diff --git a/Refah_Parent_1_.ipynb b/Refah_Parent_1_.ipynb
deleted file mode 100644
index 0bc2525e131f9e9b9d50f6756f06ec562fe8088c..0000000000000000000000000000000000000000
--- a/Refah_Parent_1_.ipynb
+++ /dev/null
@@ -1,6253 +0,0 @@
-{
- "cells": [
- {
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- "execution_count": 34,
- "id": "b6e33f02-da1f-44b0-8f1c-c95bc55a4edb",
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- " ID ParentID BirthDate GenderId postalcode \\\n",
- "0 385996899 391863876 1978-03-22 2 6451967.0 \n",
- "1 2633686968 2633686968 1995-02-05 1 9577153.0 \n",
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- "1490988 6680054253 6680054253 1945-09-11 1 5438134.0 \n",
- "1490989 4142421696 4142421696 1977-09-21 1 7169644.0 \n",
- "1490990 1424664495 4711403091 2005-05-12 1 8615835.0 \n",
- "\n",
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- "1490986 íáÇä ÑÖæÇäÔåÑ True 7500000 7500000 \n",
- "1490987 Þã Þã True 227500000 375000000 \n",
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- "1490990 ÇÕÝåÇä ÔåÑÖÇ True 0 0 \n",
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- "\n",
- " Card99_Rials Card99PaymentCount IsBiamrKhas IsMalool \\\n",
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- " PD \n",
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- "[1490991 rows x 49 columns]"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "refah = pd.read_csv(r\"C:\\Users\\Hamed\\AppData\\Roaming\\Microsoft\\Windows\\Start Menu\\Programs\\Anaconda3 (64-bit)\\Sample2Percent_Refah_4000412.xlsx.csv\", encoding='latin-1')\n",
- "pd.set_option('display.max_columns', None)\n",
- "def val_for(x,y):\n",
- " return abs(x - y) \n",
- "refah['PD'] = refah.apply(lambda row: val_for(row['ParentID'],row['ID']), axis=1)\n",
- "refah"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "id": "4399f796-58b6-4f66-b841-a8c665dd6941",
- "metadata": {},
- "outputs": [],
- "source": [
- "refah_P=refah.sort_values(by=['ParentID','PD'])\n",
- "refah_P.drop(refah_P.columns[[48]], axis = 1, inplace = True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "id": "89093dde-d453-4882-aee6-ad73f07d3bb6",
- "metadata": {},
- "outputs": [
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- " <td>750000000</td>\n",
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- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>85616866</td>\n",
- " <td>263</td>\n",
- " <td>35257157</td>\n",
- " <td>109</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>Èíãå ÓáÇãÊ åãÇäí</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1068577</th>\n",
- " <td>6543144429</td>\n",
- " <td>31632</td>\n",
- " <td>1955-12-31</td>\n",
- " <td>2</td>\n",
- " <td>1777974.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>True</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>1200000</td>\n",
- " <td>3</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>689085</th>\n",
- " <td>8369928252</td>\n",
- " <td>31632</td>\n",
- " <td>1994-09-13</td>\n",
- " <td>2</td>\n",
- " <td>1777974.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>True</td>\n",
- " <td>97500000</td>\n",
- " <td>125000000</td>\n",
- " <td>32500000</td>\n",
- " <td>17500000</td>\n",
- " <td>0</td>\n",
- " <td>125000000</td>\n",
- " <td>125000000</td>\n",
- " <td>17500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>125000000</td>\n",
- " <td>125000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>7500000</td>\n",
- " <td>7500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>5347274</td>\n",
- " <td>29</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
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- " <td>NaN</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>537756</th>\n",
- " <td>80832</td>\n",
- " <td>80832</td>\n",
- " <td>1975-08-01</td>\n",
- " <td>2</td>\n",
- " <td>3146716.0</td>\n",
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- " <td>ÑÌ</td>\n",
- " <td>False</td>\n",
- " <td>375000000</td>\n",
- " <td>375000000</td>\n",
- " <td>10000000</td>\n",
- " <td>20000000</td>\n",
- " <td>7500000</td>\n",
- " <td>375000000</td>\n",
- " <td>275000000</td>\n",
- " <td>17500000</td>\n",
- " <td>125000000</td>\n",
- " <td>2500000</td>\n",
- " <td>1052500000</td>\n",
- " <td>1152500000</td>\n",
- " <td>125000000</td>\n",
- " <td>20000000</td>\n",
- " <td>10000000</td>\n",
- " <td>1250000000</td>\n",
- " <td>1250000000</td>\n",
- " <td>17500000</td>\n",
- " <td>22500000</td>\n",
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- " <td>562001951</td>\n",
- " <td>699</td>\n",
- " <td>888872764</td>\n",
- " <td>477</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
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- " <td>0</td>\n",
- " <td>22925130</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>4</td>\n",
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- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>927435</th>\n",
- " <td>102603</td>\n",
- " <td>102603</td>\n",
- " <td>1968-06-24</td>\n",
- " <td>1</td>\n",
- " <td>3761317.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÑÈÇØ Ñíã</td>\n",
- " <td>True</td>\n",
- " <td>2400000000</td>\n",
- " <td>2100000000</td>\n",
- " <td>147500000</td>\n",
- " <td>40000000</td>\n",
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- " <td>1100000000</td>\n",
- " <td>35000000</td>\n",
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- " <td>4200000000</td>\n",
- " <td>4200000000</td>\n",
- " <td>250000000</td>\n",
- " <td>4875000000</td>\n",
- " <td>5000000</td>\n",
- " <td>4250000000</td>\n",
- " <td>4250000000</td>\n",
- " <td>225000000</td>\n",
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- " <td>918837162</td>\n",
- " <td>812</td>\n",
- " <td>972856988</td>\n",
- " <td>488</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>93610923</td>\n",
- " <td>2</td>\n",
- " <td>7185899729</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>668023</th>\n",
- " <td>6469427331</td>\n",
- " <td>102603</td>\n",
- " <td>1973-07-11</td>\n",
- " <td>2</td>\n",
- " <td>3761317.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÑÈÇØ Ñíã</td>\n",
- " <td>True</td>\n",
- " <td>957500000</td>\n",
- " <td>957500000</td>\n",
- " <td>40000000</td>\n",
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- " <td>850000000</td>\n",
- " <td>852500000</td>\n",
- " <td>10000000</td>\n",
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- " <td>0</td>\n",
- " <td>950000000</td>\n",
- " <td>1075000000</td>\n",
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- " <td>15000000</td>\n",
- " <td>0</td>\n",
- " <td>2750000000</td>\n",
- " <td>2750000000</td>\n",
- " <td>175000000</td>\n",
- " <td>67500000</td>\n",
- " <td>0</td>\n",
- " <td>501495496</td>\n",
- " <td>670</td>\n",
- " <td>160046455</td>\n",
- " <td>285</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>68095832</td>\n",
- " <td>1</td>\n",
- " <td>1681106130</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÇÑäÇä ÏæáÊ</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1156147</th>\n",
- " <td>112074</td>\n",
- " <td>112074</td>\n",
- " <td>1987-11-22</td>\n",
- " <td>2</td>\n",
- " <td>3417154.0</td>\n",
- " <td>ÞÒæíä</td>\n",
- " <td>ÞÒæíä</td>\n",
- " <td>True</td>\n",
- " <td>17500000</td>\n",
- " <td>12500000</td>\n",
- " <td>5000000</td>\n",
- " <td>10000000</td>\n",
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- " <td>55000000</td>\n",
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- " <td>2500000</td>\n",
- " <td>177500000</td>\n",
- " <td>177500000</td>\n",
- " <td>40000000</td>\n",
- " <td>40000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>87248524</td>\n",
- " <td>267</td>\n",
- " <td>4828184</td>\n",
- " <td>23</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
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- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>Èíãå ÓáÇãÊ åãÇäí</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>864618</th>\n",
- " <td>115518</td>\n",
- " <td>115518</td>\n",
- " <td>1986-07-11</td>\n",
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- " <td>3751965.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÏÓ</td>\n",
- " <td>True</td>\n",
- " <td>275000000</td>\n",
- " <td>275000000</td>\n",
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- " <td>0</td>\n",
- " <td>682500000</td>\n",
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- " <td>5000000</td>\n",
- " <td>10000000</td>\n",
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- " <td>1387500000</td>\n",
- " <td>1387500000</td>\n",
- " <td>10000000</td>\n",
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- " <td>3250000000</td>\n",
- " <td>3250000000</td>\n",
- " <td>37500000</td>\n",
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- " <td>0</td>\n",
- " <td>878522101</td>\n",
- " <td>819</td>\n",
- " <td>505393147</td>\n",
- " <td>387</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
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- " <td>0</td>\n",
- " <td>22920000</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>1</td>\n",
- " <td>ÇíÑÇäíÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1207695</th>\n",
- " <td>772337685</td>\n",
- " <td>115518</td>\n",
- " <td>1985-06-09</td>\n",
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- " <td>3751965.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÏÓ</td>\n",
- " <td>True</td>\n",
- " <td>5000000</td>\n",
- " <td>2500000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>135000000</td>\n",
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- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>932500000</td>\n",
- " <td>932500000</td>\n",
- " <td>5000000</td>\n",
- " <td>10000000</td>\n",
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- " <td>125000000</td>\n",
- " <td>125000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>291829027</td>\n",
- " <td>550</td>\n",
- " <td>246639529</td>\n",
- " <td>364</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÇíÑÇäíÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1132196</th>\n",
- " <td>5625406620</td>\n",
- " <td>115518</td>\n",
- " <td>2010-08-08</td>\n",
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- " <td>3751965.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÏÓ</td>\n",
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- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
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- " <td>0</td>\n",
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- " <td>7500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2543501</td>\n",
- " <td>16</td>\n",
- " <td>2749152</td>\n",
- " <td>13</td>\n",
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- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÇíÑÇäíÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1462953</th>\n",
- " <td>6736179522</td>\n",
- " <td>115518</td>\n",
- " <td>2007-10-18</td>\n",
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- " <td>3751965.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÏÓ</td>\n",
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- " <td>12500000</td>\n",
- " <td>12500000</td>\n",
- " <td>2500000</td>\n",
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- " <td>0</td>\n",
- " <td>7687081</td>\n",
- " <td>37</td>\n",
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- " <td>48</td>\n",
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- " <td>0</td>\n",
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- " <td>1</td>\n",
- " <td>ÇíÑÇäíÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>184915</th>\n",
- " <td>12350545395</td>\n",
- " <td>115518</td>\n",
- " <td>2018-03-30</td>\n",
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- " <td>3751965.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>702233</th>\n",
- " <td>115887</td>\n",
- " <td>115887</td>\n",
- " <td>1960-12-28</td>\n",
- " <td>1</td>\n",
- " <td>657181.0</td>\n",
- " <td>åãÏÇä</td>\n",
- " <td>ãáÇíÑ</td>\n",
- " <td>True</td>\n",
- " <td>1050000000</td>\n",
- " <td>1050000000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>550000000</td>\n",
- " <td>550000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>750000000</td>\n",
- " <td>762500000</td>\n",
- " <td>15000000</td>\n",
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- " <td>0</td>\n",
- " <td>650000000</td>\n",
- " <td>650000000</td>\n",
- " <td>12500000</td>\n",
- " <td>7500000</td>\n",
- " <td>0</td>\n",
- " <td>264879176</td>\n",
- " <td>543</td>\n",
- " <td>234174738</td>\n",
- " <td>358</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>19112701</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>36629</th>\n",
- " <td>9955151268</td>\n",
- " <td>115887</td>\n",
- " <td>1960-03-22</td>\n",
- " <td>2</td>\n",
- " <td>657181.0</td>\n",
- " <td>åãÏÇä</td>\n",
- " <td>ãáÇíÑ</td>\n",
- " <td>True</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>52500000</td>\n",
- " <td>52500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>82500000</td>\n",
- " <td>82500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>175000000</td>\n",
- " <td>175000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>59884470</td>\n",
- " <td>202</td>\n",
- " <td>17250054</td>\n",
- " <td>62</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>NaN</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>154275</th>\n",
- " <td>132984</td>\n",
- " <td>132984</td>\n",
- " <td>1958-07-27</td>\n",
- " <td>2</td>\n",
- " <td>8441838.0</td>\n",
- " <td>ÇÕÝåÇä</td>\n",
- " <td>ÇÑÏÓÊÇä</td>\n",
- " <td>True</td>\n",
- " <td>262500000</td>\n",
- " <td>212500000</td>\n",
- " <td>5000000</td>\n",
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- " <td>55000000</td>\n",
- " <td>45000000</td>\n",
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- " <td>110000000</td>\n",
- " <td>115000000</td>\n",
- " <td>80000000</td>\n",
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- " <td>7500000</td>\n",
- " <td>77500000</td>\n",
- " <td>77500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>39065542</td>\n",
- " <td>147</td>\n",
- " <td>46443954</td>\n",
- " <td>133</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>358803</th>\n",
- " <td>4929335475</td>\n",
- " <td>132984</td>\n",
- " <td>1996-03-10</td>\n",
- " <td>2</td>\n",
- " <td>8441838.0</td>\n",
- " <td>ÇÕÝåÇä</td>\n",
- " <td>ÇÑÏÓÊÇä</td>\n",
- " <td>True</td>\n",
- " <td>80000000</td>\n",
- " <td>85000000</td>\n",
- " <td>20000000</td>\n",
- " <td>15000000</td>\n",
- " <td>5000000</td>\n",
- " <td>177500000</td>\n",
- " <td>140000000</td>\n",
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- " <td>55000000</td>\n",
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- " <td>10000000</td>\n",
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- " <td>55000000</td>\n",
- " <td>60000000</td>\n",
- " <td>7500000</td>\n",
- " <td>12500000</td>\n",
- " <td>12500000</td>\n",
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- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>13271192</td>\n",
- " <td>60</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10388</th>\n",
- " <td>5395867710</td>\n",
- " <td>132984</td>\n",
- " <td>1988-01-10</td>\n",
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- " <td>ÇÕÝåÇä</td>\n",
- " <td>ÇÑÏÓÊÇä</td>\n",
- " <td>True</td>\n",
- " <td>1200000000</td>\n",
- " <td>1225000000</td>\n",
- " <td>95000000</td>\n",
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- " <td>2300000000</td>\n",
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- " <td>8500000000</td>\n",
- " <td>8500000000</td>\n",
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- " <td>22500000</td>\n",
- " <td>6250000000</td>\n",
- " <td>6250000000</td>\n",
- " <td>67500000</td>\n",
- " <td>125000000</td>\n",
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- " <td>2918575555</td>\n",
- " <td>1159</td>\n",
- " <td>2730007344</td>\n",
- " <td>629</td>\n",
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- " <td>30474000</td>\n",
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- " <td>0</td>\n",
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- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>ÊÚãíÑ æ ÎÏãÇÊ Ó ÇÒ ÝÑæÔ áæÇÒã ÎÇäí</td>\n",
- " <td>0</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>786826</th>\n",
- " <td>136920</td>\n",
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- " <td>1</td>\n",
- " <td>ÑæÓÊÇííÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>852559</th>\n",
- " <td>158814</td>\n",
- " <td>158814</td>\n",
- " <td>1982-03-21</td>\n",
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- " <td>ÝÑæÔ áæÇÒã íÏí ÎæÏÑæ æ ãÇÔíä ÂáÇÊ ( ÎÑÏå ÝÑæÔí )</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>1150902</th>\n",
- " <td>1072911678</td>\n",
- " <td>158814</td>\n",
- " <td>2011-05-09</td>\n",
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- " <td>70</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>107641</th>\n",
- " <td>5750481999</td>\n",
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- " <td>723843139</td>\n",
- " <td>768</td>\n",
- " <td>297349311</td>\n",
- " <td>387</td>\n",
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- " <td>1</td>\n",
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- " <td>0</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>859626</th>\n",
- " <td>172959</td>\n",
- " <td>172959</td>\n",
- " <td>1968-05-26</td>\n",
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- " <td>185983.0</td>\n",
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- " <td>True</td>\n",
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- " <td>47500000</td>\n",
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- " <td>2500000</td>\n",
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- " <td>2500000</td>\n",
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- " <td>125000000</td>\n",
- " <td>92500000</td>\n",
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- " <td>125000000</td>\n",
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- " <td>79454517</td>\n",
- " <td>250</td>\n",
- " <td>94213948</td>\n",
- " <td>223</td>\n",
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- " <td>369323994</td>\n",
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- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>725372</th>\n",
- " <td>3769394676</td>\n",
- " <td>172959</td>\n",
- " <td>1971-06-23</td>\n",
- " <td>2</td>\n",
- " <td>185983.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>Ñí</td>\n",
- " <td>True</td>\n",
- " <td>52500000</td>\n",
- " <td>57500000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
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- " <td>62500000</td>\n",
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- " <td>2500000</td>\n",
- " <td>10000000</td>\n",
- " <td>10000000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
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- " <td>125000000</td>\n",
- " <td>92500000</td>\n",
- " <td>12500000</td>\n",
- " <td>47500000</td>\n",
- " <td>2500000</td>\n",
- " <td>72346314</td>\n",
- " <td>233</td>\n",
- " <td>3845438</td>\n",
- " <td>18</td>\n",
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- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1180928</th>\n",
- " <td>5399808015</td>\n",
- " <td>172959</td>\n",
- " <td>2004-12-13</td>\n",
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- " </tr>\n",
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- " <th>1396464</th>\n",
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- " </tr>\n",
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- " <th>658579</th>\n",
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- " <td>350852</td>\n",
- " <td>3</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>611275</th>\n",
- " <td>8618255043</td>\n",
- " <td>216993</td>\n",
- " <td>1987-02-27</td>\n",
- " <td>2</td>\n",
- " <td>618594.0</td>\n",
- " <td>ÎæÒÓÊÇä</td>\n",
- " <td>ÇåæÇÒ</td>\n",
- " <td>True</td>\n",
- " <td>37500000</td>\n",
- " <td>37500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>225000000</td>\n",
- " <td>225000000</td>\n",
- " <td>2500000</td>\n",
- " <td>7500000</td>\n",
- " <td>0</td>\n",
- " <td>225000000</td>\n",
- " <td>275000000</td>\n",
- " <td>7500000</td>\n",
- " <td>7500000</td>\n",
- " <td>0</td>\n",
- " <td>81513867</td>\n",
- " <td>254</td>\n",
- " <td>239643765</td>\n",
- " <td>362</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>648930</th>\n",
- " <td>232737</td>\n",
- " <td>232737</td>\n",
- " <td>1979-08-11</td>\n",
- " <td>1</td>\n",
- " <td>4834163.0</td>\n",
- " <td>ãÇÒäÏÑÇä</td>\n",
- " <td>ÓÇÑí</td>\n",
- " <td>False</td>\n",
- " <td>522500000</td>\n",
- " <td>422500000</td>\n",
- " <td>5000000</td>\n",
- " <td>127500000</td>\n",
- " <td>0</td>\n",
- " <td>875000000</td>\n",
- " <td>925000000</td>\n",
- " <td>127500000</td>\n",
- " <td>70000000</td>\n",
- " <td>0</td>\n",
- " <td>600000000</td>\n",
- " <td>650000000</td>\n",
- " <td>70000000</td>\n",
- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>325000000</td>\n",
- " <td>325000000</td>\n",
- " <td>2500000</td>\n",
- " <td>12500000</td>\n",
- " <td>0</td>\n",
- " <td>80411672</td>\n",
- " <td>252</td>\n",
- " <td>66076707</td>\n",
- " <td>171</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>8400000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÑæÓÊÇííÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975608</th>\n",
- " <td>4889996508</td>\n",
- " <td>232737</td>\n",
- " <td>2007-11-11</td>\n",
- " <td>1</td>\n",
- " <td>4834163.0</td>\n",
- " <td>ãÇÒäÏÑÇä</td>\n",
- " <td>ÓÇÑí</td>\n",
- " <td>False</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>10097955</td>\n",
- " <td>37</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÑæÓÊÇííÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1141498</th>\n",
- " <td>233598</td>\n",
- " <td>233598</td>\n",
- " <td>1997-06-18</td>\n",
- " <td>1</td>\n",
- " <td>6614696.0</td>\n",
- " <td>ÑÏÓÊÇä</td>\n",
- " <td>ÓääÏÌ</td>\n",
- " <td>False</td>\n",
- " <td>20000000</td>\n",
- " <td>17500000</td>\n",
- " <td>10000000</td>\n",
- " <td>15000000</td>\n",
- " <td>0</td>\n",
- " <td>105000000</td>\n",
- " <td>85000000</td>\n",
- " <td>15000000</td>\n",
- " <td>35000000</td>\n",
- " <td>2500000</td>\n",
- " <td>327500000</td>\n",
- " <td>225000000</td>\n",
- " <td>35000000</td>\n",
- " <td>127500000</td>\n",
- " <td>2500000</td>\n",
- " <td>550000000</td>\n",
- " <td>650000000</td>\n",
- " <td>125000000</td>\n",
- " <td>7500000</td>\n",
- " <td>7500000</td>\n",
- " <td>330566356</td>\n",
- " <td>591</td>\n",
- " <td>87812224</td>\n",
- " <td>211</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>444649549</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1477478</th>\n",
- " <td>5600966766</td>\n",
- " <td>233598</td>\n",
- " <td>2003-02-08</td>\n",
- " <td>2</td>\n",
- " <td>6614696.0</td>\n",
- " <td>ÑÏÓÊÇä</td>\n",
- " <td>ÓääÏÌ</td>\n",
- " <td>False</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>7500000</td>\n",
- " <td>7500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>4578481</td>\n",
- " <td>26</td>\n",
- " <td>2616885</td>\n",
- " <td>15</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>ÑæÓÊÇííÇä</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1040065</th>\n",
- " <td>269883</td>\n",
- " <td>269883</td>\n",
- " <td>1982-06-17</td>\n",
- " <td>1</td>\n",
- " <td>186884.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÑ</td>\n",
- " <td>False</td>\n",
- " <td>275000000</td>\n",
- " <td>275000000</td>\n",
- " <td>7500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>325000000</td>\n",
- " <td>325000000</td>\n",
- " <td>2500000</td>\n",
- " <td>7500000</td>\n",
- " <td>0</td>\n",
- " <td>275000000</td>\n",
- " <td>275000000</td>\n",
- " <td>7500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>425000000</td>\n",
- " <td>425000000</td>\n",
- " <td>2500000</td>\n",
- " <td>42500000</td>\n",
- " <td>0</td>\n",
- " <td>144704994</td>\n",
- " <td>378</td>\n",
- " <td>138870199</td>\n",
- " <td>287</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>27070000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1465047</th>\n",
- " <td>10079333421</td>\n",
- " <td>269883</td>\n",
- " <td>2017-11-01</td>\n",
- " <td>2</td>\n",
- " <td>186884.0</td>\n",
- " <td>ÊåÑÇä</td>\n",
- " <td>ÞÑ</td>\n",
- " <td>False</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>450624</td>\n",
- " <td>4</td>\n",
- " <td>3370080</td>\n",
- " <td>17</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>673792</th>\n",
- " <td>282060</td>\n",
- " <td>282060</td>\n",
- " <td>1987-06-20</td>\n",
- " <td>1</td>\n",
- " <td>4188936.0</td>\n",
- " <td>íáÇä</td>\n",
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- " <td>True</td>\n",
- " <td>650000000</td>\n",
- " <td>650000000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>40000000</td>\n",
- " <td>40000000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
- " <td>0</td>\n",
- " <td>95000000</td>\n",
- " <td>95000000</td>\n",
- " <td>5000000</td>\n",
- " <td>5000000</td>\n",
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- " <td>225000000</td>\n",
- " <td>225000000</td>\n",
- " <td>2500000</td>\n",
- " <td>17500000</td>\n",
- " <td>0</td>\n",
- " <td>128069838</td>\n",
- " <td>347</td>\n",
- " <td>115002326</td>\n",
- " <td>246</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>1</td>\n",
- " <td>1144000000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>Èíãå ÓáÇãÊ åãÇäí</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>232929</th>\n",
- " <td>338763</td>\n",
- " <td>338763</td>\n",
- " <td>1945-03-21</td>\n",
- " <td>1</td>\n",
- " <td>6166667.0</td>\n",
- " <td>ÎæÒÓÊÇä</td>\n",
- " <td>ÇåæÇÒ</td>\n",
- " <td>True</td>\n",
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- " <td>1200000000</td>\n",
- " <td>55000000</td>\n",
- " <td>15000000</td>\n",
- " <td>2500000</td>\n",
- " <td>1400000000</td>\n",
- " <td>1400000000</td>\n",
- " <td>15000000</td>\n",
- " <td>55000000</td>\n",
- " <td>2500000</td>\n",
- " <td>1425000000</td>\n",
- " <td>1425000000</td>\n",
- " <td>55000000</td>\n",
- " <td>90000000</td>\n",
- " <td>2500000</td>\n",
- " <td>1350000000</td>\n",
- " <td>1150000000</td>\n",
- " <td>87500000</td>\n",
- " <td>325000000</td>\n",
- " <td>12500000</td>\n",
- " <td>196087046</td>\n",
- " <td>461</td>\n",
- " <td>88924886</td>\n",
- " <td>215</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1126055</th>\n",
- " <td>399262326</td>\n",
- " <td>338763</td>\n",
- " <td>2000-01-29</td>\n",
- " <td>1</td>\n",
- " <td>6166667.0</td>\n",
- " <td>ÎæÒÓÊÇä</td>\n",
- " <td>ÇåæÇÒ</td>\n",
- " <td>True</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
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- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1389612</th>\n",
- " <td>7792851858</td>\n",
- " <td>338763</td>\n",
- " <td>1950-11-10</td>\n",
- " <td>2</td>\n",
- " <td>6166667.0</td>\n",
- " <td>ÎæÒÓÊÇä</td>\n",
- " <td>ÇåæÇÒ</td>\n",
- " <td>True</td>\n",
- " <td>175000000</td>\n",
- " <td>125000000</td>\n",
- " <td>32500000</td>\n",
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- " <td>52500000</td>\n",
- " <td>125000000</td>\n",
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- " <td>22500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>22500000</td>\n",
- " <td>2500000</td>\n",
- " <td>275000000</td>\n",
- " <td>275000000</td>\n",
- " <td>22500000</td>\n",
- " <td>47500000</td>\n",
- " <td>2500000</td>\n",
- " <td>116603315</td>\n",
- " <td>323</td>\n",
- " <td>145588692</td>\n",
- " <td>294</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1522224000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1037958</th>\n",
- " <td>8336222808</td>\n",
- " <td>338763</td>\n",
- " <td>1986-04-08</td>\n",
- " <td>1</td>\n",
- " <td>6166667.0</td>\n",
- " <td>ÎæÒÓÊÇä</td>\n",
- " <td>ÇåæÇÒ</td>\n",
- " <td>True</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " ID ParentID BirthDate GenderId postalcode \\\n",
- "944649 22038 22038 1962-09-29 1 194496.0 \n",
- "283667 30402 30402 1973-02-04 1 636173.0 \n",
- "1006886 31632 31632 1951-12-26 1 1777974.0 \n",
- "901415 1841353194 31632 1977-09-16 1 1777974.0 \n",
- "1068577 6543144429 31632 1955-12-31 2 1777974.0 \n",
- "689085 8369928252 31632 1994-09-13 2 1777974.0 \n",
- "537756 80832 80832 1975-08-01 2 3146716.0 \n",
- "927435 102603 102603 1968-06-24 1 3761317.0 \n",
- "668023 6469427331 102603 1973-07-11 2 3761317.0 \n",
- "1156147 112074 112074 1987-11-22 2 3417154.0 \n",
- "864618 115518 115518 1986-07-11 1 3751965.0 \n",
- "1207695 772337685 115518 1985-06-09 2 3751965.0 \n",
- "1132196 5625406620 115518 2010-08-08 1 3751965.0 \n",
- "1462953 6736179522 115518 2007-10-18 1 3751965.0 \n",
- "184915 12350545395 115518 2018-03-30 2 3751965.0 \n",
- "702233 115887 115887 1960-12-28 1 657181.0 \n",
- "36629 9955151268 115887 1960-03-22 2 657181.0 \n",
- "154275 132984 132984 1958-07-27 2 8441838.0 \n",
- "358803 4929335475 132984 1996-03-10 2 8441838.0 \n",
- "10388 5395867710 132984 1988-01-10 1 8441838.0 \n",
- "786826 136920 136920 1931-12-21 2 5384163.0 \n",
- "852559 158814 158814 1982-03-21 1 1149816.0 \n",
- "1150902 1072911678 158814 2011-05-09 1 1149816.0 \n",
- "107641 5750481999 158814 1983-09-04 2 1149816.0 \n",
- "859626 172959 172959 1968-05-26 1 185983.0 \n",
- "725372 3769394676 172959 1971-06-23 2 185983.0 \n",
- "1180928 5399808015 172959 2004-12-13 2 185983.0 \n",
- "1131267 180216 180216 1988-09-22 1 7345145.0 \n",
- "826183 8557241631 180216 1997-05-26 2 7345145.0 \n",
- "2612 13348703433 180216 NaN 1 7345145.0 \n",
- "975488 181938 181938 1997-06-06 1 7357117.0 \n",
- "1396464 202971 202971 1977-09-10 1 1933685.0 \n",
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- "658579 213426 213426 1990-07-03 1 3351611.0 \n",
- "1378888 1795024383 213426 1991-05-29 2 3351611.0 \n",
- "933544 216993 216993 1983-04-03 1 618594.0 \n",
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- "352930 6721255440 216993 2008-05-17 1 618594.0 \n",
- "611275 8618255043 216993 1987-02-27 2 618594.0 \n",
- "648930 232737 232737 1979-08-11 1 4834163.0 \n",
- "975608 4889996508 232737 2007-11-11 1 4834163.0 \n",
- "1141498 233598 233598 1997-06-18 1 6614696.0 \n",
- "1477478 5600966766 233598 2003-02-08 2 6614696.0 \n",
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- "1465047 10079333421 269883 2017-11-01 2 186884.0 \n",
- "673792 282060 282060 1987-06-20 1 4188936.0 \n",
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- "1389612 7792851858 338763 1950-11-10 2 6166667.0 \n",
- "1037958 8336222808 338763 1986-04-08 1 6166667.0 \n",
- "\n",
- " Provincename countyname isurban AmCrdtr_95 Amdbtr_95 \\\n",
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- "\n",
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- "\n",
- " Trips_Count_NotAirNotPilgrimage Trips_Count_AirPilgrimage \\\n",
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- "1247401 NaN \n",
- "352930 NaN \n",
- "611275 NaN \n",
- "648930 ÑæÓÊÇííÇä \n",
- "975608 ÑæÓÊÇííÇä \n",
- "1141498 NaN \n",
- "1477478 ÑæÓÊÇííÇä \n",
- "1040065 NaN \n",
- "1465047 NaN \n",
- "673792 Èíãå ÓáÇãÊ åãÇäí \n",
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- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "refah_P.head(50)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "id": "47c5d391-e6fc-485d-bedc-f84730e5e0eb",
- "metadata": {},
- "outputs": [],
- "source": [
- "refah_P['BirthDate'] = refah_P['BirthDate'].str.slice(0,4)\n",
- "refah_P['BirthDate'] = refah_P['BirthDate'].fillna('0')\n",
- "refah_P['BirthDate'] = refah_P['BirthDate'].astype(int)\n",
- "def valuation_for(x):\n",
- " return (x - 1) \n",
- "refah_P['GenderId'] = refah_P.apply(lambda row: valuation_for(row['GenderId']), axis=1)\n",
- "def valuation_formula(x, y):\n",
- " return (x + y)/2 \n",
- "\n",
- "refah_P['m1_98'] = refah_P.apply(lambda row: valuation_formula(row['frstPrd_98'], row['lstPrd_98']), axis=1)\n",
- "refah_P['m1_97'] = refah_P.apply(lambda row: valuation_formula(row['frstPrd_97'], row['lstPrd_97']), axis=1)\n",
- "refah_P['m1_96'] = refah_P.apply(lambda row: valuation_formula(row['frstPrd_96'], row['lstPrd_96']), axis=1)\n",
- "refah_P['m1_95'] = refah_P.apply(lambda row: valuation_formula(row['frstPrd_95'], row['lstPrd_95']), axis=1)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "id": "57900bd2-9e76-4827-8ee1-b49440bb0299",
- "metadata": {},
- "outputs": [
- {
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- " <td>31632</td>\n",
- " <td>1955</td>\n",
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- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
- " <td>2500000</td>\n",
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- " <td>2.500000e+06</td>\n",
- " <td>2.500000e+06</td>\n",
- " <td>2.500000e+06</td>\n",
- " </tr>\n",
- " <tr>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>1166758</th>\n",
- " <td>13347131001</td>\n",
- " <td>13347131001</td>\n",
- " <td>1915</td>\n",
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- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>166773</th>\n",
- " <td>2630132145</td>\n",
- " <td>13347131001</td>\n",
- " <td>1941</td>\n",
- " <td>1</td>\n",
- " <td>False</td>\n",
- " <td>4800000000</td>\n",
- " <td>675000000</td>\n",
- " <td>127500000</td>\n",
- " <td>5000000001</td>\n",
- " <td>5000000001</td>\n",
- " <td>850000000</td>\n",
- " <td>17500000000</td>\n",
- " <td>8750000000</td>\n",
- " <td>950000000</td>\n",
- " <td>6250000000</td>\n",
- " <td>6250000000</td>\n",
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- " <td>1</td>\n",
- " <td>7.500000e+09</td>\n",
- " <td>8.377500e+09</td>\n",
- " <td>2.156250e+09</td>\n",
- " <td>2.143750e+09</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1490991 rows × 35 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " ID ParentID BirthDate GenderId isurban AmCrdtr_95 \\\n",
- "944649 22038 22038 1962 0 False 4252500000 \n",
- "283667 30402 30402 1973 0 True 0 \n",
- "1006886 31632 31632 1951 0 True 1600000000 \n",
- "901415 1841353194 31632 1977 0 True 432500000 \n",
- "1068577 6543144429 31632 1955 1 True 2500000 \n",
- "... ... ... ... ... ... ... \n",
- "1068935 13343804712 13343804712 0 0 NaN 0 \n",
- "471823 13343811969 13343811969 0 0 NaN 0 \n",
- "1067297 13343827098 13343827098 0 0 NaN 0 \n",
- "1166758 13347131001 13347131001 1915 0 NaN 0 \n",
- "166773 2630132145 13347131001 1941 1 False 4800000000 \n",
- "\n",
- " Amdbtr_95 SmBnft_95 AmCrdtr_96 Amdbtr_96 SmBnft_96 \\\n",
- "944649 4250000000 10000000 5950000001 5850000001 35000000 \n",
- "283667 0 0 2500000 0 7500000 \n",
- "1006886 1600000000 0 925000000 925000000 2500000 \n",
- "901415 427500000 0 2925000000 2925000000 2500000 \n",
- "1068577 0 2500000 2500000 2500000 2500000 \n",
- "... ... ... ... ... ... \n",
- "1068935 0 0 0 0 0 \n",
- "471823 0 0 0 0 0 \n",
- "1067297 0 0 0 0 0 \n",
- "1166758 0 0 0 0 0 \n",
- "166773 675000000 127500000 5000000001 5000000001 850000000 \n",
- "\n",
- " AmCrdtr_97 Amdbtr_97 SmBnft_97 AmCrdtr_98 Amdbtr_98 \\\n",
- "944649 8000000000 8000000000 15000000 6250000000 4750000000 \n",
- "283667 1050000000 1050000000 7500000 62500000 67500000 \n",
- "1006886 1275000000 1275000000 7500000 1050000000 950000000 \n",
- "901415 2625000000 2625000000 2500000 750000000 750000000 \n",
- "1068577 2500000 2500000 2500000 2500000 2500000 \n",
- "... ... ... ... ... ... \n",
- "1068935 0 0 0 0 0 \n",
- "471823 0 0 0 0 0 \n",
- "1067297 0 0 0 0 0 \n",
- "1166758 0 0 0 0 0 \n",
- "166773 17500000000 8750000000 950000000 6250000000 6250000000 \n",
- "\n",
- " SmBnft_98 IsBiamrKhas IsMalool IsBimePardaz_Sandoghha \\\n",
- "944649 7500000 0 0 0 \n",
- "283667 0 0 0 0 \n",
- "1006886 2500000 0 0 0 \n",
- "901415 0 0 0 0 \n",
- "1068577 2500000 0 0 0 \n",
- "... ... ... ... ... \n",
- "1068935 0 0 0 0 \n",
- "471823 0 0 0 0 \n",
- "1067297 0 0 0 0 \n",
- "1166758 0 0 0 0 \n",
- "166773 1750000000 0 0 0 \n",
- "\n",
- " IsBazneshaste_Sandoghha IsMaliati_Shaghel daramad_Total_Rials \\\n",
- "944649 0 0 0 \n",
- "283667 0 0 0 \n",
- "1006886 1 0 30000000 \n",
- "901415 0 0 0 \n",
- "1068577 0 0 0 \n",
- "... ... ... ... \n",
- "1068935 0 0 0 \n",
- "471823 0 0 0 \n",
- "1067297 0 0 0 \n",
- "1166758 0 0 0 \n",
- "166773 1 0 50656224 \n",
- "\n",
- " Cars_Count CarsPrice_Sum Trips_Count_AirNotPilgrimage \\\n",
- "944649 0 0 6 \n",
- "283667 0 0 0 \n",
- "1006886 1 795867494 0 \n",
- "901415 0 0 0 \n",
- "1068577 0 0 0 \n",
- "... ... ... ... \n",
- "1068935 0 0 0 \n",
- "471823 0 0 0 \n",
- "1067297 0 0 0 \n",
- "1166758 0 0 0 \n",
- "166773 0 0 0 \n",
- "\n",
- " Trips_Count_NotAirNotPilgrimage Trips_Count_AirPilgrimage \\\n",
- "944649 2 0 \n",
- "283667 0 0 \n",
- "1006886 0 0 \n",
- "901415 0 0 \n",
- "1068577 0 0 \n",
- "... ... ... \n",
- "1068935 0 0 \n",
- "471823 0 0 \n",
- "1067297 0 0 \n",
- "1166758 0 0 \n",
- "166773 0 0 \n",
- "\n",
- " Trips_Count_NotAirPilgrimage HasMojavezSenfi HasBimeSalamat \\\n",
- "944649 0 1 0 \n",
- "283667 0 1 0 \n",
- "1006886 0 1 0 \n",
- "901415 0 0 1 \n",
- "1068577 0 0 0 \n",
- "... ... ... ... \n",
- "1068935 0 0 0 \n",
- "471823 0 0 0 \n",
- "1067297 0 0 0 \n",
- "1166758 0 0 0 \n",
- "166773 0 0 1 \n",
- "\n",
- " m1_98 m1_97 m1_96 m1_95 \n",
- "944649 3.875000e+08 1.262500e+08 2.612500e+08 2.137500e+08 \n",
- "283667 5.000000e+06 5.000000e+06 1.250000e+06 0.000000e+00 \n",
- "1006886 1.187500e+08 5.250000e+07 2.500000e+07 2.750000e+07 \n",
- "901415 2.500000e+06 7.500000e+06 1.000000e+07 7.500000e+06 \n",
- "1068577 2.500000e+06 2.500000e+06 2.500000e+06 2.500000e+06 \n",
- "... ... ... ... ... \n",
- "1068935 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n",
- "471823 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n",
- "1067297 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n",
- "1166758 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n",
- "166773 7.500000e+09 8.377500e+09 2.156250e+09 2.143750e+09 \n",
- "\n",
- "[1490991 rows x 35 columns]"
- ]
- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "refah_P.drop(refah_P.columns[[4,5,6,10,11,15,16,20,21,25,26,28,29,30,31,45,47]], axis = 1, inplace = True)\n",
- "refah_P"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "id": "2973360e-a984-4c47-b8d9-c6c2d12bdaaa",
- "metadata": {},
- "outputs": [],
- "source": [
- "refah_Parent = pd.DataFrame({'ParentID':[],'FamNum':[],'FemNum':[],'BirthDate':[],'GenderId':[],'isurban':[],'AmCrdtr_95':[],'Amdbtr_95':[],'SmBnft_95':[],'AmCrdtr_96':[],'Amdbtr_96':[],'SmBnft_96':[],'AmCrdtr_97':[],'Amdbtr_97':[],'SmBnft_97':[],'AmCrdtr_98':[],'Amdbtr_98':[],'SmBnft_98':[],'IsBiamrKhas':[],'IsMalool':[],'IsBimePardaz_Sandoghha':[],'IsBazneshaste_Sandoghha':[],'IsMaliati_Shaghel':[],'daramad_Total_Rials':[],'Cars_Count':[],'CarsPrice_Sum':[],'Trips_Count_AirNotPilgrimage':[],'Trips_Count_NotAirNotPilgrimage':[],'Trips_Count_AirPilgrimage':[],'Trips_Count_NotAirPilgrimage':[],'HasMojavezSenfi':[],'HasBimeSalamat':[],'m1_98':[],'m1_97':[],'m1_96':[],'m1_95':[]})\n",
- "lfp=len(refah_P)\n",
- "for i in range(0,lfp):\n",
- " \n",
- " if refah_P.iloc[i][1] == refah_P.iloc[i][0]:\n",
- " FemNum=refah_P.iloc[i][3]\n",
- " AmCrdtr_95=refah_P.iloc[i][5]\n",
- " Amdbtr_95=refah_P.iloc[i][6]\n",
- " SmBnft_95=refah_P.iloc[i][7]\n",
- " AmCrdtr_96=refah_P.iloc[i][8]\n",
- " Amdbtr_96=refah_P.iloc[i][9]\n",
- " SmBnft_96=refah_P.iloc[i][10]\n",
- " AmCrdtr_97=refah_P.iloc[i][11]\n",
- " Amdbtr_97=refah_P.iloc[i][12]\n",
- " SmBnft_97=refah_P.iloc[i][13]\n",
- " AmCrdtr_98=refah_P.iloc[i][14]\n",
- " Amdbtr_98=refah_P.iloc[i][15]\n",
- " SmBnft_98=refah_P.iloc[i][16]\n",
- " IsBiamrKhas=refah_P.iloc[i][17]\n",
- " IsMalool=refah_P.iloc[i][18]\n",
- " IsBimePardaz_Sandoghha=refah_P.iloc[i][19]\n",
- " IsBazneshaste_Sandoghha=refah_P.iloc[i][20]\n",
- " IsMaliati_Shaghel=refah_P.iloc[i][21]\n",
- " daramad_Total_Rials=refah_P.iloc[i][22]\n",
- " Cars_Count=refah_P.iloc[i][23]\n",
- " CarsPrice_Sum=refah_P.iloc[i][24]\n",
- " Trips_Count_AirNotPilgrimage=refah_P.iloc[i][25]\n",
- " Trips_Count_NotAirNotPilgrimage=refah_P.iloc[i][26]\n",
- " Trips_Count_AirPilgrimage=refah_P.iloc[i][27]\n",
- " Trips_Count_NotAirPilgrimage=refah_P.iloc[i][28]\n",
- " HasMojavezSenfi=refah_P.iloc[i][29]\n",
- " HasBimeSalamat=refah_P.iloc[i][30]\n",
- " m1_98=refah_P.iloc[i][31]\n",
- " m1_97=refah_P.iloc[i][32]\n",
- " m1_96=refah_P.iloc[i][33]\n",
- " m1_95=refah_P.iloc[i][34]\n",
- " FamNum=refah_P['ParentID'].value_counts()[refah_P.iloc[i][1]]\n",
- " #refah_P['n'] = refah.apply(lambda row: n, axis=1)\n",
- " if FamNum > 1:\n",
- " for j in range(i+1, i+FamNum):\n",
- " FemNum=FemNum+refah_P.iloc[j][3]\n",
- " AmCrdtr_95=AmCrdtr_95+refah_P.iloc[j][5]\n",
- " Amdbtr_95=Amdbtr_95+refah_P.iloc[j][6]\n",
- " SmBnft_95=SmBnft_95+refah_P.iloc[j][7]\n",
- " AmCrdtr_96=AmCrdtr_96+refah_P.iloc[j][8]\n",
- " Amdbtr_96=Amdbtr_96+refah_P.iloc[j][9]\n",
- " SmBnft_96=SmBnft_96+refah_P.iloc[j][10]\n",
- " AmCrdtr_97=AmCrdtr_97+refah_P.iloc[j][11]\n",
- " Amdbtr_97=Amdbtr_97+refah_P.iloc[j][12]\n",
- " SmBnft_97=SmBnft_97+refah_P.iloc[j][13]\n",
- " AmCrdtr_98=AmCrdtr_98+refah_P.iloc[j][14]\n",
- " Amdbtr_98=Amdbtr_98+refah_P.iloc[j][15]\n",
- " SmBnft_98=SmBnft_98+refah_P.iloc[j][16]\n",
- " IsBiamrKhas=IsBiamrKhas+refah_P.iloc[j][17]\n",
- " IsMalool=IsMalool+refah_P.iloc[j][18]\n",
- " IsBimePardaz_Sandoghha=IsBimePardaz_Sandoghha+refah_P.iloc[j][19]\n",
- " IsBazneshaste_Sandoghha=IsBazneshaste_Sandoghha+refah_P.iloc[j][20]\n",
- " IsMaliati_Shaghel=IsMaliati_Shaghel+refah_P.iloc[j][21]\n",
- " daramad_Total_Rials=daramad_Total_Rials+refah_P.iloc[j][22]\n",
- " Cars_Count=Cars_Count+refah_P.iloc[j][23]\n",
- " CarsPrice_Sum=CarsPrice_Sum+refah_P.iloc[j][24]\n",
- " Trips_Count_AirNotPilgrimage=Trips_Count_AirNotPilgrimage+refah_P.iloc[j][25]\n",
- " Trips_Count_NotAirNotPilgrimage=Trips_Count_NotAirNotPilgrimage+refah_P.iloc[j][26]\n",
- " Trips_Count_AirPilgrimage=Trips_Count_AirPilgrimage+refah_P.iloc[j][27]\n",
- " Trips_Count_NotAirPilgrimage=Trips_Count_NotAirPilgrimage+refah_P.iloc[j][28]\n",
- " HasMojavezSenfi=HasMojavezSenfi+refah_P.iloc[j][29]\n",
- " HasBimeSalamat=HasBimeSalamat+refah_P.iloc[j][30]\n",
- " m1_98=m1_98+refah_P.iloc[j][31]\n",
- " m1_97=m1_97+refah_P.iloc[j][32]\n",
- " m1_96=m1_96+refah_P.iloc[j][33]\n",
- " m1_95=m1_95+refah_P.iloc[j][34]\n",
- " info = {'ParentID':refah_P.iloc[i][1],'FamNum':FamNum,'FemNum':FemNum,'BirthDate':refah_P.iloc[i][2],'GenderId':refah_P.iloc[i][3],'isurban':refah_P.iloc[i][4],'AmCrdtr_95':AmCrdtr_95,'Amdbtr_95':Amdbtr_95,'SmBnft_95':SmBnft_95,'AmCrdtr_96':AmCrdtr_96,'Amdbtr_96':Amdbtr_96,'SmBnft_96':SmBnft_96,'AmCrdtr_97':AmCrdtr_97,'Amdbtr_97':Amdbtr_97,'SmBnft_97':SmBnft_97,'AmCrdtr_98':AmCrdtr_98,'Amdbtr_98':Amdbtr_98,'SmBnft_98':SmBnft_98,'IsBiamrKhas':IsBiamrKhas,'IsMalool':IsMalool,'IsBimePardaz_Sandoghha':IsBimePardaz_Sandoghha,'IsBazneshaste_Sandoghha':IsBazneshaste_Sandoghha,'IsMaliati_Shaghel':IsMaliati_Shaghel,'daramad_Total_Rials':daramad_Total_Rials,'Cars_Count':Cars_Count,'CarsPrice_Sum':CarsPrice_Sum,'Trips_Count_AirNotPilgrimage':Trips_Count_AirNotPilgrimage,'Trips_Count_NotAirNotPilgrimage':Trips_Count_NotAirNotPilgrimage,'Trips_Count_AirPilgrimage':Trips_Count_AirPilgrimage,'Trips_Count_NotAirPilgrimage':Trips_Count_NotAirPilgrimage,'HasMojavezSenfi':HasMojavezSenfi,'HasBimeSalamat':HasBimeSalamat,'m1_98':m1_98,'m1_97':m1_97,'m1_96':m1_96,'m1_95':m1_95}\n",
- " refah_Parent = refah_Parent.append(info, ignore_index = True)\n",
- " \n",
- " \n",
- " \n",
- " "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "eb5cd59a-e5f5-44a3-af9c-9a55e0a27ecc",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "id": "fd68b70b-9c33-402b-b9b6-42c130bb4018",
- "metadata": {},
- "outputs": [],
- "source": [
- "writer = pd.ExcelWriter('pandas_simple.xlsx', engine='xlsxwriter')\n",
- "\n",
- "refah_Parent.to_excel('refah_Parent.xlsx', sheet_name='refah_Parent')\n",
- "export_excel = refah_Parent.to_excel (r\"C:\\Users\\Hamed\\AppData\\Roaming\\Microsoft\\Windows\\Start Menu\\Programs\\Anaconda3 (64-bit)\\refah_Parent.xlsx\")\n",
- "\n",
- "writer.save()\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "id": "c9ff6172-a6e0-40b2-b6f6-dc22842a2763",
- "metadata": {},
- "outputs": [
- {
- "data": {
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- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>ParentID</th>\n",
- " <th>FamNum</th>\n",
- " <th>FemNum</th>\n",
- " <th>BirthDate</th>\n",
- " <th>GenderId</th>\n",
- " <th>isurban</th>\n",
- " <th>AmCrdtr_95</th>\n",
- " <th>Amdbtr_95</th>\n",
- " <th>SmBnft_95</th>\n",
- " <th>AmCrdtr_96</th>\n",
- " <th>Amdbtr_96</th>\n",
- " <th>SmBnft_96</th>\n",
- " <th>AmCrdtr_97</th>\n",
- " <th>Amdbtr_97</th>\n",
- " <th>SmBnft_97</th>\n",
- " <th>AmCrdtr_98</th>\n",
- " <th>Amdbtr_98</th>\n",
- " <th>SmBnft_98</th>\n",
- " <th>IsBiamrKhas</th>\n",
- " <th>IsMalool</th>\n",
- " <th>IsBimePardaz_Sandoghha</th>\n",
- " <th>IsBazneshaste_Sandoghha</th>\n",
- " <th>IsMaliati_Shaghel</th>\n",
- " <th>daramad_Total_Rials</th>\n",
- " <th>Cars_Count</th>\n",
- " <th>CarsPrice_Sum</th>\n",
- " <th>Trips_Count_AirNotPilgrimage</th>\n",
- " <th>Trips_Count_NotAirNotPilgrimage</th>\n",
- " <th>Trips_Count_AirPilgrimage</th>\n",
- " <th>Trips_Count_NotAirPilgrimage</th>\n",
- " <th>HasMojavezSenfi</th>\n",
- " <th>HasBimeSalamat</th>\n",
- " <th>m1_98</th>\n",
- " <th>m1_97</th>\n",
- " <th>m1_96</th>\n",
- " <th>m1_95</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>2.203800e+04</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1962.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>4.252500e+09</td>\n",
- " <td>4.250000e+09</td>\n",
- " <td>10000000.0</td>\n",
- " <td>5.950000e+09</td>\n",
- " <td>5.850000e+09</td>\n",
- " <td>35000000.0</td>\n",
- " <td>8.000000e+09</td>\n",
- " <td>8.000000e+09</td>\n",
- " <td>15000000.0</td>\n",
- " <td>6.250000e+09</td>\n",
- " <td>4.750000e+09</td>\n",
- " <td>7.500000e+06</td>\n",
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- " <td>6.0</td>\n",
- " <td>2.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>3.875000e+08</td>\n",
- " <td>1.262500e+08</td>\n",
- " <td>2.612500e+08</td>\n",
- " <td>2.137500e+08</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>3.040200e+04</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1973.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>2.500000e+06</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>7500000.0</td>\n",
- " <td>1.050000e+09</td>\n",
- " <td>1.050000e+09</td>\n",
- " <td>7500000.0</td>\n",
- " <td>6.250000e+07</td>\n",
- " <td>6.750000e+07</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>5.000000e+06</td>\n",
- " <td>5.000000e+06</td>\n",
- " <td>1.250000e+06</td>\n",
- " <td>0.000000e+00</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>3.163200e+04</td>\n",
- " <td>4.0</td>\n",
- " <td>2.0</td>\n",
- " <td>1951.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>2.132500e+09</td>\n",
- " <td>2.152500e+09</td>\n",
- " <td>2500000.0</td>\n",
- " <td>3.977500e+09</td>\n",
- " <td>3.977500e+09</td>\n",
- " <td>7500000.0</td>\n",
- " <td>4.027500e+09</td>\n",
- " <td>4.027500e+09</td>\n",
- " <td>12500000.0</td>\n",
- " <td>1.810000e+09</td>\n",
- " <td>1.710000e+09</td>\n",
- " <td>5.000000e+06</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>30000000.0</td>\n",
- " <td>1.0</td>\n",
- " <td>7.958675e+08</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.262500e+08</td>\n",
- " <td>6.500000e+07</td>\n",
- " <td>4.750000e+07</td>\n",
- " <td>6.250000e+07</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>8.083200e+04</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1975.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>3.750000e+08</td>\n",
- " <td>3.750000e+08</td>\n",
- " <td>7500000.0</td>\n",
- " <td>3.750000e+08</td>\n",
- " <td>2.750000e+08</td>\n",
- " <td>2500000.0</td>\n",
- " <td>1.052500e+09</td>\n",
- " <td>1.152500e+09</td>\n",
- " <td>10000000.0</td>\n",
- " <td>1.250000e+09</td>\n",
- " <td>1.250000e+09</td>\n",
- " <td>2.500000e+06</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>22925130.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>4.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>2.000000e+07</td>\n",
- " <td>7.250000e+07</td>\n",
- " <td>7.125000e+07</td>\n",
- " <td>1.500000e+07</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>1.026030e+05</td>\n",
- " <td>2.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1968.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>3.357500e+09</td>\n",
- " <td>3.057500e+09</td>\n",
- " <td>7500000.0</td>\n",
- " <td>2.150000e+09</td>\n",
- " <td>1.952500e+09</td>\n",
- " <td>5000000.0</td>\n",
- " <td>5.150000e+09</td>\n",
- " <td>5.275000e+09</td>\n",
- " <td>5000000.0</td>\n",
- " <td>7.000000e+09</td>\n",
- " <td>7.000000e+09</td>\n",
- " <td>2.500000e+06</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>161706755.0</td>\n",
- " <td>3.0</td>\n",
- " <td>8.867006e+09</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>2.962500e+08</td>\n",
- " <td>2.641250e+09</td>\n",
- " <td>1.062500e+08</td>\n",
- " <td>1.262500e+08</td>\n",
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- " <th>499995</th>\n",
- " <td>1.334380e+10</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
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- " <tr>\n",
- " <th>499996</th>\n",
- " <td>1.334380e+10</td>\n",
- " <td>1.0</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
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- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
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- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
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- " <tr>\n",
- " <th>499997</th>\n",
- " <td>1.334381e+10</td>\n",
- " <td>1.0</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
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- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>499998</th>\n",
- " <td>1.334383e+10</td>\n",
- " <td>1.0</td>\n",
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- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " <td>0.000000e+00</td>\n",
- " </tr>\n",
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- " <td>2.143750e+09</td>\n",
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- " ParentID FamNum FemNum BirthDate GenderId isurban \\\n",
- "0 2.203800e+04 1.0 0.0 1962.0 0.0 0.0 \n",
- "1 3.040200e+04 1.0 0.0 1973.0 0.0 1.0 \n",
- "2 3.163200e+04 4.0 2.0 1951.0 0.0 1.0 \n",
- "3 8.083200e+04 1.0 1.0 1975.0 1.0 0.0 \n",
- "4 1.026030e+05 2.0 1.0 1968.0 0.0 1.0 \n",
- "... ... ... ... ... ... ... \n",
- "499995 1.334380e+10 1.0 0.0 0.0 0.0 NaN \n",
- "499996 1.334380e+10 1.0 0.0 0.0 0.0 NaN \n",
- "499997 1.334381e+10 1.0 0.0 0.0 0.0 NaN \n",
- "499998 1.334383e+10 1.0 0.0 0.0 0.0 NaN \n",
- "499999 1.334713e+10 2.0 1.0 1915.0 0.0 NaN \n",
- "\n",
- " AmCrdtr_95 Amdbtr_95 SmBnft_95 AmCrdtr_96 Amdbtr_96 \\\n",
- "0 4.252500e+09 4.250000e+09 10000000.0 5.950000e+09 5.850000e+09 \n",
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- "4 3.357500e+09 3.057500e+09 7500000.0 2.150000e+09 1.952500e+09 \n",
- "... ... ... ... ... ... \n",
- "499995 0.000000e+00 0.000000e+00 0.0 0.000000e+00 0.000000e+00 \n",
- "499996 0.000000e+00 0.000000e+00 0.0 0.000000e+00 0.000000e+00 \n",
- "499997 0.000000e+00 0.000000e+00 0.0 0.000000e+00 0.000000e+00 \n",
- "499998 0.000000e+00 0.000000e+00 0.0 0.000000e+00 0.000000e+00 \n",
- "499999 4.800000e+09 6.750000e+08 127500000.0 5.000000e+09 5.000000e+09 \n",
- "\n",
- " SmBnft_96 AmCrdtr_97 Amdbtr_97 SmBnft_97 AmCrdtr_98 \\\n",
- "0 35000000.0 8.000000e+09 8.000000e+09 15000000.0 6.250000e+09 \n",
- "1 7500000.0 1.050000e+09 1.050000e+09 7500000.0 6.250000e+07 \n",
- "2 7500000.0 4.027500e+09 4.027500e+09 12500000.0 1.810000e+09 \n",
- "3 2500000.0 1.052500e+09 1.152500e+09 10000000.0 1.250000e+09 \n",
- "4 5000000.0 5.150000e+09 5.275000e+09 5000000.0 7.000000e+09 \n",
- "... ... ... ... ... ... \n",
- "499995 0.0 0.000000e+00 0.000000e+00 0.0 0.000000e+00 \n",
- "499996 0.0 0.000000e+00 0.000000e+00 0.0 0.000000e+00 \n",
- "499997 0.0 0.000000e+00 0.000000e+00 0.0 0.000000e+00 \n",
- "499998 0.0 0.000000e+00 0.000000e+00 0.0 0.000000e+00 \n",
- "499999 850000000.0 1.750000e+10 8.750000e+09 950000000.0 6.250000e+09 \n",
- "\n",
- " Amdbtr_98 SmBnft_98 IsBiamrKhas IsMalool \\\n",
- "0 4.750000e+09 7.500000e+06 0.0 0.0 \n",
- "1 6.750000e+07 0.000000e+00 0.0 0.0 \n",
- "2 1.710000e+09 5.000000e+06 0.0 0.0 \n",
- "3 1.250000e+09 2.500000e+06 0.0 0.0 \n",
- "4 7.000000e+09 2.500000e+06 0.0 0.0 \n",
- "... ... ... ... ... \n",
- "499995 0.000000e+00 0.000000e+00 0.0 0.0 \n",
- "499996 0.000000e+00 0.000000e+00 0.0 0.0 \n",
- "499997 0.000000e+00 0.000000e+00 0.0 0.0 \n",
- "499998 0.000000e+00 0.000000e+00 0.0 0.0 \n",
- "499999 6.250000e+09 1.750000e+09 0.0 0.0 \n",
- "\n",
- " IsBimePardaz_Sandoghha IsBazneshaste_Sandoghha IsMaliati_Shaghel \\\n",
- "0 0.0 0.0 0.0 \n",
- "1 0.0 0.0 0.0 \n",
- "2 0.0 1.0 0.0 \n",
- "3 1.0 0.0 0.0 \n",
- "4 1.0 0.0 1.0 \n",
- "... ... ... ... \n",
- "499995 0.0 0.0 0.0 \n",
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- "499997 0.0 0.0 0.0 \n",
- "499998 0.0 0.0 0.0 \n",
- "499999 0.0 1.0 0.0 \n",
- "\n",
- " daramad_Total_Rials Cars_Count CarsPrice_Sum \\\n",
- "0 0.0 0.0 0.000000e+00 \n",
- "1 0.0 0.0 0.000000e+00 \n",
- "2 30000000.0 1.0 7.958675e+08 \n",
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- "... ... ... ... \n",
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- "499997 0.0 0.0 0.000000e+00 \n",
- "499998 0.0 0.0 0.000000e+00 \n",
- "499999 50656224.0 0.0 0.000000e+00 \n",
- "\n",
- " Trips_Count_AirNotPilgrimage Trips_Count_NotAirNotPilgrimage \\\n",
- "0 6.0 2.0 \n",
- "1 0.0 0.0 \n",
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- "4 1.0 0.0 \n",
- "... ... ... \n",
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- "499997 0.0 0.0 \n",
- "499998 0.0 0.0 \n",
- "499999 0.0 0.0 \n",
- "\n",
- " Trips_Count_AirPilgrimage Trips_Count_NotAirPilgrimage \\\n",
- "0 0.0 0.0 \n",
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- "2 0.0 0.0 \n",
- "3 1.0 0.0 \n",
- "4 0.0 0.0 \n",
- "... ... ... \n",
- "499995 0.0 0.0 \n",
- "499996 0.0 0.0 \n",
- "499997 0.0 0.0 \n",
- "499998 0.0 0.0 \n",
- "499999 0.0 0.0 \n",
- "\n",
- " HasMojavezSenfi HasBimeSalamat m1_98 m1_97 \\\n",
- "0 1.0 0.0 3.875000e+08 1.262500e+08 \n",
- "1 1.0 0.0 5.000000e+06 5.000000e+06 \n",
- "2 1.0 1.0 1.262500e+08 6.500000e+07 \n",
- "3 0.0 0.0 2.000000e+07 7.250000e+07 \n",
- "4 0.0 1.0 2.962500e+08 2.641250e+09 \n",
- "... ... ... ... ... \n",
- "499995 0.0 0.0 0.000000e+00 0.000000e+00 \n",
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- "499998 0.0 0.0 0.000000e+00 0.000000e+00 \n",
- "499999 0.0 1.0 7.500000e+09 8.377500e+09 \n",
- "\n",
- " m1_96 m1_95 \n",
- "0 2.612500e+08 2.137500e+08 \n",
- "1 1.250000e+06 0.000000e+00 \n",
- "2 4.750000e+07 6.250000e+07 \n",
- "3 7.125000e+07 1.500000e+07 \n",
- "4 1.062500e+08 1.262500e+08 \n",
- "... ... ... \n",
- "499995 0.000000e+00 0.000000e+00 \n",
- "499996 0.000000e+00 0.000000e+00 \n",
- "499997 0.000000e+00 0.000000e+00 \n",
- "499998 0.000000e+00 0.000000e+00 \n",
- "499999 2.156250e+09 2.143750e+09 \n",
- "\n",
- "[500000 rows x 36 columns]"
- ]
- },
- "execution_count": 41,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "refah_Parent"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "id": "346d31bf-ca88-47f9-9e03-7f96b7b13eb2",
- "metadata": {},
- "outputs": [],
- "source": [
- "refah_2 = pd.read_excel(r\"C:\\Users\\Hamed\\AppData\\Roaming\\Microsoft\\Windows\\Start Menu\\Programs\\Anaconda3 (64-bit)\\refah_Parent.xlsx\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "id": "d34e5fae-3fe5-4e76-a9ec-fab8556b8246",
- "metadata": {},
- "outputs": [
- {
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- " Unnamed: 0 ParentID FamNum FemNum BirthDate GenderId isurban \\\n",
- "0 0 22038 1 0 1962 0 0.0 \n",
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- "\n",
- " AmCrdtr_95 Amdbtr_95 SmBnft_95 AmCrdtr_96 Amdbtr_96 SmBnft_96 \\\n",
- "0 4252500000 4250000000 10000000 5950000001 5850000001 35000000 \n",
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