{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data & Library Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score, calinski_harabasz_score\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUSTOMER_ID</th>\n",
       "      <th>LAST_DATE</th>\n",
       "      <th>MONTH_RECENCY</th>\n",
       "      <th>TRX_COUNT</th>\n",
       "      <th>VISIT_COUNT</th>\n",
       "      <th>REVENUE</th>\n",
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       "      <th>CAT_3_TRX_PEN</th>\n",
       "      <th>CAT_4_TRX_PEN</th>\n",
       "      <th>...</th>\n",
       "      <th>CAT_10_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_11_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_12_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_13_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_14_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_15_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_16_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_17_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_18_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_19_DIST_SUBCAT_PEN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.322982e+09</td>\n",
       "      <td>06-Jan-21</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>110.95</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.323002e+09</td>\n",
       "      <td>28-Nov-20</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1998.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.323123e+09</td>\n",
       "      <td>26-Jan-21</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>232.92</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.323131e+09</td>\n",
       "      <td>28-Mar-21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3351.00</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.323236e+09</td>\n",
       "      <td>15-Apr-21</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>60.97</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 101 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    CUSTOMER_ID  LAST_DATE  MONTH_RECENCY  TRX_COUNT  VISIT_COUNT  REVENUE  \\\n",
       "0 -2.322982e+09  06-Jan-21              4          1            1   110.95   \n",
       "1 -2.323002e+09  28-Nov-20              6          4            4  1998.02   \n",
       "2 -2.323123e+09  26-Jan-21              4          4            3   232.92   \n",
       "3 -2.323131e+09  28-Mar-21              2          3            2  3351.00   \n",
       "4 -2.323236e+09  15-Apr-21              1          3            3    60.97   \n",
       "\n",
       "   CAT_1_TRX_PEN  CAT_2_TRX_PEN  CAT_3_TRX_PEN  CAT_4_TRX_PEN  ...  \\\n",
       "0       0.000000       0.000000           0.00       0.000000  ...   \n",
       "1       0.000000       0.250000           0.00       0.250000  ...   \n",
       "2       0.000000       0.250000           0.25       0.000000  ...   \n",
       "3       0.333333       0.000000           0.00       0.333333  ...   \n",
       "4       0.000000       0.333333           0.00       0.000000  ...   \n",
       "\n",
       "   CAT_10_DIST_SUBCAT_PEN  CAT_11_DIST_SUBCAT_PEN  CAT_12_DIST_SUBCAT_PEN  \\\n",
       "0                0.000000                     0.0                0.000000   \n",
       "1                0.000000                     0.0                0.000000   \n",
       "2                0.000000                     0.0                0.000000   \n",
       "3                0.066667                     0.0                0.133333   \n",
       "4                0.000000                     0.0                0.000000   \n",
       "\n",
       "   CAT_13_DIST_SUBCAT_PEN  CAT_14_DIST_SUBCAT_PEN  CAT_15_DIST_SUBCAT_PEN  \\\n",
       "0                     0.0                     0.0                0.500000   \n",
       "1                     0.0                     0.0                0.000000   \n",
       "2                     0.0                     0.0                0.000000   \n",
       "3                     0.0                     0.0                0.266667   \n",
       "4                     0.0                     0.0                0.000000   \n",
       "\n",
       "   CAT_16_DIST_SUBCAT_PEN  CAT_17_DIST_SUBCAT_PEN  CAT_18_DIST_SUBCAT_PEN  \\\n",
       "0                0.000000                     0.0                     0.0   \n",
       "1                0.333333                     0.0                     0.0   \n",
       "2                0.000000                     0.0                     0.0   \n",
       "3                0.000000                     0.0                     0.0   \n",
       "4                0.000000                     0.0                     0.0   \n",
       "\n",
       "   CAT_19_DIST_SUBCAT_PEN  \n",
       "0                0.000000  \n",
       "1                0.000000  \n",
       "2                0.000000  \n",
       "3                0.066667  \n",
       "4                0.000000  \n",
       "\n",
       "[5 rows x 101 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the data\n",
    "data = pd.read_csv('Customer_Segmentation.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Penetrations in the data are normalized for customer level at data preparation step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUSTOMER_ID</th>\n",
       "      <th>MONTH_RECENCY</th>\n",
       "      <th>TRX_COUNT</th>\n",
       "      <th>VISIT_COUNT</th>\n",
       "      <th>REVENUE</th>\n",
       "      <th>CAT_1_TRX_PEN</th>\n",
       "      <th>CAT_2_TRX_PEN</th>\n",
       "      <th>CAT_3_TRX_PEN</th>\n",
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       "      <th>CAT_11_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_12_DIST_SUBCAT_PEN</th>\n",
       "      <th>CAT_13_DIST_SUBCAT_PEN</th>\n",
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       "      <th>CAT_15_DIST_SUBCAT_PEN</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.725400e+04</td>\n",
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       "      <td>47254.000000</td>\n",
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       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
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       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "      <td>47254.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.717942e+10</td>\n",
       "      <td>4.567000</td>\n",
       "      <td>4.255703</td>\n",
       "      <td>3.593093</td>\n",
       "      <td>3059.220853</td>\n",
       "      <td>0.073767</td>\n",
       "      <td>0.098022</td>\n",
       "      <td>0.109329</td>\n",
       "      <td>0.079775</td>\n",
       "      <td>0.199718</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026370</td>\n",
       "      <td>0.088049</td>\n",
       "      <td>0.051917</td>\n",
       "      <td>0.037335</td>\n",
       "      <td>0.012352</td>\n",
       "      <td>0.188552</td>\n",
       "      <td>0.016608</td>\n",
       "      <td>0.025543</td>\n",
       "      <td>0.012244</td>\n",
       "      <td>0.019302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.454424e+10</td>\n",
       "      <td>3.145063</td>\n",
       "      <td>7.968327</td>\n",
       "      <td>5.712813</td>\n",
       "      <td>9719.466656</td>\n",
       "      <td>0.193579</td>\n",
       "      <td>0.222411</td>\n",
       "      <td>0.232107</td>\n",
       "      <td>0.200762</td>\n",
       "      <td>0.309438</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100083</td>\n",
       "      <td>0.207963</td>\n",
       "      <td>0.135909</td>\n",
       "      <td>0.115612</td>\n",
       "      <td>0.074432</td>\n",
       "      <td>0.312839</td>\n",
       "      <td>0.095122</td>\n",
       "      <td>0.104242</td>\n",
       "      <td>0.077570</td>\n",
       "      <td>0.098275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.324080e+09</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.357210e+10</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>379.825000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.366641e+10</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1235.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.394085e+10</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2984.285000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044895</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.310000e+11</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>353.000000</td>\n",
       "      <td>181.000000</td>\n",
       "      <td>814984.410000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        CUSTOMER_ID  MONTH_RECENCY     TRX_COUNT   VISIT_COUNT        REVENUE  \\\n",
       "count  4.725400e+04   47254.000000  47254.000000  47254.000000   47254.000000   \n",
       "mean   6.717942e+10       4.567000      4.255703      3.593093    3059.220853   \n",
       "std    8.454424e+10       3.145063      7.968327      5.712813    9719.466656   \n",
       "min   -2.324080e+09       1.000000      1.000000      1.000000       0.740000   \n",
       "25%    2.357210e+10       2.000000      1.000000      1.000000     379.825000   \n",
       "50%    2.366641e+10       4.000000      2.000000      2.000000    1235.080000   \n",
       "75%    2.394085e+10       7.000000      4.000000      4.000000    2984.285000   \n",
       "max    2.310000e+11      12.000000    353.000000    181.000000  814984.410000   \n",
       "\n",
       "       CAT_1_TRX_PEN  CAT_2_TRX_PEN  CAT_3_TRX_PEN  CAT_4_TRX_PEN  \\\n",
       "count   47254.000000   47254.000000   47254.000000   47254.000000   \n",
       "mean        0.073767       0.098022       0.109329       0.079775   \n",
       "std         0.193579       0.222411       0.232107       0.200762   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.044895       0.111111       0.000000   \n",
       "max         1.000000       1.000000       1.000000       1.000000   \n",
       "\n",
       "       CAT_5_TRX_PEN  ...  CAT_10_DIST_SUBCAT_PEN  CAT_11_DIST_SUBCAT_PEN  \\\n",
       "count   47254.000000  ...            47254.000000            47254.000000   \n",
       "mean        0.199718  ...                0.026370                0.088049   \n",
       "std         0.309438  ...                0.100083                0.207963   \n",
       "min         0.000000  ...                0.000000                0.000000   \n",
       "25%         0.000000  ...                0.000000                0.000000   \n",
       "50%         0.000000  ...                0.000000                0.000000   \n",
       "75%         0.333333  ...                0.000000                0.000000   \n",
       "max         1.000000  ...                1.000000                1.000000   \n",
       "\n",
       "       CAT_12_DIST_SUBCAT_PEN  CAT_13_DIST_SUBCAT_PEN  CAT_14_DIST_SUBCAT_PEN  \\\n",
       "count            47254.000000            47254.000000            47254.000000   \n",
       "mean                 0.051917                0.037335                0.012352   \n",
       "std                  0.135909                0.115612                0.074432   \n",
       "min                  0.000000                0.000000                0.000000   \n",
       "25%                  0.000000                0.000000                0.000000   \n",
       "50%                  0.000000                0.000000                0.000000   \n",
       "75%                  0.000000                0.000000                0.000000   \n",
       "max                  1.000000                1.000000                1.000000   \n",
       "\n",
       "       CAT_15_DIST_SUBCAT_PEN  CAT_16_DIST_SUBCAT_PEN  CAT_17_DIST_SUBCAT_PEN  \\\n",
       "count            47254.000000            47254.000000            47254.000000   \n",
       "mean                 0.188552                0.016608                0.025543   \n",
       "std                  0.312839                0.095122                0.104242   \n",
       "min                  0.000000                0.000000                0.000000   \n",
       "25%                  0.000000                0.000000                0.000000   \n",
       "50%                  0.000000                0.000000                0.000000   \n",
       "75%                  0.250000                0.000000                0.000000   \n",
       "max                  1.000000                1.000000                1.000000   \n",
       "\n",
       "       CAT_18_DIST_SUBCAT_PEN  CAT_19_DIST_SUBCAT_PEN  \n",
       "count            47254.000000            47254.000000  \n",
       "mean                 0.012244                0.019302  \n",
       "std                  0.077570                0.098275  \n",
       "min                  0.000000                0.000000  \n",
       "25%                  0.000000                0.000000  \n",
       "50%                  0.000000                0.000000  \n",
       "75%                  0.000000                0.000000  \n",
       "max                  1.000000                1.000000  \n",
       "\n",
       "[8 rows x 100 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary of the data\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CAT_1_REVENUE_PEN     37563\n",
       "CAT_2_REVENUE_PEN     35236\n",
       "CAT_3_REVENUE_PEN     34076\n",
       "CAT_4_REVENUE_PEN     36880\n",
       "CAT_5_REVENUE_PEN     27528\n",
       "CAT_6_REVENUE_PEN     31089\n",
       "CAT_7_REVENUE_PEN     37849\n",
       "CAT_8_REVENUE_PEN     38898\n",
       "CAT_9_REVENUE_PEN     34176\n",
       "CAT_10_REVENUE_PEN    40236\n",
       "CAT_11_REVENUE_PEN    35489\n",
       "CAT_12_REVENUE_PEN    36114\n",
       "CAT_13_REVENUE_PEN    38613\n",
       "CAT_14_REVENUE_PEN    44010\n",
       "CAT_15_REVENUE_PEN    27064\n",
       "CAT_16_REVENUE_PEN    43582\n",
       "CAT_17_REVENUE_PEN    41820\n",
       "CAT_18_REVENUE_PEN    44246\n",
       "CAT_19_REVENUE_PEN    43692\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Null variables show up in revenue penetrations, because summation of empty categories\n",
    "null_vars = data.isna().sum()\n",
    "null_vars[null_vars>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting customer id as index and filling the missing values\n",
    "data_f = data.set_index(\"CUSTOMER_ID\")\n",
    "data_f.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Selecting customers with more than 2 visits\n",
    "kmeans_data_visit = data_f[data_f.VISIT_COUNT >= 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Customers should not be categorized if their visit is less than 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sliding the data with respect to variables\n",
    "kmeans_data_visit_vp = kmeans_data_visit.iloc[:,24:43]\n",
    "\n",
    "kmeans_data_visit_rp = kmeans_data_visit.iloc[:,43:62]\n",
    "\n",
    "kmeans_data_visit_dist_art = kmeans_data_visit.iloc[:,62:81]\n",
    "\n",
    "kmeans_data_visit_dist_subcat = kmeans_data_visit.iloc[:,81:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Renaming the categories\n",
    "columns = ['Category 1','Category 2', 'Category 3', 'Category 4',  'Category 5', 'Category 6', 'Category 7','Category 8', 'Category 9', 'Category 10',\n",
    "                                   'Category 11', 'Category 12', 'Category 13','Category 14', 'Category 15', 'Category 16','Category 17', 'Category 18', 'Category 19']\n",
    "kmeans_data_visit_vp.columns = columns\n",
    "kmeans_data_visit_rp.columns = columns\n",
    "kmeans_data_visit_dist_art.columns = columns\n",
    "kmeans_data_visit_dist_subcat.columns = columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Subpressing the future warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Freeing up memory\n",
    "del data\n",
    "del null_vars\n",
    "del kmeans_data_visit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Revenue Penetration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating different clusters with different metrics for revenue penetrations\n",
    "sum_of_squared_distances_rp = []\n",
    "silhouette_scores_rp = []\n",
    "ch_scores_rp = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(kmeans_data_visit_rp)\n",
    "    sum_of_squared_distances_rp.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_rp.append(silhouette_score(kmeans_data_visit_rp, labels, metric = 'euclidean'))\n",
    "    ch_scores_rp.append(calinski_harabasz_score(kmeans_data_visit_rp, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the previous computation\n",
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_rp, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_rp, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_rp, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Revenue Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " - Here 10 different K values are evaluated to determine the best parameter for K-Means algorithm. According to *elbow method*, 4 clusters would be optimal, since the distance gets smaller and smaller after adding another cluster center, however at 4. cluster **momentum shifts**. In this case, 4 cluster would not be feasible, therefore, Silhouette and Calinski Harabasz Score are also calculated to demonstrate the subtle differences.\n",
    " - *Silhouette Score* gives values between -1 and 1. If the clusters are well apart from each other, it is close to 1 and if not, then close to -1. In this example, after the 4. cluster until 8 it increases **almost linearly**. Therefore cluster size can be chosen between 4-8.\n",
    " - *Calinski Harabasz Score* resembles to elbow method, for this example, K can be chosen between 5-7, since **the line is broken** at 5. point twice. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visit Penetration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_squared_distances_vp = []\n",
    "silhouette_scores_vp = []\n",
    "ch_scores_vp = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(kmeans_data_visit_vp)\n",
    "    sum_of_squared_distances_vp.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_vp.append(silhouette_score(kmeans_data_visit_vp, labels, metric = 'euclidean'))\n",
    "    ch_scores_vp.append(calinski_harabasz_score(kmeans_data_visit_vp, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_vp, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_vp, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_vp, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Visit Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Silhouette Score of **Visit Penetration** Clusters *fluctuates*. Because customers tend to shop from different categories, however, in **Revenue Penetrations**, a customer is appointed to *the most spent category*. Therefore, we need to unify this variables with different weights. If we want to find more *related categories* we can give weight to Visit Penetration, or we can determine more spent category by giving weight to Revenue Penetration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0.6 VP + 0.4 RP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "X64 = (kmeans_data_visit_vp.multiply(0.6) + kmeans_data_visit_rp.multiply(0.4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_squared_distances_X64 = []\n",
    "silhouette_scores_X64 = []\n",
    "ch_scores_X64 = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(X64)\n",
    "    sum_of_squared_distances_X64.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_X64.append(silhouette_score(X64, labels, metric = 'euclidean'))\n",
    "    ch_scores_X64.append(calinski_harabasz_score(X64, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_X64, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_X64, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_X64, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('0.6 Visit Penetration + 0.4 Revenue Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distinct Article Penetration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distinct Article & Distinct Sub-Category tells how many articles or sub-categories a customer buys in that category. For example, if a customer comes and buys from two different category, **Visit Penetrations** would be the same, nonetheless, if a customer buys different products from one category then **Distinct Article Penetration** would be higher for that category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_squared_distances_dmp = []\n",
    "silhouette_scores_dmp = []\n",
    "ch_scores_dmp = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(kmeans_data_visit_dist_art)\n",
    "    sum_of_squared_distances_dmp.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_dmp.append(silhouette_score(kmeans_data_visit_dist_art, labels, metric = 'euclidean'))\n",
    "    ch_scores_dmp.append(calinski_harabasz_score(kmeans_data_visit_dist_art, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_dmp, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_dmp, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_dmp, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Distinct Article Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distinct Sub-Category Penetration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_squared_distances_dmgp = []\n",
    "silhouette_scores_dmgp = []\n",
    "ch_scores_dmgp = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(kmeans_data_visit_dist_subcat)\n",
    "    sum_of_squared_distances_dmgp.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_dmgp.append(silhouette_score(kmeans_data_visit_dist_subcat, labels, metric = 'euclidean'))\n",
    "    ch_scores_dmgp.append(calinski_harabasz_score(kmeans_data_visit_dist_subcat, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_dmgp, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_dmgp, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_dmgp, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Distinct Sub-Category Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_rp, 'kx-',K, sum_of_squared_distances_vp, 'gx-',\n",
    "         K, sum_of_squared_distances_dmp, 'bx-',K, sum_of_squared_distances_dmgp, 'rx-',\n",
    "         K, sum_of_squared_distances_X64, 'mx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.6 VP + 0.4 RP'], loc='upper right')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_rp, 'kx-',K, silhouette_scores_vp, 'gx-',\n",
    "         K, silhouette_scores_dmp, 'bx-',K, silhouette_scores_dmgp, 'rx-',\n",
    "         K, silhouette_scores_X64, 'mx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.6 VP + 0.4 RP'], loc='upper right')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_rp, 'kx-',K, ch_scores_vp, 'gx-',K, ch_scores_dmp, 'bx-',\n",
    "         K, ch_scores_dmgp, 'rx-',K, ch_scores_X64, 'mx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Clusters Differences', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.6 VP + 0.4 RP'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the graphs, we can see that *Revenue Penetration* is the **easiest way** to distinguish the clusters, and *Visit Penetration* is the **hardest**. The unified variable which is *0.6 VP + 0.4 RP* works fine."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0.4 VP + 0.6 RP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X46 = (kmeans_data_visit_vp.multiply(0.4) + kmeans_data_visit_rp.multiply(0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_squared_distances_X46 = []\n",
    "silhouette_scores_X46 = []\n",
    "ch_scores_X46 = []\n",
    "K = range(2,12)\n",
    "for k in K:\n",
    "    k_means = KMeans(n_clusters=k, init='k-means++', max_iter = 500, n_init=100, random_state=247)\n",
    "    model = k_means.fit(X46)\n",
    "    sum_of_squared_distances_X46.append(k_means.inertia_)\n",
    "    labels = k_means.labels_\n",
    "    silhouette_scores_X46.append(silhouette_score(X46, labels, metric = 'euclidean'))\n",
    "    ch_scores_X46.append(calinski_harabasz_score(X46, labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_X46, 'bx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_X46, 'rx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_X46, 'rx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('0.4 Visit Penetration + 0.6 Revenue Penetration Clusters', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 10), dpi=150)\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.plot(K, sum_of_squared_distances_rp, 'kx-',K, sum_of_squared_distances_vp, 'gx-',\n",
    "         K, sum_of_squared_distances_dmp, 'bx-',K, sum_of_squared_distances_dmgp, 'rx-',\n",
    "         K, sum_of_squared_distances_X46, 'mx-')\n",
    "ax1.set_title('elbow method for optimal clusters')\n",
    "ax1.set(xlabel='Clusters', ylabel='Sum of Squared Distances')\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.4 VP + 0.6 RP'], loc='upper right')\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.plot(K, silhouette_scores_rp, 'kx-',K, silhouette_scores_vp, 'gx-',\n",
    "         K, silhouette_scores_dmp, 'bx-',K, silhouette_scores_dmgp, 'rx-',\n",
    "         K, silhouette_scores_X46, 'mx-')\n",
    "ax2.set_title('silhouette method for optimal clusters')\n",
    "ax2.set(xlabel='Clusters', ylabel='Silhouette Score')\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.4 VP + 0.6 RP'], loc='upper right')\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.plot(K, ch_scores_rp, 'kx-',K, ch_scores_vp, 'gx-',K, ch_scores_dmp, 'bx-',\n",
    "         K, ch_scores_dmgp, 'rx-',K, ch_scores_X46, 'mx-')\n",
    "ax3.set_title('calinski harabasz method for optimal clusters')\n",
    "ax3.set(xlabel='Clusters', ylabel='CH Score')\n",
    "fig.suptitle('Clusters Differences', size=16)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.92)\n",
    "plt.legend(['Revenue Pen', 'Visit Pen', 'Dist. Art. Pen', 'Dist. Sub-Cat. Pen','0.4 VP + 0.6 RP'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*0.4 VP + 0.6 RP* shows better performance in these graphs. However, in this project, we would like to find **relative categories**, therefore, *0.6 VP + 0.4 RP* is chosen."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color: #464242; font-family: Trebuchet MS; font-size: 1.4em;\"> 0.4 VP + 0.6 RP - 5 CL </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl5 = (kmeans_data_visit_vp.multiply(0.4) + kmeans_data_visit_rp.multiply(0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_visit_x46_cl5 = KMeans(n_clusters=5, init='k-means++', max_iter=1000, n_init=500, random_state=247)\n",
    "pred_y = kmeans_visit_x46_cl5.fit_predict(kmeans_data_visit_x46_cl5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "silhouette_score :0.221\n",
      "calinski_harabasz_score :4,761.03\n"
     ]
    }
   ],
   "source": [
    "labels = kmeans_visit_x46_cl5.labels_\n",
    "s_score = silhouette_score(kmeans_data_visit_x46_cl5, labels, metric = 'euclidean')\n",
    "ch_score = calinski_harabasz_score(kmeans_data_visit_x46_cl5, labels)\n",
    "print(f'silhouette_score :{s_score:.3f}')\n",
    "print(f'calinski_harabasz_score :{ch_score:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl5 = kmeans_data_visit_x46_cl5.reset_index()\n",
    "kmeans_data_visit_x46_cl5[\"cluster_1\"] = pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  color: #000000;\n",
       "}\n",
       "#T_765f7_row1_col0, #T_765f7_row1_col1 {\n",
       "  background-color: #fede82;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_765f7_row2_col0, #T_765f7_row2_col1 {\n",
       "  background-color: #fff7b9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_765f7_row3_col0, #T_765f7_row3_col1 {\n",
       "  background-color: #800026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_765f7_row4_col0, #T_765f7_row4_col1 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_765f7_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Customer (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_765f7_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_765f7_row0_col0\" class=\"data row0 col0\" >5,522.00</td>\n",
       "      <td id=\"T_765f7_row0_col1\" class=\"data row0 col1\" >0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_765f7_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_765f7_row1_col0\" class=\"data row1 col0\" >3,653.00</td>\n",
       "      <td id=\"T_765f7_row1_col1\" class=\"data row1 col1\" >0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_765f7_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_765f7_row2_col0\" class=\"data row2 col0\" >2,351.00</td>\n",
       "      <td id=\"T_765f7_row2_col1\" class=\"data row2 col1\" >0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_765f7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_765f7_row3_col0\" class=\"data row3 col0\" >10,012.00</td>\n",
       "      <td id=\"T_765f7_row3_col1\" class=\"data row3 col1\" >0.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_765f7_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_765f7_row4_col0\" class=\"data row4 col0\" >1,893.00</td>\n",
       "      <td id=\"T_765f7_row4_col1\" class=\"data row4 col1\" >0.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862bc8cf90>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([kmeans_data_visit_x46_cl5.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique(),\\\n",
    "           kmeans_data_visit_x46_cl5.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique()/\\\n",
    "           kmeans_data_visit_x46_cl5[\"CUSTOMER_ID\"].nunique()],axis=1)\n",
    "\n",
    "df.columns=['Customer (#)', 'Customer (%)']\n",
    "df.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cluster 3 is the **biggest** one, since it is the *mixed group*. We would like to *diminish* that group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl5 = kmeans_data_visit_x46_cl5.merge(data_f[[\"VISIT_COUNT\",\"REVENUE\"]].reset_index(), how = 'left', on = 'CUSTOMER_ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "#T_f59c3_row2_col0 {\n",
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       "#T_f59c3_row2_col1, #T_f59c3_row2_col2 {\n",
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       "#T_f59c3_row3_col1, #T_f59c3_row3_col2 {\n",
       "  background-color: #fc612f;\n",
       "  color: #f1f1f1;\n",
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       "#T_f59c3_row4_col0, #T_f59c3_row4_col1, #T_f59c3_row4_col2 {\n",
       "  background-color: #ffffcc;\n",
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       "</style>\n",
       "<table id=\"T_f59c3_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Visit (#)</th>\n",
       "      <th class=\"col_heading level0 col2\" >Revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_f59c3_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_f59c3_row0_col0\" class=\"data row0 col0\" >5,522</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f59c3_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_f59c3_row1_col0\" class=\"data row1 col0\" >3,653</td>\n",
       "      <td id=\"T_f59c3_row1_col1\" class=\"data row1 col1\" >19,628,685</td>\n",
       "      <td id=\"T_f59c3_row1_col2\" class=\"data row1 col2\" >23,638,373,010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f59c3_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_f59c3_row2_col0\" class=\"data row2 col0\" >2,351</td>\n",
       "      <td id=\"T_f59c3_row2_col1\" class=\"data row2 col1\" >9,998,321</td>\n",
       "      <td id=\"T_f59c3_row2_col2\" class=\"data row2 col2\" >12,032,302,120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f59c3_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_f59c3_row3_col0\" class=\"data row3 col0\" >10,012</td>\n",
       "      <td id=\"T_f59c3_row3_col1\" class=\"data row3 col1\" >31,633,140</td>\n",
       "      <td id=\"T_f59c3_row3_col2\" class=\"data row3 col2\" >38,063,671,985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f59c3_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_f59c3_row4_col0\" class=\"data row4 col0\" >1,893</td>\n",
       "      <td id=\"T_f59c3_row4_col1\" class=\"data row4 col1\" >8,588,040</td>\n",
       "      <td id=\"T_f59c3_row4_col2\" class=\"data row4 col2\" >10,346,080,896</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862bebd210>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = kmeans_data_visit_x46_cl5.groupby(\"cluster_1\")\\\n",
    "        .agg({\"CUSTOMER_ID\":'nunique',\"VISIT_COUNT\":'sum',\"REVENUE\":'sum'})\n",
    "\n",
    "df_1.columns = ['Customer (#)', 'Visit (#)', 'Revenue']\n",
    "df_1.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.0f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though the cluster 0 is *almost half* of the cluster 3, **most visits and revenue** belong to cluster 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2 = kmeans_data_visit_x46_cl5.drop(columns = ['CUSTOMER_ID','VISIT_COUNT','REVENUE'])\n",
    "df_2 = pd.DataFrame(df_2.groupby([\"cluster_1\"]).aggregate(\"mean\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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       "      <th class=\"col_heading level0 col5\" >Category 6</th>\n",
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       "      <th class=\"col_heading level0 col18\" >Category 19</th>\n",
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       "      <th class=\"blank col11\" >&nbsp;</th>\n",
       "      <th class=\"blank col12\" >&nbsp;</th>\n",
       "      <th class=\"blank col13\" >&nbsp;</th>\n",
       "      <th class=\"blank col14\" >&nbsp;</th>\n",
       "      <th class=\"blank col15\" >&nbsp;</th>\n",
       "      <th class=\"blank col16\" >&nbsp;</th>\n",
       "      <th class=\"blank col17\" >&nbsp;</th>\n",
       "      <th class=\"blank col18\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_78cd7_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_78cd7_row0_col0\" class=\"data row0 col0\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row0_col1\" class=\"data row0 col1\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row0_col2\" class=\"data row0 col2\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row0_col3\" class=\"data row0 col3\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row0_col4\" class=\"data row0 col4\" >0.15</td>\n",
       "      <td id=\"T_78cd7_row0_col5\" class=\"data row0 col5\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row0_col6\" class=\"data row0 col6\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row0_col7\" class=\"data row0 col7\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row0_col8\" class=\"data row0 col8\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row0_col9\" class=\"data row0 col9\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row0_col10\" class=\"data row0 col10\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row0_col11\" class=\"data row0 col11\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row0_col12\" class=\"data row0 col12\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row0_col13\" class=\"data row0 col13\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row0_col14\" class=\"data row0 col14\" >0.74</td>\n",
       "      <td id=\"T_78cd7_row0_col15\" class=\"data row0 col15\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row0_col16\" class=\"data row0 col16\" >0.00</td>\n",
       "      <td id=\"T_78cd7_row0_col17\" class=\"data row0 col17\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row0_col18\" class=\"data row0 col18\" >0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_78cd7_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_78cd7_row1_col0\" class=\"data row1 col0\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row1_col1\" class=\"data row1 col1\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row1_col2\" class=\"data row1 col2\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row1_col3\" class=\"data row1 col3\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row1_col4\" class=\"data row1 col4\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row1_col5\" class=\"data row1 col5\" >0.09</td>\n",
       "      <td id=\"T_78cd7_row1_col6\" class=\"data row1 col6\" >0.07</td>\n",
       "      <td id=\"T_78cd7_row1_col7\" class=\"data row1 col7\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row1_col8\" class=\"data row1 col8\" >0.55</td>\n",
       "      <td id=\"T_78cd7_row1_col9\" class=\"data row1 col9\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row1_col10\" class=\"data row1 col10\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row1_col11\" class=\"data row1 col11\" >0.15</td>\n",
       "      <td id=\"T_78cd7_row1_col12\" class=\"data row1 col12\" >0.21</td>\n",
       "      <td id=\"T_78cd7_row1_col13\" class=\"data row1 col13\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row1_col14\" class=\"data row1 col14\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row1_col15\" class=\"data row1 col15\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row1_col16\" class=\"data row1 col16\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row1_col17\" class=\"data row1 col17\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row1_col18\" class=\"data row1 col18\" >0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_78cd7_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_78cd7_row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row2_col1\" class=\"data row2 col1\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row2_col2\" class=\"data row2 col2\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row2_col3\" class=\"data row2 col3\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row2_col4\" class=\"data row2 col4\" >0.09</td>\n",
       "      <td id=\"T_78cd7_row2_col5\" class=\"data row2 col5\" >0.10</td>\n",
       "      <td id=\"T_78cd7_row2_col6\" class=\"data row2 col6\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row2_col7\" class=\"data row2 col7\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row2_col8\" class=\"data row2 col8\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row2_col9\" class=\"data row2 col9\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row2_col10\" class=\"data row2 col10\" >0.73</td>\n",
       "      <td id=\"T_78cd7_row2_col11\" class=\"data row2 col11\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row2_col12\" class=\"data row2 col12\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row2_col13\" class=\"data row2 col13\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row2_col14\" class=\"data row2 col14\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row2_col15\" class=\"data row2 col15\" >0.00</td>\n",
       "      <td id=\"T_78cd7_row2_col16\" class=\"data row2 col16\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row2_col17\" class=\"data row2 col17\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row2_col18\" class=\"data row2 col18\" >0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_78cd7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_78cd7_row3_col0\" class=\"data row3 col0\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row3_col1\" class=\"data row3 col1\" >0.09</td>\n",
       "      <td id=\"T_78cd7_row3_col2\" class=\"data row3 col2\" >0.10</td>\n",
       "      <td id=\"T_78cd7_row3_col3\" class=\"data row3 col3\" >0.08</td>\n",
       "      <td id=\"T_78cd7_row3_col4\" class=\"data row3 col4\" >0.17</td>\n",
       "      <td id=\"T_78cd7_row3_col5\" class=\"data row3 col5\" >0.10</td>\n",
       "      <td id=\"T_78cd7_row3_col6\" class=\"data row3 col6\" >0.10</td>\n",
       "      <td id=\"T_78cd7_row3_col7\" class=\"data row3 col7\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col8\" class=\"data row3 col8\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row3_col9\" class=\"data row3 col9\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col10\" class=\"data row3 col10\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row3_col11\" class=\"data row3 col11\" >0.07</td>\n",
       "      <td id=\"T_78cd7_row3_col12\" class=\"data row3 col12\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col13\" class=\"data row3 col13\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row3_col14\" class=\"data row3 col14\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col15\" class=\"data row3 col15\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col16\" class=\"data row3 col16\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row3_col17\" class=\"data row3 col17\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row3_col18\" class=\"data row3 col18\" >0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_78cd7_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_78cd7_row4_col0\" class=\"data row4 col0\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row4_col1\" class=\"data row4 col1\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row4_col2\" class=\"data row4 col2\" >0.05</td>\n",
       "      <td id=\"T_78cd7_row4_col3\" class=\"data row4 col3\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row4_col4\" class=\"data row4 col4\" >0.07</td>\n",
       "      <td id=\"T_78cd7_row4_col5\" class=\"data row4 col5\" >0.20</td>\n",
       "      <td id=\"T_78cd7_row4_col6\" class=\"data row4 col6\" >0.04</td>\n",
       "      <td id=\"T_78cd7_row4_col7\" class=\"data row4 col7\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row4_col8\" class=\"data row4 col8\" >0.13</td>\n",
       "      <td id=\"T_78cd7_row4_col9\" class=\"data row4 col9\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row4_col10\" class=\"data row4 col10\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row4_col11\" class=\"data row4 col11\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row4_col12\" class=\"data row4 col12\" >0.06</td>\n",
       "      <td id=\"T_78cd7_row4_col13\" class=\"data row4 col13\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row4_col14\" class=\"data row4 col14\" >0.03</td>\n",
       "      <td id=\"T_78cd7_row4_col15\" class=\"data row4 col15\" >0.01</td>\n",
       "      <td id=\"T_78cd7_row4_col16\" class=\"data row4 col16\" >0.57</td>\n",
       "      <td id=\"T_78cd7_row4_col17\" class=\"data row4 col17\" >0.02</td>\n",
       "      <td id=\"T_78cd7_row4_col18\" class=\"data row4 col18\" >0.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862bc63c50>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "cm = sns.light_palette(\"green\", as_cmap=True)\n",
    "df_2.style.background_gradient(axis=0, cmap=cm).format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are the percentages of shopping rate of the customers that are appointed to that category. Here we can see that:\n",
    " - Cluster 0 is mainly **Category 15** and with a small percentage **Category 5**.\n",
    " - Cluster 1 is highly **Category 9** and with small percentages **Category 12 and 13**.\n",
    " - Cluster 2 is **Category 11**\n",
    " - Cluster 3 is **the mixed one**.\n",
    " - Cluster 4 is pretty much **Category 17** and with a small percentage **Category 6**. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kmeans_data_visit_x46_cl5[[\"CUSTOMER_ID\",\"cluster_1\"]].to_csv('kmeans_data_visit_x46_cl8.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#kmeans_visit_x46_cl5.cluster_centers_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color: #464242; font-family: Trebuchet MS; font-size: 1.4em;\">0.4 VP + 0.6 RP - 7 CL</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl7 = (kmeans_data_visit_vp.multiply(0.4) + kmeans_data_visit_rp.multiply(0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_visit_x46_cl7 = KMeans(n_clusters=7, init='k-means++', max_iter=1000, n_init=500, random_state=247)\n",
    "pred_y = kmeans_visit_x46_cl7.fit_predict(kmeans_data_visit_x46_cl7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "silhouette_score :0.237\n",
      "calinski_harabasz_score :4,068.45\n"
     ]
    }
   ],
   "source": [
    "labels = kmeans_visit_x46_cl7.labels_\n",
    "s_score = silhouette_score(kmeans_data_visit_x46_cl7, labels, metric = 'euclidean')\n",
    "ch_score = calinski_harabasz_score(kmeans_data_visit_x46_cl7, labels)\n",
    "print(f'silhouette_score :{s_score:.3f}')\n",
    "print(f'calinski_harabasz_score :{ch_score:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl7 = kmeans_data_visit_x46_cl7.reset_index()\n",
    "kmeans_data_visit_x46_cl7[\"cluster_1\"] = pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_1b371_row0_col0, #T_1b371_row0_col1 {\n",
       "  background-color: #fff3ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1b371_row1_col0, #T_1b371_row1_col1 {\n",
       "  background-color: #fc552c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1b371_row2_col0, #T_1b371_row2_col1 {\n",
       "  background-color: #feb852;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1b371_row3_col0, #T_1b371_row3_col1 {\n",
       "  background-color: #800026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1b371_row4_col0, #T_1b371_row4_col1 {\n",
       "  background-color: #fee289;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1b371_row5_col0, #T_1b371_row5_col1 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1b371_row6_col0, #T_1b371_row6_col1 {\n",
       "  background-color: #ffeda0;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1b371_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Customer (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_1b371_row0_col0\" class=\"data row0 col0\" >1,521.00</td>\n",
       "      <td id=\"T_1b371_row0_col1\" class=\"data row0 col1\" >0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_1b371_row1_col0\" class=\"data row1 col0\" >5,322.00</td>\n",
       "      <td id=\"T_1b371_row1_col1\" class=\"data row1 col1\" >0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_1b371_row2_col0\" class=\"data row2 col0\" >3,474.00</td>\n",
       "      <td id=\"T_1b371_row2_col1\" class=\"data row2 col1\" >0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_1b371_row3_col0\" class=\"data row3 col0\" >8,121.00</td>\n",
       "      <td id=\"T_1b371_row3_col1\" class=\"data row3 col1\" >0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_1b371_row4_col0\" class=\"data row4 col0\" >2,286.00</td>\n",
       "      <td id=\"T_1b371_row4_col1\" class=\"data row4 col1\" >0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_1b371_row5_col0\" class=\"data row5 col0\" >893.00</td>\n",
       "      <td id=\"T_1b371_row5_col1\" class=\"data row5 col1\" >0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1b371_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_1b371_row6_col0\" class=\"data row6 col0\" >1,816.00</td>\n",
       "      <td id=\"T_1b371_row6_col1\" class=\"data row6 col1\" >0.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862c33e8d0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([kmeans_data_visit_x46_cl7.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique(),\\\n",
    "           kmeans_data_visit_x46_cl7.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique()/\\\n",
    "           kmeans_data_visit_x46_cl7[\"CUSTOMER_ID\"].nunique()],axis=1)\n",
    "\n",
    "df.columns=['Customer (#)', 'Customer (%)']\n",
    "df.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x46_cl7 = kmeans_data_visit_x46_cl7.merge(data_f[[\"VISIT_COUNT\",\"REVENUE\"]].reset_index(), how = 'left', on = 'CUSTOMER_ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_38ede_row0_col0 {\n",
       "  background-color: #fff3ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row0_col1, #T_38ede_row0_col2 {\n",
       "  background-color: #fffdc6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row1_col0 {\n",
       "  background-color: #fc552c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_38ede_row1_col1, #T_38ede_row1_col2, #T_38ede_row3_col0 {\n",
       "  background-color: #800026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_38ede_row2_col0 {\n",
       "  background-color: #feb852;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row2_col1, #T_38ede_row2_col2 {\n",
       "  background-color: #fec45f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row3_col1, #T_38ede_row3_col2 {\n",
       "  background-color: #fea848;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row4_col0 {\n",
       "  background-color: #fee289;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row4_col1, #T_38ede_row4_col2 {\n",
       "  background-color: #fff1ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row5_col0, #T_38ede_row5_col1, #T_38ede_row5_col2 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row6_col0 {\n",
       "  background-color: #ffeda0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_38ede_row6_col1, #T_38ede_row6_col2 {\n",
       "  background-color: #fff7b7;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_38ede_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Visit (#)</th>\n",
       "      <th class=\"col_heading level0 col2\" >Revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_38ede_row0_col0\" class=\"data row0 col0\" >1,521</td>\n",
       "      <td id=\"T_38ede_row0_col1\" class=\"data row0 col1\" >6,549,717</td>\n",
       "      <td id=\"T_38ede_row0_col2\" class=\"data row0 col2\" >7,884,071,572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_38ede_row1_col0\" class=\"data row1 col0\" >5,322</td>\n",
       "      <td id=\"T_38ede_row1_col1\" class=\"data row1 col1\" >46,378,332</td>\n",
       "      <td id=\"T_38ede_row1_col2\" class=\"data row1 col2\" >55,854,745,549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_38ede_row2_col0\" class=\"data row2 col0\" >3,474</td>\n",
       "      <td id=\"T_38ede_row2_col1\" class=\"data row2 col1\" >18,671,997</td>\n",
       "      <td id=\"T_38ede_row2_col2\" class=\"data row2 col2\" >22,486,543,016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_38ede_row3_col0\" class=\"data row3 col0\" >8,121</td>\n",
       "      <td id=\"T_38ede_row3_col1\" class=\"data row3 col1\" >22,358,223</td>\n",
       "      <td id=\"T_38ede_row3_col2\" class=\"data row3 col2\" >26,896,829,078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_38ede_row4_col0\" class=\"data row4 col0\" >2,286</td>\n",
       "      <td id=\"T_38ede_row4_col1\" class=\"data row4 col1\" >9,687,497</td>\n",
       "      <td id=\"T_38ede_row4_col2\" class=\"data row4 col2\" >11,657,946,526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_38ede_row5_col0\" class=\"data row5 col0\" >893</td>\n",
       "      <td id=\"T_38ede_row5_col1\" class=\"data row5 col1\" >5,785,100</td>\n",
       "      <td id=\"T_38ede_row5_col2\" class=\"data row5 col2\" >6,967,398,224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_38ede_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_38ede_row6_col0\" class=\"data row6 col0\" >1,816</td>\n",
       "      <td id=\"T_38ede_row6_col1\" class=\"data row6 col1\" >8,205,508</td>\n",
       "      <td id=\"T_38ede_row6_col2\" class=\"data row6 col2\" >9,885,333,681</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862c3452d0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = kmeans_data_visit_x46_cl7.groupby(\"cluster_1\")\\\n",
    "        .agg({\"CUSTOMER_ID\":'nunique',\"VISIT_COUNT\":'sum',\"REVENUE\":'sum'})\n",
    "\n",
    "df_1.columns = ['Customer (#)', 'Visit (#)', 'Revenue']\n",
    "df_1.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.0f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_737c7_row0_col0, #T_737c7_row4_col2, #T_737c7_row4_col4, #T_737c7_row6_col10 {\n",
       "  background-color: #e2efe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col1 {\n",
       "  background-color: #75b975;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row0_col2 {\n",
       "  background-color: #61af61;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row0_col3, #T_737c7_row0_col8, #T_737c7_row0_col10, #T_737c7_row0_col16, #T_737c7_row0_col18, #T_737c7_row1_col5, #T_737c7_row1_col9, #T_737c7_row1_col10, #T_737c7_row1_col11, #T_737c7_row1_col12, #T_737c7_row1_col13, #T_737c7_row2_col4, #T_737c7_row4_col6, #T_737c7_row4_col15, #T_737c7_row4_col17, #T_737c7_row5_col2, #T_737c7_row6_col0, #T_737c7_row6_col1, #T_737c7_row6_col7, #T_737c7_row6_col14 {\n",
       "  background-color: #ebf3eb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col4, #T_737c7_row1_col14, #T_737c7_row2_col8, #T_737c7_row2_col11, #T_737c7_row2_col12, #T_737c7_row3_col0, #T_737c7_row3_col1, #T_737c7_row3_col2, #T_737c7_row3_col3, #T_737c7_row3_col6, #T_737c7_row3_col7, #T_737c7_row3_col9, #T_737c7_row3_col13, #T_737c7_row3_col15, #T_737c7_row3_col17, #T_737c7_row4_col10, #T_737c7_row5_col18, #T_737c7_row6_col5, #T_737c7_row6_col16 {\n",
       "  background-color: #008000;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row0_col5, #T_737c7_row1_col6, #T_737c7_row6_col2 {\n",
       "  background-color: #d7e9d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col6, #T_737c7_row5_col8 {\n",
       "  background-color: #d1e6d1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col7, #T_737c7_row6_col15 {\n",
       "  background-color: #dbebdb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col9 {\n",
       "  background-color: #afd6af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col11, #T_737c7_row0_col14, #T_737c7_row2_col17, #T_737c7_row6_col9 {\n",
       "  background-color: #c6e1c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col12, #T_737c7_row3_col14 {\n",
       "  background-color: #e0eedf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col13, #T_737c7_row3_col4, #T_737c7_row3_col10, #T_737c7_row5_col13, #T_737c7_row5_col14 {\n",
       "  background-color: #e4f0e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col15, #T_737c7_row1_col4, #T_737c7_row5_col12, #T_737c7_row6_col3 {\n",
       "  background-color: #cae3ca;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row0_col17, #T_737c7_row2_col18, #T_737c7_row3_col18 {\n",
       "  background-color: #e6f1e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col0 {\n",
       "  background-color: #c9e2c8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col1 {\n",
       "  background-color: #97ca97;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col2 {\n",
       "  background-color: #c8e2c8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col3, #T_737c7_row6_col13 {\n",
       "  background-color: #d6e9d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col7, #T_737c7_row2_col5 {\n",
       "  background-color: #aed5ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col8, #T_737c7_row1_col16, #T_737c7_row1_col18, #T_737c7_row2_col10, #T_737c7_row4_col8, #T_737c7_row5_col4 {\n",
       "  background-color: #eaf2ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col15 {\n",
       "  background-color: #d5e9d5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row1_col17, #T_737c7_row3_col16, #T_737c7_row4_col16, #T_737c7_row4_col18 {\n",
       "  background-color: #e8f2e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col0 {\n",
       "  background-color: #6fb76f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row2_col1 {\n",
       "  background-color: #a9d3a9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col2 {\n",
       "  background-color: #aad3aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col3, #T_737c7_row2_col6 {\n",
       "  background-color: #76ba76;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row2_col7, #T_737c7_row4_col11 {\n",
       "  background-color: #d3e7d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col9, #T_737c7_row2_col15, #T_737c7_row6_col6, #T_737c7_row6_col8 {\n",
       "  background-color: #bbdcbb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col13, #T_737c7_row5_col0 {\n",
       "  background-color: #b6d9b6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col14, #T_737c7_row4_col14 {\n",
       "  background-color: #e9f2e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row2_col16, #T_737c7_row4_col3, #T_737c7_row5_col16 {\n",
       "  background-color: #daebda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row3_col5 {\n",
       "  background-color: #82c082;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row3_col8 {\n",
       "  background-color: #d9ead9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row3_col11 {\n",
       "  background-color: #6eb66e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_737c7_row3_col12 {\n",
       "  background-color: #9acb9a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col0 {\n",
       "  background-color: #d2e7d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col1 {\n",
       "  background-color: #a8d2a8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col5 {\n",
       "  background-color: #a0cea0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col7, #T_737c7_row4_col13 {\n",
       "  background-color: #e1eee1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col9 {\n",
       "  background-color: #a7d2a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row4_col12 {\n",
       "  background-color: #dfeddf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col1 {\n",
       "  background-color: #b0d6b0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col3 {\n",
       "  background-color: #cde5cd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col5, #T_737c7_row6_col11 {\n",
       "  background-color: #9ece9e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col6 {\n",
       "  background-color: #94c994;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col7 {\n",
       "  background-color: #d0e6d0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col9 {\n",
       "  background-color: #a1cfa1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col10 {\n",
       "  background-color: #ddecdd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col11 {\n",
       "  background-color: #c7e1c7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col15 {\n",
       "  background-color: #c5e0c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row5_col17 {\n",
       "  background-color: #a6d2a6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row6_col4 {\n",
       "  background-color: #e5f0e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row6_col12 {\n",
       "  background-color: #b2d7b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row6_col17 {\n",
       "  background-color: #c2dfc2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_737c7_row6_col18 {\n",
       "  background-color: #dcecdc;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_737c7_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Category 1</th>\n",
       "      <th class=\"col_heading level0 col1\" >Category 2</th>\n",
       "      <th class=\"col_heading level0 col2\" >Category 3</th>\n",
       "      <th class=\"col_heading level0 col3\" >Category 4</th>\n",
       "      <th class=\"col_heading level0 col4\" >Category 5</th>\n",
       "      <th class=\"col_heading level0 col5\" >Category 6</th>\n",
       "      <th class=\"col_heading level0 col6\" >Category 7</th>\n",
       "      <th class=\"col_heading level0 col7\" >Category 8</th>\n",
       "      <th class=\"col_heading level0 col8\" >Category 9</th>\n",
       "      <th class=\"col_heading level0 col9\" >Category 10</th>\n",
       "      <th class=\"col_heading level0 col10\" >Category 11</th>\n",
       "      <th class=\"col_heading level0 col11\" >Category 12</th>\n",
       "      <th class=\"col_heading level0 col12\" >Category 13</th>\n",
       "      <th class=\"col_heading level0 col13\" >Category 14</th>\n",
       "      <th class=\"col_heading level0 col14\" >Category 15</th>\n",
       "      <th class=\"col_heading level0 col15\" >Category 16</th>\n",
       "      <th class=\"col_heading level0 col16\" >Category 17</th>\n",
       "      <th class=\"col_heading level0 col17\" >Category 18</th>\n",
       "      <th class=\"col_heading level0 col18\" >Category 19</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "      <th class=\"blank col6\" >&nbsp;</th>\n",
       "      <th class=\"blank col7\" >&nbsp;</th>\n",
       "      <th class=\"blank col8\" >&nbsp;</th>\n",
       "      <th class=\"blank col9\" >&nbsp;</th>\n",
       "      <th class=\"blank col10\" >&nbsp;</th>\n",
       "      <th class=\"blank col11\" >&nbsp;</th>\n",
       "      <th class=\"blank col12\" >&nbsp;</th>\n",
       "      <th class=\"blank col13\" >&nbsp;</th>\n",
       "      <th class=\"blank col14\" >&nbsp;</th>\n",
       "      <th class=\"blank col15\" >&nbsp;</th>\n",
       "      <th class=\"blank col16\" >&nbsp;</th>\n",
       "      <th class=\"blank col17\" >&nbsp;</th>\n",
       "      <th class=\"blank col18\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_737c7_row0_col0\" class=\"data row0 col0\" >0.03</td>\n",
       "      <td id=\"T_737c7_row0_col1\" class=\"data row0 col1\" >0.06</td>\n",
       "      <td id=\"T_737c7_row0_col2\" class=\"data row0 col2\" >0.08</td>\n",
       "      <td id=\"T_737c7_row0_col3\" class=\"data row0 col3\" >0.02</td>\n",
       "      <td id=\"T_737c7_row0_col4\" class=\"data row0 col4\" >0.67</td>\n",
       "      <td id=\"T_737c7_row0_col5\" class=\"data row0 col5\" >0.06</td>\n",
       "      <td id=\"T_737c7_row0_col6\" class=\"data row0 col6\" >0.03</td>\n",
       "      <td id=\"T_737c7_row0_col7\" class=\"data row0 col7\" >0.02</td>\n",
       "      <td id=\"T_737c7_row0_col8\" class=\"data row0 col8\" >0.02</td>\n",
       "      <td id=\"T_737c7_row0_col9\" class=\"data row0 col9\" >0.03</td>\n",
       "      <td id=\"T_737c7_row0_col10\" class=\"data row0 col10\" >0.03</td>\n",
       "      <td id=\"T_737c7_row0_col11\" class=\"data row0 col11\" >0.04</td>\n",
       "      <td id=\"T_737c7_row0_col12\" class=\"data row0 col12\" >0.02</td>\n",
       "      <td id=\"T_737c7_row0_col13\" class=\"data row0 col13\" >0.01</td>\n",
       "      <td id=\"T_737c7_row0_col14\" class=\"data row0 col14\" >0.14</td>\n",
       "      <td id=\"T_737c7_row0_col15\" class=\"data row0 col15\" >0.01</td>\n",
       "      <td id=\"T_737c7_row0_col16\" class=\"data row0 col16\" >0.00</td>\n",
       "      <td id=\"T_737c7_row0_col17\" class=\"data row0 col17\" >0.01</td>\n",
       "      <td id=\"T_737c7_row0_col18\" class=\"data row0 col18\" >0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_737c7_row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
       "      <td id=\"T_737c7_row1_col1\" class=\"data row1 col1\" >0.05</td>\n",
       "      <td id=\"T_737c7_row1_col2\" class=\"data row1 col2\" >0.05</td>\n",
       "      <td id=\"T_737c7_row1_col3\" class=\"data row1 col3\" >0.03</td>\n",
       "      <td id=\"T_737c7_row1_col4\" class=\"data row1 col4\" >0.14</td>\n",
       "      <td id=\"T_737c7_row1_col5\" class=\"data row1 col5\" >0.05</td>\n",
       "      <td id=\"T_737c7_row1_col6\" class=\"data row1 col6\" >0.03</td>\n",
       "      <td id=\"T_737c7_row1_col7\" class=\"data row1 col7\" >0.03</td>\n",
       "      <td id=\"T_737c7_row1_col8\" class=\"data row1 col8\" >0.02</td>\n",
       "      <td id=\"T_737c7_row1_col9\" class=\"data row1 col9\" >0.02</td>\n",
       "      <td id=\"T_737c7_row1_col10\" class=\"data row1 col10\" >0.03</td>\n",
       "      <td id=\"T_737c7_row1_col11\" class=\"data row1 col11\" >0.02</td>\n",
       "      <td id=\"T_737c7_row1_col12\" class=\"data row1 col12\" >0.01</td>\n",
       "      <td id=\"T_737c7_row1_col13\" class=\"data row1 col13\" >0.01</td>\n",
       "      <td id=\"T_737c7_row1_col14\" class=\"data row1 col14\" >0.75</td>\n",
       "      <td id=\"T_737c7_row1_col15\" class=\"data row1 col15\" >0.01</td>\n",
       "      <td id=\"T_737c7_row1_col16\" class=\"data row1 col16\" >0.00</td>\n",
       "      <td id=\"T_737c7_row1_col17\" class=\"data row1 col17\" >0.01</td>\n",
       "      <td id=\"T_737c7_row1_col18\" class=\"data row1 col18\" >0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_737c7_row2_col0\" class=\"data row2 col0\" >0.05</td>\n",
       "      <td id=\"T_737c7_row2_col1\" class=\"data row2 col1\" >0.05</td>\n",
       "      <td id=\"T_737c7_row2_col2\" class=\"data row2 col2\" >0.06</td>\n",
       "      <td id=\"T_737c7_row2_col3\" class=\"data row2 col3\" >0.06</td>\n",
       "      <td id=\"T_737c7_row2_col4\" class=\"data row2 col4\" >0.06</td>\n",
       "      <td id=\"T_737c7_row2_col5\" class=\"data row2 col5\" >0.09</td>\n",
       "      <td id=\"T_737c7_row2_col6\" class=\"data row2 col6\" >0.07</td>\n",
       "      <td id=\"T_737c7_row2_col7\" class=\"data row2 col7\" >0.02</td>\n",
       "      <td id=\"T_737c7_row2_col8\" class=\"data row2 col8\" >0.56</td>\n",
       "      <td id=\"T_737c7_row2_col9\" class=\"data row2 col9\" >0.03</td>\n",
       "      <td id=\"T_737c7_row2_col10\" class=\"data row2 col10\" >0.04</td>\n",
       "      <td id=\"T_737c7_row2_col11\" class=\"data row2 col11\" >0.14</td>\n",
       "      <td id=\"T_737c7_row2_col12\" class=\"data row2 col12\" >0.22</td>\n",
       "      <td id=\"T_737c7_row2_col13\" class=\"data row2 col13\" >0.02</td>\n",
       "      <td id=\"T_737c7_row2_col14\" class=\"data row2 col14\" >0.04</td>\n",
       "      <td id=\"T_737c7_row2_col15\" class=\"data row2 col15\" >0.02</td>\n",
       "      <td id=\"T_737c7_row2_col16\" class=\"data row2 col16\" >0.04</td>\n",
       "      <td id=\"T_737c7_row2_col17\" class=\"data row2 col17\" >0.02</td>\n",
       "      <td id=\"T_737c7_row2_col18\" class=\"data row2 col18\" >0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_737c7_row3_col0\" class=\"data row3 col0\" >0.06</td>\n",
       "      <td id=\"T_737c7_row3_col1\" class=\"data row3 col1\" >0.10</td>\n",
       "      <td id=\"T_737c7_row3_col2\" class=\"data row3 col2\" >0.11</td>\n",
       "      <td id=\"T_737c7_row3_col3\" class=\"data row3 col3\" >0.10</td>\n",
       "      <td id=\"T_737c7_row3_col4\" class=\"data row3 col4\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col5\" class=\"data row3 col5\" >0.12</td>\n",
       "      <td id=\"T_737c7_row3_col6\" class=\"data row3 col6\" >0.12</td>\n",
       "      <td id=\"T_737c7_row3_col7\" class=\"data row3 col7\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col8\" class=\"data row3 col8\" >0.06</td>\n",
       "      <td id=\"T_737c7_row3_col9\" class=\"data row3 col9\" >0.07</td>\n",
       "      <td id=\"T_737c7_row3_col10\" class=\"data row3 col10\" >0.06</td>\n",
       "      <td id=\"T_737c7_row3_col11\" class=\"data row3 col11\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col12\" class=\"data row3 col12\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col13\" class=\"data row3 col13\" >0.05</td>\n",
       "      <td id=\"T_737c7_row3_col14\" class=\"data row3 col14\" >0.06</td>\n",
       "      <td id=\"T_737c7_row3_col15\" class=\"data row3 col15\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col16\" class=\"data row3 col16\" >0.01</td>\n",
       "      <td id=\"T_737c7_row3_col17\" class=\"data row3 col17\" >0.08</td>\n",
       "      <td id=\"T_737c7_row3_col18\" class=\"data row3 col18\" >0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_737c7_row4_col0\" class=\"data row4 col0\" >0.03</td>\n",
       "      <td id=\"T_737c7_row4_col1\" class=\"data row4 col1\" >0.05</td>\n",
       "      <td id=\"T_737c7_row4_col2\" class=\"data row4 col2\" >0.04</td>\n",
       "      <td id=\"T_737c7_row4_col3\" class=\"data row4 col3\" >0.03</td>\n",
       "      <td id=\"T_737c7_row4_col4\" class=\"data row4 col4\" >0.08</td>\n",
       "      <td id=\"T_737c7_row4_col5\" class=\"data row4 col5\" >0.10</td>\n",
       "      <td id=\"T_737c7_row4_col6\" class=\"data row4 col6\" >0.02</td>\n",
       "      <td id=\"T_737c7_row4_col7\" class=\"data row4 col7\" >0.02</td>\n",
       "      <td id=\"T_737c7_row4_col8\" class=\"data row4 col8\" >0.02</td>\n",
       "      <td id=\"T_737c7_row4_col9\" class=\"data row4 col9\" >0.03</td>\n",
       "      <td id=\"T_737c7_row4_col10\" class=\"data row4 col10\" >0.74</td>\n",
       "      <td id=\"T_737c7_row4_col11\" class=\"data row4 col11\" >0.03</td>\n",
       "      <td id=\"T_737c7_row4_col12\" class=\"data row4 col12\" >0.02</td>\n",
       "      <td id=\"T_737c7_row4_col13\" class=\"data row4 col13\" >0.01</td>\n",
       "      <td id=\"T_737c7_row4_col14\" class=\"data row4 col14\" >0.04</td>\n",
       "      <td id=\"T_737c7_row4_col15\" class=\"data row4 col15\" >0.00</td>\n",
       "      <td id=\"T_737c7_row4_col16\" class=\"data row4 col16\" >0.01</td>\n",
       "      <td id=\"T_737c7_row4_col17\" class=\"data row4 col17\" >0.01</td>\n",
       "      <td id=\"T_737c7_row4_col18\" class=\"data row4 col18\" >0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_737c7_row5_col0\" class=\"data row5 col0\" >0.03</td>\n",
       "      <td id=\"T_737c7_row5_col1\" class=\"data row5 col1\" >0.04</td>\n",
       "      <td id=\"T_737c7_row5_col2\" class=\"data row5 col2\" >0.04</td>\n",
       "      <td id=\"T_737c7_row5_col3\" class=\"data row5 col3\" >0.03</td>\n",
       "      <td id=\"T_737c7_row5_col4\" class=\"data row5 col4\" >0.06</td>\n",
       "      <td id=\"T_737c7_row5_col5\" class=\"data row5 col5\" >0.10</td>\n",
       "      <td id=\"T_737c7_row5_col6\" class=\"data row5 col6\" >0.06</td>\n",
       "      <td id=\"T_737c7_row5_col7\" class=\"data row5 col7\" >0.02</td>\n",
       "      <td id=\"T_737c7_row5_col8\" class=\"data row5 col8\" >0.08</td>\n",
       "      <td id=\"T_737c7_row5_col9\" class=\"data row5 col9\" >0.03</td>\n",
       "      <td id=\"T_737c7_row5_col10\" class=\"data row5 col10\" >0.08</td>\n",
       "      <td id=\"T_737c7_row5_col11\" class=\"data row5 col11\" >0.04</td>\n",
       "      <td id=\"T_737c7_row5_col12\" class=\"data row5 col12\" >0.04</td>\n",
       "      <td id=\"T_737c7_row5_col13\" class=\"data row5 col13\" >0.01</td>\n",
       "      <td id=\"T_737c7_row5_col14\" class=\"data row5 col14\" >0.05</td>\n",
       "      <td id=\"T_737c7_row5_col15\" class=\"data row5 col15\" >0.02</td>\n",
       "      <td id=\"T_737c7_row5_col16\" class=\"data row5 col16\" >0.04</td>\n",
       "      <td id=\"T_737c7_row5_col17\" class=\"data row5 col17\" >0.03</td>\n",
       "      <td id=\"T_737c7_row5_col18\" class=\"data row5 col18\" >0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_737c7_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_737c7_row6_col0\" class=\"data row6 col0\" >0.03</td>\n",
       "      <td id=\"T_737c7_row6_col1\" class=\"data row6 col1\" >0.03</td>\n",
       "      <td id=\"T_737c7_row6_col2\" class=\"data row6 col2\" >0.05</td>\n",
       "      <td id=\"T_737c7_row6_col3\" class=\"data row6 col3\" >0.03</td>\n",
       "      <td id=\"T_737c7_row6_col4\" class=\"data row6 col4\" >0.07</td>\n",
       "      <td id=\"T_737c7_row6_col5\" class=\"data row6 col5\" >0.20</td>\n",
       "      <td id=\"T_737c7_row6_col6\" class=\"data row6 col6\" >0.04</td>\n",
       "      <td id=\"T_737c7_row6_col7\" class=\"data row6 col7\" >0.01</td>\n",
       "      <td id=\"T_737c7_row6_col8\" class=\"data row6 col8\" >0.13</td>\n",
       "      <td id=\"T_737c7_row6_col9\" class=\"data row6 col9\" >0.02</td>\n",
       "      <td id=\"T_737c7_row6_col10\" class=\"data row6 col10\" >0.06</td>\n",
       "      <td id=\"T_737c7_row6_col11\" class=\"data row6 col11\" >0.06</td>\n",
       "      <td id=\"T_737c7_row6_col12\" class=\"data row6 col12\" >0.06</td>\n",
       "      <td id=\"T_737c7_row6_col13\" class=\"data row6 col13\" >0.01</td>\n",
       "      <td id=\"T_737c7_row6_col14\" class=\"data row6 col14\" >0.03</td>\n",
       "      <td id=\"T_737c7_row6_col15\" class=\"data row6 col15\" >0.01</td>\n",
       "      <td id=\"T_737c7_row6_col16\" class=\"data row6 col16\" >0.58</td>\n",
       "      <td id=\"T_737c7_row6_col17\" class=\"data row6 col17\" >0.02</td>\n",
       "      <td id=\"T_737c7_row6_col18\" class=\"data row6 col18\" >0.04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862c32a7d0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2 = kmeans_data_visit_x46_cl7.drop(columns = ['CUSTOMER_ID','VISIT_COUNT','REVENUE'])\n",
    "df_2 = pd.DataFrame(df_2.groupby([\"cluster_1\"]).aggregate(\"mean\"))\n",
    "df_2.style.background_gradient(axis=0, cmap=cm).format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kmeans_data_visit_x46_cl7[[\"CUSTOMER_ID\",\"cluster_1\"]].to_csv('kmeans_data_visit_x46_cl7.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kmeans_visit_x46_cl7.cluster_centers_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color: #464242; font-family: Trebuchet MS; font-size: 1.4em;\">0.6 VP + 0.4 RP - 7 CL</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x64_cl7 = (kmeans_data_visit_vp.multiply(0.6) + kmeans_data_visit_rp.multiply(0.4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_visit_x64_cl7 = KMeans(n_clusters=7, init='k-means++', max_iter=1000, n_init=500, random_state=247)\n",
    "pred_y = kmeans_visit_x64_cl7.fit_predict(kmeans_data_visit_x64_cl7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "silhouette_score :0.179\n",
      "calinski_harabasz_score :3,104.63\n"
     ]
    }
   ],
   "source": [
    "labels = kmeans_visit_x64_cl7.labels_\n",
    "s_score = silhouette_score(kmeans_data_visit_x64_cl7, labels, metric = 'euclidean')\n",
    "ch_score = calinski_harabasz_score(kmeans_data_visit_x64_cl7, labels)\n",
    "print(f'silhouette_score :{s_score:.3f}')\n",
    "print(f'calinski_harabasz_score :{ch_score:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x64_cl7 = kmeans_data_visit_x64_cl7.reset_index()\n",
    "kmeans_data_visit_x64_cl7[\"cluster_1\"] = pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_bac71_row0_col0, #T_bac71_row0_col1 {\n",
       "  background-color: #ffe691;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bac71_row1_col0, #T_bac71_row1_col1 {\n",
       "  background-color: #fa4a29;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bac71_row2_col0, #T_bac71_row2_col1 {\n",
       "  background-color: #fee289;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bac71_row3_col0, #T_bac71_row3_col1 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bac71_row4_col0, #T_bac71_row4_col1 {\n",
       "  background-color: #800026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bac71_row5_col0, #T_bac71_row5_col1 {\n",
       "  background-color: #fea647;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bac71_row6_col0, #T_bac71_row6_col1 {\n",
       "  background-color: #fed977;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_bac71_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Customer (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_bac71_row0_col0\" class=\"data row0 col0\" >1,973.00</td>\n",
       "      <td id=\"T_bac71_row0_col1\" class=\"data row0 col1\" >0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_bac71_row1_col0\" class=\"data row1 col0\" >5,007.00</td>\n",
       "      <td id=\"T_bac71_row1_col1\" class=\"data row1 col1\" >0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_bac71_row2_col0\" class=\"data row2 col0\" >2,124.00</td>\n",
       "      <td id=\"T_bac71_row2_col1\" class=\"data row2 col1\" >0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_bac71_row3_col0\" class=\"data row3 col0\" >875.00</td>\n",
       "      <td id=\"T_bac71_row3_col1\" class=\"data row3 col1\" >0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_bac71_row4_col0\" class=\"data row4 col0\" >7,395.00</td>\n",
       "      <td id=\"T_bac71_row4_col1\" class=\"data row4 col1\" >0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_bac71_row5_col0\" class=\"data row5 col0\" >3,578.00</td>\n",
       "      <td id=\"T_bac71_row5_col1\" class=\"data row5 col1\" >0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bac71_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_bac71_row6_col0\" class=\"data row6 col0\" >2,481.00</td>\n",
       "      <td id=\"T_bac71_row6_col1\" class=\"data row6 col1\" >0.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862c347410>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([kmeans_data_visit_x64_cl7.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique(),\\\n",
    "           kmeans_data_visit_x64_cl7.groupby([\"cluster_1\"])[\"CUSTOMER_ID\"].nunique()/\\\n",
    "           kmeans_data_visit_x64_cl7[\"CUSTOMER_ID\"].nunique()],axis=1)\n",
    "\n",
    "df.columns=['Customer (#)', 'Customer (%)']\n",
    "df.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans_data_visit_x64_cl7 = kmeans_data_visit_x64_cl7.merge(data_f[[\"VISIT_COUNT\",\"REVENUE\"]].reset_index(), how = 'left', on = 'CUSTOMER_ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_d0127_row0_col0 {\n",
       "  background-color: #ffe691;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row0_col1, #T_d0127_row0_col2 {\n",
       "  background-color: #fff4b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row1_col0 {\n",
       "  background-color: #fa4a29;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d0127_row1_col1, #T_d0127_row1_col2, #T_d0127_row4_col0 {\n",
       "  background-color: #800026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d0127_row2_col0 {\n",
       "  background-color: #fee289;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row2_col1, #T_d0127_row2_col2 {\n",
       "  background-color: #ffefa4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row3_col0, #T_d0127_row3_col1, #T_d0127_row3_col2 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row4_col1, #T_d0127_row4_col2 {\n",
       "  background-color: #feb04b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row5_col0 {\n",
       "  background-color: #fea647;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row5_col1, #T_d0127_row5_col2 {\n",
       "  background-color: #feb54f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row6_col0 {\n",
       "  background-color: #fed977;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d0127_row6_col1, #T_d0127_row6_col2 {\n",
       "  background-color: #ffec9d;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_d0127_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Customer (#)</th>\n",
       "      <th class=\"col_heading level0 col1\" >Visit (#)</th>\n",
       "      <th class=\"col_heading level0 col2\" >Revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_d0127_row0_col0\" class=\"data row0 col0\" >1,973</td>\n",
       "      <td id=\"T_d0127_row0_col1\" class=\"data row0 col1\" >8,445,601</td>\n",
       "      <td id=\"T_d0127_row0_col2\" class=\"data row0 col2\" >10,174,228,560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_d0127_row1_col0\" class=\"data row1 col0\" >5,007</td>\n",
       "      <td id=\"T_d0127_row1_col1\" class=\"data row1 col1\" >43,653,720</td>\n",
       "      <td id=\"T_d0127_row1_col2\" class=\"data row1 col2\" >52,574,379,573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_d0127_row2_col0\" class=\"data row2 col0\" >2,124</td>\n",
       "      <td id=\"T_d0127_row2_col1\" class=\"data row2 col1\" >9,896,676</td>\n",
       "      <td id=\"T_d0127_row2_col2\" class=\"data row2 col2\" >11,913,036,766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_d0127_row3_col0\" class=\"data row3 col0\" >875</td>\n",
       "      <td id=\"T_d0127_row3_col1\" class=\"data row3 col1\" >5,521,894</td>\n",
       "      <td id=\"T_d0127_row3_col2\" class=\"data row3 col2\" >6,650,463,630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_d0127_row4_col0\" class=\"data row4 col0\" >7,395</td>\n",
       "      <td id=\"T_d0127_row4_col1\" class=\"data row4 col1\" >20,109,281</td>\n",
       "      <td id=\"T_d0127_row4_col2\" class=\"data row4 col2\" >24,189,582,122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_d0127_row5_col0\" class=\"data row5 col0\" >3,578</td>\n",
       "      <td id=\"T_d0127_row5_col1\" class=\"data row5 col1\" >19,412,785</td>\n",
       "      <td id=\"T_d0127_row5_col2\" class=\"data row5 col2\" >23,378,899,077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d0127_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_d0127_row6_col0\" class=\"data row6 col0\" >2,481</td>\n",
       "      <td id=\"T_d0127_row6_col1\" class=\"data row6 col1\" >10,596,417</td>\n",
       "      <td id=\"T_d0127_row6_col2\" class=\"data row6 col2\" >12,752,277,918</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862c3476d0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = kmeans_data_visit_x64_cl7.groupby(\"cluster_1\")\\\n",
    "        .agg({\"CUSTOMER_ID\":'nunique',\"VISIT_COUNT\":'sum',\"REVENUE\":'sum'})\n",
    "\n",
    "df_1.columns = ['Customer (#)', 'Visit (#)', 'Revenue']\n",
    "df_1.style.background_gradient(axis=0, cmap='YlOrRd').format('{:,.0f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_510bd_row0_col0, #T_510bd_row0_col1, #T_510bd_row0_col7, #T_510bd_row0_col14, #T_510bd_row1_col5, #T_510bd_row1_col8, #T_510bd_row1_col9, #T_510bd_row1_col10, #T_510bd_row1_col11, #T_510bd_row1_col12, #T_510bd_row1_col13, #T_510bd_row1_col16, #T_510bd_row1_col17, #T_510bd_row1_col18, #T_510bd_row2_col3, #T_510bd_row2_col16, #T_510bd_row2_col18, #T_510bd_row3_col2, #T_510bd_row5_col4, #T_510bd_row6_col6, #T_510bd_row6_col15 {\n",
       "  background-color: #ebf3eb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col2, #T_510bd_row3_col8, #T_510bd_row3_col11, #T_510bd_row3_col12 {\n",
       "  background-color: #d0e6d0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col3, #T_510bd_row0_col18, #T_510bd_row3_col13 {\n",
       "  background-color: #dcecdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col4, #T_510bd_row0_col10, #T_510bd_row4_col10, #T_510bd_row6_col13 {\n",
       "  background-color: #e2efe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col5, #T_510bd_row0_col16, #T_510bd_row1_col14, #T_510bd_row2_col4, #T_510bd_row3_col18, #T_510bd_row4_col0, #T_510bd_row4_col1, #T_510bd_row4_col2, #T_510bd_row4_col3, #T_510bd_row4_col6, #T_510bd_row4_col7, #T_510bd_row4_col9, #T_510bd_row4_col13, #T_510bd_row4_col15, #T_510bd_row4_col17, #T_510bd_row5_col8, #T_510bd_row5_col11, #T_510bd_row5_col12, #T_510bd_row6_col10 {\n",
       "  background-color: #008000;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_510bd_row0_col6, #T_510bd_row0_col8, #T_510bd_row3_col0 {\n",
       "  background-color: #b7dab7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col9, #T_510bd_row2_col9, #T_510bd_row3_col15 {\n",
       "  background-color: #beddbe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col11, #T_510bd_row4_col5 {\n",
       "  background-color: #9dcd9d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col12 {\n",
       "  background-color: #b3d8b3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col13 {\n",
       "  background-color: #cfe5cf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col15, #T_510bd_row6_col2 {\n",
       "  background-color: #d6e9d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row0_col17 {\n",
       "  background-color: #bdddbd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col0 {\n",
       "  background-color: #c9e3c9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col1 {\n",
       "  background-color: #98ca98;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col2 {\n",
       "  background-color: #c6e1c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col3, #T_510bd_row3_col4, #T_510bd_row4_col16 {\n",
       "  background-color: #e9f2e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col4, #T_510bd_row5_col17 {\n",
       "  background-color: #bfdebf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col6, #T_510bd_row3_col16 {\n",
       "  background-color: #d9ead9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col7, #T_510bd_row5_col13 {\n",
       "  background-color: #add5ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row1_col15, #T_510bd_row5_col7 {\n",
       "  background-color: #cce4cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col0 {\n",
       "  background-color: #abd4ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col1 {\n",
       "  background-color: #3f9f3f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_510bd_row2_col2 {\n",
       "  background-color: #4da64d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_510bd_row2_col5 {\n",
       "  background-color: #c4e0c4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col6 {\n",
       "  background-color: #c1dfc1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col7, #T_510bd_row6_col1 {\n",
       "  background-color: #a7d2a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col8, #T_510bd_row6_col14 {\n",
       "  background-color: #e6f1e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col10, #T_510bd_row6_col16, #T_510bd_row6_col18 {\n",
       "  background-color: #e7f1e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col11 {\n",
       "  background-color: #c8e2c8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col12 {\n",
       "  background-color: #e1eee1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col13, #T_510bd_row3_col10, #T_510bd_row6_col12 {\n",
       "  background-color: #dbebdb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col14 {\n",
       "  background-color: #a9d3a9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col15 {\n",
       "  background-color: #c2dfc2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row2_col17 {\n",
       "  background-color: #d3e7d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col1 {\n",
       "  background-color: #9ccd9c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col3 {\n",
       "  background-color: #dfeddf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col5, #T_510bd_row5_col1 {\n",
       "  background-color: #9fce9f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col6, #T_510bd_row3_col9 {\n",
       "  background-color: #8fc68f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col7, #T_510bd_row6_col0 {\n",
       "  background-color: #d4e8d4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col14 {\n",
       "  background-color: #e3efe3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row3_col17, #T_510bd_row4_col11 {\n",
       "  background-color: #84c184;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row4_col4 {\n",
       "  background-color: #e4f0e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row4_col8, #T_510bd_row5_col16 {\n",
       "  background-color: #d8ead8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row4_col12 {\n",
       "  background-color: #aed5ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row4_col14 {\n",
       "  background-color: #deedde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row4_col18 {\n",
       "  background-color: #e8f2e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col0 {\n",
       "  background-color: #67b267;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_510bd_row5_col2 {\n",
       "  background-color: #95c995;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col3 {\n",
       "  background-color: #7dbd7d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col5 {\n",
       "  background-color: #aad3aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col6 {\n",
       "  background-color: #62b062;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_510bd_row5_col9 {\n",
       "  background-color: #b1d7b1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col10, #T_510bd_row5_col14, #T_510bd_row6_col3, #T_510bd_row6_col8 {\n",
       "  background-color: #eaf2ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col15 {\n",
       "  background-color: #a4d0a4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row5_col18 {\n",
       "  background-color: #e5f0e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col4 {\n",
       "  background-color: #ddecdd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col5 {\n",
       "  background-color: #9acb9a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col7 {\n",
       "  background-color: #daebda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col9 {\n",
       "  background-color: #96c996;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col11 {\n",
       "  background-color: #d7e9d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_510bd_row6_col17 {\n",
       "  background-color: #e0eee0;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_510bd_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Category 1</th>\n",
       "      <th class=\"col_heading level0 col1\" >Category 2</th>\n",
       "      <th class=\"col_heading level0 col2\" >Category 3</th>\n",
       "      <th class=\"col_heading level0 col3\" >Category 4</th>\n",
       "      <th class=\"col_heading level0 col4\" >Category 5</th>\n",
       "      <th class=\"col_heading level0 col5\" >Category 6</th>\n",
       "      <th class=\"col_heading level0 col6\" >Category 7</th>\n",
       "      <th class=\"col_heading level0 col7\" >Category 8</th>\n",
       "      <th class=\"col_heading level0 col8\" >Category 9</th>\n",
       "      <th class=\"col_heading level0 col9\" >Category 10</th>\n",
       "      <th class=\"col_heading level0 col10\" >Category 11</th>\n",
       "      <th class=\"col_heading level0 col11\" >Category 12</th>\n",
       "      <th class=\"col_heading level0 col12\" >Category 13</th>\n",
       "      <th class=\"col_heading level0 col13\" >Category 14</th>\n",
       "      <th class=\"col_heading level0 col14\" >Category 15</th>\n",
       "      <th class=\"col_heading level0 col15\" >Category 16</th>\n",
       "      <th class=\"col_heading level0 col16\" >Category 17</th>\n",
       "      <th class=\"col_heading level0 col17\" >Category 18</th>\n",
       "      <th class=\"col_heading level0 col18\" >Category 19</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cluster_1</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "      <th class=\"blank col6\" >&nbsp;</th>\n",
       "      <th class=\"blank col7\" >&nbsp;</th>\n",
       "      <th class=\"blank col8\" >&nbsp;</th>\n",
       "      <th class=\"blank col9\" >&nbsp;</th>\n",
       "      <th class=\"blank col10\" >&nbsp;</th>\n",
       "      <th class=\"blank col11\" >&nbsp;</th>\n",
       "      <th class=\"blank col12\" >&nbsp;</th>\n",
       "      <th class=\"blank col13\" >&nbsp;</th>\n",
       "      <th class=\"blank col14\" >&nbsp;</th>\n",
       "      <th class=\"blank col15\" >&nbsp;</th>\n",
       "      <th class=\"blank col16\" >&nbsp;</th>\n",
       "      <th class=\"blank col17\" >&nbsp;</th>\n",
       "      <th class=\"blank col18\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_510bd_row0_col0\" class=\"data row0 col0\" >0.03</td>\n",
       "      <td id=\"T_510bd_row0_col1\" class=\"data row0 col1\" >0.04</td>\n",
       "      <td id=\"T_510bd_row0_col2\" class=\"data row0 col2\" >0.06</td>\n",
       "      <td id=\"T_510bd_row0_col3\" class=\"data row0 col3\" >0.05</td>\n",
       "      <td id=\"T_510bd_row0_col4\" class=\"data row0 col4\" >0.10</td>\n",
       "      <td id=\"T_510bd_row0_col5\" class=\"data row0 col5\" >0.29</td>\n",
       "      <td id=\"T_510bd_row0_col6\" class=\"data row0 col6\" >0.05</td>\n",
       "      <td id=\"T_510bd_row0_col7\" class=\"data row0 col7\" >0.02</td>\n",
       "      <td id=\"T_510bd_row0_col8\" class=\"data row0 col8\" >0.14</td>\n",
       "      <td id=\"T_510bd_row0_col9\" class=\"data row0 col9\" >0.03</td>\n",
       "      <td id=\"T_510bd_row0_col10\" class=\"data row0 col10\" >0.07</td>\n",
       "      <td id=\"T_510bd_row0_col11\" class=\"data row0 col11\" >0.08</td>\n",
       "      <td id=\"T_510bd_row0_col12\" class=\"data row0 col12\" >0.07</td>\n",
       "      <td id=\"T_510bd_row0_col13\" class=\"data row0 col13\" >0.02</td>\n",
       "      <td id=\"T_510bd_row0_col14\" class=\"data row0 col14\" >0.04</td>\n",
       "      <td id=\"T_510bd_row0_col15\" class=\"data row0 col15\" >0.01</td>\n",
       "      <td id=\"T_510bd_row0_col16\" class=\"data row0 col16\" >0.56</td>\n",
       "      <td id=\"T_510bd_row0_col17\" class=\"data row0 col17\" >0.02</td>\n",
       "      <td id=\"T_510bd_row0_col18\" class=\"data row0 col18\" >0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_510bd_row1_col0\" class=\"data row1 col0\" >0.04</td>\n",
       "      <td id=\"T_510bd_row1_col1\" class=\"data row1 col1\" >0.07</td>\n",
       "      <td id=\"T_510bd_row1_col2\" class=\"data row1 col2\" >0.07</td>\n",
       "      <td id=\"T_510bd_row1_col3\" class=\"data row1 col3\" >0.04</td>\n",
       "      <td id=\"T_510bd_row1_col4\" class=\"data row1 col4\" >0.18</td>\n",
       "      <td id=\"T_510bd_row1_col5\" class=\"data row1 col5\" >0.06</td>\n",
       "      <td id=\"T_510bd_row1_col6\" class=\"data row1 col6\" >0.04</td>\n",
       "      <td id=\"T_510bd_row1_col7\" class=\"data row1 col7\" >0.04</td>\n",
       "      <td id=\"T_510bd_row1_col8\" class=\"data row1 col8\" >0.03</td>\n",
       "      <td id=\"T_510bd_row1_col9\" class=\"data row1 col9\" >0.02</td>\n",
       "      <td id=\"T_510bd_row1_col10\" class=\"data row1 col10\" >0.04</td>\n",
       "      <td id=\"T_510bd_row1_col11\" class=\"data row1 col11\" >0.02</td>\n",
       "      <td id=\"T_510bd_row1_col12\" class=\"data row1 col12\" >0.02</td>\n",
       "      <td id=\"T_510bd_row1_col13\" class=\"data row1 col13\" >0.01</td>\n",
       "      <td id=\"T_510bd_row1_col14\" class=\"data row1 col14\" >0.72</td>\n",
       "      <td id=\"T_510bd_row1_col15\" class=\"data row1 col15\" >0.01</td>\n",
       "      <td id=\"T_510bd_row1_col16\" class=\"data row1 col16\" >0.00</td>\n",
       "      <td id=\"T_510bd_row1_col17\" class=\"data row1 col17\" >0.01</td>\n",
       "      <td id=\"T_510bd_row1_col18\" class=\"data row1 col18\" >0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_510bd_row2_col0\" class=\"data row2 col0\" >0.05</td>\n",
       "      <td id=\"T_510bd_row2_col1\" class=\"data row2 col1\" >0.10</td>\n",
       "      <td id=\"T_510bd_row2_col2\" class=\"data row2 col2\" >0.12</td>\n",
       "      <td id=\"T_510bd_row2_col3\" class=\"data row2 col3\" >0.04</td>\n",
       "      <td id=\"T_510bd_row2_col4\" class=\"data row2 col4\" >0.61</td>\n",
       "      <td id=\"T_510bd_row2_col5\" class=\"data row2 col5\" >0.10</td>\n",
       "      <td id=\"T_510bd_row2_col6\" class=\"data row2 col6\" >0.05</td>\n",
       "      <td id=\"T_510bd_row2_col7\" class=\"data row2 col7\" >0.04</td>\n",
       "      <td id=\"T_510bd_row2_col8\" class=\"data row2 col8\" >0.04</td>\n",
       "      <td id=\"T_510bd_row2_col9\" class=\"data row2 col9\" >0.03</td>\n",
       "      <td id=\"T_510bd_row2_col10\" class=\"data row2 col10\" >0.05</td>\n",
       "      <td id=\"T_510bd_row2_col11\" class=\"data row2 col11\" >0.05</td>\n",
       "      <td id=\"T_510bd_row2_col12\" class=\"data row2 col12\" >0.03</td>\n",
       "      <td id=\"T_510bd_row2_col13\" class=\"data row2 col13\" >0.01</td>\n",
       "      <td id=\"T_510bd_row2_col14\" class=\"data row2 col14\" >0.23</td>\n",
       "      <td id=\"T_510bd_row2_col15\" class=\"data row2 col15\" >0.02</td>\n",
       "      <td id=\"T_510bd_row2_col16\" class=\"data row2 col16\" >0.01</td>\n",
       "      <td id=\"T_510bd_row2_col17\" class=\"data row2 col17\" >0.02</td>\n",
       "      <td id=\"T_510bd_row2_col18\" class=\"data row2 col18\" >0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_510bd_row3_col0\" class=\"data row3 col0\" >0.05</td>\n",
       "      <td id=\"T_510bd_row3_col1\" class=\"data row3 col1\" >0.07</td>\n",
       "      <td id=\"T_510bd_row3_col2\" class=\"data row3 col2\" >0.05</td>\n",
       "      <td id=\"T_510bd_row3_col3\" class=\"data row3 col3\" >0.04</td>\n",
       "      <td id=\"T_510bd_row3_col4\" class=\"data row3 col4\" >0.08</td>\n",
       "      <td id=\"T_510bd_row3_col5\" class=\"data row3 col5\" >0.13</td>\n",
       "      <td id=\"T_510bd_row3_col6\" class=\"data row3 col6\" >0.07</td>\n",
       "      <td id=\"T_510bd_row3_col7\" class=\"data row3 col7\" >0.02</td>\n",
       "      <td id=\"T_510bd_row3_col8\" class=\"data row3 col8\" >0.09</td>\n",
       "      <td id=\"T_510bd_row3_col9\" class=\"data row3 col9\" >0.04</td>\n",
       "      <td id=\"T_510bd_row3_col10\" class=\"data row3 col10\" >0.09</td>\n",
       "      <td id=\"T_510bd_row3_col11\" class=\"data row3 col11\" >0.04</td>\n",
       "      <td id=\"T_510bd_row3_col12\" class=\"data row3 col12\" >0.04</td>\n",
       "      <td id=\"T_510bd_row3_col13\" class=\"data row3 col13\" >0.01</td>\n",
       "      <td id=\"T_510bd_row3_col14\" class=\"data row3 col14\" >0.06</td>\n",
       "      <td id=\"T_510bd_row3_col15\" class=\"data row3 col15\" >0.02</td>\n",
       "      <td id=\"T_510bd_row3_col16\" class=\"data row3 col16\" >0.05</td>\n",
       "      <td id=\"T_510bd_row3_col17\" class=\"data row3 col17\" >0.04</td>\n",
       "      <td id=\"T_510bd_row3_col18\" class=\"data row3 col18\" >0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_510bd_row4_col0\" class=\"data row4 col0\" >0.09</td>\n",
       "      <td id=\"T_510bd_row4_col1\" class=\"data row4 col1\" >0.13</td>\n",
       "      <td id=\"T_510bd_row4_col2\" class=\"data row4 col2\" >0.15</td>\n",
       "      <td id=\"T_510bd_row4_col3\" class=\"data row4 col3\" >0.13</td>\n",
       "      <td id=\"T_510bd_row4_col4\" class=\"data row4 col4\" >0.09</td>\n",
       "      <td id=\"T_510bd_row4_col5\" class=\"data row4 col5\" >0.13</td>\n",
       "      <td id=\"T_510bd_row4_col6\" class=\"data row4 col6\" >0.13</td>\n",
       "      <td id=\"T_510bd_row4_col7\" class=\"data row4 col7\" >0.10</td>\n",
       "      <td id=\"T_510bd_row4_col8\" class=\"data row4 col8\" >0.07</td>\n",
       "      <td id=\"T_510bd_row4_col9\" class=\"data row4 col9\" >0.08</td>\n",
       "      <td id=\"T_510bd_row4_col10\" class=\"data row4 col10\" >0.07</td>\n",
       "      <td id=\"T_510bd_row4_col11\" class=\"data row4 col11\" >0.10</td>\n",
       "      <td id=\"T_510bd_row4_col12\" class=\"data row4 col12\" >0.08</td>\n",
       "      <td id=\"T_510bd_row4_col13\" class=\"data row4 col13\" >0.06</td>\n",
       "      <td id=\"T_510bd_row4_col14\" class=\"data row4 col14\" >0.08</td>\n",
       "      <td id=\"T_510bd_row4_col15\" class=\"data row4 col15\" >0.08</td>\n",
       "      <td id=\"T_510bd_row4_col16\" class=\"data row4 col16\" >0.01</td>\n",
       "      <td id=\"T_510bd_row4_col17\" class=\"data row4 col17\" >0.08</td>\n",
       "      <td id=\"T_510bd_row4_col18\" class=\"data row4 col18\" >0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_510bd_row5_col0\" class=\"data row5 col0\" >0.07</td>\n",
       "      <td id=\"T_510bd_row5_col1\" class=\"data row5 col1\" >0.07</td>\n",
       "      <td id=\"T_510bd_row5_col2\" class=\"data row5 col2\" >0.09</td>\n",
       "      <td id=\"T_510bd_row5_col3\" class=\"data row5 col3\" >0.08</td>\n",
       "      <td id=\"T_510bd_row5_col4\" class=\"data row5 col4\" >0.08</td>\n",
       "      <td id=\"T_510bd_row5_col5\" class=\"data row5 col5\" >0.12</td>\n",
       "      <td id=\"T_510bd_row5_col6\" class=\"data row5 col6\" >0.09</td>\n",
       "      <td id=\"T_510bd_row5_col7\" class=\"data row5 col7\" >0.03</td>\n",
       "      <td id=\"T_510bd_row5_col8\" class=\"data row5 col8\" >0.55</td>\n",
       "      <td id=\"T_510bd_row5_col9\" class=\"data row5 col9\" >0.04</td>\n",
       "      <td id=\"T_510bd_row5_col10\" class=\"data row5 col10\" >0.05</td>\n",
       "      <td id=\"T_510bd_row5_col11\" class=\"data row5 col11\" >0.20</td>\n",
       "      <td id=\"T_510bd_row5_col12\" class=\"data row5 col12\" >0.25</td>\n",
       "      <td id=\"T_510bd_row5_col13\" class=\"data row5 col13\" >0.02</td>\n",
       "      <td id=\"T_510bd_row5_col14\" class=\"data row5 col14\" >0.04</td>\n",
       "      <td id=\"T_510bd_row5_col15\" class=\"data row5 col15\" >0.03</td>\n",
       "      <td id=\"T_510bd_row5_col16\" class=\"data row5 col16\" >0.05</td>\n",
       "      <td id=\"T_510bd_row5_col17\" class=\"data row5 col17\" >0.02</td>\n",
       "      <td id=\"T_510bd_row5_col18\" class=\"data row5 col18\" >0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_510bd_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_510bd_row6_col0\" class=\"data row6 col0\" >0.04</td>\n",
       "      <td id=\"T_510bd_row6_col1\" class=\"data row6 col1\" >0.06</td>\n",
       "      <td id=\"T_510bd_row6_col2\" class=\"data row6 col2\" >0.06</td>\n",
       "      <td id=\"T_510bd_row6_col3\" class=\"data row6 col3\" >0.04</td>\n",
       "      <td id=\"T_510bd_row6_col4\" class=\"data row6 col4\" >0.11</td>\n",
       "      <td id=\"T_510bd_row6_col5\" class=\"data row6 col5\" >0.14</td>\n",
       "      <td id=\"T_510bd_row6_col6\" class=\"data row6 col6\" >0.03</td>\n",
       "      <td id=\"T_510bd_row6_col7\" class=\"data row6 col7\" >0.02</td>\n",
       "      <td id=\"T_510bd_row6_col8\" class=\"data row6 col8\" >0.03</td>\n",
       "      <td id=\"T_510bd_row6_col9\" class=\"data row6 col9\" >0.04</td>\n",
       "      <td id=\"T_510bd_row6_col10\" class=\"data row6 col10\" >0.71</td>\n",
       "      <td id=\"T_510bd_row6_col11\" class=\"data row6 col11\" >0.04</td>\n",
       "      <td id=\"T_510bd_row6_col12\" class=\"data row6 col12\" >0.03</td>\n",
       "      <td id=\"T_510bd_row6_col13\" class=\"data row6 col13\" >0.01</td>\n",
       "      <td id=\"T_510bd_row6_col14\" class=\"data row6 col14\" >0.05</td>\n",
       "      <td id=\"T_510bd_row6_col15\" class=\"data row6 col15\" >0.00</td>\n",
       "      <td id=\"T_510bd_row6_col16\" class=\"data row6 col16\" >0.01</td>\n",
       "      <td id=\"T_510bd_row6_col17\" class=\"data row6 col17\" >0.01</td>\n",
       "      <td id=\"T_510bd_row6_col18\" class=\"data row6 col18\" >0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f862ba18e10>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2 = kmeans_data_visit_x64_cl7.drop(columns = ['CUSTOMER_ID','VISIT_COUNT','REVENUE'])\n",
    "df_2 = pd.DataFrame(df_2.groupby([\"cluster_1\"]).aggregate(\"mean\"))\n",
    "df_2.style.background_gradient(axis=0, cmap=cm).format('{:,.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kmeans_data_visit_x64_cl7[[\"CUSTOMER_ID\",\"cluster_1\"]].to_csv('kmeans_data_visit_x64_cl7.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#kmeans_visit_x64_cl7.cluster_centers_"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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