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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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\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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