Clustring.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2e39e64a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.cluster import KMeans,SpectralClustering, AgglomerativeClustering\n",
    "from sklearn.preprocessing import StandardScaler, normalize\n",
    "from sklearn.mixture import GaussianMixture\n",
    "from sklearn.metrics import silhouette_score, davies_bouldin_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.decomposition import PCA\n",
    "from yellowbrick.cluster import SilhouetteVisualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b5216b8b",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUST_ID</th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
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       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C10004</td>\n",
       "      <td>1666.670542</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>205.788017</td>\n",
       "      <td>0.083333</td>\n",
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       "      <td>0.083333</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
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       "      <td>C19188</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>C19190</td>\n",
       "      <td>372.708075</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1093.25</td>\n",
       "      <td>1093.25</td>\n",
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       "      <td>2</td>\n",
       "      <td>23</td>\n",
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       "      <td>63.165404</td>\n",
       "      <td>88.288956</td>\n",
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       "      <td>6</td>\n",
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      ],
      "text/plain": [
       "     CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0     C10001    40.900749           0.818182      95.40              0.00   \n",
       "1     C10002  3202.467416           0.909091       0.00              0.00   \n",
       "2     C10003  2495.148862           1.000000     773.17            773.17   \n",
       "3     C10004  1666.670542           0.636364    1499.00           1499.00   \n",
       "4     C10005   817.714335           1.000000      16.00             16.00   \n",
       "...      ...          ...                ...        ...               ...   \n",
       "8945  C19186    28.493517           1.000000     291.12              0.00   \n",
       "8946  C19187    19.183215           1.000000     300.00              0.00   \n",
       "8947  C19188    23.398673           0.833333     144.40              0.00   \n",
       "8948  C19189    13.457564           0.833333       0.00              0.00   \n",
       "8949  C19190   372.708075           0.666667    1093.25           1093.25   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                      95.40      0.000000             0.166667   \n",
       "1                       0.00   6442.945483             0.000000   \n",
       "2                       0.00      0.000000             1.000000   \n",
       "3                       0.00    205.788017             0.083333   \n",
       "4                       0.00      0.000000             0.083333   \n",
       "...                      ...           ...                  ...   \n",
       "8945                  291.12      0.000000             1.000000   \n",
       "8946                  300.00      0.000000             1.000000   \n",
       "8947                  144.40      0.000000             0.833333   \n",
       "8948                    0.00     36.558778             0.000000   \n",
       "8949                    0.00    127.040008             0.666667   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                       0.000000                          0.083333   \n",
       "1                       0.000000                          0.000000   \n",
       "2                       1.000000                          0.000000   \n",
       "3                       0.083333                          0.000000   \n",
       "4                       0.083333                          0.000000   \n",
       "...                          ...                               ...   \n",
       "8945                    0.000000                          0.833333   \n",
       "8946                    0.000000                          0.833333   \n",
       "8947                    0.000000                          0.666667   \n",
       "8948                    0.000000                          0.000000   \n",
       "8949                    0.666667                          0.000000   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "0                   0.000000                 0              2        1000.0   \n",
       "1                   0.250000                 4              0        7000.0   \n",
       "2                   0.000000                 0             12        7500.0   \n",
       "3                   0.083333                 1              1        7500.0   \n",
       "4                   0.000000                 0              1        1200.0   \n",
       "...                      ...               ...            ...           ...   \n",
       "8945                0.000000                 0              6        1000.0   \n",
       "8946                0.000000                 0              6        1000.0   \n",
       "8947                0.000000                 0              5        1000.0   \n",
       "8948                0.166667                 2              0         500.0   \n",
       "8949                0.333333                 2             23        1200.0   \n",
       "\n",
       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
       "0      201.802084        139.509787          0.000000      12  \n",
       "1     4103.032597       1072.340217          0.222222      12  \n",
       "2      622.066742        627.284787          0.000000      12  \n",
       "3        0.000000               NaN          0.000000      12  \n",
       "4      678.334763        244.791237          0.000000      12  \n",
       "...           ...               ...               ...     ...  \n",
       "8945   325.594462         48.886365          0.500000       6  \n",
       "8946   275.861322               NaN          0.000000       6  \n",
       "8947    81.270775         82.418369          0.250000       6  \n",
       "8948    52.549959         55.755628          0.250000       6  \n",
       "8949    63.165404         88.288956          0.000000       6  \n",
       "\n",
       "[8950 rows x 18 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"CC GENERAL.csv\")\n",
    "df\n",
    "# df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "56156689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CUST_ID                               0\n",
       "BALANCE                               0\n",
       "BALANCE_FREQUENCY                     0\n",
       "PURCHASES                             0\n",
       "ONEOFF_PURCHASES                      0\n",
       "INSTALLMENTS_PURCHASES                0\n",
       "CASH_ADVANCE                          0\n",
       "PURCHASES_FREQUENCY                   0\n",
       "ONEOFF_PURCHASES_FREQUENCY            0\n",
       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
       "CASH_ADVANCE_FREQUENCY                0\n",
       "CASH_ADVANCE_TRX                      0\n",
       "PURCHASES_TRX                         0\n",
       "CREDIT_LIMIT                          1\n",
       "PAYMENTS                              0\n",
       "MINIMUM_PAYMENTS                    313\n",
       "PRC_FULL_PAYMENT                      0\n",
       "TENURE                                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c7bd1e72",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
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       "    <tr>\n",
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       "      <th>2</th>\n",
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       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1666.670542</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>205.788017</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>817.714335</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>678.334763</td>\n",
       "      <td>244.791237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8945</th>\n",
       "      <td>28.493517</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>291.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>291.12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>325.594462</td>\n",
       "      <td>48.886365</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8946</th>\n",
       "      <td>19.183215</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>300.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>275.861322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8947</th>\n",
       "      <td>23.398673</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>144.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>144.40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>81.270775</td>\n",
       "      <td>82.418369</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8948</th>\n",
       "      <td>13.457564</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.558778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>52.549959</td>\n",
       "      <td>55.755628</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8949</th>\n",
       "      <td>372.708075</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1093.25</td>\n",
       "      <td>1093.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>127.040008</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>63.165404</td>\n",
       "      <td>88.288956</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8950 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0       40.900749           0.818182      95.40              0.00   \n",
       "1     3202.467416           0.909091       0.00              0.00   \n",
       "2     2495.148862           1.000000     773.17            773.17   \n",
       "3     1666.670542           0.636364    1499.00           1499.00   \n",
       "4      817.714335           1.000000      16.00             16.00   \n",
       "...           ...                ...        ...               ...   \n",
       "8945    28.493517           1.000000     291.12              0.00   \n",
       "8946    19.183215           1.000000     300.00              0.00   \n",
       "8947    23.398673           0.833333     144.40              0.00   \n",
       "8948    13.457564           0.833333       0.00              0.00   \n",
       "8949   372.708075           0.666667    1093.25           1093.25   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                      95.40      0.000000             0.166667   \n",
       "1                       0.00   6442.945483             0.000000   \n",
       "2                       0.00      0.000000             1.000000   \n",
       "3                       0.00    205.788017             0.083333   \n",
       "4                       0.00      0.000000             0.083333   \n",
       "...                      ...           ...                  ...   \n",
       "8945                  291.12      0.000000             1.000000   \n",
       "8946                  300.00      0.000000             1.000000   \n",
       "8947                  144.40      0.000000             0.833333   \n",
       "8948                    0.00     36.558778             0.000000   \n",
       "8949                    0.00    127.040008             0.666667   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                       0.000000                          0.083333   \n",
       "1                       0.000000                          0.000000   \n",
       "2                       1.000000                          0.000000   \n",
       "3                       0.083333                          0.000000   \n",
       "4                       0.083333                          0.000000   \n",
       "...                          ...                               ...   \n",
       "8945                    0.000000                          0.833333   \n",
       "8946                    0.000000                          0.833333   \n",
       "8947                    0.000000                          0.666667   \n",
       "8948                    0.000000                          0.000000   \n",
       "8949                    0.666667                          0.000000   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "0                   0.000000                 0              2        1000.0   \n",
       "1                   0.250000                 4              0        7000.0   \n",
       "2                   0.000000                 0             12        7500.0   \n",
       "3                   0.083333                 1              1        7500.0   \n",
       "4                   0.000000                 0              1        1200.0   \n",
       "...                      ...               ...            ...           ...   \n",
       "8945                0.000000                 0              6        1000.0   \n",
       "8946                0.000000                 0              6        1000.0   \n",
       "8947                0.000000                 0              5        1000.0   \n",
       "8948                0.166667                 2              0         500.0   \n",
       "8949                0.333333                 2             23        1200.0   \n",
       "\n",
       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
       "0      201.802084        139.509787          0.000000      12  \n",
       "1     4103.032597       1072.340217          0.222222      12  \n",
       "2      622.066742        627.284787          0.000000      12  \n",
       "3        0.000000               NaN          0.000000      12  \n",
       "4      678.334763        244.791237          0.000000      12  \n",
       "...           ...               ...               ...     ...  \n",
       "8945   325.594462         48.886365          0.500000       6  \n",
       "8946   275.861322               NaN          0.000000       6  \n",
       "8947    81.270775         82.418369          0.250000       6  \n",
       "8948    52.549959         55.755628          0.250000       6  \n",
       "8949    63.165404         88.288956          0.000000       6  \n",
       "\n",
       "[8950 rows x 17 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop('CUST_ID',axis=1)\n",
    "df.fillna(method='bfill')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cfc6df89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PURCHASES_INSTALLMENTS_FREQUENCY'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_details = lambda x: df.groupby(x).mean()['TENURE']\n",
    "get_details('PURCHASES_INSTALLMENTS_FREQUENCY').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcf7e3c5",
   "metadata": {},
   "source": [
    "##### before beginign our model we should figure out outliers\n",
    "##### here there is an example of how to find outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e4a16892",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " outlier in  BALANCE is 10\n",
      " outlier in  BALANCE_FREQUENCY is 75\n",
      " outlier in  PURCHASES is 27\n",
      " outlier in  ONEOFF_PURCHASES is 53\n",
      " outlier in  INSTALLMENTS_PURCHASES is 48\n",
      " outlier in  CASH_ADVANCE is 56\n",
      " outlier in  PURCHASES_FREQUENCY is 47\n",
      " outlier in  ONEOFF_PURCHASES_FREQUENCY is 53\n",
      " outlier in  PURCHASES_INSTALLMENTS_FREQUENCY is 58\n",
      " outlier in  CASH_ADVANCE_FREQUENCY is 57\n",
      " outlier in  CASH_ADVANCE_TRX is 56\n",
      " outlier in  PURCHASES_TRX is 27\n",
      " outlier in  CREDIT_LIMIT is 14\n",
      " outlier in  PAYMENTS is 10\n",
      " outlier in  MINIMUM_PAYMENTS is 13\n",
      " outlier in  PRC_FULL_PAYMENT is 71\n",
      " outlier in  TENURE is 91\n"
     ]
    }
   ],
   "source": [
    "for i in df.columns:\n",
    "    max_quantile = df[i].quantile(0.95)\n",
    "    min_quantile = df[i].quantile(0.05)\n",
    "    df_no_outlier = df[(df[i]<max_quantile) & (df[i]>min_quantile)].shape\n",
    "    print(\" outlier in \",i,\"is\", int(((df.shape[0]-df_no_outlier[0])/df.shape[0])*100))\n",
    "    percentage = int(((df.shape[0]-df_no_outlier[0])/df.shape[0])*100)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "34f27d90",
   "metadata": {},
   "outputs": [],
   "source": [
    "max_threshold_BALANCE=df[\"BALANCE\"].quantile(0.95)\n",
    "min_threshold_BALANCE=df[\"BALANCE\"].quantile(0.05)\n",
    "max_threshold_CREDIT_LIMIT=df[\"CREDIT_LIMIT\"].quantile(0.95)\n",
    "min_threshold_CREDIT_LIMIT=df[\"CREDIT_LIMIT\"].quantile(0.05)\n",
    "max_threshold_PAYMENTS=df[\"PAYMENTS\"].quantile(0.95)\n",
    "min_threshold_PAYMENTS=df[\"PAYMENTS\"].quantile(0.05)\n",
    "df_no_outlier=df[(df[\"CREDIT_LIMIT\"] < max_threshold_CREDIT_LIMIT) & (df[\"CREDIT_LIMIT\"] > min_threshold_CREDIT_LIMIT) & (df[\"BALANCE\"] < max_threshold_BALANCE) & (df[\"BALANCE\"] > min_threshold_BALANCE) &  (df[\"PAYMENTS\"] < max_threshold_PAYMENTS) & (df[\"PAYMENTS\"] > min_threshold_PAYMENTS)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "40a7fe17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3202.467416</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6442.945483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>4103.032597</td>\n",
       "      <td>1072.340217</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2495.148862</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>773.17</td>\n",
       "      <td>773.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>817.714335</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>678.334763</td>\n",
       "      <td>244.791237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1809.828751</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1333.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1333.28</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1400.057770</td>\n",
       "      <td>2407.246035</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1823.652743</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>436.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>436.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>679.065082</td>\n",
       "      <td>532.033990</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8923</th>\n",
       "      <td>486.661842</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>1898.88</td>\n",
       "      <td>939.09</td>\n",
       "      <td>959.79</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>669.039640</td>\n",
       "      <td>336.880119</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8926</th>\n",
       "      <td>53.097361</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>580.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>580.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>641.303466</td>\n",
       "      <td>52.453011</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8931</th>\n",
       "      <td>46.814144</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>235.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>235.80</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>189.090274</td>\n",
       "      <td>89.496604</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8934</th>\n",
       "      <td>20.260716</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>110.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>110.50</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>161.476789</td>\n",
       "      <td>65.936751</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8938</th>\n",
       "      <td>78.818407</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1113.186078</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1397.770131</td>\n",
       "      <td>21.821194</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6466 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "1     3202.467416           0.909091       0.00              0.00   \n",
       "2     2495.148862           1.000000     773.17            773.17   \n",
       "4      817.714335           1.000000      16.00             16.00   \n",
       "5     1809.828751           1.000000    1333.28              0.00   \n",
       "7     1823.652743           1.000000     436.20              0.00   \n",
       "...           ...                ...        ...               ...   \n",
       "8923   486.661842           0.833333    1898.88            939.09   \n",
       "8926    53.097361           0.833333     580.00              0.00   \n",
       "8931    46.814144           0.833333     235.80              0.00   \n",
       "8934    20.260716           0.833333     110.50              0.00   \n",
       "8938    78.818407           0.500000       0.00              0.00   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "1                       0.00   6442.945483             0.000000   \n",
       "2                       0.00      0.000000             1.000000   \n",
       "4                       0.00      0.000000             0.083333   \n",
       "5                    1333.28      0.000000             0.666667   \n",
       "7                     436.20      0.000000             1.000000   \n",
       "...                      ...           ...                  ...   \n",
       "8923                  959.79      0.000000             0.833333   \n",
       "8926                  580.00      0.000000             1.000000   \n",
       "8931                  235.80      0.000000             0.833333   \n",
       "8934                  110.50      0.000000             0.666667   \n",
       "8938                    0.00   1113.186078             0.000000   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "1                       0.000000                          0.000000   \n",
       "2                       1.000000                          0.000000   \n",
       "4                       0.083333                          0.000000   \n",
       "5                       0.000000                          0.583333   \n",
       "7                       0.000000                          1.000000   \n",
       "...                          ...                               ...   \n",
       "8923                    0.666667                          0.666667   \n",
       "8926                    0.000000                          0.833333   \n",
       "8931                    0.000000                          0.666667   \n",
       "8934                    0.000000                          0.500000   \n",
       "8938                    0.000000                          0.000000   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "1                   0.250000                 4              0        7000.0   \n",
       "2                   0.000000                 0             12        7500.0   \n",
       "4                   0.000000                 0              1        1200.0   \n",
       "5                   0.000000                 0              8        1800.0   \n",
       "7                   0.000000                 0             12        2300.0   \n",
       "...                      ...               ...            ...           ...   \n",
       "8923                0.000000                 0             24        1200.0   \n",
       "8926                0.000000                 0              6        1500.0   \n",
       "8931                0.000000                 0              6        1500.0   \n",
       "8934                0.000000                 0              4        1500.0   \n",
       "8938                0.166667                 7              0        1200.0   \n",
       "\n",
       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
       "1     4103.032597       1072.340217          0.222222      12  \n",
       "2      622.066742        627.284787          0.000000      12  \n",
       "4      678.334763        244.791237          0.000000      12  \n",
       "5     1400.057770       2407.246035          0.000000      12  \n",
       "7      679.065082        532.033990          0.000000      12  \n",
       "...           ...               ...               ...     ...  \n",
       "8923   669.039640        336.880119          0.500000       6  \n",
       "8926   641.303466         52.453011          0.666667       6  \n",
       "8931   189.090274         89.496604          0.666667       6  \n",
       "8934   161.476789         65.936751          0.500000       6  \n",
       "8938  1397.770131         21.821194          0.333333       6  \n",
       "\n",
       "[6466 rows x 17 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_no_outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a280e6ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_no_outlier.isnull().sum()\n",
    "df_no_outlier = df.fillna(method='bfill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e4d708e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.039353</td>\n",
       "      <td>0.000787</td>\n",
       "      <td>0.091790</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.091790</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001924</td>\n",
       "      <td>0.962156</td>\n",
       "      <td>0.194165</td>\n",
       "      <td>0.134230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011546</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.293876</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.591240</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000367</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.642358</td>\n",
       "      <td>0.376516</td>\n",
       "      <td>0.098404</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.001101</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.310798</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.096307</td>\n",
       "      <td>0.096307</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001495</td>\n",
       "      <td>0.934206</td>\n",
       "      <td>0.077485</td>\n",
       "      <td>0.078135</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.208948</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.187928</td>\n",
       "      <td>0.187928</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025799</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.940265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030689</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.504284</td>\n",
       "      <td>0.000617</td>\n",
       "      <td>0.009867</td>\n",
       "      <td>0.009867</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000617</td>\n",
       "      <td>0.740040</td>\n",
       "      <td>0.418329</td>\n",
       "      <td>0.150963</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007400</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>8945</th>\n",
       "      <td>0.025197</td>\n",
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       "      <td>0.257438</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.257438</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000884</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000737</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005306</td>\n",
       "      <td>0.884301</td>\n",
       "      <td>0.287924</td>\n",
       "      <td>0.043230</td>\n",
       "      <td>0.000442</td>\n",
       "      <td>0.005306</td>\n",
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       "      <th>8946</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005338</td>\n",
       "      <td>0.889694</td>\n",
       "      <td>0.245432</td>\n",
       "      <td>0.073327</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005338</td>\n",
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       "    <tr>\n",
       "      <th>8947</th>\n",
       "      <td>0.022773</td>\n",
       "      <td>0.000811</td>\n",
       "      <td>0.140538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000811</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000649</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004866</td>\n",
       "      <td>0.973257</td>\n",
       "      <td>0.079097</td>\n",
       "      <td>0.080214</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>0.005840</td>\n",
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       "    <tr>\n",
       "      <th>8948</th>\n",
       "      <td>0.026524</td>\n",
       "      <td>0.001642</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.985466</td>\n",
       "      <td>0.103572</td>\n",
       "      <td>0.109891</td>\n",
       "      <td>0.000493</td>\n",
       "      <td>0.011826</td>\n",
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       "    <tr>\n",
       "      <th>8949</th>\n",
       "      <td>0.186405</td>\n",
       "      <td>0.000333</td>\n",
       "      <td>0.546776</td>\n",
       "      <td>0.546776</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063538</td>\n",
       "      <td>0.000333</td>\n",
       "      <td>0.000333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000167</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.011503</td>\n",
       "      <td>0.600165</td>\n",
       "      <td>0.031591</td>\n",
       "      <td>0.044157</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003001</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>8950 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0     0.039353           0.000787   0.091790          0.000000   \n",
       "1     0.293876           0.000083   0.000000          0.000000   \n",
       "2     0.310798           0.000125   0.096307          0.096307   \n",
       "3     0.208948           0.000080   0.187928          0.187928   \n",
       "4     0.504284           0.000617   0.009867          0.009867   \n",
       "...        ...                ...        ...               ...   \n",
       "8945  0.025197           0.000884   0.257438          0.000000   \n",
       "8946  0.017067           0.000890   0.266908          0.000000   \n",
       "8947  0.022773           0.000811   0.140538          0.000000   \n",
       "8948  0.026524           0.001642   0.000000          0.000000   \n",
       "8949  0.186405           0.000333   0.546776          0.546776   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                   0.091790      0.000000             0.000160   \n",
       "1                   0.000000      0.591240             0.000000   \n",
       "2                   0.000000      0.000000             0.000125   \n",
       "3                   0.000000      0.025799             0.000010   \n",
       "4                   0.000000      0.000000             0.000051   \n",
       "...                      ...           ...                  ...   \n",
       "8945                0.257438      0.000000             0.000884   \n",
       "8946                0.266908      0.000000             0.000890   \n",
       "8947                0.140538      0.000000             0.000811   \n",
       "8948                0.000000      0.072055             0.000000   \n",
       "8949                0.000000      0.063538             0.000333   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                       0.000000                          0.000080   \n",
       "1                       0.000000                          0.000000   \n",
       "2                       0.000125                          0.000000   \n",
       "3                       0.000010                          0.000000   \n",
       "4                       0.000051                          0.000000   \n",
       "...                          ...                               ...   \n",
       "8945                    0.000000                          0.000737   \n",
       "8946                    0.000000                          0.000741   \n",
       "8947                    0.000000                          0.000649   \n",
       "8948                    0.000000                          0.000000   \n",
       "8949                    0.000333                          0.000000   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "0                   0.000000          0.000000       0.001924      0.962156   \n",
       "1                   0.000023          0.000367       0.000000      0.642358   \n",
       "2                   0.000000          0.000000       0.001495      0.934206   \n",
       "3                   0.000010          0.000125       0.000125      0.940265   \n",
       "4                   0.000000          0.000000       0.000617      0.740040   \n",
       "...                      ...               ...            ...           ...   \n",
       "8945                0.000000          0.000000       0.005306      0.884301   \n",
       "8946                0.000000          0.000000       0.005338      0.889694   \n",
       "8947                0.000000          0.000000       0.004866      0.973257   \n",
       "8948                0.000328          0.003942       0.000000      0.985466   \n",
       "8949                0.000167          0.001000       0.011503      0.600165   \n",
       "\n",
       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
       "0     0.194165          0.134230          0.000000  0.011546  \n",
       "1     0.376516          0.098404          0.000020  0.001101  \n",
       "2     0.077485          0.078135          0.000000  0.001495  \n",
       "3     0.000000          0.030689          0.000000  0.001504  \n",
       "4     0.418329          0.150963          0.000000  0.007400  \n",
       "...        ...               ...               ...       ...  \n",
       "8945  0.287924          0.043230          0.000442  0.005306  \n",
       "8946  0.245432          0.073327          0.000000  0.005338  \n",
       "8947  0.079097          0.080214          0.000243  0.005840  \n",
       "8948  0.103572          0.109891          0.000493  0.011826  \n",
       "8949  0.031591          0.044157          0.000000  0.003001  \n",
       "\n",
       "[8950 rows x 17 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalized_df = pd.DataFrame(normalize(df_no_outlier),columns= df_no_outlier.columns)\n",
    "normalized_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "990f019c",
   "metadata": {},
   "source": [
    "## Corrolation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "381a7277",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cororlation Heat map')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_corr = df_no_outlier.corr()\n",
    "import seaborn as sns\n",
    "better_heatmat = plt.figure(figsize=(15,10))\n",
    "sns.heatmap(df_corr, vmin= -1 , vmax =1 , annot = True, cmap= \"YlGnBu\").set_title(\"Cororlation Heat map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a4a19860",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=2)\n",
    "pca = pca.fit_transform(df_no_outlier)\n",
    "pca = pd.DataFrame(pca)\n",
    "pca.columns =['X','Y']\n",
    "\n",
    "inertia = []\n",
    "K = range(1,11)\n",
    "for k in K:\n",
    "    kmeanModel = KMeans(n_clusters=k)\n",
    "    kmeanModel.fit(pca)\n",
    "    inertia.append(kmeanModel.inertia_)\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(K, inertia, 'bx-')\n",
    "plt.xlabel('Number of Clusters (k)')\n",
    "plt.ylabel('Inertia')\n",
    "plt.title('The Elbow Method \\n(PCA applied)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e2725553",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-4326.931729</td>\n",
       "      <td>920.096972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4118.271545</td>\n",
       "      <td>-2428.715331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1497.412777</td>\n",
       "      <td>-1986.572269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1311.525946</td>\n",
       "      <td>-1355.755740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3743.836593</td>\n",
       "      <td>754.696217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8945</th>\n",
       "      <td>-4209.027993</td>\n",
       "      <td>1121.523526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8946</th>\n",
       "      <td>-4228.173464</td>\n",
       "      <td>1099.801110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8947</th>\n",
       "      <td>-4380.038185</td>\n",
       "      <td>910.530227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8948</th>\n",
       "      <td>-4791.697564</td>\n",
       "      <td>1030.408557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8949</th>\n",
       "      <td>-3624.413323</td>\n",
       "      <td>1553.731497</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8950 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                X            Y\n",
       "0    -4326.931729   920.096972\n",
       "1     4118.271545 -2428.715331\n",
       "2     1497.412777 -1986.572269\n",
       "3     1311.525946 -1355.755740\n",
       "4    -3743.836593   754.696217\n",
       "...           ...          ...\n",
       "8945 -4209.027993  1121.523526\n",
       "8946 -4228.173464  1099.801110\n",
       "8947 -4380.038185   910.530227\n",
       "8948 -4791.697564  1030.408557\n",
       "8949 -3624.413323  1553.731497\n",
       "\n",
       "[8950 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90e87a4a",
   "metadata": {},
   "source": [
    "## K-Mean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "139bc3c5",
   "metadata": {},
   "source": [
    "- finding the best number of clustring by KElbowVisualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1eea4cec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from yellowbrick.cluster import KElbowVisualizer\n",
    "\n",
    "def K_number(model,data,silhouette_visualizer = True):\n",
    "    model = KMeans()\n",
    "    visualizer = KElbowVisualizer(model, k=(2,40), timings= True)\n",
    "    visualizer.fit(data)       \n",
    "    visualizer.show() \n",
    "kmeans = KMeans()\n",
    "K_number(kmeans,pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "30ecf181",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(model,data,silhouette_visualizer = False):\n",
    "    if silhouette_visualizer:\n",
    "        visualizer = SilhouetteVisualizer(model,k=(2,40),timings=True)\n",
    "        visualizer.fit(data)\n",
    "        visualizer.show()   \n",
    "    y = model.fit_predict(data)\n",
    "    \n",
    "    print(\"Silhouette Score\"+\" : \"+str(\"{:.2f}\".format(silhouette_score(data, y))))\n",
    "    print(\"Davies Bouldin Score\"+\" : \"+str(\"{:.2f}\".format(davies_bouldin_score(data, y))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7c3b5e5c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Clusters : 2\n",
      "Silhouette Score : 0.60\n",
      "Davies Bouldin Score : 0.84\n",
      "====================\n",
      "Number of Clusters : 3\n",
      "Silhouette Score : 0.57\n",
      "Davies Bouldin Score : 0.78\n",
      "====================\n",
      "Number of Clusters : 4\n",
      "Silhouette Score : 0.51\n",
      "Davies Bouldin Score : 0.86\n",
      "====================\n",
      "Number of Clusters : 5\n",
      "Silhouette Score : 0.50\n",
      "Davies Bouldin Score : 0.78\n",
      "====================\n",
      "Number of Clusters : 6\n",
      "Silhouette Score : 0.51\n",
      "Davies Bouldin Score : 0.76\n",
      "====================\n",
      "Number of Clusters : 7\n",
      "Silhouette Score : 0.44\n",
      "Davies Bouldin Score : 0.77\n",
      "====================\n",
      "Number of Clusters : 8\n",
      "Silhouette Score : 0.45\n",
      "Davies Bouldin Score : 0.80\n",
      "====================\n",
      "Number of Clusters : 9\n",
      "Silhouette Score : 0.41\n",
      "Davies Bouldin Score : 0.82\n",
      "====================\n",
      "Number of Clusters : 10\n",
      "Silhouette Score : 0.41\n",
      "Davies Bouldin Score : 0.79\n",
      "====================\n",
      "Number of Clusters : 11\n",
      "Silhouette Score : 0.43\n",
      "Davies Bouldin Score : 0.80\n",
      "====================\n"
     ]
    }
   ],
   "source": [
    "for i in range(2,12):\n",
    "  kmeans = KMeans(n_clusters=i, random_state=42)\n",
    "  print(\"Number of Clusters : \" + str(i))\n",
    "  evaluate(kmeans, pca)\n",
    "  print(\"====================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9d6f4160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette Score : 0.51\n",
      "Davies Bouldin Score : 0.86\n"
     ]
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=4, random_state=42)\n",
    "evaluate(kmeans, pca, silhouette_visualizer=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3400d89",
   "metadata": {},
   "source": [
    "## Gaussian Mixture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "814b5322",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Components : 2\n",
      "Silhouette Score : 0.52\n",
      "Davies Bouldin Score : 0.99\n",
      "====================\n",
      "Number of Components : 3\n",
      "Silhouette Score : 0.37\n",
      "Davies Bouldin Score : 1.06\n",
      "====================\n",
      "Number of Components : 4\n",
      "Silhouette Score : 0.33\n",
      "Davies Bouldin Score : 1.11\n",
      "====================\n",
      "Number of Components : 5\n",
      "Silhouette Score : 0.30\n",
      "Davies Bouldin Score : 1.26\n",
      "====================\n",
      "Number of Components : 6\n",
      "Silhouette Score : 0.34\n",
      "Davies Bouldin Score : 1.07\n",
      "====================\n",
      "Number of Components : 7\n",
      "Silhouette Score : 0.24\n",
      "Davies Bouldin Score : 1.19\n",
      "====================\n",
      "Number of Components : 8\n",
      "Silhouette Score : 0.25\n",
      "Davies Bouldin Score : 1.05\n",
      "====================\n",
      "Number of Components : 9\n",
      "Silhouette Score : 0.25\n",
      "Davies Bouldin Score : 1.02\n",
      "====================\n",
      "Number of Components : 10\n",
      "Silhouette Score : 0.25\n",
      "Davies Bouldin Score : 1.08\n",
      "====================\n"
     ]
    }
   ],
   "source": [
    "for i in range(2,11):\n",
    "  gmm = GaussianMixture(n_components=i, random_state=42)\n",
    "  print(\"Number of Components : \" + str(i))\n",
    "  evaluate(gmm, pca)\n",
    "  print(\"====================\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b04d1bc",
   "metadata": {},
   "source": [
    "## Visualization "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "cd8890b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_model_clustering(model, data):\n",
    "  plt.figure(figsize=(15,7))\n",
    "  model.fit(data)\n",
    "  labels= model.labels_\n",
    "  df_label=data.copy()\n",
    "  df_label['labels']= labels\n",
    "  ax = sns.scatterplot(x='X', y='Y', hue='labels', data=df_label, palette='bright')\n",
    "  for index in range(len(str(model))):\n",
    "    if str(model)[index] == '(':\n",
    "      ind = index\n",
    "  ax.set_title(str(model)[:ind])\n",
    "\n",
    "  evaluate(model, data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5cd88542",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette Score : 0.57\n",
      "Davies Bouldin Score : 0.87\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hcluster = AgglomerativeClustering(n_clusters=3, affinity='euclidean', linkage=\"ward\")\n",
    "plot_model_clustering(hcluster, pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "48d23159",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette Score : 0.51\n",
      "Davies Bouldin Score : 0.86\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_clustering(kmeans, pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97c04ba8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}