Statlog/GCDSteps.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = pandas.read_csv('german.data', sep=' ', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "d.columns = ['Status_of_existing_checking_account', 'Duration_in_month',\n",
    "                 'Credit_history', 'Purpose', 'Credit_amount', 'Savings_account_bonds', \n",
    "                 'Present_employment_since',\n",
    "                 'Installment_rate_in_percentage_of_disposable_income',\n",
    "                 'Personal_status_and_sex', 'Other_debtors_guarantors',\n",
    "                 'Present_residence_since', 'Property', 'Age_in_years',\n",
    "                 'Other_installment_plans', 'Housing',\n",
    "                 'Number_of_existing_credits_at_this_bank', 'Job',\n",
    "                 'Number_of_people_being_liable_to_provide_maintenance_for',\n",
    "                 'Telephone', 'foreign_worker', 'Good_Loan']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Status_of_existing_checking_account</th>\n",
       "      <th>Duration_in_month</th>\n",
       "      <th>Credit_history</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Credit_amount</th>\n",
       "      <th>Savings_account_bonds</th>\n",
       "      <th>Present_employment_since</th>\n",
       "      <th>Installment_rate_in_percentage_of_disposable_income</th>\n",
       "      <th>Personal_status_and_sex</th>\n",
       "      <th>Other_debtors_guarantors</th>\n",
       "      <th>...</th>\n",
       "      <th>Property</th>\n",
       "      <th>Age_in_years</th>\n",
       "      <th>Other_installment_plans</th>\n",
       "      <th>Housing</th>\n",
       "      <th>Number_of_existing_credits_at_this_bank</th>\n",
       "      <th>Job</th>\n",
       "      <th>Number_of_people_being_liable_to_provide_maintenance_for</th>\n",
       "      <th>Telephone</th>\n",
       "      <th>foreign_worker</th>\n",
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       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>5951</td>\n",
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       "      <td>2</td>\n",
       "      <td>A92</td>\n",
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       "      <td>A34</td>\n",
       "      <td>A46</td>\n",
       "      <td>2096</td>\n",
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       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>49</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
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       "      <td>A32</td>\n",
       "      <td>A42</td>\n",
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       "      <td>A61</td>\n",
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       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A103</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>45</td>\n",
       "      <td>A143</td>\n",
       "      <td>A153</td>\n",
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       "      <th>4</th>\n",
       "      <td>A11</td>\n",
       "      <td>24</td>\n",
       "      <td>A33</td>\n",
       "      <td>A40</td>\n",
       "      <td>4870</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>53</td>\n",
       "      <td>A143</td>\n",
       "      <td>A153</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A14</td>\n",
       "      <td>36</td>\n",
       "      <td>A32</td>\n",
       "      <td>A46</td>\n",
       "      <td>9055</td>\n",
       "      <td>A65</td>\n",
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       "      <td>2</td>\n",
       "      <td>A93</td>\n",
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       "      <td>2</td>\n",
       "      <td>A192</td>\n",
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       "      <td>1</td>\n",
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       "      <th>6</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A42</td>\n",
       "      <td>2835</td>\n",
       "      <td>A63</td>\n",
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       "      <td>A93</td>\n",
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       "      <td>A201</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A12</td>\n",
       "      <td>36</td>\n",
       "      <td>A32</td>\n",
       "      <td>A41</td>\n",
       "      <td>6948</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>35</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A14</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>3059</td>\n",
       "      <td>A64</td>\n",
       "      <td>A74</td>\n",
       "      <td>2</td>\n",
       "      <td>A91</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>61</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
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       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
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       "      <th>9</th>\n",
       "      <td>A12</td>\n",
       "      <td>30</td>\n",
       "      <td>A34</td>\n",
       "      <td>A40</td>\n",
       "      <td>5234</td>\n",
       "      <td>A61</td>\n",
       "      <td>A71</td>\n",
       "      <td>4</td>\n",
       "      <td>A94</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>28</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A12</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A40</td>\n",
       "      <td>1295</td>\n",
       "      <td>A61</td>\n",
       "      <td>A72</td>\n",
       "      <td>3</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>25</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A11</td>\n",
       "      <td>48</td>\n",
       "      <td>A32</td>\n",
       "      <td>A49</td>\n",
       "      <td>4308</td>\n",
       "      <td>A61</td>\n",
       "      <td>A72</td>\n",
       "      <td>3</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>24</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A12</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1567</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>1</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>22</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>A11</td>\n",
       "      <td>24</td>\n",
       "      <td>A34</td>\n",
       "      <td>A40</td>\n",
       "      <td>1199</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>60</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A11</td>\n",
       "      <td>15</td>\n",
       "      <td>A32</td>\n",
       "      <td>A40</td>\n",
       "      <td>1403</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>28</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A11</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1282</td>\n",
       "      <td>A62</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>32</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
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       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A34</td>\n",
       "      <td>A43</td>\n",
       "      <td>2424</td>\n",
       "      <td>A65</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>53</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A11</td>\n",
       "      <td>30</td>\n",
       "      <td>A30</td>\n",
       "      <td>A49</td>\n",
       "      <td>8072</td>\n",
       "      <td>A65</td>\n",
       "      <td>A72</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>25</td>\n",
       "      <td>A141</td>\n",
       "      <td>A152</td>\n",
       "      <td>3</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>A12</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A41</td>\n",
       "      <td>12579</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>44</td>\n",
       "      <td>A143</td>\n",
       "      <td>A153</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>3430</td>\n",
       "      <td>A63</td>\n",
       "      <td>A75</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>31</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>2</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>A14</td>\n",
       "      <td>9</td>\n",
       "      <td>A34</td>\n",
       "      <td>A40</td>\n",
       "      <td>2134</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>48</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>3</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>A11</td>\n",
       "      <td>6</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>2647</td>\n",
       "      <td>A63</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>44</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>A11</td>\n",
       "      <td>10</td>\n",
       "      <td>A34</td>\n",
       "      <td>A40</td>\n",
       "      <td>2241</td>\n",
       "      <td>A61</td>\n",
       "      <td>A72</td>\n",
       "      <td>1</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>48</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A202</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>A12</td>\n",
       "      <td>12</td>\n",
       "      <td>A34</td>\n",
       "      <td>A41</td>\n",
       "      <td>1804</td>\n",
       "      <td>A62</td>\n",
       "      <td>A72</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>44</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>A14</td>\n",
       "      <td>10</td>\n",
       "      <td>A34</td>\n",
       "      <td>A42</td>\n",
       "      <td>2069</td>\n",
       "      <td>A65</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A94</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>26</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A202</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>A11</td>\n",
       "      <td>6</td>\n",
       "      <td>A32</td>\n",
       "      <td>A42</td>\n",
       "      <td>1374</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>1</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>36</td>\n",
       "      <td>A141</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>A14</td>\n",
       "      <td>6</td>\n",
       "      <td>A30</td>\n",
       "      <td>A43</td>\n",
       "      <td>426</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A94</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>39</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>A13</td>\n",
       "      <td>12</td>\n",
       "      <td>A31</td>\n",
       "      <td>A43</td>\n",
       "      <td>409</td>\n",
       "      <td>A64</td>\n",
       "      <td>A73</td>\n",
       "      <td>3</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>42</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>A12</td>\n",
       "      <td>7</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>2415</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A103</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>34</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>A11</td>\n",
       "      <td>60</td>\n",
       "      <td>A33</td>\n",
       "      <td>A49</td>\n",
       "      <td>6836</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>63</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>A12</td>\n",
       "      <td>15</td>\n",
       "      <td>A32</td>\n",
       "      <td>A45</td>\n",
       "      <td>1514</td>\n",
       "      <td>A62</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A103</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>22</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A40</td>\n",
       "      <td>7393</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>1</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>43</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>A11</td>\n",
       "      <td>24</td>\n",
       "      <td>A31</td>\n",
       "      <td>A40</td>\n",
       "      <td>1193</td>\n",
       "      <td>A61</td>\n",
       "      <td>A71</td>\n",
       "      <td>1</td>\n",
       "      <td>A92</td>\n",
       "      <td>A102</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>29</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>2</td>\n",
       "      <td>A171</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>A11</td>\n",
       "      <td>60</td>\n",
       "      <td>A32</td>\n",
       "      <td>A49</td>\n",
       "      <td>7297</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A102</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>36</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>A14</td>\n",
       "      <td>30</td>\n",
       "      <td>A34</td>\n",
       "      <td>A43</td>\n",
       "      <td>2831</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>33</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>A13</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1258</td>\n",
       "      <td>A63</td>\n",
       "      <td>A73</td>\n",
       "      <td>3</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>57</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>A12</td>\n",
       "      <td>6</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>753</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A92</td>\n",
       "      <td>A103</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>64</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>A12</td>\n",
       "      <td>18</td>\n",
       "      <td>A33</td>\n",
       "      <td>A49</td>\n",
       "      <td>2427</td>\n",
       "      <td>A65</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>42</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A33</td>\n",
       "      <td>A40</td>\n",
       "      <td>2538</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>47</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>A12</td>\n",
       "      <td>15</td>\n",
       "      <td>A31</td>\n",
       "      <td>A40</td>\n",
       "      <td>1264</td>\n",
       "      <td>A62</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A94</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>25</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>A12</td>\n",
       "      <td>30</td>\n",
       "      <td>A34</td>\n",
       "      <td>A42</td>\n",
       "      <td>8386</td>\n",
       "      <td>A61</td>\n",
       "      <td>A74</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>49</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>A14</td>\n",
       "      <td>48</td>\n",
       "      <td>A32</td>\n",
       "      <td>A49</td>\n",
       "      <td>4844</td>\n",
       "      <td>A61</td>\n",
       "      <td>A71</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>33</td>\n",
       "      <td>A141</td>\n",
       "      <td>A151</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>A13</td>\n",
       "      <td>21</td>\n",
       "      <td>A32</td>\n",
       "      <td>A40</td>\n",
       "      <td>2923</td>\n",
       "      <td>A62</td>\n",
       "      <td>A73</td>\n",
       "      <td>1</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>28</td>\n",
       "      <td>A141</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>A11</td>\n",
       "      <td>36</td>\n",
       "      <td>A32</td>\n",
       "      <td>A41</td>\n",
       "      <td>8229</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>26</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>A14</td>\n",
       "      <td>24</td>\n",
       "      <td>A34</td>\n",
       "      <td>A42</td>\n",
       "      <td>2028</td>\n",
       "      <td>A61</td>\n",
       "      <td>A74</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>30</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>A11</td>\n",
       "      <td>15</td>\n",
       "      <td>A34</td>\n",
       "      <td>A42</td>\n",
       "      <td>1433</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>25</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>A13</td>\n",
       "      <td>42</td>\n",
       "      <td>A30</td>\n",
       "      <td>A49</td>\n",
       "      <td>6289</td>\n",
       "      <td>A61</td>\n",
       "      <td>A72</td>\n",
       "      <td>2</td>\n",
       "      <td>A91</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>33</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>A14</td>\n",
       "      <td>13</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1409</td>\n",
       "      <td>A62</td>\n",
       "      <td>A71</td>\n",
       "      <td>2</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>64</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>A11</td>\n",
       "      <td>24</td>\n",
       "      <td>A32</td>\n",
       "      <td>A41</td>\n",
       "      <td>6579</td>\n",
       "      <td>A61</td>\n",
       "      <td>A71</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>29</td>\n",
       "      <td>A143</td>\n",
       "      <td>A153</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>A12</td>\n",
       "      <td>24</td>\n",
       "      <td>A34</td>\n",
       "      <td>A43</td>\n",
       "      <td>1743</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>48</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>A14</td>\n",
       "      <td>12</td>\n",
       "      <td>A34</td>\n",
       "      <td>A46</td>\n",
       "      <td>3565</td>\n",
       "      <td>A65</td>\n",
       "      <td>A72</td>\n",
       "      <td>2</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>37</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>A14</td>\n",
       "      <td>15</td>\n",
       "      <td>A31</td>\n",
       "      <td>A43</td>\n",
       "      <td>1569</td>\n",
       "      <td>A62</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>34</td>\n",
       "      <td>A141</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>2</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>A11</td>\n",
       "      <td>18</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1936</td>\n",
       "      <td>A65</td>\n",
       "      <td>A74</td>\n",
       "      <td>2</td>\n",
       "      <td>A94</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>23</td>\n",
       "      <td>A143</td>\n",
       "      <td>A151</td>\n",
       "      <td>2</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>A11</td>\n",
       "      <td>36</td>\n",
       "      <td>A32</td>\n",
       "      <td>A42</td>\n",
       "      <td>3959</td>\n",
       "      <td>A61</td>\n",
       "      <td>A71</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>30</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>A14</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A40</td>\n",
       "      <td>2390</td>\n",
       "      <td>A65</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>50</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>A14</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A42</td>\n",
       "      <td>1736</td>\n",
       "      <td>A61</td>\n",
       "      <td>A74</td>\n",
       "      <td>3</td>\n",
       "      <td>A92</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A121</td>\n",
       "      <td>31</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A172</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>A11</td>\n",
       "      <td>30</td>\n",
       "      <td>A32</td>\n",
       "      <td>A41</td>\n",
       "      <td>3857</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A91</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A122</td>\n",
       "      <td>40</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A174</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>A14</td>\n",
       "      <td>12</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>804</td>\n",
       "      <td>A61</td>\n",
       "      <td>A75</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>38</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>A11</td>\n",
       "      <td>45</td>\n",
       "      <td>A32</td>\n",
       "      <td>A43</td>\n",
       "      <td>1845</td>\n",
       "      <td>A61</td>\n",
       "      <td>A73</td>\n",
       "      <td>4</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A124</td>\n",
       "      <td>23</td>\n",
       "      <td>A143</td>\n",
       "      <td>A153</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A192</td>\n",
       "      <td>A201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>A12</td>\n",
       "      <td>45</td>\n",
       "      <td>A34</td>\n",
       "      <td>A41</td>\n",
       "      <td>4576</td>\n",
       "      <td>A62</td>\n",
       "      <td>A71</td>\n",
       "      <td>3</td>\n",
       "      <td>A93</td>\n",
       "      <td>A101</td>\n",
       "      <td>...</td>\n",
       "      <td>A123</td>\n",
       "      <td>27</td>\n",
       "      <td>A143</td>\n",
       "      <td>A152</td>\n",
       "      <td>1</td>\n",
       "      <td>A173</td>\n",
       "      <td>1</td>\n",
       "      <td>A191</td>\n",
       "      <td>A201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Status_of_existing_checking_account  Duration_in_month Credit_history  \\\n",
       "0                                   A11                  6            A34   \n",
       "1                                   A12                 48            A32   \n",
       "2                                   A14                 12            A34   \n",
       "3                                   A11                 42            A32   \n",
       "4                                   A11                 24            A33   \n",
       "5                                   A14                 36            A32   \n",
       "6                                   A14                 24            A32   \n",
       "7                                   A12                 36            A32   \n",
       "8                                   A14                 12            A32   \n",
       "9                                   A12                 30            A34   \n",
       "10                                  A12                 12            A32   \n",
       "11                                  A11                 48            A32   \n",
       "12                                  A12                 12            A32   \n",
       "13                                  A11                 24            A34   \n",
       "14                                  A11                 15            A32   \n",
       "15                                  A11                 24            A32   \n",
       "16                                  A14                 24            A34   \n",
       "17                                  A11                 30            A30   \n",
       "18                                  A12                 24            A32   \n",
       "19                                  A14                 24            A32   \n",
       "20                                  A14                  9            A34   \n",
       "21                                  A11                  6            A32   \n",
       "22                                  A11                 10            A34   \n",
       "23                                  A12                 12            A34   \n",
       "24                                  A14                 10            A34   \n",
       "25                                  A11                  6            A32   \n",
       "26                                  A14                  6            A30   \n",
       "27                                  A13                 12            A31   \n",
       "28                                  A12                  7            A32   \n",
       "29                                  A11                 60            A33   \n",
       "..                                  ...                ...            ...   \n",
       "970                                 A12                 15            A32   \n",
       "971                                 A14                 24            A32   \n",
       "972                                 A11                 24            A31   \n",
       "973                                 A11                 60            A32   \n",
       "974                                 A14                 30            A34   \n",
       "975                                 A13                 24            A32   \n",
       "976                                 A12                  6            A32   \n",
       "977                                 A12                 18            A33   \n",
       "978                                 A14                 24            A33   \n",
       "979                                 A12                 15            A31   \n",
       "980                                 A12                 30            A34   \n",
       "981                                 A14                 48            A32   \n",
       "982                                 A13                 21            A32   \n",
       "983                                 A11                 36            A32   \n",
       "984                                 A14                 24            A34   \n",
       "985                                 A11                 15            A34   \n",
       "986                                 A13                 42            A30   \n",
       "987                                 A14                 13            A32   \n",
       "988                                 A11                 24            A32   \n",
       "989                                 A12                 24            A34   \n",
       "990                                 A14                 12            A34   \n",
       "991                                 A14                 15            A31   \n",
       "992                                 A11                 18            A32   \n",
       "993                                 A11                 36            A32   \n",
       "994                                 A14                 12            A32   \n",
       "995                                 A14                 12            A32   \n",
       "996                                 A11                 30            A32   \n",
       "997                                 A14                 12            A32   \n",
       "998                                 A11                 45            A32   \n",
       "999                                 A12                 45            A34   \n",
       "\n",
       "    Purpose  Credit_amount Savings_account_bonds Present_employment_since  \\\n",
       "0       A43           1169                   A65                      A75   \n",
       "1       A43           5951                   A61                      A73   \n",
       "2       A46           2096                   A61                      A74   \n",
       "3       A42           7882                   A61                      A74   \n",
       "4       A40           4870                   A61                      A73   \n",
       "5       A46           9055                   A65                      A73   \n",
       "6       A42           2835                   A63                      A75   \n",
       "7       A41           6948                   A61                      A73   \n",
       "8       A43           3059                   A64                      A74   \n",
       "9       A40           5234                   A61                      A71   \n",
       "10      A40           1295                   A61                      A72   \n",
       "11      A49           4308                   A61                      A72   \n",
       "12      A43           1567                   A61                      A73   \n",
       "13      A40           1199                   A61                      A75   \n",
       "14      A40           1403                   A61                      A73   \n",
       "15      A43           1282                   A62                      A73   \n",
       "16      A43           2424                   A65                      A75   \n",
       "17      A49           8072                   A65                      A72   \n",
       "18      A41          12579                   A61                      A75   \n",
       "19      A43           3430                   A63                      A75   \n",
       "20      A40           2134                   A61                      A73   \n",
       "21      A43           2647                   A63                      A73   \n",
       "22      A40           2241                   A61                      A72   \n",
       "23      A41           1804                   A62                      A72   \n",
       "24      A42           2069                   A65                      A73   \n",
       "25      A42           1374                   A61                      A73   \n",
       "26      A43            426                   A61                      A75   \n",
       "27      A43            409                   A64                      A73   \n",
       "28      A43           2415                   A61                      A73   \n",
       "29      A49           6836                   A61                      A75   \n",
       "..      ...            ...                   ...                      ...   \n",
       "970     A45           1514                   A62                      A73   \n",
       "971     A40           7393                   A61                      A73   \n",
       "972     A40           1193                   A61                      A71   \n",
       "973     A49           7297                   A61                      A75   \n",
       "974     A43           2831                   A61                      A73   \n",
       "975     A43           1258                   A63                      A73   \n",
       "976     A43            753                   A61                      A73   \n",
       "977     A49           2427                   A65                      A75   \n",
       "978     A40           2538                   A61                      A75   \n",
       "979     A40           1264                   A62                      A73   \n",
       "980     A42           8386                   A61                      A74   \n",
       "981     A49           4844                   A61                      A71   \n",
       "982     A40           2923                   A62                      A73   \n",
       "983     A41           8229                   A61                      A73   \n",
       "984     A42           2028                   A61                      A74   \n",
       "985     A42           1433                   A61                      A73   \n",
       "986     A49           6289                   A61                      A72   \n",
       "987     A43           1409                   A62                      A71   \n",
       "988     A41           6579                   A61                      A71   \n",
       "989     A43           1743                   A61                      A75   \n",
       "990     A46           3565                   A65                      A72   \n",
       "991     A43           1569                   A62                      A75   \n",
       "992     A43           1936                   A65                      A74   \n",
       "993     A42           3959                   A61                      A71   \n",
       "994     A40           2390                   A65                      A75   \n",
       "995     A42           1736                   A61                      A74   \n",
       "996     A41           3857                   A61                      A73   \n",
       "997     A43            804                   A61                      A75   \n",
       "998     A43           1845                   A61                      A73   \n",
       "999     A41           4576                   A62                      A71   \n",
       "\n",
       "     Installment_rate_in_percentage_of_disposable_income  \\\n",
       "0                                                    4     \n",
       "1                                                    2     \n",
       "2                                                    2     \n",
       "3                                                    2     \n",
       "4                                                    3     \n",
       "5                                                    2     \n",
       "6                                                    3     \n",
       "7                                                    2     \n",
       "8                                                    2     \n",
       "9                                                    4     \n",
       "10                                                   3     \n",
       "11                                                   3     \n",
       "12                                                   1     \n",
       "13                                                   4     \n",
       "14                                                   2     \n",
       "15                                                   4     \n",
       "16                                                   4     \n",
       "17                                                   2     \n",
       "18                                                   4     \n",
       "19                                                   3     \n",
       "20                                                   4     \n",
       "21                                                   2     \n",
       "22                                                   1     \n",
       "23                                                   3     \n",
       "24                                                   2     \n",
       "25                                                   1     \n",
       "26                                                   4     \n",
       "27                                                   3     \n",
       "28                                                   3     \n",
       "29                                                   3     \n",
       "..                                                 ...     \n",
       "970                                                  4     \n",
       "971                                                  1     \n",
       "972                                                  1     \n",
       "973                                                  4     \n",
       "974                                                  4     \n",
       "975                                                  3     \n",
       "976                                                  2     \n",
       "977                                                  4     \n",
       "978                                                  4     \n",
       "979                                                  2     \n",
       "980                                                  2     \n",
       "981                                                  3     \n",
       "982                                                  1     \n",
       "983                                                  2     \n",
       "984                                                  2     \n",
       "985                                                  4     \n",
       "986                                                  2     \n",
       "987                                                  2     \n",
       "988                                                  4     \n",
       "989                                                  4     \n",
       "990                                                  2     \n",
       "991                                                  4     \n",
       "992                                                  2     \n",
       "993                                                  4     \n",
       "994                                                  4     \n",
       "995                                                  3     \n",
       "996                                                  4     \n",
       "997                                                  4     \n",
       "998                                                  4     \n",
       "999                                                  3     \n",
       "\n",
       "    Personal_status_and_sex Other_debtors_guarantors    ...     Property  \\\n",
       "0                       A93                     A101    ...         A121   \n",
       "1                       A92                     A101    ...         A121   \n",
       "2                       A93                     A101    ...         A121   \n",
       "3                       A93                     A103    ...         A122   \n",
       "4                       A93                     A101    ...         A124   \n",
       "5                       A93                     A101    ...         A124   \n",
       "6                       A93                     A101    ...         A122   \n",
       "7                       A93                     A101    ...         A123   \n",
       "8                       A91                     A101    ...         A121   \n",
       "9                       A94                     A101    ...         A123   \n",
       "10                      A92                     A101    ...         A123   \n",
       "11                      A92                     A101    ...         A122   \n",
       "12                      A92                     A101    ...         A123   \n",
       "13                      A93                     A101    ...         A123   \n",
       "14                      A92                     A101    ...         A123   \n",
       "15                      A92                     A101    ...         A123   \n",
       "16                      A93                     A101    ...         A122   \n",
       "17                      A93                     A101    ...         A123   \n",
       "18                      A92                     A101    ...         A124   \n",
       "19                      A93                     A101    ...         A123   \n",
       "20                      A93                     A101    ...         A123   \n",
       "21                      A93                     A101    ...         A121   \n",
       "22                      A93                     A101    ...         A121   \n",
       "23                      A93                     A101    ...         A122   \n",
       "24                      A94                     A101    ...         A123   \n",
       "25                      A93                     A101    ...         A121   \n",
       "26                      A94                     A101    ...         A123   \n",
       "27                      A92                     A101    ...         A121   \n",
       "28                      A93                     A103    ...         A121   \n",
       "29                      A93                     A101    ...         A124   \n",
       "..                      ...                      ...    ...          ...   \n",
       "970                     A93                     A103    ...         A121   \n",
       "971                     A93                     A101    ...         A122   \n",
       "972                     A92                     A102    ...         A124   \n",
       "973                     A93                     A102    ...         A124   \n",
       "974                     A92                     A101    ...         A123   \n",
       "975                     A92                     A101    ...         A123   \n",
       "976                     A92                     A103    ...         A121   \n",
       "977                     A93                     A101    ...         A122   \n",
       "978                     A93                     A101    ...         A123   \n",
       "979                     A94                     A101    ...         A122   \n",
       "980                     A93                     A101    ...         A122   \n",
       "981                     A93                     A101    ...         A123   \n",
       "982                     A92                     A101    ...         A123   \n",
       "983                     A93                     A101    ...         A122   \n",
       "984                     A93                     A101    ...         A122   \n",
       "985                     A92                     A101    ...         A122   \n",
       "986                     A91                     A101    ...         A122   \n",
       "987                     A92                     A101    ...         A121   \n",
       "988                     A93                     A101    ...         A124   \n",
       "989                     A93                     A101    ...         A122   \n",
       "990                     A93                     A101    ...         A122   \n",
       "991                     A93                     A101    ...         A123   \n",
       "992                     A94                     A101    ...         A123   \n",
       "993                     A93                     A101    ...         A122   \n",
       "994                     A93                     A101    ...         A123   \n",
       "995                     A92                     A101    ...         A121   \n",
       "996                     A91                     A101    ...         A122   \n",
       "997                     A93                     A101    ...         A123   \n",
       "998                     A93                     A101    ...         A124   \n",
       "999                     A93                     A101    ...         A123   \n",
       "\n",
       "    Age_in_years  Other_installment_plans Housing  \\\n",
       "0             67                     A143    A152   \n",
       "1             22                     A143    A152   \n",
       "2             49                     A143    A152   \n",
       "3             45                     A143    A153   \n",
       "4             53                     A143    A153   \n",
       "5             35                     A143    A153   \n",
       "6             53                     A143    A152   \n",
       "7             35                     A143    A151   \n",
       "8             61                     A143    A152   \n",
       "9             28                     A143    A152   \n",
       "10            25                     A143    A151   \n",
       "11            24                     A143    A151   \n",
       "12            22                     A143    A152   \n",
       "13            60                     A143    A152   \n",
       "14            28                     A143    A151   \n",
       "15            32                     A143    A152   \n",
       "16            53                     A143    A152   \n",
       "17            25                     A141    A152   \n",
       "18            44                     A143    A153   \n",
       "19            31                     A143    A152   \n",
       "20            48                     A143    A152   \n",
       "21            44                     A143    A151   \n",
       "22            48                     A143    A151   \n",
       "23            44                     A143    A152   \n",
       "24            26                     A143    A152   \n",
       "25            36                     A141    A152   \n",
       "26            39                     A143    A152   \n",
       "27            42                     A143    A151   \n",
       "28            34                     A143    A152   \n",
       "29            63                     A143    A152   \n",
       "..           ...                      ...     ...   \n",
       "970           22                     A143    A152   \n",
       "971           43                     A143    A152   \n",
       "972           29                     A143    A151   \n",
       "973           36                     A143    A151   \n",
       "974           33                     A143    A152   \n",
       "975           57                     A143    A152   \n",
       "976           64                     A143    A152   \n",
       "977           42                     A143    A152   \n",
       "978           47                     A143    A152   \n",
       "979           25                     A143    A151   \n",
       "980           49                     A143    A152   \n",
       "981           33                     A141    A151   \n",
       "982           28                     A141    A152   \n",
       "983           26                     A143    A152   \n",
       "984           30                     A143    A152   \n",
       "985           25                     A143    A151   \n",
       "986           33                     A143    A152   \n",
       "987           64                     A143    A152   \n",
       "988           29                     A143    A153   \n",
       "989           48                     A143    A152   \n",
       "990           37                     A143    A152   \n",
       "991           34                     A141    A152   \n",
       "992           23                     A143    A151   \n",
       "993           30                     A143    A152   \n",
       "994           50                     A143    A152   \n",
       "995           31                     A143    A152   \n",
       "996           40                     A143    A152   \n",
       "997           38                     A143    A152   \n",
       "998           23                     A143    A153   \n",
       "999           27                     A143    A152   \n",
       "\n",
       "    Number_of_existing_credits_at_this_bank   Job  \\\n",
       "0                                         2  A173   \n",
       "1                                         1  A173   \n",
       "2                                         1  A172   \n",
       "3                                         1  A173   \n",
       "4                                         2  A173   \n",
       "5                                         1  A172   \n",
       "6                                         1  A173   \n",
       "7                                         1  A174   \n",
       "8                                         1  A172   \n",
       "9                                         2  A174   \n",
       "10                                        1  A173   \n",
       "11                                        1  A173   \n",
       "12                                        1  A173   \n",
       "13                                        2  A172   \n",
       "14                                        1  A173   \n",
       "15                                        1  A172   \n",
       "16                                        2  A173   \n",
       "17                                        3  A173   \n",
       "18                                        1  A174   \n",
       "19                                        1  A173   \n",
       "20                                        3  A173   \n",
       "21                                        1  A173   \n",
       "22                                        2  A172   \n",
       "23                                        1  A173   \n",
       "24                                        2  A173   \n",
       "25                                        1  A172   \n",
       "26                                        1  A172   \n",
       "27                                        2  A173   \n",
       "28                                        1  A173   \n",
       "29                                        2  A173   \n",
       "..                                      ...   ...   \n",
       "970                                       1  A173   \n",
       "971                                       1  A172   \n",
       "972                                       2  A171   \n",
       "973                                       1  A173   \n",
       "974                                       1  A173   \n",
       "975                                       1  A172   \n",
       "976                                       1  A173   \n",
       "977                                       2  A173   \n",
       "978                                       2  A172   \n",
       "979                                       1  A173   \n",
       "980                                       1  A173   \n",
       "981                                       1  A174   \n",
       "982                                       1  A174   \n",
       "983                                       1  A173   \n",
       "984                                       2  A172   \n",
       "985                                       2  A173   \n",
       "986                                       2  A173   \n",
       "987                                       1  A173   \n",
       "988                                       1  A174   \n",
       "989                                       2  A172   \n",
       "990                                       2  A172   \n",
       "991                                       1  A172   \n",
       "992                                       2  A172   \n",
       "993                                       1  A174   \n",
       "994                                       1  A173   \n",
       "995                                       1  A172   \n",
       "996                                       1  A174   \n",
       "997                                       1  A173   \n",
       "998                                       1  A173   \n",
       "999                                       1  A173   \n",
       "\n",
       "    Number_of_people_being_liable_to_provide_maintenance_for  Telephone  \\\n",
       "0                                                    1             A192   \n",
       "1                                                    1             A191   \n",
       "2                                                    2             A191   \n",
       "3                                                    2             A191   \n",
       "4                                                    2             A191   \n",
       "5                                                    2             A192   \n",
       "6                                                    1             A191   \n",
       "7                                                    1             A192   \n",
       "8                                                    1             A191   \n",
       "9                                                    1             A191   \n",
       "10                                                   1             A191   \n",
       "11                                                   1             A191   \n",
       "12                                                   1             A192   \n",
       "13                                                   1             A191   \n",
       "14                                                   1             A191   \n",
       "15                                                   1             A191   \n",
       "16                                                   1             A191   \n",
       "17                                                   1             A191   \n",
       "18                                                   1             A192   \n",
       "19                                                   2             A192   \n",
       "20                                                   1             A192   \n",
       "21                                                   2             A191   \n",
       "22                                                   2             A191   \n",
       "23                                                   1             A191   \n",
       "24                                                   1             A191   \n",
       "25                                                   1             A192   \n",
       "26                                                   1             A191   \n",
       "27                                                   1             A191   \n",
       "28                                                   1             A191   \n",
       "29                                                   1             A192   \n",
       "..                                                 ...              ...   \n",
       "970                                                  1             A191   \n",
       "971                                                  2             A191   \n",
       "972                                                  1             A191   \n",
       "973                                                  1             A191   \n",
       "974                                                  1             A192   \n",
       "975                                                  1             A191   \n",
       "976                                                  1             A191   \n",
       "977                                                  1             A191   \n",
       "978                                                  2             A191   \n",
       "979                                                  1             A191   \n",
       "980                                                  1             A191   \n",
       "981                                                  1             A192   \n",
       "982                                                  1             A192   \n",
       "983                                                  2             A191   \n",
       "984                                                  1             A191   \n",
       "985                                                  1             A191   \n",
       "986                                                  1             A191   \n",
       "987                                                  1             A191   \n",
       "988                                                  1             A192   \n",
       "989                                                  1             A191   \n",
       "990                                                  2             A191   \n",
       "991                                                  2             A191   \n",
       "992                                                  1             A191   \n",
       "993                                                  1             A192   \n",
       "994                                                  1             A192   \n",
       "995                                                  1             A191   \n",
       "996                                                  1             A192   \n",
       "997                                                  1             A191   \n",
       "998                                                  1             A192   \n",
       "999                                                  1             A191   \n",
       "\n",
       "    foreign_worker Good_Loan  \n",
       "0             A201         1  \n",
       "1             A201         2  \n",
       "2             A201         1  \n",
       "3             A201         1  \n",
       "4             A201         2  \n",
       "5             A201         1  \n",
       "6             A201         1  \n",
       "7             A201         1  \n",
       "8             A201         1  \n",
       "9             A201         2  \n",
       "10            A201         2  \n",
       "11            A201         2  \n",
       "12            A201         1  \n",
       "13            A201         2  \n",
       "14            A201         1  \n",
       "15            A201         2  \n",
       "16            A201         1  \n",
       "17            A201         1  \n",
       "18            A201         2  \n",
       "19            A201         1  \n",
       "20            A201         1  \n",
       "21            A201         1  \n",
       "22            A202         1  \n",
       "23            A201         1  \n",
       "24            A202         1  \n",
       "25            A201         1  \n",
       "26            A201         1  \n",
       "27            A201         1  \n",
       "28            A201         1  \n",
       "29            A201         2  \n",
       "..             ...       ...  \n",
       "970           A201         1  \n",
       "971           A201         1  \n",
       "972           A201         2  \n",
       "973           A201         2  \n",
       "974           A201         1  \n",
       "975           A201         1  \n",
       "976           A201         1  \n",
       "977           A201         1  \n",
       "978           A201         2  \n",
       "979           A201         2  \n",
       "980           A201         2  \n",
       "981           A201         2  \n",
       "982           A201         1  \n",
       "983           A201         2  \n",
       "984           A201         1  \n",
       "985           A201         1  \n",
       "986           A201         1  \n",
       "987           A201         1  \n",
       "988           A201         1  \n",
       "989           A201         1  \n",
       "990           A201         1  \n",
       "991           A201         1  \n",
       "992           A201         1  \n",
       "993           A201         1  \n",
       "994           A201         1  \n",
       "995           A201         1  \n",
       "996           A201         1  \n",
       "997           A201         1  \n",
       "998           A201         2  \n",
       "999           A201         1  \n",
       "\n",
       "[1000 rows x 21 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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