├── .gitignore ├── 1-intro └── job_hunting.ipynb ├── 2-data-upload ├── gdrive_download_example.ipynb ├── gsheet_download_data.ipynb └── postgres_connect_example.ipynb ├── README.md ├── german-credit.csv └── german_credit_analysis.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store -------------------------------------------------------------------------------- /1-intro/job_hunting.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "job-hunting.ipynb", 7 | "provenance": [], 8 | "collapsed_sections": [], 9 | "authorship_tag": "ABX9TyMZ3g3uBFMtS9jmigdUQ5ch", 10 | "include_colab_link": true 11 | }, 12 | "kernelspec": { 13 | "name": "python3", 14 | "display_name": "Python 3" 15 | } 16 | }, 17 | "cells": [ 18 | { 19 | "cell_type": "markdown", 20 | "metadata": { 21 | "id": "view-in-github", 22 | "colab_type": "text" 23 | }, 24 | "source": [ 25 | "\"Open" 26 | ] 27 | }, 28 | { 29 | "cell_type": "markdown", 30 | "metadata": { 31 | "id": "yyweqh4OSmcf" 32 | }, 33 | "source": [ 34 | "# Как искать работу?" 35 | ] 36 | }, 37 | { 38 | "cell_type": "markdown", 39 | "metadata": { 40 | "id": "CIObD3SFSfh-" 41 | }, 42 | "source": [ 43 | "Мой канал в тг https://t.me/mikhaylovgleb" 44 | ] 45 | }, 46 | { 47 | "cell_type": "code", 48 | "metadata": { 49 | "id": "tS8q1VXA2ZYY" 50 | }, 51 | "source": [ 52 | "import pandas as pd" 53 | ], 54 | "execution_count": null, 55 | "outputs": [] 56 | }, 57 | { 58 | "cell_type": "markdown", 59 | "metadata": { 60 | "id": "x8RLHB6x2mev" 61 | }, 62 | "source": [ 63 | "Я к поиску работы отношусь, как с случайному процессу. Представь, что вероятность того, что отклик на вакансии на hh.ru конвертиться в работу с вероятностью, скажем ..." 64 | ] 65 | }, 66 | { 67 | "cell_type": "code", 68 | "metadata": { 69 | "id": "uluLCo8K2cpR" 70 | }, 71 | "source": [ 72 | "p = 0.01" 73 | ], 74 | "execution_count": null, 75 | "outputs": [] 76 | }, 77 | { 78 | "cell_type": "markdown", 79 | "metadata": { 80 | "id": "XkJY6uja3JnS" 81 | }, 82 | "source": [ 83 | "Цифра может быть выше или ниже. Не так важно. Какова вероятнось того, что я не найду работу с одного отклика?\n" 84 | ] 85 | }, 86 | { 87 | "cell_type": "code", 88 | "metadata": { 89 | "id": "Te1mxrUL3CeK", 90 | "colab": { 91 | "base_uri": "https://localhost:8080/", 92 | "height": 34 93 | }, 94 | "outputId": "28f8a090-4748-4f2e-e9a9-604b5118c269" 95 | }, 96 | "source": [ 97 | "1-p" 98 | ], 99 | "execution_count": null, 100 | "outputs": [ 101 | { 102 | "output_type": "execute_result", 103 | "data": { 104 | "text/plain": [ 105 | "0.99" 106 | ] 107 | }, 108 | "metadata": { 109 | "tags": [] 110 | }, 111 | "execution_count": 3 112 | } 113 | ] 114 | }, 115 | { 116 | "cell_type": "markdown", 117 | "metadata": { 118 | "id": "H_O2v90I3jZZ" 119 | }, 120 | "source": [ 121 | "Какова вероятность того, что я не найду работу с двух откликов?" 122 | ] 123 | }, 124 | { 125 | "cell_type": "code", 126 | "metadata": { 127 | "id": "ktB4geVa3iWd", 128 | "colab": { 129 | "base_uri": "https://localhost:8080/", 130 | "height": 34 131 | }, 132 | "outputId": "0fb173dc-dc81-4844-8152-28febebf9cfc" 133 | }, 134 | "source": [ 135 | "(1-p)*(1-p)" 136 | ], 137 | "execution_count": null, 138 | "outputs": [ 139 | { 140 | "output_type": "execute_result", 141 | "data": { 142 | "text/plain": [ 143 | "0.9801" 144 | ] 145 | }, 146 | "metadata": { 147 | "tags": [] 148 | }, 149 | "execution_count": 4 150 | } 151 | ] 152 | }, 153 | { 154 | "cell_type": "markdown", 155 | "metadata": { 156 | "id": "OYo6ubQV3rpU" 157 | }, 158 | "source": [ 159 | "Когда нужно чтобы произошли оба события, мы перемножаем вероятности. Какова вероятность, что я не найду работу с тремя откликами?" 160 | ] 161 | }, 162 | { 163 | "cell_type": "code", 164 | "metadata": { 165 | "id": "TgyrR1rS3qln", 166 | "colab": { 167 | "base_uri": "https://localhost:8080/", 168 | "height": 34 169 | }, 170 | "outputId": "0c0211fb-45d6-43ff-ee53-50525ba9ea72" 171 | }, 172 | "source": [ 173 | "(1-p)*(1-p)*(1-p)" 174 | ], 175 | "execution_count": null, 176 | "outputs": [ 177 | { 178 | "output_type": "execute_result", 179 | "data": { 180 | "text/plain": [ 181 | "0.9702989999999999" 182 | ] 183 | }, 184 | "metadata": { 185 | "tags": [] 186 | }, 187 | "execution_count": 5 188 | } 189 | ] 190 | }, 191 | { 192 | "cell_type": "markdown", 193 | "metadata": { 194 | "id": "BWd_x-CI371G" 195 | }, 196 | "source": [ 197 | "Видишь, вероятность снижается! Как найти вероятность при любом количестве откликов - возвести в степень. Например, для 20-ти откликов" 198 | ] 199 | }, 200 | { 201 | "cell_type": "code", 202 | "metadata": { 203 | "id": "Vk4NRHRj360W", 204 | "colab": { 205 | "base_uri": "https://localhost:8080/", 206 | "height": 34 207 | }, 208 | "outputId": "c77c32d4-ccc1-4c8c-abb5-f0dbb45426b3" 209 | }, 210 | "source": [ 211 | "(1-p)**20" 212 | ], 213 | "execution_count": null, 214 | "outputs": [ 215 | { 216 | "output_type": "execute_result", 217 | "data": { 218 | "text/plain": [ 219 | "0.8179069375972308" 220 | ] 221 | }, 222 | "metadata": { 223 | "tags": [] 224 | }, 225 | "execution_count": 6 226 | } 227 | ] 228 | }, 229 | { 230 | "cell_type": "markdown", 231 | "metadata": { 232 | "id": "fUQJxUfd4cXS" 233 | }, 234 | "source": [ 235 | "Как интерпретирировать эту вероятность? Что значит, когда говоришь, что на 20-ти откликах моя вероятность не найти работу равна 0.82? Это значит, что если бы существовало скажем 10000 копий тебя, то после 20-ой попытки примерно 8200 копий тебя еще бы не нашли работу, а примерно 1800 копий уже бы работали.\n", 236 | "

\n", 237 | "Так же как с вероятностью дождя. Например вероятность дождя сегодня равна 0.2 или 20% - без разницы. Это значит, что если этот день будет повторяться бесконечное количество раз, то в 20% этих дней будет идти дождь.\n", 238 | "

\n", 239 | "Еще важно понимать, что вероятность не найти работу никогда не будет равна нулю. Она будет приближаться к нюлю с ростом количества откликов. Но даже в случае когда она равна 99%, то если снова представить 10000 копий тебя, то 9900 из них будут с работой, а 100 без.\n", 240 | "

\n", 241 | "Возможно, симуляция в которой мы живем (Маск так говорит) запущена только ради твоей копии. И потом аналитик симуляций соберет данные о твоих копиях с других симуляций и сделает отчет (надеюсь не для Маска)\n", 242 | "

\n", 243 | "Ну и построим график." 244 | ] 245 | }, 246 | { 247 | "cell_type": "code", 248 | "metadata": { 249 | "id": "Nc39hozF4YRx" 250 | }, 251 | "source": [ 252 | "df = pd.DataFrame({'кол-во откликов': range(1,200)})" 253 | ], 254 | "execution_count": null, 255 | "outputs": [] 256 | }, 257 | { 258 | "cell_type": "code", 259 | "metadata": { 260 | "id": "45nR1E-e6Dg-" 261 | }, 262 | "source": [ 263 | "df['вероятность что ты еще не нашел новую работу'] = df['кол-во откликов'].apply(lambda x: (1-p)**x)" 264 | ], 265 | "execution_count": null, 266 | "outputs": [] 267 | }, 268 | { 269 | "cell_type": "code", 270 | "metadata": { 271 | "id": "hH8CSlps6Ku5", 272 | "colab": { 273 | "base_uri": "https://localhost:8080/", 274 | "height": 296 275 | }, 276 | "outputId": "01a85637-a377-421a-c585-ec5b52b989ae" 277 | }, 278 | "source": [ 279 | "df.set_index('кол-во откликов')['вероятность что ты еще не нашел новую работу'].plot(legend=True)" 280 | ], 281 | "execution_count": null, 282 | "outputs": [ 283 | { 284 | "output_type": "execute_result", 285 | "data": { 286 | "text/plain": [ 287 | "" 288 | ] 289 | }, 290 | "metadata": { 291 | "tags": [] 292 | }, 293 | "execution_count": 9 294 | }, 295 | { 296 | "output_type": "display_data", 297 | "data": { 298 | "image/png": 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Vzpw5Q6tWrfD29qZfv34VtlwxFvVZx8TEmOIuQRefnMGd766jYyN/PprQGTfXyvvO2b17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\nEhroSinlJDTQlVLKSWigK6W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299 | "text/plain": [ 300 | "
" 301 | ] 302 | }, 303 | "metadata": { 304 | "tags": [] 305 | } 306 | } 307 | ] 308 | }, 309 | { 310 | "cell_type": "markdown", 311 | "metadata": { 312 | "id": "B4XDV4s46f6M" 313 | }, 314 | "source": [ 315 | "Получается, что чтобы найди работу самый важный параметр это количество откликов. Это твоя экспозиция к случайному событию: нет экспозиции (откликов в данном случае) - нет события. Удачи!!!\n", 316 | "\n" 317 | ] 318 | }, 319 | { 320 | "cell_type": "markdown", 321 | "metadata": { 322 | "id": "7xtkI4h8OFtF" 323 | }, 324 | "source": [ 325 | "https://www.glebmikhaylov.com/" 326 | ] 327 | } 328 | ] 329 | } -------------------------------------------------------------------------------- /2-data-upload/gdrive_download_example.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "gdrive-download-example.ipynb", 7 | "provenance": [], 8 | "collapsed_sections": [], 9 | "authorship_tag": "ABX9TyPlLO+px7JBNY2Hy9RQ52BB", 10 | "include_colab_link": true 11 | }, 12 | "kernelspec": { 13 | "name": "python3", 14 | "display_name": "Python 3" 15 | } 16 | }, 17 | "cells": [ 18 | { 19 | "cell_type": "markdown", 20 | "metadata": { 21 | "id": "view-in-github", 22 | "colab_type": "text" 23 | }, 24 | "source": [ 25 | "\"Open" 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "metadata": { 31 | "id": "95cRsRYV4HQb" 32 | }, 33 | "source": [ 34 | "import pandas as pd" 35 | ], 36 | "execution_count": 1, 37 | "outputs": [] 38 | }, 39 | { 40 | "cell_type": "markdown", 41 | "metadata": { 42 | "id": "7vZBZd0Y4J40" 43 | }, 44 | "source": [ 45 | "Это ссылка на файл: https://drive.google.com/file/d/1pmGSMI2LuvsiBaBG5v7N8xfPedZbF020/view?usp=sharing из нее надо скопировать только id и запустить gdown" 46 | ] 47 | }, 48 | { 49 | "cell_type": "code", 50 | "metadata": { 51 | "colab": { 52 | "base_uri": "https://localhost:8080/" 53 | }, 54 | "id": "PWh7Mi3U4Us3", 55 | "outputId": "1d5a1cf9-af71-4715-da2b-c7bf8c7d038e" 56 | }, 57 | "source": [ 58 | "!gdown --id 1pmGSMI2LuvsiBaBG5v7N8xfPedZbF020" 59 | ], 60 | "execution_count": 2, 61 | "outputs": [ 62 | { 63 | "output_type": "stream", 64 | "text": [ 65 | "Downloading...\n", 66 | "From: https://drive.google.com/uc?id=1pmGSMI2LuvsiBaBG5v7N8xfPedZbF020\n", 67 | "To: /content/german-credit.csv\n", 68 | "\r 0% 0.00/50.5k [00:00\n", 114 | "\n", 127 | "\n", 128 | " \n", 129 | " \n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | " \n", 168 | " \n", 169 | " \n", 170 | " \n", 171 | " \n", 172 | " \n", 173 | " \n", 174 | " \n", 175 | " \n", 176 | " \n", 177 | " \n", 178 | " \n", 179 | " \n", 180 | " \n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | "
Unnamed: 0AgeSexJobHousingSaving accountsChecking accountCredit amountDurationPurposedefault
0067male2ownNaNlittle11696radio/TV0
1122female2ownlittlemoderate595148radio/TV1
2249male1ownlittleNaN209612education0
3345male2freelittlelittle788242furniture/equipment0
4453male2freelittlelittle487024car1
\n", 217 | "" 218 | ], 219 | "text/plain": [ 220 | " Unnamed: 0 Age Sex ... Duration Purpose default\n", 221 | "0 0 67 male ... 6 radio/TV 0\n", 222 | "1 1 22 female ... 48 radio/TV 1\n", 223 | "2 2 49 male ... 12 education 0\n", 224 | "3 3 45 male ... 42 furniture/equipment 0\n", 225 | "4 4 53 male ... 24 car 1\n", 226 | "\n", 227 | "[5 rows x 11 columns]" 228 | ] 229 | }, 230 | "metadata": { 231 | "tags": [] 232 | }, 233 | "execution_count": 4 234 | } 235 | ] 236 | }, 237 | { 238 | "cell_type": "code", 239 | "metadata": { 240 | "id": "yrnYKPxR48ZL" 241 | }, 242 | "source": [ 243 | "" 244 | ], 245 | "execution_count": null, 246 | "outputs": [] 247 | } 248 | ] 249 | } -------------------------------------------------------------------------------- /2-data-upload/gsheet_download_data.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "gsheet-download-data.ipynb", 7 | "provenance": [], 8 | "collapsed_sections": [], 9 | "authorship_tag": "ABX9TyPYtPkWGIlZ9gImP8rEDL59", 10 | "include_colab_link": true 11 | }, 12 | "kernelspec": { 13 | "name": "python3", 14 | "display_name": "Python 3" 15 | } 16 | }, 17 | "cells": [ 18 | { 19 | "cell_type": "markdown", 20 | "metadata": { 21 | "id": "view-in-github", 22 | "colab_type": "text" 23 | }, 24 | "source": [ 25 | "\"Open" 26 | ] 27 | }, 28 | { 29 | "cell_type": "markdown", 30 | "metadata": { 31 | "id": "e4Kb0JeSGrLj" 32 | }, 33 | "source": [ 34 | " https://docs.google.com/spreadsheets/d/1q_VTfVH96wrHsbLNUDe8jT8MpfiHjrO8Kq2xQkbP1oQ/edit?usp=sharing" 35 | ] 36 | }, 37 | { 38 | "cell_type": "code", 39 | "metadata": { 40 | "id": "9LkjzBOkHFWR" 41 | }, 42 | "source": [ 43 | "import pandas as pd" 44 | ], 45 | "execution_count": 8, 46 | "outputs": [] 47 | }, 48 | { 49 | "cell_type": "code", 50 | "metadata": { 51 | "id": "Acc1fKKnG2id" 52 | }, 53 | "source": [ 54 | "url = 'https://docs.google.com/spreadsheets/d/1q_VTfVH96wrHsbLNUDe8jT8MpfiHjrO8Kq2xQkbP1oQ/edit?usp=sharing'" 55 | ], 56 | "execution_count": 9, 57 | "outputs": [] 58 | }, 59 | { 60 | "cell_type": "code", 61 | "metadata": { 62 | "id": "Myt0wYsgHAhT", 63 | "colab": { 64 | "base_uri": "https://localhost:8080/" 65 | }, 66 | "outputId": "d43006d6-bc7f-4cf8-9173-0837a1b09dc1" 67 | }, 68 | "source": [ 69 | "url.split('/')" 70 | ], 71 | "execution_count": 10, 72 | "outputs": [ 73 | { 74 | "output_type": "execute_result", 75 | "data": { 76 | "text/plain": [ 77 | "['https:',\n", 78 | " '',\n", 79 | " 'docs.google.com',\n", 80 | " 'spreadsheets',\n", 81 | " 'd',\n", 82 | " '1q_VTfVH96wrHsbLNUDe8jT8MpfiHjrO8Kq2xQkbP1oQ',\n", 83 | " 'edit?usp=sharing']" 84 | ] 85 | }, 86 | "metadata": { 87 | "tags": [] 88 | }, 89 | "execution_count": 10 90 | } 91 | ] 92 | }, 93 | { 94 | "cell_type": "code", 95 | "metadata": { 96 | "id": "8Y9fJYrVG4bw" 97 | }, 98 | "source": [ 99 | "id = url.split('/')[5]" 100 | ], 101 | "execution_count": 11, 102 | "outputs": [] 103 | }, 104 | { 105 | "cell_type": "code", 106 | "metadata": { 107 | "colab": { 108 | "base_uri": "https://localhost:8080/", 109 | "height": 35 110 | }, 111 | "id": "_IZrhmhzCC7B", 112 | "outputId": "21201f8f-96d8-4c7d-da9f-5e2039b81875" 113 | }, 114 | "source": [ 115 | "id" 116 | ], 117 | "execution_count": 12, 118 | "outputs": [ 119 | { 120 | "output_type": "execute_result", 121 | "data": { 122 | "application/vnd.google.colaboratory.intrinsic+json": { 123 | "type": "string" 124 | }, 125 | "text/plain": [ 126 | "'1q_VTfVH96wrHsbLNUDe8jT8MpfiHjrO8Kq2xQkbP1oQ'" 127 | ] 128 | }, 129 | "metadata": { 130 | "tags": [] 131 | }, 132 | "execution_count": 12 133 | } 134 | ] 135 | }, 136 | { 137 | "cell_type": "code", 138 | "metadata": { 139 | "id": "f9_K7bqhG7cH" 140 | }, 141 | "source": [ 142 | "df = pd.read_csv(f'https://docs.google.com/spreadsheets/d/{id}/export?format=csv')" 143 | ], 144 | "execution_count": 14, 145 | "outputs": [] 146 | }, 147 | { 148 | "cell_type": "code", 149 | "metadata": { 150 | "id": "zVIgiv7_HDsI", 151 | "colab": { 152 | "base_uri": "https://localhost:8080/", 153 | "height": 212 154 | }, 155 | "outputId": "c4f91dac-7097-4c99-dbb3-18f5d22f2966" 156 | }, 157 | "source": [ 158 | "df.head()" 159 | ], 160 | "execution_count": 15, 161 | "outputs": [ 162 | { 163 | "output_type": "execute_result", 164 | "data": { 165 | "text/html": [ 166 | "
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Unnamed: 0AgeSexJobHousingSaving accountsChecking accountCredit amountDurationPurposedefault
0067male2ownNaNlittle11696radio/TV0
1122female2ownlittlemoderate595148radio/TV1
2249male1ownlittleNaN209612education0
3345male2freelittlelittle788242furniture/equipment0
4453male2freelittlelittle487024car1
\n", 270 | "
" 271 | ], 272 | "text/plain": [ 273 | " Unnamed: 0 Age Sex ... Duration Purpose default\n", 274 | "0 0 67 male ... 6 radio/TV 0\n", 275 | "1 1 22 female ... 48 radio/TV 1\n", 276 | "2 2 49 male ... 12 education 0\n", 277 | "3 3 45 male ... 42 furniture/equipment 0\n", 278 | "4 4 53 male ... 24 car 1\n", 279 | "\n", 280 | "[5 rows x 11 columns]" 281 | ] 282 | }, 283 | "metadata": { 284 | "tags": [] 285 | }, 286 | "execution_count": 15 287 | } 288 | ] 289 | }, 290 | { 291 | "cell_type": "markdown", 292 | "metadata": { 293 | "id": "3n2GF7fQERAh" 294 | }, 295 | "source": [ 296 | "Мой канал в телеге https://t.me/mikhaylovgleb" 297 | ] 298 | } 299 | ] 300 | } -------------------------------------------------------------------------------- /2-data-upload/postgres_connect_example.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "postgres-connect-example.ipynb", 7 | "provenance": [], 8 | "collapsed_sections": [], 9 | "authorship_tag": "ABX9TyOQrp0CTzyd4G7Gk7Pm5VlE", 10 | "include_colab_link": true 11 | }, 12 | "kernelspec": { 13 | "name": "python3", 14 | "display_name": "Python 3" 15 | } 16 | }, 17 | "cells": [ 18 | { 19 | "cell_type": "markdown", 20 | "metadata": { 21 | "id": "view-in-github", 22 | "colab_type": "text" 23 | }, 24 | "source": [ 25 | "\"Open" 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "metadata": { 31 | "id": "E432p662Fo4d" 32 | }, 33 | "source": [ 34 | "import pandas as pd" 35 | ], 36 | "execution_count": 1, 37 | "outputs": [] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "metadata": { 42 | "colab": { 43 | "base_uri": "https://localhost:8080/" 44 | }, 45 | "id": "GEch5e6FFpsk", 46 | "outputId": "248a0b75-75ea-4404-86ad-a7a86003fecb" 47 | }, 48 | "source": [ 49 | "from sqlalchemy import create_engine\n", 50 | "con = create_engine('postgresql+psycopg2://vozlldmn:RRMRZGXCVU6UmqtZ4jyUtk5CCiiqBao6@dumbo.db.elephantsql.com:5432/vozlldmn')" 51 | ], 52 | "execution_count": 2, 53 | "outputs": [ 54 | { 55 | "output_type": "stream", 56 | "text": [ 57 | "/usr/local/lib/python3.7/dist-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use \"pip install psycopg2-binary\" instead. For details see: .\n", 58 | " \"\"\")\n" 59 | ], 60 | "name": "stderr" 61 | } 62 | ] 63 | }, 64 | { 65 | "cell_type": "code", 66 | "metadata": { 67 | "colab": { 68 | "base_uri": "https://localhost:8080/" 69 | }, 70 | "id": "EnchKG-CFz1h", 71 | "outputId": "ea3c2ae4-4e00-40b0-ae6e-aa3778137b35" 72 | }, 73 | "source": [ 74 | "!gdown --id 1uDVAR4_3lmkOde5sDkDOkoXZrsXHP-yV" 75 | ], 76 | "execution_count": 3, 77 | "outputs": [ 78 | { 79 | "output_type": "stream", 80 | "text": [ 81 | "Downloading...\n", 82 | "From: https://drive.google.com/uc?id=1uDVAR4_3lmkOde5sDkDOkoXZrsXHP-yV\n", 83 | "To: /content/german-credit.csv\n", 84 | "\r 0% 0.00/50.5k [00:00\n", 121 | "\n", 134 | "\n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | " \n", 168 | " \n", 169 | " \n", 170 | " \n", 171 | " \n", 172 | " \n", 173 | " \n", 174 | " \n", 175 | " \n", 176 | " \n", 177 | " \n", 178 | " \n", 179 | " \n", 180 | " \n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | " \n", 217 | " \n", 218 | " \n", 219 | " \n", 220 | " \n", 221 | " \n", 222 | " \n", 223 | " \n", 224 | " \n", 225 | " \n", 226 | " \n", 227 | " \n", 228 | " \n", 229 | " \n", 230 | " \n", 231 | " \n", 232 | " \n", 233 | " \n", 234 | " \n", 235 | " \n", 236 | " \n", 237 | " \n", 238 | " \n", 239 | " \n", 240 | " \n", 241 | " \n", 242 | " \n", 243 | " \n", 244 | " \n", 245 | " \n", 246 | " \n", 247 | " \n", 248 | " \n", 249 | " \n", 250 | " \n", 251 | " \n", 252 | " \n", 253 | " \n", 254 | " \n", 255 | " \n", 256 | " \n", 257 | " \n", 258 | " \n", 259 | " \n", 260 | " \n", 261 | " \n", 262 | " \n", 263 | " \n", 264 | " \n", 265 | " \n", 266 | " \n", 267 | " \n", 268 | " \n", 269 | " \n", 270 | " \n", 271 | " \n", 272 | " \n", 273 | " \n", 274 | " \n", 275 | " \n", 276 | " \n", 277 | " \n", 278 | " \n", 279 | " \n", 280 | " \n", 281 | " \n", 282 | " \n", 283 | " \n", 284 | " \n", 285 | " \n", 286 | " \n", 287 | " \n", 288 | " \n", 289 | " \n", 290 | " \n", 291 | " \n", 292 | " \n", 293 | " \n", 294 | " \n", 295 | " \n", 296 | " \n", 297 | " \n", 298 | " \n", 299 | " \n", 300 | " \n", 301 | " \n", 302 | " \n", 303 | " \n", 304 | " \n", 305 | " \n", 306 | " \n", 307 | "
Unnamed: 0AgeSexJobHousingSaving accountsChecking accountCredit amountDurationPurposedefault
0067male2ownNaNlittle11696radio/TV0
1122female2ownlittlemoderate595148radio/TV1
2249male1ownlittleNaN209612education0
3345male2freelittlelittle788242furniture/equipment0
4453male2freelittlelittle487024car1
....................................
99599531female1ownlittleNaN173612furniture/equipment0
99699640male3ownlittlelittle385730car0
99799738male2ownlittleNaN80412radio/TV0
99899823male2freelittlelittle184545radio/TV1
99999927male2ownmoderatemoderate457645car0
\n", 308 | "

1000 rows × 11 columns

\n", 309 | "" 310 | ], 311 | "text/plain": [ 312 | " Unnamed: 0 Age Sex ... Duration Purpose default\n", 313 | "0 0 67 male ... 6 radio/TV 0\n", 314 | "1 1 22 female ... 48 radio/TV 1\n", 315 | "2 2 49 male ... 12 education 0\n", 316 | "3 3 45 male ... 42 furniture/equipment 0\n", 317 | "4 4 53 male ... 24 car 1\n", 318 | ".. ... ... ... ... ... ... ...\n", 319 | "995 995 31 female ... 12 furniture/equipment 0\n", 320 | "996 996 40 male ... 30 car 0\n", 321 | "997 997 38 male ... 12 radio/TV 0\n", 322 | "998 998 23 male ... 45 radio/TV 1\n", 323 | "999 999 27 male ... 45 car 0\n", 324 | "\n", 325 | "[1000 rows x 11 columns]" 326 | ] 327 | }, 328 | "metadata": { 329 | "tags": [] 330 | }, 331 | "execution_count": 8 332 | } 333 | ] 334 | }, 335 | { 336 | "cell_type": "code", 337 | "metadata": { 338 | "id": "VkswX3hEGByk" 339 | }, 340 | "source": [ 341 | "df.to_sql('germancredit',con,if_exists='replace',index=False)" 342 | ], 343 | "execution_count": 5, 344 | "outputs": [] 345 | }, 346 | { 347 | "cell_type": "code", 348 | "metadata": { 349 | "id": "DKszqp64HJv9" 350 | }, 351 | "source": [ 352 | "sql = '''select * from germancredit t'''" 353 | ], 354 | "execution_count": 9, 355 | "outputs": [] 356 | }, 357 | { 358 | "cell_type": "code", 359 | "metadata": { 360 | "id": "XWR6VL07IRTn" 361 | }, 362 | "source": [ 363 | "df = pd.read_sql(sql,con)" 364 | ], 365 | "execution_count": 11, 366 | "outputs": [] 367 | }, 368 | { 369 | "cell_type": "code", 370 | "metadata": { 371 | "colab": { 372 | "base_uri": "https://localhost:8080/", 373 | "height": 212 374 | }, 375 | "id": "aKFUJrWSIUTW", 376 | "outputId": "7a434b08-a2f8-4a8d-e530-cb4b5d5f8ec5" 377 | }, 378 | "source": [ 379 | "df.head()" 380 | ], 381 | "execution_count": 12, 382 | "outputs": [ 383 | { 384 | "output_type": "execute_result", 385 | "data": { 386 | "text/html": [ 387 | "
\n", 388 | "\n", 401 | "\n", 402 | " \n", 403 | " \n", 404 | " \n", 405 | " \n", 406 | " \n", 407 | " \n", 408 | " \n", 409 | " \n", 410 | " \n", 411 | " \n", 412 | " \n", 413 | " \n", 414 | " \n", 415 | " \n", 416 | " \n", 417 | " \n", 418 | " \n", 419 | " \n", 420 | " \n", 421 | " \n", 422 | " \n", 423 | " \n", 424 | " \n", 425 | " \n", 426 | " \n", 427 | " \n", 428 | " \n", 429 | " \n", 430 | " \n", 431 | " \n", 432 | " \n", 433 | " \n", 434 | " \n", 435 | " \n", 436 | " \n", 437 | " \n", 438 | " \n", 439 | " \n", 440 | " \n", 441 | " \n", 442 | " \n", 443 | " \n", 444 | " \n", 445 | " \n", 446 | " \n", 447 | " \n", 448 | " \n", 449 | " \n", 450 | " \n", 451 | " \n", 452 | " \n", 453 | " \n", 454 | " \n", 455 | " \n", 456 | " \n", 457 | " \n", 458 | " \n", 459 | " \n", 460 | " \n", 461 | " \n", 462 | " \n", 463 | " \n", 464 | " \n", 465 | " \n", 466 | " \n", 467 | " \n", 468 | " \n", 469 | " \n", 470 | " \n", 471 | " \n", 472 | " \n", 473 | " \n", 474 | " \n", 475 | " \n", 476 | " \n", 477 | " \n", 478 | " \n", 479 | " \n", 480 | " \n", 481 | " \n", 482 | " \n", 483 | " \n", 484 | " \n", 485 | " \n", 486 | " \n", 487 | " \n", 488 | " \n", 489 | " \n", 490 | "
Unnamed: 0AgeSexJobHousingSaving accountsChecking accountCredit amountDurationPurposedefault
0067male2ownNonelittle11696radio/TV0
1122female2ownlittlemoderate595148radio/TV1
2249male1ownlittleNone209612education0
3345male2freelittlelittle788242furniture/equipment0
4453male2freelittlelittle487024car1
\n", 491 | "
" 492 | ], 493 | "text/plain": [ 494 | " Unnamed: 0 Age Sex ... Duration Purpose default\n", 495 | "0 0 67 male ... 6 radio/TV 0\n", 496 | "1 1 22 female ... 48 radio/TV 1\n", 497 | "2 2 49 male ... 12 education 0\n", 498 | "3 3 45 male ... 42 furniture/equipment 0\n", 499 | "4 4 53 male ... 24 car 1\n", 500 | "\n", 501 | "[5 rows x 11 columns]" 502 | ] 503 | }, 504 | "metadata": { 505 | "tags": [] 506 | }, 507 | "execution_count": 12 508 | } 509 | ] 510 | }, 511 | { 512 | "cell_type": "code", 513 | "metadata": { 514 | "id": "-FQg_CCZIaWW" 515 | }, 516 | "source": [ 517 | "" 518 | ], 519 | "execution_count": null, 520 | "outputs": [] 521 | } 522 | ] 523 | } -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Анализ данных на Python с Глебом Михайловым Мастер-Класс 2 | 3 | В этом репозитории лежат все материалы к моему мастер-классу на Udemy. 4 | 5 | Основной ноутбук курса на Colab 6 | 7 | Страница German Credit Data на Kaggle. 8 | -------------------------------------------------------------------------------- /german-credit.csv: -------------------------------------------------------------------------------- 1 | ,Age,Sex,Job,Housing,Saving accounts,Checking account,Credit amount,Duration,Purpose,default 2 | 0,67,male,2,own,,little,1169,6,radio/TV,0 3 | 1,22,female,2,own,little,moderate,5951,48,radio/TV,1 4 | 2,49,male,1,own,little,,2096,12,education,0 5 | 3,45,male,2,free,little,little,7882,42,furniture/equipment,0 6 | 4,53,male,2,free,little,little,4870,24,car,1 7 | 5,35,male,1,free,,,9055,36,education,0 8 | 6,53,male,2,own,quite rich,,2835,24,furniture/equipment,0 9 | 7,35,male,3,rent,little,moderate,6948,36,car,0 10 | 8,61,male,1,own,rich,,3059,12,radio/TV,0 11 | 9,28,male,3,own,little,moderate,5234,30,car,1 12 | 10,25,female,2,rent,little,moderate,1295,12,car,1 13 | 11,24,female,2,rent,little,little,4308,48,business,1 14 | 12,22,female,2,own,little,moderate,1567,12,radio/TV,0 15 | 13,60,male,1,own,little,little,1199,24,car,1 16 | 14,28,female,2,rent,little,little,1403,15,car,0 17 | 15,32,female,1,own,moderate,little,1282,24,radio/TV,1 18 | 16,53,male,2,own,,,2424,24,radio/TV,0 19 | 17,25,male,2,own,,little,8072,30,business,0 20 | 18,44,female,3,free,little,moderate,12579,24,car,1 21 | 19,31,male,2,own,quite rich,,3430,24,radio/TV,0 22 | 20,48,male,2,own,little,,2134,9,car,0 23 | 21,44,male,2,rent,quite rich,little,2647,6,radio/TV,0 24 | 22,48,male,1,rent,little,little,2241,10,car,0 25 | 23,44,male,2,own,moderate,moderate,1804,12,car,0 26 | 24,26,male,2,own,,,2069,10,furniture/equipment,0 27 | 25,36,male,1,own,little,little,1374,6,furniture/equipment,0 28 | 26,39,male,1,own,little,,426,6,radio/TV,0 29 | 27,42,female,2,rent,rich,rich,409,12,radio/TV,0 30 | 28,34,male,2,own,little,moderate,2415,7,radio/TV,0 31 | 29,63,male,2,own,little,little,6836,60,business,1 32 | 30,36,male,2,own,rich,moderate,1913,18,business,0 33 | 31,27,male,2,own,little,little,4020,24,furniture/equipment,0 34 | 32,30,male,2,own,moderate,moderate,5866,18,car,0 35 | 33,57,male,1,rent,,,1264,12,business,0 36 | 34,33,female,3,own,little,rich,1474,12,furniture/equipment,0 37 | 35,25,male,1,own,little,moderate,4746,45,radio/TV,1 38 | 36,31,male,2,free,little,,6110,48,education,0 39 | 37,37,male,2,own,little,rich,2100,18,radio/TV,1 40 | 38,37,male,2,own,little,rich,1225,10,domestic appliances,0 41 | 39,24,male,2,own,little,moderate,458,9,radio/TV,0 42 | 40,30,male,3,own,quite rich,,2333,30,radio/TV,0 43 | 41,26,male,2,own,quite rich,moderate,1158,12,radio/TV,0 44 | 42,44,male,1,own,little,moderate,6204,18,repairs,0 45 | 43,24,male,2,rent,moderate,little,6187,30,car,0 46 | 44,58,female,1,free,little,little,6143,48,car,1 47 | 45,35,female,3,own,little,,1393,11,car,0 48 | 46,39,male,2,own,quite rich,,2299,36,radio/TV,0 49 | 47,23,female,0,rent,quite rich,little,1352,6,car,0 50 | 48,39,male,1,own,little,,7228,11,car,0 51 | 49,28,female,2,own,moderate,,2073,12,radio/TV,0 52 | 50,29,male,1,own,,moderate,2333,24,furniture/equipment,0 53 | 51,30,male,3,own,little,moderate,5965,27,car,0 54 | 52,25,male,2,own,little,,1262,12,radio/TV,0 55 | 53,31,male,2,own,,,3378,18,car,0 56 | 54,57,male,2,free,little,moderate,2225,36,car,1 57 | 55,26,male,1,own,,,783,6,car,0 58 | 56,52,male,3,own,,moderate,6468,12,radio/TV,1 59 | 57,31,female,2,own,little,,9566,36,radio/TV,0 60 | 58,23,female,3,own,little,rich,1961,18,car,0 61 | 59,23,female,1,rent,little,little,6229,36,furniture/equipment,1 62 | 60,27,male,2,own,little,moderate,1391,9,business,0 63 | 61,50,male,2,own,,moderate,1537,15,radio/TV,0 64 | 62,61,male,3,free,little,moderate,1953,36,business,1 65 | 63,25,male,2,own,little,moderate,14421,48,business,1 66 | 64,26,female,2,own,little,,3181,24,radio/TV,0 67 | 65,48,male,2,own,,,5190,27,repairs,0 68 | 66,29,female,2,own,little,,2171,12,radio/TV,0 69 | 67,22,male,2,own,rich,moderate,1007,12,car,0 70 | 68,37,male,2,free,little,,1819,36,education,1 71 | 69,25,female,2,own,,,2394,36,radio/TV,0 72 | 70,30,female,2,own,little,,8133,36,car,0 73 | 71,46,male,1,rent,,,730,7,radio/TV,0 74 | 72,51,male,3,free,little,little,1164,8,vacation/others,0 75 | 73,41,female,1,own,little,moderate,5954,42,business,0 76 | 74,40,male,3,own,,little,1977,36,education,1 77 | 75,66,male,3,free,little,little,1526,12,car,0 78 | 76,34,male,2,own,little,little,3965,42,radio/TV,1 79 | 77,51,male,2,own,little,moderate,4771,11,radio/TV,0 80 | 78,39,male,1,own,,,9436,54,car,0 81 | 79,22,male,2,own,little,moderate,3832,30,furniture/equipment,0 82 | 80,44,female,2,own,,,5943,24,radio/TV,1 83 | 81,47,male,2,own,quite rich,,1213,15,radio/TV,0 84 | 82,24,female,1,rent,moderate,,1568,18,business,0 85 | 83,58,female,1,own,little,little,1755,24,vacation/others,0 86 | 84,52,male,1,own,little,little,2315,10,radio/TV,0 87 | 85,29,female,3,own,little,,1412,12,business,0 88 | 86,27,female,2,own,little,moderate,1295,18,furniture/equipment,0 89 | 87,47,male,2,free,moderate,moderate,12612,36,education,1 90 | 88,30,male,3,own,moderate,little,2249,18,car,0 91 | 89,28,male,2,own,little,little,1108,12,repairs,1 92 | 90,56,male,2,own,little,,618,12,radio/TV,0 93 | 91,54,male,2,own,little,little,1409,12,car,0 94 | 92,33,female,1,own,,,797,12,radio/TV,1 95 | 93,20,male,2,rent,,rich,3617,24,furniture/equipment,0 96 | 94,54,male,2,own,rich,moderate,1318,12,car,0 97 | 95,58,male,2,rent,little,moderate,15945,54,business,1 98 | 96,61,female,2,own,,,2012,12,education,0 99 | 97,34,male,2,own,moderate,moderate,2622,18,business,0 100 | 98,36,male,2,own,little,moderate,2337,36,radio/TV,0 101 | 99,36,male,3,rent,,moderate,7057,20,car,0 102 | 100,41,male,1,rent,moderate,,1469,24,car,0 103 | 101,24,male,2,rent,little,moderate,2323,36,radio/TV,0 104 | 102,24,female,2,own,little,,932,6,radio/TV,0 105 | 103,35,male,2,rent,little,moderate,1919,9,furniture/equipment,0 106 | 104,26,male,2,rent,,,2445,12,car,0 107 | 105,39,male,3,own,little,moderate,11938,24,vacation/others,1 108 | 106,39,male,3,own,little,,6458,18,car,1 109 | 107,32,male,2,own,little,moderate,6078,12,car,0 110 | 108,30,female,2,own,,little,7721,24,furniture/equipment,0 111 | 109,35,male,2,own,quite rich,moderate,1410,14,business,0 112 | 110,31,male,2,own,moderate,moderate,1449,6,business,0 113 | 111,23,female,2,rent,little,rich,392,15,education,0 114 | 112,28,male,1,rent,little,moderate,6260,18,car,0 115 | 113,25,female,2,own,little,,7855,36,car,1 116 | 114,35,male,2,own,quite rich,little,1680,12,radio/TV,0 117 | 115,47,male,2,own,,,3578,48,radio/TV,0 118 | 116,30,female,3,own,,little,7174,42,radio/TV,1 119 | 117,27,female,2,rent,,little,2132,10,furniture/equipment,0 120 | 118,23,female,2,own,quite rich,little,4281,33,furniture/equipment,1 121 | 119,36,male,3,own,quite rich,moderate,2366,12,car,0 122 | 120,25,female,2,own,little,little,1835,21,radio/TV,1 123 | 121,41,female,3,rent,little,,3868,24,car,0 124 | 122,24,male,1,rent,little,,1768,12,furniture/equipment,0 125 | 123,63,male,2,free,little,rich,781,10,car,0 126 | 124,27,female,2,rent,,moderate,1924,18,furniture/equipment,1 127 | 125,30,male,2,own,little,little,2121,12,car,0 128 | 126,40,male,1,own,little,little,701,12,radio/TV,0 129 | 127,30,male,2,own,little,moderate,639,12,repairs,1 130 | 128,34,male,3,own,little,moderate,1860,12,car,0 131 | 129,29,female,2,own,little,little,3499,12,car,1 132 | 130,24,female,2,own,,moderate,8487,48,car,0 133 | 131,29,male,2,own,little,little,6887,36,education,1 134 | 132,27,male,1,own,little,,2708,15,furniture/equipment,0 135 | 133,47,male,2,free,little,,1984,18,furniture/equipment,0 136 | 134,21,female,2,own,moderate,,10144,60,radio/TV,0 137 | 135,38,female,2,own,,,1240,12,radio/TV,0 138 | 136,27,male,2,own,rich,,8613,27,car,0 139 | 137,66,male,1,own,quite rich,moderate,766,12,radio/TV,1 140 | 138,35,male,2,own,,moderate,2728,15,radio/TV,0 141 | 139,44,female,1,rent,little,rich,1881,12,radio/TV,0 142 | 140,27,male,0,own,rich,rich,709,6,car,0 143 | 141,30,female,3,own,little,moderate,4795,36,radio/TV,0 144 | 142,27,male,3,own,little,little,3416,27,radio/TV,0 145 | 143,22,male,2,own,little,little,2462,18,furniture/equipment,1 146 | 144,23,female,2,own,little,,2288,21,furniture/equipment,0 147 | 145,30,male,2,own,moderate,moderate,3566,48,business,0 148 | 146,39,female,2,own,little,little,860,6,car,0 149 | 147,51,female,2,own,moderate,,682,12,car,0 150 | 148,28,male,2,own,little,little,5371,36,furniture/equipment,0 151 | 149,46,male,2,own,rich,,1582,18,radio/TV,0 152 | 150,42,male,2,free,moderate,,1346,6,radio/TV,0 153 | 151,38,male,2,own,little,,1924,10,radio/TV,0 154 | 152,24,male,2,own,little,rich,5848,36,radio/TV,0 155 | 153,29,female,2,rent,rich,moderate,7758,24,car,0 156 | 154,36,male,3,rent,moderate,moderate,6967,24,business,0 157 | 155,20,female,2,rent,little,little,1282,12,furniture/equipment,1 158 | 156,48,male,2,own,moderate,little,1288,9,repairs,0 159 | 157,45,male,1,own,little,little,339,12,education,0 160 | 158,38,male,2,own,moderate,moderate,3512,24,car,0 161 | 159,34,male,1,own,,,1898,6,radio/TV,0 162 | 160,36,male,2,own,moderate,,2872,24,radio/TV,0 163 | 161,30,female,2,own,little,,1055,18,car,0 164 | 162,36,male,2,own,quite rich,,1262,15,domestic appliances,0 165 | 163,70,male,3,free,little,moderate,7308,10,car,0 166 | 164,36,male,2,own,quite rich,,909,36,car,0 167 | 165,32,male,2,own,quite rich,,2978,6,furniture/equipment,0 168 | 166,33,female,2,own,little,little,1131,18,furniture/equipment,1 169 | 167,20,female,2,own,rich,moderate,1577,11,furniture/equipment,0 170 | 168,25,female,2,rent,little,,3972,24,furniture/equipment,0 171 | 169,31,male,2,own,little,moderate,1935,24,business,1 172 | 170,33,male,2,rent,little,little,950,15,car,1 173 | 171,26,female,2,own,little,,763,12,furniture/equipment,0 174 | 172,34,female,3,own,little,moderate,2064,24,furniture/equipment,1 175 | 173,33,male,2,own,little,moderate,1414,8,radio/TV,0 176 | 174,26,male,2,own,little,little,3414,21,education,1 177 | 175,53,female,3,own,,,7485,30,car,1 178 | 176,42,male,2,own,little,little,2577,12,furniture/equipment,0 179 | 177,52,male,2,own,quite rich,little,338,6,radio/TV,0 180 | 178,31,male,3,rent,little,,1963,12,radio/TV,0 181 | 179,65,male,2,own,little,little,571,21,car,0 182 | 180,28,male,2,own,little,,9572,36,business,1 183 | 181,30,male,3,own,little,moderate,4455,36,business,1 184 | 182,40,male,1,own,,little,1647,21,car,1 185 | 183,50,male,2,own,rich,,3777,24,furniture/equipment,0 186 | 184,36,male,2,own,little,moderate,884,18,car,1 187 | 185,31,male,2,own,little,,1360,15,radio/TV,0 188 | 186,74,female,3,free,little,moderate,5129,9,car,1 189 | 187,68,male,0,free,little,moderate,1175,16,car,0 190 | 188,20,male,2,own,moderate,little,674,12,radio/TV,1 191 | 189,33,female,2,own,little,moderate,3244,18,furniture/equipment,0 192 | 190,54,male,3,own,rich,,4591,24,business,1 193 | 191,34,male,1,free,moderate,moderate,3844,48,business,1 194 | 192,36,male,2,own,little,moderate,3915,27,business,1 195 | 193,29,male,2,rent,little,,2108,6,radio/TV,0 196 | 194,21,male,2,rent,moderate,moderate,3031,45,radio/TV,1 197 | 195,34,female,3,own,little,moderate,1501,9,education,1 198 | 196,28,female,2,own,little,,1382,6,radio/TV,0 199 | 197,27,female,2,rent,moderate,moderate,951,12,furniture/equipment,1 200 | 198,36,male,2,free,,moderate,2760,24,car,0 201 | 199,40,male,3,own,little,moderate,4297,18,furniture/equipment,1 202 | 200,52,male,2,own,quite rich,,936,9,education,0 203 | 201,27,male,1,own,little,little,1168,12,car,0 204 | 202,26,male,2,own,little,,5117,27,business,0 205 | 203,21,male,2,rent,little,little,902,12,education,1 206 | 204,38,male,1,own,little,,1495,12,car,0 207 | 205,38,male,3,free,little,little,10623,30,car,0 208 | 206,43,male,2,own,little,,1935,12,furniture/equipment,0 209 | 207,26,male,2,own,little,moderate,1424,12,domestic appliances,0 210 | 208,21,male,1,own,little,little,6568,24,business,0 211 | 209,55,male,2,own,rich,,1413,12,car,0 212 | 210,33,male,2,own,,,3074,9,radio/TV,0 213 | 211,45,female,1,own,,,3835,36,radio/TV,0 214 | 212,50,male,2,own,little,little,5293,27,business,1 215 | 213,66,male,3,own,little,rich,1908,30,business,1 216 | 214,51,male,2,own,,,3342,36,radio/TV,0 217 | 215,39,female,1,own,,moderate,932,6,education,0 218 | 216,31,male,2,own,little,little,3104,18,business,0 219 | 217,23,male,2,own,little,rich,3913,36,radio/TV,0 220 | 218,24,male,1,rent,little,little,3021,24,furniture/equipment,0 221 | 219,64,female,2,own,little,,1364,10,car,0 222 | 220,26,male,1,own,little,moderate,625,12,radio/TV,0 223 | 221,23,female,2,rent,,little,1200,12,education,0 224 | 222,30,male,2,own,little,,707,12,radio/TV,0 225 | 223,32,male,2,own,,,2978,24,business,0 226 | 224,30,male,2,own,little,,4657,15,car,0 227 | 225,27,male,2,own,little,,2613,36,repairs,0 228 | 226,27,male,2,own,rich,moderate,10961,48,radio/TV,1 229 | 227,53,male,3,free,little,little,7865,12,furniture/equipment,1 230 | 228,22,male,2,own,little,,1478,9,radio/TV,1 231 | 229,22,male,2,free,little,little,3149,24,furniture/equipment,0 232 | 230,26,male,2,own,little,rich,4210,36,radio/TV,1 233 | 231,51,male,1,free,quite rich,,2507,9,car,0 234 | 232,35,male,2,own,moderate,,2141,12,radio/TV,0 235 | 233,25,male,1,own,little,moderate,866,18,radio/TV,0 236 | 234,42,male,1,own,little,,1544,4,radio/TV,0 237 | 235,30,male,3,own,little,little,1823,24,radio/TV,1 238 | 236,23,male,0,own,,moderate,14555,6,car,1 239 | 237,61,male,1,rent,moderate,moderate,2767,21,business,1 240 | 238,35,female,2,own,little,,1291,12,radio/TV,0 241 | 239,39,male,2,own,little,little,2522,30,radio/TV,0 242 | 240,29,female,2,own,,little,915,24,car,1 243 | 241,51,male,2,own,little,,1595,6,radio/TV,0 244 | 242,24,male,2,free,little,little,4605,48,car,1 245 | 243,27,female,2,own,little,,1185,12,business,0 246 | 244,35,female,1,own,quite rich,,3447,12,education,0 247 | 245,25,male,2,own,little,,1258,24,business,0 248 | 246,52,male,2,own,little,,717,12,radio/TV,0 249 | 247,35,male,2,rent,moderate,,1204,6,car,0 250 | 248,26,male,2,own,little,rich,1925,24,furniture/equipment,0 251 | 249,22,female,2,rent,little,,433,18,radio/TV,1 252 | 250,39,female,1,own,rich,little,666,6,car,0 253 | 251,46,female,1,own,little,rich,2251,12,furniture/equipment,0 254 | 252,24,female,2,own,little,moderate,2150,30,car,1 255 | 253,35,male,2,own,moderate,,4151,24,furniture/equipment,0 256 | 254,24,male,2,own,,moderate,2030,9,furniture/equipment,0 257 | 255,27,male,1,own,,moderate,7418,60,radio/TV,0 258 | 256,35,male,1,own,little,,2684,24,radio/TV,0 259 | 257,29,male,2,free,little,little,2149,12,radio/TV,1 260 | 258,23,female,2,own,moderate,,3812,15,car,0 261 | 259,57,female,1,own,moderate,,1154,11,radio/TV,0 262 | 260,27,male,2,own,little,little,1657,12,furniture/equipment,0 263 | 261,55,female,2,own,little,little,1603,24,radio/TV,0 264 | 262,36,male,3,free,little,little,5302,18,car,0 265 | 263,57,female,1,free,little,,2748,12,education,0 266 | 264,32,male,1,own,little,,1231,10,car,0 267 | 265,37,male,2,own,little,moderate,802,15,radio/TV,1 268 | 266,36,male,2,own,,,6304,36,business,0 269 | 267,38,female,2,own,little,,1533,24,radio/TV,0 270 | 268,45,male,3,own,little,little,8978,14,car,1 271 | 269,25,male,2,own,,,999,24,radio/TV,0 272 | 270,32,male,2,own,,,2662,18,car,0 273 | 271,37,female,2,rent,quite rich,,1402,12,furniture/equipment,0 274 | 272,36,male,3,free,,moderate,12169,48,car,0 275 | 273,28,male,2,own,little,moderate,3060,48,radio/TV,1 276 | 274,34,male,1,own,little,little,11998,30,repairs,1 277 | 275,32,male,2,own,little,,2697,9,radio/TV,0 278 | 276,26,female,2,own,little,,2404,18,radio/TV,0 279 | 277,49,male,1,own,,little,1262,12,furniture/equipment,0 280 | 278,32,female,2,own,little,,4611,6,furniture/equipment,1 281 | 279,29,male,3,rent,moderate,,1901,24,radio/TV,0 282 | 280,23,male,2,rent,rich,,3368,15,car,0 283 | 281,50,male,2,own,little,,1574,12,furniture/equipment,0 284 | 282,49,male,1,own,,rich,1445,18,radio/TV,0 285 | 283,63,male,2,own,,,1520,15,furniture/equipment,0 286 | 284,37,male,2,own,moderate,moderate,3878,24,car,0 287 | 285,35,female,1,own,little,little,10722,47,car,0 288 | 286,26,male,2,own,little,little,4788,48,car,0 289 | 287,31,male,3,free,moderate,moderate,7582,48,vacation/others,0 290 | 288,49,female,2,own,little,moderate,1092,12,radio/TV,0 291 | 289,48,male,2,own,little,little,1024,24,radio/TV,1 292 | 290,26,male,2,own,little,,1076,12,business,0 293 | 291,28,male,3,rent,little,moderate,9398,36,car,1 294 | 292,44,female,3,free,little,little,6419,24,car,0 295 | 293,56,male,2,free,little,rich,4796,42,car,0 296 | 294,46,male,3,own,,,7629,48,business,0 297 | 295,26,female,2,own,little,moderate,9960,48,furniture/equipment,1 298 | 296,20,female,2,rent,,,4675,12,car,0 299 | 297,45,male,1,own,,,1287,10,car,0 300 | 298,43,male,2,own,little,,2515,18,furniture/equipment,0 301 | 299,32,male,2,own,rich,moderate,2745,21,furniture/equipment,0 302 | 300,54,female,0,own,little,,672,6,car,0 303 | 301,42,female,2,own,little,moderate,3804,36,radio/TV,1 304 | 302,37,male,1,own,,rich,1344,24,car,1 305 | 303,49,male,2,own,little,little,1038,10,car,0 306 | 304,44,male,2,free,quite rich,,10127,48,car,1 307 | 305,33,male,2,own,rich,,1543,6,furniture/equipment,0 308 | 306,24,female,1,rent,,,4811,30,car,0 309 | 307,33,male,1,own,moderate,little,727,12,radio/TV,1 310 | 308,24,female,2,own,little,moderate,1237,8,furniture/equipment,1 311 | 309,22,male,1,rent,little,moderate,276,9,car,0 312 | 310,40,male,0,free,,moderate,5381,48,vacation/others,0 313 | 311,25,male,2,own,moderate,,5511,24,furniture/equipment,0 314 | 312,26,female,2,own,little,rich,3749,24,furniture/equipment,0 315 | 313,25,male,1,own,little,moderate,685,12,car,1 316 | 314,29,male,1,own,,rich,1494,4,car,0 317 | 315,31,male,2,own,little,little,2746,36,furniture/equipment,1 318 | 316,38,male,1,own,little,little,708,12,furniture/equipment,0 319 | 317,48,female,1,own,,moderate,4351,24,furniture/equipment,0 320 | 318,32,male,2,own,little,,701,12,education,0 321 | 319,27,female,1,own,little,little,3643,15,furniture/equipment,0 322 | 320,28,male,3,own,little,moderate,4249,30,car,1 323 | 321,32,male,2,own,little,little,1938,24,radio/TV,1 324 | 322,34,male,3,free,little,little,2910,24,car,0 325 | 323,28,male,2,own,rich,little,2659,18,furniture/equipment,0 326 | 324,36,female,2,own,little,,1028,18,car,0 327 | 325,39,male,1,own,little,little,3398,8,car,0 328 | 326,49,male,2,rent,,,5801,12,furniture/equipment,0 329 | 327,34,female,2,own,rich,,1525,24,car,0 330 | 328,31,male,2,own,little,rich,4473,36,radio/TV,0 331 | 329,28,male,2,own,little,moderate,1068,6,radio/TV,0 332 | 330,75,male,3,free,little,little,6615,24,car,0 333 | 331,30,female,2,own,moderate,,1864,18,education,1 334 | 332,24,female,3,own,moderate,moderate,7408,60,car,1 335 | 333,24,female,1,rent,moderate,,11590,48,car,1 336 | 334,23,male,2,rent,little,little,4110,24,furniture/equipment,1 337 | 335,44,male,3,rent,little,little,3384,6,furniture/equipment,1 338 | 336,23,female,1,own,little,moderate,2101,13,radio/TV,0 339 | 337,24,female,2,rent,,little,1275,15,domestic appliances,1 340 | 338,28,male,2,own,little,little,4169,24,furniture/equipment,0 341 | 339,31,male,1,own,little,moderate,1521,10,furniture/equipment,0 342 | 340,24,female,2,free,little,moderate,5743,24,education,0 343 | 341,26,female,1,rent,little,little,3599,21,furniture/equipment,0 344 | 342,25,male,2,rent,quite rich,moderate,3213,18,radio/TV,0 345 | 343,33,male,3,own,little,moderate,4439,18,business,0 346 | 344,37,male,1,own,little,rich,3949,10,car,0 347 | 345,43,female,1,own,little,,1459,15,radio/TV,0 348 | 346,23,male,2,own,little,moderate,882,13,radio/TV,0 349 | 347,23,female,0,rent,quite rich,moderate,3758,24,radio/TV,0 350 | 348,34,male,1,own,moderate,,1743,6,business,0 351 | 349,32,male,2,free,rich,moderate,1136,9,education,1 352 | 350,23,female,2,rent,little,,1236,9,domestic appliances,0 353 | 351,29,female,2,own,little,moderate,959,9,furniture/equipment,1 354 | 352,38,male,3,own,,,3229,18,car,0 355 | 353,28,male,2,rent,little,little,6199,12,radio/TV,1 356 | 354,46,male,2,free,quite rich,,727,10,education,0 357 | 355,23,male,1,own,little,moderate,1246,24,car,1 358 | 356,49,male,2,own,,,2331,12,radio/TV,0 359 | 357,26,male,3,own,little,,4463,36,radio/TV,1 360 | 358,28,male,2,own,little,,776,12,radio/TV,0 361 | 359,23,female,2,rent,little,little,2406,30,furniture/equipment,1 362 | 360,61,male,2,free,,moderate,1239,18,education,0 363 | 361,37,male,3,own,,rich,3399,12,radio/TV,0 364 | 362,36,female,2,own,little,rich,2247,12,car,0 365 | 363,21,male,2,rent,little,,1766,6,furniture/equipment,0 366 | 364,25,male,0,own,little,little,2473,18,furniture/equipment,1 367 | 365,36,male,2,own,little,,1542,12,business,0 368 | 366,27,male,2,own,little,,3850,18,car,0 369 | 367,22,female,2,rent,little,little,3650,18,furniture/equipment,0 370 | 368,42,male,2,own,little,little,3446,36,furniture/equipment,1 371 | 369,40,female,2,rent,little,moderate,3001,18,furniture/equipment,0 372 | 370,36,male,2,own,,,3079,36,car,0 373 | 371,33,male,2,own,little,,6070,18,radio/TV,0 374 | 372,23,female,2,rent,little,,2146,10,furniture/equipment,0 375 | 373,63,male,3,free,,,13756,60,car,0 376 | 374,60,female,3,free,moderate,moderate,14782,60,vacation/others,1 377 | 375,37,female,2,rent,little,little,7685,48,business,1 378 | 376,34,male,2,own,little,,2320,18,radio/TV,0 379 | 377,36,male,2,free,,,846,7,radio/TV,0 380 | 378,57,male,3,free,little,moderate,14318,36,car,1 381 | 379,52,female,1,own,moderate,,362,6,car,0 382 | 380,39,male,2,own,,little,2212,20,furniture/equipment,0 383 | 381,38,female,3,free,little,moderate,12976,18,car,1 384 | 382,25,female,2,rent,,,1283,22,car,0 385 | 383,26,male,2,own,little,rich,1330,12,car,0 386 | 384,26,male,1,own,moderate,,4272,30,business,0 387 | 385,25,female,2,own,little,,2238,18,radio/TV,0 388 | 386,21,female,2,rent,,,1126,18,radio/TV,0 389 | 387,40,male,3,own,little,moderate,7374,18,furniture/equipment,0 390 | 388,27,male,2,own,quite rich,moderate,2326,15,business,0 391 | 389,27,female,2,own,little,,1449,9,business,0 392 | 390,30,male,3,own,little,,1820,18,car,0 393 | 391,19,female,1,rent,rich,moderate,983,12,furniture/equipment,0 394 | 392,39,male,3,free,little,little,3249,36,car,0 395 | 393,31,female,2,own,little,little,1957,6,radio/TV,0 396 | 394,31,male,3,own,little,,2406,9,furniture/equipment,0 397 | 395,32,male,2,rent,moderate,moderate,11760,39,education,0 398 | 396,55,female,3,free,little,little,2578,12,furniture/equipment,0 399 | 397,46,male,2,own,little,little,2348,36,furniture/equipment,0 400 | 398,46,male,2,rent,little,moderate,1223,12,car,1 401 | 399,43,female,1,own,rich,,1516,24,radio/TV,0 402 | 400,39,male,2,own,little,,1473,18,radio/TV,0 403 | 401,28,male,2,own,,moderate,1887,18,business,0 404 | 402,27,male,2,own,little,,8648,24,business,1 405 | 403,27,male,1,own,little,,802,14,car,0 406 | 404,43,male,2,own,,moderate,2899,18,car,0 407 | 405,22,male,2,own,little,moderate,2039,24,radio/TV,1 408 | 406,43,male,2,own,,,2197,24,car,0 409 | 407,27,male,2,own,little,little,1053,15,radio/TV,0 410 | 408,26,male,3,own,quite rich,,3235,24,radio/TV,0 411 | 409,28,male,2,own,quite rich,rich,939,12,car,1 412 | 410,20,female,2,own,little,moderate,1967,24,radio/TV,0 413 | 411,35,male,3,own,little,,7253,33,car,0 414 | 412,42,male,3,own,little,,2292,12,business,1 415 | 413,40,male,1,rent,quite rich,,1597,10,car,0 416 | 414,35,female,2,own,,little,1381,24,car,1 417 | 415,35,male,2,own,little,,5842,36,car,0 418 | 416,33,male,1,own,little,little,2579,12,car,1 419 | 417,23,female,2,rent,,little,8471,18,education,0 420 | 418,31,female,3,own,quite rich,,2782,21,car,0 421 | 419,33,female,2,own,,moderate,1042,18,car,1 422 | 420,20,female,2,rent,rich,,3186,15,car,0 423 | 421,30,male,2,own,,moderate,2028,12,car,0 424 | 422,47,male,1,own,little,moderate,958,12,car,0 425 | 423,34,male,3,own,moderate,,1591,21,furniture/equipment,0 426 | 424,25,female,2,own,,moderate,2762,12,furniture/equipment,1 427 | 425,21,male,2,rent,little,moderate,2779,18,car,0 428 | 426,29,male,2,own,little,,2743,28,radio/TV,0 429 | 427,46,male,2,own,rich,,1149,18,radio/TV,0 430 | 428,20,male,2,own,little,,1313,9,furniture/equipment,0 431 | 429,55,female,0,free,little,little,1190,18,repairs,1 432 | 430,74,male,1,own,little,,3448,5,business,0 433 | 431,29,male,3,own,little,moderate,11328,24,vacation/others,1 434 | 432,36,male,3,free,little,little,1872,6,furniture/equipment,0 435 | 433,33,male,2,own,little,,2058,24,repairs,0 436 | 434,25,male,2,own,little,little,2136,9,furniture/equipment,0 437 | 435,25,male,2,own,,moderate,1484,12,radio/TV,1 438 | 436,23,male,1,rent,quite rich,,660,6,repairs,0 439 | 437,37,female,2,own,rich,,1287,24,car,0 440 | 438,65,male,0,own,little,little,3394,42,repairs,0 441 | 439,26,female,0,own,little,rich,609,12,business,1 442 | 440,39,male,3,own,little,,1884,12,car,0 443 | 441,30,female,2,own,little,little,1620,12,furniture/equipment,0 444 | 442,29,male,2,own,little,moderate,2629,20,vacation/others,0 445 | 443,41,male,1,own,little,,719,12,education,1 446 | 444,30,female,3,own,little,moderate,5096,48,furniture/equipment,1 447 | 445,41,female,1,rent,,,1244,9,education,0 448 | 446,34,female,2,own,little,little,1842,36,car,1 449 | 447,35,male,2,own,little,moderate,2576,7,radio/TV,0 450 | 448,55,female,3,own,,rich,1424,12,furniture/equipment,0 451 | 449,61,male,2,own,rich,moderate,1512,15,repairs,1 452 | 450,30,male,3,own,,,11054,36,car,0 453 | 451,29,female,2,own,little,,518,6,radio/TV,0 454 | 452,34,male,2,own,little,,2759,12,furniture/equipment,0 455 | 453,35,male,3,own,little,,2670,24,car,0 456 | 454,31,male,2,own,little,little,4817,24,car,1 457 | 455,29,female,3,own,little,,2679,24,car,0 458 | 456,36,male,2,rent,little,little,3905,11,car,0 459 | 457,35,male,2,free,little,little,3386,12,car,1 460 | 458,27,female,2,own,little,little,343,6,domestic appliances,0 461 | 459,32,male,2,own,little,,4594,18,radio/TV,0 462 | 460,37,male,2,own,little,little,3620,36,furniture/equipment,0 463 | 461,36,male,2,own,little,little,1721,15,car,0 464 | 462,34,female,3,rent,little,moderate,3017,12,furniture/equipment,0 465 | 463,38,male,2,own,,moderate,754,12,education,0 466 | 464,34,male,2,own,little,,1950,18,business,0 467 | 465,63,male,2,own,little,little,2924,24,car,0 468 | 466,29,female,1,rent,little,little,1659,24,radio/TV,1 469 | 467,32,male,2,own,,,7238,48,radio/TV,0 470 | 468,26,female,2,own,little,,2764,33,business,0 471 | 469,35,male,1,own,little,,4679,24,car,0 472 | 470,22,male,2,rent,moderate,moderate,3092,24,radio/TV,1 473 | 471,23,female,2,own,little,little,448,6,education,1 474 | 472,28,male,1,own,little,little,654,9,car,1 475 | 473,36,male,3,own,,,1238,6,education,0 476 | 474,33,male,2,own,little,moderate,1245,18,radio/TV,1 477 | 475,26,female,2,rent,little,little,3114,18,furniture/equipment,1 478 | 476,24,male,2,own,quite rich,,2569,39,car,0 479 | 477,25,male,2,own,little,rich,5152,24,radio/TV,0 480 | 478,39,male,1,own,moderate,moderate,1037,12,business,0 481 | 479,44,male,2,own,little,little,1478,15,furniture/equipment,0 482 | 480,23,female,1,own,little,moderate,3573,12,radio/TV,0 483 | 481,26,male,2,own,little,moderate,1201,24,car,0 484 | 482,57,female,2,rent,rich,little,3622,30,furniture/equipment,0 485 | 483,30,female,2,own,rich,,960,15,furniture/equipment,0 486 | 484,44,male,2,own,quite rich,,1163,12,car,0 487 | 485,47,male,3,own,little,moderate,1209,6,car,1 488 | 486,52,male,2,own,little,,3077,12,radio/TV,0 489 | 487,62,female,2,free,little,,3757,24,car,0 490 | 488,35,male,1,rent,moderate,,1418,10,car,0 491 | 489,26,male,2,rent,little,,3518,6,car,0 492 | 490,26,male,2,own,little,,1934,12,radio/TV,0 493 | 491,42,female,3,free,little,moderate,8318,27,business,1 494 | 492,27,female,2,own,moderate,,1237,6,radio/TV,0 495 | 493,38,male,2,own,,moderate,368,6,radio/TV,0 496 | 494,39,male,1,rent,little,little,2122,12,car,0 497 | 495,20,male,2,own,,little,2996,24,furniture/equipment,1 498 | 496,29,male,3,rent,moderate,moderate,9034,36,furniture/equipment,1 499 | 497,40,male,2,own,little,,1585,24,furniture/equipment,0 500 | 498,32,male,1,own,little,moderate,1301,18,radio/TV,0 501 | 499,28,male,2,own,moderate,rich,1323,6,car,0 502 | 500,27,female,2,own,little,little,3123,24,car,1 503 | 501,42,male,2,free,little,little,5493,36,car,0 504 | 502,49,male,2,own,moderate,rich,1126,9,radio/TV,0 505 | 503,38,male,2,own,moderate,moderate,1216,24,radio/TV,1 506 | 504,24,female,2,rent,little,little,1207,24,car,1 507 | 505,27,male,1,own,,,1309,10,car,1 508 | 506,36,male,2,own,quite rich,rich,2360,15,car,0 509 | 507,34,male,3,own,moderate,moderate,6850,15,car,1 510 | 508,28,male,2,own,little,,1413,24,radio/TV,0 511 | 509,45,male,3,own,moderate,,8588,39,car,0 512 | 510,26,male,2,own,little,little,759,12,car,1 513 | 511,32,male,3,free,little,,4686,36,car,0 514 | 512,26,male,2,rent,little,rich,2687,15,business,0 515 | 513,20,male,2,rent,little,moderate,585,12,radio/TV,0 516 | 514,54,male,2,own,,,2255,24,car,0 517 | 515,37,female,2,own,little,little,609,6,car,0 518 | 516,40,male,1,own,little,little,1361,6,car,0 519 | 517,23,female,2,rent,little,,7127,36,furniture/equipment,1 520 | 518,43,male,2,own,moderate,little,1203,6,car,0 521 | 519,36,male,2,free,,,700,6,radio/TV,0 522 | 520,44,male,2,free,little,,5507,24,repairs,0 523 | 521,24,female,2,own,little,little,3190,18,radio/TV,1 524 | 522,53,male,2,free,little,little,7119,48,furniture/equipment,1 525 | 523,23,female,2,own,moderate,,3488,24,car,0 526 | 524,26,female,1,own,little,moderate,1113,18,radio/TV,0 527 | 525,30,male,2,own,little,moderate,7966,26,car,0 528 | 526,31,female,2,own,moderate,,1532,15,education,0 529 | 527,42,male,1,own,little,,1503,4,radio/TV,0 530 | 528,31,male,2,rent,little,little,2302,36,radio/TV,1 531 | 529,41,male,1,own,little,little,662,6,car,0 532 | 530,32,male,2,own,little,moderate,2273,36,education,0 533 | 531,28,female,2,rent,moderate,moderate,2631,15,car,1 534 | 532,41,male,2,rent,little,,1503,12,car,0 535 | 533,26,male,2,own,moderate,,1311,24,radio/TV,0 536 | 534,25,male,2,own,,,3105,24,radio/TV,0 537 | 535,33,male,2,rent,little,rich,2319,21,education,1 538 | 536,75,female,3,own,,little,1374,6,car,0 539 | 537,37,female,2,own,little,moderate,3612,18,furniture/equipment,0 540 | 538,42,male,3,free,little,little,7763,48,car,1 541 | 539,45,female,1,own,little,rich,3049,18,furniture/equipment,0 542 | 540,23,male,2,rent,little,moderate,1534,12,radio/TV,1 543 | 541,60,male,2,free,little,,2032,24,car,0 544 | 542,31,male,2,own,,little,6350,30,furniture/equipment,1 545 | 543,34,male,1,own,little,rich,2864,18,furniture/equipment,1 546 | 544,61,male,1,own,little,,1255,12,car,0 547 | 545,43,male,2,free,little,little,1333,24,car,1 548 | 546,37,female,2,own,little,,2022,24,car,0 549 | 547,32,male,2,own,little,,1552,24,radio/TV,0 550 | 548,24,female,1,own,little,little,626,12,radio/TV,1 551 | 549,35,male,2,free,,,8858,48,car,0 552 | 550,23,female,2,own,,,996,12,repairs,0 553 | 551,45,male,1,own,quite rich,,1750,6,radio/TV,0 554 | 552,34,male,2,own,little,little,6999,48,radio/TV,1 555 | 553,27,male,2,own,moderate,moderate,1995,12,car,0 556 | 554,67,female,3,own,little,moderate,1199,9,education,0 557 | 555,22,male,2,own,little,moderate,1331,12,radio/TV,1 558 | 556,28,female,2,own,moderate,moderate,2278,18,car,1 559 | 557,29,female,2,own,,,5003,21,car,1 560 | 558,27,male,2,own,little,little,3552,24,furniture/equipment,1 561 | 559,31,male,1,own,little,moderate,1928,18,furniture/equipment,1 562 | 560,49,male,2,free,,little,2964,24,car,0 563 | 561,24,male,1,rent,little,little,1546,24,radio/TV,1 564 | 562,29,female,2,own,little,rich,683,6,radio/TV,0 565 | 563,37,male,2,free,,moderate,12389,36,car,1 566 | 564,37,male,3,own,,moderate,4712,24,business,0 567 | 565,23,female,2,rent,moderate,moderate,1553,24,radio/TV,0 568 | 566,36,male,2,own,little,little,1372,12,car,1 569 | 567,34,male,2,own,rich,,2578,24,radio/TV,0 570 | 568,41,male,2,own,,moderate,3979,48,radio/TV,0 571 | 569,31,female,2,own,little,little,6758,48,radio/TV,1 572 | 570,23,female,1,rent,little,little,3234,24,furniture/equipment,1 573 | 571,38,male,2,own,little,,5954,30,radio/TV,0 574 | 572,26,female,3,rent,,,5433,24,car,0 575 | 573,22,female,1,own,little,little,806,15,business,0 576 | 574,27,male,1,own,little,moderate,1082,9,radio/TV,0 577 | 575,24,female,2,own,little,,2788,15,furniture/equipment,0 578 | 576,27,female,2,own,little,moderate,2930,12,radio/TV,0 579 | 577,33,female,2,own,,,1927,24,education,0 580 | 578,27,male,2,own,little,moderate,2820,36,car,1 581 | 579,27,male,1,own,little,,937,24,education,0 582 | 580,30,male,2,own,little,moderate,1056,18,car,1 583 | 581,49,male,1,own,little,moderate,3124,12,car,0 584 | 582,26,female,2,rent,little,,1388,9,furniture/equipment,0 585 | 583,33,male,1,rent,little,moderate,2384,36,repairs,1 586 | 584,52,female,3,free,,,2133,12,car,0 587 | 585,20,female,2,rent,little,little,2039,18,furniture/equipment,1 588 | 586,36,male,2,rent,little,little,2799,9,car,0 589 | 587,21,male,1,own,little,little,1289,12,furniture/equipment,0 590 | 588,47,male,1,own,little,little,1217,18,domestic appliances,1 591 | 589,60,male,2,own,little,little,2246,12,furniture/equipment,1 592 | 590,58,female,1,own,little,little,385,12,radio/TV,0 593 | 591,42,female,2,rent,,moderate,1965,24,car,0 594 | 592,36,female,1,own,rich,,1572,21,business,0 595 | 593,20,female,1,rent,little,moderate,2718,24,car,1 596 | 594,40,male,3,own,,little,1358,24,vacation/others,1 597 | 595,32,female,1,own,moderate,moderate,931,6,car,1 598 | 596,23,female,2,rent,little,little,1442,24,car,1 599 | 597,36,male,1,own,little,moderate,4241,24,business,1 600 | 598,31,male,2,own,little,,2775,18,car,1 601 | 599,32,male,2,free,little,,3863,24,business,0 602 | 600,45,female,2,own,little,moderate,2329,7,radio/TV,0 603 | 601,30,female,2,own,little,moderate,918,9,furniture/equipment,1 604 | 602,34,female,1,free,little,moderate,1837,24,education,1 605 | 603,28,female,3,own,little,,3349,36,furniture/equipment,1 606 | 604,23,female,2,own,little,rich,1275,10,furniture/equipment,0 607 | 605,22,male,2,own,quite rich,little,2828,24,furniture/equipment,0 608 | 606,74,male,3,own,little,,4526,24,business,0 609 | 607,50,female,2,free,moderate,moderate,2671,36,radio/TV,1 610 | 608,33,male,2,own,little,,2051,18,radio/TV,0 611 | 609,45,male,2,free,,,1300,15,car,0 612 | 610,22,female,2,own,moderate,little,741,12,domestic appliances,1 613 | 611,48,female,1,free,moderate,rich,1240,10,car,1 614 | 612,29,female,2,own,rich,little,3357,21,radio/TV,0 615 | 613,22,female,2,rent,little,little,3632,24,car,0 616 | 614,22,female,2,own,little,,1808,18,furniture/equipment,1 617 | 615,48,male,3,own,,moderate,12204,48,business,0 618 | 616,27,male,3,free,,moderate,9157,60,radio/TV,0 619 | 617,37,male,2,rent,little,little,3676,6,car,0 620 | 618,21,female,2,rent,moderate,moderate,3441,30,furniture/equipment,1 621 | 619,49,male,1,own,little,,640,12,car,0 622 | 620,27,male,2,own,little,moderate,3652,21,business,0 623 | 621,32,male,2,own,little,,1530,18,car,1 624 | 622,38,male,2,own,,,3914,48,business,1 625 | 623,22,female,2,rent,little,little,1858,12,furniture/equipment,0 626 | 624,65,male,2,free,little,little,2600,18,radio/TV,1 627 | 625,35,male,2,own,,,1979,15,radio/TV,0 628 | 626,41,male,2,own,little,rich,2116,6,furniture/equipment,0 629 | 627,29,male,2,own,moderate,moderate,1437,9,car,1 630 | 628,36,male,2,own,quite rich,,4042,42,furniture/equipment,0 631 | 629,64,male,1,own,,,3832,9,education,0 632 | 630,28,female,2,own,little,little,3660,24,radio/TV,0 633 | 631,44,male,2,own,little,little,1553,18,furniture/equipment,1 634 | 632,23,male,2,own,,moderate,1444,15,radio/TV,0 635 | 633,19,female,2,rent,little,,1980,9,furniture/equipment,1 636 | 634,25,female,1,own,little,moderate,1355,24,car,1 637 | 635,47,male,2,own,little,,1393,12,education,0 638 | 636,28,female,2,own,quite rich,,1376,24,radio/TV,0 639 | 637,21,male,2,own,little,,15653,60,radio/TV,0 640 | 638,34,female,2,own,little,,1493,12,radio/TV,0 641 | 639,26,male,2,own,little,little,4370,42,radio/TV,1 642 | 640,27,female,0,own,little,little,750,18,education,1 643 | 641,38,male,1,own,little,moderate,1308,15,repairs,0 644 | 642,40,male,3,own,moderate,,4623,15,education,1 645 | 643,33,male,2,own,little,,1851,24,radio/TV,0 646 | 644,32,male,3,own,little,little,1880,18,radio/TV,0 647 | 645,27,male,2,rent,,,7980,36,business,1 648 | 646,32,male,2,own,little,little,4583,30,furniture/equipment,0 649 | 647,26,female,2,own,quite rich,,1386,12,car,1 650 | 648,38,male,2,free,little,rich,947,24,car,1 651 | 649,40,male,1,rent,little,little,684,12,education,1 652 | 650,50,male,3,free,little,little,7476,48,education,0 653 | 651,37,male,1,own,little,moderate,1922,12,furniture/equipment,1 654 | 652,45,male,2,own,little,little,2303,24,car,1 655 | 653,42,male,3,own,moderate,moderate,8086,36,car,1 656 | 654,35,male,2,own,little,,2346,24,car,0 657 | 655,22,male,2,free,little,little,3973,14,car,0 658 | 656,41,male,1,own,little,moderate,888,12,car,1 659 | 657,37,male,2,own,,,10222,48,radio/TV,0 660 | 658,28,female,2,own,little,moderate,4221,30,business,0 661 | 659,41,male,2,own,little,moderate,6361,18,furniture/equipment,0 662 | 660,23,male,2,rent,little,rich,1297,12,radio/TV,0 663 | 661,23,male,2,own,,little,900,12,car,1 664 | 662,50,male,2,own,little,,2241,21,furniture/equipment,0 665 | 663,35,male,3,own,little,moderate,1050,6,furniture/equipment,0 666 | 664,50,female,1,own,little,rich,1047,6,education,0 667 | 665,27,male,3,own,little,,6314,24,vacation/others,0 668 | 666,34,male,2,own,rich,moderate,3496,30,furniture/equipment,0 669 | 667,27,female,2,own,little,,3609,48,business,0 670 | 668,43,male,2,rent,little,little,4843,12,car,1 671 | 669,47,male,2,own,little,rich,3017,30,radio/TV,0 672 | 670,27,male,1,own,moderate,,4139,24,business,0 673 | 671,31,male,2,own,moderate,,5742,36,business,0 674 | 672,42,male,3,own,little,,10366,60,car,0 675 | 673,24,male,2,own,quite rich,,2080,6,car,0 676 | 674,41,male,1,own,quite rich,,2580,21,business,1 677 | 675,26,female,3,rent,little,,4530,30,radio/TV,0 678 | 676,33,male,2,own,little,,5150,24,furniture/equipment,0 679 | 677,24,male,2,own,moderate,moderate,5595,72,radio/TV,1 680 | 678,64,male,1,rent,little,little,2384,24,radio/TV,0 681 | 679,26,female,2,own,little,,1453,18,radio/TV,0 682 | 680,56,female,2,own,little,,1538,6,education,0 683 | 681,37,male,2,free,,,2279,12,radio/TV,0 684 | 682,33,male,2,own,little,,1478,15,radio/TV,0 685 | 683,47,male,2,free,little,,5103,24,radio/TV,0 686 | 684,31,male,1,own,moderate,moderate,9857,36,business,0 687 | 685,34,male,2,free,,,6527,60,car,0 688 | 686,27,male,2,own,,rich,1347,10,radio/TV,0 689 | 687,30,male,2,free,moderate,moderate,2862,36,car,0 690 | 688,35,male,2,own,moderate,,2753,9,radio/TV,0 691 | 689,31,male,2,own,rich,little,3651,12,car,0 692 | 690,25,male,2,own,little,little,975,15,furniture/equipment,0 693 | 691,25,female,1,own,moderate,moderate,2631,15,repairs,0 694 | 692,29,male,2,own,moderate,moderate,2896,24,radio/TV,0 695 | 693,44,male,1,own,,little,4716,6,car,0 696 | 694,28,male,2,own,little,,2284,24,radio/TV,0 697 | 695,50,male,2,rent,quite rich,,1236,6,car,0 698 | 696,29,male,2,own,little,moderate,1103,12,radio/TV,0 699 | 697,38,female,0,own,little,,926,12,car,0 700 | 698,24,male,2,own,little,,1800,18,radio/TV,0 701 | 699,40,male,3,rent,little,rich,1905,15,education,0 702 | 700,29,female,1,rent,quite rich,,1123,12,furniture/equipment,1 703 | 701,46,male,2,free,little,little,6331,48,car,1 704 | 702,47,female,2,free,moderate,rich,1377,24,radio/TV,0 705 | 703,41,male,2,own,moderate,moderate,2503,30,business,0 706 | 704,32,female,2,own,little,moderate,2528,27,business,0 707 | 705,35,female,2,free,quite rich,,5324,15,car,0 708 | 706,24,male,2,own,moderate,moderate,6560,48,car,1 709 | 707,25,female,2,rent,little,moderate,2969,12,furniture/equipment,1 710 | 708,25,female,2,own,little,moderate,1206,9,radio/TV,0 711 | 709,37,male,1,own,little,moderate,2118,9,radio/TV,0 712 | 710,32,male,3,own,quite rich,,629,18,radio/TV,0 713 | 711,35,female,2,free,little,little,1198,6,education,1 714 | 712,46,male,3,own,,,2476,21,car,0 715 | 713,25,male,1,own,little,little,1138,9,radio/TV,0 716 | 714,27,male,3,own,little,moderate,14027,60,car,1 717 | 715,63,male,2,own,,,7596,30,car,0 718 | 716,40,male,2,own,,,3077,30,radio/TV,0 719 | 717,32,male,3,free,little,,1505,18,radio/TV,0 720 | 718,31,male,2,own,,rich,3148,24,radio/TV,0 721 | 719,31,male,2,own,moderate,moderate,6148,20,car,0 722 | 720,34,male,3,own,little,rich,1337,9,radio/TV,1 723 | 721,24,female,2,rent,rich,moderate,433,6,education,1 724 | 722,24,female,1,own,little,little,1228,12,car,1 725 | 723,66,female,1,own,quite rich,moderate,790,9,radio/TV,0 726 | 724,21,female,2,rent,little,,2570,27,car,1 727 | 725,41,female,1,own,rich,,250,6,car,0 728 | 726,47,male,1,own,quite rich,,1316,15,radio/TV,0 729 | 727,25,female,2,rent,little,little,1882,18,radio/TV,1 730 | 728,59,female,2,rent,little,moderate,6416,48,business,1 731 | 729,36,male,2,own,rich,rich,1275,24,business,0 732 | 730,33,male,2,own,little,moderate,6403,24,radio/TV,0 733 | 731,21,male,1,rent,little,little,1987,24,radio/TV,1 734 | 732,44,female,1,own,little,moderate,760,8,radio/TV,0 735 | 733,28,female,2,rent,rich,,2603,24,car,0 736 | 734,37,female,2,own,little,,3380,4,car,0 737 | 735,29,female,0,own,,moderate,3990,36,domestic appliances,0 738 | 736,23,female,3,rent,little,moderate,11560,24,car,1 739 | 737,35,male,1,own,moderate,little,4380,18,car,0 740 | 738,45,male,3,own,little,,6761,6,car,0 741 | 739,26,female,1,rent,moderate,moderate,4280,30,business,1 742 | 740,32,male,2,own,moderate,little,2325,24,car,0 743 | 741,23,male,1,own,little,moderate,1048,10,radio/TV,0 744 | 742,41,male,2,own,,,3160,21,radio/TV,0 745 | 743,22,male,2,own,quite rich,little,2483,24,furniture/equipment,0 746 | 744,30,male,3,own,,little,14179,39,furniture/equipment,0 747 | 745,28,male,1,own,little,little,1797,13,business,0 748 | 746,23,female,2,rent,little,little,2511,15,car,0 749 | 747,37,female,1,own,little,little,1274,12,car,1 750 | 748,26,male,2,own,,,5248,21,car,0 751 | 749,33,male,2,own,little,,3029,15,car,0 752 | 750,49,female,2,own,little,little,428,6,furniture/equipment,0 753 | 751,23,female,1,own,little,little,976,18,car,1 754 | 752,23,female,1,rent,moderate,moderate,841,12,business,0 755 | 753,25,female,2,own,little,,5771,30,radio/TV,0 756 | 754,55,male,2,free,rich,,1555,12,repairs,1 757 | 755,32,female,2,rent,,little,1285,24,car,1 758 | 756,74,male,0,own,little,rich,1299,6,car,0 759 | 757,39,male,2,free,,rich,1271,15,radio/TV,1 760 | 758,31,male,2,own,little,,1393,24,car,0 761 | 759,35,male,2,own,little,little,691,12,car,1 762 | 760,59,female,2,own,,,5045,15,car,0 763 | 761,24,female,2,rent,little,little,2124,18,furniture/equipment,1 764 | 762,24,male,1,own,little,little,2214,12,radio/TV,0 765 | 763,30,male,3,free,,,12680,21,car,1 766 | 764,27,male,2,own,moderate,,2463,24,car,0 767 | 765,40,male,1,own,little,moderate,1155,12,radio/TV,0 768 | 766,31,male,1,own,little,little,3108,30,furniture/equipment,1 769 | 767,31,female,2,rent,,,2901,10,car,0 770 | 768,28,male,2,rent,little,moderate,3617,12,furniture/equipment,0 771 | 769,63,male,1,own,little,,1655,12,radio/TV,0 772 | 770,26,female,2,rent,,little,2812,24,car,0 773 | 771,25,female,3,own,little,little,8065,36,education,1 774 | 772,36,male,3,own,little,,3275,21,car,0 775 | 773,52,male,2,own,moderate,,2223,24,radio/TV,0 776 | 774,66,male,0,free,quite rich,rich,1480,12,car,0 777 | 775,25,female,2,rent,,little,1371,24,car,1 778 | 776,37,male,2,own,little,,3535,36,car,0 779 | 777,25,female,2,own,little,little,3509,18,radio/TV,0 780 | 778,38,male,3,own,rich,,5711,36,car,0 781 | 779,67,female,2,own,little,moderate,3872,18,repairs,0 782 | 780,25,male,2,own,little,moderate,4933,39,radio/TV,1 783 | 781,60,male,2,own,rich,,1940,24,car,0 784 | 782,31,male,1,own,little,moderate,1410,12,education,0 785 | 783,23,female,1,own,moderate,moderate,836,12,car,1 786 | 784,60,male,3,own,,moderate,6468,20,car,0 787 | 785,35,male,1,own,rich,moderate,1941,18,business,0 788 | 786,40,male,2,own,quite rich,,2675,22,radio/TV,0 789 | 787,38,male,2,own,,,2751,48,car,0 790 | 788,50,male,2,free,little,moderate,6224,48,education,1 791 | 789,27,male,2,own,little,little,5998,40,education,1 792 | 790,39,female,2,own,little,moderate,1188,21,business,1 793 | 791,41,male,3,own,,,6313,24,car,0 794 | 792,27,male,2,own,,,1221,6,furniture/equipment,0 795 | 793,51,male,2,free,little,rich,2892,24,furniture/equipment,0 796 | 794,32,male,2,rent,quite rich,,3062,24,furniture/equipment,0 797 | 795,22,female,2,rent,moderate,,2301,9,furniture/equipment,0 798 | 796,51,male,2,free,,little,7511,18,car,1 799 | 797,22,female,1,rent,little,,1258,12,furniture/equipment,0 800 | 798,54,male,2,own,,,717,24,car,0 801 | 799,35,male,0,own,,moderate,1549,9,car,0 802 | 800,54,male,2,free,little,,1597,24,education,0 803 | 801,48,female,1,rent,little,moderate,1795,18,radio/TV,0 804 | 802,24,female,2,own,little,little,4272,20,furniture/equipment,0 805 | 803,35,male,2,own,,,976,12,radio/TV,0 806 | 804,24,female,0,rent,,moderate,7472,12,car,0 807 | 805,24,male,2,own,little,little,9271,36,car,1 808 | 806,26,male,1,own,little,moderate,590,6,radio/TV,0 809 | 807,65,male,2,own,,,930,12,radio/TV,0 810 | 808,55,male,3,free,little,moderate,9283,42,car,0 811 | 809,26,female,0,rent,little,moderate,1778,15,car,1 812 | 810,26,male,2,own,little,moderate,907,8,business,0 813 | 811,28,male,1,own,little,moderate,484,6,radio/TV,0 814 | 812,24,male,2,own,little,little,9629,36,car,1 815 | 813,54,male,2,own,little,little,3051,48,domestic appliances,1 816 | 814,46,male,2,free,little,little,3931,48,car,1 817 | 815,54,female,2,rent,little,moderate,7432,36,car,0 818 | 816,62,male,2,own,quite rich,,1338,6,domestic appliances,0 819 | 817,24,female,2,rent,little,,1554,6,radio/TV,0 820 | 818,43,male,3,own,little,little,15857,36,vacation/others,0 821 | 819,26,male,2,own,little,little,1345,18,radio/TV,1 822 | 820,27,male,2,own,little,,1101,12,car,0 823 | 821,24,male,2,own,little,rich,3016,12,radio/TV,0 824 | 822,41,male,2,own,little,little,2712,36,furniture/equipment,1 825 | 823,47,male,1,own,little,little,731,8,car,0 826 | 824,35,male,3,own,little,,3780,18,furniture/equipment,0 827 | 825,30,male,2,own,little,little,1602,21,car,0 828 | 826,33,female,2,rent,little,little,3966,18,car,1 829 | 827,36,male,2,own,little,,4165,18,business,1 830 | 828,47,male,2,free,,little,8335,36,car,1 831 | 829,38,male,2,free,,moderate,6681,48,business,0 832 | 830,44,male,2,own,quite rich,,2375,24,business,0 833 | 831,23,female,2,rent,little,little,1216,18,car,1 834 | 832,29,male,2,rent,little,little,11816,45,business,1 835 | 833,42,female,2,own,,moderate,5084,24,radio/TV,0 836 | 834,25,female,1,own,little,rich,2327,15,radio/TV,1 837 | 835,48,male,2,own,little,little,1082,12,car,1 838 | 836,21,female,2,own,,,886,12,radio/TV,0 839 | 837,23,female,1,rent,little,,601,4,furniture/equipment,0 840 | 838,63,male,2,own,little,little,2957,24,car,0 841 | 839,46,male,2,own,little,,2611,24,radio/TV,0 842 | 840,29,male,2,own,little,little,5179,36,furniture/equipment,1 843 | 841,28,male,1,own,little,,2993,21,car,0 844 | 842,23,female,2,own,little,,1943,18,repairs,1 845 | 843,50,male,2,own,little,,1559,24,business,0 846 | 844,47,male,2,own,little,,3422,18,furniture/equipment,0 847 | 845,35,male,2,own,,moderate,3976,21,furniture/equipment,0 848 | 846,68,male,2,rent,,,6761,18,car,1 849 | 847,28,male,2,own,little,,1249,24,car,0 850 | 848,59,male,2,own,little,little,1364,9,radio/TV,0 851 | 849,57,male,1,own,little,little,709,12,radio/TV,1 852 | 850,33,male,2,rent,little,little,2235,20,car,1 853 | 851,43,male,2,own,,,4042,24,car,0 854 | 852,35,male,2,free,little,,1471,15,radio/TV,0 855 | 853,32,male,1,free,little,little,1442,18,car,1 856 | 854,45,male,2,own,little,,10875,36,car,0 857 | 855,33,male,2,own,moderate,,1474,24,car,0 858 | 856,40,female,2,own,,,894,10,education,0 859 | 857,28,male,2,free,little,,3343,15,furniture/equipment,0 860 | 858,29,female,2,own,little,little,3959,15,car,1 861 | 859,26,male,2,rent,moderate,,3577,9,car,0 862 | 860,27,male,2,own,rich,,5804,24,car,0 863 | 861,28,male,2,own,little,,2169,18,business,1 864 | 862,35,female,2,own,little,little,2439,24,radio/TV,1 865 | 863,32,male,1,own,rich,,4526,27,furniture/equipment,0 866 | 864,25,male,1,rent,little,,2210,10,furniture/equipment,1 867 | 865,20,female,2,rent,quite rich,,2221,15,furniture/equipment,0 868 | 866,27,female,2,own,little,little,2389,18,radio/TV,0 869 | 867,42,male,2,own,little,,3331,12,furniture/equipment,0 870 | 868,37,male,2,own,,,7409,36,business,0 871 | 869,24,female,2,rent,little,little,652,12,furniture/equipment,0 872 | 870,40,female,2,own,quite rich,,7678,36,furniture/equipment,0 873 | 871,46,male,2,own,little,rich,1343,6,car,0 874 | 872,26,male,2,own,moderate,little,1382,24,business,0 875 | 873,24,female,2,own,,,874,15,domestic appliances,0 876 | 874,29,male,1,own,little,little,3590,12,furniture/equipment,0 877 | 875,40,female,2,own,rich,moderate,1322,11,car,0 878 | 876,36,male,3,free,little,little,1940,18,radio/TV,0 879 | 877,28,male,2,own,little,,3595,36,radio/TV,0 880 | 878,27,male,3,free,little,little,1422,9,car,1 881 | 879,36,male,2,own,,,6742,30,radio/TV,0 882 | 880,38,male,3,own,little,,7814,24,car,0 883 | 881,48,male,2,free,,,9277,24,car,0 884 | 882,36,male,2,own,,moderate,2181,30,car,0 885 | 883,65,female,0,own,little,,1098,18,radio/TV,0 886 | 884,43,male,2,own,little,moderate,4057,24,furniture/equipment,1 887 | 885,53,female,2,own,little,little,795,12,education,1 888 | 886,34,male,2,own,,moderate,2825,24,business,0 889 | 887,23,male,2,own,little,moderate,15672,48,business,1 890 | 888,34,male,3,own,little,,6614,36,car,0 891 | 889,40,male,2,rent,,,7824,28,car,0 892 | 890,43,male,3,own,little,little,2442,27,business,0 893 | 891,46,male,2,own,little,,1829,15,radio/TV,0 894 | 892,38,male,1,own,little,little,2171,12,car,0 895 | 893,34,male,2,own,little,moderate,5800,36,car,0 896 | 894,29,male,2,own,,,1169,18,radio/TV,0 897 | 895,31,male,3,own,,,8947,36,car,0 898 | 896,28,female,3,rent,little,little,2606,21,radio/TV,0 899 | 897,35,female,2,own,rich,,1592,12,furniture/equipment,0 900 | 898,33,female,1,rent,,,2186,15,furniture/equipment,0 901 | 899,42,male,2,own,little,little,4153,18,furniture/equipment,1 902 | 900,43,male,2,rent,little,little,2625,16,car,1 903 | 901,44,male,2,own,,,3485,20,car,0 904 | 902,42,male,2,free,,,10477,36,car,0 905 | 903,40,male,2,rent,,,1386,15,radio/TV,0 906 | 904,36,male,3,own,little,,1278,24,radio/TV,0 907 | 905,20,male,3,rent,little,little,1107,12,radio/TV,0 908 | 906,24,male,1,own,,little,3763,21,car,0 909 | 907,27,male,2,own,,moderate,3711,36,education,0 910 | 908,46,female,1,own,little,,3594,15,car,0 911 | 909,33,female,1,own,,moderate,3195,9,car,0 912 | 910,34,female,2,own,little,,4454,36,radio/TV,0 913 | 911,25,female,1,own,little,moderate,4736,24,furniture/equipment,1 914 | 912,25,female,2,own,,moderate,2991,30,radio/TV,0 915 | 913,28,male,2,own,rich,,2142,11,business,0 916 | 914,31,male,2,rent,little,little,3161,24,business,1 917 | 915,32,female,3,own,little,moderate,18424,48,vacation/others,1 918 | 916,32,male,2,own,moderate,,2848,10,car,0 919 | 917,68,male,3,own,little,little,14896,6,car,1 920 | 918,33,male,2,own,moderate,little,2359,24,furniture/equipment,1 921 | 919,39,male,3,rent,little,little,3345,24,furniture/equipment,1 922 | 920,28,female,2,own,little,,1817,18,furniture/equipment,0 923 | 921,37,male,3,own,quite rich,,12749,48,radio/TV,0 924 | 922,22,female,2,rent,little,little,1366,9,radio/TV,1 925 | 923,30,male,2,rent,little,moderate,2002,12,car,0 926 | 924,55,male,2,own,little,little,6872,24,furniture/equipment,1 927 | 925,46,male,2,own,little,little,697,12,car,1 928 | 926,21,female,2,rent,little,little,1049,18,furniture/equipment,0 929 | 927,39,male,2,free,little,little,10297,48,car,1 930 | 928,58,male,2,own,,,1867,30,radio/TV,0 931 | 929,43,male,1,own,little,little,1344,12,car,0 932 | 930,24,male,1,own,little,little,1747,24,furniture/equipment,0 933 | 931,22,female,2,own,little,moderate,1670,9,radio/TV,1 934 | 932,30,male,2,own,little,,1224,9,car,0 935 | 933,42,male,2,own,quite rich,,522,12,radio/TV,0 936 | 934,23,female,2,own,little,little,1498,12,radio/TV,0 937 | 935,30,male,3,own,moderate,moderate,1919,30,radio/TV,1 938 | 936,28,female,1,own,little,rich,745,9,radio/TV,1 939 | 937,30,male,3,rent,little,moderate,2063,6,radio/TV,0 940 | 938,42,male,2,free,little,moderate,6288,60,education,1 941 | 939,46,male,3,own,,,6842,24,car,0 942 | 940,45,male,3,own,,,3527,12,car,0 943 | 941,31,male,1,own,little,,1546,10,car,0 944 | 942,31,male,2,own,,,929,24,furniture/equipment,0 945 | 943,42,male,1,own,little,,1455,4,car,0 946 | 944,46,female,2,rent,little,little,1845,15,furniture/equipment,0 947 | 945,30,female,2,own,quite rich,moderate,8358,48,car,0 948 | 946,30,male,2,free,quite rich,little,3349,24,furniture/equipment,1 949 | 947,38,male,3,own,,,2859,12,car,0 950 | 948,43,male,1,own,little,,1533,18,furniture/equipment,1 951 | 949,31,male,2,own,moderate,,3621,24,radio/TV,1 952 | 950,40,male,0,own,little,moderate,3590,18,business,0 953 | 951,24,male,2,own,little,little,2145,36,business,1 954 | 952,28,female,2,rent,quite rich,moderate,4113,24,car,1 955 | 953,26,female,3,own,little,,10974,36,furniture/equipment,1 956 | 954,29,female,2,own,little,little,1893,12,car,0 957 | 955,57,female,3,rent,rich,little,1231,24,radio/TV,0 958 | 956,49,male,1,own,,rich,3656,30,radio/TV,0 959 | 957,37,male,1,own,little,moderate,1154,9,radio/TV,0 960 | 958,45,male,1,own,little,little,4006,28,car,1 961 | 959,30,male,2,free,moderate,moderate,3069,24,furniture/equipment,0 962 | 960,30,male,2,rent,little,,1740,6,radio/TV,0 963 | 961,47,male,2,own,little,moderate,2353,21,car,0 964 | 962,29,male,2,own,,,3556,15,car,0 965 | 963,35,male,2,own,quite rich,,2397,24,radio/TV,1 966 | 964,22,male,1,own,little,moderate,454,6,repairs,0 967 | 965,26,female,2,own,,moderate,1715,30,radio/TV,0 968 | 966,23,male,1,own,quite rich,moderate,2520,27,radio/TV,1 969 | 967,54,female,3,rent,little,,3568,15,radio/TV,0 970 | 968,29,male,2,rent,,,7166,42,radio/TV,0 971 | 969,40,male,1,own,little,little,3939,11,car,0 972 | 970,22,male,2,own,moderate,moderate,1514,15,repairs,0 973 | 971,43,male,1,own,little,,7393,24,car,0 974 | 972,29,female,0,rent,little,little,1193,24,car,1 975 | 973,36,male,2,rent,little,little,7297,60,business,1 976 | 974,33,female,2,own,little,,2831,30,radio/TV,0 977 | 975,57,female,1,own,quite rich,rich,1258,24,radio/TV,0 978 | 976,64,female,2,own,little,moderate,753,6,radio/TV,0 979 | 977,42,male,2,own,,moderate,2427,18,business,0 980 | 978,47,male,1,own,little,,2538,24,car,1 981 | 979,25,male,2,rent,moderate,moderate,1264,15,car,1 982 | 980,49,male,2,own,little,moderate,8386,30,furniture/equipment,1 983 | 981,33,male,3,rent,little,,4844,48,business,1 984 | 982,28,female,3,own,moderate,rich,2923,21,car,0 985 | 983,26,male,2,own,little,little,8229,36,car,1 986 | 984,30,male,1,own,little,,2028,24,furniture/equipment,0 987 | 985,25,female,2,rent,little,little,1433,15,furniture/equipment,0 988 | 986,33,male,2,own,little,rich,6289,42,business,0 989 | 987,64,female,2,own,moderate,,1409,13,radio/TV,0 990 | 988,29,male,3,free,little,little,6579,24,car,0 991 | 989,48,male,1,own,little,moderate,1743,24,radio/TV,0 992 | 990,37,male,1,own,,,3565,12,education,0 993 | 991,34,male,1,own,moderate,,1569,15,radio/TV,0 994 | 992,23,male,1,rent,,little,1936,18,radio/TV,0 995 | 993,30,male,3,own,little,little,3959,36,furniture/equipment,0 996 | 994,50,male,2,own,,,2390,12,car,0 997 | 995,31,female,1,own,little,,1736,12,furniture/equipment,0 998 | 996,40,male,3,own,little,little,3857,30,car,0 999 | 997,38,male,2,own,little,,804,12,radio/TV,0 1000 | 998,23,male,2,free,little,little,1845,45,radio/TV,1 1001 | 999,27,male,2,own,moderate,moderate,4576,45,car,0 --------------------------------------------------------------------------------