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@kiko-datasparq
Created January 13, 2021 12:52
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Exploratory Data Analysis / Feature Engineering / Model - Predicting number of houses sold in the UK
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import datetime\n",
"from sklearn.linear_model import LinearRegression\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problem statement\n",
"Predict sales in one year's time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Auxiliary functions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Create target variable\n",
"def target_variable(df, offset, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" df[col_date + '_OFFSET'] = df[col_date] + pd.offsets.DateOffset(days=-offset)\n",
" df = pd.merge(df[[col_date, col_feat]], \n",
" df[[col_date, col_date + '_OFFSET', col_feat]],\n",
" left_on=col_date, right_on=col_date + '_OFFSET', how='inner')\n",
" df = df.rename(columns={col_date + '_x': col_date, col_date + '_y': col_date + '_TARGET',\n",
" col_feat + '_x': col_feat, col_feat + '_y': 'TARGET'})\\\n",
" .drop(columns={col_date + '_OFFSET'}) \n",
" return df\n",
"\n",
"\n",
"# Create offset feature\n",
"def offset_day(df, offset, suffix, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" # Offset by days\n",
" df[col_date + '_OFFSET'] = df[col_date + '_TARGET'] + pd.offsets.DateOffset(months=0, days=offset)\n",
" # Merge\n",
" df = pd.merge(df, df[[col_date + '_OFFSET', col_date, col_feat]],\n",
" left_on=col_date + '_TARGET', right_on=col_date + '_OFFSET', how='left')\n",
" # Rename\n",
" df = df.rename(columns={col_date + '_x': col_date, \n",
" col_date + '_y': col_date + '_' + suffix, \n",
" col_feat + '_x': col_feat, \n",
" col_feat + '_y': col_feat + '_' + suffix}\n",
" ).drop(columns={col_date + '_OFFSET_x', col_date + '_OFFSET_y'})\n",
" # Compute weekday\n",
" df['WEEKDAY_' + suffix] = df[col_date + '_' + suffix].dt.dayofweek\n",
" return df\n",
"\n",
"# Rolling window\n",
"def rolling_window(df, days, column_id):\n",
" # Offset by days\n",
" df[column_id + '_R' + str(days)] = df[column_id].rolling(window=days, min_periods=1).mean()\n",
" return df\n",
"\n",
"# Convert feature from categorical to numerical\n",
"def categorical_to_numerical(df, column_id):\n",
" # Find unique\n",
" unique_ids = df[column_id].unique()\n",
" for index, ID in enumerate(unique_ids):\n",
" df[column_id + '_BUCKET' + str(index)] = (df[column_id] == ID).astype(int)\n",
" return df\n",
"\n",
"# Cross feature\n",
"def cross_feature(df, column_subset1, column_subset2):\n",
" for col1 in column_subset1:\n",
" for col2 in column_subset2:\n",
" df[col1 + '_x_' + col2] = df[col1]*df[col2]\n",
" return df\n",
"\n",
"# Compute errors\n",
"def print_error(lm, x_train, y_train, model_name):\n",
" error = np.sqrt(((lm.predict(x_train)-y_train)**2).mean())\n",
" print(\"Error for \" + model_name + \": {:.4}\".format(error))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load data\n",
"\n",
"(RUN EXPLORATORY ANALYSIS NOTEBOOK FIRST)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df_train = pd.read_csv(\"train_sale_count.csv\")\n",
"df_train['DATE_SALE'] = pd.to_datetime(df_train['DATE_SALE'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x19ffdb22848>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"loc = mdates.YearLocator(5)\n",
"loc_fmt = mdates.DateFormatter(\"%Y\")\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_train['DATE_SALE'], df_train['SALE_COUNT'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Target variable"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df_train_with_target = target_variable(df_train, 365)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6emkuZy8u4PBRq7ncoRYfnf1DzM3NZtPDe2lo8bEiQUOYyco1GM91Y88t8WZxvGsgymGezG6hzR9gf6NVAX3/+x20+QMsKMwZ130JQiYjymAMJOv0jNfXuL0nwLy87GHnR14zfE6JN4trHtnHq0e7MRSY+pSfIbIxTEOChjCTlWswnutGnhu+v9qmTkL2yj7ZfIPYtxQrkSCMDzETTRCJzBxhIR9ucL/h7l1c9dAejncNJDSJhM/p6BuirqkTjaUIAMfPkKy5arJyDcZz3dj7CyuCVPofl+Z7WFtpNcZZW1ksEUkZigQjTByyM5gAknGKRtrK9zd2svH7L1A9ikkkLPAjewRXj2JumklE93ku5v5rViWtYJRS7Ny8YUbfvzA+pJzJxCLKYAKI5xSdm5sdJajC7S0PtfgwNYQiMpATrWpjTSqxncCSaTSTzsJyvApNchQym2Qi+9L9fyCdEDPRBBBrsinxZkXlDQSDJpse3suhZh/nLc4n32loY9n/w8Tb8oYFnstlDFs1j7RFTjUfYrpI95IZQvoymql0pvwPpAuyM5gAYle47T3RK5a3T/jZ39gJwKGjfsI72bD9P5yBnMqWN9HxkaUqpAicMJsZbWcphRBTQ3YGE0TkCjd2xTI3N3rFsqK8KCrPAKL/cGsbO2jvCSR8r3DBu1q74F34Dz1yJXTrjgNUJWijKQizhZF2llIIMTVkZzAJxK5YANZWllDXbK/ib1w3zP4/Ly+bqooi9jda4aK37jjAzji7g7DAr23qtJzKgaDzhx65I6lv6mT37RdiGMPbaI5EMjZWscMKM4HZEGQxlYgymCRinZs7N0fnG8SilGLrpio2fv8Fx7n81ofdfHRRQdys4pBplbN45rZTJShiE7qSaYITSTKmKongEGYSEmSQPKIMpojwH+VIwnR+gYfV9u7A1PDp+15mbWUxOzdvcI6xdhDFzi4jsgTFeFdCydhYxQ4rCLMT8RlMEeHIn/aeQJQwbesJOBFB4d2BK0KI1zZ2RvkPrF2Fth5oHXeXMVbi2VhjI5bEDisIsxNpbjMFxPYgAEV9s/1YKeojdglaa654cA8HWnzO+Wsqi3nC3h20+QOsv3sXIVPjMhSv3HEhhm0iCmc5j8eEE+kPSHQ98RkIwsxFmttMA/HCPOubfey2BbjWmo33vHBql+APcNvOAzS0+jh3cQGvfmAVp6tptHYQCwpyKPFm4c124R8IMifLYMv2UwXe7tu0atwmnEgba+wuJnw9scMKwuxDzESTRGyY56pyq1lNVUUR8/M9lNo/kSYXpXCKz73xoT/qeuH1d0ffEH2BIAB9gRB1ER3RFKRswhkpcU1MQoKQOYy6M1BKPQZ8BjihtT7XHrsLuAlosw/7e631s/ZrdwI3ACHgNq317+3xTwH3Ai7gEa31Pfb4MmAnMBeoA/5Kaz0xhfenkVhH6/IlhVZpTaVsc78lhO+9eiWGOrXSdmr1LC1Gm5r6FmvVH359Xl421ZUlp0xOEWam0nxPSg7k0SKDJDRPEDKHZMxE/w7cD/w0ZvzftNb/O3JAKXU2cDVwDrAYeF4pdab98o+Ai4FWoEYp9bTW+nXg+/a1diqlHsRSJA+M8X7Shsgwz/PKCmlo8VkNamyn8ZbtB5x6/GuWFnP/tVXMjxHmWhO3/PVIx6QiuOMlus0viO4JICYhQcgMRjUTaa3/CHQkeb3LgZ1a64DW+n3gCLDW/jmitX7PXvXvBC5XlsS6EHjKPv8nwOdSu4X0JLyq3nPnRfzylg2sXmqVW15VXkhHT4C65k7n2JqmTjba9VMAJ6MyXvnrZI9Jpg5LONENcBLdpH6LIGQm4/EZ3KqUalBKPaaUKrbHlgAtEce02mOJxucCPq11MGY8LkqpzUqpWqVUbVtbW6LD0gbDUMzNzabNP2iFgCrFm8d7uOy+l5mTFf3RhzQJy1CM1mYyUXmK0XBCWW3TUP0EtsYUBGFmMVZl8ADwEWAlcAz414ma0Ehorbdprau11tWlpaVT8ZbjItynd+M9L1BjZw37B4KYQG8gRKwhJ9HqPGxychmK88oKmZsbXel008N7uWzry3g97pQaxICV6FYtTmJByHjGFFqqtT4efqyUehj4nf30KFAecWiZPUaC8ZNAkVLKbe8OIo+f8UT26QUwlNW2sncgiNfjoicQAmBlWSENR7swI3wK4dwBpRRKKR6/YR1XbtvDoRYfmx7e5zh7RypPkQwT6SSW/ANBmLmMaWeglFoU8fQvgVftx08DVyulPHaU0BnAfqAGOEMptUwplY3lZH5aW/GMLwJX2OdfD/xmLHNKR2Ll4TNbLuDgP17M7267wFEEAA9eV8WayhLchqKqoogtOw4Ms/139g/R0NpFSBOVuTw3N8sJ/6yOKU+RLBPRU0BqxwvCzCaZ0NIdwJ8C85RSrcC3gD9VSq0ENNAI3AygtX5NKfUL4HUgCHxNax2yr3Mr8Hus0NLHtNav2W9xO7BTKfUd4ADw6ETd3HRTmu9hzdIiapt8rCgr4KyF+RiGwby86OgcwzCc1XlsIlo40Svs7K1r6mRVeSFbdhxwQkofv2Ednf1Dw6KOpnJ1LjWLBGFmM6oy0FpvijOcUGBrrb8LfDfO+LPAs3HG38OKNppVmKbmePcAg0ETDRxs7eaqh/bwT5efyxmlueTZZqI8jyuq30Fs5dGwDd/KCbPyFIIaGmzTUF1TJ539Y2uQM5EkmrcgCDMDKUcxCViO4z1Od7MwNU0+LrUjifqHTMDqdtbeO8htOw44iWT3Xr0KV4zp5mTvIPXNlgJoaPGxvLyIw61dUYJ3pNX5ZNvzJUFNEGY2ogwmgTZ/gNqmzoSvhxUBQE6WgTZNR4jvb+zkgn95kWp7ZR+WqbEr7+0JGuTEW51P1Y5BEtQEYeYiymCCCQZNbvl5LZH+03MXF/DaB93Ec6n2DZrc+LM6VlUUUW/XJQrFWdnHW3nHCt5Eq3Ox5wuCMBpSqG4CCBd7C4VMvrBtDwdaupzXnr3tAp7avD6uIgjz6tFuhoIhdt9+IWuXlSSM+U8m6ifeMVJwThCE0ZCdwTiJNMEsLyukobUr6vW/+2UDf/fJM+OeG+k7ONjajTIUOyfB7i72fEEQRkN2BuMk0gRzqMXH8rJCIs3xrx7t5ouPxW/Cs7gwuijcZIroicglEARh9iLKYJyE4/9dClaWFfC3F5/Bf/33TyQl2N9t73Mer6ooYm5uNldv28v6u3dxlSRuCYIwhYiZaJyEe8JoDXUt3Vz3aA2GYkQfQSzebBdPbl5Pe8+gU75i//sdtPkDLLB3DyOFhmZCGYhMuEdBmE5EGYwTq/5QdBhpqgv6QNCksz+IjlEhHb0B5hd4RuxtPJ2JZlNFJtyjIEw3YiYaJ+NZpM7JMjAUVC8tpsSbxW07Dzqv5XlcfOb+3Vy9bS9t/lO9iGubOnn7uN9pUzlaeevZQCbcoyBMN6IMxsnc3GzyPWPbYPUPmZy9KJ8fXrmCNz/sps5OVDOU9VrIFv5am5xXVojLUHizXVx630v8twdeIRQypy1sdKTeyRONhMYKwuSjpuKfeTKorq7WtbXxo3SmgrANW2vN+rt3xTUNKVLzHYRZs7QYpXDMT3keF32DIc6xk9fC71VVUcRTt2wEUmt3OV6SMdtMtI1ffAaCMDEopeq01tWx4+IzGAORwrCqoghvlouewVDUMWeUenmnrS/BFUZm6zWrUEqx8e5dhDROuevXPugmJ8tSDAAHW3xONnGyGcUTIVRHy2ieDBt/ODTWNPW0VGUVhNmOmInGQJQwbPYNUwQA77T14XGN7fpHTvjRpsnqyhJcCvJz3LgMxYryIvoj3mtFeVFKJpOJ6jkwmtlmsmz84fmv/97zfN42kwmCMDHIzmAMRBaEO29JIQdafHGPC8ToiNPn5nDk5EDUWJ7HxXPf+DhfefwAh1q7UAque7QGgBVLCth9+4WU5nvo6Btibm4Wmx7eR21jByvKi3jqlg0prY4nqkZRbEZzbA+FySpnfbJ3kNrGDkIa6pt9XPHQHn55y0aJLBKECUB8BmMkbG6Zm5vFVQ/toabJl9R5eR43PYEgAB4XPHnzBuYX5ACK99p7uOaR/VHHr6ooihJ4qZh5Yo/V2urJHBbSOzevH7epJZFJaDJs/FprPv/AK9Q3+wBwGYq9d1407UX3xJ8hzCTEZzDBRJZrvu+aKjbc/UJS5/UNBp3HgRB89sd7nOerywswVHSeQkNrF+09AVthJF8mOpGQnugaRYl2G5NRzlopxZM3b+CKh/bQ0NpFdRpEFkkOhDBbEJ/BOAh3MzvZE0j6nJysxI6EupbuYVFJIVPzte31Ufb9ZMI6E9ntk61RlGzo6FSFfYbnYxiKX96ykb13XjQhO5vxIjkQwmxBdgZjJFE3s9Hoi+NsHo2axk6nNEWyK9Hx2O1TWe1ORUXUePOZbtNQGGn3KcwWRBmMkdG6mY2FlWUFZLld1Dd1cu7ifA4d9TuvhUtVHO8eoKaxA1NDXVOns1qOFcTjEdKpOponu8NZOjfnkfLgwmxBlEGKmKamrSfArTvqU65BNBJnlOby1C0bAIMjbT0Ue92su/tF53WF1UXtkn/7o/O+q8oL2bKjnvpmX9wV/FiFdLqtdkeaT9h5W+LNGtYGNBkmwvkr7T6F2YBEE6VA2FxR834HkRHu9151Hnf+6jX6hpKPe19dXshA0OT1Y9bqX2OFmZ69qID6Zh+rygsZCmkO2s1y1lYWc9dnz+HS+152rrH9xrV88bEagqbGbSj2pBBZM5oQTLcImXjzCX8ftU2deLNd9AWCVFeWJO3EFeevkIkkiiYSB3IKhOPcY0X+1584nJIiAHjjQz+/vHkjZy3Mc0pW9ARC1DX5CJqamiYfh492O8fXN/usOkg51mYu3+PmtHm5VKXgvI1szzla8lm6NcOJN5+w+ShkavwDQUK26SxZJ644fwXhFKIMUmBeXjYryosm5Fp9QyZ1rZ289WGPM6aAVeUFzpcSsndtLgWrlxYzvyCHA9+8mGdvu4CPLszjgn/5A2jN7tsvHDWyJjL7+AsP7aE2ogpqewrRUOlE2HzkMpSVpW1/TsmatUq8WU4BwHQwhwnCdJKRPoOxmkCcOPcH9yTMOk6FojlZrCgr4GCrtQPQQEgrlKFwaU1IW0lqT2xex8cWFaCUwu1WlObncKCli6CpqW/2YRhq1PsY3p6ziAMtPkKm5tbt9ezcvGHGmUginbep+gxMU3PNI/toaPGxoryI7TeuS5tdkCBMBxm3MxhvfR6lFFkuhQGsWJLPb766gZ9+uZoz53tTus4ct+KzP3pl2HhDaxch01IEAD2BIJ+9fzebHt7nzLXEm8XyskJcCqoqitFap5QPUF1ZwgPXVeGyZV99s4+2nsCUlaSeSMLmI5fLSMms5ZiYtPWZd/QNTfJMBSG9ybidwXjDFE/2DlLX7MMEDh31c7mdQXzWgryU5tEftITuwdZuzl1cwBsf+slxK3oHh/seIm3hc3OzueaRfRxq7WJ5WRFam2y854WU8wEAqitLnMqrW3YcoD6DHKnpFjElCNNNximD8QqBEm8W3mwX/oFg1Phbx3uinqfSy+D1Y92cvaiAVz/ojvu6oeC8skLm5mY5+Q0hU9NwtAtsc9JY8gHCysE0TTZ+/0VCaRjHP1lIfoAgRDOqMlBKPQZ8BjihtT7XHisBngAqgUbgSq11p7L+o+4FLgX6gL/WWtfb51wPfNO+7He01j+xx1cD/w7MAZ4Fvq4n0VYxXiHQ0TdEb4wiiEcqN2BqSyHEIy/bxenzc2lo8XH1tr1obZWoAFhdUQTg5BmkqtgMQzE3N5urt+1xrllVMbXd0qZTGEt+gCCcIpmdwb8D9wM/jRi7A9iltb5HKXWH/fx24NPAGfbPOuABYJ2tPL4FVGPJyTql1NNa6077mJuAfVjK4FPAf4z/1hIzHiEQjiiaCAdyJIlEoak1Da3dmFir/3DTZZeC+6+pYl6eJyWBGiuAT/YOnqoCquB+u7FOqtcZbTze+anG+E+38hCE2cyoDmSt9R+Bjpjhy4Gf2I9/AnwuYvyn2mIvUKSUWgR8EnhOa91hK4DngE/ZrxVorffau4GfRlwrbYiMzz/RHeCfPvuxMV1nJFkXithK3P25c5zHfUMm5ywpcHIJIp3AkdVBkxXgsc7zWMdyKhVRY53wqTjnU43xn6jGPJPJVPaFFoSJZqw+gwVa62P24w+BBfbjJUBLxHGt9thI461xxtMGJ8u1sQNvtht/YHQTUcJrJSkjfn3wA/I8LnoCIfJz3Pz6Kxvp7A86jWTGuiJP5DwfyWwW77qJrpOKcz5V381YHP9TuZOQbGZhpjNuB7LWWiulpmQppJTaDGwGqKiomIq3jApBHI8iGIlYZ3Ndk4+X/sef0B0IceaCPAzDoDTfKn2tFMOE4HgrmSYymyW6bvg6tU2djmN7pOvHXjMsoFPx3aSqPKZaOKdzMT1BSIax5hkct0082L9P2ONHgfKI48rssZHGy+KMx0VrvU1rXa21ri4tLR3j1FMjLIQMIDc7tabGCnj8hjUjHuPNNlhRVhg1FtKai3/4R04vtRRBmERmiGRNLmHn+Z4kewEkuq5SisdvWMeKskIaWnxODsRo14819QBJm7gmau6TxVT1dRCEyWKsyuBp4Hr78fXAbyLGv6gs1gNdtjnp98AlSqlipVQxcAnwe/u1bqXUejsS6YsR10oLwoJveXkhfYMh5riTX13OyXaxtrKENZXFcV8/a0Eez3/j4zxwXRXnLi6Ieq130ORI26lw1Xg287BymJublbQgSsXHMJKA6+wfshLkYuoBhSOU2nsGx6y0Jnvuk0GqykoQ0o1kQkt3AH8KzFNKtWJFBd0D/EIpdQPQBFxpH/4sVljpEazQ0i8BaK07lFL/DNTYx31bax12Sn+VU6Gl/8EkRxKNhZN9gxxssaqHhpPFkqFvMMRfPvAKc7Jcw9pZgpWbsPFf/guAFUuilYE32+DMiES2WEHa5g9w284Djhnk8RvW0dmfegnnkRgpDDeR2WYk88xUJnpNRx6BhKoKM5lRlYHWelOCly6Kc6wGvpbgOo8Bj8UZrwXOHW0e08l4xMirH/hHPwg4/EE3q8oLOdTaxdmL8vn1VzZysveUcI8VpEoRpRw6+4cmRRAlEnCJhO1ItvOpFtAinAUheTIuA3kslOZ7WFtZQm1TBzlZBn1xSkaMhqGgemkJ9169got/8Ed6Ytpfrq4o4v5rqlBKOSUnRmpmD6TsUJ1oIRxP2M7Ly2ZVeRF1zZ2sqigaNi8R0IKQnogySAKt4d6rV/LO8W6++H/G1lDnmS0X8NFFBZzwB6IUwU9vWMMZpXl8/YlDnP/9F1m9tJgfXrXSKTkRubqOV06irScw6s5lvJE14e5uitEdvqGQ5s0P/Zga3jzmJxTSuFPws8R7b0k0E4TJJyOVQSoCxmp8v5f9jbF5dxbxahDFjuVmuzhjfh5KqWFO1b9+rIaV5UUcsquV1jZ18tXH65IuD3HbjgOjCvlUwh5jPxvr/vewv9Hq97y2soSdmxMrkyNtPU4Irj8Q5EhbDx9dVBD32NGQ2H1BmDqkhPUomWAnewepbYqvCOCU0M9xRY+dXurFZQuuXtuRHAgE+crP66Pno7H7CxTiNhTLywo5ZDurDUYuD5FsdE6ykTXxPpvwe4Spa47/PuHIpjPm557qxpbjjnKCp4p0IhOEqSPjdgapJgeVeLPI9biHVSmNZSDaBcC7bX2cs6SAV+3WlYePdrPqu8/TF+MrcCmrlPT2G9fR3jOIqU0u+beX8AeC5Oa4mZubOHErHFI6mt8gWcdtvM8mrEjCO4N47xO7gq+54yIOtPpYu6w4Kk8iVSY6+khMToKQmIxTBqkKmI6+oSgBnm1A2H8cL1w0jAY8htXEJhyOGqsI1iwt5kfXVlGa70FruG3nAWobO5w6RX2DITr6oqOEYgVvsiGlyThu5+VlU1VRTF1zJ1X2Z6OUYufmDXF9BmHhqrV2lEhtUyfXPLaPhtaucZt2JjL6KPJzq6ooYuumKuYXpE+PZ0GYbjJOGaQqYEq8WXxsUb6zwh804WMLvPzrVVUUz8nigv/1B8e+H0tdS3RZ6jyPi75AiBXlhTx43WrmF+Q479/eE3DKXgBWX167i1koZDotHWNX7xMZUmq5M7T1QGu0tspfGIZiQUFO1LGxwrWqopj6Zqs8xaEWX9I9FkZjoqKPIj+3/Y2dbPz+C1SLH0IQHDJOGUDyAibcJ/e1o9FC/Y3jfYC1Sp7jNoaFicbjowvz+O3Xzsc3EIqrhCJ3LNbKdRVbdhxgw9278Hrc9A2GqF5azPYb101a4la4nHVIWz0SRhLkkcK1vtnH7jsuxFCKublZbHp436TMbzw49ZTsnVcmNfIRhGTISGWQLCd7B6l5vyNuo5rPbH2Z5UsKEyqCVeVFuA2r6JzX4+KdE71c91gNO25aj9bWTiBSKcTuWNp7TgnmsL+itrGDd070sP3GdSk1f0+WVExoscfOt81Hpqm57+pVTkG9dDHDhD/f9p4At0a0+ByrshL/gzDbUDO19np1dbWurR1bzH+y/8ihkMmKb/8nPYHRV/6RGMAzt13AmQvyeedED5dtfZmQqXEZipf/x5/y1R0HaGjtGtFMobXmqof2UNvYiTfbRe9giFyPi/4hc0zmjVSaziR7XJs/ECX0xxoKOtWCdbzvJyGvwkxGKVWnta6OHc/I0NKrt+1h/fee56qH9owYWtrRN0T/UHLZxmeWellTWYxLQW6Om8/cv5srHtxDfo6LOVlW3GnI1Fz0g//iQLPPySlIFC5p6WhlJS0ohaEUPYFQlHkjlXtO1Iwmsgpqql3Kzv/+C2zZcYDwemIsoaDT0bQmlYJ38ZCQV2E2knHK4Lh/gP2NlqN2f2MnbT2BhMfOy8umemkxLkNxzuKRE6f+/ctreWLzBn675QL6Bi2hfaDFx/nf/wM9EX0Q+iKUy/KywigzRaRwtuz3nZgaegJBQrbENYCqmDIPpqk53jXAie6BuF224gmvWCEcDJrj7lI2lkqhM1GwSrlqYTaSUT4D09R8NSbpa6S1odbww6tX0tk7yO1PHhjx2m6Xtfq/6+nXEkYXgZVXYGpYVVHEU7dsiArTjDQ9hB3FtY0djgPZm+WidzAISjmRPrEZ0msri9m5eUOU2cIKGS1ynNNhn0TYmVrb2MGRtp6o8NC3j/s5a2H+sDDSeXnZCX0LYwkFncpKphPFdFREFYTJJqOUwcneQRqOdjnPvdlG3KQugGDQ5IqHXnFKV4/EmspiSvM9tPdEZ+uGWVlWwOEP/JaSUIpntpzPvLxoM0XsCrm9d9BxxM7NzbZ8D/e9hKmhPrbVZPOp96xt6mTfeydZd1qJk/B1yuSkHEVS4s3CayfTeT1uTi/NdbqXebNdXHbfS1RXlrDjpvUAw2zkiYRhqqGgM1WwSsE9YbaRUcqgxJtFtgv6bUtN36BJe+9g3Bj6K7ftSUoR/PzLazhjQb5z/bCAzfe4+f03Pg4KfL2D3PXb16lr9rF8SSHfevo1DjT74raSDK/et0REvOy4aT1nLcynurIkYavJ/e/bJTM0bHpkH/keN//5N59gYWGOY3IKmdpRJNb9W47x3kCQjr4hdty0nreP+7nsvpeGNa2Jl7U9UcJQBKsgTD8Z5TNo7x2kfyjahGOGhjuIT/YOcqjFN+r1vNkG1z1Ww7q7X+Avf7Sbt477HQHbNxSis3+IT/7wJS7dupvXPujmrPleDrT4qGmM30oy3Cnr/muqqI8RviO1mtx503r23XkR229YS/hu/IEgG+95gc8/8ArFc9zDbNzz8rJZXVFkfQYabt1hmcHCSmfYsTHnJ2rBOVFM9vUFQYgmo3YG8QwQvv4hFsV0pZyXl22twhs7OG9JAUGNk4Ec5iPzvLzb3uc8P9jaxaX3vUy+x03fUIg5WQaX3fey83rvYIjXP+yNusbKskK01mhtCfXwCllrHdeOHtlqsraxw7HrG4ZiQWEOpfnZ5HvcTtVQjZU89oVte3ly84ZhZSu2bqpi4/dfiNoxlOZ74pptIse0Hm42msjQyqkO3ZScAUHIsJ1Bab6HNUuLnOe52QZnLcwfdlx4Ff7MbR/nV189n9989XzOmu+NOiZSEUTSEwiybO6cpHIT3vjQHzd6R2u4b9MqXrnjwqh+uuEVukuB1+Pmsq0vR51rGAb/+f99YpjSa2jtcspWRAq7+QUeqsfQOznVCKBUV/lTGWGUamir7FiE2UpGKQMrAsfAZSjOXVLAof95SdyqmqapufbRfXxm68tsengfSimeue0TzMka/ePSwJG2aEVhKEvxxNI7GCKkoaaxgzb/gPPemx7ey/n3RMfwwylT0jO3fdwJX40VlgsLcli7rAQDqxaSy1BUJxD04evtvv1Ctm5aFfX+IwnHVEIrx5JHMJWhm6konunIiRCEqSKjzEThyJuQqXnjmJ+OviHmF7jiHxcRZvnmh90UebM4vdTL4Q96Un5fU8NAUPPMlvP5h18f5mCrZXLKy3bRMxjC1PDnP/gjB/7xYjr7h+I6ayNNGWctzKc6QTim1kRFISVTtuK2naca5Ny3adWoJb5jI4DildeI91kmWwtoKiOMUgltHcu9CMJMIaOUQYk3C2+WC38gSMjUfPXndfzilo3D7NFOUbOmTjxug0sjbP9jQQHVS4s5e3Ehv/rqBU456GO+Pi7/8R7gVFewsxbmRwmnEm8Wx7sHhkUXxROWwaDJldv2cKjF54SFhhVJssJakVxv5bDZaDT7/ljzCKYqwigVxTMTcyIEIVkyShl09A05zlWA2mYfbT2BYaGlSil+9qW1rPzOfw7rQTAWfmfnFRzvHsBQivn5HoaGTNbZigCsXcKZC/KihFOJN4trHtkX1eMgMiEsUtCXeLP4wrY9HGj2Wcc1dtgNcLJTEtaJHMiJGG21nE55BIkcxckqnnS6F0GYaDJKGZR4s8hxRXclC5nxaw+9d7KXvsHk6hLFY2lJDk0dA6xZWsQ//PpVDraeyllYW1nC1//89KhqqEMhk1BIYxinhFObf3iPgxy3wafvfYk1y0rYfsM6rn3UKhe9vKyQhoj3WFF+KtM4GWEdLjoHqa3KS7xZdqtOX8LVcjrkEUxUhFI63IsgTAYZ5UBu7x0c1p6yq28o7rFnLsjDmz3cn5AMhoLmjgFWlRfROxiMUgQAtU0dnDbXGxX1Ewhp/tuDr0Q5JSMdqWuWFvGxhfn0DobQwP73O9jXeJLaxg6Cpnb6KBsKzl1SwJM3W1FIyTpjb9t5gI33vJCSYzTc7+FQaxfLy4vYfuO6tF0tz8QaSIIwlWSUMogNB/RmxQ8tBStM8+A3/zyq0X2ymNqKKjrQ4uP1Y8MdzivKCvn6E4fQROc+vHq0m/aIwnmRiWg/unY1b3zoj7rOFx+rwetx41KWnf/Hm1axvKyQN475ueaR/U5SWvgakWGqkYxVUIbPC5maw61ddCRQrOmAFJcThJHJKGVgxAjCF/72EyM2bHe7XTz812vG9F6umPcy7LFV5UU8eN1q6m3bfqR60sDXttdzvOtU9dGwWaI038PqpdHZcSFT0zcY4rdbLgCluOB//YGDLV1RIafJJFSFTT1hpZKsoJxJAjYZpSgImUxG+Qzm5maT53E7JaW37DjIEzcPjyaCUzZmp+ZPEhgK0FBdWczWTau4+ed1Tn0jEzC0xu1SFOWc6qsca5Cpsfvzro5p2q6UYvsN63jrhB9Mk3/63RtWraOyQubmZlNvr9ABR6iXeLOi7OSP37DOyULWmign9VhMPTPNoSr2fkFITEZ1OjveNcC6u3c5zw0F+/7+z+MKiDZ/gA137yKYQmKRy1A8s+UCp/Tz0FCIVd95blg2cm64c1m2y85d8JOb7aY3EMSMuV64qxnAVQ+9Qk2TD4AVSwowDEVDa5e9Y1DUN3dSVVHM/descqqohu/BpWB5eRGHW7uoqigGrN7Fy8sKOdRq7SbchmLPnReJwBSEWUyiTmcZtTPQMetwj1tR4s2Ke2y4B8D+xuElqROxemlxVA8A30Awbqe03nC10MEQh45afoBlc+dw9+eXc9fTrzkCP7Ibmqm1Mw5wKKJWUl1TJ7/dcgHz8jxOoln4HsJho5FCv665E7QmpLEcz7aSiCxCN1NW+4IgTAzjUgZKqUbAD4SAoNa6WilVAjwBVAKNwJVa605lSZV7gUuBPuCvtdb19nWuB75pX/Y7WuufjGdeCecb87x/SNPRNxR3JayUYuumKjbcs4vRNgfnLszlzsvOZv1pc6OycUu8WawoK+Rgi89Z+VdVFPLW8d6ofAeAhg/8XLZ1N6vKi6LGz16Uz9zcLNp74jt1DbtO0V/cv5vVESv+sFkonI1s5SHsPbWT0KeO237jOidTebKL0AmCkJ5MxM7gz7TW7RHP7wB2aa3vUUrdYT+/Hfg0cIb9sw54AFhnK49vAdVYPtQ6pdTTWuvkl+RJEs8iVpQT/yOwInFgVXkhdc0j9zV47cNern20htxsg7MXF1rmlyWFuF2KQ61drCgv4hc3rcc3EGReXjYf+Po5//svxr1WQ2sXuR4XvYEQhrIijDY9vI/tN65jbWUJtU0dzMl20R8IUV1ZzF2fPYe/uH/3sBV/bWMHX9i2J8os1NDiY0V5ETtsv0Dk6j+sENt7AlJyQRAykMkwE10O/Kn9+CfAH7CUweXAT7XlpNirlCpSSi2yj31Oa90BoJR6DvgUsGPCZxZngftOWw9nLy6MGgs7j2saO/C4Rl8Vh3VM76BJjW1WOhDRD6GhtYt32nqYl+dhcDDEzT9L7OsIaU2v7WMI70jqmjrp6Bti5+b1Vs9mu+R1OLs47DgO9yeob/Zx3pICq9x1rFmotYuTvYPML8iJK+Sl5IIgZCbjVQYa+E+llAYe0lpvAxZorY/Zr38ILLAfLwFaIs5ttccSjQ9DKbUZ2AxQUVGR8mTjZRvH7gxMU/Pmh93UNHZgaugPjs/B7jIU3iyXU9/IUIxqdnLOy3bRFwg6QjkU0tzy8zoaWruoDheVs0NUAQaDIR68rhoUbNlxIEpJaA01dsTRrdvrh/VJDuNkJNv1kwRByAzGqwwu0FofVUrNB55TSr0Z+aLWWtuKYkKwlc02sKKJUj3/3bbhCWCd/UMsth9bzeX3pOQ0DuPNMhgImqyuKKJvKMQbx/xULy3mW589h89EFLpLRhGsKCvg4S+uiao6qjV84aFXOGCHqtbaReWWlxU69YgOtnZz/r+8aJWmsHcmLgX3X1OFBjbevctpZ9neE2B+TE2mSG7bcSCh30AczIIw+xhX0pnW+qj9+wTwa2AtcNw2/2D/PmEffhQojzi9zB5LND7hFOcMjxzKyVJOw5KwvTwZ8jxuDAX5HjcGcM7iAl65/UKUUrx5zM/K8iJ+9qW1fPPXrw7LJRiNJ25cz7w8D+29g5imyfHuAd441uUoAoDlSwopzffwi5vWc+6SAmcVHzI1B5t9nL24AJeC6soSSvM9zI9IWgvZbS4TlZ0YKSNZavoLwuxkzDsDpVQuYGit/fbjS4BvA08D1wP32L9/Y5/yNHCrUmonlgO5S2t9TCn1e+B7Sqlweu0lwJ1jnddI9IWCw8aeefUDdr/zutOIvqqiyAnh9GYp+obiC7v+oRCP37COax/ZhwnUNvno6A1Q3+wjpOFgs4+/fHB33HIUo/H/3viQf3+lyUlYi8eD11WhNVz76H5e/6Cb5WUFvNfWhz8QxFDw2gfdnLO4gJ99aQ3tPdYqPrLNZV1jR8LdwUh+g9heD23+AQzDmLW7BNkFCZnCeMxEC4Bf2/8gbmC71vr/KaVqgF8opW4AmoAr7eOfxQorPYIVWvolAK11h1Lqn4Ea+7hvh53JE81zrx4bNvbzl97nZACnhMN5S045kxMpAoDlSwqYk63IckEgZDlPvvDQXlaWFVDb3IUJY1IEAN94oiHhawZQvayE+QU5nOgOsL/R+qgOtXbjsk054Sqnh492U/Xd5+kfMqm2Q0hX27kT4d3BzjihoyNlFlv5F8Xsb+wgZGou+sF/0T9ksrqimK3XrGJ+vsfJbk5WgKarwJ3qXsyCMJ1kVAbylp/v5bevnhw2vqrCSrqKTMxKxNO3buR//t9XnW5lsZw138uRtn5CKXyuWQpG0DtRPHPbBczNzcZQCq016+5+wXktN9vFQNAkJ8twIpLCuAzFnjsuRGuc3cFYM46Pdw84/oeo97DLYISzoZMRoOkqcE1T8/ZxP5dtfVmys4VZhWQgA+3d/cPG5s0xeOrmDXT0DTE3N4urH943rB7RWfNzeftEL2sqi1lYMIeGo/EVAcBbJ/oSvpaIZBXBqvIi7vrNq44Za01lMXOyFP32BfqHQjx728c5vTSXK7ft5WCzj1yP2+nsduv2enbctD5hy8xIRlqtz8/3UF1ZQm1jB16P2+nHHHZOo1RUsbyRBGg6tpIMK6jI+5MwW2G2k1HKwIgT2PS/vnA2LpfhCKCdN62nzT/A5p/WOKUi3j7Ry+6/+zMWFc/BNDVzslxOSYmpwptl8ONrV3FBRLJaXVNnVHTSivIipxzGU7ds5GTvICHT5Px7XiCkrfyDjr6hUYvLjbZaj+3GdrJ3kFu311Pf7KOqogiUclp0jiZAS7xZnGc35kkXgeuU5tbQFwjyzG0fjyozIgizkYxSBh7X8OCp//dqO3929lLnuWEoFhTO4e8+/TGufWQ/YPkDmjr6WFzipb0nMOWKAKBvyKSjd4iqpcVOYpupIc/joi8QYmVFEU/dssERWOEKnVprqitLonYCkRnH8UhmtR5ZAXR+QQ47N29wFEyyPoNwc5xwZnS6NMeJdaCLIhAygYxSBnFqxlGaNzzp7GTvIOsqi3EpyxnrUrB2mRXsNJ0y4S/uf5nqpcX8bsv5fPb+3VZS3JDJs19PvHIdS5npsWQhRyoHpUjK1BO5Am+wm+NMt4kIZl5pbkGYCDJKGfQFAsPGBiOiTWPNI69965McaPWxdlkxShm0+a3G8yuW5DsmpMnCbo0Qhamtfge+vkGWLynk8AfdVE/CynWqhGE6l76Q3gdCppFRyqDu2PA8g4KcU4Iu1jzSFQhy+oJ8QJ1yKGa7h1UcnQwS+ZQ1cN2jVhTuyrJCtt+4LqpSaqzgHmu0zlQIQ1mBC0L6kFFtL+Px6N4PnCza8ErVpeC8JYXcur2ODXfv4gsP7aHWNmdMhSJIlkOtXbT5B5yM4Csf3MPrH3RhRtRgGi2buM0fiOoNHW9sMgkrHVEEgjC9ZLwy8PWFHAGplOLxG9axvLyIhqNd1DT5CJraagBTVkgahL9HoYGLfvBHat7vIGhqapo6ufS+l1nx7ecIBi2FkKhPcbgO0/rvPc9VD+3BNHVUqYmrHtrL8e6BpJVCOigWQRDGTkaZieKR4ybKVt3ZP8ThiMSzcCLVvVevpKN3kCse2E1/+mwO6B0Mce6SAl7/oNsJM/UPBDnS1sNHFxUkNMW09QScgnz7Gzut0thYfRBCGvY3drDx7l1UV5ZEmZbi5R/EM0WBNMkRhJlExu8MTi92DSu3EF5Jr60sYfcdF6KBDfe8yGVb00sRhMlSmldu/zPysl2AFW56emkux7sHONE94ET3RN5nrFg2Qya3/KwuKqs4nEQW3jklKlLX1hOgtrEjyhQ1knlKEIT0I+N3BmcvKYp6HruSPtGdfCXT6eJAq5+QhrMXF1DX5ONjC/PZ9PA+aux5r60sYfuN6+jsH4rKM1hbWUJdcyerK4r46vZ6pyqqy1AsX1LA4aPdUaaleAJ+bm621TvBViJVFUXO8bGRQulag0gQBFEGzCvwDhsLOzWDQZObf1abVA+C6abpZK9dMdXqbRw55brmTq7ctsfJ8g2bbHZutpSe1poNd+9yjl9eVshTN2/ghD+Ar896XSkVNxS0vWeQelvpuAzF/ddUOYI+UqlKb2VBSG8yXhm0dPbGHTdNzRUPvsLB1pH7H6cLhTluVpYVUN/cxXlLCnC7DGrtGkbLlxRyqMUXZfYpzfcMy1KubexgeVkRD15bhWlqLvnhH/EPBMnPcXPgmxfjdhvD/A+xCiIyHDUyPFV6KwtCepPxymCOyxV3vK0nMGMUAcBl97/iJKodbO1mzdIifrflfErzPJTme9j08L6EyV1Oq0t/gC076jn/+y/ysUX5+AcsB0mkQzo2/yDZXIF0TjATBEGUAS8c8WGaenhN/2maz3iINA3VNPm4/P7dTjTQaALbMBSGoahvtsJpXzvaTa7HRW8gRH6OmzMX5CV832QS1CTBTBDSm4xXBid7h+KaLPKz4u8YZhKxZqHRBHbs6v3nX17Lu+29nF6ay8neoXELcSnxIAjpS8YrgwX52cNMFgMDQS76txcTnDEzWFleyKsx0UCjEW/1fuaCfK7etsdREDs3bxDHryDMQjJeGfzNhcuiVruDgyE+etfvp3FGY8ebZdA3ZJKf4+bJzRvwDQSTWs1HhnzGrt5jk9OO+wdwz+Kex4KQqWS8MsA4lXdnmprn3zw+jZNJnbA4Xlle6HRg6xsM4RsIJmWSGbWRTczxX328nsMxIaqCIMx8Ml4ZnOyJzq7dF9PyMt3IccNARBb0y//jT/APmnxknperHt7HoRYf1SmYhkZrZBOZnLZ8SSENcUJUBUGY+WS8MtiwbC5gmUNqGtNPEeS4YMBurHbu4nxeP3aqj8Kq8kL+5skG6po6nV69y1PsGDZayKdSp5LT5uZmjRiiKgjCzCWjlIEbiC0t5M5yY5qaLTsOpGWmcVgRGAr+5YoV/M//e5jaZiv/QQN1zdZKPZwTcDjFjmHJhHxG+hEkPFQQZicZVaguXo25ktxsTvYOUpPG5iED8Ga7uOy+l6N2Bg0tXSwvK8SlID/HjSumTHXS10+hp4D0HxCE2UlG7QyuWVHI9kPRWcXvtfex8SNzOWtBHm8e75mmmSWmuqKQf7r8XC7buhuAvohGzisrinjy5g109A1R4s2io2/8uQCCIGQmGbUzWHHawmFj1z9Ww1Xb9vLdz509DTMaGUPBj6+rpjQ/Z9j4qooinrplAy6XQWm+x/ktikAQhLGQUcpgyBwuKENaU9PYyecf2j/h73fOAqsiao5bYQDnLi6Ie1w88a2ANZUlTubw2soSXIZibWUxe++8iF99ZSOGkVFfnxCDdJITJpKMMhN9/CPzpvT9srOz2ff3G5iXm22bctys+PZz9ARCzjGryot44qZ1HGnvJT/HRUtHP2uWFuMbCEWZfMIRPWIGEmD0/BBBSJWMUgYtXYEJvZ43S3HO4kJq7FLRsTS0+jCUckw4AAf/8RLePuGn2JuFyzhl2jl7cSEA5SVWQbjSrOivRur6CJGMlh8iCKmSNspAKfUp4F7ABTyitb5not9jSWHq/ywK+O2W8/nm/32Vgy1dnL0oj23XrsY/GOKshfmA4s0Pu7n0vpedc85ZnM+bx/ysXlqC1tppDgPgdhuO4AdrhdfeE2BeXjahkObtE37m5mYzvyBnQnYAkaUmtIY2fyCqDWa817XWUVFD4WOSdVKHzRfh99HayuPQWmOo4dd13rsngMI6J/xZFM5x09k3hNIwL9/DvDwPH3T3U9/UgQGsWFJIs2+AZXO9+PpDFOS4aOrsp7JkDp19Q7T3DNAbCLGirJDu/hAhbaKUQgMupZibmw1KobWmo3eQ4jlZdPYPUeTNwtc3REluNi7DYK6zu8uivWeQITPE++29lHizOaM0jyPtvRR7szDsawOEgibvd/TykXm5aBRtPQP4B4J8ZF4uyjDifhYl3izaewdBa7S2/gDDx4VCmiNtPZy5II8SbxbnLSmk4WgX5y0pZG5ulvP5B4Omc1zYlBj7WUfuMoNBk7eO+9HaZG6eBzT4+oc4a2E+pglH2no4ba6X9072cXppLp39QWeeCpzPJvJ64fcHFfVepqk51tVP08le1i0rwRVTQj7e347zufQMxm3hapra+duJnEvsfcZ+DvHmo5Qx7PVkduQjHTfeDn8jfZ4TSVooA6WUC/gRcDHQCtQopZ7WWr8+ke/z94+/PPpBMawoL0QpxSG7JeTrx3rY/PNa/s+XrMQuraHIm8W5iwt4/Vg3Z8zP4+HrqjAMF1t2HGDDPS+wsqyAv7n4LCpL5uAPhDhjfh4n+4YIDoXY/Hgdr3/gZ/mSfN760O/kFawsK+DJmzfiGwhSlOPmnbYe8rIMalo6ONbRS062i5wsN+sqinnxnQ4+eU4pvt4Q73X0YJomIW1ysmeI3x08ymvH+zmt2ENPYJATfZaoWpRr8E+Xn8tdv2ngg17IAXKywDd06t5LPXBORRF17/rwnwpiYv4cuHJtOf6BEH9x3iJ6Q+DNNtj97klO+vr545F2muwLLSvOxgyFaOo+ZRo7Y66Hr1x0Bj/adYR3Tw6wuCCLoWCQNntuSwqzOd49SDCNTOHZLhgMgVsxofM6s9TLo39dzW07G2g42kWOW9E7aA477mMLc2nu6Kd30CTP4+K0uV4aPrDCjA+0+Lh86x/53udXMNebzSX3vkRPIIQ326D+7/+cjr4hvvzv+3jzRB/LF+eR7XZR39zF8rIC7r+mik/+8CV6B0PD3nOO2xKGgYjphHtmzHEr+u0PIt/jpm8oRPXSYv7PX1VTfc/z9A2azHErProwj4ajflYvLWb7jeu56qFXqLP/lwwFL/73P6G7fwjDVsxbdhx02rVWVxQR0ppDLV3ketz4A1Zw+KryQp66ZSMul0EwaHLFg7s52GqVYsnNdjEQNDlvSQHZLoP6Zp9jRoPobnuP37COq7ftobbZ58znvMX5vPqBn+rKEh6/YR3XPrpvVFNc2GRX29TpdAl0uYzo1xo7WFFuRf+FX4s8P5GADwZNVn3nOavJlMfNRxfmcaBlcsrBqHRwPimlNgB3aa0/aT+/E0BrfXeic6qrq3VtbW1K71N5xzMpzy0v20VPnH8UgLWVxZim6SSBRbKyrDBhcxwDGP7vPpzcbBd9gyEMRVSjekFIFkMxZcmUhgKP26B/KP5f9++2nM9n7BDp8bKqoognN2/gCw/t4UCLb8Rj3YZiz50XAbDh7l0ETY3bUPxuywV8+t6XiPfxuBQ8c9vH+czWl53j99x5UVxTXJs/wPq7dxGyP+iqiiKeumUjhqGs1773vPP/u6qiiF/ar8Hovp83j3XzqXtfcp6HZcdI8xkNpVSd1ro6djxdwlGWAC0Rz1vtsSiUUpuVUrVKqdq2trYpmVgiRQBQ1+SjLo4iAGg4mrhLWjKKAKB3MIRGFIEwdqZKEbgMxdmLCxIqArDMXWMlNzvanNTQ2sWRtp4R/8/C8wonYoZLr7jtsTMX5LF6aVHc81aUF9mvnzo+UTLnvLxslpedMv0eavFxsnfQeW1F+an3aGjtcl6D+L6fSM5ckEd+jmXAyc9xs3pp0ajzGStpYSZKFq31NmAbWDuDqXjPPI/Lif6JXdGvXlqUcGdQvbQYrXVc5/JIO4PIlVx+jpuegaDsDDKUsEkm9rk3S9E3lPgPorqiiNc/9NM3GMIV528ndreb53HRP2jy0YV5ZLmUY3KJN488j5ueQHQuf3VFIT++rpq5uVms/OfnndIokeevWVbCRxfms7ay2CmJPscN/TFlAdYsLWLrpiqUgi07D1Jnm16etKPpbv55HYePdlPtCPNi9tvVA7xZ1q7E63HRHwhRXVnM/ddURfkYYsup/OLmjRzr6qexvYcfPv8O9XZW/1O3bMAwhvf8jodSiqdutnYph1p8VFeWOIJaKcWTN2/giof20NDaNayI5Gi1wQzD4MA3L54Sn0FGmYkg2lQ0H3jqbz/O+539hEIhsl0uTivNQ6Ho6BtkXp7lsAw7rornZPFOW09UJJDWcNw/gK93kGUlXupafJw+P5f5BXMcB1ZBtovalk6WFkf7DMyQia9/iDPm59HWO4ivd9B5LdIZNlafQUdPkM+ctxBcLt5q7eK1410syvfQMxQCNBXFuRzvGaDm3ZOYwSAleTkc7eyjND+HjyzIx3BpXnqng7KCLILaoGiOiw/9g5w1P5/uwSD+/uAwn0Fn1wBVywrY/XYnH1ucT+XcfIKmyVsn/CzKz8HlNigv8dLiG6DQ48Y0TZpP9uPvH6DA68HrcVk2c23icSneOtHLR+bN4XBrN6eX5nK8Z5CBQJCBUJBVFUUcavazuCiH7CwXp5fmcrC1kwONXVQtzUOpbD5x1jxqm7oIhoYoyMnGMFzkZRl0DQZRWKvVBXnZvPT2CfqCIebmesj3uMnJdnO4xcdZiwpYe1oJB1v9nLcwl11vnmTtaYWc7Amxflkxu9/rIBgKkZvtoqmjj5UVhfQPQcGcLObn5VDgzaKpvY9ibxYfW1zI4KDJ79/6ED0UIn+Om+xsNx+Zl4fLMNAaTDSdvdbfXok3m7dO+NFa47IbDUU6b03TpL07gK9/kNPm5dr9KzzML8hxnM2nl+bS3jPIcV8/zZ19rFlWTGn+HMdJrWxbfaTT9UNfP0fa/RTNycJtGJy5ID/qb7K9Z9DJbYgtTxJ2dlYWz+FAaxfVS4uiwqQjHcRzc7M50ROg3T+AoZQz90TO3nhjsdcbTzb+eB29Y3Uij/d9UyWRmShdlIEbeBu4CDgK1ADXaK1fS3TOWJWBIAhCJpNIGaSFmUhrHVRK3Qr8Hiu09LGRFIEgCIIwsaSFMgDQWj8LPDvd8xAEQchE0iWaSBAEQZhGRBkIgiAIogwEQRAEUQaCIAgCaRJaOhaUUm1A0xhPnwe0T+B00hG5x9lDJtyn3OPUsVRrXRo7OGOVwXhQStXGi7OdTcg9zh4y4T7lHqcfMRMJgiAIogwEQRCEzFUG26Z7AlOA3OPsIRPuU+5xmslIn4EgCIIQTabuDARBEIQIRBkIgiAImaUMlFKfUkq9pZQ6opS6Y7rnkypKqUal1GGl1EGlVK09VqKUek4p9Y79u9geV0qp++x7bVBKVUVc53r7+HeUUtdP1/1EzOcxpdQJpdSrEWMTdl9KqdX253bEPnfyi8bHkOAe71JKHbW/z4NKqUsjXrvTnu9bSqlPRozH/RtWSi1TSu2zx59QSk1sG6wkUEqVK6VeVEq9rpR6TSn1dXt81nyXI9zjzP8utdYZ8YNVGvtd4DQgGzgEnD3d80rxHhqBeTFj/wLcYT++A/i+/fhS4D+wGk2tB/bZ4yXAe/bvYvtx8TTf1yeAKuDVybgvYL99rLLP/XSa3ONdwH+Pc+zZ9t+nB1hm/926RvobBn4BXG0/fhD4yjTc4yKgyn6cj9Wj5OzZ9F2OcI8z/rvMpJ3BWuCI1vo9rfUgsBO4fJrnNBFcDvzEfvwT4HMR4z/VFnuBIqXUIuCTwHNa6w6tdSfwHPCpKZ5zFFrrPwIdMcMTcl/2awVa673a+u/6acS1powE95iIy4GdWuuA1vp94AjW32/cv2F7dXwh8JR9fuTnNWVorY9prevtx37gDaxe5rPmuxzhHhMxY77LTFIGS4CWiOetjPwlpiMa+E+lVJ1SarM9tkBrfcx+/CGwwH6c6H5nyucwUfe1xH4cO54u3GqbSB4Lm09I/R7nAj6tdTBmfNpQSlUCq4B9zNLvMuYeYYZ/l5mkDGYDF2itq4BPA19TSn0i8kV7tTTrYoVn630BDwAfAVYCx4B/ndbZTBBKqTzgl8A3tNbdka/Nlu8yzj3O+O8yk5TBUaA84nmZPTZj0FoftX+fAH6NtdU8bm+fsX+fsA9PdL8z5XOYqPs6aj+OHZ92tNbHtdYhrbUJPIz1fULq93gSy8TijhmfcpRSWVhC8nGt9a/s4Vn1Xca7x9nwXWaSMqgBzrA99dnA1cDT0zynpFFK5Sql8sOPgUuAV7HuIRxtcT3wG/vx08AX7YiN9UCXvVX/PXCJUqrY3speYo+lGxNyX/Zr3Uqp9bY99osR15pWwgLS5i+xvk+w7vFqpZRHKbUMOAPLcRr3b9hebb8IXGGfH/l5TRn25/so8IbW+gcRL82a7zLRPc6K73IqvNTp8oMVvfA2lhf/H6Z7PinO/TSsiINDwGvh+WPZGHcB7wDPAyX2uAJ+ZN/rYaA64lpfxnJkHQG+lAb3tgNraz2EZSO9YSLvC6jG+ud8F7gfO/M+De7xZ/Y9NGAJjUURx/+DPd+3iIiYSfQ3bP997Lfv/UnAMw33eAGWCagBOGj/XDqbvssR7nHGf5dSjkIQBEHIKDORIAiCkABRBoIgCIIoA0EQBEGUgSAIgoAoA0EQBAFRBoIgCAKiDARBEATg/we1UfxsLQ3+CgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[ 1. , -0.02145887],\n",
" [-0.02145887, 1. ]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"plt.figure()\n",
"plt.scatter(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'], s=5)\n",
"plt.show()\n",
"\n",
"df_train_with_target = df_train_with_target.dropna()\n",
"np.corrcoef(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Day offset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = df_train_with_target.copy()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = offset_day(df_train_features, 6+7*0, '6D')\n",
"df_train_features = offset_day(df_train_features, 6+7*1, '13D')\n",
"df_train_features = offset_day(df_train_features, 6+7*3, '27D')\n",
"df_train_features = offset_day(df_train_features, 363, '363D')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>TARGET</th>\n",
" <th>SALE_COUNT_6D</th>\n",
" <th>SALE_COUNT_13D</th>\n",
" <th>SALE_COUNT_27D</th>\n",
" <th>SALE_COUNT_363D</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TARGET</th>\n",
" <td>1.000000</td>\n",
" <td>0.771860</td>\n",
" <td>0.725403</td>\n",
" <td>0.750828</td>\n",
" <td>0.815419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_6D</th>\n",
" <td>0.771860</td>\n",
" <td>1.000000</td>\n",
" <td>0.789803</td>\n",
" <td>0.765755</td>\n",
" <td>0.760947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_13D</th>\n",
" <td>0.725403</td>\n",
" <td>0.789803</td>\n",
" <td>1.000000</td>\n",
" <td>0.755095</td>\n",
" <td>0.731148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_27D</th>\n",
" <td>0.750828</td>\n",
" <td>0.765755</td>\n",
" <td>0.755095</td>\n",
" <td>1.000000</td>\n",
" <td>0.780629</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_363D</th>\n",
" <td>0.815419</td>\n",
" <td>0.760947</td>\n",
" <td>0.731148</td>\n",
" <td>0.780629</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TARGET SALE_COUNT_6D SALE_COUNT_13D SALE_COUNT_27D \\\n",
"TARGET 1.000000 0.771860 0.725403 0.750828 \n",
"SALE_COUNT_6D 0.771860 1.000000 0.789803 0.765755 \n",
"SALE_COUNT_13D 0.725403 0.789803 1.000000 0.755095 \n",
"SALE_COUNT_27D 0.750828 0.765755 0.755095 1.000000 \n",
"SALE_COUNT_363D 0.815419 0.760947 0.731148 0.780629 \n",
"\n",
" SALE_COUNT_363D \n",
"TARGET 0.815419 \n",
"SALE_COUNT_6D 0.760947 \n",
"SALE_COUNT_13D 0.731148 \n",
"SALE_COUNT_27D 0.780629 \n",
"SALE_COUNT_363D 1.000000 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2)\n",
"fig.set_figheight(7)\n",
"fig.set_figwidth(10)\n",
"ax1.scatter(df_train_features['SALE_COUNT_6D'], df_train_features['TARGET'], s=5)\n",
"ax2.scatter(df_train_features['SALE_COUNT_13D'], df_train_features['TARGET'], s=5)\n",
"ax3.scatter(df_train_features['SALE_COUNT_27D'], df_train_features['TARGET'], s=5)\n",
"ax4.scatter(df_train_features['SALE_COUNT_363D'], df_train_features['TARGET'], s=5)\n",
"ax1.set_xlabel('SALE_COUNT_6D')\n",
"ax2.set_xlabel('SALE_COUNT_13D')\n",
"ax3.set_xlabel('SALE_COUNT_27D')\n",
"ax4.set_xlabel('SALE_COUNT_363D')\n",
"ax1.set_ylabel('TARGET')\n",
"ax2.set_yticks([])\n",
"ax3.set_ylabel('TARGET')\n",
"ax4.set_yticks([])\n",
"fig.tight_layout()\n",
"plt.savefig('DayOffsetFeatures.png', dpi=600)\n",
"\n",
"\n",
"df_train_features = df_train_features.dropna()\n",
"df_train_features[['TARGET', 'SALE_COUNT_6D', 'SALE_COUNT_13D', 'SALE_COUNT_27D', \n",
" 'SALE_COUNT_363D']].corr()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DATE_SALE 0\n",
"SALE_COUNT 0\n",
"DATE_SALE_TARGET 0\n",
"TARGET 0\n",
"DATE_SALE_6D 0\n",
"SALE_COUNT_6D 0\n",
"WEEKDAY_6D 0\n",
"DATE_SALE_13D 0\n",
"SALE_COUNT_13D 0\n",
"WEEKDAY_13D 0\n",
"DATE_SALE_27D 0\n",
"SALE_COUNT_27D 0\n",
"WEEKDAY_27D 0\n",
"DATE_SALE_363D 0\n",
"SALE_COUNT_363D 0\n",
"WEEKDAY_363D 0\n",
"dtype: int64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train_features.isna().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rolling window"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = rolling_window(df_train_features, 7, 'SALE_COUNT')\n",
"df_train_features = rolling_window(df_train_features, 14, 'SALE_COUNT')\n",
"df_train_features = rolling_window(df_train_features, 28, 'SALE_COUNT')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>TARGET</th>\n",
" <th>SALE_COUNT_R7</th>\n",
" <th>SALE_COUNT_R14</th>\n",
" <th>SALE_COUNT_R28</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TARGET</th>\n",
" <td>1.000000</td>\n",
" <td>0.196038</td>\n",
" <td>0.155697</td>\n",
" <td>0.140601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7</th>\n",
" <td>0.196038</td>\n",
" <td>1.000000</td>\n",
" <td>0.876813</td>\n",
" <td>0.758853</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R14</th>\n",
" <td>0.155697</td>\n",
" <td>0.876813</td>\n",
" <td>1.000000</td>\n",
" <td>0.886845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R28</th>\n",
" <td>0.140601</td>\n",
" <td>0.758853</td>\n",
" <td>0.886845</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TARGET SALE_COUNT_R7 SALE_COUNT_R14 SALE_COUNT_R28\n",
"TARGET 1.000000 0.196038 0.155697 0.140601\n",
"SALE_COUNT_R7 0.196038 1.000000 0.876813 0.758853\n",
"SALE_COUNT_R14 0.155697 0.876813 1.000000 0.886845\n",
"SALE_COUNT_R28 0.140601 0.758853 0.886845 1.000000"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"fig, (ax1, ax2, ax3) = plt.subplots(1, 3)\n",
"fig.set_figheight(3)\n",
"fig.set_figwidth(10)\n",
"ax1.scatter(df_train_features['SALE_COUNT_R7'], df_train_features['TARGET'], s=5)\n",
"ax2.scatter(df_train_features['SALE_COUNT_R14'], df_train_features['TARGET'], s=5)\n",
"ax3.scatter(df_train_features['SALE_COUNT_R28'], df_train_features['TARGET'], s=5)\n",
"ax1.set_ylabel('TARGET')\n",
"ax2.set_yticks([])\n",
"ax3.set_yticks([])\n",
"ax1.set_xlim([0, 8000])\n",
"ax2.set_xlim([0, 8000])\n",
"ax3.set_xlim([0, 8000])\n",
"ax1.set_xlabel('SALE_COUNT_R7')\n",
"ax2.set_xlabel('SALE_COUNT_R14')\n",
"ax3.set_xlabel('SALE_COUNT_R28')\n",
"plt.tight_layout()\n",
"plt.savefig('RollingWindowFeatures.png', dpi=600)\n",
"\n",
"# Correlation\n",
"df_train_features = df_train_features.dropna()\n",
"df_train_features[['TARGET', 'SALE_COUNT_R7', 'SALE_COUNT_R14', 'SALE_COUNT_R28']].corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Day of week"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"df_train_features['WEEKDAY'] = df_train_features['DATE_SALE_TARGET'].dt.dayofweek\n",
"df_train_features = categorical_to_numerical(df_train_features, 'WEEKDAY')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"fig, ((ax1, ax2, ax3), (ax4, ax5, ax6), (ax7, ax8, ax9)) = plt.subplots(3, 3)\n",
"fig.set_figheight(10)\n",
"fig.set_figwidth(12)\n",
"ax1.scatter(df_train_features['WEEKDAY_BUCKET0'], df_train_features['TARGET'], s=5)\n",
"ax2.scatter(df_train_features['WEEKDAY_BUCKET1'], df_train_features['TARGET'], s=5)\n",
"ax3.scatter(df_train_features['WEEKDAY_BUCKET2'], df_train_features['TARGET'], s=5)\n",
"ax4.scatter(df_train_features['WEEKDAY_BUCKET3'], df_train_features['TARGET'], s=5)\n",
"ax5.scatter(df_train_features['WEEKDAY_BUCKET4'], df_train_features['TARGET'], s=5)\n",
"ax6.scatter(df_train_features['WEEKDAY_BUCKET5'], df_train_features['TARGET'], s=5)\n",
"ax7.scatter(df_train_features['WEEKDAY_BUCKET6'], df_train_features['TARGET'], s=5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Day of week $\\times$ Rolling window"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"column_cross = 'SALE_COUNT_R7'\n",
"column_subset1 = [column_cross]\n",
"column_subset2 = ['WEEKDAY_BUCKET' + str(i) for i in range(7)]\n",
"df_train_features = cross_feature(df_train_features, column_subset1, column_subset2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"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>SALE_COUNT_R7_x_WEEKDAY_BUCKET0</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET1</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET2</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET3</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET4</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET5</th>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET6</th>\n",
" <th>TARGET</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET0</th>\n",
" <td>1.000000</td>\n",
" <td>-0.141942</td>\n",
" <td>-0.141948</td>\n",
" <td>-0.141551</td>\n",
" <td>-0.141169</td>\n",
" <td>-0.139891</td>\n",
" <td>-0.141939</td>\n",
" <td>-0.275615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET1</th>\n",
" <td>-0.141942</td>\n",
" <td>1.000000</td>\n",
" <td>-0.141951</td>\n",
" <td>-0.141555</td>\n",
" <td>-0.141173</td>\n",
" <td>-0.139895</td>\n",
" <td>-0.141942</td>\n",
" <td>-0.005438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET2</th>\n",
" <td>-0.141948</td>\n",
" <td>-0.141951</td>\n",
" <td>1.000000</td>\n",
" <td>-0.141560</td>\n",
" <td>-0.141178</td>\n",
" <td>-0.139900</td>\n",
" <td>-0.141948</td>\n",
" <td>-0.066229</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET3</th>\n",
" <td>-0.141551</td>\n",
" <td>-0.141555</td>\n",
" <td>-0.141560</td>\n",
" <td>1.000000</td>\n",
" <td>-0.140784</td>\n",
" <td>-0.139510</td>\n",
" <td>-0.141551</td>\n",
" <td>-0.016720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET4</th>\n",
" <td>-0.141169</td>\n",
" <td>-0.141173</td>\n",
" <td>-0.141178</td>\n",
" <td>-0.140784</td>\n",
" <td>1.000000</td>\n",
" <td>-0.139133</td>\n",
" <td>-0.141169</td>\n",
" <td>0.038935</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET5</th>\n",
" <td>-0.139891</td>\n",
" <td>-0.139895</td>\n",
" <td>-0.139900</td>\n",
" <td>-0.139510</td>\n",
" <td>-0.139133</td>\n",
" <td>1.000000</td>\n",
" <td>-0.139891</td>\n",
" <td>0.792306</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET6</th>\n",
" <td>-0.141939</td>\n",
" <td>-0.141942</td>\n",
" <td>-0.141948</td>\n",
" <td>-0.141551</td>\n",
" <td>-0.141169</td>\n",
" <td>-0.139891</td>\n",
" <td>1.000000</td>\n",
" <td>-0.274886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TARGET</th>\n",
" <td>-0.275615</td>\n",
" <td>-0.005438</td>\n",
" <td>-0.066229</td>\n",
" <td>-0.016720</td>\n",
" <td>0.038935</td>\n",
" <td>0.792306</td>\n",
" <td>-0.274886</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SALE_COUNT_R7_x_WEEKDAY_BUCKET0 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.141942 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.141948 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.141551 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.141169 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139891 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.141939 \n",
"TARGET -0.275615 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET1 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.141942 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.141951 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.141555 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.141173 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139895 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.141942 \n",
"TARGET -0.005438 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET2 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.141948 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.141951 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.141560 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.141178 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139900 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.141948 \n",
"TARGET -0.066229 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET3 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.141551 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.141555 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.141560 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.140784 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139510 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.141551 \n",
"TARGET -0.016720 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET4 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.141169 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.141173 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.141178 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.140784 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139133 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.141169 \n",
"TARGET 0.038935 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET5 \\\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.139891 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.139895 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.139900 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.139510 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.139133 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 1.000000 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 -0.139891 \n",
"TARGET 0.792306 \n",
"\n",
" SALE_COUNT_R7_x_WEEKDAY_BUCKET6 TARGET \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 -0.141939 -0.275615 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 -0.141942 -0.005438 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 -0.141948 -0.066229 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 -0.141551 -0.016720 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 -0.141169 0.038935 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 -0.139891 0.792306 \n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 1.000000 -0.274886 \n",
"TARGET -0.274886 1.000000 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig, ((ax1, ax2, ax3), (ax4, ax5, ax6), (ax7, ax8, ax9)) = plt.subplots(3, 3)\n",
"fig.set_figheight(10)\n",
"fig.set_figwidth(12)\n",
"ax1.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET0'], df_train_features['TARGET'], s=5)\n",
"ax2.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET1'], df_train_features['TARGET'], s=5)\n",
"ax3.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET2'], df_train_features['TARGET'], s=5)\n",
"ax4.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET3'], df_train_features['TARGET'], s=5)\n",
"ax5.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET4'], df_train_features['TARGET'], s=5)\n",
"ax6.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET5'], df_train_features['TARGET'], s=5)\n",
"ax7.scatter(df_train_features[column_cross + '_x_WEEKDAY_BUCKET6'], df_train_features['TARGET'], s=5)\n",
"plt.show()\n",
"\n",
"# Correlation\n",
"df_train_features[[column_cross + '_x_WEEKDAY_BUCKET' + str(i) for i in range(7)] + ['TARGET']].corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Summary of Feature Engineering steps\n",
"\n",
"1. Day offset\n",
"2. Rolling window\n",
"3. Weekdays\n",
"4. Cross rolling window $\\times$ weekday"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Split train-validate"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"ini_train = '1996-01-01'\n",
"ini_validate = '2009-01-01'\n",
"end_train = '2008-12-31'\n",
"end_validate = '2011-12-31'\n",
"df_train_split = df_train_features[(df_train_features['DATE_SALE'] >= ini_train) \n",
" & (df_train_features['DATE_SALE'] <= end_train)]\n",
"df_validate_split = df_train_features[(df_train_features['DATE_SALE'] >= ini_validate)\n",
" & (df_train_features['DATE_SALE'] <= end_validate)]\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"offset_columns = ['SALE_COUNT_6D', 'SALE_COUNT_13D', 'SALE_COUNT_27D', 'SALE_COUNT_363D']\n",
"weekday_columns = ['WEEKDAY_BUCKET' + str(i) for i in range(7)]\n",
"cross_columns = [column_cross + '_x_WEEKDAY_BUCKET' + str(i) for i in range(7)]\n",
"#cross_columns = [column_cross + '_x_WEEKDAY_BUCKET5']\n",
"\n",
"# Target\n",
"y_train = np.array(df_train_split['TARGET'])\n",
"\n",
"# Offset feature model\n",
"x_train_offset = df_train_split[offset_columns]\n",
"lm_offset = sm.OLS(y_train, x_train_offset)\n",
"lm_offset_fit = lm_offset.fit()\n",
"\n",
"# Cross features model\n",
"x_train_cross = df_train_split[cross_columns]\n",
"lm_cross = sm.OLS(y_train,x_train_cross)\n",
"lm_cross_fit = lm_cross.fit()\n",
"\n",
"# All features model\n",
"x_train_all = df_train_split[offset_columns + cross_columns]\n",
"lm_all = sm.OLS(y_train,df_train_split[offset_columns + cross_columns])\n",
"lm_all_fit = lm_all.fit()\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"===================\n",
"Error for OLS_OFFSET: 2.147e+03\n",
"Error for OLS_CROSS: 2.226e+03\n",
"Error for OLS_ALL: 1.991e+03\n",
"===================\n",
"Error for OLS_OFFSET: 1.012e+03\n",
"Error for OLS_CROSS: 1.171e+03\n",
"Error for OLS_ALL: 939.1\n",
"===================\n",
"Mean sold houses: 3.059e+03\n"
]
}
],
"source": [
"print('===================')\n",
"# Train errors\n",
"print_error(lm_offset_fit, x_train_offset, y_train, \"OLS_OFFSET\")\n",
"print_error(lm_cross_fit, x_train_cross, y_train, \"OLS_CROSS\")\n",
"print_error(lm_all_fit, x_train_all, y_train, \"OLS_ALL\")\n",
"\n",
"print('===================')\n",
"# Validate errors\n",
"y_val = np.array(df_validate_split['TARGET'])\n",
"x_val_offset = np.array(df_validate_split[offset_columns])\n",
"x_val_cross = np.array(df_validate_split[cross_columns])\n",
"x_val_all = np.array(df_validate_split[offset_columns + cross_columns])\n",
"print_error(lm_offset_fit, x_val_offset, y_val, \"OLS_OFFSET\")\n",
"print_error(lm_cross_fit, x_val_cross, y_val, \"OLS_CROSS\")\n",
"print_error(lm_all_fit, x_val_all, y_val, \"OLS_ALL\")\n",
"print('===================')\n",
"print(\"Mean sold houses: {:.4}\".format(y_train.mean()))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>y</td> <th> R-squared (uncentered):</th> <td> 0.847</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared (uncentered):</th> <td> 0.846</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 2377.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Wed, 13 Jan 2021</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>12:46:21</td> <th> Log-Likelihood: </th> <td> -42815.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 4749</td> <th> AIC: </th> <td>8.565e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 4738</td> <th> BIC: </th> <td>8.572e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 11</td> <th> </th> <td> </td> \n",
"</tr>\n",
"<tr>\n",
" <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[0.025</th> <th>0.975]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_6D</th> <td> -0.1929</td> <td> 0.021</td> <td> -9.291</td> <td> 0.000</td> <td> -0.234</td> <td> -0.152</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_13D</th> <td> 0.0214</td> <td> 0.013</td> <td> 1.677</td> <td> 0.094</td> <td> -0.004</td> <td> 0.046</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_27D</th> <td> 0.0655</td> <td> 0.013</td> <td> 5.047</td> <td> 0.000</td> <td> 0.040</td> <td> 0.091</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_363D</th> <td> 0.3483</td> <td> 0.013</td> <td> 27.631</td> <td> 0.000</td> <td> 0.324</td> <td> 0.373</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET0</th> <td> 0.0084</td> <td> 0.023</td> <td> 0.364</td> <td> 0.716</td> <td> -0.037</td> <td> 0.054</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET1</th> <td> 0.6446</td> <td> 0.032</td> <td> 20.114</td> <td> 0.000</td> <td> 0.582</td> <td> 0.707</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET2</th> <td> 0.5018</td> <td> 0.028</td> <td> 17.644</td> <td> 0.000</td> <td> 0.446</td> <td> 0.558</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET3</th> <td> 0.6162</td> <td> 0.031</td> <td> 19.954</td> <td> 0.000</td> <td> 0.556</td> <td> 0.677</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET4</th> <td> 0.7454</td> <td> 0.034</td> <td> 22.023</td> <td> 0.000</td> <td> 0.679</td> <td> 0.812</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET5</th> <td> 2.5018</td> <td> 0.093</td> <td> 27.005</td> <td> 0.000</td> <td> 2.320</td> <td> 2.683</td>\n",
"</tr>\n",
"<tr>\n",
" <th>SALE_COUNT_R7_x_WEEKDAY_BUCKET6</th> <td> 0.0102</td> <td> 0.023</td> <td> 0.442</td> <td> 0.659</td> <td> -0.035</td> <td> 0.056</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td>1575.874</td> <th> Durbin-Watson: </th> <td> 1.949</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td>45368.734</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 0.977</td> <th> Prob(JB): </th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td>18.015</td> <th> Cond. No. </th> <td> 35.2</td> \n",
"</tr>\n",
"</table><br/><br/>Notes:<br/>[1] R² is computed without centering (uncentered) since the model does not contain a constant.<br/>[2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
],
"text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"=======================================================================================\n",
"Dep. Variable: y R-squared (uncentered): 0.847\n",
"Model: OLS Adj. R-squared (uncentered): 0.846\n",
"Method: Least Squares F-statistic: 2377.\n",
"Date: Wed, 13 Jan 2021 Prob (F-statistic): 0.00\n",
"Time: 12:46:21 Log-Likelihood: -42815.\n",
"No. Observations: 4749 AIC: 8.565e+04\n",
"Df Residuals: 4738 BIC: 8.572e+04\n",
"Df Model: 11 \n",
"Covariance Type: nonrobust \n",
"===================================================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"---------------------------------------------------------------------------------------------------\n",
"SALE_COUNT_6D -0.1929 0.021 -9.291 0.000 -0.234 -0.152\n",
"SALE_COUNT_13D 0.0214 0.013 1.677 0.094 -0.004 0.046\n",
"SALE_COUNT_27D 0.0655 0.013 5.047 0.000 0.040 0.091\n",
"SALE_COUNT_363D 0.3483 0.013 27.631 0.000 0.324 0.373\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET0 0.0084 0.023 0.364 0.716 -0.037 0.054\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET1 0.6446 0.032 20.114 0.000 0.582 0.707\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET2 0.5018 0.028 17.644 0.000 0.446 0.558\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET3 0.6162 0.031 19.954 0.000 0.556 0.677\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET4 0.7454 0.034 22.023 0.000 0.679 0.812\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET5 2.5018 0.093 27.005 0.000 2.320 2.683\n",
"SALE_COUNT_R7_x_WEEKDAY_BUCKET6 0.0102 0.023 0.442 0.659 -0.035 0.056\n",
"==============================================================================\n",
"Omnibus: 1575.874 Durbin-Watson: 1.949\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 45368.734\n",
"Skew: 0.977 Prob(JB): 0.00\n",
"Kurtosis: 18.015 Cond. No. 35.2\n",
"==============================================================================\n",
"\n",
"Notes:\n",
"[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n",
"[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"\"\"\""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lm_all_fit.summary()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"locator = mdates.MonthLocator(interval=1)\n",
"locator_fmt = mdates.DateFormatter(\"%Y-%m\")\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_validate_split['DATE_SALE'], y_val)\n",
"ax.plot(df_validate_split['DATE_SALE'], lm_all_fit.predict(x_val_all))\n",
"ax.xaxis.set_major_locator(locator)\n",
"ax.xaxis.set_major_formatter(locator_fmt)\n",
"plt.axis([pd.Timestamp('2010-03-01'), pd.Timestamp('2010-6-01'), -1000, 12000])\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x19f813d7688>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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53/s81rdnzPsbl8/Pef3BjrOQ+5KpTqHhszJzRhflJqozCkkA1qwUmtAs7Hw3mWz/+Tq69BBQ31mbrR2Xdp6acnxba2zMdXf3DdLWGkspmzi+bcy5st2n27q2svpfNue8L+Xcu6jlRhKplCUGZjbZzB42s9fM7DdmdqGZTTWzbjPb5v2e4tU1M7vTzPrN7NdmtiBwnmu9+tvM7NpyGyWaj2I6qbA7pfTkcrls/8Fj/FBPOOaszdaOG5fP54alc5l+4nhiBlt2HWD1j3q56G8f57aurcnjtuw6QMyOfc/mgfdSzpUro+maJ/vHrE5OJ9u9K0SIlegw2pQ7M7gD+IVz7uPA7wK/AW4CHnfOzQMe994DfA6Y5/1cD9wNYGZTge8Ai4Dzge/4AiJEoRTTwYfdKRWSfTPTMXddvYCl8ztYOr8jGc+fqR1+R3vOzMl87NRJxL3oz7iDXQeOcNcT/dz5+OvHooIy7GTrnytXRtPgcbEWy3hfMt27QoXYv09L53dwwZlT894jUV1K9hmY2YnAp4AvAzjnhoFhM1sBXOxVux94Evg2sAJY6xKbLm/yZhWneXW7nXP7vPN2A5cB60u9NtF8FONcL9b3UogdvVCHZfq50o8JtqM91sJLb72XzED6UO9O5p5yfMbz7vtgmAltseRxkLriOHhPMt2n9Iymqz99Vsb2ZMqqWqzjfNP2fRweibNp+z75DSJEOQ7kOcAQcJ+Z/S6wGfhTYJpzbrdXZw/gP+npwI7A8Tu9smzlYzCz60nMKjjjjDPKuPTmpR4WrZVCsR18MZ237/R8YNMAqy+em9chm+0863oGvDxBo1kdqH47/Lqv7Ho/+dnhkTgHDh/NeP4rzp3BOTMnp3TSmdJYAFnvkz9azxdSmiuraj4hVnh0dClHDFqBBcCfOOd6zOwOjpmEAHDOOTPLMGktDefcPcA9AAsXLgztvM1Co0dzVCKcMGVRloM1T71RdNrnTJ1mro7QNxcNx8eaut7a92HK+8kTWrn6gtkpQpBpcVn6+YOfBa8vmKYiH8UsmvNReHR0KcdnsBPY6Zzr8d4/TEIcBj3zD97vd7zPdwEzA8fP8MqylYuQKcf516wsmdeR4pCNj7qiHc6ZUlHn6wiDtvlsTGiLcdt/PIdzZk4uKzqqVId6KY7zUvwrojqULAbOuT3ADjPz58yXAH3AI4AfEXQtsNF7/QhwjRdVdAFwwDMndQGfNbMpnuP4s16ZCJlynH/NyrLOaay+eC6xloQipHfixUbRtMdaWDq/I29HuKwzsRFNNoLhq+VGR5XqUC+1Y1d4dDQpd9HZnwAPmFk7sB24joTAPGhmXwEGgD/06j4KXA70Ax96dXHO7TOz/wb8yqt3q+9MFuGSya5+y8YtsuHm4cbl8zOaYQo1u2VyuvoddqaMpH69bEnn0kfh5ZpeSlnMGLzOTCuhRf1hztWn6X3hwoWut7e31pdR96TbizV1T1CIo/2WjVtY+/xA8v01F87K2zHmut/pn61aPId7n30zGeGz/OzTOHlie8ZrKjUwoNjj0h3h+pupP8xss3NuYXq50lE0CKV2BkpxMZbburYm9wnONeIvZUSeK5om/bODR0YKfjalOM+LDSgo1hEu6guJQQPQ6FFClSYopEBiJa43Yc4X9VOskOYSkEyfVTLhWrFhnqU4wkX9IDFoAMqJ3W52IUlv/wVnTi1oJa5PsZ11LgGp9iyt2JlN+oK4i+aeVNdbY4pUJAYNQDkOxHQhub3rNSB7jHrUyWQuy2VCS28/kFzJm2slbjnkEpBqpl4uZaGeTIqNixzIDUI5DsR0O3B7rKXgvW+jRCbnLJDTQZ7tGHV4olGRA7nByTWizCYUfvmqxXP46Ys72XXgCJDIabOuZ6DuOsJs8fa5TGjZRrv11nYhykViEFHCyiGUzSdwW9fWpKN0QluMs06ZmBSDeiWbuSyfCa2aphkhoorEIIKE6dTNNlpe89QbKREzHRPbk5ust8daCs5PEyWyjfILsXP74pspsVs2ihHsXHXD3nWt2U1cugelIZ9BBCllMVM2MtnEn9k2lHL+mMGaP0qYEBv5nyiXuSxT9s1cIlzMYr1iFpqVI/xaQKh7UAjZfAba9jKChLn5Sqb8McHzx1qM1RfPTZpKGjVnTK4cTOt6BsbEz+fL8VNMPqBcdcPcdU3bSuoelIPEIIKEndkxvZMPnn/Nl84rKT9/lMmUPC5Xxtbn+vdmPM+k8W1Zv6MYwc5VN0zh17aSugflIDORaCiymQmylaeb5ILkM88V4weQz6B66B7kJpuZSGIgGopc/pZsC9J8kQhuF1nOmgPZrcNDHXv4aJ2BaApyrcbOFEKaLb30pPFtBW1TmQlt7RgOzZ4qpdpIDETZFDJ6q9YIr5SUCZlEopzsnNraMRwkqtVFYiDKopDRWykjvHLEo9xFZOVm58wlSDJ7FI5EtbpIDERZZIvSCXZ4xY7wam0eCCM7py9IfmST35HJ7FE4SoxXXSQGoizSR2+TxreN6fAKHeHd1rWVx/r20N7aUjHzQCEj87A6oUzpsevF7BGVGYxShVQPiUETUYl/8PSOM9Ms4NYVZ+ftXG/r2spdT/Qn37e2GEdHXU7xKGXLxnShgszRQmF0QrnSY1fa7FHOs671zKwSREXcoozEoEmo5D94eseZaRaQr3N9rG9PyvtpJ4zjkv8wLes/byntSe+c1/UMsGn7voLEIdP356uXPiNauWgWKxfNqninVO6zbjTHbSOKWyWQGDQJ1foHL9XEcmnnqWwdPDYzuOLcGTlXRpfSnvTO2T/W/51JHMoRolqlxy73WTea47bRxK1SSAyahGr+g5diYvE7/sf69nBp56l5U2SU0p5Mawr8zj+TOGTrNIrpXGph8y73WTea47bRxK1SlL0C2cxiQC+wyzn3eTObA2wATgI2A3/knBs2s3HAWuA8YC/wRefcb71z3Ax8BYgD33DOdeX7Xq1ALp5Gs5uG0Z7gOSD3rmjBY6q5wriUdjbasy4X3Y9jVCwdhZl9E1gInOCJwYPAT5xzG8xsDfDvzrm7zezrwO8451ab2ZXAHzjnvmhmncB64HzgdOAx4GPOuXiWrwQkBqIyFNppVKtzUWoLETYVSWFtZjOA3wN+4L034DPAw16V+4ErvNcrvPd4n1/i1V8BbHDOfeScexPoJyEMIiQyZfFs5O8th0LTeFcr3bdSMotqUW4K638AvgWMeu9PAvY7545673cC073X04EdAN7nB7z6yfIMx4gyyZXHvxG/t9FQSmZRLUoWAzP7PPCOc25ziNeT7zuvN7NeM+sdGtIIKR/dfYPc3vVaTUaWGtGGQ9h7WwiRjXKiiS4Cft/MLgfGAycAdwCTzazVG/3PAHZ59XcBM4GdZtYKnEjCkeyX+wSPScE5dw9wDyR8BmVce8OTbSvHao0sFcERHlqFK6pByTMD59zNzrkZzrnZwJXAL51zVwNPAF/wql0LbPReP+K9x/v8ly7hvX4EuNLMxnmRSPOAF0q9LpEgPdna/GkTqzqy1IhWiPqiEusMvg1sMLO/AV4CfuiV/xD4kZn1A/tICAjOuVe9CKQ+4ChwQ75IIpGf9JH5Xy7/eNU7ZI1ohagftNNZA9MosdWN0g4hooB2OmtCojgyDyO5XKHHSUCEKJxyQ0uFSCHX2oJSwk1LiUpSWKsQxSMxEKGRrxMupWMvJc5eYa1CFI/EoM7INPKOykrffJ1wKR17elQSkLetWqglRPHIgVxHZMpTA6nJ1VYtnsPBIyMF2crDtqsXkkcnrE1X8uXpqZXPQL4KEXUqlqiuVjSjGNyycQtrnx9Ivr/mwlkAKWWxFiPu7RCWr7OsRAK0SnaGmdp/64qzQ/2OclBSOVEPVCRRnagumcwfwbKYQXw0Ie6HR+Lc3vVaVnNKpezq6QncwjRhRd38I1+FqGcUWlpHZNt0xC+bNL6Ne599M9khbR08xDfWv5RxhFqNdBFhbzdY6qYr1TLdKAWHqGdkJoog5drVb+96ja2Dh5Jl2cwple4ko2DWqYeNaISoJlp0VicUO5pO73z8usEOMNsItdRFaYV2eFEYKVd7/9soLvQTohAkBhEiW8rpQpzAQeHIZk7J1Yln+yy9vBixisJeulEQJCHqAYlBRCgl5XSuUW/6CDV4/g0v7GD+qRM5eeI4Vi5KRCRl6uAzdfzFjrRrPVKOgiAJUQ9IDCJCppTT+TKNLpnXwYYXdjAcH6U91lKwcAzHR3ll1/sAPNe/l4vmnpSxg8/U8dfjSLvWgiREPaDQ0oiQHjaZLgSZQjRf3rGfo6OJHUdHnWNdz0DWEM7g+YMMx0eT3+n/njS+jVs2bmHS+LYxoZyF7FMQlRXRtUT3QNQbiiaKELns9plWHq/+US/xtMfXHmvhrqsXZO2k1/UM8My2dznqrUfw6wOs6xng3UMfsXXPIYbjoykrmieNbytoZbMWXukeiGijRWd1wLLOaSyZ18Ez24ZSRpSZzDXPbBsaIwSQGOmv6xkY+4F3/vuuO5+7v3Qen5x+AtMnj+ernzoTSAjBc/17eWXX+8nZwuGROD99cWdy/UIhWUDTrzXbtTQyWnwm6hH5DCJEtkidSePbUuq9e2iYw8NHaY+1JDvuYnh5x376dh8kPur4/tPbAbKeZ9eBI9z9ZD/eRCKv0zjox4CET+K2rq0F50tqBOrRryKExCBCpI8ob+96DYCDR0ZS6nVt2U3cJUw8S+d30Hn6iXz/6e0Mx0dpMeg8/cSM57+tays/fWknb+8/gj+pKERMRp2X6sLlj3Ba1jmNi+aexBNbh5LnX/NkP3FH1lDURluopQgmUY9IDCJEcEQJx9JJrFo8hwltMQ6PxJOJ6CDR0c6cehw3Lp8PkOx07332Tc6ZOTmlE7qtayt3PdFf0nW1x1r46qfOzDm6D3boKxfNYtP2fWOuN9OsIuyUFVFBEUyi3pDPICL4nemqxXOYP21isvzwSJyDR0aSETzLP3FqynHvHhrmlo1b6Hv7QNKHcHgkzt/87NWUeo/17SnqelpbjI6J7YyLGaeeOJ5zZk5OSUCXfu3BTW2A5PWu/vRZOZPLyb4uRDTQzCACpEefrFo8h7f2vZlic/ZHmrds3JJybNere4iPOtpjLRgkzT8D+w5zyf98kiPDcaZMHMfENL9DPkadY+jQMABv7fuQr/3LZu7+0nm8vGM/j/Xt4dLOU5MzkkwdelA4zpk5OavJRPZ1IaKBxCACpHem/kwgUwca7DyDKauH46O0tsDRgAvgjaEPgIQTuFhG0yKVjo467nz89eRita2DCZPTjcvn5+3Qc5lMZF8XIhpIDCJAps40Wwca7DyDKavbYy3EWkguQiuF8a0tHB11HB11tLZYci0CQIvBvg+GU+o/1reHG5fPL7tD9+v7JiIJghDVp+RFZ2Y2E1gLTCNhnbjHOXeHmU0FfgzMBn4L/KFz7j0zM+AO4HLgQ+DLzrkXvXNdC/wX79R/45y7P9/3N9qis1KTyK3rGWD70AcM7PswlOtobTGWzDuZlYtm8W8v7eLRV3YDCTE494wpbB54L1n3hqVzk6aictAiLSGqRyVSWB8F/sI596KZTQI2m1k38GXgcefcd83sJuAm4NvA54B53s8i4G5gkSce3wEWkhCVzWb2iHPuvTHf2MAEZwLBzh+OJZF7YNMAqy9OdMCZEtuFgT8b8HMT+Yw6ePmt97j8k6fxxjsHU3wG5VBsplYhRGUoWQycc7uB3d7rg2b2G2A6sAK42Kt2P/AkCTFYAax1ianIJjObbGaneXW7nXP7ADxBuQxYX+q11TPBTv6BTQN0nn5CsqOMO1jz1BtAwkQTthD4PNe/l+6+QZbM6+CBnreSfom4g5MntvOPV38667UXmza72EytQojKEIrPwMxmA+cCPcA0TygA9pAwI0FCKHYEDtvplWUrz/Q91wPXA5xxxhlhXHrkCDqT4w62eA5bn/ioS1kRXAmG46PJiKDVnz4ruX4hV0edab0AZE6N7VNKplYhRGUoe52BmU0E/hX4M+dcSs/lzQJC67acc/c45xY65xZ2dDTm6DE99USmmxe2ELQYdExsx7z3wU7/xuXzWfNHC5NZSoGM2Tiz5U/KtYYgX6ZWIUT1KGtmYGZtJITgAefcT7ziQTM7zTm32zMDveOV7wJmBg6f4ZXt4phZyS9/spzrqmf63j5Q9e8cdSTXFAAs/fgpKZ2y789IH/37GU2XzOvIGl6aL+RUYaVCRINyoomMhE9gn3PuzwLltwF7Aw7kqc65b5nZ7wF/TCKaaBFwp3PufM+BvBlY4J3iReA834eQjUaIJvLt6X566Enj2/inp95ICemsBfOnTaTrzz89xpF9e9drbB08NKZ+MK12MT4DIUT1yRZNVI4YLAaeAV4B/OD2/0zCb/AgcAYwQCK0dJ8nHt8j4Rz+ELjOOdfrnWuVdyzAf3fO3Zfv++tdDLr7BrnhgRdTEsW1WPgmoEJIX1Nw3qwpnDC+lef69yZ3UYPcSe2uuXAWt644u+LXKoQoj9BDS51zz0LSzJzOJRnqO+CGLOe6F7i31GuJCsWMgtf1DIzpXGshBMe3t/Dli85k0/a9yTUEwbUEMFYEJk9oZf/ho8n3MUMRQELUOVqBXCZBU4+/GriQ7JvvHvqoileZnQ+GR/n+09tzrlwOzgwmtMW4+oLZybbGWozVnz5LJiAh6hyJQRkEHarpqZr9vQii2km2x4zh+LG8RpnrtHDR3JNYuWgWkOoPyJV8rlg/gfwKQtQe7YFcBrds3MLa549t6+hvAOMT3EPY7+j8FBLP9r/LSKZ9K2tAcOTfYjBzynGc2XE8KxfNKrpzLja1hFJRCFFdKpGOoulJD6dctXgOP31xZzJL6OGROGueeoP4qOOh3p0s/fgp/GLL7pr4Bnwmjotx6KOxC73g2D7IA/s+5J2DHyVnBMWQaW1Brs692PpCiMqgzW3KwI+T9xdknTNzMoMHj/kCWiDFdPToK7UVgqXzO/j7L56bcaHXss5pzJx6XNJkVOpGM+kLyfI5loutL4SoDJoZlEkwwdx1972QEqI5Y+pxvL3/cM3XDQDEWozO00/MudArjI1mil1IpoVnQkQD+QxC5Lr7XkhuBA/wyeknsH3oEB8Ml77HQDl8cvoJzJx6PF1bdidzCxViw1fHLETjks1nIDNRiKxcNCvpjG0xePXt92smBEvnd/B//mQJJ09sT9kbOZ/pZ1nntKx7HQuRie6+wYz5qkR9ITEIkWWd07jr6gUsnd8BrvqLyGLeEsAJbbGk81c2eVFJ/Giwtc8P8I31L0kQ6hj5DELG3xSmGvMBIzWr6ac+1sHMqcelmHhkkxeVRNFgjYPEoAIEHbFhkSlvkePY2gZ/NpBt32T9g4pKEEbQgYgGEoMKsKxzGqsWz+GuJ/pDO+cnTj+BV99+P0UQMi1qE6KaaObZOEgMKsRTrxcfo5+NCW0xTp44LkUItCuYiAqaeTYGEoMK0N03SN+uwjepaW0xRp0bYwYy4OL5HUln8Kbt+5LTcQmBECJMJAYVIJMDeepxbez7cGRM3TOmHsdZHcfTefqJ9L19gGe2vcvRUUeLwdcunsuNy+cn62o6LoSoFBKDEAmms57QFktkMzVYffFczpk5ecxmNufNmkLf2+/z1r4P2bR9H3dedS4rF83K2uFrOi6EqBQSg5BIz76ZybF719ULWNeTyHLqd/r+RjJ+WJ4WfAkhaoHEICTS460PHhkZsw1kppG9wvKEEFFAYhASpcRbKyxPCBEVlKiuBLIlc1OSNyFE1NHmNiER9A2k73VcrINX4iGEiApNm6guX6bFbJ9nysVSyvcpwZcQjUs9ZnKNzMzAzC4D7gBiwA+cc9+t1HdlG9139w3yFw++zPtHjiaTwD3UuzMlMqgU30B332AyrHTDCzu46+oFORN8ZZoxBMNW+95OLGjLlIuonNmGzF9ClE8u60GUiYTPwMxiwOvAMmAn8CvgKudcX7ZjSvUZdPcNcnvXa2wdPJQsu+bCWSyZ18FX12Y+XwswSmLj+LuuXgCQ7BwhsXfw9qFDHB11XHHujJSFYgCf/9/PsiWwInn65PH87swpdL26h/ioS24645/ruf69DMdHk+Uv79jP3U/0j1nI1tpi3P2l81IEw/8j9Nc3BK8ln8jc++ybYzam14b1uQnev1JyRFVCaCXeteWWjVtY+/xA8v01F84aE1lYS6LuMzgf6HfObQcwsw3ACiCrGJRCsGPz8Uf3X/uXLEIQyBY6HB9lXc8A9113frKjTF9I5ien8zvh7r7B5EjeZ9f+I+zavxtIZB1dtXgOwJhrOzwSZ13PAE+9njkl9tFRx7qegeQ/fHC2EXew5qk3OGfm5DGduj9aCX5nrMVS9mv2ZypKUZydTH9PxYwEKzGCrNdRaSNRr5lco+IzmA7sCLzf6ZWlYGbXm1mvmfUODRWfCC7YsUEi2Zv/z3I0ywYEnzj9hJznCwqBz2N9e1Lq5NrkJu7g4JGRMdcGJDelKXSTnCXzOpIb3ADER13Sp5GpU08Rj1GXsjmO/weszXGyk+mZFeNHKtX/VO1ziuLwQ8avuXBWXYlxVMSgIJxz9zjnFjrnFnZ0FN8ppXdswWRvx7dnvhXfuORjya0s22MtyaRx/vn8z4Jc2nlqxu9ssYRpJ4jfwQbrtcdaWDq/I5meItN3QOJcwetZ1jmN1RfPJeZ9R75OPb1s9cVzx/wB1+sfdjUI3j+fYgSzEkIr8Y4G9bh9bFR8BhcCf+2cW+69vxnAOfe32Y4px2eQzZ76iVt+nrJn8W+/+3t5j+nuG8zrMwgeD2S1Medy4PppLPyEdpDZgZzvPNl8BrIvl4Z8BqLeyOYziIoYtJJwIF8C7CLhQF7pnHs12zG1XHQmhBD1SqQdyM65o2b2x0AXidDSe3MJgRBCiHCJhBgAOOceBR6t9XUIIUQzUlcOZCGEEJVBYiCEEEJiIIQQQmIghBCCiISWloKZDQEDeSsWz8nAuxU4b9RohnY2QxuhOdrZDG2E6rRzlnNuzGrEuhWDSmFmvZlicBuNZmhnM7QRmqOdzdBGqG07ZSYSQgghMRBCCCExyMQ9tb6AKtEM7WyGNkJztLMZ2gg1bKd8BkIIITQzEEIIITEQQgiBxCAFM7vMzLaaWb+Z3VTr6ykGM5tpZk+YWZ+ZvWpmf+qVTzWzbjPb5v2e4pWbmd3ptfXXZrYgcK5rvfrbzOzaWrUpG2YWM7OXzOxn3vs5ZtbjteXHZtbulY/z3vd7n88OnONmr3yrmS2vUVOyYmaTzexhM3vNzH5jZhc22rM0sz/3/la3mNl6MxvfCM/SzO41s3fMbEugLLRnZ2bnmdkr3jF3mlnqjlml4pzTT8JvEgPeAM4E2oF/BzprfV1FXP9pwALv9SQS+0N0Av8DuMkrvwn4O+/15cDPAQMuAHq88qnAdu/3FO/1lFq3L62t3wTWAT/z3j8IXOm9XgN8zXv9dWCN9/pK4Mfe607v+Y4D5njPPVbrdqW18X7gP3mv24HJjfQsSWxr+yYwIfAMv9wIzxL4FLAA2BIoC+3ZAS94dc079nOhXHet/yii8gNcCHQF3t8M3Fzr6yqjPRuBZcBW4DSv7DRgq/f6n4CrAvW3ep9fBfxToDylXq1/gBnA48BngJ95/xDvAq3pz5HE/hgXeq9bvXqW/myD9aLwA5zodZSWVt4wz5Jj+55P9Z7Nz4DljfIsgdlpYhDKs/M+ey1QnlKvnB+ZiY7h/3H67PTK6g5vCn0u0ANMc87t9j7aA/j7IGZrb9Tvwz8A3wL8/UlPAvY7545674PXm2yL9/kBr37U2zgHGALu88xhPzCz42mgZ+mc2wXcDrwF7CbxbDbTeM/SJ6xnN917nV5eNhKDBsPMJgL/CvyZc+794GcuMZSo21hiM/s88I5zbnOtr6XCtJIwM9ztnDsX+ICEaSFJAzzLKcAKEsJ3OnA8cFlNL6pKRPXZSQyOsQuYGXg/wyurG8ysjYQQPOCc+4lXPGhmp3mfnwa845Vna2+U78NFwO+b2W+BDSRMRXcAky2xjzakXm+yLd7nJwJ7iXYbITHa2+mc6/HeP0xCHBrpWV4KvOmcG3LOjQA/IfF8G+1Z+oT17HZ5r9PLy0ZicIxfAfO8aIZ2Ek6qR2p8TQXjRRT8EPiNc+5/BT56BPAjEa4l4Uvwy6/xohkuAA5409gu4LNmNsUbvX3WK6s5zrmbnXMznHOzSTyfXzrnrgaeAL7gVUtvo9/2L3j1nVd+pRehMgeYR8IpFwmcc3uAHWY23yu6BOijgZ4lCfPQBWZ2nPe367exoZ5lgFCenffZ+2Z2gXffrgmcqzxq7WiJ0g8Jz/7rJCIS/qrW11PktS8mMfX8NfCy93M5Cbvq48A24DFgqlffgLu8tr4CLAycaxXQ7/1cV+u2ZWnvxRyLJjqTRAfQDzwEjPPKx3vv+73Pzwwc/1de27cSUjRGyO07B+j1nudPSUSUNNSzBP4r8BqwBfgRiYigun+WwHoSfpARErO8r4T57ICF3j17A/geaYEGpf4oHYUQQgiZiYQQQkgMhBBCIDEQQgiBxEAIIQQSAyGEEEgMhBBCIDEQQggB/H+Rf6S/e4w25QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.scatter(lm_all_fit.predict(x_val_all), y_val, s=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"df_test = pd.read_csv(\"test_sale_count.csv\")\n",
"df_test['DATE_SALE'] = pd.to_datetime(df_test['DATE_SALE'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Build target and features"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Target variable\n",
"df_test = target_variable(df_test, 365)\n",
"\n",
"# Offset day\n",
"df_test = offset_day(df_test, 6+7*0, '6D')\n",
"df_test = offset_day(df_test, 6+7*1, '13D')\n",
"df_test = offset_day(df_test, 6+7*3, '27D')\n",
"df_test = offset_day(df_test, 363, '363D')\n",
"\n",
"# Rolling window\n",
"df_test = rolling_window(df_test, 7, 'SALE_COUNT')\n",
"df_test = rolling_window(df_test, 14, 'SALE_COUNT')\n",
"df_test = rolling_window(df_test, 28, 'SALE_COUNT')\n",
"\n",
"# Weekday\n",
"df_test['WEEKDAY'] = df_test['DATE_SALE_TARGET'].dt.dayofweek\n",
"df_test = categorical_to_numerical(df_test, 'WEEKDAY')\n",
"\n",
"# Cross feature\n",
"column_cross = 'SALE_COUNT_R7'\n",
"column_subset1 = [column_cross]\n",
"column_subset2 = ['WEEKDAY_BUCKET' + str(i) for i in range(7)]\n",
"df_test = cross_feature(df_test, column_subset1, column_subset2)\n",
"\n",
"# Drop nan\n",
"df_test = df_test.dropna()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"===================\n",
"Error for OLS_ALL: 1.645e+03\n",
"===================\n"
]
}
],
"source": [
"# Target\n",
"x_test = df_test[offset_columns + cross_columns]\n",
"y_test = np.array(df_test['TARGET'])\n",
"\n",
"print('===================')\n",
"print_error(lm_all_fit, x_test, y_test, \"OLS_ALL\")\n",
"print('===================')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1. , 0.87492898],\n",
" [0.87492898, 1. ]])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"locator = mdates.MonthLocator(interval=1)\n",
"locator_fmt = mdates.DateFormatter(\"%Y-%m\")\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2)\n",
"fig.set_figheight(4)\n",
"fig.set_figwidth(10)\n",
"ax1.plot(df_test['DATE_SALE'], y_test)\n",
"ax1.plot(df_test['DATE_SALE'], lm_all_fit.predict(x_test))\n",
"ax1.xaxis.set_major_locator(locator)\n",
"ax1.xaxis.set_major_formatter(locator_fmt)\n",
"ax1.set_xlabel('Date')\n",
"ax1.set_ylabel('Sold Houses (Count)')\n",
"ax1.legend(['Sold Houses', 'OLS-ALL Prediction'])\n",
"ax1.set_xlim([pd.Timestamp('2012-03-01'), pd.Timestamp('2012-06-01')])\n",
"ax1.set_ylim([-1000, 12000])\n",
"plt.grid()\n",
"\n",
"\n",
"ax2.scatter(lm_all_fit.predict(x_test), y_test, s=5)\n",
"ax2.set_xlabel('OLS-ALL Prediction')\n",
"ax2.set_ylabel('TARGET')\n",
"plt.axis([0, 15e3, 0, 2e4])\n",
"plt.grid()\n",
"plt.tight_layout()\n",
"plt.savefig('TestResults.png', dpi=600)\n",
"np.corrcoef(lm_all_fit.predict(x_test), y_test)\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": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
This file has been truncated, but you can view the full file.
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import datetime\n",
"from sklearn.linear_model import LinearRegression\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problem statement\n",
"Predict sales in one year's time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Auxiliary functions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Create target variable\n",
"def target_variable(df, offset, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" df[col_date + '_OFFSET'] = df[col_date] + pd.offsets.DateOffset(days=-offset)\n",
" df = pd.merge(df[[col_date, col_feat]], \n",
" df[[col_date, col_date + '_OFFSET', col_feat]],\n",
" left_on=col_date, right_on=col_date + '_OFFSET', how='inner')\n",
" df = df.rename(columns={col_date + '_x': col_date, col_date + '_y': col_date + '_TARGET',\n",
" col_feat + '_x': col_feat, col_feat + '_y': 'TARGET'})\\\n",
" .drop(columns={col_date + '_OFFSET'}) \n",
" return df\n",
"\n",
"\n",
"# Create offset feature\n",
"def offset_day(df, offset, suffix, col_date='DATE_SALE', col_feat='SALE_COUNT'):\n",
" # Offset by days\n",
" df[col_date + '_OFFSET'] = df[col_date + '_TARGET'] + pd.offsets.DateOffset(months=0, days=offset)\n",
" # Merge\n",
" df = pd.merge(df, df[[col_date + '_OFFSET', col_date, col_feat]],\n",
" left_on=col_date + '_TARGET', right_on=col_date + '_OFFSET', how='left')\n",
" # Rename\n",
" df = df.rename(columns={col_date + '_x': col_date, \n",
" col_date + '_y': col_date + '_' + suffix, \n",
" col_feat + '_x': col_feat, \n",
" col_feat + '_y': col_feat + '_' + suffix}\n",
" ).drop(columns={col_date + '_OFFSET_x', col_date + '_OFFSET_y'})\n",
" # Compute weekday\n",
" df['WEEKDAY_' + suffix] = df[col_date + '_' + suffix].dt.dayofweek\n",
" return df\n",
"\n",
"# Rolling window\n",
"def rolling_window(df, days, column_id):\n",
" # Offset by days\n",
" df[column_id + '_R' + str(days)] = df[column_id].rolling(window=days, min_periods=1).mean()\n",
" return df\n",
"\n",
"# Convert feature from categorical to numerical\n",
"def categorical_to_numerical(df, column_id):\n",
" # Find unique\n",
" unique_ids = df[column_id].unique()\n",
" for index, ID in enumerate(unique_ids):\n",
" df[column_id + '_BUCKET' + str(index)] = (df[column_id] == ID).astype(int)\n",
" return df\n",
"\n",
"# Cross feature\n",
"def cross_feature(df, column_subset1, column_subset2):\n",
" for col1 in column_subset1:\n",
" for col2 in column_subset2:\n",
" df[col1 + '_x_' + col2] = df[col1]*df[col2]\n",
" return df\n",
"\n",
"# Compute errors\n",
"def print_error(lm, x_train, y_train, model_name):\n",
" error = np.sqrt(((lm.predict(x_train)-y_train)**2).mean())\n",
" print(\"Error for \" + model_name + \": {:.4}\".format(error))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load data\n",
"\n",
"(RUN EXPLORATORY ANALYSIS NOTEBOOK FIRST)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df_train = pd.read_csv(\"train_sale_count.csv\")\n",
"df_train['DATE_SALE'] = pd.to_datetime(df_train['DATE_SALE'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x19ffdb22848>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"loc = mdates.YearLocator(5)\n",
"loc_fmt = mdates.DateFormatter(\"%Y\")\n",
"fig, ax = plt.subplots()\n",
"ax.plot(df_train['DATE_SALE'], df_train['SALE_COUNT'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Target variable"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df_train_with_target = target_variable(df_train, 365)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[ 1. , -0.02145887],\n",
" [-0.02145887, 1. ]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Plot relationship between sale count and target\n",
"plt.figure()\n",
"plt.scatter(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'], s=5)\n",
"plt.show()\n",
"\n",
"df_train_with_target = df_train_with_target.dropna()\n",
"np.corrcoef(df_train_with_target['SALE_COUNT'], df_train_with_target['TARGET'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Day offset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = df_train_with_target.copy()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df_train_features = offset_day(df_train_features, 6+7*0, '6D')\n",
"df_train_features = offset_day(df_train_features, 6+7*1, '13D')\n",
"df_train_features = offset_day(df_train_features, 6+7*3, '27D')\n",
"df_train_features = offset_day(df_train_features, 363, '363D')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>TARGET</th>\n",
" <th>SALE_COUNT_6D</th>\n",
" <th>SALE_COUNT_13D</th>\n",
" <th>SALE_COUNT_27D</th>\n",
" <th>SALE_COUNT_363D</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TARGET</th>\n",
" <td>1.000000</td>\n",
" <td>0.771860</td>\n",
" <td>0.725403</td>\n",
" <td>0.750828</td>\n",
" <td>0.815419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_6D</th>\n",
" <td>0.771860</td>\n",
" <td>1.000000</td>\n",
" <td>0.789803</td>\n",
" <td>0.765755</td>\n",
" <td>0.760947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_13D</th>\n",
" <td>0.725403</td>\n",
" <td>0.789803</td>\n",
" <td>1.000000</td>\n",
" <td>0.755095</td>\n",
" <td>0.731148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_27D</th>\n",
" <td>0.750828</td>\n",
" <td>0.765755</td>\n",
" <td>0.755095</td>\n",
" <td>1.000000</td>\n",
" <td>0.780629</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SALE_COUNT_363D</th>\n",
" <td>0.815419</td>\n",
" <td>0.760947</td>\n",
" <td>0.731148</td>\n",
" <td>0.780629</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TARGET SALE_COUNT_6D SALE_COUNT_13D SALE_COUNT_27D \\\n",
"TARGET 1.000000 0.771860 0.725403 0.750828 \n",
"SALE_COUNT_6D 0.771860 1.000000 0.789803 0.765755 \n",
"SALE_COUNT_13D 0.725403 0.789803 1.000000 0.755095 \n",
"SALE_COUNT_27D 0.750828 0.765755 0.755095 1.000000 \n",
"SALE_COUNT_363D 0.815419 0.760947 0.731148 0.780629 \n",
"\n",
" SALE_COUNT_363D \n",
"TARGET 0.815419 \n",
"SALE_COUNT_6D 0.760947 \n",
"SALE_COUNT_13D 0.731148 \n",
"SALE_COUNT_27D 0.780629 \n",
"SALE_COUNT_363D 1.000000 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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