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@JIElite
Created May 28, 2022 01:41
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "d2478df4",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from pandas.plotting import scatter_matrix\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1f6dca67",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"def heatmap(data, row_labels, col_labels, ax=None,\n",
" cbar_kw={}, cbarlabel=\"\", **kwargs):\n",
" \"\"\"\n",
" Create a heatmap from a numpy array and two lists of labels.\n",
"\n",
" ref. https://matplotlib.org/stable/gallery/images_contours_and_fields/image_annotated_heatmap.html\n",
" \n",
" Parameters\n",
" ----------\n",
" data\n",
" A 2D numpy array of shape (M, N).\n",
" row_labels\n",
" A list or array of length M with the labels for the rows.\n",
" col_labels\n",
" A list or array of length N with the labels for the columns.\n",
" ax\n",
" A `matplotlib.axes.Axes` instance to which the heatmap is plotted. If\n",
" not provided, use current axes or create a new one. Optional.\n",
" cbar_kw\n",
" A dictionary with arguments to `matplotlib.Figure.colorbar`. Optional.\n",
" cbarlabel\n",
" The label for the colorbar. Optional.\n",
" **kwargs\n",
" All other arguments are forwarded to `imshow`.\n",
" \"\"\"\n",
"\n",
" if not ax:\n",
" ax = plt.gca()\n",
"\n",
" # Plot the heatmap\n",
" im = ax.imshow(data, **kwargs)\n",
"\n",
" # Create colorbar\n",
" cbar = ax.figure.colorbar(im, ax=ax, **cbar_kw)\n",
" cbar.ax.set_ylabel(cbarlabel, rotation=-90, va=\"bottom\")\n",
"\n",
" # Show all ticks and label them with the respective list entries.\n",
" ax.set_xticks(np.arange(data.shape[1]), labels=col_labels)\n",
" ax.set_yticks(np.arange(data.shape[0]), labels=row_labels)\n",
"\n",
" # Let the horizontal axes labeling appear on top.\n",
" ax.tick_params(top=True, bottom=False,\n",
" labeltop=True, labelbottom=False)\n",
"\n",
" # Rotate the tick labels and set their alignment.\n",
" plt.setp(ax.get_xticklabels(), rotation=-30, ha=\"right\",\n",
" rotation_mode=\"anchor\")\n",
"\n",
" # Turn spines off and create white grid.\n",
" ax.spines[:].set_visible(False)\n",
"\n",
" ax.set_xticks(np.arange(data.shape[1]+1)-.5, minor=True)\n",
" ax.set_yticks(np.arange(data.shape[0]+1)-.5, minor=True)\n",
" ax.grid(which=\"minor\", color=\"w\", linestyle='-', linewidth=3)\n",
" ax.tick_params(which=\"minor\", bottom=False, left=False)\n",
"\n",
" return im, cbar"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2039b0c7",
"metadata": {},
"outputs": [],
"source": [
"pd.set_option('display.max_columns', 120)\n",
"pd.set_option('display.max_rows', 120)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6fd027dd",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('../temp/output_feature/clean_data_train.csv')\n",
"df_future = pd.read_csv('../temp_future/output_feature/clean_data_future_train.csv')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "bdb09838",
"metadata": {},
"outputs": [],
"source": [
"corr_matrix = df_future.corr()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "93243167",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<matplotlib.image.AxesImage at 0x7f5506b5ffd0>,\n",
" <matplotlib.colorbar.Colorbar at 0x7f5506b90550>)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatmap(corr_matrix.iloc[:30, range(30)], col_labels=corr_matrix.columns[:30], row_labels=corr_matrix.columns[:30])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c80c24ac",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0]\n",
"[0]\n"
]
}
],
"source": [
"# [TODO] drop data\n",
"# After merging the output features, there is no any\n",
"# building built with the stone, so it is\n",
"# a redundant feature now\n",
"print(df['Building_Material_stone'].unique())\n",
"print(df_future['Building_Material_stone'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4afe57b4",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"corr_matrix_future = df_future.corr()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5964aa20",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(67, 67)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# However, the dimension of corr_matrix of data is\n",
"# extremely large (more than 10,000 entries in total)\n",
"# [Question] Is there any efficiently to handle such corr_matrix?\n",
"corr_matrix.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "392e6460",
"metadata": {},
"outputs": [],
"source": [
"# Prepare the data to plot the scatter plot for each columns\n",
"to_drop_columns = ['Place_id', 'Type', 'manager', 'Month', 'area_m2', 'including_arcade',\n",
" 'City_Land_Usage', 'Non_City_Land_Usage', 'Main_Usage_Selling',\n",
" 'Main_Usage_Manufacturing', 'Main_Usage_Business',\n",
" 'Main_Usage_Parking', 'Main_Usage_SnE', 'Main_Usage_Farm',\n",
" 'Building_Material_S', 'Building_Material_R', 'Building_Material_C',\n",
" 'Building_Material_steel', 'Building_Material_stone',\n",
" 'Building_Material_B', 'Building_Material_W', 'Building_Material_iron',\n",
" 'Building_Material_tile', 'Building_Material_clay',\n",
" 'Building_Material_RC_reinforce']\n",
"\n",
"df_future.drop(columns=to_drop_columns, inplace=True)\n",
"df_future = df_future.loc[df_future['Main_Usage_Living'] == 1]\n",
"df_future = df_future[df_future['Main_Usage_Living'] == 1]\n",
"df_future = df_future.loc[df_future['room'] < 6]\n",
"df_future = df_future.loc[df_future['trading_floors_count'] == 1]\n",
"df_future = df_future.loc[df['including_basement'] == 0]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "44cd6408",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['area_ping', 'room', 'hall', 'bathroom', 'compartment', 'Total_price',\n",
" 'parking_price', 'trading_floors_count', 'building_total_floors',\n",
" 'min_floors_height', 'including_basement', 'Parking_Area',\n",
" 'Main_Usage_Walk', 'Main_Usage_Living', 'Parking_Space_Types',\n",
" 'Building_Types', 'Unit_Price_Ping', 'Transfer_Total_Ping', 'Month_raw',\n",
" 'CPI', 'CPI_rate', 'unemployment rate', 'Pain_index_3month',\n",
" 'ppen_price', 'high_price', 'low_price', 'close_price', 'qmatch',\n",
" 'amt_millon', 'return_rate_month', 'Turnover_rate_month',\n",
" 'outstanding_share_thousand', 'Capitalization_million',\n",
" 'excess total _ million_usdollars', 'import_price_index_usdollars',\n",
" 'export_price_index_usdollars', 'export_million_usdollars',\n",
" 'import_million_usdollars', 'survival_mobility_rate',\n",
" 'live_deposit_mobility_interest_rate', 'CCI_3month',\n",
" 'construction_engineering_index'],\n",
" dtype='object')\n"
]
}
],
"source": [
"numeric_df_future = df_future.select_dtypes(include=np.number)\n",
"numeric_columns = numeric_df_future.columns\n",
"print(numeric_columns)\n",
"\n",
"# They are the same value\n",
"# df_future['including_arcade'].value_counts()\n",
"\n",
"# What does amt million mean?\n",
"# print(df_future['amt_millon'].value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "48ee525d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'area_ping'}>,\n",
" <AxesSubplot:title={'center':'room'}>,\n",
" <AxesSubplot:title={'center':'hall'}>,\n",
" <AxesSubplot:title={'center':'bathroom'}>,\n",
" <AxesSubplot:title={'center':'compartment'}>,\n",
" <AxesSubplot:title={'center':'Total_price'}>],\n",
" [<AxesSubplot:title={'center':'parking_price'}>,\n",
" <AxesSubplot:title={'center':'trading_floors_count'}>,\n",
" <AxesSubplot:title={'center':'building_total_floors'}>,\n",
" <AxesSubplot:title={'center':'min_floors_height'}>,\n",
" <AxesSubplot:title={'center':'including_basement'}>,\n",
" <AxesSubplot:title={'center':'Parking_Area'}>],\n",
" [<AxesSubplot:title={'center':'Main_Usage_Walk'}>,\n",
" <AxesSubplot:title={'center':'Main_Usage_Living'}>,\n",
" <AxesSubplot:title={'center':'Parking_Space_Types'}>,\n",
" <AxesSubplot:title={'center':'Building_Types'}>,\n",
" <AxesSubplot:title={'center':'Unit_Price_Ping'}>,\n",
" <AxesSubplot:title={'center':'Transfer_Total_Ping'}>],\n",
" [<AxesSubplot:title={'center':'Month_raw'}>,\n",
" <AxesSubplot:title={'center':'CPI'}>,\n",
" <AxesSubplot:title={'center':'CPI_rate'}>,\n",
" <AxesSubplot:title={'center':'unemployment rate'}>,\n",
" <AxesSubplot:title={'center':'Pain_index_3month'}>,\n",
" <AxesSubplot:title={'center':'ppen_price'}>],\n",
" [<AxesSubplot:title={'center':'high_price'}>,\n",
" <AxesSubplot:title={'center':'low_price'}>,\n",
" <AxesSubplot:title={'center':'close_price'}>,\n",
" <AxesSubplot:title={'center':'qmatch'}>,\n",
" <AxesSubplot:title={'center':'amt_millon'}>,\n",
" <AxesSubplot:title={'center':'return_rate_month'}>],\n",
" [<AxesSubplot:title={'center':'Turnover_rate_month'}>,\n",
" <AxesSubplot:title={'center':'outstanding_share_thousand'}>,\n",
" <AxesSubplot:title={'center':'Capitalization_million'}>,\n",
" <AxesSubplot:title={'center':'excess total _ million_usdollars'}>,\n",
" <AxesSubplot:title={'center':'import_price_index_usdollars'}>,\n",
" <AxesSubplot:title={'center':'export_price_index_usdollars'}>],\n",
" [<AxesSubplot:title={'center':'export_million_usdollars'}>,\n",
" <AxesSubplot:title={'center':'import_million_usdollars'}>,\n",
" <AxesSubplot:title={'center':'survival_mobility_rate'}>,\n",
" <AxesSubplot:title={'center':'live_deposit_mobility_interest_rate'}>,\n",
" <AxesSubplot:title={'center':'CCI_3month'}>,\n",
" <AxesSubplot:title={'center':'construction_engineering_index'}>]],\n",
" dtype=object)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x1296 with 42 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting the histogram of numeric features\n",
"# to explore their distribution.\n",
"# If it is not Gaussian(like heavy tailed), then\n",
"# we need to do data transformation and scaling\n",
"# before putting into the Machine Learning algorithms.\n",
"# It takes many time to run this block,\n",
"# even though we just use 10,000 points\n",
"# [Discussion]\n",
"# Do we need to clean the features or specify\n",
"# the dtype that are not in the real value? \n",
"# for avoiding filter the real numeric features by hand.\n",
"import random\n",
"\n",
"indices = random.sample(range(df_future.shape[0]), 10000)\n",
"sub_sample_future = df_future[numeric_columns].iloc[indices]\n",
"fig, axis = plt.subplots(7, 6, figsize=(18, 18))\n",
"sub_sample_future.hist(ax=axis, bins=20)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a5183f51",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:100: UserWarning: Attempting to set identical left == right == 1.0 results in singular transformations; automatically expanding.\n",
" ax.set_xlim(boundaries_list[j])\n",
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:100: UserWarning: Attempting to set identical left == right == 0.0 results in singular transformations; automatically expanding.\n",
" ax.set_xlim(boundaries_list[j])\n",
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:101: UserWarning: Attempting to set identical bottom == top == 1.0 results in singular transformations; automatically expanding.\n",
" ax.set_ylim(boundaries_list[i])\n",
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:91: UserWarning: Attempting to set identical left == right == 1.0 results in singular transformations; automatically expanding.\n",
" ax.set_xlim(boundaries_list[i])\n",
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:101: UserWarning: Attempting to set identical bottom == top == 0.0 results in singular transformations; automatically expanding.\n",
" ax.set_ylim(boundaries_list[i])\n",
"/home/elichen/anaconda3/envs/py310/lib/python3.10/site-packages/pandas/plotting/_matplotlib/misc.py:91: UserWarning: Attempting to set identical left == right == 0.0 results in singular transformations; automatically expanding.\n",
" ax.set_xlim(boundaries_list[i])\n"
]
},
{
"data": {
"text/plain": [
"array([[<AxesSubplot:xlabel='area_ping', ylabel='area_ping'>,\n",
" <AxesSubplot:xlabel='room', ylabel='area_ping'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='area_ping'>, ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='area_ping'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='area_ping'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='area_ping'>],\n",
" [<AxesSubplot:xlabel='area_ping', ylabel='room'>,\n",
" <AxesSubplot:xlabel='room', ylabel='room'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='room'>, ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='room'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='room'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='room'>],\n",
" [<AxesSubplot:xlabel='area_ping', ylabel='hall'>,\n",
" <AxesSubplot:xlabel='room', ylabel='hall'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='hall'>, ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='hall'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='hall'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='hall'>],\n",
" ...,\n",
" [<AxesSubplot:xlabel='area_ping', ylabel='live_deposit_mobility_interest_rate'>,\n",
" <AxesSubplot:xlabel='room', ylabel='live_deposit_mobility_interest_rate'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='live_deposit_mobility_interest_rate'>,\n",
" ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='live_deposit_mobility_interest_rate'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='live_deposit_mobility_interest_rate'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='live_deposit_mobility_interest_rate'>],\n",
" [<AxesSubplot:xlabel='area_ping', ylabel='CCI_3month'>,\n",
" <AxesSubplot:xlabel='room', ylabel='CCI_3month'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='CCI_3month'>, ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='CCI_3month'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='CCI_3month'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='CCI_3month'>],\n",
" [<AxesSubplot:xlabel='area_ping', ylabel='construction_engineering_index'>,\n",
" <AxesSubplot:xlabel='room', ylabel='construction_engineering_index'>,\n",
" <AxesSubplot:xlabel='hall', ylabel='construction_engineering_index'>,\n",
" ...,\n",
" <AxesSubplot:xlabel='live_deposit_mobility_interest_rate', ylabel='construction_engineering_index'>,\n",
" <AxesSubplot:xlabel='CCI_3month', ylabel='construction_engineering_index'>,\n",
" <AxesSubplot:xlabel='construction_engineering_index', ylabel='construction_engineering_index'>]],\n",
" dtype=object)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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