm2qVChAsuXL892O25ubuzevTvbNp6enpb7SUVERLJTYK95ioiIFFQKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETGowD/bVkQe3sWo84yctdLyjNuHVdvBjoUf+OZRVSJFj8JTpAhJsSnFT23fNr7giRW5X4xIEabTtiIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNERMQghaeIiIhBus9TRLgYdZ6e46YZWkYPVpC/MoWniJBiU4pDTd40tpAerCB/YTptKyIiYpDCU0RExCCFp4iIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFID0kQkUfyKE8lAj2ZSIoGhaeIPJJHeioR6MlEUiTotK2IiIhBCk8RERGDFJ4iIiIGKTxFREQMUniKiIgYpPAUERExSOEpIiJikMJTRETEID0kQUSeKCNPJkr5MwXb0raAnkwkBYvCU0SeKD2ZSIoCnbYVERExSOEpIiJikMJTRETEIF3zTGflypUsXLiQuLg46tevj7+/P23bts3vskSER3sFmgYZSV5ReP6f4OBgJk+ezKeffkrr1q1ZuXIl/fv354cffqBatWr5XZ7IX94jDTTSICPJIwrP/7NkyRIGDx7M0KFDAZg9ezbfffcdq1evZurUqflcnYg8Cr2wW/KKKTEx0ZzfReS327dvU7lyZVatWkWvXr0s0318fDh79ixff/11PlYnIiIFjQYMAdevX+fu3bs4OTlZTXdyciI+Pj6fqhIRkYJK4ZmOyWSy+t1sNmeYJiIiovAEHBwcsLGxyXCUmZCQkOFoVEREROEJlCxZkiZNmhAWFmY1PSwsDHd393yqSkRECiqNtv0/Y8aMYeTIkTRv3hx3d3dWr17NtWvXGD58eH6XJiIiBYyOPP9Pnz598Pf3Z/bs2bRv354ffviBrVu34uLikqvbWblyJY0bN8bZ2ZmOHTty+PDhXF1/Xjh06BADBw6kQYMG2Nvbs2HDBqv5ZrMZf39/6tevT6VKlejZsyfnzp3Lp2qzNnfuXDp16kS1atWoXbs2AwYM4OzZs1ZtCktfVqxYQdu2balWrRrVqlXjb3/7G3v27LHMLyz9eNCnn36Kvb09vr7/vU2ksPTF398fe3t7q5+6deta5heWfgBcu3aNUaNGUbt2bZydnXF3d+fgwYOW+YWlL40aNcrwmdjb2/PKK69Y2jzqd7LCM50RI0Zw6tQp4uPjOXDgAO3atcvV9ac9iOGdd97h+++/p1WrVvTv359ffvklV7eT25KTk2nYsCEzZ87E1tY2w/wFCxawZMkSAgIC2LdvH05OTvTu3Ztbt27lQ7VZO3jwIG+88QZ79uwhJCSE4sWL06tXL/744w9Lm8LSlypVqjB9+nQOHDhAWFgYHTp0YMiQIZw+fRooPP1I7+jRo6xZswY3Nzer6YWpL66urkRFRVl+0n8RF5Z+JCYm0r17d8xmM1u3buXIkSPMmjXLavxHYelLWFiY1edx4MABTCaT5ZbEx/lO1n2eT1CXLl1wc3Nj4cKFlmnNmjXD09Oz0DyI4ZlnnmHWrFkMGTIEuP8XaP369XnzzTfx8fEBICUlBVdXVz788MMCfdo7KSkJFxcXNmzYgIeHR6HuC0CNGjWYOnUqw4YNK3T9uHHjBh07dmTBggXMmjWLhg0bMnv27EL1mfj7+xMSEkJERESGeYWpHzNmzODQoUNWZzLSK0x9edCcOXNYuHAh58+fp3Tp0o/1nawjzyfk9u3bnDhxgs6dO1tN79y5M0eOHMmnqh5fTEwMcXFxVv2ytbWlbdu2Bb5fSUlJ3Lt3D3t7e6Dw9uXu3bt8+eWXJCcn06pVq0LZj/Hjx+Pp6UnHjh2tphe2vly+fJkGDRrQuHFjXn/9dS5fvgwUrn589dVXNG/enOHDh1OnTh2ee+45li9fjtl8/zirMPUlPbPZzLp16xgwYAClS5d+7O9kDRh6Qorqgxji4uIAMu1XbGxsfpT00CZPnkyjRo1o1aoVUPj6cubMGbp160Zqaip2dnasX78eNzc3y3/8wtKPNWvWcOnSJZYtW5ZhXmH6TFq0aMHSpUtxdXUlISGB2bNn061bN3744YdC1Y/Lly+zatUqvL29GT9+PKdOnWLSpEkAeHl5Faq+pBcWFkZMTAyvvfYa8PjfyQrPJ6yoPoihsPXr3Xff5YcffiA0NBQbGxureYWlL66uroSHh3Pjxg1CQkIYPXo0u3btsswvDP2Ijo5mxowZ7N69m5IlS2bZrjD05W9/+5vV7y1atKBJkyZs3LiRli1bAoWjH/fu3aNp06aW05b/7//9Py5dusTKlSvx8vKytCsMfUlvzZo1NGvWjMaNG1tNf9R+6LTtE1JUH8Tg7OwMUKj65efnx5dffklISAg1atSwTC9sfSlZsiS1atWyfNE1atSIpUuXFqp+REZGcv36ddq0aYODgwMODg4cOnSIlStX4uDgwNNPPw0Ujr48qEyZMtSvX59Lly4Vqs/E2dmZevXqWU2rW7cuv/76q2U+FI6+pPnf//1fvv76a8uLP+Dxv5MVnk9IUX0QQ/Xq1XF2drbqV2pqKhEREQWyX5MmTSIoKIiQkBCr2wig8PXlQffu3eP27duFqh89e/bk8OHDhIeHW36aNm1K3759CQ8Pp06dOoWmLw9KTU0lOjoaZ2fnQvWZtG7dmosXL1pNu3jxouXVjIWpL2k2btzIU089RZ8+fSzTHvc72Wby5MnTcrtQyVzZsmXx9/enUqVKlCpVitmzZ3P48GEWL15M+fLl87u8LCUlJXH+/Hni4uJYt24dDRs2pFy5cty+fZvy5ctz9+5d5s2bR506dbh79y7vvfcecXFxzJ8/n6eeeiq/y7fw8fFh8+bNfPHFF1StWpXk5GSSk5OB+/+RTCZToenLtGnTKFmyJPfu3ePq1asEBgaydetWpk2bRu3atQtNP0qVKoWTk5PVz7Zt23BxcWHIkCGF6jN5//33LZ/JxYsX8fX15dKlS8ybNw97e/tC04+qVasSEBBAsWLFqFSpEgcOHOCjjz5iwoQJNG/evFB9JnD/NOyYMWPo3r271Vuz4PG+k3XN8wnq06cPv//+O7NnzyYuLo4GDRrkyYMYctvx48d56aWXLL/7+/vj7+/PoEGDCAwMZNy4caSkpODr60tiYiLNmzcnODiYsmXL5mPVGa1cuRIAT09Pq+mTJk3Cz88PoND0JS4uDi8vL+Lj4ylXrhxubm4EBQXRpUsXoPD042EUlr789ttvjBgxguvXr+Po6EiLFi349ttvLf+/C0s/mjVrxoYNG5gxYwazZ8+matWqvPvuu4wYMcLSprD0BSA8PJyff/6Z5cuXZ5j3ON/Jus9TRETEIF3zFBERMUjhKSIiYpDCU0RExCCFp4iIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImKQwlNELFJSUmjVqhXNmjWzPDQfIDk5maZNm9KqVStSU1PzsUKRgkHhKSIWtra2fPbZZ1y5coUPPvjAMn3KlCn88ssvfPbZZ5QqVSofKxQpGPRWFRGx0qxZMyZMmMDs2bPp2bMnAKtXr2bixIk0a9Ysn6sTKRj0VhURyeA///kPXbt2JSEhAbPZjJOTE3v37qVEiRL5XZpIgaDwFJFMnTlzhnbt2lG8eHEOHjxI/fr187skkQJD1zxFJFP79u0D4M6dO0RFReVzNSIFi448RSSD8+fP07FjR1588UWuXr3KxYsXiYiIwMnJKb9LEykQFJ4iYuXOnTt07dqVuLg4Dh8+TGJiIs899xzPP/88GzZsyO/yRAoEnbYVEStz5szhxIkTLFiwgAoVKlCzZk2mT5/OV199xaZNm/K7PJECQUeeImLxz3/+k65duzJo0CAWLlxomW42m+nTpw8//fQThw8f5plnnsnHKkXyn8JTRETEIJ22FRERMUjhKSIiYpDCU0RExCCFp4iIiEEKTxEREYMUniIiIgYpPEVERAxSeIqIiBik8BQRETFI4SkiImLQ/wetdQC3xBviXgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JrVu3FrvgrCZMnjwZ586dw7p16+Du7l7mlb5///13lVwR+8033+C///0vOnXqVOI9zMCT25RSUlJEL/QBntzT++abb2LPnj3Yvn17iTVvv/02QkND8fXXX2PevHk1em1AXcOwbMB0DyXYu3cvZDKZ3n2WiYmJ+OWXX9ChQwds2bKl1PNMV69exc8//4zTp09j4MCBlerH559/jrffflvvHKHO/v378dtvv6FJkybo27dvpdovj6cPb61evbrU+83Wr1+PRYsWYcuWLUJYhoaGYuTIkSU+YejMmTM4e/YsAJT6BliXTZgwAbt378bp06fxzjvvIDw8HC+//LKwXqvVQqlUYsOGDWjRogU+//zzcrXbtGlTfPrpp5g8eTKWLl1aXd0v1VtvvYXo6GjExcVhwoQJ2LhxI1q3bq1XU1RUhOjoaHz33XdV8gQf3RGLgIAAuLu7l1gTGxuLd999F1u2bCnXIxw//vhjxMbGYvny5SXORjt27Ah/f38EBQXB3d0dmzdvLnZrF4BSH1fYkDAsGwjdZd2PHz8WHneXkJCAgoIC4XF3Tz/DUXe7yOTJk8u8IGPy5Mn44IMPsG3btkqHZVhYGFatWoVu3bqhR48eMDU1xb179/DTTz/hwoULwj14z3MrxtWrV+Ht7V3iOnNzcwwbNgy//fYb7Ozsynwk28SJE/HZZ59h//79WL58OZo3b47du3fjk08+ga2tLXr37g0LCwvk5+fjypUrUKlU0Gq1eO+990qdrdZljRo1wvbt2zF58mQcP34cPXr0wIgRI2BpaSk87i41NRXm5ubYvn07OnfuXO62XV1d0b9/f+H2htKUdesI8OTqUDMzs3JvF3hyRGPbtm3C4+569OiBIUOG4JVXXkGTJk1w69YtnDp1Crdv3y412Cri999/x6lTp/Dyyy/jjTfeKLVu1KhRkMvlOHnyJH7//XfhCvXStG3bFrNnz8bq1asBoMSr0XX3Qq9atQrDhw9Hz5490bt3b8hkMty9exc3btwQDrOX9oGvrFtHgCf32Vb2sYO1BcOygdBdxt6kSRMYGxujTZs2cHV1hYuLC15//XU0adJEqL179y4OHDiAxo0bF7vQ4Fnu7u5YvHgxYmNjERQUpDerKC/dJ/gzZ87g+++/R1ZWFl544QW0adMG48ePx/Tp0597Vnn79m3s2rWrxHUdOnTAjRs3ADw5rFiWl19+GaNHj8a+ffsQHR2NadOmQalU4j//+Q9UKhXOnDmDzMxMaLVamJubw9XVFW+//TaGDx/+XP2vzWQyGb7++mvExsZi9+7dUKlU+OuvvyCVSmFjY4NFixZhxowZJV6BK2b58uVlPhwcKPvWEeBJ6FY0LIEnh891t9/s3LkT58+fh0qlQlFREczNzeHg4IBx48aVGW7ltXXrVmi1WowfP77MQ7q6/yfXrl2Lbdu2lfrUraf5+fnhq6++Em4TeZZEIhFms1FRUTh9+jT27t2L+/fvw9jYGNbW1pg6dSreeuutUk89lHXrCAC89957dT4sJRqNpv6dSCEiIqpCvBqWiIhIBMOSiIhIBM9ZUp0SGxuLy5cvi9aZmJiU+i0mdcmdO3fK/SSbN954A6+++mo196huamh/N1T1GJZUpxw+fBh79+4VrevQoUO9eNO7c+dOuZ8x2rFjR4ZlKRra3w1VPV7gQ0REJILnLImIiEQwLImIiEQwLA0kNTXV0F2oERxn/cJx1i8cZ/kxLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiETwQeoGsnzjNvz3UcV2f6dWRvji4/nV1CMiIioNw9JAbtx7iB8dvSv2oosR1dMZIiIqEw/DEhERiWBYEhERiWBYEhERiWBYEhERiTBoWN6+fRuzZs1Cp06dIJfLoVAocPr0aWG9VqtFYGAgunTpAgsLC7i4uODKlSt6bWg0Gnh5ecHS0hKWlpbw8vKCRqPRq7l8+TJGjRoFCwsLdO3aFUFBQdBqtXo1Bw8ehEKhgLm5ORQKBQ4dOlR9AyciojrFYGGp0WgwcuRIaLVa7N27F+fPn8fKlSthZmYm1ISGhiIsLAxBQUGIi4uDmZkZ3NzckJubK9R4enoiKSkJ0dHRiImJQVJSEmbOnCmsv3fvHtzc3GBubo64uDisWLEC69atw/r164UatVqNadOmwcPDAyqVCh4eHpgyZQouXLhQMzuDiIhqNYPdOvLFF1/AwsICmzZtEpZZW1sL/63VaqFUKuHn5wdXV1cAgFKphI2NDWJiYjB16lRcvXoVx48fx9GjR6FQKAAAa9euhbOzM1JTU2FjY4Po6GgUFBRAqVRCKpXCzs4OKSkp2LBhA3x9fSGRSKBUKjFo0CD4+/sDAGxtbaFSqaBUKrF58+aa2ylERFQrGWxm+c0336B3796YOnUqOnfujIEDByI8PFw4PJqeno7MzEwMGzZMeI1UKoWjoyPOnz8P4MmM0NjYWAhKAOjXrx+MjIz0avr37w+pVCrUODk5ISMjA+np6QCAxMREve3oanRtEBFRw2awmeX169exefNm+Pj4wM/PD5cuXcKCBQsAAF5eXsjMzAQAvcOyut8zMjIAAFlZWWjVqhUkEomwXiKRwNTUFFlZWUJNmzZtirWhW2dtbY3MzMwSt6NrozSpqakVHfZzKbhfUOPbrAp1sc+VwXHWLxxn/SI2ThsbmzLXGywsHz9+jJ49e+KTTz4BAHTv3h3Xrl1DZGQkvLy8hLqngxB4cnj22XB8lliNbvYqVlNS208T27lVTdpMWuPbfF66w+H1HcdZv3Cc9UtVjNNgh2HlcjlsbW31lr3yyiu4efOmsB5Asdlddna2MAs0NzdHdna23pWtWq0WOTk5ejUltQH8b4Ypl8vL3A4RETVsBgvLfv36IS0tTW9ZWloa2rdvDwCwsrKCXC5HfHy8sL6wsBAJCQnCOUoHBwfk5eVBrVYLNWq1Gvn5+Xo1CQkJKCwsFGri4+PRunVrWFlZAQD69u2rtx1dzdPnQomIqOEyWFj6+PggMTERq1evxrVr1/D1118jPDwcnp6eAJ4cFvX29kZISAhiY2ORnJwMHx8fGBkZwd3dHcCTq1aHDx+OuXPnIjExEWq1GnPnzsXIkSOFKbe7uzukUil8fHyQnJyM2NhYhISEwMfHRzjMOmvWLJw6dQrBwcFISUlBcHAwVCoVvL0r+KBzIiKqlwx2zrJXr17YsWMHli5dilWrVqFdu3b497//LYQlAMyZMwcFBQWYP38+NBoNevfujf3796N58+ZCTUREBBYsWICxY8cCAJydnbFy5UphfcuWLXHgwAH4+/tj6NChkMlkmD17Nnx9fYUahUKBqKgoLFu2DIGBgejQoQOioqLQp0+fGtgTRERU2xn0K7pGjhyJkSNHlrpeIpEgICAAAQEBpdaYmJggPDy8zO3Y29vjyJEjZda4uroK93MSERE9jc+GJSIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEsGwJCIiEmGwsAwMDIRMJtP7eeWVV4T1Wq0WgYGB6NKlCywsLODi4oIrV67otaHRaODl5QVLS0tYWlrCy8sLGo1Gr+by5csYNWoULCws0LVrVwQFBUGr1erVHDx4EAqFAubm5lAoFDh06FD1DZyIiOocg84sbWxscPXqVeHn7NmzwrrQ0FCEhYUhKCgIcXFxMDMzg5ubG3Jzc4UaT09PJCUlITo6GjExMUhKSsLMmTOF9ffu3YObmxvMzc0RFxeHFStWYN26dVi/fr1Qo1arMW3aNHh4eEClUsHDwwNTpkzBhQsXamYnEBFRrdfYoBtv3BhyubzYcq1WC6VSCT8/P7i6ugIAlEolbGxsEBMTg6lTp+Lq1as4fvw4jh49CoVCAQBYu3YtnJ2dkZqaChsbG0RHR6OgoABKpRJSqRR2dnZISUnBhg0b4OvrC4lEAqVSiUGDBsHf3x8AYGtrC5VKBaVSic2bN9fcziAiolrLoDPL69evo2vXrujWrRumTZuG69evAwDS09ORmZmJYcOGCbVSqRSOjo44f/48gCczQmNjYyEoAaBfv34wMjLSq+nfvz+kUqlQ4+TkhIyMDKSnpwMAEhMT9bajq9G1QUREZLCZZZ8+fbBhwwbY2NggOzsbq1atwogRI3Du3DlkZmYCAMzMzPReY2ZmhoyMDABAVlYWWrVqBYlEIqyXSCQwNTVFVlaWUNOmTZtibejWWVtbIzMzs8Tt6NooS2pqagVH/XwK7hfU+DarQl3sc2VwnPULx1m/iI3TxsamzPUGC8t//vOfer/36dMHPXr0wM6dO9G3b18A0AtC4Mnh2WfD8VliNbqLe8RqSmr7WWI7t6pJm0lrfJvPS3dIvL7jOOsXjrN+qYpx1ppbR4yNjdGlSxdcu3ZNOI/57OwuOztbmAWam5sjOztb78pWrVaLnJwcvZqS2gD+N8OUy+VlboeIiKjWhGVhYSFSU1Mhl8thZWUFuVyO+Ph4vfUJCQnCOUoHBwfk5eVBrVYLNWq1Gvn5+Xo1CQkJKCwsFGri4+PRunVrWFlZAQD69u2rtx1dzdPnQomIqGEzWFguWrQIp0+fxvXr13HhwgVMnjwZ9+/fx4QJEyCRSODt7Y2QkBDExsYiOTkZPj4+MDIygru7O4AnV60OHz4cc+fORWJiItRqNebOnYuRI0cK0213d3dIpVL4+PggOTkZsbGxCAkJgY+Pj3CYddasWTh16hSCg4ORkpKC4OBgqFQqeHt7G2rXEBFRLWOwc5Z//vknPD09kZOTA1NTU/Tp0wf/+c9/YGlpCQCYM2cOCgoKMH/+fGg0GvTu3Rv79+9H8+bNhTYiIiKwYMECjB07FgDg7OyMlStXCutbtmyJAwcOwN/fH0OHDoVMJsPs2bPh6+sr1CgUCkRFRWHZsmUIDAxEhw4dEBUVhT59+tTQniAiotrOYGEZFRVV5nqJRIKAgAAEBASUWmNiYoLw8PAy27G3t8eRI0fKrHF1dRXu5yQiInpWrTlnSUREVFsxLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiEQwLImIiETUmrBcs2YNZDIZ5s+fLyzTarUIDAxEly5dYGFhARcXF1y5ckXvdRqNBl5eXrC0tISlpSW8vLyg0Wj0ai5fvoxRo0bBwsICXbt2RVBQELRarV7NwYMHoVAoYG5uDoVCgUOHDlXfYImIqE6pFWGZmJiIbdu2wd7eXm95aGgowsLCEBQUhLi4OJiZmcHNzQ25ublCjaenJ5KSkhAdHY2YmBgkJSVh5syZwvp79+7Bzc0N5ubmiIuLw4oVK7Bu3TqsX79eqFGr1Zg2bRo8PDygUqng4eGBKVOm4MKFC9U/eCIiqvUMHpZ3797FjBkzsG7dOshkMmG5VquFUqmEn58fXF1dYWdnB6VSiby8PMTExAAArl69iuPHjyMkJAQKhQIODg5Yu3Ytjh07htTUVABAdHQ0CgoKoFQqYWdnB1dXV8yZMwcbNmwQZpdKpRKDBg2Cv78/bG1t4e/vj4EDB0KpVNb8DiEiolrH4GGpC8MhQ4boLU9PT0dmZiaGDRsmLJNKpXB0dMT58+cBPJkRGhsbQ6FQCDX9+vWDkZGRXk3//v0hlUqFGicnJ2RkZCA9PR3Ak5nt09vR1ejaICKihs2gYblt2zZcu3YNH330UbF1mZmZAAAzMzO95WZmZsjKygIAZGVloVWrVpBIJMJ6iUQCU1NTvZqS2tCt022rrO0QEVHD1thQG05NTcXSpUtx5MgRNG3atNS6p4MQeHJ49tlwfJZYje7wq1hNSW0/O4aaVHC/oMa3WRXqYp8rg+OsXzjO+kVsnDmRXY4AACAASURBVDY2NmWuN1hYqtVq5OTkoH///sKyoqIinD17FlFRUTh37hyAJ7O/du3aCTXZ2dnCLNDc3BzZ2dl6wabVapGTk6NX8+wMMTs7G8D/ZphyubzEmmdnm88S27lVTdpMWuPbfF6pqal1rs+VwXHWLxxn/VIV46zQYdigoCAkJyeXuv7KlSsICgoqV1suLi44e/YsVCqV8NOzZ0+MGzcOKpUKnTt3hlwuR3x8vPCawsJCJCQkCOcoHRwckJeXB7VaLdSo1Wrk5+fr1SQkJKCwsFCoiY+PR+vWrWFlZQUA6Nu3r952dDVPnwslIqKGq0JhuWLFCly+fLnU9RUJS5lMBjs7O72fZs2awcTEBHZ2dpBIJPD29kZISAhiY2ORnJwMHx8fGBkZwd3dHQBga2uL4cOHY+7cuUhMTIRarcbcuXMxcuRI4VOEu7s7pFIpfHx8kJycjNjYWISEhMDHx0eYjc6aNQunTp1CcHAwUlJSEBwcDJVKBW9v74rsHiIiqqeq9DBsXl4emjRpUmXtzZkzBwUFBZg/fz40Gg169+6N/fv3o3nz5kJNREQEFixYgLFjxwIAnJ2dsXLlSmF9y5YtceDAAfj7+2Po0KGQyWSYPXs2fH19hRqFQoGoqCgsW7YMgYGB6NChA6KiotCnT58qGwsREdVdomH5yy+/4NKlS8LvCQkJePToUbE6jUaDqKgodO7cudKd+eabb/R+l0gkCAgIQEBAQKmvMTExQXh4eJnt2tvb48iRI2XWuLq6wtXVtfydJSKiBkM0LA8fPiwcWpVIJNiyZQu2bNlSYm3z5s0RERFRtT0kIiIyMNGwfPfddzF8+HBotVqMGDECCxcuhJOTk16NRCJBs2bN0KlTpzJvAyEiIqqLRMOyTZs2aNOmDQDg0KFDsLW1Fb2lgoiIqD6p0AU+AwcOrK5+EBER1VoVvhr2xIkT2LZtG65fv447d+4U+6oriUSCixcvVlkHiYiIDK1CYalUKvHRRx/B1NQUffr0QdeuXaurX0RERLVGhcIyLCwMAwYMwL59+3ghDxERNRgVeoJPTk4Oxo4dy6AkIqIGpUJh2aNHD9y4caO6+kJERFQrVSgsly9fjp07d+LUqVPV1R8iIqJap0LnLAMDA9GiRQuMGTMGnTp1Qvv27dGoUSO9GolEgr1791ZpJ4mIiAypQmH566+/QiKRoF27dvj777+RlpZWrEbsC5OJiIjqmgqF5dMPVCciImooKnTOkoiIqCGq0Mzyjz/+KFdd+/btK9UZIiKi2qhCYdmtW7dynZP866+/Kt0hIiKi2qZCYbl+/fpiYVlUVIT09HTs3r0b5ubm8PT0rNIOEhERGVqFwnLSpEmlrvPz88OwYcOQl5f33J0iIiKqTarsAh9jY2NMmjQJGzZsqKomiYiIaoUqvRq2SZMmyMjIqMomiYiIDK7KwvLSpUvYuHEjbG1tq6pJIiKiWqFKroa9e/cu7t27B2NjY4SFhVVZ54iIiGqDCoXlgAEDioWlRCKBTCZDx44dMW7cOMhksirtIBERkaFVKCyVSmV19YOIiKjWeq5zlrm5ucjNza2qvhAREdVKFQ7LGzduYObMmejYsSOsrKxgZWWFjh07YtasWRX6YuiIiAg4Ojqiffv2aN++Pf75z3/i2LFjwnqtVovAwEB06dIFFhYWcHFxwZUrV/Ta0Gg08PLygqWlJSwtLeHl5QWNRqNXc/nyZYwaNQoWFhbo2rUrgoKCoNVq9WoOHjwIhUIBc3NzKBQKHDp0qKK7hYiI6rEKhWVqair+8Y9/ICYmBj179sSsWbMwc+ZM9OrVC9HR0Rg6dGiJX9tVkjZt2mDJkiU4efIk4uPjMXjwYEyaNAm//PILACA0NBRhYWEICgpCXFwczMzM4ObmpjeT9fT0RFJSEqKjoxETE4OkpCTMnDlTWH/v3j24ubnB3NwccXFxWLFiBdatW4f169cLNWq1GtOmTYOHhwdUKhU8PDwwZcoUXLhwoSK7hoiI6rEKnbNcsmQJtFot4uPj0a1bN711ly5dgqurK5YsWYKvvvpKtC0XFxe93xcvXozNmzcjMTER9vb2UCqV8PPzg6urK4An50ttbGwQExODqVOn4urVqzh+/DiOHj0KhUIBAFi7di2cnZ2RmpoKGxsbREdHo6CgAEqlElKpFHZ2dkhJScGGDRvg6+sLiUQCpVKJQYMGwd/fHwBga2sLlUoFpVKJzZs3V2T3EBFRPVWhmeXp06cxc+bMYkEJAK+99hpmzJgBlUpV4U4UFRVh3759yM/Ph4ODA9LT05GZmYlhw4YJNVKpFI6Ojjh//jyAJzNCY2NjISgBoF+/fjAyMtKr6d+/P6RSqVDj5OSEjIwMpKenAwASExP1tqOr0bVBRERUoZnlgwcP0KJFi1LXt2zZEg8ePCh3e5cvX8aIESNQWFgIIyMjbN++Hfb29kJQmZmZ6dWbmZkJTwjKyspCq1at9G5lkUgkMDU1RVZWllDTpk2bYm3o1llbWyMzM7PE7ejaKEtqamq5x1oVCu4X1Pg2q0Jd7HNlcJz1C8dZv4iN08bGpsz1FQpLOzs77NmzB1OnTtWbrQHA33//jT179sDOzq7c7dnY2EClUuHu3buIjY2Ft7c3Dh8+LKx/9p5OrVZbLByfJVaju7hHrKY8X0UmtnOrmrSZtMa3+bx0h8TrO46zfuE465eqGGeFwvKDDz7A22+/jaFDh2L69OnCxlNSUhAVFYXU1FRs37693O01bdoUHTt2BAD07NkTP/74IzZs2CCcP8zKykK7du2E+uzsbGEWaG5ujuzsbL1g02q1yMnJ0at5doaYnZ0N4H8zTLlcXmLNs7NNIiJquCoUlqNGjUJ4eDgWLVqEDz/8UC+k5HI5wsPD4ezsXOnOPH78GA8ePICVlRXkcjni4+PRq1cvAEBhYSESEhKwdOlSAICDgwPy8vKgVquF85ZqtRr5+fnC7w4ODvj0009RWFiIl156CQAQHx+P1q1bw8rKCgDQt29fxMfH4/333xf6ER8fr3cutK57f+kq/JaTX+HXdWplhC8+nl8NPSIiqlsqFJYA4O7ujjFjxuDixYvCfZWWlpbo0aMHGjcuf3OffvopRowYgbZt2yIvLw8xMTE4ffo09u7dC4lEAm9vb6xZswY2Njbo3LkzVq9eDSMjI7i7uwN4ctXq8OHDMXfuXISGhkKr1WLu3LkYOXKkMON1d3dHUFAQfHx84O/vj7S0NISEhOgF/axZszBq1CgEBwdj9OjROHz4MFQqFY4ePVrRXVNr/ZaTjzM9ZlT8hRcjqr4zRER1UIXDEgAaN26MPn36oE+fPpXecGZmJry8vJCVlYUWLVrA3t4eMTExcHJyAgDMmTMHBQUFmD9/PjQaDXr37o39+/ejefPmQhsRERFYsGABxo4dCwBwdnbGypUrhfUtW7bEgQMH4O/vj6FDh0Imk2H27Nnw9fUVahQKBaKiorBs2TIEBgaiQ4cOiIqKeq6xERFR/SIalpmZmRg9ejT+9a9/YfHixaXWffbZZzh06BC+/fZbmJqaim5Y7DmzEokEAQEBCAgIKLXGxMQE4eHhZbZjb2+PI0eOlFnj6uoq3M9JRET0LNH7LDdu3Ii//voLfn5+ZdbNmTMHOTk52LRpU5V1joiIqDYQDcvvvvsOY8eO1Tv8WZIWLVpg3LhxorM4IiKiukY0LH///Xe8+uqr5WrM3t4e165de+5OERER1SaiYSmRSPD48eNyNfb48eNy3cxPRERUl4iGpaWlJX744YdyNfbjjz/C0tLyuTtFRERUm4iG5ciRI7Fv3z6kpKSUWZeSkoKYmBi8/vrrVdY5IiKi2kA0LH19fWFkZIQ33ngDMTExePTokd76R48eISYmBv/617/QvHlzvXsYiYiI6gPR+yxNTU0RHR2NSZMmwcvLC++//z46d+4MY2Nj5OXlIS0tDYWFhWjdujV2796NVq1a1US/qQakXf0VLnM+rdBr+Ig8IqqPyvUEn549eyIhIQFbtmzB0aNHcfXqVeTm5qJ58+bo1q0bnJ2dMWXKFLRs2bK6+9ugVSa8ACD1+h9Aj4pvr6DRSxV/TB4fkUdE9VC5H3fXsmVL+Pn5iT6cgKpPpcILQIu0j6qhN0REDYfoOUsiIqKGjmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkgmFJREQkotwPUicqj2e/GaXgfgGkzaSir+NXexFRbcawpCpV2W9G4Vd7EVFtZrDDsMHBwRg6dCjat2+PTp064a233kJycrJejVarRWBgILp06QILCwu4uLjgypUrejUajQZeXl6wtLSEpaUlvLy8oNFo9GouX76MUaNGwcLCAl27dkVQUBC0Wq1ezcGDB6FQKGBubg6FQoFDhw5Vz8CJiKjOMVhYnj59GtOnT8exY8cQGxuLxo0bY8yYMbhz545QExoairCwMAQFBSEuLg5mZmZwc3NDbm6uUOPp6YmkpCRER0cjJiYGSUlJmDlzprD+3r17cHNzg7m5OeLi4rBixQqsW7cO69evF2rUajWmTZsGDw8PqFQqeHh4YMqUKbhw4ULN7AwiIqrVDHYYdv/+/Xq/b9q0CZaWljh37hycnZ2h1WqhVCrh5+cHV1dXAIBSqYSNjQ1iYmIwdepUXL16FcePH8fRo0ehUCgAAGvXroWzszNSU1NhY2OD6OhoFBQUQKlUQiqVws7ODikpKdiwYQN8fX0hkUigVCoxaNAg+Pv7AwBsbW2hUqmgVCqxefPmmt0xRERU69Saq2Hz8vLw+PFjyGQyAEB6ejoyMzMxbNgwoUYqlcLR0RHnz58H8GRGaGxsLAQlAPTr1w9GRkZ6Nf3794dU+r+LTJycnJCRkYH09HQAQGJiot52dDW6NoiIqGGrNRf4LFy4EK+99hocHBwAAJmZmQAAMzMzvTozMzNkZGQAALKystCqVStIJBJhvUQigampKbKysoSaNm3aFGtDt87a2hqZmZklbkfXRmlSU1MrOsznUlT0uNa/rrLbKrhfUOP7s6rV9f6XF8dZv3CcT9jY2JS5vlaE5b///W+cO3cOR48eRaNGjfTWPR2EwJOLfp4Nx2eJ1egu7hGrKantp4nt3KrWqFHlDgTU5Osquy1pM2mN78+qpDvsX99xnPULx1l+Bj8MGxAQgH379iE2NhbW1tbCcrlcDgDFZnfZ2dnCLNDc3BzZ2dl6V7ZqtVrk5OTo1ZTUBvC/GaZcLi9zO0RE1LAZNCwXLFiAmJgYxMbG4pVXXtFbZ2VlBblcjvj4eGFZYWEhEhIShHOUDg4OyMvLg1qtFmrUajXy8/P1ahISElBYWCjUxMfHo3Xr1rCysgIA9O3bV287upqnz4USEVHDZbCw9Pf3x86dOxEZGQmZTIbMzExkZmYiLy8PwJPDot7e3ggJCUFsbCySk5Ph4+MDIyMjuLu7A3hy1erw4cMxd+5cJCYmQq1WY+7cuRg5cqQw5XZ3d4dUKoWPjw+Sk5MRGxuLkJAQ+Pj4CIdZZ82ahVOnTiE4OBgpKSkIDg6GSqWCt7e3YXYOERHVKgY7ZxkZGQkAwm0hOgsWLEBAQAAAYM6cOSgoKMD8+fOh0WjQu3dv7N+/H82bNxfqIyIisGDBAowdOxYA4OzsjJUrVwrrW7ZsiQMHDsDf3x9Dhw6FTCbD7Nmz4evrK9QoFApERUVh2bJlCAwMRIcOHRAVFYU+ffpU2/iJiKjuMFhYPvuUnZJIJBIEBAQI4VkSExMThIeHl9mOvb09jhw5UmaNq6trseAmIiICasEFPkRERLVdrbh1hKg+e3/pKvyWk1+h1/BbWIhqF4YlUTX7LSe/4t/Ewm9hIapVeBiWiIhIBMOSiIhIBA/DEpVTWeceC+4XQNpMWuK61Ot/AD2qs2dEVN0YlkTlVKlzjwBapH1UDb0hoprEsKRaIe3qr3CZ82mFX8erRomoJjAsqVYoaPRSpWZtaXvmVThk60LA8sMDUe3CsKQ6rVIhWwduy6jsh4e6MDaiuohXwxIREYlgWBIREYlgWBIREYlgWBIREYlgWBIREYlgWBIREYngrSPU4FT2HkY+to6o4WJYUoNT2XsY+dg6ooaLh2GJiIhEMCyJiIhEMCyJiIhEMCyJiIhEMCyJiIhEMCyJiIhEMCyJiIhEGDQsz5w5g/Hjx6Nr166QyWTYsWOH3nqtVovAwEB06dIFFhYWcHFxwZUrV/RqNBoNvLy8YGlpCUtLS3h5eUGj0ejVXL58GaNGjYKFhQW6du2KoKAgaLVavZqDBw9CoVDA3NwcCoUChw4dqp5BExFRnWPQsMzPz4ednR1WrFgBqVRabH1oaCjCwsIQFBSEuLg4mJmZwc3NDbm5uUKNp6cnkpKSEB0djZiYGCQlJWHmzJnC+nv37sHNzQ3m5uaIi4vDihUrsG7dOqxfv16oUavVmDZtGjw8PKBSqeDh4YEpU6bgwoUL1bsDiIioTjDoE3xGjBiBESNGAAB8fHz01mm1WiiVSvj5+cHV1RUAoFQqYWNjg5iYGEydOhVXr17F8ePHcfToUSgUCgDA2rVr4ezsjNTUVNjY2CA6OhoFBQVQKpWQSqWws7NDSkoKNmzYAF9fX0gkEiiVSgwaNAj+/v4AAFtbW6hUKiiVSmzevLkG9wjR86nso/w6tTLCFx/Pr/oOEdUTtfZxd+np6cjMzMSwYcOEZVKpFI6Ojjh//jymTp0KtVoNY2NjISgBoF+/fjAyMsL58+dhY2MDtVqN/v37681cnZycsHz5cqSnp8Pa2hqJiYnw8vLS276TkxPCw8Orf6BEVaiyj/LDxYiq7wxRPVJrwzIzMxMAYGZmprfczMwMGRkZAICsrCy0atUKEolEWC+RSGBqaoqsrCyhpk2bNsXa0K2ztrZGZmZmidvRtVGa1NTUSoys8oqKHtf617GPVfO6mu5jwf2Ccv891/TfvaFwnPWL2DhtbGzKXF9rw1Ln6SAEnhyefTYcnyVWo7u4R6ympLafJrZzq1qjRpU7xVyTr2Mfq+Z1Nd1HaTNpuf6edac36juOs36pinHW2ltH5HI5ABSb3WVnZwuzQHNzc2RnZ+td2arVapGTk6NXU1IbwP9mmHK5vMztEBFRw1Zrw9LKygpyuRzx8fHCssLCQiQkJAjnKB0cHJCXlwe1Wi3UqNVq5Ofn69UkJCSgsLBQqImPj0fr1q1hZWUFAOjbt6/ednQ1T58LJSKihsugYZmXl4ekpCQkJSXh8ePHuHnzJpKSkvDHH39AIpHA29sbISEhiI2NRXJyMnx8fGBkZAR3d3cAT65aHT58OObOnYvExESo1WrMnTsXI0eOFKbc7u7ukEql8PHxQXJyMmJjYxESEgIfHx/hMOusWbNw6tQpBAcHIyUlBcHBwVCpVPD29jbYviEiotrDoGH5008/YfDgwRg8eDAKCgoQGBiIwYMH4/PPPwcAzJkzBz4+Ppg/fz6GDh2K27dvY//+/WjevLnQRkREBF599VWMHTsW48aNw6uvvopNmzYJ61u2bIkDBw4gIyMDQ4cOxfz58zF79mz4+voKNQqFAlFRUdi1axcGDBiA3bt3IyoqCn369Km5nUFERLWWQS/wGTRoULGn7TxNIpEgICAAAQEBpdaYmJiI3uJhb2+PI0eOlFnj6uoq3M9JRET0tFp/NSwRVb/yPsyg4H4BpM2e3LPMBxlQQ8KwJKLKPcyADzKgBqTWXg1LRERUW3BmSUSVwufQUkPCsCSiSqnsc2jT9sxjyFKdw7AkohrFh71TXcRzlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCJ46wgR1QmVeQgC782kqsKwJKI6gc+vJUPiYVgiIiIRDEsiIiIRDEsiIiIRDEsiIiIRvMCHiOqtyn6NmFnjR9i6ZlnVd4jqLIYlEdVblf2Gk15nv6iG3lBdxsOwREREIjizJCJ6Rvrvv/ELqkkPw5KI6BmFjZtV6vBt2p55fMpQPcWwJCKqInzKUP3FsHxKZGQkvvjiC2RmZqJLly4IDAyEo6OjobtFRPVYZa/Y5Yy0ZjEs/9/+/fuxcOFCrFmzBv369UNkZCQ8PDxw7tw5tG/f3tDdI6J6qrJX7HJGWrN4Nez/CwsLw8SJEzF58mTY2tpi1apVkMvliIqKMnTXiIjIwCQajUZr6E4Y2oMHD9C6dWts3rwZY8aMEZb7+/sjOTkZ3377rQF7R0REhsaZJYCcnBwUFRXBzMxMb7mZmRmysrIM1CsiIqotGJZPkUgker9rtdpiy4iIqOFhWAJo1aoVGjVqVGwWmZ2dXWy2SUREDQ/DEkDTpk3Ro0cPxMfH6y2Pj4+HQqEwUK+IiKi24K0j/2/27NmYOXMmevfuDYVCgaioKNy+fRtTp041dNeIiMjAOLP8f2PHjkVgYCBWrVqFQYMG4dy5c9i7dy8sLS2rdDuRkZHo1q0b5HI5hgwZgrNnz1Zp+4YWHByMoUOHon379ujUqRPeeustJCcnG7pb1W7NmjWQyWSYP79+3iR++/ZtzJo1C506dYJcLodCocDp06cN3a0qVVRUhGXLlgn/f3br1g3Lli3Do0ePDN2153LmzBmMHz8eXbt2hUwmw44dO/TWa7VaBAYGokuXLrCwsICLiwuuXLlioN5WXlnjfPjwIT755BM4OjqiTZs2sLW1haenJ/74449yt8+wfIqnpycuXbqErKwsnDx5EgMGDKjS9nUPPpg3bx5OnToFBwcHeHh4VOgfrLY7ffo0pk+fjmPHjiE2NhaNGzfGmDFjcOfOHUN3rdokJiZi27ZtsLe3N3RXqoVGo8HIkSOh1Wqxd+9enD9/HitXrqx35/NDQkIQGRmJoKAgqNVqrFixAhEREQgODjZ0155Lfn4+7OzssGLFCkil0mLrQ0NDERYWhqCgIMTFxcHMzAxubm7Izc01QG8rr6xx3r9/Hz///DP8/f1x8uRJ7Ny5E7du3YK7u3u5PwzxPssa5OTkBHt7e3zxxf++K69Xr15wdXXFJ598YsCeVZ+8vDxYWlpix44dcHZ2NnR3qtzdu3cxZMgQhIaGYuXKlbCzs8OqVasM3a0qtXTpUpw5cwbHjh0zdFeq1VtvvQUTExNs3LhRWDZr1izcuXMHe/bsMWDPqk7btm2xcuVKTJo0CcCTWWWXLl0wY8YM+Pv7AwAKCgpgY2ODzz77rM6ehnp2nCX59ddf0a9fP5w5c6ZcH3Q5s6whDx48wMWLFzFs2DC95cOGDcP58+cN1Kvql5eXh8ePH0Mmkxm6K9XCz88Prq6uGDJkiKG7Um2++eYb9O7dG1OnTkXnzp0xcOBAhIeHQ6utX5+z+/Xrh9OnTyMlJQXAkzdTlUqFf/7znwbuWfVJT09HZmam3vuSVCqFo6NjvX5fAiDMnMv73sQLfGpIQ33wwcKFC/Haa6/BwcHB0F2pctu2bcO1a9ewadMmQ3elWl2/fh2bN2+Gj48P/Pz8cOnSJSxYsAAA4OXlZeDeVR0/Pz/k5eVBoVCgUaNGePToEfz9/eHp6WnorlWbzMxMACjxfSkjI8MQXaoRDx48wKJFi/D666+jbdu25XoNw7KGNaQHH/z73//GuXPncPToUTRq1MjQ3alSqampWLp0KY4cOYKmTZsaujvV6vHjx+jZs6dwqqB79+64du0aIiMj61VY7t+/H7t370ZkZCS6dOmCS5cuYeHChbC0tMS7775r6O5Vq4b0vvTo0SN4eXnh7t272LVrV7lfx7CsIQ3twQcBAQHYv38/Dh06BGtra0N3p8qp1Wrk5OSgf//+wrKioiKcPXsWUVFR+PPPP/Hiiy8asIdVRy6Xw9bWVm/ZK6+8gps3bxqoR9Xj448/hq+vL8aNGwcAsLe3xx9//IG1a9fW27CUy+UAgKysLLRr105YXl/flx49eoTp06cjOTkZhw8fxssvv1zu1/KcZQ1pSA8+WLBgAWJiYhAbG4tXXnnF0N2pFi4uLjh79ixUKpXw07NnT4wbNw4qlapezTb79euHtLQ0vWVpaWn17qvr7t+/X+wISKNGjfD48WMD9aj6WVlZQS6X670vFRYWIiEhod69Lz18+BBTp07F5cuXcejQIeGDQnlxZlmDGsKDD/z9/bFnzx5s374dMplMOCdiZGQEY2NjA/eu6shksmIXBjRr1gwmJiaws7MzUK+qh4+PD0aMGIHVq1dj7NixSEpKQnh4OBYvXmzorlWp119/HSEhIbCyskKXLl2QlJSEsLAwjB8/3tBdey55eXm4du0agCeH1G/evImkpCSYmJigffv28Pb2xpo1a2BjY4POnTtj9erVMDIygru7u4F7XjFljbN169aYPHkyfvrpJ+zatQsSiUR4b2rRokWJt9Q8i7eO1LDIyEiEhoYiMzMTXbt2xeeff17l93MaUmlXli1YsAABAQE13Jua5eLiUi9vHQGAY8eOYenSpUhLS0O7du0wY8YMzJw5s16d18rNzcXy5ctx+PBhZGdnQy6XY9y4cfjwww/x0ksvGbp7laZSqfDGG28UWz5hwgQolUpotVqsWLECW7duhUajQe/evbF69eo696GvrHEuXLgQ3bt3L/F1YWFhZd5iosOwJCIiEsFzlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkRERCIYlkQkKCgogIODA3r16oX8/HxheX5+Pnr27AkHBwcUFhYasIdEhsGwJCKBVCrFxo0bcePGDXz88cfC8sWLF+OPP/7Axo0b6/RDxYkqi1/RRUR6evXqhblz52LVqlVwcXEBAERFReHDDz9Er169DNw7IsPgt44QUTEPHz7E8OHDkZ2dDa1WCzMzMxw/fhxNmjQxdNeIDIJhSUQlunz5MgYMGIDGjRvj9OnT6NKli6G723beKQAAAQFJREFURGQwPGdJRCWKi4sDADx69AhXr141cG+IDIszSyIq5tdff8WQIUMwevRo3Lp1C2lpaUhISICZmZmhu0ZkEAxLItLz6NEjDB8+HJmZmTh79iw0Gg0GDhyIf/zjH9ixY4ehu0dkEDwMS0R6Vq9ejYsXLyI0NBQmJibo0KEDlixZgm+++Qa7du0ydPeIDIIzSyIS/Pzzzxg+fDgmTJiAL774Qliu1WoxduxY/Pjjjzh79izatm1rwF4S1TyGJRERkQgehiUiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLBsCQiIhLxf3jj8GzITqerAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"high_corr_for_graphs = ['CNT_FAM_MEMBERS',\n",
" 'CNT_CHILDREN',\n",
" 'AMT_REQ_CREDIT_BUREAU_YEAR',\n",
" 'OWN_CAR_AGE',\n",
" 'DAYS_REGISTRATION',\n",
" 'DAYS_ID_PUBLISH',\n",
" 'DAYS_LAST_PHONE_CHANGE',\n",
" 'DAYS_BIRTH']\n",
"\n",
"for col in high_corr_for_graphs:\n",
"# print(app_train[col].value_counts())\n",
"# print(app_train[col].dtype)\n",
" df = app_train.copy()\n",
" df[col] = abs(df[col])\n",
" plt.style.use('fivethirtyeight')\n",
" plt.hist(df[col] / 365, edgecolor = 'k', bins = 25)\n",
" plt.title(col); plt.xlabel('x'); plt.ylabel('Count');\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3b. A closer look at age \n",
"(using a Kernel Density Estimation Plot!!)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize = (10, 8))\n",
"sns.kdeplot(app_train.loc[app_train['TARGET'] == 0, 'DAYS_BIRTH'] / 365, label = 'target == 0')\n",
"\n",
"# KDE plot of loans which were not repaid on time\n",
"sns.kdeplot(app_train.loc[app_train['TARGET'] == 1, 'DAYS_BIRTH'] / 365, label = 'target == 1')\n",
"\n",
"# Labeling of plot\n",
"plt.xlabel('Age (years)'); plt.ylabel('Density'); plt.title('Distribution of Ages');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Bin the age data"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"age_data = app_train[['TARGET', 'DAYS_BIRTH']]\n",
"age_data['YEARS_BIRTH'] = age_data['DAYS_BIRTH'] / 360"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" TARGET | \n",
" DAYS_BIRTH | \n",
" YEARS_BIRTH | \n",
" YEARS_BINNED | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 9461 | \n",
" 26.280556 | \n",
" (25.0, 30.0] | \n",
"
\n",
" \n",
" 1 | \n",
" 0 | \n",
" 16765 | \n",
" 46.569444 | \n",
" (45.0, 50.0] | \n",
"
\n",
" \n",
" 2 | \n",
" 0 | \n",
" 19046 | \n",
" 52.905556 | \n",
" (50.0, 55.0] | \n",
"
\n",
" \n",
" 3 | \n",
" 0 | \n",
" 19005 | \n",
" 52.791667 | \n",
" (50.0, 55.0] | \n",
"
\n",
" \n",
" 4 | \n",
" 0 | \n",
" 19932 | \n",
" 55.366667 | \n",
" (55.0, 60.0] | \n",
"
\n",
" \n",
" 5 | \n",
" 0 | \n",
" 16941 | \n",
" 47.058333 | \n",
" (45.0, 50.0] | \n",
"
\n",
" \n",
" 6 | \n",
" 0 | \n",
" 13778 | \n",
" 38.272222 | \n",
" (35.0, 40.0] | \n",
"
\n",
" \n",
" 7 | \n",
" 0 | \n",
" 18850 | \n",
" 52.361111 | \n",
" (50.0, 55.0] | \n",
"
\n",
" \n",
" 8 | \n",
" 0 | \n",
" 20099 | \n",
" 55.830556 | \n",
" (55.0, 60.0] | \n",
"
\n",
" \n",
" 9 | \n",
" 0 | \n",
" 14469 | \n",
" 40.191667 | \n",
" (40.0, 45.0] | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TARGET DAYS_BIRTH YEARS_BIRTH YEARS_BINNED\n",
"0 1 9461 26.280556 (25.0, 30.0]\n",
"1 0 16765 46.569444 (45.0, 50.0]\n",
"2 0 19046 52.905556 (50.0, 55.0]\n",
"3 0 19005 52.791667 (50.0, 55.0]\n",
"4 0 19932 55.366667 (55.0, 60.0]\n",
"5 0 16941 47.058333 (45.0, 50.0]\n",
"6 0 13778 38.272222 (35.0, 40.0]\n",
"7 0 18850 52.361111 (50.0, 55.0]\n",
"8 0 20099 55.830556 (55.0, 60.0]\n",
"9 0 14469 40.191667 (40.0, 45.0]"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## This helps us get 20-25, 25-30 etc\n",
"age_data['YEARS_BINNED'] = pd.cut(age_data['YEARS_BIRTH'], bins = np.linspace(20,70, num = 11))\n",
"age_data.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Group by the bin and get averages"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" TARGET | \n",
" DAYS_BIRTH | \n",
" YEARS_BIRTH | \n",
"
\n",
" \n",
" YEARS_BINNED | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" (20.0, 25.0] | \n",
" 0.125012 | \n",
" 8463.267882 | \n",
" 23.509077 | \n",
"
\n",
" \n",
" (25.0, 30.0] | \n",
" 0.111014 | \n",
" 10030.386730 | \n",
" 27.862185 | \n",
"
\n",
" \n",
" (30.0, 35.0] | \n",
" 0.104224 | \n",
" 11694.933937 | \n",
" 32.485928 | \n",
"
\n",
" \n",
" (35.0, 40.0] | \n",
" 0.090733 | \n",
" 13529.460855 | \n",
" 37.581836 | \n",
"
\n",
" \n",
" (40.0, 45.0] | \n",
" 0.078907 | \n",
" 15290.154690 | \n",
" 42.472652 | \n",
"
\n",
" \n",
" (45.0, 50.0] | \n",
" 0.075157 | \n",
" 17081.219691 | \n",
" 47.447832 | \n",
"
\n",
" \n",
" (50.0, 55.0] | \n",
" 0.068611 | \n",
" 18922.643421 | \n",
" 52.562898 | \n",
"
\n",
" \n",
" (55.0, 60.0] | \n",
" 0.056411 | \n",
" 20676.450120 | \n",
" 57.434584 | \n",
"
\n",
" \n",
" (60.0, 65.0] | \n",
" 0.053481 | \n",
" 22453.060703 | \n",
" 62.369613 | \n",
"
\n",
" \n",
" (65.0, 70.0] | \n",
" 0.042640 | \n",
" 24028.811895 | \n",
" 66.746700 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TARGET DAYS_BIRTH YEARS_BIRTH\n",
"YEARS_BINNED \n",
"(20.0, 25.0] 0.125012 8463.267882 23.509077\n",
"(25.0, 30.0] 0.111014 10030.386730 27.862185\n",
"(30.0, 35.0] 0.104224 11694.933937 32.485928\n",
"(35.0, 40.0] 0.090733 13529.460855 37.581836\n",
"(40.0, 45.0] 0.078907 15290.154690 42.472652\n",
"(45.0, 50.0] 0.075157 17081.219691 47.447832\n",
"(50.0, 55.0] 0.068611 18922.643421 52.562898\n",
"(55.0, 60.0] 0.056411 20676.450120 57.434584\n",
"(60.0, 65.0] 0.053481 22453.060703 62.369613\n",
"(65.0, 70.0] 0.042640 24028.811895 66.746700"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"age_groups = age_data.groupby('YEARS_BINNED').mean()\n",
"age_groups"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot our newly binned data"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,8))\n",
"plt.bar(age_groups.index.astype(str), 100*age_groups['TARGET'])\n",
"plt.xticks(rotation = 75); plt.xlabel('Age Group (years)'); plt.ylabel('Failure to Repay (%)')\n",
"plt.title('Failure to Repay by Age Group');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FIRST BIT OF INFORMATION FOR STAKEHOLDERS: \n",
"\"It appears that younger applicants are more likely to not repay their loans. Helping younger applicants with financial planning and guidance might help mitigate this\" \""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Exploring Negative Correlations"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" TARGET | \n",
" EXT_SOURCE_1 | \n",
" EXT_SOURCE_2 | \n",
" EXT_SOURCE_3 | \n",
" DAYS_BIRTH | \n",
"
\n",
" \n",
" \n",
" \n",
" TARGET | \n",
" 1.000000 | \n",
" -0.155317 | \n",
" -0.160472 | \n",
" -0.178919 | \n",
" -0.078239 | \n",
"
\n",
" \n",
" EXT_SOURCE_1 | \n",
" -0.155317 | \n",
" 1.000000 | \n",
" 0.213982 | \n",
" 0.186846 | \n",
" 0.600610 | \n",
"
\n",
" \n",
" EXT_SOURCE_2 | \n",
" -0.160472 | \n",
" 0.213982 | \n",
" 1.000000 | \n",
" 0.109167 | \n",
" 0.091996 | \n",
"
\n",
" \n",
" EXT_SOURCE_3 | \n",
" -0.178919 | \n",
" 0.186846 | \n",
" 0.109167 | \n",
" 1.000000 | \n",
" 0.205478 | \n",
"
\n",
" \n",
" DAYS_BIRTH | \n",
" -0.078239 | \n",
" 0.600610 | \n",
" 0.091996 | \n",
" 0.205478 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TARGET EXT_SOURCE_1 EXT_SOURCE_2 EXT_SOURCE_3 DAYS_BIRTH\n",
"TARGET 1.000000 -0.155317 -0.160472 -0.178919 -0.078239\n",
"EXT_SOURCE_1 -0.155317 1.000000 0.213982 0.186846 0.600610\n",
"EXT_SOURCE_2 -0.160472 0.213982 1.000000 0.109167 0.091996\n",
"EXT_SOURCE_3 -0.178919 0.186846 0.109167 1.000000 0.205478\n",
"DAYS_BIRTH -0.078239 0.600610 0.091996 0.205478 1.000000"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ext_data = app_train[['TARGET', 'EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3', 'DAYS_BIRTH']]\n",
"ext_data_corrs = ext_data.corr()\n",
"ext_data_corrs"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8, 6))\n",
"sns.heatmap(ext_data_corrs, cmap = plt.cm.RdYlBu_r, vmin = -0.25, annot = True, vmax = 0.6)\n",
"plt.title('Correlation Heatmap');"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10, 12))\n",
"\n",
"# iterate through the sources\n",
"for i, source in enumerate(['EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3']):\n",
" \n",
" # create a new subplot for each source\n",
" plt.subplot(3, 1, i + 1)\n",
" # plot repaid loans\n",
" sns.kdeplot(app_train.loc[app_train['TARGET'] == 0, source], label = 'target == 0')\n",
" # plot loans that were not repaid\n",
" sns.kdeplot(app_train.loc[app_train['TARGET'] == 1, source], label = 'target == 1')\n",
" \n",
" # Label the plots\n",
" plt.title('Distribution of %s by Target Value' % source)\n",
" plt.xlabel('%s' % source); plt.ylabel('Density');\n",
" \n",
"plt.tight_layout(h_pad = 2.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use Pair Plots to see relationships between multiple pairs of variables"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Copy data, drop days_birth, add years_birth\n",
"# drop na and only get first 10k rows\n",
"# use corr_func to calc correlation coef b/t two cols\n",
"\n",
"plot_data = ext_data.drop(columns = ['DAYS_BIRTH']).copy()\n",
"plot_data['YEARS_BIRTH'] = age_data['YEARS_BIRTH']\n",
"plot_data = plot_data.dropna().loc[:100000, :]\n",
"\n",
"def corr_func(x, y, **kwargs):\n",
" r = np.corrcoef(x, y)[0][1]\n",
" ax = plt.gca()\n",
" ax.annotate(\"r = {:.2f}\".format(r),\n",
" xy=(.2, .8), xycoords=ax.transAxes,\n",
" size = 20)\n",
"\n",
"# Create the pairgrid object\n",
"# Upper is a scatter plot\n",
"# Diagonal is a histogram\n",
"# Bottom is density plot\n",
"\n",
"grid = sns.PairGrid(data = plot_data, size = 3, diag_sharey=False,\n",
" hue = 'TARGET', \n",
" vars = [x for x in list(plot_data.columns) if x != 'TARGET'])\n",
"\n",
"\n",
"grid.map_upper(plt.scatter, alpha = 0.2)\n",
"grid.map_diag(sns.kdeplot)\n",
"grid.map_lower(sns.kdeplot, cmap = plt.cm.OrRd_r);\n",
"plt.suptitle('Ext Source and Age Features Pairs Plot', size = 32, y = 1.05);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### RED = LOAN NOT REPAID\n",
"### BLUE = LOAN REPAID"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FEATURE ENGINEERING"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Polynomial Features\n",
"Making features that are powers of existing features aka interaction terms "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Make a new DF for the polynomial features"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"poly_features = app_train[['EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3', 'DAYS_BIRTH', 'TARGET']]\n",
"poly_features_test = app_test[['EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3', 'DAYS_BIRTH']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. Split target and features"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"poly_target = poly_features['TARGET']\n",
"poly_features = poly_features.drop(columns = ['TARGET'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3. Handle missing values (using sklearn Imputer)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import Imputer\n",
"imputer = Imputer(strategy = 'median')\n",
"poly_features = imputer.fit_transform(poly_features)\n",
"poly_features_test = imputer.transform(poly_features_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4. Create Polynomial Object"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import PolynomialFeatures\n",
"poly_transformer = PolynomialFeatures(degree = 3)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5. Train the polynomial features & transform the features"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polynomial Features shape: (307511, 35)\n"
]
}
],
"source": [
"poly_transformer.fit(poly_features)\n",
"poly_features = poly_transformer.transform(poly_features)\n",
"poly_features_test = poly_transformer.transform(poly_features_test)\n",
"print('Polynomial Features shape: ', poly_features.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### YAY!! New features!!"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['1',\n",
" 'EXT_SOURCE_1',\n",
" 'EXT_SOURCE_2',\n",
" 'EXT_SOURCE_3',\n",
" 'DAYS_BIRTH',\n",
" 'EXT_SOURCE_1^2',\n",
" 'EXT_SOURCE_1 EXT_SOURCE_2',\n",
" 'EXT_SOURCE_1 EXT_SOURCE_3',\n",
" 'EXT_SOURCE_1 DAYS_BIRTH',\n",
" 'EXT_SOURCE_2^2',\n",
" 'EXT_SOURCE_2 EXT_SOURCE_3',\n",
" 'EXT_SOURCE_2 DAYS_BIRTH',\n",
" 'EXT_SOURCE_3^2',\n",
" 'EXT_SOURCE_3 DAYS_BIRTH',\n",
" 'DAYS_BIRTH^2']"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"poly_transformer.get_feature_names(input_features = \n",
" ['EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3', 'DAYS_BIRTH'])[:15]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's see if these are correlated with the target"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"EXT_SOURCE_2 EXT_SOURCE_3 -0.193939\n",
"EXT_SOURCE_1 EXT_SOURCE_2 EXT_SOURCE_3 -0.189605\n",
"EXT_SOURCE_2 EXT_SOURCE_3 DAYS_BIRTH -0.181283\n",
"EXT_SOURCE_2^2 EXT_SOURCE_3 -0.176428\n",
"EXT_SOURCE_2 EXT_SOURCE_3^2 -0.172282\n",
"EXT_SOURCE_1 EXT_SOURCE_2 -0.166625\n",
"EXT_SOURCE_1 EXT_SOURCE_3 -0.164065\n",
"EXT_SOURCE_2 -0.160295\n",
"EXT_SOURCE_2 DAYS_BIRTH -0.156873\n",
"EXT_SOURCE_1 EXT_SOURCE_2^2 -0.156867\n",
"Name: TARGET, dtype: float64\n",
"DAYS_BIRTH -0.078239\n",
"DAYS_BIRTH^2 -0.076672\n",
"DAYS_BIRTH^3 -0.074273\n",
"TARGET 1.000000\n",
"1 NaN\n",
"Name: TARGET, dtype: float64\n"
]
}
],
"source": [
"# Create a dataframe of the features \n",
"poly_features = pd.DataFrame(poly_features, \n",
" columns = poly_transformer.get_feature_names(['EXT_SOURCE_1', 'EXT_SOURCE_2', \n",
" 'EXT_SOURCE_3', 'DAYS_BIRTH']))\n",
"\n",
"# Add in the target\n",
"poly_features['TARGET'] = poly_target\n",
"\n",
"# Find the correlations with the target\n",
"poly_corrs = poly_features.corr()['TARGET'].sort_values()\n",
"\n",
"# Display most negative and most positive\n",
"print(poly_corrs.head(10))\n",
"print(poly_corrs.tail(5))"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data with polynomial features shape: (307511, 274)\n",
"Testing data with polynomial features shape: (48744, 274)\n"
]
}
],
"source": [
"# Put test features into dataframe\n",
"poly_features_test = pd.DataFrame(poly_features_test, \n",
" columns = poly_transformer.get_feature_names(['EXT_SOURCE_1', 'EXT_SOURCE_2', \n",
" 'EXT_SOURCE_3', 'DAYS_BIRTH']))\n",
"\n",
"# Merge polynomial features into training dataframe\n",
"poly_features['SK_ID_CURR'] = app_train['SK_ID_CURR']\n",
"app_train_poly = app_train.merge(poly_features, on = 'SK_ID_CURR', how = 'left')\n",
"\n",
"# Merge polnomial features into testing dataframe\n",
"poly_features_test['SK_ID_CURR'] = app_test['SK_ID_CURR']\n",
"app_test_poly = app_test.merge(poly_features_test, on = 'SK_ID_CURR', how = 'left')\n",
"\n",
"# Align the dataframes\n",
"app_train_poly, app_test_poly = app_train_poly.align(app_test_poly, join = 'inner', axis = 1)\n",
"\n",
"# Print out the new shapes\n",
"print('Training data with polynomial features shape: ', app_train_poly.shape)\n",
"print('Testing data with polynomial features shape: ', app_test_poly.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Domain Knowledge Features\n",
"Inspired by [this](https://www.kaggle.com/jsaguiar/lightgbm-with-simple-features)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"app_train_domain = app_train.copy()\n",
"app_test_domain = app_test.copy()\n",
"\n",
"app_train_domain['CREDIT_INCOME_PERCENT'] = app_train_domain['AMT_CREDIT'] / app_train_domain['AMT_INCOME_TOTAL']\n",
"app_train_domain['ANNUITY_INCOME_PERCENT'] = app_train_domain['AMT_ANNUITY'] / app_train_domain['AMT_INCOME_TOTAL']\n",
"app_train_domain['CREDIT_TERM'] = app_train_domain['AMT_ANNUITY'] / app_train_domain['AMT_CREDIT']\n",
"app_train_domain['DAYS_EMPLOYED_PERCENT'] = app_train_domain['DAYS_EMPLOYED'] / app_train_domain['DAYS_BIRTH']\n",
"app_test_domain['CREDIT_INCOME_PERCENT'] = app_test_domain['AMT_CREDIT'] / app_test_domain['AMT_INCOME_TOTAL']\n",
"app_test_domain['ANNUITY_INCOME_PERCENT'] = app_test_domain['AMT_ANNUITY'] / app_test_domain['AMT_INCOME_TOTAL']\n",
"app_test_domain['CREDIT_TERM'] = app_test_domain['AMT_ANNUITY'] / app_test_domain['AMT_CREDIT']\n",
"app_test_domain['DAYS_EMPLOYED_PERCENT'] = app_test_domain['DAYS_EMPLOYED'] / app_test_domain['DAYS_BIRTH']"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (12, 20))\n",
"# iterate through the new features\n",
"for i, feature in enumerate(['CREDIT_INCOME_PERCENT', 'ANNUITY_INCOME_PERCENT', 'CREDIT_TERM', 'DAYS_EMPLOYED_PERCENT']):\n",
" \n",
" # create a new subplot for each source\n",
" plt.subplot(4, 1, i + 1)\n",
" # plot repaid loans\n",
" sns.kdeplot(app_train_domain.loc[app_train_domain['TARGET'] == 0, feature], label = 'target == 0')\n",
" # plot loans that were not repaid\n",
" sns.kdeplot(app_train_domain.loc[app_train_domain['TARGET'] == 1, feature], label = 'target == 1')\n",
" \n",
" # Label the plots\n",
" plt.title('Distribution of %s by Target Value' % feature)\n",
" plt.xlabel('%s' % feature); plt.ylabel('Density');\n",
" \n",
"plt.tight_layout(h_pad = 2.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### BRIEF SIDEQUEST TO EXAMINE TEST DATA & PLAY WITH SAMPLING"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"# app_train['TARGET'].value_counts()\n",
"# only_0 = app_train[app_train['TARGET'] == 0]\n",
"# only_0['TARGET'].value_counts()\n",
"# # only_0.isna().sum()\n",
"# only_0[pd.isnull(only_0).any(axis=1)]\n",
"# sample = only_0.sample(n=24825, random_state=1)\n",
"# app_test.isna().sum()\n",
"\n",
"# df_na = pd.DataFrame(app_test.isna().sum())\n",
"# df_na['percent'] = (df_na[0] / app_train.shape[0]) *100\n",
"# df_na.sort_values(by=\"percent\", ascending = False)\n",
"\n",
"# df_na = pd.DataFrame(sample.isna().sum())\n",
"# df_na['percent'] = (df_na[0] / df.shape[0]) *100\n",
"# df_na.sort_values(by=\"percent\", ascending = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BASELINE\n",
"## Logistic Regression"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data shape: (307511, 239)\n",
"Testing data shape: (48744, 239)\n"
]
}
],
"source": [
"# Drop the target from the training data\n",
"# Feature names\n",
"# Copy of the testing data\n",
"# Median imputation of missing values\n",
"# Scale each feature to 0-1\n",
"# Fit on the training data\n",
"# Transform both training and testing data\n",
"# Repeat with the scaler\n",
"\n",
"from sklearn.preprocessing import MinMaxScaler, Imputer\n",
"\n",
"if 'TARGET' in app_train:\n",
" train = app_train.drop(columns = ['TARGET'])\n",
"else:\n",
" train = app_train.copy()\n",
" \n",
"features = list(train.columns)\n",
"test = app_test.copy()\n",
"\n",
"imputer = Imputer(strategy = 'median')\n",
"scaler = MinMaxScaler(feature_range = (0, 1))\n",
"imputer.fit(train)\n",
"\n",
"train = imputer.transform(train)\n",
"test = imputer.transform(app_test)\n",
"\n",
"scaler.fit(train)\n",
"train = scaler.transform(train)\n",
"test = scaler.transform(test)\n",
"\n",
"print('Training data shape: ', train.shape)\n",
"print('Testing data shape: ', test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LogisticRegression(C=0.0001, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
" multi_class='warn', n_jobs=None, penalty='l2',\n",
" random_state=None, solver='warn', tol=0.0001, verbose=0,\n",
" warm_start=False)"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Make the model with the specified regularization parameter\n",
"# Train on the training data\n",
"\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"log_reg = LogisticRegression(C = 0.0001)\n",
"log_reg.fit(train, train_labels)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"# Make predictions\n",
"# Make sure to select the second column only\n",
"log_reg_pred = log_reg.predict_proba(test)[:, 1]"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" SK_ID_CURR | \n",
" TARGET | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 100001 | \n",
" 0.092182 | \n",
"
\n",
" \n",
" 1 | \n",
" 100005 | \n",
" 0.166676 | \n",
"
\n",
" \n",
" 2 | \n",
" 100013 | \n",
" 0.113882 | \n",
"
\n",
" \n",
" 3 | \n",
" 100028 | \n",
" 0.080417 | \n",
"
\n",
" \n",
" 4 | \n",
" 100038 | \n",
" 0.160281 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SK_ID_CURR TARGET\n",
"0 100001 0.092182\n",
"1 100005 0.166676\n",
"2 100013 0.113882\n",
"3 100028 0.080417\n",
"4 100038 0.160281"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Submission dataframe\n",
"submit = app_test[['SK_ID_CURR']]\n",
"submit['TARGET'] = log_reg_pred\n",
"\n",
"submit.head()"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"submit.to_csv('log_reg_baseline.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### ==== RESULTS =====\n",
"* LOGISTIC REGRESSION: 0.67493"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RANDOM FOREST"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 1.7min\n",
"[Parallel(n_jobs=-1)]: Done 100 out of 100 | elapsed: 4.3min finished\n",
"[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 0.8s\n",
"[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.9s finished\n"
]
}
],
"source": [
"# Make the random forest classifier\n",
"# Train on the training data\n",
"# Extract feature importances\n",
"# Make predictions on the test data\n",
"\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"\n",
"random_forest = RandomForestClassifier(n_estimators = 100, random_state = 50, verbose = 1, n_jobs = -1)\n",
"\n",
"random_forest.fit(train, train_labels)\n",
"\n",
"feature_importance_values = random_forest.feature_importances_\n",
"feature_importances = pd.DataFrame({'feature': features, 'importance': feature_importance_values})\n",
"\n",
"predictions = random_forest.predict_proba(test)[:, 1]"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"# Make a submission dataframe\n",
"# Save the submission dataframe\n",
"\n",
"submit = app_test[['SK_ID_CURR']]\n",
"submit['TARGET'] = predictions\n",
"\n",
"submit.to_csv('random_forest_baseline.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### ==== RESULTS =====\n",
"* LOGISTIC REGRESSION: 0.67493\n",
"* RANDOM FOREST: 0.67727"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### RANDOM FOREST + ENGINEERED FEATURES"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 2.3min\n",
"[Parallel(n_jobs=-1)]: Done 100 out of 100 | elapsed: 5.0min finished\n",
"[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 0.5s\n",
"[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.3s finished\n"
]
}
],
"source": [
"# Impute the polynomial features\n",
"# Scale the polynomial features\n",
"# Train on the training data\n",
"# Make predictions on the test data\n",
"\n",
"poly_features_names = list(app_train_poly.columns)\n",
"\n",
"imputer = Imputer(strategy = 'median')\n",
"\n",
"poly_features = imputer.fit_transform(app_train_poly)\n",
"poly_features_test = imputer.transform(app_test_poly)\n",
"\n",
"scaler = MinMaxScaler(feature_range = (0, 1))\n",
"\n",
"poly_features = scaler.fit_transform(poly_features)\n",
"poly_features_test = scaler.transform(poly_features_test)\n",
"\n",
"random_forest_poly = RandomForestClassifier(n_estimators = 100, random_state = 50, verbose = 1, n_jobs = -1)\n",
"random_forest_poly.fit(poly_features, train_labels)\n",
"predictions = random_forest_poly.predict_proba(poly_features_test)[:, 1]\n",
"\n",
"submit = app_test[['SK_ID_CURR']]\n",
"submit['TARGET'] = predictions\n",
"\n",
"submit.to_csv('random_forest_baseline_engineered.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Testing Domain Features"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 1.8min\n",
"[Parallel(n_jobs=-1)]: Done 100 out of 100 | elapsed: 4.1min finished\n",
"[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 1.0s\n",
"[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 2.1s finished\n"
]
}
],
"source": [
"app_train_domain = app_train_domain.drop(columns = 'TARGET')\n",
"\n",
"domain_features_names = list(app_train_domain.columns)\n",
"\n",
"# Impute the domainnomial features\n",
"imputer = Imputer(strategy = 'median')\n",
"\n",
"domain_features = imputer.fit_transform(app_train_domain)\n",
"domain_features_test = imputer.transform(app_test_domain)\n",
"\n",
"# Scale the domainnomial features\n",
"scaler = MinMaxScaler(feature_range = (0, 1))\n",
"\n",
"domain_features = scaler.fit_transform(domain_features)\n",
"domain_features_test = scaler.transform(domain_features_test)\n",
"\n",
"random_forest_domain = RandomForestClassifier(n_estimators = 100, random_state = 50, verbose = 1, n_jobs = -1)\n",
"\n",
"# Train on the training data\n",
"random_forest_domain.fit(domain_features, train_labels)\n",
"\n",
"# Extract feature importances\n",
"feature_importance_values_domain = random_forest_domain.feature_importances_\n",
"feature_importances_domain = pd.DataFrame({'feature': domain_features_names, 'importance': feature_importance_values_domain})\n",
"\n",
"# Make predictions on the test data\n",
"predictions = random_forest_domain.predict_proba(domain_features_test)[:, 1]"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"submit = app_test[['SK_ID_CURR']]\n",
"submit['TARGET'] = predictions\n",
"\n",
"# Save the submission dataframe\n",
"submit.to_csv('random_forest_baseline_domain.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"def plot_feature_importances(df):\n",
" \"\"\"\n",
" Plot importances returned by a model. This can work with any measure of\n",
" feature importance provided that higher importance is better. \n",
" \n",
" Args:\n",
" df (dataframe): feature importances. Must have the features in a column\n",
" called `features` and the importances in a column called `importance\n",
" \n",
" Returns:\n",
" shows a plot of the 15 most importance features\n",
" \n",
" df (dataframe): feature importances sorted by importance (highest to lowest) \n",
" with a column for normalized importance\n",
" \"\"\"\n",
" \n",
" # Sort features according to importance\n",
" df = df.sort_values('importance', ascending = False).reset_index()\n",
" \n",
" # Normalize the feature importances to add up to one\n",
" df['importance_normalized'] = df['importance'] / df['importance'].sum()\n",
"\n",
" # Make a horizontal bar chart of feature importances\n",
" plt.figure(figsize = (10, 6))\n",
" ax = plt.subplot()\n",
" \n",
" # Need to reverse the index to plot most important on top\n",
" ax.barh(list(reversed(list(df.index[:15]))), \n",
" df['importance_normalized'].head(15), \n",
" align = 'center', edgecolor = 'k')\n",
" \n",
" # Set the yticks and labels\n",
" ax.set_yticks(list(reversed(list(df.index[:15]))))\n",
" ax.set_yticklabels(df['feature'].head(15))\n",
" \n",
" # Plot labeling\n",
" plt.xlabel('Normalized Importance'); plt.title('Feature Importances')\n",
" plt.show()\n",
" \n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feature_importances_sorted = plot_feature_importances(feature_importances)\n"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feature_importances_domain_sorted = plot_feature_importances(feature_importances_domain)\n"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"### Light Gradient Boosting"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting lightgbm\n",
" Using cached https://files.pythonhosted.org/packages/21/d1/7773d81964183f6892f71cf43b92f90d0bb8c954c05651d5071a2b480420/lightgbm-2.3.1-py2.py3-none-macosx_10_9_x86_64.macosx_10_10_x86_64.macosx_10_11_x86_64.macosx_10_12_x86_64.macosx_10_13_x86_64.macosx_10_14_x86_64.macosx_10_15_x86_64.whl\n",
"Requirement already satisfied: numpy in /Users/danielcaraway/anaconda3/lib/python3.7/site-packages (from lightgbm) (1.17.2)\n",
"Requirement already satisfied: scikit-learn in /Users/danielcaraway/anaconda3/lib/python3.7/site-packages (from lightgbm) (0.21.3)\n",
"Requirement already satisfied: scipy in /Users/danielcaraway/anaconda3/lib/python3.7/site-packages (from lightgbm) (1.3.1)\n",
"Requirement already satisfied: joblib>=0.11 in /Users/danielcaraway/anaconda3/lib/python3.7/site-packages (from scikit-learn->lightgbm) (0.13.2)\n",
"Installing collected packages: lightgbm\n",
"Successfully installed lightgbm-2.3.1\n",
"Training Data Shape: (307511, 238)\n",
"Testing Data Shape: (48744, 238)\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.798883\ttrain's binary_logloss: 0.547748\tvalid's auc: 0.75494\tvalid's binary_logloss: 0.563082\n",
"Early stopping, best iteration is:\n",
"[221]\ttrain's auc: 0.802204\ttrain's binary_logloss: 0.544483\tvalid's auc: 0.755025\tvalid's binary_logloss: 0.561067\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.798978\ttrain's binary_logloss: 0.547699\tvalid's auc: 0.7586\tvalid's binary_logloss: 0.563237\n",
"Early stopping, best iteration is:\n",
"[230]\ttrain's auc: 0.804075\ttrain's binary_logloss: 0.542728\tvalid's auc: 0.758786\tvalid's binary_logloss: 0.5602\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.79765\ttrain's binary_logloss: 0.549449\tvalid's auc: 0.763144\tvalid's binary_logloss: 0.564284\n",
"Early stopping, best iteration is:\n",
"[219]\ttrain's auc: 0.801022\ttrain's binary_logloss: 0.546166\tvalid's auc: 0.763389\tvalid's binary_logloss: 0.562291\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.798744\ttrain's binary_logloss: 0.548158\tvalid's auc: 0.757276\tvalid's binary_logloss: 0.5626\n",
"Early stopping, best iteration is:\n",
"[226]\ttrain's auc: 0.803266\ttrain's binary_logloss: 0.543762\tvalid's auc: 0.757441\tvalid's binary_logloss: 0.559927\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.797981\ttrain's binary_logloss: 0.54853\tvalid's auc: 0.758252\tvalid's binary_logloss: 0.564683\n",
"Early stopping, best iteration is:\n",
"[267]\ttrain's auc: 0.808825\ttrain's binary_logloss: 0.53794\tvalid's auc: 0.758861\tvalid's binary_logloss: 0.558112\n",
"Baseline metrics\n",
" fold train valid\n",
"0 0 0.802204 0.755025\n",
"1 1 0.804075 0.758786\n",
"2 2 0.801022 0.763389\n",
"3 3 0.803266 0.757441\n",
"4 4 0.808825 0.758861\n",
"5 overall 0.803878 0.758692\n"
]
}
],
"source": [
"!pip install lightgbm\n",
"from sklearn.model_selection import KFold\n",
"from sklearn.metrics import roc_auc_score\n",
"import lightgbm as lgb\n",
"import gc\n",
"\n",
"def model(features, test_features, encoding = 'ohe', n_folds = 5):\n",
" \n",
" \"\"\"Train and test a light gradient boosting model using\n",
" cross validation. \n",
" \n",
" Parameters\n",
" --------\n",
" features (pd.DataFrame): \n",
" dataframe of training features to use \n",
" for training a model. Must include the TARGET column.\n",
" test_features (pd.DataFrame): \n",
" dataframe of testing features to use\n",
" for making predictions with the model. \n",
" encoding (str, default = 'ohe'): \n",
" method for encoding categorical variables. Either 'ohe' for one-hot encoding or 'le' for integer label encoding\n",
" n_folds (int, default = 5): number of folds to use for cross validation\n",
" \n",
" Return\n",
" --------\n",
" submission (pd.DataFrame): \n",
" dataframe with `SK_ID_CURR` and `TARGET` probabilities\n",
" predicted by the model.\n",
" feature_importances (pd.DataFrame): \n",
" dataframe with the feature importances from the model.\n",
" valid_metrics (pd.DataFrame): \n",
" dataframe with training and validation metrics (ROC AUC) for each fold and overall.\n",
" \n",
" \"\"\"\n",
" \n",
" # Extract the ids\n",
" train_ids = features['SK_ID_CURR']\n",
" test_ids = test_features['SK_ID_CURR']\n",
" \n",
" # Extract the labels for training\n",
" labels = features['TARGET']\n",
" \n",
" # Remove the ids and target\n",
" features = features.drop(columns = ['SK_ID_CURR', 'TARGET'])\n",
" test_features = test_features.drop(columns = ['SK_ID_CURR'])\n",
" \n",
" \n",
" # One Hot Encoding\n",
" if encoding == 'ohe':\n",
" features = pd.get_dummies(features)\n",
" test_features = pd.get_dummies(test_features)\n",
" \n",
" # Align the dataframes by the columns\n",
" features, test_features = features.align(test_features, join = 'inner', axis = 1)\n",
" \n",
" # No categorical indices to record\n",
" cat_indices = 'auto'\n",
" \n",
" # Integer label encoding\n",
" elif encoding == 'le':\n",
" \n",
" # Create a label encoder\n",
" label_encoder = LabelEncoder()\n",
" \n",
" # List for storing categorical indices\n",
" cat_indices = []\n",
" \n",
" # Iterate through each column\n",
" for i, col in enumerate(features):\n",
" if features[col].dtype == 'object':\n",
" # Map the categorical features to integers\n",
" features[col] = label_encoder.fit_transform(np.array(features[col].astype(str)).reshape((-1,)))\n",
" test_features[col] = label_encoder.transform(np.array(test_features[col].astype(str)).reshape((-1,)))\n",
"\n",
" # Record the categorical indices\n",
" cat_indices.append(i)\n",
" \n",
" # Catch error if label encoding scheme is not valid\n",
" else:\n",
" raise ValueError(\"Encoding must be either 'ohe' or 'le'\")\n",
" \n",
" print('Training Data Shape: ', features.shape)\n",
" print('Testing Data Shape: ', test_features.shape)\n",
" \n",
" # Extract feature names\n",
" feature_names = list(features.columns)\n",
" \n",
" # Convert to np arrays\n",
" features = np.array(features)\n",
" test_features = np.array(test_features)\n",
" \n",
" # Create the kfold object\n",
" k_fold = KFold(n_splits = n_folds, shuffle = True, random_state = 50)\n",
" \n",
" # Empty array for feature importances\n",
" feature_importance_values = np.zeros(len(feature_names))\n",
" \n",
" # Empty array for test predictions\n",
" test_predictions = np.zeros(test_features.shape[0])\n",
" \n",
" # Empty array for out of fold validation predictions\n",
" out_of_fold = np.zeros(features.shape[0])\n",
" \n",
" # Lists for recording validation and training scores\n",
" valid_scores = []\n",
" train_scores = []\n",
" \n",
" # Iterate through each fold\n",
" for train_indices, valid_indices in k_fold.split(features):\n",
" \n",
" # Training data for the fold\n",
" train_features, train_labels = features[train_indices], labels[train_indices]\n",
" # Validation data for the fold\n",
" valid_features, valid_labels = features[valid_indices], labels[valid_indices]\n",
" \n",
" # Create the model\n",
" model = lgb.LGBMClassifier(n_estimators=10000, objective = 'binary', \n",
" class_weight = 'balanced', learning_rate = 0.05, \n",
" reg_alpha = 0.1, reg_lambda = 0.1, \n",
" subsample = 0.8, n_jobs = -1, random_state = 50)\n",
" \n",
" # Train the model\n",
" model.fit(train_features, train_labels, eval_metric = 'auc',\n",
" eval_set = [(valid_features, valid_labels), (train_features, train_labels)],\n",
" eval_names = ['valid', 'train'], categorical_feature = cat_indices,\n",
" early_stopping_rounds = 100, verbose = 200)\n",
" \n",
" # Record the best iteration\n",
" best_iteration = model.best_iteration_\n",
" \n",
" # Record the feature importances\n",
" feature_importance_values += model.feature_importances_ / k_fold.n_splits\n",
" \n",
" # Make predictions\n",
" test_predictions += model.predict_proba(test_features, num_iteration = best_iteration)[:, 1] / k_fold.n_splits\n",
" \n",
" # Record the out of fold predictions\n",
" out_of_fold[valid_indices] = model.predict_proba(valid_features, num_iteration = best_iteration)[:, 1]\n",
" \n",
" # Record the best score\n",
" valid_score = model.best_score_['valid']['auc']\n",
" train_score = model.best_score_['train']['auc']\n",
" \n",
" valid_scores.append(valid_score)\n",
" train_scores.append(train_score)\n",
" \n",
" # Clean up memory\n",
" gc.enable()\n",
" del model, train_features, valid_features\n",
" gc.collect()\n",
" \n",
" # Make the submission dataframe\n",
" submission = pd.DataFrame({'SK_ID_CURR': test_ids, 'TARGET': test_predictions})\n",
" \n",
" # Make the feature importance dataframe\n",
" feature_importances = pd.DataFrame({'feature': feature_names, 'importance': feature_importance_values})\n",
" \n",
" # Overall validation score\n",
" valid_auc = roc_auc_score(labels, out_of_fold)\n",
" \n",
" # Add the overall scores to the metrics\n",
" valid_scores.append(valid_auc)\n",
" train_scores.append(np.mean(train_scores))\n",
" \n",
" # Needed for creating dataframe of validation scores\n",
" fold_names = list(range(n_folds))\n",
" fold_names.append('overall')\n",
" \n",
" # Dataframe of validation scores\n",
" metrics = pd.DataFrame({'fold': fold_names,\n",
" 'train': train_scores,\n",
" 'valid': valid_scores}) \n",
" \n",
" return submission, feature_importances, metrics\n",
"submission, fi, metrics = model(app_train, app_test)\n",
"print('Baseline metrics')\n",
"print(metrics)"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fi_sorted = plot_feature_importances(fi)\n"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"submission.to_csv('baseline_lgb.csv', index = False)\n"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training Data Shape: (307511, 242)\n",
"Testing Data Shape: (48744, 242)\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.804581\ttrain's binary_logloss: 0.541636\tvalid's auc: 0.76186\tvalid's binary_logloss: 0.557395\n",
"Early stopping, best iteration is:\n",
"[186]\ttrain's auc: 0.802208\ttrain's binary_logloss: 0.544117\tvalid's auc: 0.761952\tvalid's binary_logloss: 0.558741\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.803808\ttrain's binary_logloss: 0.542495\tvalid's auc: 0.766178\tvalid's binary_logloss: 0.557661\n",
"Early stopping, best iteration is:\n",
"[222]\ttrain's auc: 0.80737\ttrain's binary_logloss: 0.538788\tvalid's auc: 0.766491\tvalid's binary_logloss: 0.555377\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.803238\ttrain's binary_logloss: 0.543375\tvalid's auc: 0.770764\tvalid's binary_logloss: 0.558325\n",
"[400]\ttrain's auc: 0.83307\ttrain's binary_logloss: 0.512881\tvalid's auc: 0.771205\tvalid's binary_logloss: 0.539643\n",
"Early stopping, best iteration is:\n",
"[327]\ttrain's auc: 0.823475\ttrain's binary_logloss: 0.52289\tvalid's auc: 0.771306\tvalid's binary_logloss: 0.545695\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.804482\ttrain's binary_logloss: 0.542114\tvalid's auc: 0.76508\tvalid's binary_logloss: 0.556649\n",
"Early stopping, best iteration is:\n",
"[261]\ttrain's auc: 0.815\ttrain's binary_logloss: 0.531508\tvalid's auc: 0.765427\tvalid's binary_logloss: 0.550235\n",
"Training until validation scores don't improve for 100 rounds\n",
"[200]\ttrain's auc: 0.804478\ttrain's binary_logloss: 0.541857\tvalid's auc: 0.764442\tvalid's binary_logloss: 0.558702\n",
"Early stopping, best iteration is:\n",
"[213]\ttrain's auc: 0.806633\ttrain's binary_logloss: 0.539631\tvalid's auc: 0.764505\tvalid's binary_logloss: 0.557504\n",
"Baseline with domain knowledge features metrics\n",
" fold train valid\n",
"0 0 0.802208 0.761952\n",
"1 1 0.807370 0.766491\n",
"2 2 0.823475 0.771306\n",
"3 3 0.815000 0.765427\n",
"4 4 0.806633 0.764505\n",
"5 overall 0.810937 0.765953\n"
]
}
],
"source": [
"app_train_domain['TARGET'] = train_labels\n",
"\n",
"# Test the domain knolwedge features\n",
"submission_domain, fi_domain, metrics_domain = model(app_train_domain, app_test_domain)\n",
"print('Baseline with domain knowledge features metrics')\n",
"print(metrics_domain)"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fi_sorted = plot_feature_importances(fi_domain)\n",
"\n",
"\n",
"submission_domain.to_csv('baseline_lgb_domain_features.csv', index = False)\n"
]
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}