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JIElite/EDA-house-pricing.ipynb

Created May 28, 2022 01:33
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EDA-house-pricing.ipynb
{
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Place_id Type area_m2 area_ping \\\n",
"Place_id 1.000000 -0.163965 0.024366 0.024372 \n",
"Type -0.163965 1.000000 -0.048897 -0.048896 \n",
"area_m2 0.024366 -0.048897 1.000000 0.999999 \n",
"area_ping 0.024372 -0.048896 0.999999 1.000000 \n",
"Month -0.000313 -0.023102 0.003399 0.003402 \n",
"Finish_Month -0.035195 0.500276 -0.018298 -0.018301 \n",
"house_age 0.034745 -0.499286 0.018580 0.018582 \n",
"room 0.138478 -0.115450 0.033477 0.033476 \n",
"hall 0.042521 0.046088 0.003232 0.003228 \n",
"bathroom 0.161829 -0.162192 0.036215 0.036212 \n",
"compartment 0.050969 -0.002182 -0.065416 -0.065418 \n",
"manager -0.196515 0.561428 -0.070366 -0.070366 \n",
"Total_price -0.084477 0.067330 0.327114 0.327115 \n",
"parking_price -0.150263 0.402259 -0.014882 -0.014883 \n",
"main_area 0.036168 -0.054162 0.382012 0.382011 \n",
"ancillary_building_area 0.039675 0.053578 0.099617 0.099616 \n",
"balcony_area -0.036313 0.044655 0.050827 0.050827 \n",
"trading_floors_count -0.212339 0.346007 -0.007855 -0.007855 \n",
"building_total_floors -0.153403 0.557889 -0.071171 -0.071167 \n",
"min_floors_height -0.139518 0.460280 -0.058401 -0.058396 \n",
"including_basement -0.008254 -0.035001 0.047360 0.047360 \n",
"including_arcade 0.027447 -0.068962 0.000550 0.000550 \n",
"City_Land_Usage -0.039477 0.139638 -0.032879 -0.032873 \n",
"Parking_Area -0.121346 0.404174 -0.003375 -0.003375 \n",
"Elevator -0.161755 0.616531 -0.071471 -0.071472 \n",
"Main_Usage_Walk -0.000010 -0.021722 0.001005 0.001003 \n",
"Main_Usage_Living -0.025629 -0.106506 -0.044255 -0.044257 \n",
"Main_Usage_Selling 0.013964 -0.016582 0.001300 0.001297 \n",
"Main_Usage_Manufacturing -0.032893 -0.019767 0.064997 0.064996 \n",
"Main_Usage_Business 0.062939 -0.140050 0.006685 0.006688 \n",
"Main_Usage_Parking -0.000499 -0.051742 0.005771 0.005770 \n",
"Main_Usage_SnE -0.002740 -0.002626 0.002256 0.002257 \n",
"Main_Usage_Farm 0.014429 -0.060000 0.177746 0.177744 \n",
"Building_Material_S -0.073813 0.059949 0.017523 0.017520 \n",
"Building_Material_R -0.186774 0.112938 -0.058482 -0.058482 \n",
"Building_Material_C -0.188284 0.113186 -0.058052 -0.058052 \n",
"Building_Material_steel 0.012909 -0.022703 0.061652 0.061652 \n",
"Building_Material_stone NaN NaN NaN NaN \n",
"Building_Material_B 0.093931 -0.241107 0.031081 0.031082 \n",
"Building_Material_W 0.003552 -0.005018 0.003152 0.003152 \n",
"Building_Material_iron 0.008084 -0.013068 0.005439 0.005436 \n",
"Building_Material_tile -0.000115 -0.004546 0.004858 0.004858 \n",
"Building_Material_clay 0.011618 -0.010416 0.007542 0.007542 \n",
"Building_Material_RC_reinforce -0.000478 -0.002411 0.000118 0.000118 \n",
"Non_City_Land_Code 0.004827 -0.160204 0.085763 0.085758 \n",
"Transaction_Land 0.006718 -0.163651 0.057954 0.057952 \n",
"Transaction_Building -0.003751 -0.016535 0.103922 0.103923 \n",
"Transaction_Parking -0.161210 0.867789 -0.037067 -0.037066 \n",
"Note_Null 0.108993 0.039460 -0.006707 -0.006703 \n",
"Note_Additions -0.117165 -0.147149 0.010383 0.010386 \n",
"Note_Presold -0.031310 0.198927 -0.013878 -0.013889 \n",
"Note_Relationships 0.005417 -0.114889 0.002190 0.002190 \n",
"Note_Balcony -0.096212 -0.031811 -0.009697 -0.009698 \n",
"Note_PublicUtilities 0.022117 -0.023640 0.013179 0.013178 \n",
"Note_PartRegister -0.049404 0.139951 -0.007601 -0.007603 \n",
"Note_Negotiate -0.003250 -0.003450 0.001008 0.001008 \n",
"Note_Parking -0.042549 0.074765 -0.002976 -0.002975 \n",
"Note_OnlyParking 0.000459 0.006527 -0.000442 -0.000443 \n",
"Note_Gov 0.009215 0.012647 -0.001735 -0.001744 \n",
"Note_Overbuild 0.003603 -0.101349 0.002828 0.002826 \n",
"Note_Decoration 0.052150 0.045146 -0.005077 -0.005077 \n",
"Note_Furniture 0.034479 0.013044 -0.001545 -0.001545 \n",
"Note_Layer -0.045955 -0.009977 -0.004131 -0.004129 \n",
"Note_BuildWithLandholder 0.011663 -0.008405 0.000481 0.000483 \n",
"Note_BlankHouse -0.009682 0.030471 -0.000251 -0.000249 \n",
"Note_Defect 0.018232 -0.023310 0.001136 0.001137 \n",
"Note_Debt 0.002150 -0.021353 0.008833 0.008832 \n",
"Note_Elevator 0.014525 -0.008613 0.002226 0.002225 \n",
"Note_Renewal -0.005829 -0.006154 0.000912 0.000912 \n",
"Note_DistressSale 0.006446 -0.013942 0.001384 0.001385 \n",
"Note_OverdueInherit 0.000386 -0.003214 -0.000144 -0.000145 \n",
"Note_DeformedLand 0.003317 -0.010175 0.004726 0.004728 \n",
"Non_City_Land_Usage 0.016954 -0.007667 0.002923 0.002924 \n",
"Parking_Space_Types -0.110408 0.732679 -0.034850 -0.034850 \n",
"Building_Types -0.002498 -0.453120 0.079245 0.079245 \n",
"Unit_Price_Ping -0.060157 0.010534 0.015150 0.015149 \n",
"Transfer_Total_Ping 0.008455 0.039521 0.374815 0.374815 \n",
"Month_raw -0.000920 -0.022787 0.003128 0.003130 \n",
"CPI 0.003045 -0.020799 0.003194 0.003195 \n",
"CPI_rate 0.007902 -0.015301 0.001165 0.001165 \n",
"unemployment rate 0.002629 -0.013570 0.001973 0.001973 \n",
"Pain_index_3month 0.008233 -0.017255 0.001490 0.001489 \n",
"ppen_price 0.003460 -0.031960 0.004280 0.004281 \n",
"high_price 0.002360 -0.032218 0.004297 0.004299 \n",
"low_price 0.002915 -0.031321 0.003932 0.003934 \n",
"close_price 0.002765 -0.031683 0.004096 0.004098 \n",
"qmatch 0.002728 -0.029222 0.004686 0.004688 \n",
"amt_millon 0.003146 -0.028748 0.004335 0.004337 \n",
"return_rate_month -0.003031 -0.001043 -0.000606 -0.000604 \n",
"Turnover_rate_month 0.002698 -0.028930 0.004699 0.004701 \n",
"outstanding_share_thousand -0.000909 -0.025098 0.002652 0.002656 \n",
"Capitalization_million 0.002561 -0.031611 0.004013 0.004015 \n",
"excess total _ million_usdollars -0.004208 -0.001122 0.000367 0.000369 \n",
"import_price_index_usdollars 0.010889 -0.016038 0.002148 0.002147 \n",
"export_price_index_usdollars 0.010800 -0.016758 0.001293 0.001292 \n",
"export_million_usdollars 0.003535 -0.029022 0.004132 0.004132 \n",
"import_million_usdollars 0.004816 -0.028145 0.003950 0.003949 \n",
"survival_mobility_rate 0.005829 0.022164 -0.003008 -0.003011 \n",
"live_deposit_mobility_interest_rate 0.005829 0.022164 -0.003008 -0.003011 \n",
"CCI_3month 0.008068 0.018847 -0.002047 -0.002049 \n",
"construction_engineering_index 0.004694 -0.030104 0.003625 0.003627 \n",
"\n",
" Month Finish_Month house_age \\\n",
"Place_id -0.000313 -0.035195 0.034745 \n",
"Type -0.023102 0.500276 -0.499286 \n",
"area_m2 0.003399 -0.018298 0.018580 \n",
"area_ping 0.003402 -0.018301 0.018582 \n",
"Month 1.000000 -0.024857 0.114764 \n",
"Finish_Month -0.024857 1.000000 -0.995493 \n",
"house_age 0.114764 -0.995493 1.000000 \n",
"room 0.001890 -0.040877 0.040718 \n",
"hall -0.003721 0.062663 -0.062761 \n",
"bathroom 0.012879 0.047918 -0.046357 \n",
"compartment -0.004815 0.012245 -0.013078 \n",
"manager 0.008499 0.412867 -0.409285 \n",
"Total_price 0.019992 0.056052 -0.053660 \n",
"parking_price -0.021128 0.304769 -0.304771 \n",
"main_area 0.006069 -0.000898 0.001542 \n",
"ancillary_building_area 0.069961 0.061570 -0.054882 \n",
"balcony_area -0.065314 0.125447 -0.130365 \n",
"trading_floors_count -0.020738 0.091308 -0.092697 \n",
"building_total_floors -0.022185 0.433049 -0.432118 \n",
"min_floors_height -0.014350 0.305613 -0.304836 \n",
"including_basement 0.000575 -0.057509 0.057268 \n",
"including_arcade -0.008087 -0.107076 0.105616 \n",
"City_Land_Usage 0.413666 0.089233 -0.051233 \n",
"Parking_Area -0.018424 0.276792 -0.276757 \n",
"Elevator 0.046768 0.447809 -0.440500 \n",
"Main_Usage_Walk 0.036360 0.006827 -0.003716 \n",
"Main_Usage_Living 0.220428 -0.256522 0.275226 \n",
"Main_Usage_Selling 0.055053 0.015935 -0.011293 \n",
"Main_Usage_Manufacturing 0.028992 -0.041232 0.043641 \n",
"Main_Usage_Business 0.056095 -0.205842 0.209858 \n",
"Main_Usage_Parking 0.087629 0.055642 -0.047864 \n",
"Main_Usage_SnE 0.009647 0.001721 -0.000894 \n",
"Main_Usage_Farm 0.010185 -0.011326 0.012292 \n",
"Building_Material_S 0.035911 0.073163 -0.068969 \n",
"Building_Material_R 0.058862 0.163600 -0.157420 \n",
"Building_Material_C 0.059094 0.163064 -0.156871 \n",
"Building_Material_steel -0.000282 -0.028889 0.028694 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B 0.008585 -0.474458 0.472201 \n",
"Building_Material_W 0.002503 -0.019974 0.020090 \n",
"Building_Material_iron 0.020863 -0.029404 0.031102 \n",
"Building_Material_tile 0.007123 -0.010801 0.011413 \n",
"Building_Material_clay 0.016211 -0.021824 0.023150 \n",
"Building_Material_RC_reinforce 0.003692 -0.005433 0.005703 \n",
"Non_City_Land_Code 0.019112 -0.018300 0.019992 \n",
"Transaction_Land 0.008343 -0.012828 0.013623 \n",
"Transaction_Building -0.018522 -0.060890 0.058877 \n",
"Transaction_Parking -0.016912 0.440024 -0.438779 \n",
"Note_Null -0.118828 0.111763 -0.122096 \n",
"Note_Additions 0.065584 -0.263006 0.267328 \n",
"Note_Presold 0.031923 0.291630 -0.286845 \n",
"Note_Relationships 0.006363 -0.209406 0.208628 \n",
"Note_Balcony 0.179842 -0.102197 0.118361 \n",
"Note_PublicUtilities 0.011779 -0.025071 0.025956 \n",
"Note_PartRegister -0.041667 0.189715 -0.192432 \n",
"Note_Negotiate 0.000738 -0.010723 0.010694 \n",
"Note_Parking -0.005228 0.047064 -0.047037 \n",
"Note_OnlyParking 0.004685 -0.000023 0.000448 \n",
"Note_Gov -0.003228 0.035349 -0.034982 \n",
"Note_Overbuild 0.124260 -0.155387 0.166032 \n",
"Note_Decoration 0.029356 0.074339 -0.071035 \n",
"Note_Furniture 0.064196 0.016444 -0.010202 \n",
"Note_Layer 0.078503 -0.008524 0.015839 \n",
"Note_BuildWithLandholder -0.016889 0.036998 -0.038371 \n",
"Note_BlankHouse 0.016997 0.031040 -0.029086 \n",
"Note_Defect 0.007625 -0.037804 0.038288 \n",
"Note_Debt -0.015823 -0.029238 0.027613 \n",
"Note_Elevator -0.017595 0.014889 -0.016358 \n",
"Note_Renewal 0.006461 -0.012616 0.013108 \n",
"Note_DistressSale -0.002424 -0.019874 0.019543 \n",
"Note_OverdueInherit 0.003638 -0.006086 0.006420 \n",
"Note_DeformedLand -0.000969 -0.011514 0.011343 \n",
"Non_City_Land_Usage 0.003127 -0.008593 0.008775 \n",
"Parking_Space_Types 0.001919 0.331493 -0.329188 \n",
"Building_Types -0.037594 -0.420670 0.414463 \n",
"Unit_Price_Ping 0.013370 0.003550 -0.002246 \n",
"Transfer_Total_Ping -0.000102 0.056409 -0.055942 \n",
"Month_raw 0.986734 -0.024037 0.114059 \n",
"CPI 0.797582 -0.025537 0.102344 \n",
"CPI_rate 0.074705 -0.031639 0.038144 \n",
"unemployment rate 0.407914 -0.016445 0.056821 \n",
"Pain_index_3month 0.145510 -0.033505 0.047226 \n",
"ppen_price 0.779981 -0.047524 0.120057 \n",
"high_price 0.815576 -0.047472 0.122859 \n",
"low_price 0.769275 -0.047561 0.119202 \n",
"close_price 0.798039 -0.047390 0.121270 \n",
"qmatch 0.673561 -0.042190 0.103684 \n",
"amt_millon 0.733812 -0.041439 0.109632 \n",
"return_rate_month 0.161314 -0.003920 0.017374 \n",
"Turnover_rate_month 0.662071 -0.041807 0.102252 \n",
"outstanding_share_thousand 0.883118 -0.033321 0.114154 \n",
"Capitalization_million 0.810348 -0.046957 0.121824 \n",
"excess total _ million_usdollars -0.044631 -0.006043 0.006685 \n",
"import_price_index_usdollars 0.268326 -0.029701 0.055964 \n",
"export_price_index_usdollars 0.028662 -0.037576 0.041762 \n",
"export_million_usdollars 0.665518 -0.042915 0.108346 \n",
"import_million_usdollars 0.666187 -0.040209 0.104268 \n",
"survival_mobility_rate -0.801734 0.033765 -0.108282 \n",
"live_deposit_mobility_interest_rate -0.801734 0.033765 -0.108282 \n",
"CCI_3month -0.550008 0.026169 -0.078697 \n",
"construction_engineering_index 0.871698 -0.040992 0.122289 \n",
"\n",
" room hall bathroom \\\n",
"Place_id 0.138478 0.042521 0.161829 \n",
"Type -0.115450 0.046088 -0.162192 \n",
"area_m2 0.033477 0.003232 0.036215 \n",
"area_ping 0.033476 0.003228 0.036212 \n",
"Month 0.001890 -0.003721 0.012879 \n",
"Finish_Month -0.040877 0.062663 0.047918 \n",
"house_age 0.040718 -0.062761 -0.046357 \n",
"room 1.000000 0.442079 0.853427 \n",
"hall 0.442079 1.000000 0.338541 \n",
"bathroom 0.853427 0.338541 1.000000 \n",
"compartment 0.339453 0.463132 0.248221 \n",
"manager -0.265314 -0.096712 -0.267963 \n",
"Total_price 0.050774 -0.002664 0.068155 \n",
"parking_price -0.081329 -0.026489 -0.081536 \n",
"main_area 0.135777 0.034866 0.146624 \n",
"ancillary_building_area 0.112183 0.062224 0.116630 \n",
"balcony_area 0.159800 0.120694 0.174321 \n",
"trading_floors_count -0.275875 -0.166436 -0.304564 \n",
"building_total_floors -0.237926 -0.097095 -0.248590 \n",
"min_floors_height -0.198188 -0.070134 -0.225643 \n",
"including_basement -0.010165 -0.038848 0.002235 \n",
"including_arcade -0.041649 -0.058962 -0.009563 \n",
"City_Land_Usage -0.107073 -0.076308 -0.093243 \n",
"Parking_Area -0.062071 -0.003032 -0.071407 \n",
"Elevator -0.210135 -0.023485 -0.249782 \n",
"Main_Usage_Walk 0.023999 0.014119 0.033754 \n",
"Main_Usage_Living 0.047385 0.062393 -0.003634 \n",
"Main_Usage_Selling 0.000020 -0.020208 0.023658 \n",
"Main_Usage_Manufacturing -0.053460 -0.085628 -0.043405 \n",
"Main_Usage_Business -0.005737 -0.087012 0.022289 \n",
"Main_Usage_Parking 0.068140 0.047203 0.102989 \n",
"Main_Usage_SnE 0.010914 0.001795 0.013896 \n",
"Main_Usage_Farm 0.035530 0.004012 0.036191 \n",
"Building_Material_S -0.054697 -0.060967 -0.038723 \n",
"Building_Material_R -0.023662 0.029853 -0.016172 \n",
"Building_Material_C -0.024583 0.028587 -0.017100 \n",
"Building_Material_steel -0.024136 -0.043570 -0.021735 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B 0.069474 0.016413 0.018901 \n",
"Building_Material_W -0.002992 -0.002818 -0.003401 \n",
"Building_Material_iron 0.002708 -0.003273 0.001000 \n",
"Building_Material_tile -0.000349 -0.001693 -0.000764 \n",
"Building_Material_clay 0.000803 -0.002039 -0.001262 \n",
"Building_Material_RC_reinforce 0.001481 0.000891 0.000871 \n",
"Non_City_Land_Code 0.084017 0.037439 0.093727 \n",
"Transaction_Land 0.088938 0.043183 0.120410 \n",
"Transaction_Building 0.058053 -0.004983 0.062308 \n",
"Transaction_Parking -0.089918 0.016406 -0.120728 \n",
"Note_Null -0.019338 -0.014614 0.002260 \n",
"Note_Additions 0.073213 0.052618 0.047465 \n",
"Note_Presold -0.059591 0.011998 -0.050310 \n",
"Note_Relationships 0.028402 -0.015084 -0.003504 \n",
"Note_Balcony -0.000268 0.003057 -0.009695 \n",
"Note_PublicUtilities 0.009890 -0.000945 0.010944 \n",
"Note_PartRegister -0.038999 0.006831 -0.038505 \n",
"Note_Negotiate -0.001655 -0.008499 -0.002046 \n",
"Note_Parking -0.019920 -0.008693 -0.018116 \n",
"Note_OnlyParking -0.003229 -0.005353 -0.002529 \n",
"Note_Gov -0.017292 -0.004618 -0.014028 \n",
"Note_Overbuild 0.093515 0.041043 0.076083 \n",
"Note_Decoration -0.019036 -0.006459 -0.012647 \n",
"Note_Furniture 0.000454 -0.003398 0.004504 \n",
"Note_Layer -0.027513 -0.024734 -0.019218 \n",
"Note_BuildWithLandholder 0.009553 0.001086 0.015579 \n",
"Note_BlankHouse -0.049360 -0.066466 -0.031189 \n",
"Note_Defect 0.002656 -0.000469 -0.000625 \n",
"Note_Debt 0.006518 -0.004894 0.003320 \n",
"Note_Elevator 0.020942 0.009946 0.034632 \n",
"Note_Renewal 0.000433 -0.000325 -0.000729 \n",
"Note_DistressSale 0.001354 -0.001392 0.000390 \n",
"Note_OverdueInherit -0.001627 -0.002179 -0.001380 \n",
"Note_DeformedLand 0.004222 -0.002410 0.003231 \n",
"Non_City_Land_Usage -0.002704 -0.008216 0.000317 \n",
"Parking_Space_Types -0.093650 0.018952 -0.117636 \n",
"Building_Types -0.030177 -0.155946 0.013881 \n",
"Unit_Price_Ping -0.021341 -0.016770 -0.016882 \n",
"Transfer_Total_Ping 0.110880 0.031287 0.117869 \n",
"Month_raw 0.001678 -0.003216 0.012745 \n",
"CPI -0.000507 -0.005877 0.008791 \n",
"CPI_rate 0.000811 -0.005754 0.000595 \n",
"unemployment rate 0.001826 -0.001970 0.007490 \n",
"Pain_index_3month 0.000969 -0.005967 0.001808 \n",
"ppen_price 0.005952 -0.007057 0.014577 \n",
"high_price 0.006322 -0.007010 0.015532 \n",
"low_price 0.006072 -0.007388 0.014701 \n",
"close_price 0.006358 -0.007234 0.015424 \n",
"qmatch 0.007532 -0.005215 0.015788 \n",
"amt_millon 0.005416 -0.005405 0.014113 \n",
"return_rate_month 0.002330 -0.001467 0.005037 \n",
"Turnover_rate_month 0.007567 -0.005109 0.015729 \n",
"outstanding_share_thousand 0.003251 -0.006536 0.013108 \n",
"Capitalization_million 0.006188 -0.007204 0.015353 \n",
"excess total _ million_usdollars 0.004931 -0.001907 0.005951 \n",
"import_price_index_usdollars 0.000032 -0.004219 0.002529 \n",
"export_price_index_usdollars 0.002415 -0.005150 0.001978 \n",
"export_million_usdollars 0.004446 -0.007860 0.012519 \n",
"import_million_usdollars 0.002809 -0.007163 0.010425 \n",
"survival_mobility_rate -0.005251 0.006222 -0.014845 \n",
"live_deposit_mobility_interest_rate -0.005251 0.006222 -0.014845 \n",
"CCI_3month -0.003822 0.005724 -0.010717 \n",
"construction_engineering_index 0.003278 -0.005832 0.012734 \n",
"\n",
" compartment manager Total_price \\\n",
"Place_id 0.050969 -0.196515 -0.084477 \n",
"Type -0.002182 0.561428 0.067330 \n",
"area_m2 -0.065416 -0.070366 0.327114 \n",
"area_ping -0.065418 -0.070366 0.327115 \n",
"Month -0.004815 0.008499 0.019992 \n",
"Finish_Month 0.012245 0.412867 0.056052 \n",
"house_age -0.013078 -0.409285 -0.053660 \n",
"room 0.339453 -0.265314 0.050774 \n",
"hall 0.463132 -0.096712 -0.002664 \n",
"bathroom 0.248221 -0.267963 0.068155 \n",
"compartment 1.000000 -0.014660 -0.151022 \n",
"manager -0.014660 1.000000 0.016680 \n",
"Total_price -0.151022 0.016680 1.000000 \n",
"parking_price -0.098901 0.225607 0.212486 \n",
"main_area -0.100535 -0.098171 0.593331 \n",
"ancillary_building_area -0.042643 0.020602 0.207316 \n",
"balcony_area 0.004074 0.012688 0.264638 \n",
"trading_floors_count -0.074423 0.462623 0.050718 \n",
"building_total_floors -0.058794 0.634733 0.067671 \n",
"min_floors_height -0.003018 0.504723 0.040971 \n",
"including_basement -0.080082 -0.015405 0.067142 \n",
"including_arcade -0.103493 -0.049330 0.015911 \n",
"City_Land_Usage -0.065408 0.187218 0.046295 \n",
"Parking_Area -0.067514 0.233936 0.211411 \n",
"Elevator 0.052154 0.726433 0.017452 \n",
"Main_Usage_Walk -0.003425 -0.023627 0.005935 \n",
"Main_Usage_Living 0.153762 -0.078833 -0.064059 \n",
"Main_Usage_Selling -0.046713 -0.019188 0.013477 \n",
"Main_Usage_Manufacturing -0.163568 -0.018452 0.087882 \n",
"Main_Usage_Business -0.139958 -0.115946 0.022882 \n",
"Main_Usage_Parking 0.009074 -0.043921 0.019522 \n",
"Main_Usage_SnE -0.000816 0.000171 0.007289 \n",
"Main_Usage_Farm -0.028142 -0.084768 0.011537 \n",
"Building_Material_S -0.094020 0.062016 0.098343 \n",
"Building_Material_R 0.078906 0.212222 -0.045316 \n",
"Building_Material_C 0.077056 0.213933 -0.044207 \n",
"Building_Material_steel -0.074166 -0.033705 0.039302 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B -0.002998 -0.349755 -0.031101 \n",
"Building_Material_W -0.001566 -0.007328 -0.000586 \n",
"Building_Material_iron -0.007180 -0.019132 0.003074 \n",
"Building_Material_tile -0.004315 -0.006638 0.002389 \n",
"Building_Material_clay -0.006232 -0.015064 0.000857 \n",
"Building_Material_RC_reinforce 0.000603 -0.003520 -0.000546 \n",
"Non_City_Land_Code 0.006216 -0.174903 -0.016229 \n",
"Transaction_Land -0.020671 -0.127201 0.027450 \n",
"Transaction_Building -0.087975 -0.008825 0.181655 \n",
"Transaction_Parking -0.073809 0.490055 0.153368 \n",
"Note_Null -0.005710 0.071267 -0.012720 \n",
"Note_Additions 0.030200 -0.131500 0.022885 \n",
"Note_Presold 0.008884 0.129442 -0.005515 \n",
"Note_Relationships 0.004906 -0.133523 -0.032723 \n",
"Note_Balcony 0.023215 0.015324 0.005005 \n",
"Note_PublicUtilities -0.007434 -0.026129 0.014421 \n",
"Note_PartRegister 0.011153 0.080199 -0.004319 \n",
"Note_Negotiate -0.011647 -0.004044 0.008581 \n",
"Note_Parking -0.019767 0.050076 0.026128 \n",
"Note_OnlyParking -0.007048 0.002359 0.000803 \n",
"Note_Gov -0.002697 0.032227 0.000159 \n",
"Note_Overbuild 0.014978 -0.138567 -0.000205 \n",
"Note_Decoration -0.003456 0.031109 0.005094 \n",
"Note_Furniture 0.000266 0.007243 0.001362 \n",
"Note_Layer -0.004117 0.042587 -0.000256 \n",
"Note_BuildWithLandholder -0.007477 -0.018910 0.001008 \n",
"Note_BlankHouse -0.134815 0.017978 0.052154 \n",
"Note_Defect -0.005917 -0.022123 -0.003897 \n",
"Note_Debt -0.005910 -0.026061 -0.000729 \n",
"Note_Elevator 0.004732 -0.012283 0.004876 \n",
"Note_Renewal -0.000932 -0.007778 0.010513 \n",
"Note_DistressSale -0.002589 -0.015079 -0.003778 \n",
"Note_OverdueInherit -0.002500 -0.002800 -0.000811 \n",
"Note_DeformedLand -0.002905 -0.014036 -0.000766 \n",
"Non_City_Land_Usage -0.006375 -0.006117 -0.000833 \n",
"Parking_Space_Types 0.000495 0.382034 0.039956 \n",
"Building_Types -0.150189 -0.416483 0.001955 \n",
"Unit_Price_Ping -0.025614 0.014349 0.109276 \n",
"Transfer_Total_Ping -0.111327 -0.019240 0.731032 \n",
"Month_raw -0.004213 0.009058 0.020037 \n",
"CPI -0.004106 0.005750 0.017327 \n",
"CPI_rate 0.000862 -0.004834 0.002737 \n",
"unemployment rate -0.000286 0.010578 0.010207 \n",
"Pain_index_3month 0.000837 -0.002521 0.004497 \n",
"ppen_price -0.002585 0.004086 0.020297 \n",
"high_price -0.002860 0.004611 0.021086 \n",
"low_price -0.002768 0.005001 0.020458 \n",
"close_price -0.003017 0.005060 0.021025 \n",
"qmatch -0.000951 0.003757 0.018801 \n",
"amt_millon -0.000847 0.006468 0.019222 \n",
"return_rate_month -0.002060 0.006169 0.005463 \n",
"Turnover_rate_month -0.000835 0.003694 0.018624 \n",
"outstanding_share_thousand -0.005701 0.007450 0.019920 \n",
"Capitalization_million -0.003157 0.005284 0.021048 \n",
"excess total _ million_usdollars -0.000085 0.001582 0.004633 \n",
"import_price_index_usdollars 0.002262 -0.000857 0.006997 \n",
"export_price_index_usdollars 0.003139 -0.002816 0.004111 \n",
"export_million_usdollars -0.002639 0.003346 0.019481 \n",
"import_million_usdollars -0.002542 0.002779 0.017720 \n",
"survival_mobility_rate 0.005151 -0.013610 -0.021680 \n",
"live_deposit_mobility_interest_rate 0.005151 -0.013610 -0.021680 \n",
"CCI_3month 0.004994 -0.011732 -0.015750 \n",
"construction_engineering_index -0.002652 0.005890 0.019993 \n",
"\n",
" parking_price main_area \\\n",
"Place_id -0.150263 0.036168 \n",
"Type 0.402259 -0.054162 \n",
"area_m2 -0.014882 0.382012 \n",
"area_ping -0.014883 0.382011 \n",
"Month -0.021128 0.006069 \n",
"Finish_Month 0.304769 -0.000898 \n",
"house_age -0.304771 0.001542 \n",
"room -0.081329 0.135777 \n",
"hall -0.026489 0.034866 \n",
"bathroom -0.081536 0.146624 \n",
"compartment -0.098901 -0.100535 \n",
"manager 0.225607 -0.098171 \n",
"Total_price 0.212486 0.593331 \n",
"parking_price 1.000000 0.015493 \n",
"main_area 0.015493 1.000000 \n",
"ancillary_building_area 0.055268 0.150993 \n",
"balcony_area 0.061037 0.196729 \n",
"trading_floors_count 0.147893 -0.028262 \n",
"building_total_floors 0.343173 -0.079386 \n",
"min_floors_height 0.282895 -0.081489 \n",
"including_basement -0.017821 0.096531 \n",
"including_arcade -0.036333 0.019349 \n",
"City_Land_Usage 0.095186 -0.024233 \n",
"Parking_Area 0.573731 0.070847 \n",
"Elevator 0.258599 -0.099897 \n",
"Main_Usage_Walk -0.010329 0.009842 \n",
"Main_Usage_Living -0.091349 -0.055750 \n",
"Main_Usage_Selling -0.002587 0.012226 \n",
"Main_Usage_Manufacturing 0.020315 0.105818 \n",
"Main_Usage_Business -0.059245 0.035188 \n",
"Main_Usage_Parking -0.026410 0.031917 \n",
"Main_Usage_SnE -0.000285 0.009532 \n",
"Main_Usage_Farm -0.024285 0.026194 \n",
"Building_Material_S 0.127189 0.030969 \n",
"Building_Material_R -0.000399 -0.038024 \n",
"Building_Material_C -0.000816 -0.037218 \n",
"Building_Material_steel -0.011147 0.039904 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.097452 0.002171 \n",
"Building_Material_W -0.002019 -0.000830 \n",
"Building_Material_iron -0.005302 0.004500 \n",
"Building_Material_tile -0.001829 0.004255 \n",
"Building_Material_clay -0.004190 0.007606 \n",
"Building_Material_RC_reinforce -0.000970 -0.000063 \n",
"Non_City_Land_Code -0.082314 0.067175 \n",
"Transaction_Land -0.080277 0.068479 \n",
"Transaction_Building 0.009462 0.180297 \n",
"Transaction_Parking 0.507947 -0.007393 \n",
"Note_Null -0.023772 0.002250 \n",
"Note_Additions -0.069433 0.010480 \n",
"Note_Presold 0.190185 -0.027099 \n",
"Note_Relationships -0.073523 -0.004128 \n",
"Note_Balcony -0.038924 -0.012742 \n",
"Note_PublicUtilities -0.011271 0.016561 \n",
"Note_PartRegister 0.123616 -0.016133 \n",
"Note_Negotiate -0.003050 0.001936 \n",
"Note_Parking 0.046762 0.003847 \n",
"Note_OnlyParking 0.001940 -0.000076 \n",
"Note_Gov -0.007693 -0.003707 \n",
"Note_Overbuild -0.044045 0.010095 \n",
"Note_Decoration 0.042286 -0.006776 \n",
"Note_Furniture 0.013086 -0.001753 \n",
"Note_Layer -0.019810 -0.010802 \n",
"Note_BuildWithLandholder -0.002168 0.003720 \n",
"Note_BlankHouse 0.080856 0.009959 \n",
"Note_Defect -0.012725 0.002555 \n",
"Note_Debt -0.013009 0.004099 \n",
"Note_Elevator -0.008574 0.010837 \n",
"Note_Renewal -0.002036 0.001569 \n",
"Note_DistressSale -0.008479 0.000097 \n",
"Note_OverdueInherit -0.001293 -0.000640 \n",
"Note_DeformedLand -0.004474 0.000649 \n",
"Non_City_Land_Usage -0.003285 0.000108 \n",
"Parking_Space_Types 0.223085 -0.042522 \n",
"Building_Types -0.223788 0.067776 \n",
"Unit_Price_Ping 0.034612 -0.003051 \n",
"Transfer_Total_Ping 0.106593 0.901636 \n",
"Month_raw -0.021129 0.006027 \n",
"CPI -0.019641 0.003740 \n",
"CPI_rate -0.019978 -0.001109 \n",
"unemployment rate -0.017364 0.003956 \n",
"Pain_index_3month -0.022572 -0.000392 \n",
"ppen_price -0.033938 0.006631 \n",
"high_price -0.033695 0.007107 \n",
"low_price -0.033469 0.006804 \n",
"close_price -0.033610 0.007097 \n",
"qmatch -0.029472 0.007765 \n",
"amt_millon -0.030741 0.006829 \n",
"return_rate_month -0.001962 0.002585 \n",
"Turnover_rate_month -0.029168 0.007734 \n",
"outstanding_share_thousand -0.024559 0.006977 \n",
"Capitalization_million -0.033470 0.007138 \n",
"excess total _ million_usdollars -0.000289 0.002996 \n",
"import_price_index_usdollars -0.021002 -0.000654 \n",
"export_price_index_usdollars -0.024003 -0.000650 \n",
"export_million_usdollars -0.028399 0.006540 \n",
"import_million_usdollars -0.027737 0.005500 \n",
"survival_mobility_rate 0.023449 -0.007393 \n",
"live_deposit_mobility_interest_rate 0.023449 -0.007393 \n",
"CCI_3month 0.017878 -0.006797 \n",
"construction_engineering_index -0.031003 0.005639 \n",
"\n",
" ancillary_building_area balcony_area \\\n",
"Place_id 0.039675 -0.036313 \n",
"Type 0.053578 0.044655 \n",
"area_m2 0.099617 0.050827 \n",
"area_ping 0.099616 0.050827 \n",
"Month 0.069961 -0.065314 \n",
"Finish_Month 0.061570 0.125447 \n",
"house_age -0.054882 -0.130365 \n",
"room 0.112183 0.159800 \n",
"hall 0.062224 0.120694 \n",
"bathroom 0.116630 0.174321 \n",
"compartment -0.042643 0.004074 \n",
"manager 0.020602 0.012688 \n",
"Total_price 0.207316 0.264638 \n",
"parking_price 0.055268 0.061037 \n",
"main_area 0.150993 0.196729 \n",
"ancillary_building_area 1.000000 0.005504 \n",
"balcony_area 0.005504 1.000000 \n",
"trading_floors_count 0.017862 -0.023835 \n",
"building_total_floors 0.050285 0.029226 \n",
"min_floors_height 0.017887 0.013763 \n",
"including_basement 0.055044 -0.013114 \n",
"including_arcade 0.009980 -0.027049 \n",
"City_Land_Usage 0.048077 -0.051640 \n",
"Parking_Area 0.078808 0.059492 \n",
"Elevator 0.015018 0.014714 \n",
"Main_Usage_Walk 0.020144 -0.009957 \n",
"Main_Usage_Living -0.036741 -0.029464 \n",
"Main_Usage_Selling 0.019862 -0.008370 \n",
"Main_Usage_Manufacturing 0.040718 -0.006609 \n",
"Main_Usage_Business 0.007992 -0.039151 \n",
"Main_Usage_Parking 0.053400 0.003270 \n",
"Main_Usage_SnE 0.014196 -0.001178 \n",
"Main_Usage_Farm -0.005279 -0.003523 \n",
"Building_Material_S 0.030764 0.028269 \n",
"Building_Material_R 0.015955 0.055384 \n",
"Building_Material_C 0.016104 0.056320 \n",
"Building_Material_steel 0.003562 -0.015062 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.068522 -0.129165 \n",
"Building_Material_W -0.001923 -0.003038 \n",
"Building_Material_iron -0.002673 -0.007812 \n",
"Building_Material_tile -0.001821 -0.002752 \n",
"Building_Material_clay -0.002471 -0.006147 \n",
"Building_Material_RC_reinforce -0.000966 -0.001460 \n",
"Non_City_Land_Code 0.011190 0.013529 \n",
"Transaction_Land 0.014466 0.042774 \n",
"Transaction_Building 0.079406 0.055093 \n",
"Transaction_Parking 0.092422 0.086221 \n",
"Note_Null -0.001709 0.033061 \n",
"Note_Additions 0.009813 -0.010151 \n",
"Note_Presold -0.005330 -0.027101 \n",
"Note_Relationships -0.016332 -0.031972 \n",
"Note_Balcony 0.005304 0.013648 \n",
"Note_PublicUtilities 0.000873 -0.004306 \n",
"Note_PartRegister -0.007846 -0.008396 \n",
"Note_Negotiate 0.003111 -0.001887 \n",
"Note_Parking 0.005642 0.011313 \n",
"Note_OnlyParking -0.000295 -0.000780 \n",
"Note_Gov -0.007035 -0.002154 \n",
"Note_Overbuild 0.007306 -0.019419 \n",
"Note_Decoration 0.009875 -0.004762 \n",
"Note_Furniture 0.000418 -0.000748 \n",
"Note_Layer -0.002120 -0.014487 \n",
"Note_BuildWithLandholder -0.003710 0.011538 \n",
"Note_BlankHouse 0.038813 0.022086 \n",
"Note_Defect 0.000375 -0.005013 \n",
"Note_Debt 0.002290 0.013886 \n",
"Note_Elevator 0.004731 0.014059 \n",
"Note_Renewal -0.000785 -0.000842 \n",
"Note_DistressSale -0.002586 -0.002675 \n",
"Note_OverdueInherit -0.001220 -0.001774 \n",
"Note_DeformedLand -0.002037 -0.002207 \n",
"Non_City_Land_Usage -0.002622 -0.002137 \n",
"Parking_Space_Types 0.035350 0.024721 \n",
"Building_Types -0.037184 -0.040069 \n",
"Unit_Price_Ping 0.000943 0.000362 \n",
"Transfer_Total_Ping 0.253065 0.244220 \n",
"Month_raw 0.069412 -0.064795 \n",
"CPI 0.038704 -0.038368 \n",
"CPI_rate -0.020604 0.018117 \n",
"unemployment rate 0.038775 -0.032419 \n",
"Pain_index_3month -0.012391 0.011223 \n",
"ppen_price 0.038198 -0.034095 \n",
"high_price 0.042301 -0.037708 \n",
"low_price 0.037100 -0.032738 \n",
"close_price 0.042686 -0.037448 \n",
"qmatch 0.061402 -0.052048 \n",
"amt_millon 0.052522 -0.045396 \n",
"return_rate_month 0.023991 -0.017839 \n",
"Turnover_rate_month 0.061342 -0.051852 \n",
"outstanding_share_thousand 0.046902 -0.044937 \n",
"Capitalization_million 0.043623 -0.038516 \n",
"excess total _ million_usdollars -0.001392 0.003514 \n",
"import_price_index_usdollars -0.007569 0.006173 \n",
"export_price_index_usdollars -0.034576 0.031857 \n",
"export_million_usdollars 0.022595 -0.020059 \n",
"import_million_usdollars 0.022483 -0.020646 \n",
"survival_mobility_rate -0.046570 0.039738 \n",
"live_deposit_mobility_interest_rate -0.046570 0.039738 \n",
"CCI_3month -0.038301 0.032780 \n",
"construction_engineering_index 0.044892 -0.041899 \n",
"\n",
" trading_floors_count \\\n",
"Place_id -0.212339 \n",
"Type 0.346007 \n",
"area_m2 -0.007855 \n",
"area_ping -0.007855 \n",
"Month -0.020738 \n",
"Finish_Month 0.091308 \n",
"house_age -0.092697 \n",
"room -0.275875 \n",
"hall -0.166436 \n",
"bathroom -0.304564 \n",
"compartment -0.074423 \n",
"manager 0.462623 \n",
"Total_price 0.050718 \n",
"parking_price 0.147893 \n",
"main_area -0.028262 \n",
"ancillary_building_area 0.017862 \n",
"balcony_area -0.023835 \n",
"trading_floors_count 1.000000 \n",
"building_total_floors 0.438840 \n",
"min_floors_height 0.356429 \n",
"including_basement 0.214460 \n",
"including_arcade 0.256222 \n",
"City_Land_Usage 0.148882 \n",
"Parking_Area 0.150667 \n",
"Elevator 0.496569 \n",
"Main_Usage_Walk -0.028852 \n",
"Main_Usage_Living -0.043361 \n",
"Main_Usage_Selling -0.019593 \n",
"Main_Usage_Manufacturing 0.011911 \n",
"Main_Usage_Business -0.041984 \n",
"Main_Usage_Parking -0.105128 \n",
"Main_Usage_SnE -0.002693 \n",
"Main_Usage_Farm 0.033946 \n",
"Building_Material_S 0.039946 \n",
"Building_Material_R 0.195735 \n",
"Building_Material_C 0.197179 \n",
"Building_Material_steel -0.005571 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.312110 \n",
"Building_Material_W -0.007007 \n",
"Building_Material_iron -0.021042 \n",
"Building_Material_tile -0.006978 \n",
"Building_Material_clay -0.016185 \n",
"Building_Material_RC_reinforce -0.004019 \n",
"Non_City_Land_Code -0.198042 \n",
"Transaction_Land -0.157216 \n",
"Transaction_Building 0.034451 \n",
"Transaction_Parking 0.303429 \n",
"Note_Null 0.001074 \n",
"Note_Additions -0.054442 \n",
"Note_Presold 0.063322 \n",
"Note_Relationships -0.054275 \n",
"Note_Balcony 0.046524 \n",
"Note_PublicUtilities -0.022249 \n",
"Note_PartRegister 0.047657 \n",
"Note_Negotiate 0.001759 \n",
"Note_Parking 0.040399 \n",
"Note_OnlyParking 0.002839 \n",
"Note_Gov 0.018546 \n",
"Note_Overbuild -0.099900 \n",
"Note_Decoration 0.021984 \n",
"Note_Furniture 0.008489 \n",
"Note_Layer 0.029515 \n",
"Note_BuildWithLandholder -0.020619 \n",
"Note_BlankHouse 0.012211 \n",
"Note_Defect -0.009812 \n",
"Note_Debt -0.010008 \n",
"Note_Elevator -0.006864 \n",
"Note_Renewal -0.002613 \n",
"Note_DistressSale -0.006291 \n",
"Note_OverdueInherit -0.000690 \n",
"Note_DeformedLand -0.010963 \n",
"Non_City_Land_Usage -0.004048 \n",
"Parking_Space_Types 0.238619 \n",
"Building_Types 0.025418 \n",
"Unit_Price_Ping 0.017434 \n",
"Transfer_Total_Ping 0.028426 \n",
"Month_raw -0.020836 \n",
"CPI -0.014278 \n",
"CPI_rate -0.000080 \n",
"unemployment rate -0.012176 \n",
"Pain_index_3month -0.002105 \n",
"ppen_price -0.022059 \n",
"high_price -0.023200 \n",
"low_price -0.021974 \n",
"close_price -0.022758 \n",
"qmatch -0.023346 \n",
"amt_millon -0.021543 \n",
"return_rate_month -0.004759 \n",
"Turnover_rate_month -0.023236 \n",
"outstanding_share_thousand -0.020350 \n",
"Capitalization_million -0.022708 \n",
"excess total _ million_usdollars -0.008933 \n",
"import_price_index_usdollars -0.003278 \n",
"export_price_index_usdollars -0.002335 \n",
"export_million_usdollars -0.018776 \n",
"import_million_usdollars -0.015595 \n",
"survival_mobility_rate 0.024500 \n",
"live_deposit_mobility_interest_rate 0.024500 \n",
"CCI_3month 0.019187 \n",
"construction_engineering_index -0.019745 \n",
"\n",
" building_total_floors min_floors_height \\\n",
"Place_id -0.153403 -0.139518 \n",
"Type 0.557889 0.460280 \n",
"area_m2 -0.071171 -0.058401 \n",
"area_ping -0.071167 -0.058396 \n",
"Month -0.022185 -0.014350 \n",
"Finish_Month 0.433049 0.305613 \n",
"house_age -0.432118 -0.304836 \n",
"room -0.237926 -0.198188 \n",
"hall -0.097095 -0.070134 \n",
"bathroom -0.248590 -0.225643 \n",
"compartment -0.058794 -0.003018 \n",
"manager 0.634733 0.504723 \n",
"Total_price 0.067671 0.040971 \n",
"parking_price 0.343173 0.282895 \n",
"main_area -0.079386 -0.081489 \n",
"ancillary_building_area 0.050285 0.017887 \n",
"balcony_area 0.029226 0.013763 \n",
"trading_floors_count 0.438840 0.356429 \n",
"building_total_floors 1.000000 0.754345 \n",
"min_floors_height 0.754345 1.000000 \n",
"including_basement -0.032925 -0.075907 \n",
"including_arcade -0.053013 -0.106163 \n",
"City_Land_Usage 0.258540 0.205576 \n",
"Parking_Area 0.302189 0.245000 \n",
"Elevator 0.654814 0.537942 \n",
"Main_Usage_Walk -0.025111 -0.027664 \n",
"Main_Usage_Living -0.094960 -0.034405 \n",
"Main_Usage_Selling -0.021914 -0.048995 \n",
"Main_Usage_Manufacturing -0.036272 -0.025330 \n",
"Main_Usage_Business -0.103309 -0.146723 \n",
"Main_Usage_Parking -0.069998 -0.069496 \n",
"Main_Usage_SnE -0.004082 -0.003780 \n",
"Main_Usage_Farm -0.080705 -0.060868 \n",
"Building_Material_S 0.255673 0.178563 \n",
"Building_Material_R 0.098031 0.075914 \n",
"Building_Material_C 0.102134 0.078868 \n",
"Building_Material_steel -0.028170 -0.018943 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.315198 -0.235299 \n",
"Building_Material_W -0.007424 -0.005056 \n",
"Building_Material_iron -0.017467 -0.013161 \n",
"Building_Material_tile -0.006480 -0.004580 \n",
"Building_Material_clay -0.014093 -0.010413 \n",
"Building_Material_RC_reinforce -0.003175 -0.002429 \n",
"Non_City_Land_Code -0.245643 -0.198811 \n",
"Transaction_Land -0.171145 -0.147304 \n",
"Transaction_Building -0.025967 -0.024663 \n",
"Transaction_Parking 0.529579 0.435657 \n",
"Note_Null 0.053067 0.039244 \n",
"Note_Additions -0.146708 -0.113374 \n",
"Note_Presold 0.155726 0.119667 \n",
"Note_Relationships -0.113679 -0.089300 \n",
"Note_Balcony -0.013962 0.001979 \n",
"Note_PublicUtilities -0.029517 -0.023180 \n",
"Note_PartRegister 0.106205 0.082476 \n",
"Note_Negotiate -0.003801 -0.002075 \n",
"Note_Parking 0.040994 0.034635 \n",
"Note_OnlyParking 0.001569 0.000102 \n",
"Note_Gov 0.036703 0.025862 \n",
"Note_Overbuild -0.122830 -0.081727 \n",
"Note_Decoration 0.064654 0.050015 \n",
"Note_Furniture 0.029030 0.023680 \n",
"Note_Layer 0.012027 0.002667 \n",
"Note_BuildWithLandholder -0.019012 -0.017319 \n",
"Note_BlankHouse 0.086756 0.069211 \n",
"Note_Defect -0.020052 -0.014564 \n",
"Note_Debt -0.023427 -0.018599 \n",
"Note_Elevator -0.025301 -0.021243 \n",
"Note_Renewal -0.006015 -0.004873 \n",
"Note_DistressSale -0.013625 -0.010918 \n",
"Note_OverdueInherit -0.002671 -0.002358 \n",
"Note_DeformedLand -0.012361 -0.009796 \n",
"Non_City_Land_Usage -0.010976 -0.007946 \n",
"Parking_Space_Types 0.300665 0.257040 \n",
"Building_Types -0.559322 -0.425866 \n",
"Unit_Price_Ping 0.026537 0.020850 \n",
"Transfer_Total_Ping 0.006395 -0.011498 \n",
"Month_raw -0.021296 -0.013534 \n",
"CPI -0.019691 -0.014049 \n",
"CPI_rate -0.011723 -0.012561 \n",
"unemployment rate -0.009297 -0.007004 \n",
"Pain_index_3month -0.012967 -0.013374 \n",
"ppen_price -0.024499 -0.020251 \n",
"high_price -0.024952 -0.020297 \n",
"low_price -0.023486 -0.019548 \n",
"close_price -0.024180 -0.019906 \n",
"qmatch -0.022846 -0.018628 \n",
"amt_millon -0.022049 -0.017671 \n",
"return_rate_month 0.000074 0.000146 \n",
"Turnover_rate_month -0.022576 -0.018443 \n",
"outstanding_share_thousand -0.021692 -0.015855 \n",
"Capitalization_million -0.024229 -0.019820 \n",
"excess total _ million_usdollars -0.001300 -0.001453 \n",
"import_price_index_usdollars -0.013324 -0.012894 \n",
"export_price_index_usdollars -0.010778 -0.013063 \n",
"export_million_usdollars -0.021271 -0.018066 \n",
"import_million_usdollars -0.020456 -0.017282 \n",
"survival_mobility_rate 0.015332 0.011143 \n",
"live_deposit_mobility_interest_rate 0.015332 0.011143 \n",
"CCI_3month 0.009225 0.005859 \n",
"construction_engineering_index -0.024798 -0.019233 \n",
"\n",
" including_basement including_arcade \\\n",
"Place_id -0.008254 0.027447 \n",
"Type -0.035001 -0.068962 \n",
"area_m2 0.047360 0.000550 \n",
"area_ping 0.047360 0.000550 \n",
"Month 0.000575 -0.008087 \n",
"Finish_Month -0.057509 -0.107076 \n",
"house_age 0.057268 0.105616 \n",
"room -0.010165 -0.041649 \n",
"hall -0.038848 -0.058962 \n",
"bathroom 0.002235 -0.009563 \n",
"compartment -0.080082 -0.103493 \n",
"manager -0.015405 -0.049330 \n",
"Total_price 0.067142 0.015911 \n",
"parking_price -0.017821 -0.036333 \n",
"main_area 0.096531 0.019349 \n",
"ancillary_building_area 0.055044 0.009980 \n",
"balcony_area -0.013114 -0.027049 \n",
"trading_floors_count 0.214460 0.256222 \n",
"building_total_floors -0.032925 -0.053013 \n",
"min_floors_height -0.075907 -0.106163 \n",
"including_basement 1.000000 0.165322 \n",
"including_arcade 0.165322 1.000000 \n",
"City_Land_Usage 0.001576 -0.001677 \n",
"Parking_Area -0.010841 -0.034083 \n",
"Elevator -0.034652 -0.062694 \n",
"Main_Usage_Walk 0.005588 0.038278 \n",
"Main_Usage_Living -0.045391 -0.042462 \n",
"Main_Usage_Selling 0.011994 0.034402 \n",
"Main_Usage_Manufacturing 0.014344 0.000635 \n",
"Main_Usage_Business 0.079587 0.222292 \n",
"Main_Usage_Parking 0.006260 -0.006477 \n",
"Main_Usage_SnE 0.001262 0.000249 \n",
"Main_Usage_Farm 0.000987 0.005094 \n",
"Building_Material_S -0.004006 -0.013851 \n",
"Building_Material_R 0.012937 0.001539 \n",
"Building_Material_C 0.013083 0.001452 \n",
"Building_Material_steel 0.005185 0.005381 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.012251 0.016654 \n",
"Building_Material_W -0.000402 -0.000669 \n",
"Building_Material_iron -0.001056 -0.001758 \n",
"Building_Material_tile -0.000364 -0.000606 \n",
"Building_Material_clay -0.000834 -0.000773 \n",
"Building_Material_RC_reinforce -0.000193 -0.000322 \n",
"Non_City_Land_Code 0.005525 -0.029555 \n",
"Transaction_Land 0.013769 -0.004708 \n",
"Transaction_Building 0.064431 0.036369 \n",
"Transaction_Parking -0.022455 -0.055607 \n",
"Note_Null -0.007301 -0.016705 \n",
"Note_Additions 0.014275 0.033475 \n",
"Note_Presold -0.017393 -0.029235 \n",
"Note_Relationships 0.008217 0.025621 \n",
"Note_Balcony -0.002913 -0.009526 \n",
"Note_PublicUtilities 0.000288 0.004853 \n",
"Note_PartRegister -0.010819 -0.020472 \n",
"Note_Negotiate 0.000791 0.006614 \n",
"Note_Parking 0.001298 -0.005848 \n",
"Note_OnlyParking 0.013750 -0.001174 \n",
"Note_Gov -0.003133 -0.004572 \n",
"Note_Overbuild -0.005470 -0.010334 \n",
"Note_Decoration -0.006061 -0.009563 \n",
"Note_Furniture -0.001893 -0.003826 \n",
"Note_Layer 0.007831 0.021432 \n",
"Note_BuildWithLandholder -0.002753 -0.002333 \n",
"Note_BlankHouse -0.002616 -0.004159 \n",
"Note_Defect 0.003594 0.004358 \n",
"Note_Debt 0.003558 0.004140 \n",
"Note_Elevator 0.002780 0.001899 \n",
"Note_Renewal -0.000604 0.000699 \n",
"Note_DistressSale 0.001037 0.005021 \n",
"Note_OverdueInherit -0.000258 0.001569 \n",
"Note_DeformedLand 0.004561 0.000671 \n",
"Non_City_Land_Usage 0.000378 -0.001269 \n",
"Parking_Space_Types -0.022859 -0.043166 \n",
"Building_Types 0.094298 0.153364 \n",
"Unit_Price_Ping -0.001700 0.005405 \n",
"Transfer_Total_Ping 0.090696 0.010574 \n",
"Month_raw -0.000011 -0.008587 \n",
"CPI 0.001435 -0.005350 \n",
"CPI_rate 0.002404 0.003235 \n",
"unemployment rate -0.000663 -0.005691 \n",
"Pain_index_3month 0.002202 0.002103 \n",
"ppen_price 0.001182 -0.005267 \n",
"high_price 0.000920 -0.005866 \n",
"low_price 0.000882 -0.005222 \n",
"close_price 0.000900 -0.005585 \n",
"qmatch 0.000481 -0.005395 \n",
"amt_millon 0.000335 -0.006114 \n",
"return_rate_month -0.001509 -0.002051 \n",
"Turnover_rate_month 0.000443 -0.005368 \n",
"outstanding_share_thousand 0.000893 -0.006411 \n",
"Capitalization_million 0.000912 -0.005678 \n",
"excess total _ million_usdollars 0.000087 -0.002158 \n",
"import_price_index_usdollars 0.001388 0.001446 \n",
"export_price_index_usdollars 0.001260 0.003471 \n",
"export_million_usdollars 0.001297 -0.003675 \n",
"import_million_usdollars 0.001273 -0.002910 \n",
"survival_mobility_rate 0.001026 0.009363 \n",
"live_deposit_mobility_interest_rate 0.001026 0.009363 \n",
"CCI_3month 0.000553 0.007242 \n",
"construction_engineering_index 0.001244 -0.005364 \n",
"\n",
" City_Land_Usage Parking_Area Elevator \\\n",
"Place_id -0.039477 -0.121346 -0.161755 \n",
"Type 0.139638 0.404174 0.616531 \n",
"area_m2 -0.032879 -0.003375 -0.071471 \n",
"area_ping -0.032873 -0.003375 -0.071472 \n",
"Month 0.413666 -0.018424 0.046768 \n",
"Finish_Month 0.089233 0.276792 0.447809 \n",
"house_age -0.051233 -0.276757 -0.440500 \n",
"room -0.107073 -0.062071 -0.210135 \n",
"hall -0.076308 -0.003032 -0.023485 \n",
"bathroom -0.093243 -0.071407 -0.249782 \n",
"compartment -0.065408 -0.067514 0.052154 \n",
"manager 0.187218 0.233936 0.726433 \n",
"Total_price 0.046295 0.211411 0.017452 \n",
"parking_price 0.095186 0.573731 0.258599 \n",
"main_area -0.024233 0.070847 -0.099897 \n",
"ancillary_building_area 0.048077 0.078808 0.015018 \n",
"balcony_area -0.051640 0.059492 0.014714 \n",
"trading_floors_count 0.148882 0.150667 0.496569 \n",
"building_total_floors 0.258540 0.302189 0.654814 \n",
"min_floors_height 0.205576 0.245000 0.537942 \n",
"including_basement 0.001576 -0.010841 -0.034652 \n",
"including_arcade -0.001677 -0.034083 -0.062694 \n",
"City_Land_Usage 1.000000 0.075510 0.214310 \n",
"Parking_Area 0.075510 1.000000 0.255492 \n",
"Elevator 0.214310 0.255492 1.000000 \n",
"Main_Usage_Walk 0.042569 -0.009735 -0.022149 \n",
"Main_Usage_Living 0.051784 -0.085032 -0.035176 \n",
"Main_Usage_Selling 0.060478 -0.003621 -0.014187 \n",
"Main_Usage_Manufacturing 0.035653 0.031687 -0.035913 \n",
"Main_Usage_Business 0.048802 -0.060860 -0.142099 \n",
"Main_Usage_Parking 0.072956 -0.023564 -0.057804 \n",
"Main_Usage_SnE 0.010029 -0.001192 -0.003255 \n",
"Main_Usage_Farm -0.058205 -0.024403 -0.082117 \n",
"Building_Material_S 0.077803 0.069431 0.066423 \n",
"Building_Material_R 0.079044 0.029153 0.192644 \n",
"Building_Material_C 0.079720 0.028983 0.193247 \n",
"Building_Material_steel -0.004211 -0.006171 -0.039698 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B -0.090518 -0.097905 -0.337360 \n",
"Building_Material_W -0.001578 -0.002028 -0.007007 \n",
"Building_Material_iron 0.007122 -0.005328 -0.018290 \n",
"Building_Material_tile 0.000578 -0.001837 -0.006347 \n",
"Building_Material_clay 0.005460 -0.004210 -0.014399 \n",
"Building_Material_RC_reinforce 0.001135 -0.000974 -0.003366 \n",
"Non_City_Land_Code -0.340042 -0.076347 -0.209455 \n",
"Transaction_Land -0.037542 -0.081084 -0.197542 \n",
"Transaction_Building -0.012540 0.034873 -0.021389 \n",
"Transaction_Parking 0.132602 0.490602 0.522923 \n",
"Note_Null -0.117728 0.008814 0.043702 \n",
"Note_Additions -0.016231 -0.078661 -0.156377 \n",
"Note_Presold 0.197121 0.123942 0.172528 \n",
"Note_Relationships -0.023068 -0.057299 -0.117100 \n",
"Note_Balcony 0.133612 -0.034830 0.018251 \n",
"Note_PublicUtilities 0.013331 -0.010141 -0.029200 \n",
"Note_PartRegister 0.129872 0.089230 0.117842 \n",
"Note_Negotiate 0.013952 -0.003064 -0.008001 \n",
"Note_Parking 0.009668 0.039997 0.061967 \n",
"Note_OnlyParking 0.003626 0.008975 0.002603 \n",
"Note_Gov -0.017971 0.000830 0.033610 \n",
"Note_Overbuild 0.048777 -0.044061 -0.138548 \n",
"Note_Decoration 0.037200 0.025613 0.050923 \n",
"Note_Furniture 0.046922 0.010186 0.024888 \n",
"Note_Layer 0.057784 -0.013867 0.037925 \n",
"Note_BuildWithLandholder -0.023165 0.004416 -0.015804 \n",
"Note_BlankHouse 0.027811 0.043671 0.025668 \n",
"Note_Defect -0.003818 -0.011922 -0.024788 \n",
"Note_Debt -0.019075 -0.009445 -0.023848 \n",
"Note_Elevator -0.018656 -0.007951 -0.014992 \n",
"Note_Renewal 0.004734 -0.002289 -0.005728 \n",
"Note_DistressSale -0.007292 -0.007020 -0.014285 \n",
"Note_OverdueInherit 0.000504 -0.001299 -0.003082 \n",
"Note_DeformedLand -0.003252 -0.004452 -0.013713 \n",
"Non_City_Land_Usage -0.011955 -0.002798 -0.006637 \n",
"Parking_Space_Types 0.098796 0.212724 0.427292 \n",
"Building_Types -0.152775 -0.213083 -0.617809 \n",
"Unit_Price_Ping 0.026463 0.016307 0.014611 \n",
"Transfer_Total_Ping -0.002004 0.182790 -0.018566 \n",
"Month_raw 0.409273 -0.018002 0.047275 \n",
"CPI 0.271003 -0.016296 0.032943 \n",
"CPI_rate 0.002830 -0.012930 -0.006484 \n",
"unemployment rate 0.268444 -0.012742 0.032226 \n",
"Pain_index_3month 0.049922 -0.014872 -0.000357 \n",
"ppen_price 0.392782 -0.025127 0.040584 \n",
"high_price 0.417389 -0.025124 0.043362 \n",
"low_price 0.400432 -0.024697 0.042591 \n",
"close_price 0.417957 -0.024870 0.043623 \n",
"qmatch 0.418654 -0.021763 0.039813 \n",
"amt_millon 0.407212 -0.022379 0.042589 \n",
"return_rate_month 0.157728 -0.001295 0.019563 \n",
"Turnover_rate_month 0.417080 -0.021490 0.039444 \n",
"outstanding_share_thousand 0.364433 -0.020870 0.044712 \n",
"Capitalization_million 0.418105 -0.024947 0.043953 \n",
"excess total _ million_usdollars 0.055412 -0.000093 0.016501 \n",
"import_price_index_usdollars 0.071108 -0.013393 0.004386 \n",
"export_price_index_usdollars 0.020636 -0.014447 -0.000864 \n",
"export_million_usdollars 0.310076 -0.021031 0.035475 \n",
"import_million_usdollars 0.285917 -0.020579 0.029597 \n",
"survival_mobility_rate -0.461351 0.018120 -0.061329 \n",
"live_deposit_mobility_interest_rate -0.461351 0.018120 -0.061329 \n",
"CCI_3month -0.353883 0.014383 -0.049553 \n",
"construction_engineering_index 0.367154 -0.023828 0.040205 \n",
"\n",
" Main_Usage_Walk Main_Usage_Living \\\n",
"Place_id -0.000010 -0.025629 \n",
"Type -0.021722 -0.106506 \n",
"area_m2 0.001005 -0.044255 \n",
"area_ping 0.001003 -0.044257 \n",
"Month 0.036360 0.220428 \n",
"Finish_Month 0.006827 -0.256522 \n",
"house_age -0.003716 0.275226 \n",
"room 0.023999 0.047385 \n",
"hall 0.014119 0.062393 \n",
"bathroom 0.033754 -0.003634 \n",
"compartment -0.003425 0.153762 \n",
"manager -0.023627 -0.078833 \n",
"Total_price 0.005935 -0.064059 \n",
"parking_price -0.010329 -0.091349 \n",
"main_area 0.009842 -0.055750 \n",
"ancillary_building_area 0.020144 -0.036741 \n",
"balcony_area -0.009957 -0.029464 \n",
"trading_floors_count -0.028852 -0.043361 \n",
"building_total_floors -0.025111 -0.094960 \n",
"min_floors_height -0.027664 -0.034405 \n",
"including_basement 0.005588 -0.045391 \n",
"including_arcade 0.038278 -0.042462 \n",
"City_Land_Usage 0.042569 0.051784 \n",
"Parking_Area -0.009735 -0.085032 \n",
"Elevator -0.022149 -0.035176 \n",
"Main_Usage_Walk 1.000000 0.014626 \n",
"Main_Usage_Living 0.014626 1.000000 \n",
"Main_Usage_Selling 0.308661 -0.003194 \n",
"Main_Usage_Manufacturing 0.001966 -0.115454 \n",
"Main_Usage_Business -0.001793 -0.059379 \n",
"Main_Usage_Parking 0.146357 0.049490 \n",
"Main_Usage_SnE 0.003686 -0.006944 \n",
"Main_Usage_Farm -0.001763 -0.100045 \n",
"Building_Material_S 0.000457 -0.014478 \n",
"Building_Material_R 0.006598 0.108851 \n",
"Building_Material_C 0.006539 0.108756 \n",
"Building_Material_steel -0.000318 -0.038769 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.002557 0.121117 \n",
"Building_Material_W -0.000179 0.003012 \n",
"Building_Material_iron 0.001326 0.003074 \n",
"Building_Material_tile -0.000162 0.001497 \n",
"Building_Material_clay -0.000372 0.004418 \n",
"Building_Material_RC_reinforce -0.000086 0.001901 \n",
"Non_City_Land_Code -0.008513 0.029753 \n",
"Transaction_Land 0.008927 -0.032247 \n",
"Transaction_Building 0.000615 -0.031779 \n",
"Transaction_Parking -0.018184 -0.110735 \n",
"Note_Null -0.008643 -0.107077 \n",
"Note_Additions 0.010968 0.094879 \n",
"Note_Presold -0.000263 0.074247 \n",
"Note_Relationships 0.001615 0.050788 \n",
"Note_Balcony 0.003667 0.078131 \n",
"Note_PublicUtilities 0.000651 0.001338 \n",
"Note_PartRegister -0.003827 -0.083064 \n",
"Note_Negotiate 0.002852 -0.008414 \n",
"Note_Parking -0.002801 -0.008756 \n",
"Note_OnlyParking -0.000315 -0.003118 \n",
"Note_Gov -0.001697 -0.020983 \n",
"Note_Overbuild 0.018855 0.054791 \n",
"Note_Decoration -0.002112 -0.024483 \n",
"Note_Furniture 0.001607 0.020759 \n",
"Note_Layer 0.003304 -0.006168 \n",
"Note_BuildWithLandholder -0.000101 -0.029075 \n",
"Note_BlankHouse -0.001167 -0.003103 \n",
"Note_Defect -0.001163 0.003754 \n",
"Note_Debt -0.001252 0.002449 \n",
"Note_Elevator -0.000130 -0.015507 \n",
"Note_Renewal -0.000269 0.000490 \n",
"Note_DistressSale 0.001308 0.004452 \n",
"Note_OverdueInherit -0.000115 0.000567 \n",
"Note_DeformedLand -0.000414 0.000679 \n",
"Non_City_Land_Usage -0.000340 0.005459 \n",
"Parking_Space_Types -0.015319 -0.063173 \n",
"Building_Types 0.005713 0.014466 \n",
"Unit_Price_Ping 0.000062 -0.007653 \n",
"Transfer_Total_Ping 0.005749 -0.068245 \n",
"Month_raw 0.035403 0.220736 \n",
"CPI 0.022536 0.186620 \n",
"CPI_rate 0.008123 0.053149 \n",
"unemployment rate 0.013921 0.129960 \n",
"Pain_index_3month 0.010026 0.075411 \n",
"ppen_price 0.038965 0.232468 \n",
"high_price 0.042053 0.239291 \n",
"low_price 0.039715 0.232942 \n",
"close_price 0.042095 0.237066 \n",
"qmatch 0.047288 0.212166 \n",
"amt_millon 0.040252 0.222185 \n",
"return_rate_month 0.017068 0.045845 \n",
"Turnover_rate_month 0.047351 0.210068 \n",
"outstanding_share_thousand 0.029898 0.215795 \n",
"Capitalization_million 0.041687 0.237605 \n",
"excess total _ million_usdollars 0.003327 0.038486 \n",
"import_price_index_usdollars 0.013373 0.093089 \n",
"export_price_index_usdollars 0.006538 0.064358 \n",
"export_million_usdollars 0.025086 0.200860 \n",
"import_million_usdollars 0.023386 0.185209 \n",
"survival_mobility_rate -0.035280 -0.229254 \n",
"live_deposit_mobility_interest_rate -0.035280 -0.229254 \n",
"CCI_3month -0.023020 -0.167807 \n",
"construction_engineering_index 0.031754 0.224808 \n",
"\n",
" Main_Usage_Selling \\\n",
"Place_id 0.013964 \n",
"Type -0.016582 \n",
"area_m2 0.001300 \n",
"area_ping 0.001297 \n",
"Month 0.055053 \n",
"Finish_Month 0.015935 \n",
"house_age -0.011293 \n",
"room 0.000020 \n",
"hall -0.020208 \n",
"bathroom 0.023658 \n",
"compartment -0.046713 \n",
"manager -0.019188 \n",
"Total_price 0.013477 \n",
"parking_price -0.002587 \n",
"main_area 0.012226 \n",
"ancillary_building_area 0.019862 \n",
"balcony_area -0.008370 \n",
"trading_floors_count -0.019593 \n",
"building_total_floors -0.021914 \n",
"min_floors_height -0.048995 \n",
"including_basement 0.011994 \n",
"including_arcade 0.034402 \n",
"City_Land_Usage 0.060478 \n",
"Parking_Area -0.003621 \n",
"Elevator -0.014187 \n",
"Main_Usage_Walk 0.308661 \n",
"Main_Usage_Living -0.003194 \n",
"Main_Usage_Selling 1.000000 \n",
"Main_Usage_Manufacturing -0.003198 \n",
"Main_Usage_Business 0.000936 \n",
"Main_Usage_Parking 0.147971 \n",
"Main_Usage_SnE 0.021484 \n",
"Main_Usage_Farm -0.003858 \n",
"Building_Material_S 0.002258 \n",
"Building_Material_R 0.010170 \n",
"Building_Material_C 0.009927 \n",
"Building_Material_steel -0.000651 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.002336 \n",
"Building_Material_W -0.000321 \n",
"Building_Material_iron 0.013254 \n",
"Building_Material_tile -0.000290 \n",
"Building_Material_clay 0.003157 \n",
"Building_Material_RC_reinforce -0.000154 \n",
"Non_City_Land_Code -0.005305 \n",
"Transaction_Land 0.002172 \n",
"Transaction_Building 0.001149 \n",
"Transaction_Parking -0.010966 \n",
"Note_Null -0.015349 \n",
"Note_Additions 0.006954 \n",
"Note_Presold 0.015562 \n",
"Note_Relationships 0.001109 \n",
"Note_Balcony -0.000253 \n",
"Note_PublicUtilities 0.000955 \n",
"Note_PartRegister 0.007511 \n",
"Note_Negotiate -0.000484 \n",
"Note_Parking -0.000530 \n",
"Note_OnlyParking -0.000563 \n",
"Note_Gov 0.019662 \n",
"Note_Overbuild 0.016297 \n",
"Note_Decoration -0.003140 \n",
"Note_Furniture -0.000324 \n",
"Note_Layer 0.019058 \n",
"Note_BuildWithLandholder -0.002420 \n",
"Note_BlankHouse -0.000459 \n",
"Note_Defect -0.001262 \n",
"Note_Debt -0.000722 \n",
"Note_Elevator -0.000804 \n",
"Note_Renewal -0.000482 \n",
"Note_DistressSale 0.000340 \n",
"Note_OverdueInherit -0.000205 \n",
"Note_DeformedLand -0.000741 \n",
"Non_City_Land_Usage -0.000608 \n",
"Parking_Space_Types -0.012195 \n",
"Building_Types -0.000809 \n",
"Unit_Price_Ping 0.002400 \n",
"Transfer_Total_Ping 0.011172 \n",
"Month_raw 0.053461 \n",
"CPI 0.033487 \n",
"CPI_rate 0.016505 \n",
"unemployment rate 0.024145 \n",
"Pain_index_3month 0.019804 \n",
"ppen_price 0.063017 \n",
"high_price 0.067531 \n",
"low_price 0.064384 \n",
"close_price 0.067707 \n",
"qmatch 0.076424 \n",
"amt_millon 0.065241 \n",
"return_rate_month 0.025576 \n",
"Turnover_rate_month 0.076592 \n",
"outstanding_share_thousand 0.045312 \n",
"Capitalization_million 0.066888 \n",
"excess total _ million_usdollars 0.003807 \n",
"import_price_index_usdollars 0.024884 \n",
"export_price_index_usdollars 0.015915 \n",
"export_million_usdollars 0.039866 \n",
"import_million_usdollars 0.037581 \n",
"survival_mobility_rate -0.054921 \n",
"live_deposit_mobility_interest_rate -0.054921 \n",
"CCI_3month -0.033951 \n",
"construction_engineering_index 0.049683 \n",
"\n",
" Main_Usage_Manufacturing \\\n",
"Place_id -0.032893 \n",
"Type -0.019767 \n",
"area_m2 0.064997 \n",
"area_ping 0.064996 \n",
"Month 0.028992 \n",
"Finish_Month -0.041232 \n",
"house_age 0.043641 \n",
"room -0.053460 \n",
"hall -0.085628 \n",
"bathroom -0.043405 \n",
"compartment -0.163568 \n",
"manager -0.018452 \n",
"Total_price 0.087882 \n",
"parking_price 0.020315 \n",
"main_area 0.105818 \n",
"ancillary_building_area 0.040718 \n",
"balcony_area -0.006609 \n",
"trading_floors_count 0.011911 \n",
"building_total_floors -0.036272 \n",
"min_floors_height -0.025330 \n",
"including_basement 0.014344 \n",
"including_arcade 0.000635 \n",
"City_Land_Usage 0.035653 \n",
"Parking_Area 0.031687 \n",
"Elevator -0.035913 \n",
"Main_Usage_Walk 0.001966 \n",
"Main_Usage_Living -0.115454 \n",
"Main_Usage_Selling -0.003198 \n",
"Main_Usage_Manufacturing 1.000000 \n",
"Main_Usage_Business -0.005335 \n",
"Main_Usage_Parking -0.001861 \n",
"Main_Usage_SnE 0.003827 \n",
"Main_Usage_Farm -0.005767 \n",
"Building_Material_S 0.031250 \n",
"Building_Material_R -0.030080 \n",
"Building_Material_C -0.029678 \n",
"Building_Material_steel 0.130665 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.000856 \n",
"Building_Material_W -0.000479 \n",
"Building_Material_iron 0.016321 \n",
"Building_Material_tile 0.009367 \n",
"Building_Material_clay 0.005849 \n",
"Building_Material_RC_reinforce -0.000230 \n",
"Non_City_Land_Code 0.038982 \n",
"Transaction_Land 0.024821 \n",
"Transaction_Building 0.069568 \n",
"Transaction_Parking 0.024672 \n",
"Note_Null -0.011189 \n",
"Note_Additions 0.011857 \n",
"Note_Presold -0.016395 \n",
"Note_Relationships 0.008371 \n",
"Note_Balcony 0.000527 \n",
"Note_PublicUtilities 0.005830 \n",
"Note_PartRegister -0.009000 \n",
"Note_Negotiate 0.002802 \n",
"Note_Parking 0.013175 \n",
"Note_OnlyParking -0.000841 \n",
"Note_Gov -0.001903 \n",
"Note_Overbuild 0.010990 \n",
"Note_Decoration -0.006800 \n",
"Note_Furniture -0.004641 \n",
"Note_Layer 0.004530 \n",
"Note_BuildWithLandholder -0.003618 \n",
"Note_BlankHouse -0.000387 \n",
"Note_Defect 0.000183 \n",
"Note_Debt -0.000290 \n",
"Note_Elevator -0.001994 \n",
"Note_Renewal 0.000462 \n",
"Note_DistressSale 0.003019 \n",
"Note_OverdueInherit -0.000307 \n",
"Note_DeformedLand 0.003506 \n",
"Non_City_Land_Usage -0.000909 \n",
"Parking_Space_Types -0.019363 \n",
"Building_Types 0.112746 \n",
"Unit_Price_Ping 0.002166 \n",
"Transfer_Total_Ping 0.100022 \n",
"Month_raw 0.028202 \n",
"CPI 0.022328 \n",
"CPI_rate 0.009531 \n",
"unemployment rate 0.013317 \n",
"Pain_index_3month 0.011450 \n",
"ppen_price 0.034955 \n",
"high_price 0.036487 \n",
"low_price 0.035433 \n",
"close_price 0.036578 \n",
"qmatch 0.037624 \n",
"amt_millon 0.034215 \n",
"return_rate_month 0.010512 \n",
"Turnover_rate_month 0.037531 \n",
"outstanding_share_thousand 0.028007 \n",
"Capitalization_million 0.036312 \n",
"excess total _ million_usdollars 0.006379 \n",
"import_price_index_usdollars 0.013300 \n",
"export_price_index_usdollars 0.010788 \n",
"export_million_usdollars 0.028111 \n",
"import_million_usdollars 0.025552 \n",
"survival_mobility_rate -0.032537 \n",
"live_deposit_mobility_interest_rate -0.032537 \n",
"CCI_3month -0.023254 \n",
"construction_engineering_index 0.029438 \n",
"\n",
" Main_Usage_Business Main_Usage_Parking \\\n",
"Place_id 0.062939 -0.000499 \n",
"Type -0.140050 -0.051742 \n",
"area_m2 0.006685 0.005771 \n",
"area_ping 0.006688 0.005770 \n",
"Month 0.056095 0.087629 \n",
"Finish_Month -0.205842 0.055642 \n",
"house_age 0.209858 -0.047864 \n",
"room -0.005737 0.068140 \n",
"hall -0.087012 0.047203 \n",
"bathroom 0.022289 0.102989 \n",
"compartment -0.139958 0.009074 \n",
"manager -0.115946 -0.043921 \n",
"Total_price 0.022882 0.019522 \n",
"parking_price -0.059245 -0.026410 \n",
"main_area 0.035188 0.031917 \n",
"ancillary_building_area 0.007992 0.053400 \n",
"balcony_area -0.039151 0.003270 \n",
"trading_floors_count -0.041984 -0.105128 \n",
"building_total_floors -0.103309 -0.069998 \n",
"min_floors_height -0.146723 -0.069496 \n",
"including_basement 0.079587 0.006260 \n",
"including_arcade 0.222292 -0.006477 \n",
"City_Land_Usage 0.048802 0.072956 \n",
"Parking_Area -0.060860 -0.023564 \n",
"Elevator -0.142099 -0.057804 \n",
"Main_Usage_Walk -0.001793 0.146357 \n",
"Main_Usage_Living -0.059379 0.049490 \n",
"Main_Usage_Selling 0.000936 0.147971 \n",
"Main_Usage_Manufacturing -0.005335 -0.001861 \n",
"Main_Usage_Business 1.000000 -0.014131 \n",
"Main_Usage_Parking -0.014131 1.000000 \n",
"Main_Usage_SnE 0.013205 0.027199 \n",
"Main_Usage_Farm -0.018553 -0.005335 \n",
"Building_Material_S 0.014590 -0.006899 \n",
"Building_Material_R -0.036863 0.030332 \n",
"Building_Material_C -0.034857 0.030216 \n",
"Building_Material_steel 0.007784 -0.001863 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.134503 -0.021830 \n",
"Building_Material_W 0.000221 -0.000456 \n",
"Building_Material_iron 0.005124 -0.001199 \n",
"Building_Material_tile -0.000748 -0.000413 \n",
"Building_Material_clay 0.006426 -0.000947 \n",
"Building_Material_RC_reinforce 0.000482 -0.000219 \n",
"Non_City_Land_Code -0.026906 0.019463 \n",
"Transaction_Land -0.000739 0.072512 \n",
"Transaction_Building 0.039117 -0.004534 \n",
"Transaction_Parking -0.109154 -0.041787 \n",
"Note_Null -0.048036 -0.014492 \n",
"Note_Additions 0.067008 0.009833 \n",
"Note_Presold -0.050659 0.016373 \n",
"Note_Relationships 0.061788 -0.008810 \n",
"Note_Balcony 0.004816 0.013136 \n",
"Note_PublicUtilities 0.009886 0.009288 \n",
"Note_PartRegister -0.042900 0.010152 \n",
"Note_Negotiate 0.003506 -0.000689 \n",
"Note_Parking -0.011721 -0.004219 \n",
"Note_OnlyParking 0.001315 0.001325 \n",
"Note_Gov -0.001704 -0.004319 \n",
"Note_Overbuild 0.044204 0.017515 \n",
"Note_Decoration -0.016535 -0.003444 \n",
"Note_Furniture -0.004033 -0.000662 \n",
"Note_Layer 0.066562 -0.001561 \n",
"Note_BuildWithLandholder -0.009688 -0.003197 \n",
"Note_BlankHouse -0.003343 -0.000388 \n",
"Note_Defect 0.009698 -0.001232 \n",
"Note_Debt 0.009972 -0.002919 \n",
"Note_Elevator -0.006140 -0.002174 \n",
"Note_Renewal 0.003552 -0.000686 \n",
"Note_DistressSale 0.007428 -0.001625 \n",
"Note_OverdueInherit 0.003600 -0.000292 \n",
"Note_DeformedLand 0.005345 -0.001054 \n",
"Non_City_Land_Usage -0.000703 -0.000865 \n",
"Parking_Space_Types -0.086739 -0.025347 \n",
"Building_Types 0.097641 0.015730 \n",
"Unit_Price_Ping 0.009883 -0.001536 \n",
"Transfer_Total_Ping 0.017708 0.022300 \n",
"Month_raw 0.056091 0.085791 \n",
"CPI 0.052177 0.052282 \n",
"CPI_rate 0.022728 0.014473 \n",
"unemployment rate 0.035246 0.030715 \n",
"Pain_index_3month 0.028547 0.018695 \n",
"ppen_price 0.067435 0.089695 \n",
"high_price 0.068249 0.097410 \n",
"low_price 0.067397 0.092209 \n",
"close_price 0.067765 0.097591 \n",
"qmatch 0.058052 0.108403 \n",
"amt_millon 0.062114 0.092252 \n",
"return_rate_month 0.008701 0.042703 \n",
"Turnover_rate_month 0.057360 0.108506 \n",
"outstanding_share_thousand 0.059899 0.071157 \n",
"Capitalization_million 0.067774 0.096770 \n",
"excess total _ million_usdollars 0.013157 0.003903 \n",
"import_price_index_usdollars 0.033422 0.026888 \n",
"export_price_index_usdollars 0.030255 0.009593 \n",
"export_million_usdollars 0.061392 0.056549 \n",
"import_million_usdollars 0.056213 0.053812 \n",
"survival_mobility_rate -0.062597 -0.084463 \n",
"live_deposit_mobility_interest_rate -0.062597 -0.084463 \n",
"CCI_3month -0.045827 -0.056012 \n",
"construction_engineering_index 0.064869 0.073585 \n",
"\n",
" Main_Usage_SnE Main_Usage_Farm \\\n",
"Place_id -0.002740 0.014429 \n",
"Type -0.002626 -0.060000 \n",
"area_m2 0.002256 0.177746 \n",
"area_ping 0.002257 0.177744 \n",
"Month 0.009647 0.010185 \n",
"Finish_Month 0.001721 -0.011326 \n",
"house_age -0.000894 0.012292 \n",
"room 0.010914 0.035530 \n",
"hall 0.001795 0.004012 \n",
"bathroom 0.013896 0.036191 \n",
"compartment -0.000816 -0.028142 \n",
"manager 0.000171 -0.084768 \n",
"Total_price 0.007289 0.011537 \n",
"parking_price -0.000285 -0.024285 \n",
"main_area 0.009532 0.026194 \n",
"ancillary_building_area 0.014196 -0.005279 \n",
"balcony_area -0.001178 -0.003523 \n",
"trading_floors_count -0.002693 0.033946 \n",
"building_total_floors -0.004082 -0.080705 \n",
"min_floors_height -0.003780 -0.060868 \n",
"including_basement 0.001262 0.000987 \n",
"including_arcade 0.000249 0.005094 \n",
"City_Land_Usage 0.010029 -0.058205 \n",
"Parking_Area -0.001192 -0.024403 \n",
"Elevator -0.003255 -0.082117 \n",
"Main_Usage_Walk 0.003686 -0.001763 \n",
"Main_Usage_Living -0.006944 -0.100045 \n",
"Main_Usage_Selling 0.021484 -0.003858 \n",
"Main_Usage_Manufacturing 0.003827 -0.005767 \n",
"Main_Usage_Business 0.013205 -0.018553 \n",
"Main_Usage_Parking 0.027199 -0.005335 \n",
"Main_Usage_SnE 1.000000 -0.000479 \n",
"Main_Usage_Farm -0.000479 1.000000 \n",
"Building_Material_S 0.001808 0.017743 \n",
"Building_Material_R 0.002054 -0.082575 \n",
"Building_Material_C 0.002042 -0.081952 \n",
"Building_Material_steel -0.000243 0.099600 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.001924 0.055540 \n",
"Building_Material_W -0.000040 -0.000397 \n",
"Building_Material_iron -0.000105 0.000589 \n",
"Building_Material_tile -0.000036 -0.000359 \n",
"Building_Material_clay -0.000083 0.006400 \n",
"Building_Material_RC_reinforce -0.000019 -0.000191 \n",
"Non_City_Land_Code 0.000300 0.060821 \n",
"Transaction_Land 0.001924 0.013150 \n",
"Transaction_Building 0.000723 0.002831 \n",
"Transaction_Parking 0.000376 -0.051837 \n",
"Note_Null -0.001079 -0.010559 \n",
"Note_Additions 0.002038 0.013737 \n",
"Note_Presold -0.001344 -0.017824 \n",
"Note_Relationships -0.000118 0.021938 \n",
"Note_Balcony 0.001916 -0.011869 \n",
"Note_PublicUtilities -0.000289 0.000076 \n",
"Note_PartRegister -0.000608 -0.011643 \n",
"Note_Negotiate -0.000060 0.003654 \n",
"Note_Parking 0.000563 -0.006557 \n",
"Note_OnlyParking -0.000070 -0.000696 \n",
"Note_Gov -0.000377 -0.003527 \n",
"Note_Overbuild 0.002020 -0.002563 \n",
"Note_Decoration -0.000708 -0.005828 \n",
"Note_Furniture 0.001227 -0.000047 \n",
"Note_Layer 0.003845 -0.003960 \n",
"Note_BuildWithLandholder -0.000301 -0.002424 \n",
"Note_BlankHouse 0.003005 0.003351 \n",
"Note_Defect -0.000258 0.000736 \n",
"Note_Debt -0.000278 0.015664 \n",
"Note_Elevator -0.000219 -0.001405 \n",
"Note_Renewal -0.000060 -0.000596 \n",
"Note_DistressSale -0.000178 0.003974 \n",
"Note_OverdueInherit -0.000026 -0.000254 \n",
"Note_DeformedLand -0.000092 0.002793 \n",
"Non_City_Land_Usage -0.000076 0.005025 \n",
"Parking_Space_Types -0.001812 -0.043502 \n",
"Building_Types -0.000661 0.150981 \n",
"Unit_Price_Ping -0.000087 0.006709 \n",
"Transfer_Total_Ping 0.007834 0.013904 \n",
"Month_raw 0.009456 0.010107 \n",
"CPI 0.006310 0.008662 \n",
"CPI_rate 0.003453 0.004577 \n",
"unemployment rate 0.006100 0.007711 \n",
"Pain_index_3month 0.004417 0.005855 \n",
"ppen_price 0.011702 0.013085 \n",
"high_price 0.012412 0.013227 \n",
"low_price 0.012034 0.012895 \n",
"close_price 0.012510 0.013224 \n",
"qmatch 0.014080 0.012766 \n",
"amt_millon 0.012421 0.012711 \n",
"return_rate_month 0.004408 0.001898 \n",
"Turnover_rate_month 0.014107 0.012706 \n",
"outstanding_share_thousand 0.008117 0.009977 \n",
"Capitalization_million 0.012355 0.013127 \n",
"excess total _ million_usdollars 0.000419 0.001838 \n",
"import_price_index_usdollars 0.005312 0.006344 \n",
"export_price_index_usdollars 0.003893 0.005958 \n",
"export_million_usdollars 0.007854 0.011630 \n",
"import_million_usdollars 0.007529 0.010864 \n",
"survival_mobility_rate -0.009617 -0.011157 \n",
"live_deposit_mobility_interest_rate -0.009617 -0.011157 \n",
"CCI_3month -0.006250 -0.008173 \n",
"construction_engineering_index 0.009480 0.011960 \n",
"\n",
" Building_Material_S Building_Material_R \\\n",
"Place_id -0.073813 -0.186774 \n",
"Type 0.059949 0.112938 \n",
"area_m2 0.017523 -0.058482 \n",
"area_ping 0.017520 -0.058482 \n",
"Month 0.035911 0.058862 \n",
"Finish_Month 0.073163 0.163600 \n",
"house_age -0.068969 -0.157420 \n",
"room -0.054697 -0.023662 \n",
"hall -0.060967 0.029853 \n",
"bathroom -0.038723 -0.016172 \n",
"compartment -0.094020 0.078906 \n",
"manager 0.062016 0.212222 \n",
"Total_price 0.098343 -0.045316 \n",
"parking_price 0.127189 -0.000399 \n",
"main_area 0.030969 -0.038024 \n",
"ancillary_building_area 0.030764 0.015955 \n",
"balcony_area 0.028269 0.055384 \n",
"trading_floors_count 0.039946 0.195735 \n",
"building_total_floors 0.255673 0.098031 \n",
"min_floors_height 0.178563 0.075914 \n",
"including_basement -0.004006 0.012937 \n",
"including_arcade -0.013851 0.001539 \n",
"City_Land_Usage 0.077803 0.079044 \n",
"Parking_Area 0.069431 0.029153 \n",
"Elevator 0.066423 0.192644 \n",
"Main_Usage_Walk 0.000457 0.006598 \n",
"Main_Usage_Living -0.014478 0.108851 \n",
"Main_Usage_Selling 0.002258 0.010170 \n",
"Main_Usage_Manufacturing 0.031250 -0.030080 \n",
"Main_Usage_Business 0.014590 -0.036863 \n",
"Main_Usage_Parking -0.006899 0.030332 \n",
"Main_Usage_SnE 0.001808 0.002054 \n",
"Main_Usage_Farm 0.017743 -0.082575 \n",
"Building_Material_S 1.000000 -0.024483 \n",
"Building_Material_R -0.024483 1.000000 \n",
"Building_Material_C -0.005269 0.995613 \n",
"Building_Material_steel -0.004738 -0.087634 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.037069 -0.530458 \n",
"Building_Material_W -0.000777 -0.014425 \n",
"Building_Material_iron -0.002042 -0.036745 \n",
"Building_Material_tile -0.000704 -0.013066 \n",
"Building_Material_clay -0.001080 -0.024572 \n",
"Building_Material_RC_reinforce -0.000373 0.001098 \n",
"Non_City_Land_Code -0.025286 -0.044300 \n",
"Transaction_Land 0.001489 -0.002693 \n",
"Transaction_Building 0.014488 -0.010941 \n",
"Transaction_Parking 0.102509 0.085973 \n",
"Note_Null -0.000743 0.023074 \n",
"Note_Additions -0.012535 -0.035176 \n",
"Note_Presold -0.000558 0.063855 \n",
"Note_Relationships -0.014551 -0.064484 \n",
"Note_Balcony 0.001614 0.048314 \n",
"Note_PublicUtilities -0.002130 -0.020949 \n",
"Note_PartRegister 0.005178 0.030052 \n",
"Note_Negotiate -0.001174 -0.004773 \n",
"Note_Parking 0.013221 0.012479 \n",
"Note_OnlyParking -0.000101 0.001322 \n",
"Note_Gov 0.016463 0.009824 \n",
"Note_Overbuild -0.014767 -0.065778 \n",
"Note_Decoration 0.011884 -0.043957 \n",
"Note_Furniture 0.011576 -0.001558 \n",
"Note_Layer 0.011591 0.017272 \n",
"Note_BuildWithLandholder -0.001163 -0.012558 \n",
"Note_BlankHouse 0.074350 -0.041439 \n",
"Note_Defect -0.003159 -0.007882 \n",
"Note_Debt -0.002568 -0.014286 \n",
"Note_Elevator -0.003877 -0.003776 \n",
"Note_Renewal 0.000307 -0.005124 \n",
"Note_DistressSale -0.000506 -0.006643 \n",
"Note_OverdueInherit -0.000498 -0.002550 \n",
"Note_DeformedLand -0.000836 -0.008452 \n",
"Non_City_Land_Usage -0.001473 -0.006418 \n",
"Parking_Space_Types 0.023137 0.088447 \n",
"Building_Types -0.070434 -0.031418 \n",
"Unit_Price_Ping 0.026521 -0.010770 \n",
"Transfer_Total_Ping 0.045750 -0.022842 \n",
"Month_raw 0.035766 0.058583 \n",
"CPI 0.033719 0.055591 \n",
"CPI_rate 0.021946 0.030036 \n",
"unemployment rate 0.022351 0.036852 \n",
"Pain_index_3month 0.025288 0.035978 \n",
"ppen_price 0.050244 0.071211 \n",
"high_price 0.050685 0.072187 \n",
"low_price 0.050560 0.071145 \n",
"close_price 0.050927 0.072004 \n",
"qmatch 0.044977 0.060975 \n",
"amt_millon 0.045233 0.065762 \n",
"return_rate_month 0.008416 0.011018 \n",
"Turnover_rate_month 0.044611 0.060334 \n",
"outstanding_share_thousand 0.041004 0.058970 \n",
"Capitalization_million 0.050728 0.071924 \n",
"excess total _ million_usdollars 0.005673 -0.002415 \n",
"import_price_index_usdollars 0.026333 0.040475 \n",
"export_price_index_usdollars 0.026445 0.033797 \n",
"export_million_usdollars 0.043759 0.061216 \n",
"import_million_usdollars 0.041211 0.060887 \n",
"survival_mobility_rate -0.041703 -0.058529 \n",
"live_deposit_mobility_interest_rate -0.041703 -0.058529 \n",
"CCI_3month -0.027566 -0.040792 \n",
"construction_engineering_index 0.044258 0.068613 \n",
"\n",
" Building_Material_C \\\n",
"Place_id -0.188284 \n",
"Type 0.113186 \n",
"area_m2 -0.058052 \n",
"area_ping -0.058052 \n",
"Month 0.059094 \n",
"Finish_Month 0.163064 \n",
"house_age -0.156871 \n",
"room -0.024583 \n",
"hall 0.028587 \n",
"bathroom -0.017100 \n",
"compartment 0.077056 \n",
"manager 0.213933 \n",
"Total_price -0.044207 \n",
"parking_price -0.000816 \n",
"main_area -0.037218 \n",
"ancillary_building_area 0.016104 \n",
"balcony_area 0.056320 \n",
"trading_floors_count 0.197179 \n",
"building_total_floors 0.102134 \n",
"min_floors_height 0.078868 \n",
"including_basement 0.013083 \n",
"including_arcade 0.001452 \n",
"City_Land_Usage 0.079720 \n",
"Parking_Area 0.028983 \n",
"Elevator 0.193247 \n",
"Main_Usage_Walk 0.006539 \n",
"Main_Usage_Living 0.108756 \n",
"Main_Usage_Selling 0.009927 \n",
"Main_Usage_Manufacturing -0.029678 \n",
"Main_Usage_Business -0.034857 \n",
"Main_Usage_Parking 0.030216 \n",
"Main_Usage_SnE 0.002042 \n",
"Main_Usage_Farm -0.081952 \n",
"Building_Material_S -0.005269 \n",
"Building_Material_R 0.995613 \n",
"Building_Material_C 1.000000 \n",
"Building_Material_steel -0.087946 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.532623 \n",
"Building_Material_W -0.014476 \n",
"Building_Material_iron -0.034259 \n",
"Building_Material_tile -0.013113 \n",
"Building_Material_clay -0.029219 \n",
"Building_Material_RC_reinforce 0.000200 \n",
"Non_City_Land_Code -0.044660 \n",
"Transaction_Land -0.001117 \n",
"Transaction_Building -0.009318 \n",
"Transaction_Parking 0.086415 \n",
"Note_Null 0.022862 \n",
"Note_Additions -0.034792 \n",
"Note_Presold 0.063374 \n",
"Note_Relationships -0.064576 \n",
"Note_Balcony 0.049630 \n",
"Note_PublicUtilities -0.020808 \n",
"Note_PartRegister 0.029704 \n",
"Note_Negotiate -0.004806 \n",
"Note_Parking 0.012700 \n",
"Note_OnlyParking 0.001301 \n",
"Note_Gov 0.009762 \n",
"Note_Overbuild -0.066319 \n",
"Note_Decoration -0.044320 \n",
"Note_Furniture -0.001666 \n",
"Note_Layer 0.017203 \n",
"Note_BuildWithLandholder -0.012411 \n",
"Note_BlankHouse -0.041638 \n",
"Note_Defect -0.007927 \n",
"Note_Debt -0.014297 \n",
"Note_Elevator -0.003863 \n",
"Note_Renewal -0.005158 \n",
"Note_DistressSale -0.006531 \n",
"Note_OverdueInherit -0.002565 \n",
"Note_DeformedLand -0.008320 \n",
"Non_City_Land_Usage -0.006461 \n",
"Parking_Space_Types 0.088764 \n",
"Building_Types -0.030773 \n",
"Unit_Price_Ping -0.010585 \n",
"Transfer_Total_Ping -0.022031 \n",
"Month_raw 0.058824 \n",
"CPI 0.055778 \n",
"CPI_rate 0.030170 \n",
"unemployment rate 0.036991 \n",
"Pain_index_3month 0.036135 \n",
"ppen_price 0.071486 \n",
"high_price 0.072463 \n",
"low_price 0.071419 \n",
"close_price 0.072294 \n",
"qmatch 0.061182 \n",
"amt_millon 0.066001 \n",
"return_rate_month 0.011145 \n",
"Turnover_rate_month 0.060537 \n",
"outstanding_share_thousand 0.059216 \n",
"Capitalization_million 0.072214 \n",
"excess total _ million_usdollars -0.002597 \n",
"import_price_index_usdollars 0.040629 \n",
"export_price_index_usdollars 0.033953 \n",
"export_million_usdollars 0.061474 \n",
"import_million_usdollars 0.061198 \n",
"survival_mobility_rate -0.058815 \n",
"live_deposit_mobility_interest_rate -0.058815 \n",
"CCI_3month -0.041008 \n",
"construction_engineering_index 0.068898 \n",
"\n",
" Building_Material_steel \\\n",
"Place_id 0.012909 \n",
"Type -0.022703 \n",
"area_m2 0.061652 \n",
"area_ping 0.061652 \n",
"Month -0.000282 \n",
"Finish_Month -0.028889 \n",
"house_age 0.028694 \n",
"room -0.024136 \n",
"hall -0.043570 \n",
"bathroom -0.021735 \n",
"compartment -0.074166 \n",
"manager -0.033705 \n",
"Total_price 0.039302 \n",
"parking_price -0.011147 \n",
"main_area 0.039904 \n",
"ancillary_building_area 0.003562 \n",
"balcony_area -0.015062 \n",
"trading_floors_count -0.005571 \n",
"building_total_floors -0.028170 \n",
"min_floors_height -0.018943 \n",
"including_basement 0.005185 \n",
"including_arcade 0.005381 \n",
"City_Land_Usage -0.004211 \n",
"Parking_Area -0.006171 \n",
"Elevator -0.039698 \n",
"Main_Usage_Walk -0.000318 \n",
"Main_Usage_Living -0.038769 \n",
"Main_Usage_Selling -0.000651 \n",
"Main_Usage_Manufacturing 0.130665 \n",
"Main_Usage_Business 0.007784 \n",
"Main_Usage_Parking -0.001863 \n",
"Main_Usage_SnE -0.000243 \n",
"Main_Usage_Farm 0.099600 \n",
"Building_Material_S -0.004738 \n",
"Building_Material_R -0.087634 \n",
"Building_Material_C -0.087946 \n",
"Building_Material_steel 1.000000 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.009608 \n",
"Building_Material_W -0.000201 \n",
"Building_Material_iron -0.000528 \n",
"Building_Material_tile -0.000182 \n",
"Building_Material_clay -0.000417 \n",
"Building_Material_RC_reinforce -0.000097 \n",
"Non_City_Land_Code 0.018467 \n",
"Transaction_Land 0.020738 \n",
"Transaction_Building 0.039341 \n",
"Transaction_Parking -0.011653 \n",
"Note_Null -0.003905 \n",
"Note_Additions 0.010002 \n",
"Note_Presold -0.009159 \n",
"Note_Relationships 0.006296 \n",
"Note_Balcony -0.006133 \n",
"Note_PublicUtilities 0.008422 \n",
"Note_PartRegister -0.005275 \n",
"Note_Negotiate -0.000304 \n",
"Note_Parking -0.002211 \n",
"Note_OnlyParking -0.000352 \n",
"Note_Gov -0.001902 \n",
"Note_Overbuild -0.001969 \n",
"Note_Decoration -0.003569 \n",
"Note_Furniture -0.002147 \n",
"Note_Layer -0.000277 \n",
"Note_BuildWithLandholder -0.001516 \n",
"Note_BlankHouse -0.001307 \n",
"Note_Defect 0.000649 \n",
"Note_Debt 0.004640 \n",
"Note_Elevator -0.001106 \n",
"Note_Renewal -0.000302 \n",
"Note_DistressSale 0.002870 \n",
"Note_OverdueInherit -0.000129 \n",
"Note_DeformedLand 0.001360 \n",
"Non_City_Land_Usage 0.004164 \n",
"Parking_Space_Types -0.017524 \n",
"Building_Types 0.075869 \n",
"Unit_Price_Ping 0.005477 \n",
"Transfer_Total_Ping 0.032844 \n",
"Month_raw -0.000360 \n",
"CPI -0.000987 \n",
"CPI_rate 0.000012 \n",
"unemployment rate -0.000354 \n",
"Pain_index_3month -0.000082 \n",
"ppen_price 0.000946 \n",
"high_price 0.000794 \n",
"low_price 0.000551 \n",
"close_price 0.000555 \n",
"qmatch 0.002391 \n",
"amt_millon 0.001839 \n",
"return_rate_month -0.001922 \n",
"Turnover_rate_month 0.002445 \n",
"outstanding_share_thousand -0.000492 \n",
"Capitalization_million 0.000507 \n",
"excess total _ million_usdollars -0.000879 \n",
"import_price_index_usdollars 0.000270 \n",
"export_price_index_usdollars 0.000960 \n",
"export_million_usdollars 0.001244 \n",
"import_million_usdollars 0.001495 \n",
"survival_mobility_rate 0.000543 \n",
"live_deposit_mobility_interest_rate 0.000543 \n",
"CCI_3month 0.000207 \n",
"construction_engineering_index 0.000167 \n",
"\n",
" Building_Material_stone \\\n",
"Place_id NaN \n",
"Type NaN \n",
"area_m2 NaN \n",
"area_ping NaN \n",
"Month NaN \n",
"Finish_Month NaN \n",
"house_age NaN \n",
"room NaN \n",
"hall NaN \n",
"bathroom NaN \n",
"compartment NaN \n",
"manager NaN \n",
"Total_price NaN \n",
"parking_price NaN \n",
"main_area NaN \n",
"ancillary_building_area NaN \n",
"balcony_area NaN \n",
"trading_floors_count NaN \n",
"building_total_floors NaN \n",
"min_floors_height NaN \n",
"including_basement NaN \n",
"including_arcade NaN \n",
"City_Land_Usage NaN \n",
"Parking_Area NaN \n",
"Elevator NaN \n",
"Main_Usage_Walk NaN \n",
"Main_Usage_Living NaN \n",
"Main_Usage_Selling NaN \n",
"Main_Usage_Manufacturing NaN \n",
"Main_Usage_Business NaN \n",
"Main_Usage_Parking NaN \n",
"Main_Usage_SnE NaN \n",
"Main_Usage_Farm NaN \n",
"Building_Material_S NaN \n",
"Building_Material_R NaN \n",
"Building_Material_C NaN \n",
"Building_Material_steel NaN \n",
"Building_Material_stone NaN \n",
"Building_Material_B NaN \n",
"Building_Material_W NaN \n",
"Building_Material_iron NaN \n",
"Building_Material_tile NaN \n",
"Building_Material_clay NaN \n",
"Building_Material_RC_reinforce NaN \n",
"Non_City_Land_Code NaN \n",
"Transaction_Land NaN \n",
"Transaction_Building NaN \n",
"Transaction_Parking NaN \n",
"Note_Null NaN \n",
"Note_Additions NaN \n",
"Note_Presold NaN \n",
"Note_Relationships NaN \n",
"Note_Balcony NaN \n",
"Note_PublicUtilities NaN \n",
"Note_PartRegister NaN \n",
"Note_Negotiate NaN \n",
"Note_Parking NaN \n",
"Note_OnlyParking NaN \n",
"Note_Gov NaN \n",
"Note_Overbuild NaN \n",
"Note_Decoration NaN \n",
"Note_Furniture NaN \n",
"Note_Layer NaN \n",
"Note_BuildWithLandholder NaN \n",
"Note_BlankHouse NaN \n",
"Note_Defect NaN \n",
"Note_Debt NaN \n",
"Note_Elevator NaN \n",
"Note_Renewal NaN \n",
"Note_DistressSale NaN \n",
"Note_OverdueInherit NaN \n",
"Note_DeformedLand NaN \n",
"Non_City_Land_Usage NaN \n",
"Parking_Space_Types NaN \n",
"Building_Types NaN \n",
"Unit_Price_Ping NaN \n",
"Transfer_Total_Ping NaN \n",
"Month_raw NaN \n",
"CPI NaN \n",
"CPI_rate NaN \n",
"unemployment rate NaN \n",
"Pain_index_3month NaN \n",
"ppen_price NaN \n",
"high_price NaN \n",
"low_price NaN \n",
"close_price NaN \n",
"qmatch NaN \n",
"amt_millon NaN \n",
"return_rate_month NaN \n",
"Turnover_rate_month NaN \n",
"outstanding_share_thousand NaN \n",
"Capitalization_million NaN \n",
"excess total _ million_usdollars NaN \n",
"import_price_index_usdollars NaN \n",
"export_price_index_usdollars NaN \n",
"export_million_usdollars NaN \n",
"import_million_usdollars NaN \n",
"survival_mobility_rate NaN \n",
"live_deposit_mobility_interest_rate NaN \n",
"CCI_3month NaN \n",
"construction_engineering_index NaN \n",
"\n",
" Building_Material_B Building_Material_W \\\n",
"Place_id 0.093931 0.003552 \n",
"Type -0.241107 -0.005018 \n",
"area_m2 0.031081 0.003152 \n",
"area_ping 0.031082 0.003152 \n",
"Month 0.008585 0.002503 \n",
"Finish_Month -0.474458 -0.019974 \n",
"house_age 0.472201 0.020090 \n",
"room 0.069474 -0.002992 \n",
"hall 0.016413 -0.002818 \n",
"bathroom 0.018901 -0.003401 \n",
"compartment -0.002998 -0.001566 \n",
"manager -0.349755 -0.007328 \n",
"Total_price -0.031101 -0.000586 \n",
"parking_price -0.097452 -0.002019 \n",
"main_area 0.002171 -0.000830 \n",
"ancillary_building_area -0.068522 -0.001923 \n",
"balcony_area -0.129165 -0.003038 \n",
"trading_floors_count -0.312110 -0.007007 \n",
"building_total_floors -0.315198 -0.007424 \n",
"min_floors_height -0.235299 -0.005056 \n",
"including_basement -0.012251 -0.000402 \n",
"including_arcade 0.016654 -0.000669 \n",
"City_Land_Usage -0.090518 -0.001578 \n",
"Parking_Area -0.097905 -0.002028 \n",
"Elevator -0.337360 -0.007007 \n",
"Main_Usage_Walk -0.002557 -0.000179 \n",
"Main_Usage_Living 0.121117 0.003012 \n",
"Main_Usage_Selling -0.002336 -0.000321 \n",
"Main_Usage_Manufacturing -0.000856 -0.000479 \n",
"Main_Usage_Business 0.134503 0.000221 \n",
"Main_Usage_Parking -0.021830 -0.000456 \n",
"Main_Usage_SnE -0.001924 -0.000040 \n",
"Main_Usage_Farm 0.055540 -0.000397 \n",
"Building_Material_S -0.037069 -0.000777 \n",
"Building_Material_R -0.530458 -0.014425 \n",
"Building_Material_C -0.532623 -0.014476 \n",
"Building_Material_steel -0.009608 -0.000201 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 1.000000 0.002411 \n",
"Building_Material_W 0.002411 1.000000 \n",
"Building_Material_iron 0.041764 -0.000087 \n",
"Building_Material_tile 0.018128 -0.000030 \n",
"Building_Material_clay 0.027555 -0.000068 \n",
"Building_Material_RC_reinforce 0.006377 -0.000016 \n",
"Non_City_Land_Code 0.110223 0.006076 \n",
"Transaction_Land -0.013689 0.002379 \n",
"Transaction_Building 0.001458 -0.000699 \n",
"Transaction_Parking -0.209338 -0.004355 \n",
"Note_Null -0.090213 -0.001288 \n",
"Note_Additions 0.122382 0.002048 \n",
"Note_Presold -0.072793 -0.001519 \n",
"Note_Relationships 0.135347 0.001780 \n",
"Note_Balcony -0.028438 -0.001112 \n",
"Note_PublicUtilities 0.026710 0.003299 \n",
"Note_PartRegister -0.049526 -0.001065 \n",
"Note_Negotiate 0.008194 -0.000050 \n",
"Note_Parking -0.026423 -0.000566 \n",
"Note_OnlyParking -0.000836 -0.000058 \n",
"Note_Gov -0.010521 -0.000312 \n",
"Note_Overbuild 0.140918 -0.000733 \n",
"Note_Decoration -0.024312 -0.000586 \n",
"Note_Furniture -0.011689 -0.000408 \n",
"Note_Layer -0.012414 -0.000478 \n",
"Note_BuildWithLandholder -0.011026 -0.000249 \n",
"Note_BlankHouse -0.009654 -0.000215 \n",
"Note_Defect 0.016794 -0.000214 \n",
"Note_Debt 0.021043 0.003448 \n",
"Note_Elevator -0.008452 -0.000181 \n",
"Note_Renewal 0.007506 0.017021 \n",
"Note_DistressSale 0.012960 -0.000147 \n",
"Note_OverdueInherit 0.004337 -0.000021 \n",
"Note_DeformedLand 0.012419 -0.000076 \n",
"Non_City_Land_Usage 0.009940 -0.000062 \n",
"Parking_Space_Types -0.175520 -0.003678 \n",
"Building_Types 0.106422 0.000557 \n",
"Unit_Price_Ping -0.002989 0.000751 \n",
"Transfer_Total_Ping -0.032148 -0.001402 \n",
"Month_raw 0.008248 0.002453 \n",
"CPI 0.009170 0.003700 \n",
"CPI_rate 0.009346 0.002480 \n",
"unemployment rate 0.003528 0.001201 \n",
"Pain_index_3month 0.009595 0.002646 \n",
"ppen_price 0.014568 0.003165 \n",
"high_price 0.014497 0.003397 \n",
"low_price 0.014109 0.003352 \n",
"close_price 0.014135 0.003238 \n",
"qmatch 0.013457 0.002089 \n",
"amt_millon 0.012695 0.003039 \n",
"return_rate_month -0.001232 0.000853 \n",
"Turnover_rate_month 0.013379 0.002008 \n",
"outstanding_share_thousand 0.009579 0.003111 \n",
"Capitalization_million 0.013918 0.003226 \n",
"excess total _ million_usdollars 0.003586 0.000514 \n",
"import_price_index_usdollars 0.009651 0.003080 \n",
"export_price_index_usdollars 0.010716 0.003302 \n",
"export_million_usdollars 0.013437 0.003763 \n",
"import_million_usdollars 0.012078 0.003543 \n",
"survival_mobility_rate -0.008872 -0.002991 \n",
"live_deposit_mobility_interest_rate -0.008872 -0.002991 \n",
"CCI_3month -0.005639 -0.002057 \n",
"construction_engineering_index 0.012633 0.004062 \n",
"\n",
" Building_Material_iron \\\n",
"Place_id 0.008084 \n",
"Type -0.013068 \n",
"area_m2 0.005439 \n",
"area_ping 0.005436 \n",
"Month 0.020863 \n",
"Finish_Month -0.029404 \n",
"house_age 0.031102 \n",
"room 0.002708 \n",
"hall -0.003273 \n",
"bathroom 0.001000 \n",
"compartment -0.007180 \n",
"manager -0.019132 \n",
"Total_price 0.003074 \n",
"parking_price -0.005302 \n",
"main_area 0.004500 \n",
"ancillary_building_area -0.002673 \n",
"balcony_area -0.007812 \n",
"trading_floors_count -0.021042 \n",
"building_total_floors -0.017467 \n",
"min_floors_height -0.013161 \n",
"including_basement -0.001056 \n",
"including_arcade -0.001758 \n",
"City_Land_Usage 0.007122 \n",
"Parking_Area -0.005328 \n",
"Elevator -0.018290 \n",
"Main_Usage_Walk 0.001326 \n",
"Main_Usage_Living 0.003074 \n",
"Main_Usage_Selling 0.013254 \n",
"Main_Usage_Manufacturing 0.016321 \n",
"Main_Usage_Business 0.005124 \n",
"Main_Usage_Parking -0.001199 \n",
"Main_Usage_SnE -0.000105 \n",
"Main_Usage_Farm 0.000589 \n",
"Building_Material_S -0.002042 \n",
"Building_Material_R -0.036745 \n",
"Building_Material_C -0.034259 \n",
"Building_Material_steel -0.000528 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.041764 \n",
"Building_Material_W -0.000087 \n",
"Building_Material_iron 1.000000 \n",
"Building_Material_tile 0.161616 \n",
"Building_Material_clay 0.235065 \n",
"Building_Material_RC_reinforce -0.000042 \n",
"Non_City_Land_Code 0.004412 \n",
"Transaction_Land 0.001578 \n",
"Transaction_Building 0.007790 \n",
"Transaction_Parking -0.011354 \n",
"Note_Null -0.007048 \n",
"Note_Additions 0.012535 \n",
"Note_Presold -0.003989 \n",
"Note_Relationships 0.003587 \n",
"Note_Balcony -0.001421 \n",
"Note_PublicUtilities 0.000719 \n",
"Note_PartRegister -0.002796 \n",
"Note_Negotiate -0.000131 \n",
"Note_Parking -0.000912 \n",
"Note_OnlyParking 0.005415 \n",
"Note_Gov 0.000215 \n",
"Note_Overbuild 0.022605 \n",
"Note_Decoration -0.001538 \n",
"Note_Furniture 0.003681 \n",
"Note_Layer 0.000103 \n",
"Note_BuildWithLandholder -0.000653 \n",
"Note_BlankHouse -0.000563 \n",
"Note_Defect -0.000561 \n",
"Note_Debt -0.000605 \n",
"Note_Elevator -0.000477 \n",
"Note_Renewal -0.000130 \n",
"Note_DistressSale -0.000387 \n",
"Note_OverdueInherit -0.000055 \n",
"Note_DeformedLand -0.000200 \n",
"Non_City_Land_Usage -0.000164 \n",
"Parking_Space_Types -0.009600 \n",
"Building_Types 0.003414 \n",
"Unit_Price_Ping 0.001234 \n",
"Transfer_Total_Ping 0.001775 \n",
"Month_raw 0.020894 \n",
"CPI 0.020492 \n",
"CPI_rate 0.014177 \n",
"unemployment rate 0.010381 \n",
"Pain_index_3month 0.015603 \n",
"ppen_price 0.027832 \n",
"high_price 0.027712 \n",
"low_price 0.027715 \n",
"close_price 0.027611 \n",
"qmatch 0.022740 \n",
"amt_millon 0.024523 \n",
"return_rate_month 0.002274 \n",
"Turnover_rate_month 0.022493 \n",
"outstanding_share_thousand 0.021866 \n",
"Capitalization_million 0.027490 \n",
"excess total _ million_usdollars -0.000137 \n",
"import_price_index_usdollars 0.018531 \n",
"export_price_index_usdollars 0.016767 \n",
"export_million_usdollars 0.023712 \n",
"import_million_usdollars 0.023322 \n",
"survival_mobility_rate -0.020539 \n",
"live_deposit_mobility_interest_rate -0.020539 \n",
"CCI_3month -0.011496 \n",
"construction_engineering_index 0.025842 \n",
"\n",
" Building_Material_tile \\\n",
"Place_id -0.000115 \n",
"Type -0.004546 \n",
"area_m2 0.004858 \n",
"area_ping 0.004858 \n",
"Month 0.007123 \n",
"Finish_Month -0.010801 \n",
"house_age 0.011413 \n",
"room -0.000349 \n",
"hall -0.001693 \n",
"bathroom -0.000764 \n",
"compartment -0.004315 \n",
"manager -0.006638 \n",
"Total_price 0.002389 \n",
"parking_price -0.001829 \n",
"main_area 0.004255 \n",
"ancillary_building_area -0.001821 \n",
"balcony_area -0.002752 \n",
"trading_floors_count -0.006978 \n",
"building_total_floors -0.006480 \n",
"min_floors_height -0.004580 \n",
"including_basement -0.000364 \n",
"including_arcade -0.000606 \n",
"City_Land_Usage 0.000578 \n",
"Parking_Area -0.001837 \n",
"Elevator -0.006347 \n",
"Main_Usage_Walk -0.000162 \n",
"Main_Usage_Living 0.001497 \n",
"Main_Usage_Selling -0.000290 \n",
"Main_Usage_Manufacturing 0.009367 \n",
"Main_Usage_Business -0.000748 \n",
"Main_Usage_Parking -0.000413 \n",
"Main_Usage_SnE -0.000036 \n",
"Main_Usage_Farm -0.000359 \n",
"Building_Material_S -0.000704 \n",
"Building_Material_R -0.013066 \n",
"Building_Material_C -0.013113 \n",
"Building_Material_steel -0.000182 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.018128 \n",
"Building_Material_W -0.000030 \n",
"Building_Material_iron 0.161616 \n",
"Building_Material_tile 1.000000 \n",
"Building_Material_clay 0.136336 \n",
"Building_Material_RC_reinforce -0.000014 \n",
"Non_City_Land_Code 0.002151 \n",
"Transaction_Land 0.001905 \n",
"Transaction_Building 0.004251 \n",
"Transaction_Parking -0.003945 \n",
"Note_Null -0.004640 \n",
"Note_Additions 0.008250 \n",
"Note_Presold -0.001376 \n",
"Note_Relationships 0.001541 \n",
"Note_Balcony -0.001008 \n",
"Note_PublicUtilities -0.000217 \n",
"Note_PartRegister -0.000964 \n",
"Note_Negotiate -0.000045 \n",
"Note_Parking -0.000513 \n",
"Note_OnlyParking -0.000052 \n",
"Note_Gov -0.000283 \n",
"Note_Overbuild 0.007094 \n",
"Note_Decoration -0.000530 \n",
"Note_Furniture -0.000370 \n",
"Note_Layer -0.000433 \n",
"Note_BuildWithLandholder -0.000225 \n",
"Note_BlankHouse -0.000194 \n",
"Note_Defect -0.000194 \n",
"Note_Debt -0.000208 \n",
"Note_Elevator -0.000164 \n",
"Note_Renewal -0.000045 \n",
"Note_DistressSale -0.000134 \n",
"Note_OverdueInherit -0.000019 \n",
"Note_DeformedLand -0.000069 \n",
"Non_City_Land_Usage -0.000057 \n",
"Parking_Space_Types -0.003332 \n",
"Building_Types 0.002324 \n",
"Unit_Price_Ping 0.000508 \n",
"Transfer_Total_Ping 0.002759 \n",
"Month_raw 0.007166 \n",
"CPI 0.007711 \n",
"CPI_rate 0.005292 \n",
"unemployment rate 0.003153 \n",
"Pain_index_3month 0.005691 \n",
"ppen_price 0.009329 \n",
"high_price 0.009575 \n",
"low_price 0.009482 \n",
"close_price 0.009557 \n",
"qmatch 0.007018 \n",
"amt_millon 0.007783 \n",
"return_rate_month 0.001914 \n",
"Turnover_rate_month 0.006902 \n",
"outstanding_share_thousand 0.007931 \n",
"Capitalization_million 0.009525 \n",
"excess total _ million_usdollars 0.000327 \n",
"import_price_index_usdollars 0.006600 \n",
"export_price_index_usdollars 0.005995 \n",
"export_million_usdollars 0.007974 \n",
"import_million_usdollars 0.007716 \n",
"survival_mobility_rate -0.007205 \n",
"live_deposit_mobility_interest_rate -0.007205 \n",
"CCI_3month -0.004402 \n",
"construction_engineering_index 0.009070 \n",
"\n",
" Building_Material_clay \\\n",
"Place_id 0.011618 \n",
"Type -0.010416 \n",
"area_m2 0.007542 \n",
"area_ping 0.007542 \n",
"Month 0.016211 \n",
"Finish_Month -0.021824 \n",
"house_age 0.023150 \n",
"room 0.000803 \n",
"hall -0.002039 \n",
"bathroom -0.001262 \n",
"compartment -0.006232 \n",
"manager -0.015064 \n",
"Total_price 0.000857 \n",
"parking_price -0.004190 \n",
"main_area 0.007606 \n",
"ancillary_building_area -0.002471 \n",
"balcony_area -0.006147 \n",
"trading_floors_count -0.016185 \n",
"building_total_floors -0.014093 \n",
"min_floors_height -0.010413 \n",
"including_basement -0.000834 \n",
"including_arcade -0.000773 \n",
"City_Land_Usage 0.005460 \n",
"Parking_Area -0.004210 \n",
"Elevator -0.014399 \n",
"Main_Usage_Walk -0.000372 \n",
"Main_Usage_Living 0.004418 \n",
"Main_Usage_Selling 0.003157 \n",
"Main_Usage_Manufacturing 0.005849 \n",
"Main_Usage_Business 0.006426 \n",
"Main_Usage_Parking -0.000947 \n",
"Main_Usage_SnE -0.000083 \n",
"Main_Usage_Farm 0.006400 \n",
"Building_Material_S -0.001080 \n",
"Building_Material_R -0.024572 \n",
"Building_Material_C -0.029219 \n",
"Building_Material_steel -0.000417 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.027555 \n",
"Building_Material_W -0.000068 \n",
"Building_Material_iron 0.235065 \n",
"Building_Material_tile 0.136336 \n",
"Building_Material_clay 1.000000 \n",
"Building_Material_RC_reinforce -0.000033 \n",
"Non_City_Land_Code 0.001876 \n",
"Transaction_Land 0.001252 \n",
"Transaction_Building 0.003117 \n",
"Transaction_Parking -0.009039 \n",
"Note_Null -0.003242 \n",
"Note_Additions 0.006294 \n",
"Note_Presold -0.003152 \n",
"Note_Relationships 0.003837 \n",
"Note_Balcony -0.001549 \n",
"Note_PublicUtilities 0.002913 \n",
"Note_PartRegister -0.002210 \n",
"Note_Negotiate -0.000103 \n",
"Note_Parking -0.001175 \n",
"Note_OnlyParking -0.000120 \n",
"Note_Gov -0.000648 \n",
"Note_Overbuild 0.012022 \n",
"Note_Decoration -0.000513 \n",
"Note_Furniture 0.005168 \n",
"Note_Layer -0.000133 \n",
"Note_BuildWithLandholder -0.000516 \n",
"Note_BlankHouse -0.000445 \n",
"Note_Defect -0.000444 \n",
"Note_Debt -0.000478 \n",
"Note_Elevator -0.000377 \n",
"Note_Renewal -0.000103 \n",
"Note_DistressSale -0.000306 \n",
"Note_OverdueInherit -0.000044 \n",
"Note_DeformedLand -0.000158 \n",
"Non_City_Land_Usage -0.000130 \n",
"Parking_Space_Types -0.007634 \n",
"Building_Types 0.002442 \n",
"Unit_Price_Ping 0.000135 \n",
"Transfer_Total_Ping 0.004651 \n",
"Month_raw 0.016278 \n",
"CPI 0.016459 \n",
"CPI_rate 0.010615 \n",
"unemployment rate 0.011314 \n",
"Pain_index_3month 0.012366 \n",
"ppen_price 0.021518 \n",
"high_price 0.021774 \n",
"low_price 0.021506 \n",
"close_price 0.021534 \n",
"qmatch 0.017797 \n",
"amt_millon 0.020033 \n",
"return_rate_month 0.002314 \n",
"Turnover_rate_month 0.017613 \n",
"outstanding_share_thousand 0.016750 \n",
"Capitalization_million 0.021435 \n",
"excess total _ million_usdollars 0.000840 \n",
"import_price_index_usdollars 0.014335 \n",
"export_price_index_usdollars 0.012850 \n",
"export_million_usdollars 0.017988 \n",
"import_million_usdollars 0.017381 \n",
"survival_mobility_rate -0.016212 \n",
"live_deposit_mobility_interest_rate -0.016212 \n",
"CCI_3month -0.009882 \n",
"construction_engineering_index 0.020435 \n",
"\n",
" Building_Material_RC_reinforce \\\n",
"Place_id -0.000478 \n",
"Type -0.002411 \n",
"area_m2 0.000118 \n",
"area_ping 0.000118 \n",
"Month 0.003692 \n",
"Finish_Month -0.005433 \n",
"house_age 0.005703 \n",
"room 0.001481 \n",
"hall 0.000891 \n",
"bathroom 0.000871 \n",
"compartment 0.000603 \n",
"manager -0.003520 \n",
"Total_price -0.000546 \n",
"parking_price -0.000970 \n",
"main_area -0.000063 \n",
"ancillary_building_area -0.000966 \n",
"balcony_area -0.001460 \n",
"trading_floors_count -0.004019 \n",
"building_total_floors -0.003175 \n",
"min_floors_height -0.002429 \n",
"including_basement -0.000193 \n",
"including_arcade -0.000322 \n",
"City_Land_Usage 0.001135 \n",
"Parking_Area -0.000974 \n",
"Elevator -0.003366 \n",
"Main_Usage_Walk -0.000086 \n",
"Main_Usage_Living 0.001901 \n",
"Main_Usage_Selling -0.000154 \n",
"Main_Usage_Manufacturing -0.000230 \n",
"Main_Usage_Business 0.000482 \n",
"Main_Usage_Parking -0.000219 \n",
"Main_Usage_SnE -0.000019 \n",
"Main_Usage_Farm -0.000191 \n",
"Building_Material_S -0.000373 \n",
"Building_Material_R 0.001098 \n",
"Building_Material_C 0.000200 \n",
"Building_Material_steel -0.000097 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.006377 \n",
"Building_Material_W -0.000016 \n",
"Building_Material_iron -0.000042 \n",
"Building_Material_tile -0.000014 \n",
"Building_Material_clay -0.000033 \n",
"Building_Material_RC_reinforce 1.000000 \n",
"Non_City_Land_Code 0.005316 \n",
"Transaction_Land -0.000876 \n",
"Transaction_Building -0.000336 \n",
"Transaction_Parking -0.002092 \n",
"Note_Null 0.001286 \n",
"Note_Additions -0.001001 \n",
"Note_Presold -0.000730 \n",
"Note_Relationships -0.000675 \n",
"Note_Balcony -0.000534 \n",
"Note_PublicUtilities -0.000115 \n",
"Note_PartRegister -0.000511 \n",
"Note_Negotiate -0.000024 \n",
"Note_Parking -0.000272 \n",
"Note_OnlyParking -0.000028 \n",
"Note_Gov -0.000150 \n",
"Note_Overbuild 0.002086 \n",
"Note_Decoration -0.000281 \n",
"Note_Furniture -0.000196 \n",
"Note_Layer -0.000229 \n",
"Note_BuildWithLandholder -0.000120 \n",
"Note_BlankHouse -0.000103 \n",
"Note_Defect -0.000103 \n",
"Note_Debt -0.000111 \n",
"Note_Elevator -0.000087 \n",
"Note_Renewal -0.000024 \n",
"Note_DistressSale -0.000071 \n",
"Note_OverdueInherit -0.000010 \n",
"Note_DeformedLand -0.000037 \n",
"Non_City_Land_Usage -0.000030 \n",
"Parking_Space_Types -0.001767 \n",
"Building_Types 0.000465 \n",
"Unit_Price_Ping -0.000084 \n",
"Transfer_Total_Ping -0.000404 \n",
"Month_raw 0.003578 \n",
"CPI 0.002532 \n",
"CPI_rate 0.001125 \n",
"unemployment rate -0.001008 \n",
"Pain_index_3month 0.000804 \n",
"ppen_price 0.003960 \n",
"high_price 0.004470 \n",
"low_price 0.004297 \n",
"close_price 0.004504 \n",
"qmatch 0.004088 \n",
"amt_millon 0.003208 \n",
"return_rate_month 0.002638 \n",
"Turnover_rate_month 0.004078 \n",
"outstanding_share_thousand 0.003335 \n",
"Capitalization_million 0.004446 \n",
"excess total _ million_usdollars 0.000541 \n",
"import_price_index_usdollars 0.001598 \n",
"export_price_index_usdollars 0.001005 \n",
"export_million_usdollars 0.002634 \n",
"import_million_usdollars 0.002391 \n",
"survival_mobility_rate -0.003821 \n",
"live_deposit_mobility_interest_rate -0.003821 \n",
"CCI_3month -0.002168 \n",
"construction_engineering_index 0.003218 \n",
"\n",
" Non_City_Land_Code Transaction_Land \\\n",
"Place_id 0.004827 0.006718 \n",
"Type -0.160204 -0.163651 \n",
"area_m2 0.085763 0.057954 \n",
"area_ping 0.085758 0.057952 \n",
"Month 0.019112 0.008343 \n",
"Finish_Month -0.018300 -0.012828 \n",
"house_age 0.019992 0.013623 \n",
"room 0.084017 0.088938 \n",
"hall 0.037439 0.043183 \n",
"bathroom 0.093727 0.120410 \n",
"compartment 0.006216 -0.020671 \n",
"manager -0.174903 -0.127201 \n",
"Total_price -0.016229 0.027450 \n",
"parking_price -0.082314 -0.080277 \n",
"main_area 0.067175 0.068479 \n",
"ancillary_building_area 0.011190 0.014466 \n",
"balcony_area 0.013529 0.042774 \n",
"trading_floors_count -0.198042 -0.157216 \n",
"building_total_floors -0.245643 -0.171145 \n",
"min_floors_height -0.198811 -0.147304 \n",
"including_basement 0.005525 0.013769 \n",
"including_arcade -0.029555 -0.004708 \n",
"City_Land_Usage -0.340042 -0.037542 \n",
"Parking_Area -0.076347 -0.081084 \n",
"Elevator -0.209455 -0.197542 \n",
"Main_Usage_Walk -0.008513 0.008927 \n",
"Main_Usage_Living 0.029753 -0.032247 \n",
"Main_Usage_Selling -0.005305 0.002172 \n",
"Main_Usage_Manufacturing 0.038982 0.024821 \n",
"Main_Usage_Business -0.026906 -0.000739 \n",
"Main_Usage_Parking 0.019463 0.072512 \n",
"Main_Usage_SnE 0.000300 0.001924 \n",
"Main_Usage_Farm 0.060821 0.013150 \n",
"Building_Material_S -0.025286 0.001489 \n",
"Building_Material_R -0.044300 -0.002693 \n",
"Building_Material_C -0.044660 -0.001117 \n",
"Building_Material_steel 0.018467 0.020738 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.110223 -0.013689 \n",
"Building_Material_W 0.006076 0.002379 \n",
"Building_Material_iron 0.004412 0.001578 \n",
"Building_Material_tile 0.002151 0.001905 \n",
"Building_Material_clay 0.001876 0.001252 \n",
"Building_Material_RC_reinforce 0.005316 -0.000876 \n",
"Non_City_Land_Code 1.000000 0.113658 \n",
"Transaction_Land 0.113658 1.000000 \n",
"Transaction_Building 0.022280 0.060170 \n",
"Transaction_Parking -0.144598 -0.140335 \n",
"Note_Null 0.030317 0.012559 \n",
"Note_Additions -0.007169 0.009572 \n",
"Note_Presold -0.034354 -0.033920 \n",
"Note_Relationships -0.000699 -0.002449 \n",
"Note_Balcony -0.028734 -0.000492 \n",
"Note_PublicUtilities -0.011679 0.072516 \n",
"Note_PartRegister -0.023043 -0.030487 \n",
"Note_Negotiate -0.001512 0.007900 \n",
"Note_Parking -0.013422 -0.007596 \n",
"Note_OnlyParking -0.000419 -0.000354 \n",
"Note_Gov -0.006593 -0.016143 \n",
"Note_Overbuild 0.017995 0.005984 \n",
"Note_Decoration -0.014398 -0.019831 \n",
"Note_Furniture -0.010662 -0.006469 \n",
"Note_Layer -0.007677 -0.001917 \n",
"Note_BuildWithLandholder 0.000634 0.018851 \n",
"Note_BlankHouse -0.007799 -0.005907 \n",
"Note_Defect 0.004347 0.003272 \n",
"Note_Debt 0.009154 0.003798 \n",
"Note_Elevator -0.004116 0.012047 \n",
"Note_Renewal -0.000602 0.001691 \n",
"Note_DistressSale 0.004502 0.000102 \n",
"Note_OverdueInherit 0.000480 -0.001360 \n",
"Note_DeformedLand 0.007699 0.005950 \n",
"Non_City_Land_Usage -0.003374 -0.000457 \n",
"Parking_Space_Types -0.101174 -0.097700 \n",
"Building_Types 0.128740 0.101336 \n",
"Unit_Price_Ping -0.023549 -0.002814 \n",
"Transfer_Total_Ping 0.039484 0.042547 \n",
"Month_raw 0.019170 0.008282 \n",
"CPI 0.013988 0.005531 \n",
"CPI_rate 0.000018 -0.002258 \n",
"unemployment rate 0.010613 0.000456 \n",
"Pain_index_3month 0.001948 -0.002170 \n",
"ppen_price 0.016767 0.005234 \n",
"high_price 0.017460 0.006042 \n",
"low_price 0.016450 0.005242 \n",
"close_price 0.017147 0.005642 \n",
"qmatch 0.016875 0.005663 \n",
"amt_millon 0.016445 0.004835 \n",
"return_rate_month 0.002794 0.002057 \n",
"Turnover_rate_month 0.016758 0.005620 \n",
"outstanding_share_thousand 0.015717 0.006502 \n",
"Capitalization_million 0.017169 0.005705 \n",
"excess total _ million_usdollars 0.003695 0.000997 \n",
"import_price_index_usdollars 0.002790 -0.001081 \n",
"export_price_index_usdollars -0.000537 -0.004152 \n",
"export_million_usdollars 0.013467 0.004909 \n",
"import_million_usdollars 0.012044 0.004529 \n",
"survival_mobility_rate -0.018012 -0.005294 \n",
"live_deposit_mobility_interest_rate -0.018012 -0.005294 \n",
"CCI_3month -0.015270 -0.004638 \n",
"construction_engineering_index 0.017157 0.005842 \n",
"\n",
" Transaction_Building \\\n",
"Place_id -0.003751 \n",
"Type -0.016535 \n",
"area_m2 0.103922 \n",
"area_ping 0.103923 \n",
"Month -0.018522 \n",
"Finish_Month -0.060890 \n",
"house_age 0.058877 \n",
"room 0.058053 \n",
"hall -0.004983 \n",
"bathroom 0.062308 \n",
"compartment -0.087975 \n",
"manager -0.008825 \n",
"Total_price 0.181655 \n",
"parking_price 0.009462 \n",
"main_area 0.180297 \n",
"ancillary_building_area 0.079406 \n",
"balcony_area 0.055093 \n",
"trading_floors_count 0.034451 \n",
"building_total_floors -0.025967 \n",
"min_floors_height -0.024663 \n",
"including_basement 0.064431 \n",
"including_arcade 0.036369 \n",
"City_Land_Usage -0.012540 \n",
"Parking_Area 0.034873 \n",
"Elevator -0.021389 \n",
"Main_Usage_Walk 0.000615 \n",
"Main_Usage_Living -0.031779 \n",
"Main_Usage_Selling 0.001149 \n",
"Main_Usage_Manufacturing 0.069568 \n",
"Main_Usage_Business 0.039117 \n",
"Main_Usage_Parking -0.004534 \n",
"Main_Usage_SnE 0.000723 \n",
"Main_Usage_Farm 0.002831 \n",
"Building_Material_S 0.014488 \n",
"Building_Material_R -0.010941 \n",
"Building_Material_C -0.009318 \n",
"Building_Material_steel 0.039341 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.001458 \n",
"Building_Material_W -0.000699 \n",
"Building_Material_iron 0.007790 \n",
"Building_Material_tile 0.004251 \n",
"Building_Material_clay 0.003117 \n",
"Building_Material_RC_reinforce -0.000336 \n",
"Non_City_Land_Code 0.022280 \n",
"Transaction_Land 0.060170 \n",
"Transaction_Building 1.000000 \n",
"Transaction_Parking 0.018791 \n",
"Note_Null -0.000243 \n",
"Note_Additions -0.000829 \n",
"Note_Presold -0.028982 \n",
"Note_Relationships 0.014867 \n",
"Note_Balcony -0.004533 \n",
"Note_PublicUtilities 0.011667 \n",
"Note_PartRegister -0.015841 \n",
"Note_Negotiate 0.015260 \n",
"Note_Parking 0.001710 \n",
"Note_OnlyParking 0.000215 \n",
"Note_Gov -0.004273 \n",
"Note_Overbuild 0.001332 \n",
"Note_Decoration -0.008215 \n",
"Note_Furniture -0.004301 \n",
"Note_Layer -0.000512 \n",
"Note_BuildWithLandholder -0.002256 \n",
"Note_BlankHouse 0.001578 \n",
"Note_Defect 0.008645 \n",
"Note_Debt 0.007902 \n",
"Note_Elevator 0.006836 \n",
"Note_Renewal 0.005261 \n",
"Note_DistressSale 0.003092 \n",
"Note_OverdueInherit 0.000539 \n",
"Note_DeformedLand 0.004406 \n",
"Non_City_Land_Usage 0.003789 \n",
"Parking_Space_Types -0.004127 \n",
"Building_Types 0.070554 \n",
"Unit_Price_Ping 0.001251 \n",
"Transfer_Total_Ping 0.195082 \n",
"Month_raw -0.019021 \n",
"CPI -0.014095 \n",
"CPI_rate 0.001051 \n",
"unemployment rate -0.010453 \n",
"Pain_index_3month -0.000871 \n",
"ppen_price -0.016164 \n",
"high_price -0.016910 \n",
"low_price -0.016321 \n",
"close_price -0.016764 \n",
"qmatch -0.015555 \n",
"amt_millon -0.016055 \n",
"return_rate_month -0.004588 \n",
"Turnover_rate_month -0.015389 \n",
"outstanding_share_thousand -0.017457 \n",
"Capitalization_million -0.016931 \n",
"excess total _ million_usdollars -0.004192 \n",
"import_price_index_usdollars -0.004178 \n",
"export_price_index_usdollars -0.001561 \n",
"export_million_usdollars -0.013103 \n",
"import_million_usdollars -0.011516 \n",
"survival_mobility_rate 0.020113 \n",
"live_deposit_mobility_interest_rate 0.020113 \n",
"CCI_3month 0.014793 \n",
"construction_engineering_index -0.017025 \n",
"\n",
" Transaction_Parking Note_Null \\\n",
"Place_id -0.161210 0.108993 \n",
"Type 0.867789 0.039460 \n",
"area_m2 -0.037067 -0.006707 \n",
"area_ping -0.037066 -0.006703 \n",
"Month -0.016912 -0.118828 \n",
"Finish_Month 0.440024 0.111763 \n",
"house_age -0.438779 -0.122096 \n",
"room -0.089918 -0.019338 \n",
"hall 0.016406 -0.014614 \n",
"bathroom -0.120728 0.002260 \n",
"compartment -0.073809 -0.005710 \n",
"manager 0.490055 0.071267 \n",
"Total_price 0.153368 -0.012720 \n",
"parking_price 0.507947 -0.023772 \n",
"main_area -0.007393 0.002250 \n",
"ancillary_building_area 0.092422 -0.001709 \n",
"balcony_area 0.086221 0.033061 \n",
"trading_floors_count 0.303429 0.001074 \n",
"building_total_floors 0.529579 0.053067 \n",
"min_floors_height 0.435657 0.039244 \n",
"including_basement -0.022455 -0.007301 \n",
"including_arcade -0.055607 -0.016705 \n",
"City_Land_Usage 0.132602 -0.117728 \n",
"Parking_Area 0.490602 0.008814 \n",
"Elevator 0.522923 0.043702 \n",
"Main_Usage_Walk -0.018184 -0.008643 \n",
"Main_Usage_Living -0.110735 -0.107077 \n",
"Main_Usage_Selling -0.010966 -0.015349 \n",
"Main_Usage_Manufacturing 0.024672 -0.011189 \n",
"Main_Usage_Business -0.109154 -0.048036 \n",
"Main_Usage_Parking -0.041787 -0.014492 \n",
"Main_Usage_SnE 0.000376 -0.001079 \n",
"Main_Usage_Farm -0.051837 -0.010559 \n",
"Building_Material_S 0.102509 -0.000743 \n",
"Building_Material_R 0.085973 0.023074 \n",
"Building_Material_C 0.086415 0.022862 \n",
"Building_Material_steel -0.011653 -0.003905 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.209338 -0.090213 \n",
"Building_Material_W -0.004355 -0.001288 \n",
"Building_Material_iron -0.011354 -0.007048 \n",
"Building_Material_tile -0.003945 -0.004640 \n",
"Building_Material_clay -0.009039 -0.003242 \n",
"Building_Material_RC_reinforce -0.002092 0.001286 \n",
"Non_City_Land_Code -0.144598 0.030317 \n",
"Transaction_Land -0.140335 0.012559 \n",
"Transaction_Building 0.018791 -0.000243 \n",
"Transaction_Parking 1.000000 0.043134 \n",
"Note_Null 0.043134 1.000000 \n",
"Note_Additions -0.130943 -0.516638 \n",
"Note_Presold 0.152286 -0.376586 \n",
"Note_Relationships -0.097897 -0.348615 \n",
"Note_Balcony -0.031582 -0.275846 \n",
"Note_PublicUtilities -0.019807 -0.059343 \n",
"Note_PartRegister 0.107841 -0.264000 \n",
"Note_Negotiate -0.001627 -0.012349 \n",
"Note_Parking 0.085695 -0.140343 \n",
"Note_OnlyParking 0.008790 -0.014339 \n",
"Note_Gov 0.006854 -0.077361 \n",
"Note_Overbuild -0.088114 -0.181866 \n",
"Note_Decoration 0.039839 -0.145216 \n",
"Note_Furniture 0.009179 -0.101244 \n",
"Note_Layer -0.010507 -0.118434 \n",
"Note_BuildWithLandholder -0.006230 -0.061687 \n",
"Note_BlankHouse 0.065672 -0.053189 \n",
"Note_Defect -0.020553 -0.052995 \n",
"Note_Debt -0.017275 -0.057069 \n",
"Note_Elevator -0.006778 -0.045004 \n",
"Note_Renewal -0.005370 -0.012279 \n",
"Note_DistressSale -0.011805 -0.036568 \n",
"Note_OverdueInherit -0.002789 -0.005236 \n",
"Note_DeformedLand -0.008914 -0.018879 \n",
"Non_City_Land_Usage -0.006354 0.002493 \n",
"Parking_Space_Types 0.616408 0.015163 \n",
"Building_Types -0.380785 -0.035831 \n",
"Unit_Price_Ping 0.017185 -0.018126 \n",
"Transfer_Total_Ping 0.097336 0.009511 \n",
"Month_raw -0.016926 -0.118295 \n",
"CPI -0.016917 -0.098243 \n",
"CPI_rate -0.013590 0.003237 \n",
"unemployment rate -0.008573 -0.051097 \n",
"Pain_index_3month -0.014722 -0.006159 \n",
"ppen_price -0.023351 -0.085823 \n",
"high_price -0.023305 -0.090734 \n",
"low_price -0.022517 -0.084839 \n",
"close_price -0.022666 -0.088242 \n",
"qmatch -0.019541 -0.073990 \n",
"amt_millon -0.020068 -0.082872 \n",
"return_rate_month 0.001610 -0.019843 \n",
"Turnover_rate_month -0.019278 -0.072677 \n",
"outstanding_share_thousand -0.017820 -0.101225 \n",
"Capitalization_million -0.022631 -0.089560 \n",
"excess total _ million_usdollars 0.002270 -0.003431 \n",
"import_price_index_usdollars -0.014662 -0.024136 \n",
"export_price_index_usdollars -0.014165 0.008156 \n",
"export_million_usdollars -0.021118 -0.078779 \n",
"import_million_usdollars -0.021436 -0.076213 \n",
"survival_mobility_rate 0.013020 0.100293 \n",
"live_deposit_mobility_interest_rate 0.013020 0.100293 \n",
"CCI_3month 0.010662 0.073585 \n",
"construction_engineering_index -0.023016 -0.100259 \n",
"\n",
" Note_Additions Note_Presold \\\n",
"Place_id -0.117165 -0.031310 \n",
"Type -0.147149 0.198927 \n",
"area_m2 0.010383 -0.013878 \n",
"area_ping 0.010386 -0.013889 \n",
"Month 0.065584 0.031923 \n",
"Finish_Month -0.263006 0.291630 \n",
"house_age 0.267328 -0.286845 \n",
"room 0.073213 -0.059591 \n",
"hall 0.052618 0.011998 \n",
"bathroom 0.047465 -0.050310 \n",
"compartment 0.030200 0.008884 \n",
"manager -0.131500 0.129442 \n",
"Total_price 0.022885 -0.005515 \n",
"parking_price -0.069433 0.190185 \n",
"main_area 0.010480 -0.027099 \n",
"ancillary_building_area 0.009813 -0.005330 \n",
"balcony_area -0.010151 -0.027101 \n",
"trading_floors_count -0.054442 0.063322 \n",
"building_total_floors -0.146708 0.155726 \n",
"min_floors_height -0.113374 0.119667 \n",
"including_basement 0.014275 -0.017393 \n",
"including_arcade 0.033475 -0.029235 \n",
"City_Land_Usage -0.016231 0.197121 \n",
"Parking_Area -0.078661 0.123942 \n",
"Elevator -0.156377 0.172528 \n",
"Main_Usage_Walk 0.010968 -0.000263 \n",
"Main_Usage_Living 0.094879 0.074247 \n",
"Main_Usage_Selling 0.006954 0.015562 \n",
"Main_Usage_Manufacturing 0.011857 -0.016395 \n",
"Main_Usage_Business 0.067008 -0.050659 \n",
"Main_Usage_Parking 0.009833 0.016373 \n",
"Main_Usage_SnE 0.002038 -0.001344 \n",
"Main_Usage_Farm 0.013737 -0.017824 \n",
"Building_Material_S -0.012535 -0.000558 \n",
"Building_Material_R -0.035176 0.063855 \n",
"Building_Material_C -0.034792 0.063374 \n",
"Building_Material_steel 0.010002 -0.009159 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.122382 -0.072793 \n",
"Building_Material_W 0.002048 -0.001519 \n",
"Building_Material_iron 0.012535 -0.003989 \n",
"Building_Material_tile 0.008250 -0.001376 \n",
"Building_Material_clay 0.006294 -0.003152 \n",
"Building_Material_RC_reinforce -0.001001 -0.000730 \n",
"Non_City_Land_Code -0.007169 -0.034354 \n",
"Transaction_Land 0.009572 -0.033920 \n",
"Transaction_Building -0.000829 -0.028982 \n",
"Transaction_Parking -0.130943 0.152286 \n",
"Note_Null -0.516638 -0.376586 \n",
"Note_Additions 1.000000 -0.093517 \n",
"Note_Presold -0.093517 1.000000 \n",
"Note_Relationships -0.031376 -0.058171 \n",
"Note_Balcony 0.142787 -0.047590 \n",
"Note_PublicUtilities 0.015598 0.000478 \n",
"Note_PartRegister -0.065029 0.443104 \n",
"Note_Negotiate -0.002236 -0.002294 \n",
"Note_Parking 0.009965 0.020537 \n",
"Note_OnlyParking -0.002608 -0.002664 \n",
"Note_Gov -0.019330 0.036238 \n",
"Note_Overbuild 0.158179 -0.033464 \n",
"Note_Decoration -0.028007 0.025110 \n",
"Note_Furniture -0.003082 0.021296 \n",
"Note_Layer 0.058096 -0.021094 \n",
"Note_BuildWithLandholder -0.006216 -0.007034 \n",
"Note_BlankHouse -0.011438 0.007072 \n",
"Note_Defect 0.025281 -0.009570 \n",
"Note_Debt -0.001835 -0.010433 \n",
"Note_Elevator 0.000215 -0.008145 \n",
"Note_Renewal 0.001149 -0.002281 \n",
"Note_DistressSale 0.000435 -0.006661 \n",
"Note_OverdueInherit -0.000618 -0.000973 \n",
"Note_DeformedLand 0.002146 -0.003508 \n",
"Non_City_Land_Usage -0.000729 -0.002718 \n",
"Parking_Space_Types -0.072621 0.112816 \n",
"Building_Types 0.129672 -0.164286 \n",
"Unit_Price_Ping 0.025762 0.003317 \n",
"Transfer_Total_Ping -0.009369 -0.008255 \n",
"Month_raw 0.065100 0.031766 \n",
"CPI 0.057651 0.014256 \n",
"CPI_rate 0.012311 -0.054985 \n",
"unemployment rate 0.028501 -0.004214 \n",
"Pain_index_3month 0.017172 -0.053918 \n",
"ppen_price 0.052978 -0.032144 \n",
"high_price 0.054630 -0.028151 \n",
"low_price 0.050916 -0.033416 \n",
"close_price 0.052831 -0.030219 \n",
"qmatch 0.042950 -0.027084 \n",
"amt_millon 0.048989 -0.023730 \n",
"return_rate_month 0.004985 0.005221 \n",
"Turnover_rate_month 0.042111 -0.027263 \n",
"outstanding_share_thousand 0.057818 0.003758 \n",
"Capitalization_million 0.053634 -0.028603 \n",
"excess total _ million_usdollars -0.007003 -0.011005 \n",
"import_price_index_usdollars 0.023966 -0.041274 \n",
"export_price_index_usdollars 0.007143 -0.074705 \n",
"export_million_usdollars 0.046727 -0.027066 \n",
"import_million_usdollars 0.048052 -0.023156 \n",
"survival_mobility_rate -0.046668 -0.000466 \n",
"live_deposit_mobility_interest_rate -0.046668 -0.000466 \n",
"CCI_3month -0.030549 -0.003643 \n",
"construction_engineering_index 0.061152 -0.010144 \n",
"\n",
" Note_Relationships Note_Balcony \\\n",
"Place_id 0.005417 -0.096212 \n",
"Type -0.114889 -0.031811 \n",
"area_m2 0.002190 -0.009697 \n",
"area_ping 0.002190 -0.009698 \n",
"Month 0.006363 0.179842 \n",
"Finish_Month -0.209406 -0.102197 \n",
"house_age 0.208628 0.118361 \n",
"room 0.028402 -0.000268 \n",
"hall -0.015084 0.003057 \n",
"bathroom -0.003504 -0.009695 \n",
"compartment 0.004906 0.023215 \n",
"manager -0.133523 0.015324 \n",
"Total_price -0.032723 0.005005 \n",
"parking_price -0.073523 -0.038924 \n",
"main_area -0.004128 -0.012742 \n",
"ancillary_building_area -0.016332 0.005304 \n",
"balcony_area -0.031972 0.013648 \n",
"trading_floors_count -0.054275 0.046524 \n",
"building_total_floors -0.113679 -0.013962 \n",
"min_floors_height -0.089300 0.001979 \n",
"including_basement 0.008217 -0.002913 \n",
"including_arcade 0.025621 -0.009526 \n",
"City_Land_Usage -0.023068 0.133612 \n",
"Parking_Area -0.057299 -0.034830 \n",
"Elevator -0.117100 0.018251 \n",
"Main_Usage_Walk 0.001615 0.003667 \n",
"Main_Usage_Living 0.050788 0.078131 \n",
"Main_Usage_Selling 0.001109 -0.000253 \n",
"Main_Usage_Manufacturing 0.008371 0.000527 \n",
"Main_Usage_Business 0.061788 0.004816 \n",
"Main_Usage_Parking -0.008810 0.013136 \n",
"Main_Usage_SnE -0.000118 0.001916 \n",
"Main_Usage_Farm 0.021938 -0.011869 \n",
"Building_Material_S -0.014551 0.001614 \n",
"Building_Material_R -0.064484 0.048314 \n",
"Building_Material_C -0.064576 0.049630 \n",
"Building_Material_steel 0.006296 -0.006133 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.135347 -0.028438 \n",
"Building_Material_W 0.001780 -0.001112 \n",
"Building_Material_iron 0.003587 -0.001421 \n",
"Building_Material_tile 0.001541 -0.001008 \n",
"Building_Material_clay 0.003837 -0.001549 \n",
"Building_Material_RC_reinforce -0.000675 -0.000534 \n",
"Non_City_Land_Code -0.000699 -0.028734 \n",
"Transaction_Land -0.002449 -0.000492 \n",
"Transaction_Building 0.014867 -0.004533 \n",
"Transaction_Parking -0.097897 -0.031582 \n",
"Note_Null -0.348615 -0.275846 \n",
"Note_Additions -0.031376 0.142787 \n",
"Note_Presold -0.058171 -0.047590 \n",
"Note_Relationships 1.000000 -0.036571 \n",
"Note_Balcony -0.036571 1.000000 \n",
"Note_PublicUtilities 0.011424 -0.001659 \n",
"Note_PartRegister -0.040060 -0.034667 \n",
"Note_Negotiate 0.006735 -0.001681 \n",
"Note_Parking -0.009860 -0.004403 \n",
"Note_OnlyParking -0.002103 -0.001502 \n",
"Note_Gov -0.013036 -0.010445 \n",
"Note_Overbuild 0.007551 0.108632 \n",
"Note_Decoration -0.018525 -0.011962 \n",
"Note_Furniture -0.009192 0.013408 \n",
"Note_Layer -0.015012 0.104959 \n",
"Note_BuildWithLandholder -0.008411 -0.007872 \n",
"Note_BlankHouse -0.006599 -0.006026 \n",
"Note_Defect -0.001930 0.008861 \n",
"Note_Debt 0.027393 -0.007315 \n",
"Note_Elevator -0.002179 -0.005122 \n",
"Note_Renewal 0.001706 0.002528 \n",
"Note_DistressSale 0.015662 -0.003213 \n",
"Note_OverdueInherit -0.000901 -0.000713 \n",
"Note_DeformedLand 0.015243 -0.002569 \n",
"Non_City_Land_Usage 0.002321 -0.002108 \n",
"Parking_Space_Types -0.078395 -0.000344 \n",
"Building_Types 0.083123 0.026174 \n",
"Unit_Price_Ping -0.010297 0.013905 \n",
"Transfer_Total_Ping -0.017458 -0.015005 \n",
"Month_raw 0.006295 0.179719 \n",
"CPI 0.011505 0.139081 \n",
"CPI_rate 0.011118 0.020520 \n",
"unemployment rate -0.005310 0.119288 \n",
"Pain_index_3month 0.009651 0.041552 \n",
"ppen_price 0.007950 0.186510 \n",
"high_price 0.007625 0.193989 \n",
"low_price 0.006662 0.190071 \n",
"close_price 0.006857 0.193568 \n",
"qmatch 0.004713 0.177721 \n",
"amt_millon 0.005068 0.182717 \n",
"return_rate_month -0.005302 0.052690 \n",
"Turnover_rate_month 0.004578 0.176057 \n",
"outstanding_share_thousand 0.004501 0.181491 \n",
"Capitalization_million 0.006677 0.194203 \n",
"excess total _ million_usdollars -0.004297 0.050643 \n",
"import_price_index_usdollars 0.012106 0.051391 \n",
"export_price_index_usdollars 0.009081 0.039568 \n",
"export_million_usdollars 0.007389 0.165416 \n",
"import_million_usdollars 0.008575 0.146449 \n",
"survival_mobility_rate 0.000627 -0.214440 \n",
"live_deposit_mobility_interest_rate 0.000627 -0.214440 \n",
"CCI_3month 0.004294 -0.171380 \n",
"construction_engineering_index 0.009268 0.179817 \n",
"\n",
" Note_PublicUtilities Note_PartRegister \\\n",
"Place_id 0.022117 -0.049404 \n",
"Type -0.023640 0.139951 \n",
"area_m2 0.013179 -0.007601 \n",
"area_ping 0.013178 -0.007603 \n",
"Month 0.011779 -0.041667 \n",
"Finish_Month -0.025071 0.189715 \n",
"house_age 0.025956 -0.192432 \n",
"room 0.009890 -0.038999 \n",
"hall -0.000945 0.006831 \n",
"bathroom 0.010944 -0.038505 \n",
"compartment -0.007434 0.011153 \n",
"manager -0.026129 0.080199 \n",
"Total_price 0.014421 -0.004319 \n",
"parking_price -0.011271 0.123616 \n",
"main_area 0.016561 -0.016133 \n",
"ancillary_building_area 0.000873 -0.007846 \n",
"balcony_area -0.004306 -0.008396 \n",
"trading_floors_count -0.022249 0.047657 \n",
"building_total_floors -0.029517 0.106205 \n",
"min_floors_height -0.023180 0.082476 \n",
"including_basement 0.000288 -0.010819 \n",
"including_arcade 0.004853 -0.020472 \n",
"City_Land_Usage 0.013331 0.129872 \n",
"Parking_Area -0.010141 0.089230 \n",
"Elevator -0.029200 0.117842 \n",
"Main_Usage_Walk 0.000651 -0.003827 \n",
"Main_Usage_Living 0.001338 -0.083064 \n",
"Main_Usage_Selling 0.000955 0.007511 \n",
"Main_Usage_Manufacturing 0.005830 -0.009000 \n",
"Main_Usage_Business 0.009886 -0.042900 \n",
"Main_Usage_Parking 0.009288 0.010152 \n",
"Main_Usage_SnE -0.000289 -0.000608 \n",
"Main_Usage_Farm 0.000076 -0.011643 \n",
"Building_Material_S -0.002130 0.005178 \n",
"Building_Material_R -0.020949 0.030052 \n",
"Building_Material_C -0.020808 0.029704 \n",
"Building_Material_steel 0.008422 -0.005275 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.026710 -0.049526 \n",
"Building_Material_W 0.003299 -0.001065 \n",
"Building_Material_iron 0.000719 -0.002796 \n",
"Building_Material_tile -0.000217 -0.000964 \n",
"Building_Material_clay 0.002913 -0.002210 \n",
"Building_Material_RC_reinforce -0.000115 -0.000511 \n",
"Non_City_Land_Code -0.011679 -0.023043 \n",
"Transaction_Land 0.072516 -0.030487 \n",
"Transaction_Building 0.011667 -0.015841 \n",
"Transaction_Parking -0.019807 0.107841 \n",
"Note_Null -0.059343 -0.264000 \n",
"Note_Additions 0.015598 -0.065029 \n",
"Note_Presold 0.000478 0.443104 \n",
"Note_Relationships 0.011424 -0.040060 \n",
"Note_Balcony -0.001659 -0.034667 \n",
"Note_PublicUtilities 1.000000 -0.001158 \n",
"Note_PartRegister -0.001158 1.000000 \n",
"Note_Negotiate 0.051165 -0.001608 \n",
"Note_Parking -0.003277 0.030256 \n",
"Note_OnlyParking -0.000420 -0.001399 \n",
"Note_Gov -0.002265 0.020992 \n",
"Note_Overbuild 0.011968 -0.023313 \n",
"Note_Decoration -0.001233 0.005046 \n",
"Note_Furniture 0.000768 0.004205 \n",
"Note_Layer -0.001255 -0.014913 \n",
"Note_BuildWithLandholder 0.003360 0.024126 \n",
"Note_BlankHouse -0.001013 0.004194 \n",
"Note_Defect 0.004460 -0.006522 \n",
"Note_Debt 0.004420 -0.006844 \n",
"Note_Elevator 0.002542 -0.004070 \n",
"Note_Renewal 0.006707 -0.001599 \n",
"Note_DistressSale 0.003678 -0.004579 \n",
"Note_OverdueInherit -0.000153 -0.000682 \n",
"Note_DeformedLand 0.008640 0.000030 \n",
"Non_City_Land_Usage -0.000454 -0.002018 \n",
"Parking_Space_Types -0.013143 0.077695 \n",
"Building_Types 0.017119 -0.112039 \n",
"Unit_Price_Ping 0.000414 0.000480 \n",
"Transfer_Total_Ping 0.010954 -0.002756 \n",
"Month_raw 0.011733 -0.042754 \n",
"CPI 0.009880 -0.032637 \n",
"CPI_rate 0.000537 -0.028443 \n",
"unemployment rate 0.004326 -0.047991 \n",
"Pain_index_3month 0.001305 -0.036384 \n",
"ppen_price 0.008115 -0.073640 \n",
"high_price 0.008438 -0.074023 \n",
"low_price 0.008094 -0.074111 \n",
"close_price 0.008373 -0.074480 \n",
"qmatch 0.006968 -0.071343 \n",
"amt_millon 0.008169 -0.070037 \n",
"return_rate_month 0.001769 -0.012402 \n",
"Turnover_rate_month 0.006834 -0.070973 \n",
"outstanding_share_thousand 0.009463 -0.056105 \n",
"Capitalization_million 0.008499 -0.074114 \n",
"excess total _ million_usdollars -0.002531 -0.022853 \n",
"import_price_index_usdollars 0.003822 -0.026898 \n",
"export_price_index_usdollars 0.000334 -0.041055 \n",
"export_million_usdollars 0.007242 -0.059932 \n",
"import_million_usdollars 0.007875 -0.051677 \n",
"survival_mobility_rate -0.009122 0.065134 \n",
"live_deposit_mobility_interest_rate -0.009122 0.065134 \n",
"CCI_3month -0.006947 0.053218 \n",
"construction_engineering_index 0.010080 -0.060046 \n",
"\n",
" Note_Negotiate Note_Parking \\\n",
"Place_id -0.003250 -0.042549 \n",
"Type -0.003450 0.074765 \n",
"area_m2 0.001008 -0.002976 \n",
"area_ping 0.001008 -0.002975 \n",
"Month 0.000738 -0.005228 \n",
"Finish_Month -0.010723 0.047064 \n",
"house_age 0.010694 -0.047037 \n",
"room -0.001655 -0.019920 \n",
"hall -0.008499 -0.008693 \n",
"bathroom -0.002046 -0.018116 \n",
"compartment -0.011647 -0.019767 \n",
"manager -0.004044 0.050076 \n",
"Total_price 0.008581 0.026128 \n",
"parking_price -0.003050 0.046762 \n",
"main_area 0.001936 0.003847 \n",
"ancillary_building_area 0.003111 0.005642 \n",
"balcony_area -0.001887 0.011313 \n",
"trading_floors_count 0.001759 0.040399 \n",
"building_total_floors -0.003801 0.040994 \n",
"min_floors_height -0.002075 0.034635 \n",
"including_basement 0.000791 0.001298 \n",
"including_arcade 0.006614 -0.005848 \n",
"City_Land_Usage 0.013952 0.009668 \n",
"Parking_Area -0.003064 0.039997 \n",
"Elevator -0.008001 0.061967 \n",
"Main_Usage_Walk 0.002852 -0.002801 \n",
"Main_Usage_Living -0.008414 -0.008756 \n",
"Main_Usage_Selling -0.000484 -0.000530 \n",
"Main_Usage_Manufacturing 0.002802 0.013175 \n",
"Main_Usage_Business 0.003506 -0.011721 \n",
"Main_Usage_Parking -0.000689 -0.004219 \n",
"Main_Usage_SnE -0.000060 0.000563 \n",
"Main_Usage_Farm 0.003654 -0.006557 \n",
"Building_Material_S -0.001174 0.013221 \n",
"Building_Material_R -0.004773 0.012479 \n",
"Building_Material_C -0.004806 0.012700 \n",
"Building_Material_steel -0.000304 -0.002211 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.008194 -0.026423 \n",
"Building_Material_W -0.000050 -0.000566 \n",
"Building_Material_iron -0.000131 -0.000912 \n",
"Building_Material_tile -0.000045 -0.000513 \n",
"Building_Material_clay -0.000103 -0.001175 \n",
"Building_Material_RC_reinforce -0.000024 -0.000272 \n",
"Non_City_Land_Code -0.001512 -0.013422 \n",
"Transaction_Land 0.007900 -0.007596 \n",
"Transaction_Building 0.015260 0.001710 \n",
"Transaction_Parking -0.001627 0.085695 \n",
"Note_Null -0.012349 -0.140343 \n",
"Note_Additions -0.002236 0.009965 \n",
"Note_Presold -0.002294 0.020537 \n",
"Note_Relationships 0.006735 -0.009860 \n",
"Note_Balcony -0.001681 -0.004403 \n",
"Note_PublicUtilities 0.051165 -0.003277 \n",
"Note_PartRegister -0.001608 0.030256 \n",
"Note_Negotiate 1.000000 0.000143 \n",
"Note_Parking 0.000143 1.000000 \n",
"Note_OnlyParking -0.000087 0.102171 \n",
"Note_Gov -0.000471 0.001035 \n",
"Note_Overbuild -0.000333 -0.010595 \n",
"Note_Decoration -0.000885 -0.003280 \n",
"Note_Furniture -0.000617 0.000209 \n",
"Note_Layer -0.000722 0.005108 \n",
"Note_BuildWithLandholder -0.000376 0.002135 \n",
"Note_BlankHouse -0.000324 0.025325 \n",
"Note_Defect -0.000323 0.002619 \n",
"Note_Debt -0.000348 -0.001788 \n",
"Note_Elevator -0.000274 0.005383 \n",
"Note_Renewal -0.000075 0.003165 \n",
"Note_DistressSale -0.000223 0.000166 \n",
"Note_OverdueInherit -0.000032 -0.000363 \n",
"Note_DeformedLand -0.000115 -0.000001 \n",
"Non_City_Land_Usage -0.000094 -0.001073 \n",
"Parking_Space_Types 0.005092 0.077550 \n",
"Building_Types 0.009815 -0.024403 \n",
"Unit_Price_Ping 0.003360 0.004528 \n",
"Transfer_Total_Ping 0.001502 0.018472 \n",
"Month_raw 0.000445 -0.005309 \n",
"CPI -0.001295 0.000579 \n",
"CPI_rate -0.001310 0.007626 \n",
"unemployment rate -0.001624 -0.001595 \n",
"Pain_index_3month -0.001584 0.007109 \n",
"ppen_price -0.001509 0.000797 \n",
"high_price -0.001677 0.000105 \n",
"low_price -0.001548 0.000916 \n",
"close_price -0.001640 0.000312 \n",
"qmatch -0.001046 -0.000150 \n",
"amt_millon -0.000900 0.000355 \n",
"return_rate_month -0.000958 -0.002141 \n",
"Turnover_rate_month -0.001029 -0.000139 \n",
"outstanding_share_thousand -0.000821 -0.000566 \n",
"Capitalization_million -0.001607 0.000253 \n",
"excess total _ million_usdollars -0.003939 0.001898 \n",
"import_price_index_usdollars -0.000316 0.007428 \n",
"export_price_index_usdollars -0.001082 0.009982 \n",
"export_million_usdollars -0.001302 0.002628 \n",
"import_million_usdollars -0.000088 0.002015 \n",
"survival_mobility_rate 0.000716 0.003779 \n",
"live_deposit_mobility_interest_rate 0.000716 0.003779 \n",
"CCI_3month 0.001771 0.008750 \n",
"construction_engineering_index -0.000663 -0.000897 \n",
"\n",
" Note_OnlyParking Note_Gov \\\n",
"Place_id 0.000459 0.009215 \n",
"Type 0.006527 0.012647 \n",
"area_m2 -0.000442 -0.001735 \n",
"area_ping -0.000443 -0.001744 \n",
"Month 0.004685 -0.003228 \n",
"Finish_Month -0.000023 0.035349 \n",
"house_age 0.000448 -0.034982 \n",
"room -0.003229 -0.017292 \n",
"hall -0.005353 -0.004618 \n",
"bathroom -0.002529 -0.014028 \n",
"compartment -0.007048 -0.002697 \n",
"manager 0.002359 0.032227 \n",
"Total_price 0.000803 0.000159 \n",
"parking_price 0.001940 -0.007693 \n",
"main_area -0.000076 -0.003707 \n",
"ancillary_building_area -0.000295 -0.007035 \n",
"balcony_area -0.000780 -0.002154 \n",
"trading_floors_count 0.002839 0.018546 \n",
"building_total_floors 0.001569 0.036703 \n",
"min_floors_height 0.000102 0.025862 \n",
"including_basement 0.013750 -0.003133 \n",
"including_arcade -0.001174 -0.004572 \n",
"City_Land_Usage 0.003626 -0.017971 \n",
"Parking_Area 0.008975 0.000830 \n",
"Elevator 0.002603 0.033610 \n",
"Main_Usage_Walk -0.000315 -0.001697 \n",
"Main_Usage_Living -0.003118 -0.020983 \n",
"Main_Usage_Selling -0.000563 0.019662 \n",
"Main_Usage_Manufacturing -0.000841 -0.001903 \n",
"Main_Usage_Business 0.001315 -0.001704 \n",
"Main_Usage_Parking 0.001325 -0.004319 \n",
"Main_Usage_SnE -0.000070 -0.000377 \n",
"Main_Usage_Farm -0.000696 -0.003527 \n",
"Building_Material_S -0.000101 0.016463 \n",
"Building_Material_R 0.001322 0.009824 \n",
"Building_Material_C 0.001301 0.009762 \n",
"Building_Material_steel -0.000352 -0.001902 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.000836 -0.010521 \n",
"Building_Material_W -0.000058 -0.000312 \n",
"Building_Material_iron 0.005415 0.000215 \n",
"Building_Material_tile -0.000052 -0.000283 \n",
"Building_Material_clay -0.000120 -0.000648 \n",
"Building_Material_RC_reinforce -0.000028 -0.000150 \n",
"Non_City_Land_Code -0.000419 -0.006593 \n",
"Transaction_Land -0.000354 -0.016143 \n",
"Transaction_Building 0.000215 -0.004273 \n",
"Transaction_Parking 0.008790 0.006854 \n",
"Note_Null -0.014339 -0.077361 \n",
"Note_Additions -0.002608 -0.019330 \n",
"Note_Presold -0.002664 0.036238 \n",
"Note_Relationships -0.002103 -0.013036 \n",
"Note_Balcony -0.001502 -0.010445 \n",
"Note_PublicUtilities -0.000420 -0.002265 \n",
"Note_PartRegister -0.001399 0.020992 \n",
"Note_Negotiate -0.000087 -0.000471 \n",
"Note_Parking 0.102171 0.001035 \n",
"Note_OnlyParking 1.000000 -0.000547 \n",
"Note_Gov -0.000547 1.000000 \n",
"Note_Overbuild -0.001287 -0.006817 \n",
"Note_Decoration -0.000196 -0.005543 \n",
"Note_Furniture 0.000470 -0.003864 \n",
"Note_Layer -0.000838 -0.004520 \n",
"Note_BuildWithLandholder -0.000436 -0.002354 \n",
"Note_BlankHouse -0.000376 -0.002030 \n",
"Note_Defect -0.000375 -0.002023 \n",
"Note_Debt -0.000404 -0.002178 \n",
"Note_Elevator -0.000318 -0.001224 \n",
"Note_Renewal -0.000087 -0.000469 \n",
"Note_DistressSale -0.000259 -0.001396 \n",
"Note_OverdueInherit -0.000037 0.004043 \n",
"Note_DeformedLand 0.012527 -0.000721 \n",
"Non_City_Land_Usage -0.000110 -0.000591 \n",
"Parking_Space_Types 0.006441 0.003619 \n",
"Building_Types -0.000032 -0.014494 \n",
"Unit_Price_Ping -0.000187 -0.000720 \n",
"Transfer_Total_Ping 0.000892 -0.000918 \n",
"Month_raw 0.004869 -0.001710 \n",
"CPI 0.002025 -0.003746 \n",
"CPI_rate -0.001681 0.008030 \n",
"unemployment rate 0.003482 0.040939 \n",
"Pain_index_3month -0.001040 0.015975 \n",
"ppen_price 0.002806 0.017693 \n",
"high_price 0.003318 0.015496 \n",
"low_price 0.002953 0.018045 \n",
"close_price 0.003307 0.016929 \n",
"qmatch 0.003291 0.019859 \n",
"amt_millon 0.003338 0.025665 \n",
"return_rate_month 0.002878 -0.001891 \n",
"Turnover_rate_month 0.003246 0.020028 \n",
"outstanding_share_thousand 0.004913 -0.003854 \n",
"Capitalization_million 0.003404 0.016428 \n",
"excess total _ million_usdollars 0.001900 -0.016697 \n",
"import_price_index_usdollars -0.001867 0.016354 \n",
"export_price_index_usdollars -0.002035 0.023360 \n",
"export_million_usdollars 0.001492 0.010325 \n",
"import_million_usdollars 0.000809 0.015081 \n",
"survival_mobility_rate -0.006879 -0.004864 \n",
"live_deposit_mobility_interest_rate -0.006879 -0.004864 \n",
"CCI_3month -0.004567 -0.009565 \n",
"construction_engineering_index 0.002515 0.013298 \n",
"\n",
" Note_Overbuild Note_Decoration \\\n",
"Place_id 0.003603 0.052150 \n",
"Type -0.101349 0.045146 \n",
"area_m2 0.002828 -0.005077 \n",
"area_ping 0.002826 -0.005077 \n",
"Month 0.124260 0.029356 \n",
"Finish_Month -0.155387 0.074339 \n",
"house_age 0.166032 -0.071035 \n",
"room 0.093515 -0.019036 \n",
"hall 0.041043 -0.006459 \n",
"bathroom 0.076083 -0.012647 \n",
"compartment 0.014978 -0.003456 \n",
"manager -0.138567 0.031109 \n",
"Total_price -0.000205 0.005094 \n",
"parking_price -0.044045 0.042286 \n",
"main_area 0.010095 -0.006776 \n",
"ancillary_building_area 0.007306 0.009875 \n",
"balcony_area -0.019419 -0.004762 \n",
"trading_floors_count -0.099900 0.021984 \n",
"building_total_floors -0.122830 0.064654 \n",
"min_floors_height -0.081727 0.050015 \n",
"including_basement -0.005470 -0.006061 \n",
"including_arcade -0.010334 -0.009563 \n",
"City_Land_Usage 0.048777 0.037200 \n",
"Parking_Area -0.044061 0.025613 \n",
"Elevator -0.138548 0.050923 \n",
"Main_Usage_Walk 0.018855 -0.002112 \n",
"Main_Usage_Living 0.054791 -0.024483 \n",
"Main_Usage_Selling 0.016297 -0.003140 \n",
"Main_Usage_Manufacturing 0.010990 -0.006800 \n",
"Main_Usage_Business 0.044204 -0.016535 \n",
"Main_Usage_Parking 0.017515 -0.003444 \n",
"Main_Usage_SnE 0.002020 -0.000708 \n",
"Main_Usage_Farm -0.002563 -0.005828 \n",
"Building_Material_S -0.014767 0.011884 \n",
"Building_Material_R -0.065778 -0.043957 \n",
"Building_Material_C -0.066319 -0.044320 \n",
"Building_Material_steel -0.001969 -0.003569 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.140918 -0.024312 \n",
"Building_Material_W -0.000733 -0.000586 \n",
"Building_Material_iron 0.022605 -0.001538 \n",
"Building_Material_tile 0.007094 -0.000530 \n",
"Building_Material_clay 0.012022 -0.000513 \n",
"Building_Material_RC_reinforce 0.002086 -0.000281 \n",
"Non_City_Land_Code 0.017995 -0.014398 \n",
"Transaction_Land 0.005984 -0.019831 \n",
"Transaction_Building 0.001332 -0.008215 \n",
"Transaction_Parking -0.088114 0.039839 \n",
"Note_Null -0.181866 -0.145216 \n",
"Note_Additions 0.158179 -0.028007 \n",
"Note_Presold -0.033464 0.025110 \n",
"Note_Relationships 0.007551 -0.018525 \n",
"Note_Balcony 0.108632 -0.011962 \n",
"Note_PublicUtilities 0.011968 -0.001233 \n",
"Note_PartRegister -0.023313 0.005046 \n",
"Note_Negotiate -0.000333 -0.000885 \n",
"Note_Parking -0.010595 -0.003280 \n",
"Note_OnlyParking -0.001287 -0.000196 \n",
"Note_Gov -0.006817 -0.005543 \n",
"Note_Overbuild 1.000000 -0.006502 \n",
"Note_Decoration -0.006502 1.000000 \n",
"Note_Furniture 0.009924 0.265865 \n",
"Note_Layer 0.020630 -0.005344 \n",
"Note_BuildWithLandholder -0.005380 -0.000354 \n",
"Note_BlankHouse -0.004232 0.000005 \n",
"Note_Defect 0.014059 0.000032 \n",
"Note_Debt -0.001928 -0.003670 \n",
"Note_Elevator -0.003186 -0.000573 \n",
"Note_Renewal 0.005136 0.000091 \n",
"Note_DistressSale 0.001697 -0.001641 \n",
"Note_OverdueInherit -0.000470 -0.000375 \n",
"Note_DeformedLand 0.000842 -0.001353 \n",
"Non_City_Land_Usage -0.001390 -0.001110 \n",
"Parking_Space_Types -0.070881 0.029664 \n",
"Building_Types 0.065839 -0.047879 \n",
"Unit_Price_Ping 0.002795 0.002524 \n",
"Transfer_Total_Ping -0.004048 -0.000388 \n",
"Month_raw 0.124134 0.029528 \n",
"CPI 0.098393 0.017360 \n",
"CPI_rate 0.017981 -0.007534 \n",
"unemployment rate 0.081916 0.019695 \n",
"Pain_index_3month 0.032283 -0.003933 \n",
"ppen_price 0.131196 0.026120 \n",
"high_price 0.136384 0.028347 \n",
"low_price 0.133655 0.027319 \n",
"close_price 0.136194 0.028170 \n",
"qmatch 0.125531 0.026950 \n",
"amt_millon 0.128307 0.026623 \n",
"return_rate_month 0.037132 0.012225 \n",
"Turnover_rate_month 0.124374 0.026729 \n",
"outstanding_share_thousand 0.126391 0.029059 \n",
"Capitalization_million 0.136539 0.028423 \n",
"excess total _ million_usdollars 0.036921 0.009742 \n",
"import_price_index_usdollars 0.039405 -0.003351 \n",
"export_price_index_usdollars 0.031736 -0.004626 \n",
"export_million_usdollars 0.117078 0.022025 \n",
"import_million_usdollars 0.103313 0.018513 \n",
"survival_mobility_rate -0.148270 -0.037215 \n",
"live_deposit_mobility_interest_rate -0.148270 -0.037215 \n",
"CCI_3month -0.117044 -0.032264 \n",
"construction_engineering_index 0.126327 0.024717 \n",
"\n",
" Note_Furniture Note_Layer \\\n",
"Place_id 0.034479 -0.045955 \n",
"Type 0.013044 -0.009977 \n",
"area_m2 -0.001545 -0.004131 \n",
"area_ping -0.001545 -0.004129 \n",
"Month 0.064196 0.078503 \n",
"Finish_Month 0.016444 -0.008524 \n",
"house_age -0.010202 0.015839 \n",
"room 0.000454 -0.027513 \n",
"hall -0.003398 -0.024734 \n",
"bathroom 0.004504 -0.019218 \n",
"compartment 0.000266 -0.004117 \n",
"manager 0.007243 0.042587 \n",
"Total_price 0.001362 -0.000256 \n",
"parking_price 0.013086 -0.019810 \n",
"main_area -0.001753 -0.010802 \n",
"ancillary_building_area 0.000418 -0.002120 \n",
"balcony_area -0.000748 -0.014487 \n",
"trading_floors_count 0.008489 0.029515 \n",
"building_total_floors 0.029030 0.012027 \n",
"min_floors_height 0.023680 0.002667 \n",
"including_basement -0.001893 0.007831 \n",
"including_arcade -0.003826 0.021432 \n",
"City_Land_Usage 0.046922 0.057784 \n",
"Parking_Area 0.010186 -0.013867 \n",
"Elevator 0.024888 0.037925 \n",
"Main_Usage_Walk 0.001607 0.003304 \n",
"Main_Usage_Living 0.020759 -0.006168 \n",
"Main_Usage_Selling -0.000324 0.019058 \n",
"Main_Usage_Manufacturing -0.004641 0.004530 \n",
"Main_Usage_Business -0.004033 0.066562 \n",
"Main_Usage_Parking -0.000662 -0.001561 \n",
"Main_Usage_SnE 0.001227 0.003845 \n",
"Main_Usage_Farm -0.000047 -0.003960 \n",
"Building_Material_S 0.011576 0.011591 \n",
"Building_Material_R -0.001558 0.017272 \n",
"Building_Material_C -0.001666 0.017203 \n",
"Building_Material_steel -0.002147 -0.000277 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.011689 -0.012414 \n",
"Building_Material_W -0.000408 -0.000478 \n",
"Building_Material_iron 0.003681 0.000103 \n",
"Building_Material_tile -0.000370 -0.000433 \n",
"Building_Material_clay 0.005168 -0.000133 \n",
"Building_Material_RC_reinforce -0.000196 -0.000229 \n",
"Non_City_Land_Code -0.010662 -0.007677 \n",
"Transaction_Land -0.006469 -0.001917 \n",
"Transaction_Building -0.004301 -0.000512 \n",
"Transaction_Parking 0.009179 -0.010507 \n",
"Note_Null -0.101244 -0.118434 \n",
"Note_Additions -0.003082 0.058096 \n",
"Note_Presold 0.021296 -0.021094 \n",
"Note_Relationships -0.009192 -0.015012 \n",
"Note_Balcony 0.013408 0.104959 \n",
"Note_PublicUtilities 0.000768 -0.001255 \n",
"Note_PartRegister 0.004205 -0.014913 \n",
"Note_Negotiate -0.000617 -0.000722 \n",
"Note_Parking 0.000209 0.005108 \n",
"Note_OnlyParking 0.000470 -0.000838 \n",
"Note_Gov -0.003864 -0.004520 \n",
"Note_Overbuild 0.009924 0.020630 \n",
"Note_Decoration 0.265865 -0.005344 \n",
"Note_Furniture 1.000000 0.002904 \n",
"Note_Layer 0.002904 1.000000 \n",
"Note_BuildWithLandholder -0.003081 -0.003605 \n",
"Note_BlankHouse -0.002337 -0.002559 \n",
"Note_Defect 0.013100 0.003784 \n",
"Note_Debt -0.002552 -0.002823 \n",
"Note_Elevator -0.002248 -0.001334 \n",
"Note_Renewal 0.000772 0.000469 \n",
"Note_DistressSale 0.000500 -0.000144 \n",
"Note_OverdueInherit -0.000262 -0.000306 \n",
"Note_DeformedLand -0.000943 -0.001103 \n",
"Non_City_Land_Usage -0.000774 -0.000905 \n",
"Parking_Space_Types 0.008203 0.014886 \n",
"Building_Types -0.021888 -0.007179 \n",
"Unit_Price_Ping 0.000798 0.011150 \n",
"Transfer_Total_Ping -0.000293 -0.010857 \n",
"Month_raw 0.064651 0.078553 \n",
"CPI 0.062883 0.063124 \n",
"CPI_rate 0.022745 0.011413 \n",
"unemployment rate 0.036376 0.050875 \n",
"Pain_index_3month 0.028765 0.020340 \n",
"ppen_price 0.072092 0.082448 \n",
"high_price 0.072925 0.085646 \n",
"low_price 0.073097 0.083763 \n",
"close_price 0.072649 0.085266 \n",
"qmatch 0.054256 0.077557 \n",
"amt_millon 0.062171 0.080157 \n",
"return_rate_month 0.010453 0.021842 \n",
"Turnover_rate_month 0.053130 0.076797 \n",
"outstanding_share_thousand 0.072450 0.079846 \n",
"Capitalization_million 0.073151 0.085509 \n",
"excess total _ million_usdollars 0.012415 0.022805 \n",
"import_price_index_usdollars 0.035794 0.026032 \n",
"export_price_index_usdollars 0.033013 0.020167 \n",
"export_million_usdollars 0.070593 0.074036 \n",
"import_million_usdollars 0.065516 0.065516 \n",
"survival_mobility_rate -0.071312 -0.092227 \n",
"live_deposit_mobility_interest_rate -0.071312 -0.092227 \n",
"CCI_3month -0.054286 -0.073058 \n",
"construction_engineering_index 0.074913 0.079910 \n",
"\n",
" Note_BuildWithLandholder \\\n",
"Place_id 0.011663 \n",
"Type -0.008405 \n",
"area_m2 0.000481 \n",
"area_ping 0.000483 \n",
"Month -0.016889 \n",
"Finish_Month 0.036998 \n",
"house_age -0.038371 \n",
"room 0.009553 \n",
"hall 0.001086 \n",
"bathroom 0.015579 \n",
"compartment -0.007477 \n",
"manager -0.018910 \n",
"Total_price 0.001008 \n",
"parking_price -0.002168 \n",
"main_area 0.003720 \n",
"ancillary_building_area -0.003710 \n",
"balcony_area 0.011538 \n",
"trading_floors_count -0.020619 \n",
"building_total_floors -0.019012 \n",
"min_floors_height -0.017319 \n",
"including_basement -0.002753 \n",
"including_arcade -0.002333 \n",
"City_Land_Usage -0.023165 \n",
"Parking_Area 0.004416 \n",
"Elevator -0.015804 \n",
"Main_Usage_Walk -0.000101 \n",
"Main_Usage_Living -0.029075 \n",
"Main_Usage_Selling -0.002420 \n",
"Main_Usage_Manufacturing -0.003618 \n",
"Main_Usage_Business -0.009688 \n",
"Main_Usage_Parking -0.003197 \n",
"Main_Usage_SnE -0.000301 \n",
"Main_Usage_Farm -0.002424 \n",
"Building_Material_S -0.001163 \n",
"Building_Material_R -0.012558 \n",
"Building_Material_C -0.012411 \n",
"Building_Material_steel -0.001516 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.011026 \n",
"Building_Material_W -0.000249 \n",
"Building_Material_iron -0.000653 \n",
"Building_Material_tile -0.000225 \n",
"Building_Material_clay -0.000516 \n",
"Building_Material_RC_reinforce -0.000120 \n",
"Non_City_Land_Code 0.000634 \n",
"Transaction_Land 0.018851 \n",
"Transaction_Building -0.002256 \n",
"Transaction_Parking -0.006230 \n",
"Note_Null -0.061687 \n",
"Note_Additions -0.006216 \n",
"Note_Presold -0.007034 \n",
"Note_Relationships -0.008411 \n",
"Note_Balcony -0.007872 \n",
"Note_PublicUtilities 0.003360 \n",
"Note_PartRegister 0.024126 \n",
"Note_Negotiate -0.000376 \n",
"Note_Parking 0.002135 \n",
"Note_OnlyParking -0.000436 \n",
"Note_Gov -0.002354 \n",
"Note_Overbuild -0.005380 \n",
"Note_Decoration -0.000354 \n",
"Note_Furniture -0.003081 \n",
"Note_Layer -0.003605 \n",
"Note_BuildWithLandholder 1.000000 \n",
"Note_BlankHouse -0.001619 \n",
"Note_Defect -0.001087 \n",
"Note_Debt -0.001737 \n",
"Note_Elevator 0.001725 \n",
"Note_Renewal 0.001892 \n",
"Note_DistressSale -0.000352 \n",
"Note_OverdueInherit -0.000159 \n",
"Note_DeformedLand 0.008270 \n",
"Non_City_Land_Usage -0.000471 \n",
"Parking_Space_Types 0.002794 \n",
"Building_Types 0.006929 \n",
"Unit_Price_Ping -0.000661 \n",
"Transfer_Total_Ping 0.003323 \n",
"Month_raw -0.016804 \n",
"CPI -0.007837 \n",
"CPI_rate 0.001778 \n",
"unemployment rate -0.016467 \n",
"Pain_index_3month -0.001209 \n",
"ppen_price -0.021295 \n",
"high_price -0.022484 \n",
"low_price -0.022713 \n",
"close_price -0.023016 \n",
"qmatch -0.022015 \n",
"amt_millon -0.020810 \n",
"return_rate_month -0.010728 \n",
"Turnover_rate_month -0.021781 \n",
"outstanding_share_thousand -0.024054 \n",
"Capitalization_million -0.023434 \n",
"excess total _ million_usdollars -0.012057 \n",
"import_price_index_usdollars 0.004743 \n",
"export_price_index_usdollars 0.000551 \n",
"export_million_usdollars -0.017164 \n",
"import_million_usdollars -0.013079 \n",
"survival_mobility_rate 0.026580 \n",
"live_deposit_mobility_interest_rate 0.026580 \n",
"CCI_3month 0.025977 \n",
"construction_engineering_index -0.016458 \n",
"\n",
" Note_BlankHouse Note_Defect Note_Debt \\\n",
"Place_id -0.009682 0.018232 0.002150 \n",
"Type 0.030471 -0.023310 -0.021353 \n",
"area_m2 -0.000251 0.001136 0.008833 \n",
"area_ping -0.000249 0.001137 0.008832 \n",
"Month 0.016997 0.007625 -0.015823 \n",
"Finish_Month 0.031040 -0.037804 -0.029238 \n",
"house_age -0.029086 0.038288 0.027613 \n",
"room -0.049360 0.002656 0.006518 \n",
"hall -0.066466 -0.000469 -0.004894 \n",
"bathroom -0.031189 -0.000625 0.003320 \n",
"compartment -0.134815 -0.005917 -0.005910 \n",
"manager 0.017978 -0.022123 -0.026061 \n",
"Total_price 0.052154 -0.003897 -0.000729 \n",
"parking_price 0.080856 -0.012725 -0.013009 \n",
"main_area 0.009959 0.002555 0.004099 \n",
"ancillary_building_area 0.038813 0.000375 0.002290 \n",
"balcony_area 0.022086 -0.005013 0.013886 \n",
"trading_floors_count 0.012211 -0.009812 -0.010008 \n",
"building_total_floors 0.086756 -0.020052 -0.023427 \n",
"min_floors_height 0.069211 -0.014564 -0.018599 \n",
"including_basement -0.002616 0.003594 0.003558 \n",
"including_arcade -0.004159 0.004358 0.004140 \n",
"City_Land_Usage 0.027811 -0.003818 -0.019075 \n",
"Parking_Area 0.043671 -0.011922 -0.009445 \n",
"Elevator 0.025668 -0.024788 -0.023848 \n",
"Main_Usage_Walk -0.001167 -0.001163 -0.001252 \n",
"Main_Usage_Living -0.003103 0.003754 0.002449 \n",
"Main_Usage_Selling -0.000459 -0.001262 -0.000722 \n",
"Main_Usage_Manufacturing -0.000387 0.000183 -0.000290 \n",
"Main_Usage_Business -0.003343 0.009698 0.009972 \n",
"Main_Usage_Parking -0.000388 -0.001232 -0.002919 \n",
"Main_Usage_SnE 0.003005 -0.000258 -0.000278 \n",
"Main_Usage_Farm 0.003351 0.000736 0.015664 \n",
"Building_Material_S 0.074350 -0.003159 -0.002568 \n",
"Building_Material_R -0.041439 -0.007882 -0.014286 \n",
"Building_Material_C -0.041638 -0.007927 -0.014297 \n",
"Building_Material_steel -0.001307 0.000649 0.004640 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B -0.009654 0.016794 0.021043 \n",
"Building_Material_W -0.000215 -0.000214 0.003448 \n",
"Building_Material_iron -0.000563 -0.000561 -0.000605 \n",
"Building_Material_tile -0.000194 -0.000194 -0.000208 \n",
"Building_Material_clay -0.000445 -0.000444 -0.000478 \n",
"Building_Material_RC_reinforce -0.000103 -0.000103 -0.000111 \n",
"Non_City_Land_Code -0.007799 0.004347 0.009154 \n",
"Transaction_Land -0.005907 0.003272 0.003798 \n",
"Transaction_Building 0.001578 0.008645 0.007902 \n",
"Transaction_Parking 0.065672 -0.020553 -0.017275 \n",
"Note_Null -0.053189 -0.052995 -0.057069 \n",
"Note_Additions -0.011438 0.025281 -0.001835 \n",
"Note_Presold 0.007072 -0.009570 -0.010433 \n",
"Note_Relationships -0.006599 -0.001930 0.027393 \n",
"Note_Balcony -0.006026 0.008861 -0.007315 \n",
"Note_PublicUtilities -0.001013 0.004460 0.004420 \n",
"Note_PartRegister 0.004194 -0.006522 -0.006844 \n",
"Note_Negotiate -0.000324 -0.000323 -0.000348 \n",
"Note_Parking 0.025325 0.002619 -0.001788 \n",
"Note_OnlyParking -0.000376 -0.000375 -0.000404 \n",
"Note_Gov -0.002030 -0.002023 -0.002178 \n",
"Note_Overbuild -0.004232 0.014059 -0.001928 \n",
"Note_Decoration 0.000005 0.000032 -0.003670 \n",
"Note_Furniture -0.002337 0.013100 -0.002552 \n",
"Note_Layer -0.002559 0.003784 -0.002823 \n",
"Note_BuildWithLandholder -0.001619 -0.001087 -0.001737 \n",
"Note_BlankHouse 1.000000 0.002876 -0.001498 \n",
"Note_Defect 0.002876 1.000000 0.003621 \n",
"Note_Debt -0.001498 0.003621 1.000000 \n",
"Note_Elevator -0.001181 0.000983 0.001408 \n",
"Note_Renewal -0.000322 0.010226 -0.000346 \n",
"Note_DistressSale -0.000960 0.025620 0.039288 \n",
"Note_OverdueInherit -0.000137 -0.000137 -0.000147 \n",
"Note_DeformedLand -0.000495 0.004652 0.004247 \n",
"Non_City_Land_Usage -0.000407 0.000663 0.004525 \n",
"Parking_Space_Types 0.014129 -0.015580 -0.013935 \n",
"Building_Types -0.025475 0.017839 0.021930 \n",
"Unit_Price_Ping 0.009468 -0.002173 -0.001023 \n",
"Transfer_Total_Ping 0.020869 0.000234 0.001885 \n",
"Month_raw 0.017014 0.007605 -0.015799 \n",
"CPI 0.012581 0.010074 -0.010856 \n",
"CPI_rate -0.001144 0.005717 -0.001925 \n",
"unemployment rate 0.010820 0.001986 -0.011408 \n",
"Pain_index_3month 0.000912 0.005943 -0.003896 \n",
"ppen_price 0.014884 0.008046 -0.017477 \n",
"high_price 0.015557 0.007848 -0.018311 \n",
"low_price 0.015003 0.007760 -0.017774 \n",
"close_price 0.015565 0.007681 -0.018261 \n",
"qmatch 0.013938 0.004566 -0.017575 \n",
"amt_millon 0.014506 0.005951 -0.017400 \n",
"return_rate_month 0.004328 -0.001235 -0.005314 \n",
"Turnover_rate_month 0.013767 0.004412 -0.017459 \n",
"outstanding_share_thousand 0.016189 0.006895 -0.016212 \n",
"Capitalization_million 0.015705 0.007674 -0.018260 \n",
"excess total _ million_usdollars 0.004882 -0.001474 -0.005914 \n",
"import_price_index_usdollars 0.001998 0.007782 -0.003730 \n",
"export_price_index_usdollars -0.000133 0.005582 -0.003872 \n",
"export_million_usdollars 0.013854 0.008063 -0.015784 \n",
"import_million_usdollars 0.012114 0.008408 -0.013629 \n",
"survival_mobility_rate -0.019486 -0.004996 0.021190 \n",
"live_deposit_mobility_interest_rate -0.019486 -0.004996 0.021190 \n",
"CCI_3month -0.017544 -0.002835 0.017243 \n",
"construction_engineering_index 0.015753 0.009614 -0.016051 \n",
"\n",
" Note_Elevator Note_Renewal \\\n",
"Place_id 0.014525 -0.005829 \n",
"Type -0.008613 -0.006154 \n",
"area_m2 0.002226 0.000912 \n",
"area_ping 0.002225 0.000912 \n",
"Month -0.017595 0.006461 \n",
"Finish_Month 0.014889 -0.012616 \n",
"house_age -0.016358 0.013108 \n",
"room 0.020942 0.000433 \n",
"hall 0.009946 -0.000325 \n",
"bathroom 0.034632 -0.000729 \n",
"compartment 0.004732 -0.000932 \n",
"manager -0.012283 -0.007778 \n",
"Total_price 0.004876 0.010513 \n",
"parking_price -0.008574 -0.002036 \n",
"main_area 0.010837 0.001569 \n",
"ancillary_building_area 0.004731 -0.000785 \n",
"balcony_area 0.014059 -0.000842 \n",
"trading_floors_count -0.006864 -0.002613 \n",
"building_total_floors -0.025301 -0.006015 \n",
"min_floors_height -0.021243 -0.004873 \n",
"including_basement 0.002780 -0.000604 \n",
"including_arcade 0.001899 0.000699 \n",
"City_Land_Usage -0.018656 0.004734 \n",
"Parking_Area -0.007951 -0.002289 \n",
"Elevator -0.014992 -0.005728 \n",
"Main_Usage_Walk -0.000130 -0.000269 \n",
"Main_Usage_Living -0.015507 0.000490 \n",
"Main_Usage_Selling -0.000804 -0.000482 \n",
"Main_Usage_Manufacturing -0.001994 0.000462 \n",
"Main_Usage_Business -0.006140 0.003552 \n",
"Main_Usage_Parking -0.002174 -0.000686 \n",
"Main_Usage_SnE -0.000219 -0.000060 \n",
"Main_Usage_Farm -0.001405 -0.000596 \n",
"Building_Material_S -0.003877 0.000307 \n",
"Building_Material_R -0.003776 -0.005124 \n",
"Building_Material_C -0.003863 -0.005158 \n",
"Building_Material_steel -0.001106 -0.000302 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.008452 0.007506 \n",
"Building_Material_W -0.000181 0.017021 \n",
"Building_Material_iron -0.000477 -0.000130 \n",
"Building_Material_tile -0.000164 -0.000045 \n",
"Building_Material_clay -0.000377 -0.000103 \n",
"Building_Material_RC_reinforce -0.000087 -0.000024 \n",
"Non_City_Land_Code -0.004116 -0.000602 \n",
"Transaction_Land 0.012047 0.001691 \n",
"Transaction_Building 0.006836 0.005261 \n",
"Transaction_Parking -0.006778 -0.005370 \n",
"Note_Null -0.045004 -0.012279 \n",
"Note_Additions 0.000215 0.001149 \n",
"Note_Presold -0.008145 -0.002281 \n",
"Note_Relationships -0.002179 0.001706 \n",
"Note_Balcony -0.005122 0.002528 \n",
"Note_PublicUtilities 0.002542 0.006707 \n",
"Note_PartRegister -0.004070 -0.001599 \n",
"Note_Negotiate -0.000274 -0.000075 \n",
"Note_Parking 0.005383 0.003165 \n",
"Note_OnlyParking -0.000318 -0.000087 \n",
"Note_Gov -0.001224 -0.000469 \n",
"Note_Overbuild -0.003186 0.005136 \n",
"Note_Decoration -0.000573 0.000091 \n",
"Note_Furniture -0.002248 0.000772 \n",
"Note_Layer -0.001334 0.000469 \n",
"Note_BuildWithLandholder 0.001725 0.001892 \n",
"Note_BlankHouse -0.001181 -0.000322 \n",
"Note_Defect 0.000983 0.010226 \n",
"Note_Debt 0.001408 -0.000346 \n",
"Note_Elevator 1.000000 -0.000273 \n",
"Note_Renewal -0.000273 1.000000 \n",
"Note_DistressSale -0.000812 0.003597 \n",
"Note_OverdueInherit -0.000116 -0.000032 \n",
"Note_DeformedLand -0.000419 0.022063 \n",
"Non_City_Land_Usage -0.000344 -0.000094 \n",
"Parking_Space_Types 0.002798 -0.004571 \n",
"Building_Types 0.018257 0.004617 \n",
"Unit_Price_Ping -0.000837 0.003458 \n",
"Transfer_Total_Ping 0.008205 0.000593 \n",
"Month_raw -0.017737 0.006399 \n",
"CPI -0.012515 0.002738 \n",
"CPI_rate 0.000267 -0.004334 \n",
"unemployment rate -0.010135 0.002409 \n",
"Pain_index_3month -0.001543 -0.003863 \n",
"ppen_price -0.016058 0.003796 \n",
"high_price -0.017020 0.004792 \n",
"low_price -0.016623 0.004327 \n",
"close_price -0.017129 0.004584 \n",
"qmatch -0.015960 0.005836 \n",
"amt_millon -0.016312 0.004693 \n",
"return_rate_month -0.006751 0.003684 \n",
"Turnover_rate_month -0.015791 0.005826 \n",
"outstanding_share_thousand -0.018192 0.005771 \n",
"Capitalization_million -0.017328 0.004655 \n",
"excess total _ million_usdollars -0.004604 0.005414 \n",
"import_price_index_usdollars -0.002480 -0.003308 \n",
"export_price_index_usdollars -0.000952 -0.004074 \n",
"export_million_usdollars -0.014159 0.002832 \n",
"import_million_usdollars -0.012420 0.001050 \n",
"survival_mobility_rate 0.019658 -0.008851 \n",
"live_deposit_mobility_interest_rate 0.019658 -0.008851 \n",
"CCI_3month 0.015040 -0.008211 \n",
"construction_engineering_index -0.015676 0.003383 \n",
"\n",
" Note_DistressSale Note_OverdueInherit \\\n",
"Place_id 0.006446 0.000386 \n",
"Type -0.013942 -0.003214 \n",
"area_m2 0.001384 -0.000144 \n",
"area_ping 0.001385 -0.000145 \n",
"Month -0.002424 0.003638 \n",
"Finish_Month -0.019874 -0.006086 \n",
"house_age 0.019543 0.006420 \n",
"room 0.001354 -0.001627 \n",
"hall -0.001392 -0.002179 \n",
"bathroom 0.000390 -0.001380 \n",
"compartment -0.002589 -0.002500 \n",
"manager -0.015079 -0.002800 \n",
"Total_price -0.003778 -0.000811 \n",
"parking_price -0.008479 -0.001293 \n",
"main_area 0.000097 -0.000640 \n",
"ancillary_building_area -0.002586 -0.001220 \n",
"balcony_area -0.002675 -0.001774 \n",
"trading_floors_count -0.006291 -0.000690 \n",
"building_total_floors -0.013625 -0.002671 \n",
"min_floors_height -0.010918 -0.002358 \n",
"including_basement 0.001037 -0.000258 \n",
"including_arcade 0.005021 0.001569 \n",
"City_Land_Usage -0.007292 0.000504 \n",
"Parking_Area -0.007020 -0.001299 \n",
"Elevator -0.014285 -0.003082 \n",
"Main_Usage_Walk 0.001308 -0.000115 \n",
"Main_Usage_Living 0.004452 0.000567 \n",
"Main_Usage_Selling 0.000340 -0.000205 \n",
"Main_Usage_Manufacturing 0.003019 -0.000307 \n",
"Main_Usage_Business 0.007428 0.003600 \n",
"Main_Usage_Parking -0.001625 -0.000292 \n",
"Main_Usage_SnE -0.000178 -0.000026 \n",
"Main_Usage_Farm 0.003974 -0.000254 \n",
"Building_Material_S -0.000506 -0.000498 \n",
"Building_Material_R -0.006643 -0.002550 \n",
"Building_Material_C -0.006531 -0.002565 \n",
"Building_Material_steel 0.002870 -0.000129 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.012960 0.004337 \n",
"Building_Material_W -0.000147 -0.000021 \n",
"Building_Material_iron -0.000387 -0.000055 \n",
"Building_Material_tile -0.000134 -0.000019 \n",
"Building_Material_clay -0.000306 -0.000044 \n",
"Building_Material_RC_reinforce -0.000071 -0.000010 \n",
"Non_City_Land_Code 0.004502 0.000480 \n",
"Transaction_Land 0.000102 -0.001360 \n",
"Transaction_Building 0.003092 0.000539 \n",
"Transaction_Parking -0.011805 -0.002789 \n",
"Note_Null -0.036568 -0.005236 \n",
"Note_Additions 0.000435 -0.000618 \n",
"Note_Presold -0.006661 -0.000973 \n",
"Note_Relationships 0.015662 -0.000901 \n",
"Note_Balcony -0.003213 -0.000713 \n",
"Note_PublicUtilities 0.003678 -0.000153 \n",
"Note_PartRegister -0.004579 -0.000682 \n",
"Note_Negotiate -0.000223 -0.000032 \n",
"Note_Parking 0.000166 -0.000363 \n",
"Note_OnlyParking -0.000259 -0.000037 \n",
"Note_Gov -0.001396 0.004043 \n",
"Note_Overbuild 0.001697 -0.000470 \n",
"Note_Decoration -0.001641 -0.000375 \n",
"Note_Furniture 0.000500 -0.000262 \n",
"Note_Layer -0.000144 -0.000306 \n",
"Note_BuildWithLandholder -0.000352 -0.000159 \n",
"Note_BlankHouse -0.000960 -0.000137 \n",
"Note_Defect 0.025620 -0.000137 \n",
"Note_Debt 0.039288 -0.000147 \n",
"Note_Elevator -0.000812 -0.000116 \n",
"Note_Renewal 0.003597 -0.000032 \n",
"Note_DistressSale 1.000000 -0.000094 \n",
"Note_OverdueInherit -0.000094 1.000000 \n",
"Note_DeformedLand 0.012078 -0.000049 \n",
"Non_City_Land_Usage 0.002815 -0.000040 \n",
"Parking_Space_Types -0.009151 -0.002356 \n",
"Building_Types 0.010742 0.002411 \n",
"Unit_Price_Ping -0.001632 0.000055 \n",
"Transfer_Total_Ping -0.001579 -0.000963 \n",
"Month_raw -0.002168 0.003613 \n",
"CPI -0.001418 0.003928 \n",
"CPI_rate -0.000437 0.001951 \n",
"unemployment rate -0.003254 0.004294 \n",
"Pain_index_3month -0.001019 0.002768 \n",
"ppen_price -0.003765 0.004312 \n",
"high_price -0.003807 0.004481 \n",
"low_price -0.003659 0.004655 \n",
"close_price -0.003824 0.004602 \n",
"qmatch -0.004703 0.003708 \n",
"amt_millon -0.004336 0.004335 \n",
"return_rate_month -0.000810 0.001462 \n",
"Turnover_rate_month -0.004718 0.003632 \n",
"outstanding_share_thousand -0.002792 0.004252 \n",
"Capitalization_million -0.003787 0.004632 \n",
"excess total _ million_usdollars -0.000794 0.000411 \n",
"import_price_index_usdollars -0.000647 0.002868 \n",
"export_price_index_usdollars -0.001174 0.002647 \n",
"export_million_usdollars -0.003264 0.004373 \n",
"import_million_usdollars -0.002961 0.004167 \n",
"survival_mobility_rate 0.003898 -0.003642 \n",
"live_deposit_mobility_interest_rate 0.003898 -0.003642 \n",
"CCI_3month 0.003539 -0.003465 \n",
"construction_engineering_index -0.002900 0.004705 \n",
"\n",
" Note_DeformedLand Non_City_Land_Usage \\\n",
"Place_id 0.003317 0.016954 \n",
"Type -0.010175 -0.007667 \n",
"area_m2 0.004726 0.002923 \n",
"area_ping 0.004728 0.002924 \n",
"Month -0.000969 0.003127 \n",
"Finish_Month -0.011514 -0.008593 \n",
"house_age 0.011343 0.008775 \n",
"room 0.004222 -0.002704 \n",
"hall -0.002410 -0.008216 \n",
"bathroom 0.003231 0.000317 \n",
"compartment -0.002905 -0.006375 \n",
"manager -0.014036 -0.006117 \n",
"Total_price -0.000766 -0.000833 \n",
"parking_price -0.004474 -0.003285 \n",
"main_area 0.000649 0.000108 \n",
"ancillary_building_area -0.002037 -0.002622 \n",
"balcony_area -0.002207 -0.002137 \n",
"trading_floors_count -0.010963 -0.004048 \n",
"building_total_floors -0.012361 -0.010976 \n",
"min_floors_height -0.009796 -0.007946 \n",
"including_basement 0.004561 0.000378 \n",
"including_arcade 0.000671 -0.001269 \n",
"City_Land_Usage -0.003252 -0.011955 \n",
"Parking_Area -0.004452 -0.002798 \n",
"Elevator -0.013713 -0.006637 \n",
"Main_Usage_Walk -0.000414 -0.000340 \n",
"Main_Usage_Living 0.000679 0.005459 \n",
"Main_Usage_Selling -0.000741 -0.000608 \n",
"Main_Usage_Manufacturing 0.003506 -0.000909 \n",
"Main_Usage_Business 0.005345 -0.000703 \n",
"Main_Usage_Parking -0.001054 -0.000865 \n",
"Main_Usage_SnE -0.000092 -0.000076 \n",
"Main_Usage_Farm 0.002793 0.005025 \n",
"Building_Material_S -0.000836 -0.001473 \n",
"Building_Material_R -0.008452 -0.006418 \n",
"Building_Material_C -0.008320 -0.006461 \n",
"Building_Material_steel 0.001360 0.004164 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.012419 0.009940 \n",
"Building_Material_W -0.000076 -0.000062 \n",
"Building_Material_iron -0.000200 -0.000164 \n",
"Building_Material_tile -0.000069 -0.000057 \n",
"Building_Material_clay -0.000158 -0.000130 \n",
"Building_Material_RC_reinforce -0.000037 -0.000030 \n",
"Non_City_Land_Code 0.007699 -0.003374 \n",
"Transaction_Land 0.005950 -0.000457 \n",
"Transaction_Building 0.004406 0.003789 \n",
"Transaction_Parking -0.008914 -0.006354 \n",
"Note_Null -0.018879 0.002493 \n",
"Note_Additions 0.002146 -0.000729 \n",
"Note_Presold -0.003508 -0.002718 \n",
"Note_Relationships 0.015243 0.002321 \n",
"Note_Balcony -0.002569 -0.002108 \n",
"Note_PublicUtilities 0.008640 -0.000454 \n",
"Note_PartRegister 0.000030 -0.002018 \n",
"Note_Negotiate -0.000115 -0.000094 \n",
"Note_Parking -0.000001 -0.001073 \n",
"Note_OnlyParking 0.012527 -0.000110 \n",
"Note_Gov -0.000721 -0.000591 \n",
"Note_Overbuild 0.000842 -0.001390 \n",
"Note_Decoration -0.001353 -0.001110 \n",
"Note_Furniture -0.000943 -0.000774 \n",
"Note_Layer -0.001103 -0.000905 \n",
"Note_BuildWithLandholder 0.008270 -0.000471 \n",
"Note_BlankHouse -0.000495 -0.000407 \n",
"Note_Defect 0.004652 0.000663 \n",
"Note_Debt 0.004247 0.004525 \n",
"Note_Elevator -0.000419 -0.000344 \n",
"Note_Renewal 0.022063 -0.000094 \n",
"Note_DistressSale 0.012078 0.002815 \n",
"Note_OverdueInherit -0.000049 -0.000040 \n",
"Note_DeformedLand 1.000000 -0.000144 \n",
"Non_City_Land_Usage -0.000144 1.000000 \n",
"Parking_Space_Types -0.007322 -0.005982 \n",
"Building_Types 0.006492 0.007780 \n",
"Unit_Price_Ping 0.000103 -0.000881 \n",
"Transfer_Total_Ping -0.000774 -0.000604 \n",
"Month_raw -0.000881 0.003353 \n",
"CPI 0.000712 0.001250 \n",
"CPI_rate 0.000913 -0.001587 \n",
"unemployment rate -0.001960 0.003353 \n",
"Pain_index_3month 0.000534 -0.000897 \n",
"ppen_price -0.002023 0.002772 \n",
"high_price -0.002206 0.002776 \n",
"low_price -0.002653 0.003048 \n",
"close_price -0.002435 0.002886 \n",
"qmatch -0.002543 0.002740 \n",
"amt_millon -0.002439 0.002724 \n",
"return_rate_month -0.002378 0.000740 \n",
"Turnover_rate_month -0.002550 0.002712 \n",
"outstanding_share_thousand -0.001938 0.003113 \n",
"Capitalization_million -0.002469 0.002935 \n",
"excess total _ million_usdollars -0.002611 0.000373 \n",
"import_price_index_usdollars 0.001099 -0.001079 \n",
"export_price_index_usdollars 0.000031 -0.001011 \n",
"export_million_usdollars -0.001732 0.002059 \n",
"import_million_usdollars -0.000892 0.001894 \n",
"survival_mobility_rate 0.002586 -0.004280 \n",
"live_deposit_mobility_interest_rate 0.002586 -0.004280 \n",
"CCI_3month 0.002943 -0.004457 \n",
"construction_engineering_index -0.001306 0.002547 \n",
"\n",
" Parking_Space_Types Building_Types \\\n",
"Place_id -0.110408 -0.002498 \n",
"Type 0.732679 -0.453120 \n",
"area_m2 -0.034850 0.079245 \n",
"area_ping -0.034850 0.079245 \n",
"Month 0.001919 -0.037594 \n",
"Finish_Month 0.331493 -0.420670 \n",
"house_age -0.329188 0.414463 \n",
"room -0.093650 -0.030177 \n",
"hall 0.018952 -0.155946 \n",
"bathroom -0.117636 0.013881 \n",
"compartment 0.000495 -0.150189 \n",
"manager 0.382034 -0.416483 \n",
"Total_price 0.039956 0.001955 \n",
"parking_price 0.223085 -0.223788 \n",
"main_area -0.042522 0.067776 \n",
"ancillary_building_area 0.035350 -0.037184 \n",
"balcony_area 0.024721 -0.040069 \n",
"trading_floors_count 0.238619 0.025418 \n",
"building_total_floors 0.300665 -0.559322 \n",
"min_floors_height 0.257040 -0.425866 \n",
"including_basement -0.022859 0.094298 \n",
"including_arcade -0.043166 0.153364 \n",
"City_Land_Usage 0.098796 -0.152775 \n",
"Parking_Area 0.212724 -0.213083 \n",
"Elevator 0.427292 -0.617809 \n",
"Main_Usage_Walk -0.015319 0.005713 \n",
"Main_Usage_Living -0.063173 0.014466 \n",
"Main_Usage_Selling -0.012195 -0.000809 \n",
"Main_Usage_Manufacturing -0.019363 0.112746 \n",
"Main_Usage_Business -0.086739 0.097641 \n",
"Main_Usage_Parking -0.025347 0.015730 \n",
"Main_Usage_SnE -0.001812 -0.000661 \n",
"Main_Usage_Farm -0.043502 0.150981 \n",
"Building_Material_S 0.023137 -0.070434 \n",
"Building_Material_R 0.088447 -0.031418 \n",
"Building_Material_C 0.088764 -0.030773 \n",
"Building_Material_steel -0.017524 0.075869 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.175520 0.106422 \n",
"Building_Material_W -0.003678 0.000557 \n",
"Building_Material_iron -0.009600 0.003414 \n",
"Building_Material_tile -0.003332 0.002324 \n",
"Building_Material_clay -0.007634 0.002442 \n",
"Building_Material_RC_reinforce -0.001767 0.000465 \n",
"Non_City_Land_Code -0.101174 0.128740 \n",
"Transaction_Land -0.097700 0.101336 \n",
"Transaction_Building -0.004127 0.070554 \n",
"Transaction_Parking 0.616408 -0.380785 \n",
"Note_Null 0.015163 -0.035831 \n",
"Note_Additions -0.072621 0.129672 \n",
"Note_Presold 0.112816 -0.164286 \n",
"Note_Relationships -0.078395 0.083123 \n",
"Note_Balcony -0.000344 0.026174 \n",
"Note_PublicUtilities -0.013143 0.017119 \n",
"Note_PartRegister 0.077695 -0.112039 \n",
"Note_Negotiate 0.005092 0.009815 \n",
"Note_Parking 0.077550 -0.024403 \n",
"Note_OnlyParking 0.006441 -0.000032 \n",
"Note_Gov 0.003619 -0.014494 \n",
"Note_Overbuild -0.070881 0.065839 \n",
"Note_Decoration 0.029664 -0.047879 \n",
"Note_Furniture 0.008203 -0.021888 \n",
"Note_Layer 0.014886 -0.007179 \n",
"Note_BuildWithLandholder 0.002794 0.006929 \n",
"Note_BlankHouse 0.014129 -0.025475 \n",
"Note_Defect -0.015580 0.017839 \n",
"Note_Debt -0.013935 0.021930 \n",
"Note_Elevator 0.002798 0.018257 \n",
"Note_Renewal -0.004571 0.004617 \n",
"Note_DistressSale -0.009151 0.010742 \n",
"Note_OverdueInherit -0.002356 0.002411 \n",
"Note_DeformedLand -0.007322 0.006492 \n",
"Non_City_Land_Usage -0.005982 0.007780 \n",
"Parking_Space_Types 1.000000 -0.239078 \n",
"Building_Types -0.239078 1.000000 \n",
"Unit_Price_Ping 0.013202 -0.003847 \n",
"Transfer_Total_Ping 0.014218 0.016649 \n",
"Month_raw 0.001938 -0.038450 \n",
"CPI -0.000345 -0.024501 \n",
"CPI_rate -0.008677 0.008619 \n",
"unemployment rate 0.000388 -0.026052 \n",
"Pain_index_3month -0.008303 0.003730 \n",
"ppen_price -0.005669 -0.034785 \n",
"high_price -0.005043 -0.037453 \n",
"low_price -0.005013 -0.036791 \n",
"close_price -0.004842 -0.037800 \n",
"qmatch -0.005754 -0.036383 \n",
"amt_millon -0.004439 -0.036583 \n",
"return_rate_month 0.003871 -0.018449 \n",
"Turnover_rate_month -0.005784 -0.036203 \n",
"outstanding_share_thousand 0.000643 -0.036710 \n",
"Capitalization_million -0.004583 -0.037841 \n",
"excess total _ million_usdollars 0.001225 -0.020900 \n",
"import_price_index_usdollars -0.006630 -0.000662 \n",
"export_price_index_usdollars -0.009359 0.001176 \n",
"export_million_usdollars -0.005845 -0.030460 \n",
"import_million_usdollars -0.006128 -0.023279 \n",
"survival_mobility_rate -0.002187 0.057057 \n",
"live_deposit_mobility_interest_rate -0.002187 0.057057 \n",
"CCI_3month -0.001280 0.045907 \n",
"construction_engineering_index -0.003502 -0.031575 \n",
"\n",
" Unit_Price_Ping Transfer_Total_Ping \\\n",
"Place_id -0.060157 0.008455 \n",
"Type 0.010534 0.039521 \n",
"area_m2 0.015150 0.374815 \n",
"area_ping 0.015149 0.374815 \n",
"Month 0.013370 -0.000102 \n",
"Finish_Month 0.003550 0.056409 \n",
"house_age -0.002246 -0.055942 \n",
"room -0.021341 0.110880 \n",
"hall -0.016770 0.031287 \n",
"bathroom -0.016882 0.117869 \n",
"compartment -0.025614 -0.111327 \n",
"manager 0.014349 -0.019240 \n",
"Total_price 0.109276 0.731032 \n",
"parking_price 0.034612 0.106593 \n",
"main_area -0.003051 0.901636 \n",
"ancillary_building_area 0.000943 0.253065 \n",
"balcony_area 0.000362 0.244220 \n",
"trading_floors_count 0.017434 0.028426 \n",
"building_total_floors 0.026537 0.006395 \n",
"min_floors_height 0.020850 -0.011498 \n",
"including_basement -0.001700 0.090696 \n",
"including_arcade 0.005405 0.010574 \n",
"City_Land_Usage 0.026463 -0.002004 \n",
"Parking_Area 0.016307 0.182790 \n",
"Elevator 0.014611 -0.018566 \n",
"Main_Usage_Walk 0.000062 0.005749 \n",
"Main_Usage_Living -0.007653 -0.068245 \n",
"Main_Usage_Selling 0.002400 0.011172 \n",
"Main_Usage_Manufacturing 0.002166 0.100022 \n",
"Main_Usage_Business 0.009883 0.017708 \n",
"Main_Usage_Parking -0.001536 0.022300 \n",
"Main_Usage_SnE -0.000087 0.007834 \n",
"Main_Usage_Farm 0.006709 0.013904 \n",
"Building_Material_S 0.026521 0.045750 \n",
"Building_Material_R -0.010770 -0.022842 \n",
"Building_Material_C -0.010585 -0.022031 \n",
"Building_Material_steel 0.005477 0.032844 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.002989 -0.032148 \n",
"Building_Material_W 0.000751 -0.001402 \n",
"Building_Material_iron 0.001234 0.001775 \n",
"Building_Material_tile 0.000508 0.002759 \n",
"Building_Material_clay 0.000135 0.004651 \n",
"Building_Material_RC_reinforce -0.000084 -0.000404 \n",
"Non_City_Land_Code -0.023549 0.039484 \n",
"Transaction_Land -0.002814 0.042547 \n",
"Transaction_Building 0.001251 0.195082 \n",
"Transaction_Parking 0.017185 0.097336 \n",
"Note_Null -0.018126 0.009511 \n",
"Note_Additions 0.025762 -0.009369 \n",
"Note_Presold 0.003317 -0.008255 \n",
"Note_Relationships -0.010297 -0.017458 \n",
"Note_Balcony 0.013905 -0.015005 \n",
"Note_PublicUtilities 0.000414 0.010954 \n",
"Note_PartRegister 0.000480 -0.002756 \n",
"Note_Negotiate 0.003360 0.001502 \n",
"Note_Parking 0.004528 0.018472 \n",
"Note_OnlyParking -0.000187 0.000892 \n",
"Note_Gov -0.000720 -0.000918 \n",
"Note_Overbuild 0.002795 -0.004048 \n",
"Note_Decoration 0.002524 -0.000388 \n",
"Note_Furniture 0.000798 -0.000293 \n",
"Note_Layer 0.011150 -0.010857 \n",
"Note_BuildWithLandholder -0.000661 0.003323 \n",
"Note_BlankHouse 0.009468 0.020869 \n",
"Note_Defect -0.002173 0.000234 \n",
"Note_Debt -0.001023 0.001885 \n",
"Note_Elevator -0.000837 0.008205 \n",
"Note_Renewal 0.003458 0.000593 \n",
"Note_DistressSale -0.001632 -0.001579 \n",
"Note_OverdueInherit 0.000055 -0.000963 \n",
"Note_DeformedLand 0.000103 -0.000774 \n",
"Non_City_Land_Usage -0.000881 -0.000604 \n",
"Parking_Space_Types 0.013202 0.014218 \n",
"Building_Types -0.003847 0.016649 \n",
"Unit_Price_Ping 1.000000 0.000162 \n",
"Transfer_Total_Ping 0.000162 1.000000 \n",
"Month_raw 0.013345 -0.000106 \n",
"CPI 0.011312 -0.000749 \n",
"CPI_rate 0.002716 -0.002058 \n",
"unemployment rate 0.005201 0.000319 \n",
"Pain_index_3month 0.003557 -0.001963 \n",
"ppen_price 0.013156 0.000398 \n",
"high_price 0.013424 0.000661 \n",
"low_price 0.013221 0.000565 \n",
"close_price 0.013419 0.000748 \n",
"qmatch 0.011141 0.002063 \n",
"amt_millon 0.011790 0.001099 \n",
"return_rate_month 0.002756 0.001530 \n",
"Turnover_rate_month 0.010986 0.002123 \n",
"outstanding_share_thousand 0.013229 0.000079 \n",
"Capitalization_million 0.013493 0.000653 \n",
"excess total _ million_usdollars 0.000459 0.002431 \n",
"import_price_index_usdollars 0.005364 -0.001623 \n",
"export_price_index_usdollars 0.003158 -0.001183 \n",
"export_million_usdollars 0.012173 0.001679 \n",
"import_million_usdollars 0.011841 0.000920 \n",
"survival_mobility_rate -0.012968 -0.001885 \n",
"live_deposit_mobility_interest_rate -0.012968 -0.001885 \n",
"CCI_3month -0.008768 -0.002036 \n",
"construction_engineering_index 0.013059 -0.000312 \n",
"\n",
" Month_raw CPI CPI_rate \\\n",
"Place_id -0.000920 0.003045 0.007902 \n",
"Type -0.022787 -0.020799 -0.015301 \n",
"area_m2 0.003128 0.003194 0.001165 \n",
"area_ping 0.003130 0.003195 0.001165 \n",
"Month 0.986734 0.797582 0.074705 \n",
"Finish_Month -0.024037 -0.025537 -0.031639 \n",
"house_age 0.114059 0.102344 0.038144 \n",
"room 0.001678 -0.000507 0.000811 \n",
"hall -0.003216 -0.005877 -0.005754 \n",
"bathroom 0.012745 0.008791 0.000595 \n",
"compartment -0.004213 -0.004106 0.000862 \n",
"manager 0.009058 0.005750 -0.004834 \n",
"Total_price 0.020037 0.017327 0.002737 \n",
"parking_price -0.021129 -0.019641 -0.019978 \n",
"main_area 0.006027 0.003740 -0.001109 \n",
"ancillary_building_area 0.069412 0.038704 -0.020604 \n",
"balcony_area -0.064795 -0.038368 0.018117 \n",
"trading_floors_count -0.020836 -0.014278 -0.000080 \n",
"building_total_floors -0.021296 -0.019691 -0.011723 \n",
"min_floors_height -0.013534 -0.014049 -0.012561 \n",
"including_basement -0.000011 0.001435 0.002404 \n",
"including_arcade -0.008587 -0.005350 0.003235 \n",
"City_Land_Usage 0.409273 0.271003 0.002830 \n",
"Parking_Area -0.018002 -0.016296 -0.012930 \n",
"Elevator 0.047275 0.032943 -0.006484 \n",
"Main_Usage_Walk 0.035403 0.022536 0.008123 \n",
"Main_Usage_Living 0.220736 0.186620 0.053149 \n",
"Main_Usage_Selling 0.053461 0.033487 0.016505 \n",
"Main_Usage_Manufacturing 0.028202 0.022328 0.009531 \n",
"Main_Usage_Business 0.056091 0.052177 0.022728 \n",
"Main_Usage_Parking 0.085791 0.052282 0.014473 \n",
"Main_Usage_SnE 0.009456 0.006310 0.003453 \n",
"Main_Usage_Farm 0.010107 0.008662 0.004577 \n",
"Building_Material_S 0.035766 0.033719 0.021946 \n",
"Building_Material_R 0.058583 0.055591 0.030036 \n",
"Building_Material_C 0.058824 0.055778 0.030170 \n",
"Building_Material_steel -0.000360 -0.000987 0.000012 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B 0.008248 0.009170 0.009346 \n",
"Building_Material_W 0.002453 0.003700 0.002480 \n",
"Building_Material_iron 0.020894 0.020492 0.014177 \n",
"Building_Material_tile 0.007166 0.007711 0.005292 \n",
"Building_Material_clay 0.016278 0.016459 0.010615 \n",
"Building_Material_RC_reinforce 0.003578 0.002532 0.001125 \n",
"Non_City_Land_Code 0.019170 0.013988 0.000018 \n",
"Transaction_Land 0.008282 0.005531 -0.002258 \n",
"Transaction_Building -0.019021 -0.014095 0.001051 \n",
"Transaction_Parking -0.016926 -0.016917 -0.013590 \n",
"Note_Null -0.118295 -0.098243 0.003237 \n",
"Note_Additions 0.065100 0.057651 0.012311 \n",
"Note_Presold 0.031766 0.014256 -0.054985 \n",
"Note_Relationships 0.006295 0.011505 0.011118 \n",
"Note_Balcony 0.179719 0.139081 0.020520 \n",
"Note_PublicUtilities 0.011733 0.009880 0.000537 \n",
"Note_PartRegister -0.042754 -0.032637 -0.028443 \n",
"Note_Negotiate 0.000445 -0.001295 -0.001310 \n",
"Note_Parking -0.005309 0.000579 0.007626 \n",
"Note_OnlyParking 0.004869 0.002025 -0.001681 \n",
"Note_Gov -0.001710 -0.003746 0.008030 \n",
"Note_Overbuild 0.124134 0.098393 0.017981 \n",
"Note_Decoration 0.029528 0.017360 -0.007534 \n",
"Note_Furniture 0.064651 0.062883 0.022745 \n",
"Note_Layer 0.078553 0.063124 0.011413 \n",
"Note_BuildWithLandholder -0.016804 -0.007837 0.001778 \n",
"Note_BlankHouse 0.017014 0.012581 -0.001144 \n",
"Note_Defect 0.007605 0.010074 0.005717 \n",
"Note_Debt -0.015799 -0.010856 -0.001925 \n",
"Note_Elevator -0.017737 -0.012515 0.000267 \n",
"Note_Renewal 0.006399 0.002738 -0.004334 \n",
"Note_DistressSale -0.002168 -0.001418 -0.000437 \n",
"Note_OverdueInherit 0.003613 0.003928 0.001951 \n",
"Note_DeformedLand -0.000881 0.000712 0.000913 \n",
"Non_City_Land_Usage 0.003353 0.001250 -0.001587 \n",
"Parking_Space_Types 0.001938 -0.000345 -0.008677 \n",
"Building_Types -0.038450 -0.024501 0.008619 \n",
"Unit_Price_Ping 0.013345 0.011312 0.002716 \n",
"Transfer_Total_Ping -0.000106 -0.000749 -0.002058 \n",
"Month_raw 1.000000 0.804649 0.077131 \n",
"CPI 0.804649 1.000000 0.465611 \n",
"CPI_rate 0.077131 0.465611 1.000000 \n",
"unemployment rate 0.427865 0.330919 0.031406 \n",
"Pain_index_3month 0.152241 0.516623 0.979706 \n",
"ppen_price 0.784120 0.817302 0.501816 \n",
"high_price 0.818797 0.807935 0.438677 \n",
"low_price 0.771816 0.798970 0.465426 \n",
"close_price 0.799490 0.796430 0.442414 \n",
"qmatch 0.664408 0.536341 0.236635 \n",
"amt_millon 0.736495 0.673730 0.331288 \n",
"return_rate_month 0.148753 -0.015853 -0.238423 \n",
"Turnover_rate_month 0.652894 0.523164 0.230973 \n",
"outstanding_share_thousand 0.877600 0.774971 0.191329 \n",
"Capitalization_million 0.811473 0.800353 0.432550 \n",
"excess total _ million_usdollars -0.051462 -0.007865 -0.153889 \n",
"import_price_index_usdollars 0.277526 0.664723 0.837988 \n",
"export_price_index_usdollars 0.037914 0.414099 0.835173 \n",
"export_million_usdollars 0.655753 0.767631 0.442754 \n",
"import_million_usdollars 0.658359 0.759110 0.483708 \n",
"survival_mobility_rate -0.803269 -0.549200 0.045544 \n",
"live_deposit_mobility_interest_rate -0.803269 -0.549200 0.045544 \n",
"CCI_3month -0.549731 -0.230317 0.313617 \n",
"construction_engineering_index 0.876249 0.898561 0.409502 \n",
"\n",
" unemployment rate Pain_index_3month \\\n",
"Place_id 0.002629 0.008233 \n",
"Type -0.013570 -0.017255 \n",
"area_m2 0.001973 0.001490 \n",
"area_ping 0.001973 0.001489 \n",
"Month 0.407914 0.145510 \n",
"Finish_Month -0.016445 -0.033505 \n",
"house_age 0.056821 0.047226 \n",
"room 0.001826 0.000969 \n",
"hall -0.001970 -0.005967 \n",
"bathroom 0.007490 0.001808 \n",
"compartment -0.000286 0.000837 \n",
"manager 0.010578 -0.002521 \n",
"Total_price 0.010207 0.004497 \n",
"parking_price -0.017364 -0.022572 \n",
"main_area 0.003956 -0.000392 \n",
"ancillary_building_area 0.038775 -0.012391 \n",
"balcony_area -0.032419 0.011223 \n",
"trading_floors_count -0.012176 -0.002105 \n",
"building_total_floors -0.009297 -0.012967 \n",
"min_floors_height -0.007004 -0.013374 \n",
"including_basement -0.000663 0.002202 \n",
"including_arcade -0.005691 0.002103 \n",
"City_Land_Usage 0.268444 0.049922 \n",
"Parking_Area -0.012742 -0.014872 \n",
"Elevator 0.032226 -0.000357 \n",
"Main_Usage_Walk 0.013921 0.010026 \n",
"Main_Usage_Living 0.129960 0.075411 \n",
"Main_Usage_Selling 0.024145 0.019804 \n",
"Main_Usage_Manufacturing 0.013317 0.011450 \n",
"Main_Usage_Business 0.035246 0.028547 \n",
"Main_Usage_Parking 0.030715 0.018695 \n",
"Main_Usage_SnE 0.006100 0.004417 \n",
"Main_Usage_Farm 0.007711 0.005855 \n",
"Building_Material_S 0.022351 0.025288 \n",
"Building_Material_R 0.036852 0.035978 \n",
"Building_Material_C 0.036991 0.036135 \n",
"Building_Material_steel -0.000354 -0.000082 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B 0.003528 0.009595 \n",
"Building_Material_W 0.001201 0.002646 \n",
"Building_Material_iron 0.010381 0.015603 \n",
"Building_Material_tile 0.003153 0.005691 \n",
"Building_Material_clay 0.011314 0.012366 \n",
"Building_Material_RC_reinforce -0.001008 0.000804 \n",
"Non_City_Land_Code 0.010613 0.001948 \n",
"Transaction_Land 0.000456 -0.002170 \n",
"Transaction_Building -0.010453 -0.000871 \n",
"Transaction_Parking -0.008573 -0.014722 \n",
"Note_Null -0.051097 -0.006159 \n",
"Note_Additions 0.028501 0.017172 \n",
"Note_Presold -0.004214 -0.053918 \n",
"Note_Relationships -0.005310 0.009651 \n",
"Note_Balcony 0.119288 0.041552 \n",
"Note_PublicUtilities 0.004326 0.001305 \n",
"Note_PartRegister -0.047991 -0.036384 \n",
"Note_Negotiate -0.001624 -0.001584 \n",
"Note_Parking -0.001595 0.007109 \n",
"Note_OnlyParking 0.003482 -0.001040 \n",
"Note_Gov 0.040939 0.015975 \n",
"Note_Overbuild 0.081916 0.032283 \n",
"Note_Decoration 0.019695 -0.003933 \n",
"Note_Furniture 0.036376 0.028765 \n",
"Note_Layer 0.050875 0.020340 \n",
"Note_BuildWithLandholder -0.016467 -0.001209 \n",
"Note_BlankHouse 0.010820 0.000912 \n",
"Note_Defect 0.001986 0.005943 \n",
"Note_Debt -0.011408 -0.003896 \n",
"Note_Elevator -0.010135 -0.001543 \n",
"Note_Renewal 0.002409 -0.003863 \n",
"Note_DistressSale -0.003254 -0.001019 \n",
"Note_OverdueInherit 0.004294 0.002768 \n",
"Note_DeformedLand -0.001960 0.000534 \n",
"Non_City_Land_Usage 0.003353 -0.000897 \n",
"Parking_Space_Types 0.000388 -0.008303 \n",
"Building_Types -0.026052 0.003730 \n",
"Unit_Price_Ping 0.005201 0.003557 \n",
"Transfer_Total_Ping 0.000319 -0.001963 \n",
"Month_raw 0.427865 0.152241 \n",
"CPI 0.330919 0.516623 \n",
"CPI_rate 0.031406 0.979706 \n",
"unemployment rate 1.000000 0.229792 \n",
"Pain_index_3month 0.229792 1.000000 \n",
"ppen_price 0.489740 0.577451 \n",
"high_price 0.482322 0.513521 \n",
"low_price 0.467969 0.538136 \n",
"close_price 0.490624 0.519739 \n",
"qmatch 0.534327 0.328003 \n",
"amt_millon 0.655280 0.445664 \n",
"return_rate_month 0.074793 -0.217731 \n",
"Turnover_rate_month 0.532733 0.322193 \n",
"outstanding_share_thousand 0.414699 0.260576 \n",
"Capitalization_million 0.494274 0.510894 \n",
"excess total _ million_usdollars 0.071307 -0.136579 \n",
"import_price_index_usdollars 0.112530 0.837980 \n",
"export_price_index_usdollars 0.132366 0.838408 \n",
"export_million_usdollars 0.407802 0.507839 \n",
"import_million_usdollars 0.379093 0.542558 \n",
"survival_mobility_rate -0.544754 -0.054639 \n",
"live_deposit_mobility_interest_rate -0.544754 -0.054639 \n",
"CCI_3month -0.523956 0.204404 \n",
"construction_engineering_index 0.504694 0.493512 \n",
"\n",
" ppen_price high_price low_price \\\n",
"Place_id 0.003460 0.002360 0.002915 \n",
"Type -0.031960 -0.032218 -0.031321 \n",
"area_m2 0.004280 0.004297 0.003932 \n",
"area_ping 0.004281 0.004299 0.003934 \n",
"Month 0.779981 0.815576 0.769275 \n",
"Finish_Month -0.047524 -0.047472 -0.047561 \n",
"house_age 0.120057 0.122859 0.119202 \n",
"room 0.005952 0.006322 0.006072 \n",
"hall -0.007057 -0.007010 -0.007388 \n",
"bathroom 0.014577 0.015532 0.014701 \n",
"compartment -0.002585 -0.002860 -0.002768 \n",
"manager 0.004086 0.004611 0.005001 \n",
"Total_price 0.020297 0.021086 0.020458 \n",
"parking_price -0.033938 -0.033695 -0.033469 \n",
"main_area 0.006631 0.007107 0.006804 \n",
"ancillary_building_area 0.038198 0.042301 0.037100 \n",
"balcony_area -0.034095 -0.037708 -0.032738 \n",
"trading_floors_count -0.022059 -0.023200 -0.021974 \n",
"building_total_floors -0.024499 -0.024952 -0.023486 \n",
"min_floors_height -0.020251 -0.020297 -0.019548 \n",
"including_basement 0.001182 0.000920 0.000882 \n",
"including_arcade -0.005267 -0.005866 -0.005222 \n",
"City_Land_Usage 0.392782 0.417389 0.400432 \n",
"Parking_Area -0.025127 -0.025124 -0.024697 \n",
"Elevator 0.040584 0.043362 0.042591 \n",
"Main_Usage_Walk 0.038965 0.042053 0.039715 \n",
"Main_Usage_Living 0.232468 0.239291 0.232942 \n",
"Main_Usage_Selling 0.063017 0.067531 0.064384 \n",
"Main_Usage_Manufacturing 0.034955 0.036487 0.035433 \n",
"Main_Usage_Business 0.067435 0.068249 0.067397 \n",
"Main_Usage_Parking 0.089695 0.097410 0.092209 \n",
"Main_Usage_SnE 0.011702 0.012412 0.012034 \n",
"Main_Usage_Farm 0.013085 0.013227 0.012895 \n",
"Building_Material_S 0.050244 0.050685 0.050560 \n",
"Building_Material_R 0.071211 0.072187 0.071145 \n",
"Building_Material_C 0.071486 0.072463 0.071419 \n",
"Building_Material_steel 0.000946 0.000794 0.000551 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B 0.014568 0.014497 0.014109 \n",
"Building_Material_W 0.003165 0.003397 0.003352 \n",
"Building_Material_iron 0.027832 0.027712 0.027715 \n",
"Building_Material_tile 0.009329 0.009575 0.009482 \n",
"Building_Material_clay 0.021518 0.021774 0.021506 \n",
"Building_Material_RC_reinforce 0.003960 0.004470 0.004297 \n",
"Non_City_Land_Code 0.016767 0.017460 0.016450 \n",
"Transaction_Land 0.005234 0.006042 0.005242 \n",
"Transaction_Building -0.016164 -0.016910 -0.016321 \n",
"Transaction_Parking -0.023351 -0.023305 -0.022517 \n",
"Note_Null -0.085823 -0.090734 -0.084839 \n",
"Note_Additions 0.052978 0.054630 0.050916 \n",
"Note_Presold -0.032144 -0.028151 -0.033416 \n",
"Note_Relationships 0.007950 0.007625 0.006662 \n",
"Note_Balcony 0.186510 0.193989 0.190071 \n",
"Note_PublicUtilities 0.008115 0.008438 0.008094 \n",
"Note_PartRegister -0.073640 -0.074023 -0.074111 \n",
"Note_Negotiate -0.001509 -0.001677 -0.001548 \n",
"Note_Parking 0.000797 0.000105 0.000916 \n",
"Note_OnlyParking 0.002806 0.003318 0.002953 \n",
"Note_Gov 0.017693 0.015496 0.018045 \n",
"Note_Overbuild 0.131196 0.136384 0.133655 \n",
"Note_Decoration 0.026120 0.028347 0.027319 \n",
"Note_Furniture 0.072092 0.072925 0.073097 \n",
"Note_Layer 0.082448 0.085646 0.083763 \n",
"Note_BuildWithLandholder -0.021295 -0.022484 -0.022713 \n",
"Note_BlankHouse 0.014884 0.015557 0.015003 \n",
"Note_Defect 0.008046 0.007848 0.007760 \n",
"Note_Debt -0.017477 -0.018311 -0.017774 \n",
"Note_Elevator -0.016058 -0.017020 -0.016623 \n",
"Note_Renewal 0.003796 0.004792 0.004327 \n",
"Note_DistressSale -0.003765 -0.003807 -0.003659 \n",
"Note_OverdueInherit 0.004312 0.004481 0.004655 \n",
"Note_DeformedLand -0.002023 -0.002206 -0.002653 \n",
"Non_City_Land_Usage 0.002772 0.002776 0.003048 \n",
"Parking_Space_Types -0.005669 -0.005043 -0.005013 \n",
"Building_Types -0.034785 -0.037453 -0.036791 \n",
"Unit_Price_Ping 0.013156 0.013424 0.013221 \n",
"Transfer_Total_Ping 0.000398 0.000661 0.000565 \n",
"Month_raw 0.784120 0.818797 0.771816 \n",
"CPI 0.817302 0.807935 0.798970 \n",
"CPI_rate 0.501816 0.438677 0.465426 \n",
"unemployment rate 0.489740 0.482322 0.467969 \n",
"Pain_index_3month 0.577451 0.513521 0.538136 \n",
"ppen_price 1.000000 0.989521 0.980728 \n",
"high_price 0.989521 1.000000 0.983582 \n",
"low_price 0.980728 0.983582 1.000000 \n",
"close_price 0.980593 0.992195 0.990992 \n",
"qmatch 0.835819 0.853331 0.818108 \n",
"amt_millon 0.909376 0.914953 0.887584 \n",
"return_rate_month 0.005778 0.111476 0.154138 \n",
"Turnover_rate_month 0.826910 0.844513 0.808701 \n",
"outstanding_share_thousand 0.820833 0.844199 0.828102 \n",
"Capitalization_million 0.979252 0.991499 0.989787 \n",
"excess total _ million_usdollars 0.067722 0.065737 0.104065 \n",
"import_price_index_usdollars 0.651167 0.590940 0.620970 \n",
"export_price_index_usdollars 0.556353 0.490206 0.530477 \n",
"export_million_usdollars 0.885666 0.864673 0.867313 \n",
"import_million_usdollars 0.849132 0.828260 0.819593 \n",
"survival_mobility_rate -0.738930 -0.789649 -0.761920 \n",
"live_deposit_mobility_interest_rate -0.738930 -0.789649 -0.761920 \n",
"CCI_3month -0.410712 -0.462743 -0.436115 \n",
"construction_engineering_index 0.942223 0.938984 0.922836 \n",
"\n",
" close_price qmatch amt_millon \\\n",
"Place_id 0.002765 0.002728 0.003146 \n",
"Type -0.031683 -0.029222 -0.028748 \n",
"area_m2 0.004096 0.004686 0.004335 \n",
"area_ping 0.004098 0.004688 0.004337 \n",
"Month 0.798039 0.673561 0.733812 \n",
"Finish_Month -0.047390 -0.042190 -0.041439 \n",
"house_age 0.121270 0.103684 0.109632 \n",
"room 0.006358 0.007532 0.005416 \n",
"hall -0.007234 -0.005215 -0.005405 \n",
"bathroom 0.015424 0.015788 0.014113 \n",
"compartment -0.003017 -0.000951 -0.000847 \n",
"manager 0.005060 0.003757 0.006468 \n",
"Total_price 0.021025 0.018801 0.019222 \n",
"parking_price -0.033610 -0.029472 -0.030741 \n",
"main_area 0.007097 0.007765 0.006829 \n",
"ancillary_building_area 0.042686 0.061402 0.052522 \n",
"balcony_area -0.037448 -0.052048 -0.045396 \n",
"trading_floors_count -0.022758 -0.023346 -0.021543 \n",
"building_total_floors -0.024180 -0.022846 -0.022049 \n",
"min_floors_height -0.019906 -0.018628 -0.017671 \n",
"including_basement 0.000900 0.000481 0.000335 \n",
"including_arcade -0.005585 -0.005395 -0.006114 \n",
"City_Land_Usage 0.417957 0.418654 0.407212 \n",
"Parking_Area -0.024870 -0.021763 -0.022379 \n",
"Elevator 0.043623 0.039813 0.042589 \n",
"Main_Usage_Walk 0.042095 0.047288 0.040252 \n",
"Main_Usage_Living 0.237066 0.212166 0.222185 \n",
"Main_Usage_Selling 0.067707 0.076424 0.065241 \n",
"Main_Usage_Manufacturing 0.036578 0.037624 0.034215 \n",
"Main_Usage_Business 0.067765 0.058052 0.062114 \n",
"Main_Usage_Parking 0.097591 0.108403 0.092252 \n",
"Main_Usage_SnE 0.012510 0.014080 0.012421 \n",
"Main_Usage_Farm 0.013224 0.012766 0.012711 \n",
"Building_Material_S 0.050927 0.044977 0.045233 \n",
"Building_Material_R 0.072004 0.060975 0.065762 \n",
"Building_Material_C 0.072294 0.061182 0.066001 \n",
"Building_Material_steel 0.000555 0.002391 0.001839 \n",
"Building_Material_stone NaN NaN NaN \n",
"Building_Material_B 0.014135 0.013457 0.012695 \n",
"Building_Material_W 0.003238 0.002089 0.003039 \n",
"Building_Material_iron 0.027611 0.022740 0.024523 \n",
"Building_Material_tile 0.009557 0.007018 0.007783 \n",
"Building_Material_clay 0.021534 0.017797 0.020033 \n",
"Building_Material_RC_reinforce 0.004504 0.004088 0.003208 \n",
"Non_City_Land_Code 0.017147 0.016875 0.016445 \n",
"Transaction_Land 0.005642 0.005663 0.004835 \n",
"Transaction_Building -0.016764 -0.015555 -0.016055 \n",
"Transaction_Parking -0.022666 -0.019541 -0.020068 \n",
"Note_Null -0.088242 -0.073990 -0.082872 \n",
"Note_Additions 0.052831 0.042950 0.048989 \n",
"Note_Presold -0.030219 -0.027084 -0.023730 \n",
"Note_Relationships 0.006857 0.004713 0.005068 \n",
"Note_Balcony 0.193568 0.177721 0.182717 \n",
"Note_PublicUtilities 0.008373 0.006968 0.008169 \n",
"Note_PartRegister -0.074480 -0.071343 -0.070037 \n",
"Note_Negotiate -0.001640 -0.001046 -0.000900 \n",
"Note_Parking 0.000312 -0.000150 0.000355 \n",
"Note_OnlyParking 0.003307 0.003291 0.003338 \n",
"Note_Gov 0.016929 0.019859 0.025665 \n",
"Note_Overbuild 0.136194 0.125531 0.128307 \n",
"Note_Decoration 0.028170 0.026950 0.026623 \n",
"Note_Furniture 0.072649 0.054256 0.062171 \n",
"Note_Layer 0.085266 0.077557 0.080157 \n",
"Note_BuildWithLandholder -0.023016 -0.022015 -0.020810 \n",
"Note_BlankHouse 0.015565 0.013938 0.014506 \n",
"Note_Defect 0.007681 0.004566 0.005951 \n",
"Note_Debt -0.018261 -0.017575 -0.017400 \n",
"Note_Elevator -0.017129 -0.015960 -0.016312 \n",
"Note_Renewal 0.004584 0.005836 0.004693 \n",
"Note_DistressSale -0.003824 -0.004703 -0.004336 \n",
"Note_OverdueInherit 0.004602 0.003708 0.004335 \n",
"Note_DeformedLand -0.002435 -0.002543 -0.002439 \n",
"Non_City_Land_Usage 0.002886 0.002740 0.002724 \n",
"Parking_Space_Types -0.004842 -0.005754 -0.004439 \n",
"Building_Types -0.037800 -0.036383 -0.036583 \n",
"Unit_Price_Ping 0.013419 0.011141 0.011790 \n",
"Transfer_Total_Ping 0.000748 0.002063 0.001099 \n",
"Month_raw 0.799490 0.664408 0.736495 \n",
"CPI 0.796430 0.536341 0.673730 \n",
"CPI_rate 0.442414 0.236635 0.331288 \n",
"unemployment rate 0.490624 0.534327 0.655280 \n",
"Pain_index_3month 0.519739 0.328003 0.445664 \n",
"ppen_price 0.980593 0.835819 0.909376 \n",
"high_price 0.992195 0.853331 0.914953 \n",
"low_price 0.990992 0.818108 0.887584 \n",
"close_price 1.000000 0.850478 0.907686 \n",
"qmatch 0.850478 1.000000 0.945877 \n",
"amt_millon 0.907686 0.945877 1.000000 \n",
"return_rate_month 0.198286 0.148634 0.091453 \n",
"Turnover_rate_month 0.841460 0.999774 0.942053 \n",
"outstanding_share_thousand 0.844364 0.674562 0.736674 \n",
"Capitalization_million 0.999256 0.847187 0.906431 \n",
"excess total _ million_usdollars 0.062804 0.148582 0.078345 \n",
"import_price_index_usdollars 0.592274 0.371519 0.499605 \n",
"export_price_index_usdollars 0.499658 0.341276 0.438186 \n",
"export_million_usdollars 0.860387 0.756323 0.824854 \n",
"import_million_usdollars 0.825231 0.696444 0.786084 \n",
"survival_mobility_rate -0.792390 -0.750202 -0.757855 \n",
"live_deposit_mobility_interest_rate -0.792390 -0.750202 -0.757855 \n",
"CCI_3month -0.463572 -0.504446 -0.483854 \n",
"construction_engineering_index 0.930775 0.746298 0.859772 \n",
"\n",
" return_rate_month Turnover_rate_month \\\n",
"Place_id -0.003031 0.002698 \n",
"Type -0.001043 -0.028930 \n",
"area_m2 -0.000606 0.004699 \n",
"area_ping -0.000604 0.004701 \n",
"Month 0.161314 0.662071 \n",
"Finish_Month -0.003920 -0.041807 \n",
"house_age 0.017374 0.102252 \n",
"room 0.002330 0.007567 \n",
"hall -0.001467 -0.005109 \n",
"bathroom 0.005037 0.015729 \n",
"compartment -0.002060 -0.000835 \n",
"manager 0.006169 0.003694 \n",
"Total_price 0.005463 0.018624 \n",
"parking_price -0.001962 -0.029168 \n",
"main_area 0.002585 0.007734 \n",
"ancillary_building_area 0.023991 0.061342 \n",
"balcony_area -0.017839 -0.051852 \n",
"trading_floors_count -0.004759 -0.023236 \n",
"building_total_floors 0.000074 -0.022576 \n",
"min_floors_height 0.000146 -0.018443 \n",
"including_basement -0.001509 0.000443 \n",
"including_arcade -0.002051 -0.005368 \n",
"City_Land_Usage 0.157728 0.417080 \n",
"Parking_Area -0.001295 -0.021490 \n",
"Elevator 0.019563 0.039444 \n",
"Main_Usage_Walk 0.017068 0.047351 \n",
"Main_Usage_Living 0.045845 0.210068 \n",
"Main_Usage_Selling 0.025576 0.076592 \n",
"Main_Usage_Manufacturing 0.010512 0.037531 \n",
"Main_Usage_Business 0.008701 0.057360 \n",
"Main_Usage_Parking 0.042703 0.108506 \n",
"Main_Usage_SnE 0.004408 0.014107 \n",
"Main_Usage_Farm 0.001898 0.012706 \n",
"Building_Material_S 0.008416 0.044611 \n",
"Building_Material_R 0.011018 0.060334 \n",
"Building_Material_C 0.011145 0.060537 \n",
"Building_Material_steel -0.001922 0.002445 \n",
"Building_Material_stone NaN NaN \n",
"Building_Material_B -0.001232 0.013379 \n",
"Building_Material_W 0.000853 0.002008 \n",
"Building_Material_iron 0.002274 0.022493 \n",
"Building_Material_tile 0.001914 0.006902 \n",
"Building_Material_clay 0.002314 0.017613 \n",
"Building_Material_RC_reinforce 0.002638 0.004078 \n",
"Non_City_Land_Code 0.002794 0.016758 \n",
"Transaction_Land 0.002057 0.005620 \n",
"Transaction_Building -0.004588 -0.015389 \n",
"Transaction_Parking 0.001610 -0.019278 \n",
"Note_Null -0.019843 -0.072677 \n",
"Note_Additions 0.004985 0.042111 \n",
"Note_Presold 0.005221 -0.027263 \n",
"Note_Relationships -0.005302 0.004578 \n",
"Note_Balcony 0.052690 0.176057 \n",
"Note_PublicUtilities 0.001769 0.006834 \n",
"Note_PartRegister -0.012402 -0.070973 \n",
"Note_Negotiate -0.000958 -0.001029 \n",
"Note_Parking -0.002141 -0.000139 \n",
"Note_OnlyParking 0.002878 0.003246 \n",
"Note_Gov -0.001891 0.020028 \n",
"Note_Overbuild 0.037132 0.124374 \n",
"Note_Decoration 0.012225 0.026729 \n",
"Note_Furniture 0.010453 0.053130 \n",
"Note_Layer 0.021842 0.076797 \n",
"Note_BuildWithLandholder -0.010728 -0.021781 \n",
"Note_BlankHouse 0.004328 0.013767 \n",
"Note_Defect -0.001235 0.004412 \n",
"Note_Debt -0.005314 -0.017459 \n",
"Note_Elevator -0.006751 -0.015791 \n",
"Note_Renewal 0.003684 0.005826 \n",
"Note_DistressSale -0.000810 -0.004718 \n",
"Note_OverdueInherit 0.001462 0.003632 \n",
"Note_DeformedLand -0.002378 -0.002550 \n",
"Non_City_Land_Usage 0.000740 0.002712 \n",
"Parking_Space_Types 0.003871 -0.005784 \n",
"Building_Types -0.018449 -0.036203 \n",
"Unit_Price_Ping 0.002756 0.010986 \n",
"Transfer_Total_Ping 0.001530 0.002123 \n",
"Month_raw 0.148753 0.652894 \n",
"CPI -0.015853 0.523164 \n",
"CPI_rate -0.238423 0.230973 \n",
"unemployment rate 0.074793 0.532733 \n",
"Pain_index_3month -0.217731 0.322193 \n",
"ppen_price 0.005778 0.826910 \n",
"high_price 0.111476 0.844513 \n",
"low_price 0.154138 0.808701 \n",
"close_price 0.198286 0.841460 \n",
"qmatch 0.148634 0.999774 \n",
"amt_millon 0.091453 0.942053 \n",
"return_rate_month 1.000000 0.146769 \n",
"Turnover_rate_month 0.146769 1.000000 \n",
"outstanding_share_thousand 0.202197 0.660071 \n",
"Capitalization_million 0.201575 0.837703 \n",
"excess total _ million_usdollars -0.024334 0.150621 \n",
"import_price_index_usdollars -0.213641 0.364915 \n",
"export_price_index_usdollars -0.206319 0.337685 \n",
"export_million_usdollars -0.038660 0.748524 \n",
"import_million_usdollars -0.033598 0.688147 \n",
"survival_mobility_rate -0.344094 -0.743336 \n",
"live_deposit_mobility_interest_rate -0.344094 -0.743336 \n",
"CCI_3month -0.283712 -0.500837 \n",
"construction_engineering_index 0.045730 0.734406 \n",
"\n",
" outstanding_share_thousand \\\n",
"Place_id -0.000909 \n",
"Type -0.025098 \n",
"area_m2 0.002652 \n",
"area_ping 0.002656 \n",
"Month 0.883118 \n",
"Finish_Month -0.033321 \n",
"house_age 0.114154 \n",
"room 0.003251 \n",
"hall -0.006536 \n",
"bathroom 0.013108 \n",
"compartment -0.005701 \n",
"manager 0.007450 \n",
"Total_price 0.019920 \n",
"parking_price -0.024559 \n",
"main_area 0.006977 \n",
"ancillary_building_area 0.046902 \n",
"balcony_area -0.044937 \n",
"trading_floors_count -0.020350 \n",
"building_total_floors -0.021692 \n",
"min_floors_height -0.015855 \n",
"including_basement 0.000893 \n",
"including_arcade -0.006411 \n",
"City_Land_Usage 0.364433 \n",
"Parking_Area -0.020870 \n",
"Elevator 0.044712 \n",
"Main_Usage_Walk 0.029898 \n",
"Main_Usage_Living 0.215795 \n",
"Main_Usage_Selling 0.045312 \n",
"Main_Usage_Manufacturing 0.028007 \n",
"Main_Usage_Business 0.059899 \n",
"Main_Usage_Parking 0.071157 \n",
"Main_Usage_SnE 0.008117 \n",
"Main_Usage_Farm 0.009977 \n",
"Building_Material_S 0.041004 \n",
"Building_Material_R 0.058970 \n",
"Building_Material_C 0.059216 \n",
"Building_Material_steel -0.000492 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.009579 \n",
"Building_Material_W 0.003111 \n",
"Building_Material_iron 0.021866 \n",
"Building_Material_tile 0.007931 \n",
"Building_Material_clay 0.016750 \n",
"Building_Material_RC_reinforce 0.003335 \n",
"Non_City_Land_Code 0.015717 \n",
"Transaction_Land 0.006502 \n",
"Transaction_Building -0.017457 \n",
"Transaction_Parking -0.017820 \n",
"Note_Null -0.101225 \n",
"Note_Additions 0.057818 \n",
"Note_Presold 0.003758 \n",
"Note_Relationships 0.004501 \n",
"Note_Balcony 0.181491 \n",
"Note_PublicUtilities 0.009463 \n",
"Note_PartRegister -0.056105 \n",
"Note_Negotiate -0.000821 \n",
"Note_Parking -0.000566 \n",
"Note_OnlyParking 0.004913 \n",
"Note_Gov -0.003854 \n",
"Note_Overbuild 0.126391 \n",
"Note_Decoration 0.029059 \n",
"Note_Furniture 0.072450 \n",
"Note_Layer 0.079846 \n",
"Note_BuildWithLandholder -0.024054 \n",
"Note_BlankHouse 0.016189 \n",
"Note_Defect 0.006895 \n",
"Note_Debt -0.016212 \n",
"Note_Elevator -0.018192 \n",
"Note_Renewal 0.005771 \n",
"Note_DistressSale -0.002792 \n",
"Note_OverdueInherit 0.004252 \n",
"Note_DeformedLand -0.001938 \n",
"Non_City_Land_Usage 0.003113 \n",
"Parking_Space_Types 0.000643 \n",
"Building_Types -0.036710 \n",
"Unit_Price_Ping 0.013229 \n",
"Transfer_Total_Ping 0.000079 \n",
"Month_raw 0.877600 \n",
"CPI 0.774971 \n",
"CPI_rate 0.191329 \n",
"unemployment rate 0.414699 \n",
"Pain_index_3month 0.260576 \n",
"ppen_price 0.820833 \n",
"high_price 0.844199 \n",
"low_price 0.828102 \n",
"close_price 0.844364 \n",
"qmatch 0.674562 \n",
"amt_millon 0.736674 \n",
"return_rate_month 0.202197 \n",
"Turnover_rate_month 0.660071 \n",
"outstanding_share_thousand 1.000000 \n",
"Capitalization_million 0.862199 \n",
"excess total _ million_usdollars 0.099121 \n",
"import_price_index_usdollars 0.337082 \n",
"export_price_index_usdollars 0.197980 \n",
"export_million_usdollars 0.738796 \n",
"import_million_usdollars 0.694177 \n",
"survival_mobility_rate -0.788923 \n",
"live_deposit_mobility_interest_rate -0.788923 \n",
"CCI_3month -0.496923 \n",
"construction_engineering_index 0.857583 \n",
"\n",
" Capitalization_million \\\n",
"Place_id 0.002561 \n",
"Type -0.031611 \n",
"area_m2 0.004013 \n",
"area_ping 0.004015 \n",
"Month 0.810348 \n",
"Finish_Month -0.046957 \n",
"house_age 0.121824 \n",
"room 0.006188 \n",
"hall -0.007204 \n",
"bathroom 0.015353 \n",
"compartment -0.003157 \n",
"manager 0.005284 \n",
"Total_price 0.021048 \n",
"parking_price -0.033470 \n",
"main_area 0.007138 \n",
"ancillary_building_area 0.043623 \n",
"balcony_area -0.038516 \n",
"trading_floors_count -0.022708 \n",
"building_total_floors -0.024229 \n",
"min_floors_height -0.019820 \n",
"including_basement 0.000912 \n",
"including_arcade -0.005678 \n",
"City_Land_Usage 0.418105 \n",
"Parking_Area -0.024947 \n",
"Elevator 0.043953 \n",
"Main_Usage_Walk 0.041687 \n",
"Main_Usage_Living 0.237605 \n",
"Main_Usage_Selling 0.066888 \n",
"Main_Usage_Manufacturing 0.036312 \n",
"Main_Usage_Business 0.067774 \n",
"Main_Usage_Parking 0.096770 \n",
"Main_Usage_SnE 0.012355 \n",
"Main_Usage_Farm 0.013127 \n",
"Building_Material_S 0.050728 \n",
"Building_Material_R 0.071924 \n",
"Building_Material_C 0.072214 \n",
"Building_Material_steel 0.000507 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.013918 \n",
"Building_Material_W 0.003226 \n",
"Building_Material_iron 0.027490 \n",
"Building_Material_tile 0.009525 \n",
"Building_Material_clay 0.021435 \n",
"Building_Material_RC_reinforce 0.004446 \n",
"Non_City_Land_Code 0.017169 \n",
"Transaction_Land 0.005705 \n",
"Transaction_Building -0.016931 \n",
"Transaction_Parking -0.022631 \n",
"Note_Null -0.089560 \n",
"Note_Additions 0.053634 \n",
"Note_Presold -0.028603 \n",
"Note_Relationships 0.006677 \n",
"Note_Balcony 0.194203 \n",
"Note_PublicUtilities 0.008499 \n",
"Note_PartRegister -0.074114 \n",
"Note_Negotiate -0.001607 \n",
"Note_Parking 0.000253 \n",
"Note_OnlyParking 0.003404 \n",
"Note_Gov 0.016428 \n",
"Note_Overbuild 0.136539 \n",
"Note_Decoration 0.028423 \n",
"Note_Furniture 0.073151 \n",
"Note_Layer 0.085509 \n",
"Note_BuildWithLandholder -0.023434 \n",
"Note_BlankHouse 0.015705 \n",
"Note_Defect 0.007674 \n",
"Note_Debt -0.018260 \n",
"Note_Elevator -0.017328 \n",
"Note_Renewal 0.004655 \n",
"Note_DistressSale -0.003787 \n",
"Note_OverdueInherit 0.004632 \n",
"Note_DeformedLand -0.002469 \n",
"Non_City_Land_Usage 0.002935 \n",
"Parking_Space_Types -0.004583 \n",
"Building_Types -0.037841 \n",
"Unit_Price_Ping 0.013493 \n",
"Transfer_Total_Ping 0.000653 \n",
"Month_raw 0.811473 \n",
"CPI 0.800353 \n",
"CPI_rate 0.432550 \n",
"unemployment rate 0.494274 \n",
"Pain_index_3month 0.510894 \n",
"ppen_price 0.979252 \n",
"high_price 0.991499 \n",
"low_price 0.989787 \n",
"close_price 0.999256 \n",
"qmatch 0.847187 \n",
"amt_millon 0.906431 \n",
"return_rate_month 0.201575 \n",
"Turnover_rate_month 0.837703 \n",
"outstanding_share_thousand 0.862199 \n",
"Capitalization_million 1.000000 \n",
"excess total _ million_usdollars 0.060309 \n",
"import_price_index_usdollars 0.580858 \n",
"export_price_index_usdollars 0.484854 \n",
"export_million_usdollars 0.857836 \n",
"import_million_usdollars 0.823439 \n",
"survival_mobility_rate -0.797511 \n",
"live_deposit_mobility_interest_rate -0.797511 \n",
"CCI_3month -0.469668 \n",
"construction_engineering_index 0.934471 \n",
"\n",
" excess total _ million_usdollars \\\n",
"Place_id -0.004208 \n",
"Type -0.001122 \n",
"area_m2 0.000367 \n",
"area_ping 0.000369 \n",
"Month -0.044631 \n",
"Finish_Month -0.006043 \n",
"house_age 0.006685 \n",
"room 0.004931 \n",
"hall -0.001907 \n",
"bathroom 0.005951 \n",
"compartment -0.000085 \n",
"manager 0.001582 \n",
"Total_price 0.004633 \n",
"parking_price -0.000289 \n",
"main_area 0.002996 \n",
"ancillary_building_area -0.001392 \n",
"balcony_area 0.003514 \n",
"trading_floors_count -0.008933 \n",
"building_total_floors -0.001300 \n",
"min_floors_height -0.001453 \n",
"including_basement 0.000087 \n",
"including_arcade -0.002158 \n",
"City_Land_Usage 0.055412 \n",
"Parking_Area -0.000093 \n",
"Elevator 0.016501 \n",
"Main_Usage_Walk 0.003327 \n",
"Main_Usage_Living 0.038486 \n",
"Main_Usage_Selling 0.003807 \n",
"Main_Usage_Manufacturing 0.006379 \n",
"Main_Usage_Business 0.013157 \n",
"Main_Usage_Parking 0.003903 \n",
"Main_Usage_SnE 0.000419 \n",
"Main_Usage_Farm 0.001838 \n",
"Building_Material_S 0.005673 \n",
"Building_Material_R -0.002415 \n",
"Building_Material_C -0.002597 \n",
"Building_Material_steel -0.000879 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.003586 \n",
"Building_Material_W 0.000514 \n",
"Building_Material_iron -0.000137 \n",
"Building_Material_tile 0.000327 \n",
"Building_Material_clay 0.000840 \n",
"Building_Material_RC_reinforce 0.000541 \n",
"Non_City_Land_Code 0.003695 \n",
"Transaction_Land 0.000997 \n",
"Transaction_Building -0.004192 \n",
"Transaction_Parking 0.002270 \n",
"Note_Null -0.003431 \n",
"Note_Additions -0.007003 \n",
"Note_Presold -0.011005 \n",
"Note_Relationships -0.004297 \n",
"Note_Balcony 0.050643 \n",
"Note_PublicUtilities -0.002531 \n",
"Note_PartRegister -0.022853 \n",
"Note_Negotiate -0.003939 \n",
"Note_Parking 0.001898 \n",
"Note_OnlyParking 0.001900 \n",
"Note_Gov -0.016697 \n",
"Note_Overbuild 0.036921 \n",
"Note_Decoration 0.009742 \n",
"Note_Furniture 0.012415 \n",
"Note_Layer 0.022805 \n",
"Note_BuildWithLandholder -0.012057 \n",
"Note_BlankHouse 0.004882 \n",
"Note_Defect -0.001474 \n",
"Note_Debt -0.005914 \n",
"Note_Elevator -0.004604 \n",
"Note_Renewal 0.005414 \n",
"Note_DistressSale -0.000794 \n",
"Note_OverdueInherit 0.000411 \n",
"Note_DeformedLand -0.002611 \n",
"Non_City_Land_Usage 0.000373 \n",
"Parking_Space_Types 0.001225 \n",
"Building_Types -0.020900 \n",
"Unit_Price_Ping 0.000459 \n",
"Transfer_Total_Ping 0.002431 \n",
"Month_raw -0.051462 \n",
"CPI -0.007865 \n",
"CPI_rate -0.153889 \n",
"unemployment rate 0.071307 \n",
"Pain_index_3month -0.136579 \n",
"ppen_price 0.067722 \n",
"high_price 0.065737 \n",
"low_price 0.104065 \n",
"close_price 0.062804 \n",
"qmatch 0.148582 \n",
"amt_millon 0.078345 \n",
"return_rate_month -0.024334 \n",
"Turnover_rate_month 0.150621 \n",
"outstanding_share_thousand 0.099121 \n",
"Capitalization_million 0.060309 \n",
"excess total _ million_usdollars 1.000000 \n",
"import_price_index_usdollars -0.143256 \n",
"export_price_index_usdollars -0.051807 \n",
"export_million_usdollars 0.112131 \n",
"import_million_usdollars -0.195808 \n",
"survival_mobility_rate -0.206572 \n",
"live_deposit_mobility_interest_rate -0.206572 \n",
"CCI_3month -0.239395 \n",
"construction_engineering_index -0.028383 \n",
"\n",
" import_price_index_usdollars \\\n",
"Place_id 0.010889 \n",
"Type -0.016038 \n",
"area_m2 0.002148 \n",
"area_ping 0.002147 \n",
"Month 0.268326 \n",
"Finish_Month -0.029701 \n",
"house_age 0.055964 \n",
"room 0.000032 \n",
"hall -0.004219 \n",
"bathroom 0.002529 \n",
"compartment 0.002262 \n",
"manager -0.000857 \n",
"Total_price 0.006997 \n",
"parking_price -0.021002 \n",
"main_area -0.000654 \n",
"ancillary_building_area -0.007569 \n",
"balcony_area 0.006173 \n",
"trading_floors_count -0.003278 \n",
"building_total_floors -0.013324 \n",
"min_floors_height -0.012894 \n",
"including_basement 0.001388 \n",
"including_arcade 0.001446 \n",
"City_Land_Usage 0.071108 \n",
"Parking_Area -0.013393 \n",
"Elevator 0.004386 \n",
"Main_Usage_Walk 0.013373 \n",
"Main_Usage_Living 0.093089 \n",
"Main_Usage_Selling 0.024884 \n",
"Main_Usage_Manufacturing 0.013300 \n",
"Main_Usage_Business 0.033422 \n",
"Main_Usage_Parking 0.026888 \n",
"Main_Usage_SnE 0.005312 \n",
"Main_Usage_Farm 0.006344 \n",
"Building_Material_S 0.026333 \n",
"Building_Material_R 0.040475 \n",
"Building_Material_C 0.040629 \n",
"Building_Material_steel 0.000270 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.009651 \n",
"Building_Material_W 0.003080 \n",
"Building_Material_iron 0.018531 \n",
"Building_Material_tile 0.006600 \n",
"Building_Material_clay 0.014335 \n",
"Building_Material_RC_reinforce 0.001598 \n",
"Non_City_Land_Code 0.002790 \n",
"Transaction_Land -0.001081 \n",
"Transaction_Building -0.004178 \n",
"Transaction_Parking -0.014662 \n",
"Note_Null -0.024136 \n",
"Note_Additions 0.023966 \n",
"Note_Presold -0.041274 \n",
"Note_Relationships 0.012106 \n",
"Note_Balcony 0.051391 \n",
"Note_PublicUtilities 0.003822 \n",
"Note_PartRegister -0.026898 \n",
"Note_Negotiate -0.000316 \n",
"Note_Parking 0.007428 \n",
"Note_OnlyParking -0.001867 \n",
"Note_Gov 0.016354 \n",
"Note_Overbuild 0.039405 \n",
"Note_Decoration -0.003351 \n",
"Note_Furniture 0.035794 \n",
"Note_Layer 0.026032 \n",
"Note_BuildWithLandholder 0.004743 \n",
"Note_BlankHouse 0.001998 \n",
"Note_Defect 0.007782 \n",
"Note_Debt -0.003730 \n",
"Note_Elevator -0.002480 \n",
"Note_Renewal -0.003308 \n",
"Note_DistressSale -0.000647 \n",
"Note_OverdueInherit 0.002868 \n",
"Note_DeformedLand 0.001099 \n",
"Non_City_Land_Usage -0.001079 \n",
"Parking_Space_Types -0.006630 \n",
"Building_Types -0.000662 \n",
"Unit_Price_Ping 0.005364 \n",
"Transfer_Total_Ping -0.001623 \n",
"Month_raw 0.277526 \n",
"CPI 0.664723 \n",
"CPI_rate 0.837988 \n",
"unemployment rate 0.112530 \n",
"Pain_index_3month 0.837980 \n",
"ppen_price 0.651167 \n",
"high_price 0.590940 \n",
"low_price 0.620970 \n",
"close_price 0.592274 \n",
"qmatch 0.371519 \n",
"amt_millon 0.499605 \n",
"return_rate_month -0.213641 \n",
"Turnover_rate_month 0.364915 \n",
"outstanding_share_thousand 0.337082 \n",
"Capitalization_million 0.580858 \n",
"excess total _ million_usdollars -0.143256 \n",
"import_price_index_usdollars 1.000000 \n",
"export_price_index_usdollars 0.914941 \n",
"export_million_usdollars 0.634698 \n",
"import_million_usdollars 0.670296 \n",
"survival_mobility_rate -0.082399 \n",
"live_deposit_mobility_interest_rate -0.082399 \n",
"CCI_3month 0.265890 \n",
"construction_engineering_index 0.627759 \n",
"\n",
" export_price_index_usdollars \\\n",
"Place_id 0.010800 \n",
"Type -0.016758 \n",
"area_m2 0.001293 \n",
"area_ping 0.001292 \n",
"Month 0.028662 \n",
"Finish_Month -0.037576 \n",
"house_age 0.041762 \n",
"room 0.002415 \n",
"hall -0.005150 \n",
"bathroom 0.001978 \n",
"compartment 0.003139 \n",
"manager -0.002816 \n",
"Total_price 0.004111 \n",
"parking_price -0.024003 \n",
"main_area -0.000650 \n",
"ancillary_building_area -0.034576 \n",
"balcony_area 0.031857 \n",
"trading_floors_count -0.002335 \n",
"building_total_floors -0.010778 \n",
"min_floors_height -0.013063 \n",
"including_basement 0.001260 \n",
"including_arcade 0.003471 \n",
"City_Land_Usage 0.020636 \n",
"Parking_Area -0.014447 \n",
"Elevator -0.000864 \n",
"Main_Usage_Walk 0.006538 \n",
"Main_Usage_Living 0.064358 \n",
"Main_Usage_Selling 0.015915 \n",
"Main_Usage_Manufacturing 0.010788 \n",
"Main_Usage_Business 0.030255 \n",
"Main_Usage_Parking 0.009593 \n",
"Main_Usage_SnE 0.003893 \n",
"Main_Usage_Farm 0.005958 \n",
"Building_Material_S 0.026445 \n",
"Building_Material_R 0.033797 \n",
"Building_Material_C 0.033953 \n",
"Building_Material_steel 0.000960 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.010716 \n",
"Building_Material_W 0.003302 \n",
"Building_Material_iron 0.016767 \n",
"Building_Material_tile 0.005995 \n",
"Building_Material_clay 0.012850 \n",
"Building_Material_RC_reinforce 0.001005 \n",
"Non_City_Land_Code -0.000537 \n",
"Transaction_Land -0.004152 \n",
"Transaction_Building -0.001561 \n",
"Transaction_Parking -0.014165 \n",
"Note_Null 0.008156 \n",
"Note_Additions 0.007143 \n",
"Note_Presold -0.074705 \n",
"Note_Relationships 0.009081 \n",
"Note_Balcony 0.039568 \n",
"Note_PublicUtilities 0.000334 \n",
"Note_PartRegister -0.041055 \n",
"Note_Negotiate -0.001082 \n",
"Note_Parking 0.009982 \n",
"Note_OnlyParking -0.002035 \n",
"Note_Gov 0.023360 \n",
"Note_Overbuild 0.031736 \n",
"Note_Decoration -0.004626 \n",
"Note_Furniture 0.033013 \n",
"Note_Layer 0.020167 \n",
"Note_BuildWithLandholder 0.000551 \n",
"Note_BlankHouse -0.000133 \n",
"Note_Defect 0.005582 \n",
"Note_Debt -0.003872 \n",
"Note_Elevator -0.000952 \n",
"Note_Renewal -0.004074 \n",
"Note_DistressSale -0.001174 \n",
"Note_OverdueInherit 0.002647 \n",
"Note_DeformedLand 0.000031 \n",
"Non_City_Land_Usage -0.001011 \n",
"Parking_Space_Types -0.009359 \n",
"Building_Types 0.001176 \n",
"Unit_Price_Ping 0.003158 \n",
"Transfer_Total_Ping -0.001183 \n",
"Month_raw 0.037914 \n",
"CPI 0.414099 \n",
"CPI_rate 0.835173 \n",
"unemployment rate 0.132366 \n",
"Pain_index_3month 0.838408 \n",
"ppen_price 0.556353 \n",
"high_price 0.490206 \n",
"low_price 0.530477 \n",
"close_price 0.499658 \n",
"qmatch 0.341276 \n",
"amt_millon 0.438186 \n",
"return_rate_month -0.206319 \n",
"Turnover_rate_month 0.337685 \n",
"outstanding_share_thousand 0.197980 \n",
"Capitalization_million 0.484854 \n",
"excess total _ million_usdollars -0.051807 \n",
"import_price_index_usdollars 0.914941 \n",
"export_price_index_usdollars 1.000000 \n",
"export_million_usdollars 0.556083 \n",
"import_million_usdollars 0.563990 \n",
"survival_mobility_rate -0.036098 \n",
"live_deposit_mobility_interest_rate -0.036098 \n",
"CCI_3month 0.259820 \n",
"construction_engineering_index 0.465996 \n",
"\n",
" export_million_usdollars \\\n",
"Place_id 0.003535 \n",
"Type -0.029022 \n",
"area_m2 0.004132 \n",
"area_ping 0.004132 \n",
"Month 0.665518 \n",
"Finish_Month -0.042915 \n",
"house_age 0.108346 \n",
"room 0.004446 \n",
"hall -0.007860 \n",
"bathroom 0.012519 \n",
"compartment -0.002639 \n",
"manager 0.003346 \n",
"Total_price 0.019481 \n",
"parking_price -0.028399 \n",
"main_area 0.006540 \n",
"ancillary_building_area 0.022595 \n",
"balcony_area -0.020059 \n",
"trading_floors_count -0.018776 \n",
"building_total_floors -0.021271 \n",
"min_floors_height -0.018066 \n",
"including_basement 0.001297 \n",
"including_arcade -0.003675 \n",
"City_Land_Usage 0.310076 \n",
"Parking_Area -0.021031 \n",
"Elevator 0.035475 \n",
"Main_Usage_Walk 0.025086 \n",
"Main_Usage_Living 0.200860 \n",
"Main_Usage_Selling 0.039866 \n",
"Main_Usage_Manufacturing 0.028111 \n",
"Main_Usage_Business 0.061392 \n",
"Main_Usage_Parking 0.056549 \n",
"Main_Usage_SnE 0.007854 \n",
"Main_Usage_Farm 0.011630 \n",
"Building_Material_S 0.043759 \n",
"Building_Material_R 0.061216 \n",
"Building_Material_C 0.061474 \n",
"Building_Material_steel 0.001244 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.013437 \n",
"Building_Material_W 0.003763 \n",
"Building_Material_iron 0.023712 \n",
"Building_Material_tile 0.007974 \n",
"Building_Material_clay 0.017988 \n",
"Building_Material_RC_reinforce 0.002634 \n",
"Non_City_Land_Code 0.013467 \n",
"Transaction_Land 0.004909 \n",
"Transaction_Building -0.013103 \n",
"Transaction_Parking -0.021118 \n",
"Note_Null -0.078779 \n",
"Note_Additions 0.046727 \n",
"Note_Presold -0.027066 \n",
"Note_Relationships 0.007389 \n",
"Note_Balcony 0.165416 \n",
"Note_PublicUtilities 0.007242 \n",
"Note_PartRegister -0.059932 \n",
"Note_Negotiate -0.001302 \n",
"Note_Parking 0.002628 \n",
"Note_OnlyParking 0.001492 \n",
"Note_Gov 0.010325 \n",
"Note_Overbuild 0.117078 \n",
"Note_Decoration 0.022025 \n",
"Note_Furniture 0.070593 \n",
"Note_Layer 0.074036 \n",
"Note_BuildWithLandholder -0.017164 \n",
"Note_BlankHouse 0.013854 \n",
"Note_Defect 0.008063 \n",
"Note_Debt -0.015784 \n",
"Note_Elevator -0.014159 \n",
"Note_Renewal 0.002832 \n",
"Note_DistressSale -0.003264 \n",
"Note_OverdueInherit 0.004373 \n",
"Note_DeformedLand -0.001732 \n",
"Non_City_Land_Usage 0.002059 \n",
"Parking_Space_Types -0.005845 \n",
"Building_Types -0.030460 \n",
"Unit_Price_Ping 0.012173 \n",
"Transfer_Total_Ping 0.001679 \n",
"Month_raw 0.655753 \n",
"CPI 0.767631 \n",
"CPI_rate 0.442754 \n",
"unemployment rate 0.407802 \n",
"Pain_index_3month 0.507839 \n",
"ppen_price 0.885666 \n",
"high_price 0.864673 \n",
"low_price 0.867313 \n",
"close_price 0.860387 \n",
"qmatch 0.756323 \n",
"amt_millon 0.824854 \n",
"return_rate_month -0.038660 \n",
"Turnover_rate_month 0.748524 \n",
"outstanding_share_thousand 0.738796 \n",
"Capitalization_million 0.857836 \n",
"excess total _ million_usdollars 0.112131 \n",
"import_price_index_usdollars 0.634698 \n",
"export_price_index_usdollars 0.556083 \n",
"export_million_usdollars 1.000000 \n",
"import_million_usdollars 0.952378 \n",
"survival_mobility_rate -0.649805 \n",
"live_deposit_mobility_interest_rate -0.649805 \n",
"CCI_3month -0.388271 \n",
"construction_engineering_index 0.868638 \n",
"\n",
" import_million_usdollars \\\n",
"Place_id 0.004816 \n",
"Type -0.028145 \n",
"area_m2 0.003950 \n",
"area_ping 0.003949 \n",
"Month 0.666187 \n",
"Finish_Month -0.040209 \n",
"house_age 0.104268 \n",
"room 0.002809 \n",
"hall -0.007163 \n",
"bathroom 0.010425 \n",
"compartment -0.002542 \n",
"manager 0.002779 \n",
"Total_price 0.017720 \n",
"parking_price -0.027737 \n",
"main_area 0.005500 \n",
"ancillary_building_area 0.022483 \n",
"balcony_area -0.020646 \n",
"trading_floors_count -0.015595 \n",
"building_total_floors -0.020456 \n",
"min_floors_height -0.017282 \n",
"including_basement 0.001273 \n",
"including_arcade -0.002910 \n",
"City_Land_Usage 0.285917 \n",
"Parking_Area -0.020579 \n",
"Elevator 0.029597 \n",
"Main_Usage_Walk 0.023386 \n",
"Main_Usage_Living 0.185209 \n",
"Main_Usage_Selling 0.037581 \n",
"Main_Usage_Manufacturing 0.025552 \n",
"Main_Usage_Business 0.056213 \n",
"Main_Usage_Parking 0.053812 \n",
"Main_Usage_SnE 0.007529 \n",
"Main_Usage_Farm 0.010864 \n",
"Building_Material_S 0.041211 \n",
"Building_Material_R 0.060887 \n",
"Building_Material_C 0.061198 \n",
"Building_Material_steel 0.001495 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.012078 \n",
"Building_Material_W 0.003543 \n",
"Building_Material_iron 0.023322 \n",
"Building_Material_tile 0.007716 \n",
"Building_Material_clay 0.017381 \n",
"Building_Material_RC_reinforce 0.002391 \n",
"Non_City_Land_Code 0.012044 \n",
"Transaction_Land 0.004529 \n",
"Transaction_Building -0.011516 \n",
"Transaction_Parking -0.021436 \n",
"Note_Null -0.076213 \n",
"Note_Additions 0.048052 \n",
"Note_Presold -0.023156 \n",
"Note_Relationships 0.008575 \n",
"Note_Balcony 0.146449 \n",
"Note_PublicUtilities 0.007875 \n",
"Note_PartRegister -0.051677 \n",
"Note_Negotiate -0.000088 \n",
"Note_Parking 0.002015 \n",
"Note_OnlyParking 0.000809 \n",
"Note_Gov 0.015081 \n",
"Note_Overbuild 0.103313 \n",
"Note_Decoration 0.018513 \n",
"Note_Furniture 0.065516 \n",
"Note_Layer 0.065516 \n",
"Note_BuildWithLandholder -0.013079 \n",
"Note_BlankHouse 0.012114 \n",
"Note_Defect 0.008408 \n",
"Note_Debt -0.013629 \n",
"Note_Elevator -0.012420 \n",
"Note_Renewal 0.001050 \n",
"Note_DistressSale -0.002961 \n",
"Note_OverdueInherit 0.004167 \n",
"Note_DeformedLand -0.000892 \n",
"Non_City_Land_Usage 0.001894 \n",
"Parking_Space_Types -0.006128 \n",
"Building_Types -0.023279 \n",
"Unit_Price_Ping 0.011841 \n",
"Transfer_Total_Ping 0.000920 \n",
"Month_raw 0.658359 \n",
"CPI 0.759110 \n",
"CPI_rate 0.483708 \n",
"unemployment rate 0.379093 \n",
"Pain_index_3month 0.542558 \n",
"ppen_price 0.849132 \n",
"high_price 0.828260 \n",
"low_price 0.819593 \n",
"close_price 0.825231 \n",
"qmatch 0.696444 \n",
"amt_millon 0.786084 \n",
"return_rate_month -0.033598 \n",
"Turnover_rate_month 0.688147 \n",
"outstanding_share_thousand 0.694177 \n",
"Capitalization_million 0.823439 \n",
"excess total _ million_usdollars -0.195808 \n",
"import_price_index_usdollars 0.670296 \n",
"export_price_index_usdollars 0.563990 \n",
"export_million_usdollars 0.952378 \n",
"import_million_usdollars 1.000000 \n",
"survival_mobility_rate -0.571837 \n",
"live_deposit_mobility_interest_rate -0.571837 \n",
"CCI_3month -0.307118 \n",
"construction_engineering_index 0.863229 \n",
"\n",
" survival_mobility_rate \\\n",
"Place_id 0.005829 \n",
"Type 0.022164 \n",
"area_m2 -0.003008 \n",
"area_ping -0.003011 \n",
"Month -0.801734 \n",
"Finish_Month 0.033765 \n",
"house_age -0.108282 \n",
"room -0.005251 \n",
"hall 0.006222 \n",
"bathroom -0.014845 \n",
"compartment 0.005151 \n",
"manager -0.013610 \n",
"Total_price -0.021680 \n",
"parking_price 0.023449 \n",
"main_area -0.007393 \n",
"ancillary_building_area -0.046570 \n",
"balcony_area 0.039738 \n",
"trading_floors_count 0.024500 \n",
"building_total_floors 0.015332 \n",
"min_floors_height 0.011143 \n",
"including_basement 0.001026 \n",
"including_arcade 0.009363 \n",
"City_Land_Usage -0.461351 \n",
"Parking_Area 0.018120 \n",
"Elevator -0.061329 \n",
"Main_Usage_Walk -0.035280 \n",
"Main_Usage_Living -0.229254 \n",
"Main_Usage_Selling -0.054921 \n",
"Main_Usage_Manufacturing -0.032537 \n",
"Main_Usage_Business -0.062597 \n",
"Main_Usage_Parking -0.084463 \n",
"Main_Usage_SnE -0.009617 \n",
"Main_Usage_Farm -0.011157 \n",
"Building_Material_S -0.041703 \n",
"Building_Material_R -0.058529 \n",
"Building_Material_C -0.058815 \n",
"Building_Material_steel 0.000543 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.008872 \n",
"Building_Material_W -0.002991 \n",
"Building_Material_iron -0.020539 \n",
"Building_Material_tile -0.007205 \n",
"Building_Material_clay -0.016212 \n",
"Building_Material_RC_reinforce -0.003821 \n",
"Non_City_Land_Code -0.018012 \n",
"Transaction_Land -0.005294 \n",
"Transaction_Building 0.020113 \n",
"Transaction_Parking 0.013020 \n",
"Note_Null 0.100293 \n",
"Note_Additions -0.046668 \n",
"Note_Presold -0.000466 \n",
"Note_Relationships 0.000627 \n",
"Note_Balcony -0.214440 \n",
"Note_PublicUtilities -0.009122 \n",
"Note_PartRegister 0.065134 \n",
"Note_Negotiate 0.000716 \n",
"Note_Parking 0.003779 \n",
"Note_OnlyParking -0.006879 \n",
"Note_Gov -0.004864 \n",
"Note_Overbuild -0.148270 \n",
"Note_Decoration -0.037215 \n",
"Note_Furniture -0.071312 \n",
"Note_Layer -0.092227 \n",
"Note_BuildWithLandholder 0.026580 \n",
"Note_BlankHouse -0.019486 \n",
"Note_Defect -0.004996 \n",
"Note_Debt 0.021190 \n",
"Note_Elevator 0.019658 \n",
"Note_Renewal -0.008851 \n",
"Note_DistressSale 0.003898 \n",
"Note_OverdueInherit -0.003642 \n",
"Note_DeformedLand 0.002586 \n",
"Non_City_Land_Usage -0.004280 \n",
"Parking_Space_Types -0.002187 \n",
"Building_Types 0.057057 \n",
"Unit_Price_Ping -0.012968 \n",
"Transfer_Total_Ping -0.001885 \n",
"Month_raw -0.803269 \n",
"CPI -0.549200 \n",
"CPI_rate 0.045544 \n",
"unemployment rate -0.544754 \n",
"Pain_index_3month -0.054639 \n",
"ppen_price -0.738930 \n",
"high_price -0.789649 \n",
"low_price -0.761920 \n",
"close_price -0.792390 \n",
"qmatch -0.750202 \n",
"amt_millon -0.757855 \n",
"return_rate_month -0.344094 \n",
"Turnover_rate_month -0.743336 \n",
"outstanding_share_thousand -0.788923 \n",
"Capitalization_million -0.797511 \n",
"excess total _ million_usdollars -0.206572 \n",
"import_price_index_usdollars -0.082399 \n",
"export_price_index_usdollars -0.036098 \n",
"export_million_usdollars -0.649805 \n",
"import_million_usdollars -0.571837 \n",
"survival_mobility_rate 1.000000 \n",
"live_deposit_mobility_interest_rate 1.000000 \n",
"CCI_3month 0.819461 \n",
"construction_engineering_index -0.736342 \n",
"\n",
" live_deposit_mobility_interest_rate \\\n",
"Place_id 0.005829 \n",
"Type 0.022164 \n",
"area_m2 -0.003008 \n",
"area_ping -0.003011 \n",
"Month -0.801734 \n",
"Finish_Month 0.033765 \n",
"house_age -0.108282 \n",
"room -0.005251 \n",
"hall 0.006222 \n",
"bathroom -0.014845 \n",
"compartment 0.005151 \n",
"manager -0.013610 \n",
"Total_price -0.021680 \n",
"parking_price 0.023449 \n",
"main_area -0.007393 \n",
"ancillary_building_area -0.046570 \n",
"balcony_area 0.039738 \n",
"trading_floors_count 0.024500 \n",
"building_total_floors 0.015332 \n",
"min_floors_height 0.011143 \n",
"including_basement 0.001026 \n",
"including_arcade 0.009363 \n",
"City_Land_Usage -0.461351 \n",
"Parking_Area 0.018120 \n",
"Elevator -0.061329 \n",
"Main_Usage_Walk -0.035280 \n",
"Main_Usage_Living -0.229254 \n",
"Main_Usage_Selling -0.054921 \n",
"Main_Usage_Manufacturing -0.032537 \n",
"Main_Usage_Business -0.062597 \n",
"Main_Usage_Parking -0.084463 \n",
"Main_Usage_SnE -0.009617 \n",
"Main_Usage_Farm -0.011157 \n",
"Building_Material_S -0.041703 \n",
"Building_Material_R -0.058529 \n",
"Building_Material_C -0.058815 \n",
"Building_Material_steel 0.000543 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.008872 \n",
"Building_Material_W -0.002991 \n",
"Building_Material_iron -0.020539 \n",
"Building_Material_tile -0.007205 \n",
"Building_Material_clay -0.016212 \n",
"Building_Material_RC_reinforce -0.003821 \n",
"Non_City_Land_Code -0.018012 \n",
"Transaction_Land -0.005294 \n",
"Transaction_Building 0.020113 \n",
"Transaction_Parking 0.013020 \n",
"Note_Null 0.100293 \n",
"Note_Additions -0.046668 \n",
"Note_Presold -0.000466 \n",
"Note_Relationships 0.000627 \n",
"Note_Balcony -0.214440 \n",
"Note_PublicUtilities -0.009122 \n",
"Note_PartRegister 0.065134 \n",
"Note_Negotiate 0.000716 \n",
"Note_Parking 0.003779 \n",
"Note_OnlyParking -0.006879 \n",
"Note_Gov -0.004864 \n",
"Note_Overbuild -0.148270 \n",
"Note_Decoration -0.037215 \n",
"Note_Furniture -0.071312 \n",
"Note_Layer -0.092227 \n",
"Note_BuildWithLandholder 0.026580 \n",
"Note_BlankHouse -0.019486 \n",
"Note_Defect -0.004996 \n",
"Note_Debt 0.021190 \n",
"Note_Elevator 0.019658 \n",
"Note_Renewal -0.008851 \n",
"Note_DistressSale 0.003898 \n",
"Note_OverdueInherit -0.003642 \n",
"Note_DeformedLand 0.002586 \n",
"Non_City_Land_Usage -0.004280 \n",
"Parking_Space_Types -0.002187 \n",
"Building_Types 0.057057 \n",
"Unit_Price_Ping -0.012968 \n",
"Transfer_Total_Ping -0.001885 \n",
"Month_raw -0.803269 \n",
"CPI -0.549200 \n",
"CPI_rate 0.045544 \n",
"unemployment rate -0.544754 \n",
"Pain_index_3month -0.054639 \n",
"ppen_price -0.738930 \n",
"high_price -0.789649 \n",
"low_price -0.761920 \n",
"close_price -0.792390 \n",
"qmatch -0.750202 \n",
"amt_millon -0.757855 \n",
"return_rate_month -0.344094 \n",
"Turnover_rate_month -0.743336 \n",
"outstanding_share_thousand -0.788923 \n",
"Capitalization_million -0.797511 \n",
"excess total _ million_usdollars -0.206572 \n",
"import_price_index_usdollars -0.082399 \n",
"export_price_index_usdollars -0.036098 \n",
"export_million_usdollars -0.649805 \n",
"import_million_usdollars -0.571837 \n",
"survival_mobility_rate 1.000000 \n",
"live_deposit_mobility_interest_rate 1.000000 \n",
"CCI_3month 0.819461 \n",
"construction_engineering_index -0.736342 \n",
"\n",
" CCI_3month \\\n",
"Place_id 0.008068 \n",
"Type 0.018847 \n",
"area_m2 -0.002047 \n",
"area_ping -0.002049 \n",
"Month -0.550008 \n",
"Finish_Month 0.026169 \n",
"house_age -0.078697 \n",
"room -0.003822 \n",
"hall 0.005724 \n",
"bathroom -0.010717 \n",
"compartment 0.004994 \n",
"manager -0.011732 \n",
"Total_price -0.015750 \n",
"parking_price 0.017878 \n",
"main_area -0.006797 \n",
"ancillary_building_area -0.038301 \n",
"balcony_area 0.032780 \n",
"trading_floors_count 0.019187 \n",
"building_total_floors 0.009225 \n",
"min_floors_height 0.005859 \n",
"including_basement 0.000553 \n",
"including_arcade 0.007242 \n",
"City_Land_Usage -0.353883 \n",
"Parking_Area 0.014383 \n",
"Elevator -0.049553 \n",
"Main_Usage_Walk -0.023020 \n",
"Main_Usage_Living -0.167807 \n",
"Main_Usage_Selling -0.033951 \n",
"Main_Usage_Manufacturing -0.023254 \n",
"Main_Usage_Business -0.045827 \n",
"Main_Usage_Parking -0.056012 \n",
"Main_Usage_SnE -0.006250 \n",
"Main_Usage_Farm -0.008173 \n",
"Building_Material_S -0.027566 \n",
"Building_Material_R -0.040792 \n",
"Building_Material_C -0.041008 \n",
"Building_Material_steel 0.000207 \n",
"Building_Material_stone NaN \n",
"Building_Material_B -0.005639 \n",
"Building_Material_W -0.002057 \n",
"Building_Material_iron -0.011496 \n",
"Building_Material_tile -0.004402 \n",
"Building_Material_clay -0.009882 \n",
"Building_Material_RC_reinforce -0.002168 \n",
"Non_City_Land_Code -0.015270 \n",
"Transaction_Land -0.004638 \n",
"Transaction_Building 0.014793 \n",
"Transaction_Parking 0.010662 \n",
"Note_Null 0.073585 \n",
"Note_Additions -0.030549 \n",
"Note_Presold -0.003643 \n",
"Note_Relationships 0.004294 \n",
"Note_Balcony -0.171380 \n",
"Note_PublicUtilities -0.006947 \n",
"Note_PartRegister 0.053218 \n",
"Note_Negotiate 0.001771 \n",
"Note_Parking 0.008750 \n",
"Note_OnlyParking -0.004567 \n",
"Note_Gov -0.009565 \n",
"Note_Overbuild -0.117044 \n",
"Note_Decoration -0.032264 \n",
"Note_Furniture -0.054286 \n",
"Note_Layer -0.073058 \n",
"Note_BuildWithLandholder 0.025977 \n",
"Note_BlankHouse -0.017544 \n",
"Note_Defect -0.002835 \n",
"Note_Debt 0.017243 \n",
"Note_Elevator 0.015040 \n",
"Note_Renewal -0.008211 \n",
"Note_DistressSale 0.003539 \n",
"Note_OverdueInherit -0.003465 \n",
"Note_DeformedLand 0.002943 \n",
"Non_City_Land_Usage -0.004457 \n",
"Parking_Space_Types -0.001280 \n",
"Building_Types 0.045907 \n",
"Unit_Price_Ping -0.008768 \n",
"Transfer_Total_Ping -0.002036 \n",
"Month_raw -0.549731 \n",
"CPI -0.230317 \n",
"CPI_rate 0.313617 \n",
"unemployment rate -0.523956 \n",
"Pain_index_3month 0.204404 \n",
"ppen_price -0.410712 \n",
"high_price -0.462743 \n",
"low_price -0.436115 \n",
"close_price -0.463572 \n",
"qmatch -0.504446 \n",
"amt_millon -0.483854 \n",
"return_rate_month -0.283712 \n",
"Turnover_rate_month -0.500837 \n",
"outstanding_share_thousand -0.496923 \n",
"Capitalization_million -0.469668 \n",
"excess total _ million_usdollars -0.239395 \n",
"import_price_index_usdollars 0.265890 \n",
"export_price_index_usdollars 0.259820 \n",
"export_million_usdollars -0.388271 \n",
"import_million_usdollars -0.307118 \n",
"survival_mobility_rate 0.819461 \n",
"live_deposit_mobility_interest_rate 0.819461 \n",
"CCI_3month 1.000000 \n",
"construction_engineering_index -0.443399 \n",
"\n",
" construction_engineering_index \n",
"Place_id 0.004694 \n",
"Type -0.030104 \n",
"area_m2 0.003625 \n",
"area_ping 0.003627 \n",
"Month 0.871698 \n",
"Finish_Month -0.040992 \n",
"house_age 0.122289 \n",
"room 0.003278 \n",
"hall -0.005832 \n",
"bathroom 0.012734 \n",
"compartment -0.002652 \n",
"manager 0.005890 \n",
"Total_price 0.019993 \n",
"parking_price -0.031003 \n",
"main_area 0.005639 \n",
"ancillary_building_area 0.044892 \n",
"balcony_area -0.041899 \n",
"trading_floors_count -0.019745 \n",
"building_total_floors -0.024798 \n",
"min_floors_height -0.019233 \n",
"including_basement 0.001244 \n",
"including_arcade -0.005364 \n",
"City_Land_Usage 0.367154 \n",
"Parking_Area -0.023828 \n",
"Elevator 0.040205 \n",
"Main_Usage_Walk 0.031754 \n",
"Main_Usage_Living 0.224808 \n",
"Main_Usage_Selling 0.049683 \n",
"Main_Usage_Manufacturing 0.029438 \n",
"Main_Usage_Business 0.064869 \n",
"Main_Usage_Parking 0.073585 \n",
"Main_Usage_SnE 0.009480 \n",
"Main_Usage_Farm 0.011960 \n",
"Building_Material_S 0.044258 \n",
"Building_Material_R 0.068613 \n",
"Building_Material_C 0.068898 \n",
"Building_Material_steel 0.000167 \n",
"Building_Material_stone NaN \n",
"Building_Material_B 0.012633 \n",
"Building_Material_W 0.004062 \n",
"Building_Material_iron 0.025842 \n",
"Building_Material_tile 0.009070 \n",
"Building_Material_clay 0.020435 \n",
"Building_Material_RC_reinforce 0.003218 \n",
"Non_City_Land_Code 0.017157 \n",
"Transaction_Land 0.005842 \n",
"Transaction_Building -0.017025 \n",
"Transaction_Parking -0.023016 \n",
"Note_Null -0.100259 \n",
"Note_Additions 0.061152 \n",
"Note_Presold -0.010144 \n",
"Note_Relationships 0.009268 \n",
"Note_Balcony 0.179817 \n",
"Note_PublicUtilities 0.010080 \n",
"Note_PartRegister -0.060046 \n",
"Note_Negotiate -0.000663 \n",
"Note_Parking -0.000897 \n",
"Note_OnlyParking 0.002515 \n",
"Note_Gov 0.013298 \n",
"Note_Overbuild 0.126327 \n",
"Note_Decoration 0.024717 \n",
"Note_Furniture 0.074913 \n",
"Note_Layer 0.079910 \n",
"Note_BuildWithLandholder -0.016458 \n",
"Note_BlankHouse 0.015753 \n",
"Note_Defect 0.009614 \n",
"Note_Debt -0.016051 \n",
"Note_Elevator -0.015676 \n",
"Note_Renewal 0.003383 \n",
"Note_DistressSale -0.002900 \n",
"Note_OverdueInherit 0.004705 \n",
"Note_DeformedLand -0.001306 \n",
"Non_City_Land_Usage 0.002547 \n",
"Parking_Space_Types -0.003502 \n",
"Building_Types -0.031575 \n",
"Unit_Price_Ping 0.013059 \n",
"Transfer_Total_Ping -0.000312 \n",
"Month_raw 0.876249 \n",
"CPI 0.898561 \n",
"CPI_rate 0.409502 \n",
"unemployment rate 0.504694 \n",
"Pain_index_3month 0.493512 \n",
"ppen_price 0.942223 \n",
"high_price 0.938984 \n",
"low_price 0.922836 \n",
"close_price 0.930775 \n",
"qmatch 0.746298 \n",
"amt_millon 0.859772 \n",
"return_rate_month 0.045730 \n",
"Turnover_rate_month 0.734406 \n",
"outstanding_share_thousand 0.857583 \n",
"Capitalization_million 0.934471 \n",
"excess total _ million_usdollars -0.028383 \n",
"import_price_index_usdollars 0.627759 \n",
"export_price_index_usdollars 0.465996 \n",
"export_million_usdollars 0.868638 \n",
"import_million_usdollars 0.863229 \n",
"survival_mobility_rate -0.736342 \n",
"live_deposit_mobility_interest_rate -0.736342 \n",
"CCI_3month -0.443399 \n",
"construction_engineering_index 1.000000 \n"
]
}
],
"source": [
"corr_matrix = df.corr()\n",
"print(corr_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "93243167",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<matplotlib.image.AxesImage at 0x7f2d1f498ca0>,\n",
" <matplotlib.colorbar.Colorbar at 0x7f2d1f499210>)"
]
},
"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": [
"(101, 101)"
]
},
"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": "58ed52bf",
"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": 14,
"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": 14,
"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": "ba64b4a5",
"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": {
"image/png": 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