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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": {
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