extract.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "c889b94a-9b33-4b19-8d6f-f0338da903ec",
   "metadata": {},
   "source": [
    "## Programming for Data Science\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c557bbfd-5808-4ff5-abfb-a623a7c92d5e",
   "metadata": {},
   "source": [
    "### **Project 1**\n",
    "**Group members:**\n",
    "* Ghita Rholi, 20221491@novaims.unl.pt\n",
    "* Mariana Ferreira, 20211637@novaims.unl.pt\n",
    "* Mariana Neto, 20211527@novaims.unl.pt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34b8e536-f925-4e32-b179-a9d13896bd65",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "### Step 3. Feature extraction\n",
    "\n",
    "Extraction of potential useful features and assessment of features correlation structure.\n",
    "- **1.** Totals\n",
    "    - **1.1** Total amount of money spent\n",
    "    - **1.2** Total amount of purchases\n",
    "- **2.** Percentages\n",
    "    - **2.1** Percentage of purchases\n",
    "    - **2.2** Percentage of the amount of money spent\n",
    "- **3.** Child-related features\n",
    "    - **3.1** Number of Children\n",
    "    - **3.2** Has Child\n",
    "- **4.** NaN/Infinite Values\n",
    "- **5.** Redundancy analysis\n",
    "- **6.** Exporting the dataset\n",
    "   \n",
    "<br>\n",
    "\n",
    "##### Importing the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a2822186-a4ba-48ea-82ff-11c7f459c1f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Imports spearmanr function from scipy library\n",
    "from scipy.stats import spearmanr, pearsonr\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c56e545-9c82-4bbf-bae6-04b885bd5110",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52a7677d-c2de-438c-ac18-3c32ad57d6f3",
   "metadata": {},
   "source": [
    "##### Importing the dataset from the previous notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "411e18f5-da63-4ea3-9b01-96a5c8fff7d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_excel(\"after_preprocess.xlsx\", index_col = \"ID\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8c6cb60-2db3-4661-a53c-721e41ea132c",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ebd3d68-4f00-40e0-bbcc-19fe59df37de",
   "metadata": {},
   "source": [
    "## Feature extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a941952-7296-40ea-8919-92645e8e9b5c",
   "metadata": {},
   "source": [
    "Feature extraction is the process of defining a set of (new) features, which are a linear combination of the existing data. \n",
    "By eliminating redundant data from a dataset, feature extraction helps to effectively represent crucial information for future analyses.\n",
    "\n",
    "Having familiarized ourselves with the dataset in the previous steps, it is now easier to look at the data and identify new possible variables that might have a good impact on the model. To do that we can start by looking at the dataset and visualzing all the columns one more time, using the ``.T`` method on the 'data'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ad8673c4-89e2-4149-830e-ccb9eaba1537",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ID</th>\n",
       "      <th>5314</th>\n",
       "      <th>2493</th>\n",
       "      <th>4931</th>\n",
       "      <th>1100</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>Education</th>\n",
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       "      <td>36</td>\n",
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       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
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       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
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       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
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       "      <td>Widow</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <th>NTeens</th>\n",
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       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
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       "    <tr>\n",
       "      <th>MntWines</th>\n",
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       "      <td>6</td>\n",
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       "      <td>26</td>\n",
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       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
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       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
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       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
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       "      <td>10</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
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       "      <td>107</td>\n",
       "      <td>1725</td>\n",
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       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
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       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
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       "      <td>19</td>\n",
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       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>9</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
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       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
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       "      <td>5</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931     1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation   Master  Graduation   \n",
       "Age                        67          52          41       58          41   \n",
       "CustomerDays             1750        1613        1708     1379        1464   \n",
       "MaritalStatus          Single     Married      Single   Single     Married   \n",
       "NKids                       0           0           0        1           0   \n",
       "NTeens                      1           1           0        2           0   \n",
       "Income                40689.0     61286.0    157146.0  41275.0     31353.0   \n",
       "MntWines                  270         356           1       24          10   \n",
       "MntFruits                   3           0           0        4           0   \n",
       "MntMeatProducts            27         107        1725       22          10   \n",
       "MntFishProducts            39          19           2        0           3   \n",
       "MntSweetProducts            6           9           1        2           1   \n",
       "MntGoldProds               99         117           1        9           7   \n",
       "Complain                    0           0           0        0           0   \n",
       "Recency                    69          34          13       33          24   \n",
       "NDealsPurchases             7           2           0        4           2   \n",
       "NWebPurchases               7           7           0        3           1   \n",
       "NCatalogPurchases           1           1          28        1           1   \n",
       "NStorePurchases             5           8           0        3           2   \n",
       "NWebVisitsMonth             8           5           1        5           8   \n",
       "Response1                   0           0           0        0           0   \n",
       "Response2                   0           0           0        0           0   \n",
       "Response3                   0           0           0        0           0   \n",
       "Response4                   0           0           0        0           0   \n",
       "Response5                   0           0           0        0           0   \n",
       "Response                    0           0           0        0           0   \n",
       "\n",
       "ID                   2795            5555        10277    624         9499   \\\n",
       "Education           Master      Graduation  Graduation   Master  Graduation   \n",
       "Age                     60              43          57       34          64   \n",
       "CustomerDays          1645            1424        1775     1878        1700   \n",
       "MaritalStatus       Single        Divorced      Single   Single     Married   \n",
       "NKids                    2               0           0        0           1   \n",
       "NTeens                   1               0           1        0           2   \n",
       "Income             30523.0        153924.0     30081.0  18890.0     93404.0   \n",
       "MntWines                 5               0          36        6        1279   \n",
       "MntFruits                0               0           0        4          15   \n",
       "MntMeatProducts          3               0           2        1         287   \n",
       "MntFishProducts          0               0           0        7          20   \n",
       "MntSweetProducts         0               0           0        2           0   \n",
       "MntGoldProds             5               1           4       15          15   \n",
       "Complain                 0               0           0        0           0   \n",
       "Recency                  0  Not Applicable          27        5          97   \n",
       "NDealsPurchases          1               0           1        1           3   \n",
       "NWebPurchases            1               0           1        0           3   \n",
       "NCatalogPurchases        0               0           0        1           4   \n",
       "NStorePurchases          2               0           3        2           7   \n",
       "NWebVisitsMonth          7               0           7        6           5   \n",
       "Response1                0               0           0        0           0   \n",
       "Response2                0               0           0        0           0   \n",
       "Response3                0               0           0        1           0   \n",
       "Response4                0               0           0        0           1   \n",
       "Response5                0               0           0        0           1   \n",
       "Response                 0               0           0        1           0   \n",
       "\n",
       "ID                 ...       9937     2461     9606        7214        6424   \\\n",
       "Education          ...  Graduation   Master      PhD  Graduation  Graduation   \n",
       "Age                ...          39       63       53          61          41   \n",
       "CustomerDays       ...        1460     1475     1588        1641        1432   \n",
       "MaritalStatus      ...      Single   Single  Married     Married      Single   \n",
       "NKids              ...           0        1        0           0           1   \n",
       "NTeens             ...           0        1        0           0           0   \n",
       "Income             ...     70337.0  51124.0  69969.0     62187.0     33178.0   \n",
       "MntWines           ...         187       26      882         792          12   \n",
       "MntFruits          ...          81        1       29           0           6   \n",
       "MntMeatProducts    ...         149       11      514         275           2   \n",
       "MntFishProducts    ...          25        0       38          45          11   \n",
       "MntSweetProducts   ...          43        1       29          45           2   \n",
       "MntGoldProds       ...          91        4       44         126          16   \n",
       "Complain           ...           0        0        0           0           0   \n",
       "Recency            ...          75       79       64          49           9   \n",
       "NDealsPurchases    ...           1        2        1           1           1   \n",
       "NWebPurchases      ...           2        1        4           4           1   \n",
       "NCatalogPurchases  ...           2        0        2           8           0   \n",
       "NStorePurchases    ...          12        3        6           5           3   \n",
       "NWebVisitsMonth    ...           1        3        3           3           4   \n",
       "Response1          ...           0        0        1           0           0   \n",
       "Response2          ...           0        0        0           0           0   \n",
       "Response3          ...           0        0        0           0           0   \n",
       "Response4          ...           0        0        0           0           0   \n",
       "Response5          ...           0        0        1           0           0   \n",
       "Response           ...           0        0        1           0           0   \n",
       "\n",
       "ID                      3887     5181        5758        9729     10478  \n",
       "Education          Graduation    Basic  Graduation  Graduation      PhD  \n",
       "Age                        48       36          36          63       68  \n",
       "CustomerDays             1877     1748        1448        1674     1922  \n",
       "MaritalStatus          Single   Single     Married       Widow  Married  \n",
       "NKids                       1        1           0           1        1  \n",
       "NTeens                      0        0           0           1        1  \n",
       "Income                27242.0  24367.0     65169.0     58275.0  55517.0  \n",
       "MntWines                    3        2        1074         189      483  \n",
       "MntFruits                  17        4           0          10        0  \n",
       "MntMeatProducts            26        2          69         253      108  \n",
       "MntFishProducts            20        0           0          56        0  \n",
       "MntSweetProducts            1       11           0          43        6  \n",
       "MntGoldProds               39        5          46          64       36  \n",
       "Complain                    0        0           0           0        0  \n",
       "Recency                     2       58          23          48       53  \n",
       "NDealsPurchases             2        1           1           6        5  \n",
       "NWebPurchases               2        1          10           8       11  \n",
       "NCatalogPurchases           0        0           4           2        1  \n",
       "NStorePurchases             3        2          13           7        6  \n",
       "NWebVisitsMonth             9        9           6           7        9  \n",
       "Response1                   0        0           1           0        0  \n",
       "Response2                   0        0           1           0        0  \n",
       "Response3                   0        0           1           0        0  \n",
       "Response4                   0        0           0           0        0  \n",
       "Response5                   0        0           1           0        0  \n",
       "Response                    1        0           1           0        1  \n",
       "\n",
       "[26 rows x 2065 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d88c0d51-c906-4434-896c-aa8f747a2d26",
   "metadata": {},
   "source": [
    "Prior to generating the new columns, we create a function (``get_columns_index()``) that will be useful for visual purposes. That is, this function will return either a text where the index of a given column (or a list of columns) is described or it will return the index itself. If the parameter index_describe is 'yes', then the function will print the column name and the corresponding index, and if it is 'no', the function will retun the index value.\n",
    "This function is defined in the code below.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1965ab43-5b8b-4b88-8096-346bb1a1e436",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_columns_index(column_names, index_described):\n",
    "    # Column names can either be a list or a string\n",
    "    # If column_names is a list\n",
    "    if isinstance(column_names, list):\n",
    "        # It uses all the column names in the list\n",
    "        for column_name in column_names:\n",
    "            # It gets the index of the columns corresponding to the names\n",
    "            index = data.columns.get_loc(column_name)\n",
    "            # If it is wanted the index to be described, index_describe is equal to yes\n",
    "            if index_described == 'yes':\n",
    "                # It prints the column name and the associated index\n",
    "                print(f'Index of column named {column_name} is: {index}')\n",
    "            # If it is not wanted the index to be described, index_describe is equal to no\n",
    "            elif index_described == 'no':\n",
    "                return index\n",
    "            # If the value of index_described is not valid, nothing happens\n",
    "            else:\n",
    "                return\n",
    "    # If column_names is a string\n",
    "    elif isinstance(column_names, str):\n",
    "        # It gets the index of the column corresponding to the name\n",
    "        index = data.columns.get_loc(column_names)\n",
    "        if index_described == 'yes':\n",
    "            # It prints the column name and the associated index\n",
    "            print(f'Index of column named {column_names} is: {index}')\n",
    "            # If it is not wanted the index to be described, index_describe is equal to no\n",
    "        elif index_described == 'no':\n",
    "            return index\n",
    "            # If the value of index_described is not valid, nothing happens\n",
    "        else:\n",
    "            return\n",
    "    # If column_names is neither a string nor a list, nothing happens\n",
    "    else:\n",
    "        return"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfcb88ab-8a92-475a-b7c4-fe97958e417b",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15cfb795-8c24-4d8b-a0c9-255093ded0f2",
   "metadata": {},
   "source": [
    "## **1.** Totals\n",
    "\n",
    "The Totals features correspond to the sum of all the features within a certain group. This linear combination allows for a more accurate interpretation of an individual's behavior, since it provides the overall behavior in a category (Which, in this case, will be purchases and money spent).\n",
    "\n",
    "To automatize the extraction of such variables, a function (``total()``) is created. This function is defined in the code below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "23140ade-b59f-4b1e-94c9-c35b129b14c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def total(columns, suffix, index):\n",
    "    total = 0\n",
    "    for column in columns:\n",
    "        total += data[column]\n",
    "    data.insert(loc=index, column=f\"Total{suffix}\", value = total)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30acbdfd-eebc-40b2-ab99-53a2f0a2a600",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9be19ab7-892c-4af2-95a5-98982887d42e",
   "metadata": {},
   "source": [
    "#### **1.1** Total amount of money spent\n",
    "\n",
    "The Total amount of money spent (TotalMnt), corresponding to the sum of the columns MntFishProducts, MntMeatProducts, MntFruits, MntSweetProducts, and MntWines, is an important measurement. This is due to the fact that, in this particular model, it may be relevant to know which individuals spent the most and the least money within the company."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0801964f-a9e0-4804-ad80-eb837cf729d4",
   "metadata": {},
   "source": [
    "Just before creating this feature, the function ``get_columns_index()`` is used so that it is known the indexes of the columns used to generate the respective feature. With that information, it is possible to place the new feature next to the ones it is related to."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "82f025a9-2599-4bd4-843b-24aeb7979f93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index of column named MntWines is: 7\n",
      "Index of column named MntFruits is: 8\n",
      "Index of column named MntMeatProducts is: 9\n",
      "Index of column named MntFishProducts is: 10\n",
      "Index of column named MntSweetProducts is: 11\n"
     ]
    }
   ],
   "source": [
    "column_names = [\"MntWines\",\"MntFruits\",\"MntMeatProducts\",\"MntFishProducts\",\"MntSweetProducts\"]\n",
    "get_columns_index(column_names, 'yes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eae3eb90-0811-4eb7-a539-5d94d583f920",
   "metadata": {},
   "source": [
    "The code above enabled the acknowlegment that the last column related to the amount of money spent on products is in the index 12, therefore, the feature TotalMnt may be placed in index 13. In the cell below, the new column is inserted in the data, in index 13, with the suffix 'Mnt' and considering all the column names in the column_names list from the code above.\n",
    "\n",
    "The data is being displayed, transposed, so that we can check if the position is correct."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3fad02d8-31f5-43f2-9e23-077ee84dd0eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ID</th>\n",
       "      <th>5314</th>\n",
       "      <th>2493</th>\n",
       "      <th>4931</th>\n",
       "      <th>1100</th>\n",
       "      <th>7224</th>\n",
       "      <th>2795</th>\n",
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       "      <th>10277</th>\n",
       "      <th>624</th>\n",
       "      <th>9499</th>\n",
       "      <th>...</th>\n",
       "      <th>9937</th>\n",
       "      <th>2461</th>\n",
       "      <th>9606</th>\n",
       "      <th>7214</th>\n",
       "      <th>6424</th>\n",
       "      <th>3887</th>\n",
       "      <th>5181</th>\n",
       "      <th>5758</th>\n",
       "      <th>9729</th>\n",
       "      <th>10478</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>...</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>PhD</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Basic</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>PhD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931     1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation   Master  Graduation   \n",
       "Age                        67          52          41       58          41   \n",
       "CustomerDays             1750        1613        1708     1379        1464   \n",
       "MaritalStatus          Single     Married      Single   Single     Married   \n",
       "NKids                       0           0           0        1           0   \n",
       "NTeens                      1           1           0        2           0   \n",
       "Income                40689.0     61286.0    157146.0  41275.0     31353.0   \n",
       "MntWines                  270         356           1       24          10   \n",
       "MntFruits                   3           0           0        4           0   \n",
       "MntMeatProducts            27         107        1725       22          10   \n",
       "MntFishProducts            39          19           2        0           3   \n",
       "MntSweetProducts            6           9           1        2           1   \n",
       "MntGoldProds               99         117           1        9           7   \n",
       "TotalMnt                  345         491        1729       52          24   \n",
       "Complain                    0           0           0        0           0   \n",
       "Recency                    69          34          13       33          24   \n",
       "NDealsPurchases             7           2           0        4           2   \n",
       "NWebPurchases               7           7           0        3           1   \n",
       "NCatalogPurchases           1           1          28        1           1   \n",
       "NStorePurchases             5           8           0        3           2   \n",
       "NWebVisitsMonth             8           5           1        5           8   \n",
       "Response1                   0           0           0        0           0   \n",
       "Response2                   0           0           0        0           0   \n",
       "Response3                   0           0           0        0           0   \n",
       "Response4                   0           0           0        0           0   \n",
       "Response5                   0           0           0        0           0   \n",
       "Response                    0           0           0        0           0   \n",
       "\n",
       "ID                   2795            5555        10277    624         9499   \\\n",
       "Education           Master      Graduation  Graduation   Master  Graduation   \n",
       "Age                     60              43          57       34          64   \n",
       "CustomerDays          1645            1424        1775     1878        1700   \n",
       "MaritalStatus       Single        Divorced      Single   Single     Married   \n",
       "NKids                    2               0           0        0           1   \n",
       "NTeens                   1               0           1        0           2   \n",
       "Income             30523.0        153924.0     30081.0  18890.0     93404.0   \n",
       "MntWines                 5               0          36        6        1279   \n",
       "MntFruits                0               0           0        4          15   \n",
       "MntMeatProducts          3               0           2        1         287   \n",
       "MntFishProducts          0               0           0        7          20   \n",
       "MntSweetProducts         0               0           0        2           0   \n",
       "MntGoldProds             5               1           4       15          15   \n",
       "TotalMnt                 8               0          38       20        1601   \n",
       "Complain                 0               0           0        0           0   \n",
       "Recency                  0  Not Applicable          27        5          97   \n",
       "NDealsPurchases          1               0           1        1           3   \n",
       "NWebPurchases            1               0           1        0           3   \n",
       "NCatalogPurchases        0               0           0        1           4   \n",
       "NStorePurchases          2               0           3        2           7   \n",
       "NWebVisitsMonth          7               0           7        6           5   \n",
       "Response1                0               0           0        0           0   \n",
       "Response2                0               0           0        0           0   \n",
       "Response3                0               0           0        1           0   \n",
       "Response4                0               0           0        0           1   \n",
       "Response5                0               0           0        0           1   \n",
       "Response                 0               0           0        1           0   \n",
       "\n",
       "ID                 ...       9937     2461     9606        7214        6424   \\\n",
       "Education          ...  Graduation   Master      PhD  Graduation  Graduation   \n",
       "Age                ...          39       63       53          61          41   \n",
       "CustomerDays       ...        1460     1475     1588        1641        1432   \n",
       "MaritalStatus      ...      Single   Single  Married     Married      Single   \n",
       "NKids              ...           0        1        0           0           1   \n",
       "NTeens             ...           0        1        0           0           0   \n",
       "Income             ...     70337.0  51124.0  69969.0     62187.0     33178.0   \n",
       "MntWines           ...         187       26      882         792          12   \n",
       "MntFruits          ...          81        1       29           0           6   \n",
       "MntMeatProducts    ...         149       11      514         275           2   \n",
       "MntFishProducts    ...          25        0       38          45          11   \n",
       "MntSweetProducts   ...          43        1       29          45           2   \n",
       "MntGoldProds       ...          91        4       44         126          16   \n",
       "TotalMnt           ...         485       39     1492        1157          33   \n",
       "Complain           ...           0        0        0           0           0   \n",
       "Recency            ...          75       79       64          49           9   \n",
       "NDealsPurchases    ...           1        2        1           1           1   \n",
       "NWebPurchases      ...           2        1        4           4           1   \n",
       "NCatalogPurchases  ...           2        0        2           8           0   \n",
       "NStorePurchases    ...          12        3        6           5           3   \n",
       "NWebVisitsMonth    ...           1        3        3           3           4   \n",
       "Response1          ...           0        0        1           0           0   \n",
       "Response2          ...           0        0        0           0           0   \n",
       "Response3          ...           0        0        0           0           0   \n",
       "Response4          ...           0        0        0           0           0   \n",
       "Response5          ...           0        0        1           0           0   \n",
       "Response           ...           0        0        1           0           0   \n",
       "\n",
       "ID                      3887     5181        5758        9729     10478  \n",
       "Education          Graduation    Basic  Graduation  Graduation      PhD  \n",
       "Age                        48       36          36          63       68  \n",
       "CustomerDays             1877     1748        1448        1674     1922  \n",
       "MaritalStatus          Single   Single     Married       Widow  Married  \n",
       "NKids                       1        1           0           1        1  \n",
       "NTeens                      0        0           0           1        1  \n",
       "Income                27242.0  24367.0     65169.0     58275.0  55517.0  \n",
       "MntWines                    3        2        1074         189      483  \n",
       "MntFruits                  17        4           0          10        0  \n",
       "MntMeatProducts            26        2          69         253      108  \n",
       "MntFishProducts            20        0           0          56        0  \n",
       "MntSweetProducts            1       11           0          43        6  \n",
       "MntGoldProds               39        5          46          64       36  \n",
       "TotalMnt                   67       19        1143         551      597  \n",
       "Complain                    0        0           0           0        0  \n",
       "Recency                     2       58          23          48       53  \n",
       "NDealsPurchases             2        1           1           6        5  \n",
       "NWebPurchases               2        1          10           8       11  \n",
       "NCatalogPurchases           0        0           4           2        1  \n",
       "NStorePurchases             3        2          13           7        6  \n",
       "NWebVisitsMonth             9        9           6           7        9  \n",
       "Response1                   0        0           1           0        0  \n",
       "Response2                   0        0           1           0        0  \n",
       "Response3                   0        0           1           0        0  \n",
       "Response4                   0        0           0           0        0  \n",
       "Response5                   0        0           1           0        0  \n",
       "Response                    1        0           1           0        1  \n",
       "\n",
       "[27 rows x 2065 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total(column_names, 'Mnt', 13)\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ce1823c-dcd4-437c-ad6a-1de7e968842a",
   "metadata": {},
   "source": [
    "Through the visualization of the table above, it is observed that the new column (TotalMnt) is in the intended position."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e279b95-3361-40a0-ae77-6c7432a80a22",
   "metadata": {},
   "source": [
    "The ``.filter()`` function subsets the dataframe columns according to the word \"Mnt\", in order to get a better look at the values related to wines, fruits, meat, fish, sweet, gold products and the total amount spent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "148a6b9c-2317-4de4-88b2-8f079e139a30",
   "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>MntWines</th>\n",
       "      <th>MntFruits</th>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <th>MntFishProducts</th>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <th>MntGoldProds</th>\n",
       "      <th>TotalMnt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5314</th>\n",
       "      <td>270</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>99</td>\n",
       "      <td>345</td>\n",
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       "      <th>2493</th>\n",
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       "      <td>107</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>117</td>\n",
       "      <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4931</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1725</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1729</td>\n",
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       "      <td>24</td>\n",
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       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7224</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>67</td>\n",
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       "    <tr>\n",
       "      <th>5181</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5758</th>\n",
       "      <td>1074</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>1143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9729</th>\n",
       "      <td>189</td>\n",
       "      <td>10</td>\n",
       "      <td>253</td>\n",
       "      <td>56</td>\n",
       "      <td>43</td>\n",
       "      <td>64</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10478</th>\n",
       "      <td>483</td>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MntWines  MntFruits  MntMeatProducts  MntFishProducts  \\\n",
       "ID                                                             \n",
       "5314        270          3               27               39   \n",
       "2493        356          0              107               19   \n",
       "4931          1          0             1725                2   \n",
       "1100         24          4               22                0   \n",
       "7224         10          0               10                3   \n",
       "...         ...        ...              ...              ...   \n",
       "3887          3         17               26               20   \n",
       "5181          2          4                2                0   \n",
       "5758       1074          0               69                0   \n",
       "9729        189         10              253               56   \n",
       "10478       483          0              108                0   \n",
       "\n",
       "       MntSweetProducts  MntGoldProds  TotalMnt  \n",
       "ID                                               \n",
       "5314                  6            99       345  \n",
       "2493                  9           117       491  \n",
       "4931                  1             1      1729  \n",
       "1100                  2             9        52  \n",
       "7224                  1             7        24  \n",
       "...                 ...           ...       ...  \n",
       "3887                  1            39        67  \n",
       "5181                 11             5        19  \n",
       "5758                  0            46      1143  \n",
       "9729                 43            64       551  \n",
       "10478                 6            36       597  \n",
       "\n",
       "[2065 rows x 7 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.filter(regex=\"Mnt\",axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70c71b68-dacf-47f4-8351-5c4e61795677",
   "metadata": {},
   "source": [
    "With the table above it is possible to observe that the TotalMnt column was correctly implemented."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c040d084-a768-45a5-b0ea-e94db3dbb429",
   "metadata": {},
   "source": [
    "<br> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34baad7f-ed3c-47e3-b29a-1c9af2236481",
   "metadata": {},
   "source": [
    "#### **1.2** Total amount of purchases\n",
    "\n",
    "The Total amount of Purchases (TotalPurchases) corresponds to the sum of the amount of purchases made using the companies' website (NWebPurchases), the catalog (NCatalogPurchases) and in the store (NStorePurchases). This feature may help understand which customers have purchased the most and the least.\n",
    "\n",
    "The function below is used to get the indexes of the columns NWebPurchases, NCatalogPurchases and NStorePurchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7d9d53c9-7163-4c44-8c00-5673b8025dc1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index of column named NWebPurchases is: 17\n",
      "Index of column named NCatalogPurchases is: 18\n",
      "Index of column named NStorePurchases is: 19\n"
     ]
    }
   ],
   "source": [
    "column_names = [\"NWebPurchases\",\"NCatalogPurchases\",\"NStorePurchases\"]\n",
    "get_columns_index(column_names, 'yes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "922adfb7-b0e0-4543-ba78-404ac2f9714a",
   "metadata": {},
   "source": [
    "The last index given by the function is 19. Therefore, for the new feature to be placed next to the ones it is related to, it will be stored at index 20."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a526e104-e89c-4a56-a218-e72d0d1de91a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>ID</th>\n",
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       "  </thead>\n",
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       "      <th>Education</th>\n",
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       "      <td>Graduation</td>\n",
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       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931     1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation   Master  Graduation   \n",
       "Age                        67          52          41       58          41   \n",
       "CustomerDays             1750        1613        1708     1379        1464   \n",
       "MaritalStatus          Single     Married      Single   Single     Married   \n",
       "NKids                       0           0           0        1           0   \n",
       "NTeens                      1           1           0        2           0   \n",
       "Income                40689.0     61286.0    157146.0  41275.0     31353.0   \n",
       "MntWines                  270         356           1       24          10   \n",
       "MntFruits                   3           0           0        4           0   \n",
       "MntMeatProducts            27         107        1725       22          10   \n",
       "MntFishProducts            39          19           2        0           3   \n",
       "MntSweetProducts            6           9           1        2           1   \n",
       "MntGoldProds               99         117           1        9           7   \n",
       "TotalMnt                  345         491        1729       52          24   \n",
       "Complain                    0           0           0        0           0   \n",
       "Recency                    69          34          13       33          24   \n",
       "NDealsPurchases             7           2           0        4           2   \n",
       "NWebPurchases               7           7           0        3           1   \n",
       "NCatalogPurchases           1           1          28        1           1   \n",
       "NStorePurchases             5           8           0        3           2   \n",
       "TotalPurchases             13          16          28        7           4   \n",
       "NWebVisitsMonth             8           5           1        5           8   \n",
       "Response1                   0           0           0        0           0   \n",
       "Response2                   0           0           0        0           0   \n",
       "Response3                   0           0           0        0           0   \n",
       "Response4                   0           0           0        0           0   \n",
       "Response5                   0           0           0        0           0   \n",
       "Response                    0           0           0        0           0   \n",
       "\n",
       "ID                   2795            5555        10277    624         9499   \\\n",
       "Education           Master      Graduation  Graduation   Master  Graduation   \n",
       "Age                     60              43          57       34          64   \n",
       "CustomerDays          1645            1424        1775     1878        1700   \n",
       "MaritalStatus       Single        Divorced      Single   Single     Married   \n",
       "NKids                    2               0           0        0           1   \n",
       "NTeens                   1               0           1        0           2   \n",
       "Income             30523.0        153924.0     30081.0  18890.0     93404.0   \n",
       "MntWines                 5               0          36        6        1279   \n",
       "MntFruits                0               0           0        4          15   \n",
       "MntMeatProducts          3               0           2        1         287   \n",
       "MntFishProducts          0               0           0        7          20   \n",
       "MntSweetProducts         0               0           0        2           0   \n",
       "MntGoldProds             5               1           4       15          15   \n",
       "TotalMnt                 8               0          38       20        1601   \n",
       "Complain                 0               0           0        0           0   \n",
       "Recency                  0  Not Applicable          27        5          97   \n",
       "NDealsPurchases          1               0           1        1           3   \n",
       "NWebPurchases            1               0           1        0           3   \n",
       "NCatalogPurchases        0               0           0        1           4   \n",
       "NStorePurchases          2               0           3        2           7   \n",
       "TotalPurchases           3               0           4        3          14   \n",
       "NWebVisitsMonth          7               0           7        6           5   \n",
       "Response1                0               0           0        0           0   \n",
       "Response2                0               0           0        0           0   \n",
       "Response3                0               0           0        1           0   \n",
       "Response4                0               0           0        0           1   \n",
       "Response5                0               0           0        0           1   \n",
       "Response                 0               0           0        1           0   \n",
       "\n",
       "ID                 ...       9937     2461     9606        7214        6424   \\\n",
       "Education          ...  Graduation   Master      PhD  Graduation  Graduation   \n",
       "Age                ...          39       63       53          61          41   \n",
       "CustomerDays       ...        1460     1475     1588        1641        1432   \n",
       "MaritalStatus      ...      Single   Single  Married     Married      Single   \n",
       "NKids              ...           0        1        0           0           1   \n",
       "NTeens             ...           0        1        0           0           0   \n",
       "Income             ...     70337.0  51124.0  69969.0     62187.0     33178.0   \n",
       "MntWines           ...         187       26      882         792          12   \n",
       "MntFruits          ...          81        1       29           0           6   \n",
       "MntMeatProducts    ...         149       11      514         275           2   \n",
       "MntFishProducts    ...          25        0       38          45          11   \n",
       "MntSweetProducts   ...          43        1       29          45           2   \n",
       "MntGoldProds       ...          91        4       44         126          16   \n",
       "TotalMnt           ...         485       39     1492        1157          33   \n",
       "Complain           ...           0        0        0           0           0   \n",
       "Recency            ...          75       79       64          49           9   \n",
       "NDealsPurchases    ...           1        2        1           1           1   \n",
       "NWebPurchases      ...           2        1        4           4           1   \n",
       "NCatalogPurchases  ...           2        0        2           8           0   \n",
       "NStorePurchases    ...          12        3        6           5           3   \n",
       "TotalPurchases     ...          16        4       12          17           4   \n",
       "NWebVisitsMonth    ...           1        3        3           3           4   \n",
       "Response1          ...           0        0        1           0           0   \n",
       "Response2          ...           0        0        0           0           0   \n",
       "Response3          ...           0        0        0           0           0   \n",
       "Response4          ...           0        0        0           0           0   \n",
       "Response5          ...           0        0        1           0           0   \n",
       "Response           ...           0        0        1           0           0   \n",
       "\n",
       "ID                      3887     5181        5758        9729     10478  \n",
       "Education          Graduation    Basic  Graduation  Graduation      PhD  \n",
       "Age                        48       36          36          63       68  \n",
       "CustomerDays             1877     1748        1448        1674     1922  \n",
       "MaritalStatus          Single   Single     Married       Widow  Married  \n",
       "NKids                       1        1           0           1        1  \n",
       "NTeens                      0        0           0           1        1  \n",
       "Income                27242.0  24367.0     65169.0     58275.0  55517.0  \n",
       "MntWines                    3        2        1074         189      483  \n",
       "MntFruits                  17        4           0          10        0  \n",
       "MntMeatProducts            26        2          69         253      108  \n",
       "MntFishProducts            20        0           0          56        0  \n",
       "MntSweetProducts            1       11           0          43        6  \n",
       "MntGoldProds               39        5          46          64       36  \n",
       "TotalMnt                   67       19        1143         551      597  \n",
       "Complain                    0        0           0           0        0  \n",
       "Recency                     2       58          23          48       53  \n",
       "NDealsPurchases             2        1           1           6        5  \n",
       "NWebPurchases               2        1          10           8       11  \n",
       "NCatalogPurchases           0        0           4           2        1  \n",
       "NStorePurchases             3        2          13           7        6  \n",
       "TotalPurchases              5        3          27          17       18  \n",
       "NWebVisitsMonth             9        9           6           7        9  \n",
       "Response1                   0        0           1           0        0  \n",
       "Response2                   0        0           1           0        0  \n",
       "Response3                   0        0           1           0        0  \n",
       "Response4                   0        0           0           0        0  \n",
       "Response5                   0        0           1           0        0  \n",
       "Response                    1        0           1           0        1  \n",
       "\n",
       "[28 rows x 2065 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total(column_names, 'Purchases', 20)\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c438828-711b-4fa1-a04e-ab5d53e3cb3c",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "We can use, again, the ``.filter()`` method to get a better look at the features related to purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a128143b-a199-46c5-833c-f7996dc17a60",
   "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>NDealsPurchases</th>\n",
       "      <th>NWebPurchases</th>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <th>NStorePurchases</th>\n",
       "      <th>TotalPurchases</th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th>5314</th>\n",
       "      <td>7</td>\n",
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       "      <td>13</td>\n",
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       "      <th>2493</th>\n",
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       "      <td>16</td>\n",
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       "      <td>7</td>\n",
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       "      <th>3887</th>\n",
       "      <td>2</td>\n",
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       "      <td>3</td>\n",
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       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NDealsPurchases  NWebPurchases  NCatalogPurchases  NStorePurchases  \\\n",
       "ID                                                                          \n",
       "5314                 7              7                  1                5   \n",
       "2493                 2              7                  1                8   \n",
       "4931                 0              0                 28                0   \n",
       "1100                 4              3                  1                3   \n",
       "7224                 2              1                  1                2   \n",
       "...                ...            ...                ...              ...   \n",
       "3887                 2              2                  0                3   \n",
       "5181                 1              1                  0                2   \n",
       "5758                 1             10                  4               13   \n",
       "9729                 6              8                  2                7   \n",
       "10478                5             11                  1                6   \n",
       "\n",
       "       TotalPurchases  \n",
       "ID                     \n",
       "5314               13  \n",
       "2493               16  \n",
       "4931               28  \n",
       "1100                7  \n",
       "7224                4  \n",
       "...               ...  \n",
       "3887                5  \n",
       "5181                3  \n",
       "5758               27  \n",
       "9729               17  \n",
       "10478              18  \n",
       "\n",
       "[2065 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.filter(regex=\"Purchases\",axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "731156be-e013-4ad1-8c35-bffd5aa1c0f2",
   "metadata": {},
   "source": [
    "With the table above it is possible to observe that the TotalPurchases column was correctly implemented."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "916b5af2-b77d-4558-8cdd-a48cd688ec59",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbe02a11-5426-46d9-8b96-05a0190c288a",
   "metadata": {},
   "source": [
    "## **2.** Percentages\n",
    "\n",
    "Percentages are a commonly used way to represent data. It is easy to understand in any context, especially in comparison to mere numbers that might not convey anything to potential readers. Thus, it could be beneficial to create new features that will represent some useful percentage for the model.\n",
    "\n",
    "To automatize the creation of this new features, it is first defined a function (``percentages()``) which is defined in the code below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4072ab68-87d7-40ac-9b47-f9963b78f5db",
   "metadata": {},
   "outputs": [],
   "source": [
    "def percentages(numerator, denominator, index, suffix):\n",
    "    percentages = (data[numerator] / data[denominator])*100\n",
    "    data.insert(loc = index, column= 'P' + suffix, value = percentages)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2bd7cd1-f865-4825-a1f5-5e188b1da6ef",
   "metadata": {
    "tags": []
   },
   "source": [
    "<br>\n",
    "\n",
    "#### **2.1** Percentage of purchases\n",
    "An interesting feature that can help understand which purchasing channel is most appealing to a customer is the percentage of purchases. This will allow insight on the purchases made through the catalog, the company's website, and the store in such a way as to recognize patterns that indicate a customer's preference (purchasing from the store, website, or catalog). \n",
    "\n",
    "<br>\n",
    "\n",
    "**2.1.1** Percentage of catalog purchases"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ee3e07b-f596-4267-a0db-13fb6ec48853",
   "metadata": {},
   "source": [
    "The percentage of catalog purchases is the proportion of the amount of purchases made using a catalog, by the total number of purchases made using the three different channels. \n",
    "\n",
    "In the next cell it is executed the function that returns the index of the column NCatalogPurchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5a669933-031e-4e28-8b00-5d55bcc6975b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index of column named NCatalogPurchases is: 18\n"
     ]
    }
   ],
   "source": [
    "get_columns_index(\"NCatalogPurchases\", 'yes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "278d0ab2-89e0-4c85-8ee3-ca426fd9548f",
   "metadata": {},
   "source": [
    "NCatalogPurchases is at index 18, therefore, the feature PCatalogPurchases will be store at index 19."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "897ac968-d652-4878-84cf-db0efd763033",
   "metadata": {},
   "source": [
    "The following code creates a feature with the mentioned percentage of NCatalogPurchases in TotalPurchases, which is placed in index 19."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "41784627-8a37-47e2-a60d-06c48c9e8102",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Education</th>\n",
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       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Basic</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>PhD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCatalogPurchases</th>\n",
       "      <td>7.692308</td>\n",
       "      <td>6.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931       1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation     Master  Graduation   \n",
       "Age                        67          52          41         58          41   \n",
       "CustomerDays             1750        1613        1708       1379        1464   \n",
       "MaritalStatus          Single     Married      Single     Single     Married   \n",
       "NKids                       0           0           0          1           0   \n",
       "NTeens                      1           1           0          2           0   \n",
       "Income                40689.0     61286.0    157146.0    41275.0     31353.0   \n",
       "MntWines                  270         356           1         24          10   \n",
       "MntFruits                   3           0           0          4           0   \n",
       "MntMeatProducts            27         107        1725         22          10   \n",
       "MntFishProducts            39          19           2          0           3   \n",
       "MntSweetProducts            6           9           1          2           1   \n",
       "MntGoldProds               99         117           1          9           7   \n",
       "TotalMnt                  345         491        1729         52          24   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    69          34          13         33          24   \n",
       "NDealsPurchases             7           2           0          4           2   \n",
       "NWebPurchases               7           7           0          3           1   \n",
       "NCatalogPurchases           1           1          28          1           1   \n",
       "PCatalogPurchases    7.692308        6.25       100.0  14.285714        25.0   \n",
       "NStorePurchases             5           8           0          3           2   \n",
       "TotalPurchases             13          16          28          7           4   \n",
       "NWebVisitsMonth             8           5           1          5           8   \n",
       "Response1                   0           0           0          0           0   \n",
       "Response2                   0           0           0          0           0   \n",
       "Response3                   0           0           0          0           0   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           0   \n",
       "Response                    0           0           0          0           0   \n",
       "\n",
       "ID                   2795            5555        10277      624         9499   \\\n",
       "Education           Master      Graduation  Graduation     Master  Graduation   \n",
       "Age                     60              43          57         34          64   \n",
       "CustomerDays          1645            1424        1775       1878        1700   \n",
       "MaritalStatus       Single        Divorced      Single     Single     Married   \n",
       "NKids                    2               0           0          0           1   \n",
       "NTeens                   1               0           1          0           2   \n",
       "Income             30523.0        153924.0     30081.0    18890.0     93404.0   \n",
       "MntWines                 5               0          36          6        1279   \n",
       "MntFruits                0               0           0          4          15   \n",
       "MntMeatProducts          3               0           2          1         287   \n",
       "MntFishProducts          0               0           0          7          20   \n",
       "MntSweetProducts         0               0           0          2           0   \n",
       "MntGoldProds             5               1           4         15          15   \n",
       "TotalMnt                 8               0          38         20        1601   \n",
       "Complain                 0               0           0          0           0   \n",
       "Recency                  0  Not Applicable          27          5          97   \n",
       "NDealsPurchases          1               0           1          1           3   \n",
       "NWebPurchases            1               0           1          0           3   \n",
       "NCatalogPurchases        0               0           0          1           4   \n",
       "PCatalogPurchases      0.0             NaN         0.0  33.333333   28.571429   \n",
       "NStorePurchases          2               0           3          2           7   \n",
       "TotalPurchases           3               0           4          3          14   \n",
       "NWebVisitsMonth          7               0           7          6           5   \n",
       "Response1                0               0           0          0           0   \n",
       "Response2                0               0           0          0           0   \n",
       "Response3                0               0           0          1           0   \n",
       "Response4                0               0           0          0           1   \n",
       "Response5                0               0           0          0           1   \n",
       "Response                 0               0           0          1           0   \n",
       "\n",
       "ID                 ...       9937     2461       9606        7214   \\\n",
       "Education          ...  Graduation   Master        PhD  Graduation   \n",
       "Age                ...          39       63         53          61   \n",
       "CustomerDays       ...        1460     1475       1588        1641   \n",
       "MaritalStatus      ...      Single   Single    Married     Married   \n",
       "NKids              ...           0        1          0           0   \n",
       "NTeens             ...           0        1          0           0   \n",
       "Income             ...     70337.0  51124.0    69969.0     62187.0   \n",
       "MntWines           ...         187       26        882         792   \n",
       "MntFruits          ...          81        1         29           0   \n",
       "MntMeatProducts    ...         149       11        514         275   \n",
       "MntFishProducts    ...          25        0         38          45   \n",
       "MntSweetProducts   ...          43        1         29          45   \n",
       "MntGoldProds       ...          91        4         44         126   \n",
       "TotalMnt           ...         485       39       1492        1157   \n",
       "Complain           ...           0        0          0           0   \n",
       "Recency            ...          75       79         64          49   \n",
       "NDealsPurchases    ...           1        2          1           1   \n",
       "NWebPurchases      ...           2        1          4           4   \n",
       "NCatalogPurchases  ...           2        0          2           8   \n",
       "PCatalogPurchases  ...        12.5      0.0  16.666667   47.058824   \n",
       "NStorePurchases    ...          12        3          6           5   \n",
       "TotalPurchases     ...          16        4         12          17   \n",
       "NWebVisitsMonth    ...           1        3          3           3   \n",
       "Response1          ...           0        0          1           0   \n",
       "Response2          ...           0        0          0           0   \n",
       "Response3          ...           0        0          0           0   \n",
       "Response4          ...           0        0          0           0   \n",
       "Response5          ...           0        0          1           0   \n",
       "Response           ...           0        0          1           0   \n",
       "\n",
       "ID                      6424        3887     5181        5758        9729   \\\n",
       "Education          Graduation  Graduation    Basic  Graduation  Graduation   \n",
       "Age                        41          48       36          36          63   \n",
       "CustomerDays             1432        1877     1748        1448        1674   \n",
       "MaritalStatus          Single      Single   Single     Married       Widow   \n",
       "NKids                       1           1        1           0           1   \n",
       "NTeens                      0           0        0           0           1   \n",
       "Income                33178.0     27242.0  24367.0     65169.0     58275.0   \n",
       "MntWines                   12           3        2        1074         189   \n",
       "MntFruits                   6          17        4           0          10   \n",
       "MntMeatProducts             2          26        2          69         253   \n",
       "MntFishProducts            11          20        0           0          56   \n",
       "MntSweetProducts            2           1       11           0          43   \n",
       "MntGoldProds               16          39        5          46          64   \n",
       "TotalMnt                   33          67       19        1143         551   \n",
       "Complain                    0           0        0           0           0   \n",
       "Recency                     9           2       58          23          48   \n",
       "NDealsPurchases             1           2        1           1           6   \n",
       "NWebPurchases               1           2        1          10           8   \n",
       "NCatalogPurchases           0           0        0           4           2   \n",
       "PCatalogPurchases         0.0         0.0      0.0   14.814815   11.764706   \n",
       "NStorePurchases             3           3        2          13           7   \n",
       "TotalPurchases              4           5        3          27          17   \n",
       "NWebVisitsMonth             4           9        9           6           7   \n",
       "Response1                   0           0        0           1           0   \n",
       "Response2                   0           0        0           1           0   \n",
       "Response3                   0           0        0           1           0   \n",
       "Response4                   0           0        0           0           0   \n",
       "Response5                   0           0        0           1           0   \n",
       "Response                    0           1        0           1           0   \n",
       "\n",
       "ID                    10478  \n",
       "Education               PhD  \n",
       "Age                      68  \n",
       "CustomerDays           1922  \n",
       "MaritalStatus       Married  \n",
       "NKids                     1  \n",
       "NTeens                    1  \n",
       "Income              55517.0  \n",
       "MntWines                483  \n",
       "MntFruits                 0  \n",
       "MntMeatProducts         108  \n",
       "MntFishProducts           0  \n",
       "MntSweetProducts          6  \n",
       "MntGoldProds             36  \n",
       "TotalMnt                597  \n",
       "Complain                  0  \n",
       "Recency                  53  \n",
       "NDealsPurchases           5  \n",
       "NWebPurchases            11  \n",
       "NCatalogPurchases         1  \n",
       "PCatalogPurchases  5.555556  \n",
       "NStorePurchases           6  \n",
       "TotalPurchases           18  \n",
       "NWebVisitsMonth           9  \n",
       "Response1                 0  \n",
       "Response2                 0  \n",
       "Response3                 0  \n",
       "Response4                 0  \n",
       "Response5                 0  \n",
       "Response                  1  \n",
       "\n",
       "[29 rows x 2065 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentages('NCatalogPurchases', 'TotalPurchases', 19, 'CatalogPurchases')\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "998f351f-388c-480b-bc36-ea19b9146ad5",
   "metadata": {},
   "source": [
    "This ``filter()`` method generates a dataframe that exposes the relative and absolute values of purchases made using a catalog. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "be3e5d53-0349-4c9e-94b1-71aac0c1dbfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>PCatalogPurchases</th>\n",
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       "      <td>6.250000</td>\n",
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       "      <th>4931</th>\n",
       "      <td>28</td>\n",
       "      <td>100.000000</td>\n",
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       "    <tr>\n",
       "      <th>1100</th>\n",
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       "      <td>1</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NCatalogPurchases  PCatalogPurchases\n",
       "ID                                         \n",
       "5314                   1           7.692308\n",
       "2493                   1           6.250000\n",
       "4931                  28         100.000000\n",
       "1100                   1          14.285714\n",
       "7224                   1          25.000000\n",
       "...                  ...                ...\n",
       "3887                   0           0.000000\n",
       "5181                   0           0.000000\n",
       "5758                   4          14.814815\n",
       "9729                   2          11.764706\n",
       "10478                  1           5.555556\n",
       "\n",
       "[2065 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.filter(regex='NCatalogPurchases|PCatalogPurchases',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae02dbd1-d946-451e-8f97-11f05b43d2c7",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38c580e3-5a46-453c-bbbc-2f659dc0a23d",
   "metadata": {},
   "source": [
    "**2.1.2** Percentage of Web purchases"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49dfbf4f-407d-48cd-9f02-138ad35d46d3",
   "metadata": {},
   "source": [
    "The percentage of Web purchases is the proportion of the amount of purchases made using the Website, by the total number of purchases made using the three different channels. \n",
    "\n",
    "In the next cell it is executed the function that returns the index of the column NWebPurchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d5fa47ce-6e1c-48f2-9912-4b8add094858",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index of column named NWebPurchases is: 17\n"
     ]
    }
   ],
   "source": [
    "get_columns_index(\"NWebPurchases\", 'yes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9609862f-3fdc-4af3-aa36-5986bba6ed5b",
   "metadata": {},
   "source": [
    "NWebPurchases is at index 17, therefore, the feature PWebPurchases will be store at index 18."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3dd8a4d-4a02-4788-8569-414170f719be",
   "metadata": {},
   "source": [
    "The following code creates a feature with the mentioned percentage of NWebPurchases in TotalPurchases, which is placed in index 18."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "25cf7153-6ddb-49d8-8358-245a2c85e8b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PWebPurchases</th>\n",
       "      <td>53.846154</td>\n",
       "      <td>43.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.428571</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>23.529412</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>37.037037</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>61.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCatalogPurchases</th>\n",
       "      <td>7.692308</td>\n",
       "      <td>6.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931       1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation     Master  Graduation   \n",
       "Age                        67          52          41         58          41   \n",
       "CustomerDays             1750        1613        1708       1379        1464   \n",
       "MaritalStatus          Single     Married      Single     Single     Married   \n",
       "NKids                       0           0           0          1           0   \n",
       "NTeens                      1           1           0          2           0   \n",
       "Income                40689.0     61286.0    157146.0    41275.0     31353.0   \n",
       "MntWines                  270         356           1         24          10   \n",
       "MntFruits                   3           0           0          4           0   \n",
       "MntMeatProducts            27         107        1725         22          10   \n",
       "MntFishProducts            39          19           2          0           3   \n",
       "MntSweetProducts            6           9           1          2           1   \n",
       "MntGoldProds               99         117           1          9           7   \n",
       "TotalMnt                  345         491        1729         52          24   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    69          34          13         33          24   \n",
       "NDealsPurchases             7           2           0          4           2   \n",
       "NWebPurchases               7           7           0          3           1   \n",
       "PWebPurchases       53.846154       43.75         0.0  42.857143        25.0   \n",
       "NCatalogPurchases           1           1          28          1           1   \n",
       "PCatalogPurchases    7.692308        6.25       100.0  14.285714        25.0   \n",
       "NStorePurchases             5           8           0          3           2   \n",
       "TotalPurchases             13          16          28          7           4   \n",
       "NWebVisitsMonth             8           5           1          5           8   \n",
       "Response1                   0           0           0          0           0   \n",
       "Response2                   0           0           0          0           0   \n",
       "Response3                   0           0           0          0           0   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           0   \n",
       "Response                    0           0           0          0           0   \n",
       "\n",
       "ID                     2795            5555        10277      624    \\\n",
       "Education             Master      Graduation  Graduation     Master   \n",
       "Age                       60              43          57         34   \n",
       "CustomerDays            1645            1424        1775       1878   \n",
       "MaritalStatus         Single        Divorced      Single     Single   \n",
       "NKids                      2               0           0          0   \n",
       "NTeens                     1               0           1          0   \n",
       "Income               30523.0        153924.0     30081.0    18890.0   \n",
       "MntWines                   5               0          36          6   \n",
       "MntFruits                  0               0           0          4   \n",
       "MntMeatProducts            3               0           2          1   \n",
       "MntFishProducts            0               0           0          7   \n",
       "MntSweetProducts           0               0           0          2   \n",
       "MntGoldProds               5               1           4         15   \n",
       "TotalMnt                   8               0          38         20   \n",
       "Complain                   0               0           0          0   \n",
       "Recency                    0  Not Applicable          27          5   \n",
       "NDealsPurchases            1               0           1          1   \n",
       "NWebPurchases              1               0           1          0   \n",
       "PWebPurchases      33.333333             NaN        25.0        0.0   \n",
       "NCatalogPurchases          0               0           0          1   \n",
       "PCatalogPurchases        0.0             NaN         0.0  33.333333   \n",
       "NStorePurchases            2               0           3          2   \n",
       "TotalPurchases             3               0           4          3   \n",
       "NWebVisitsMonth            7               0           7          6   \n",
       "Response1                  0               0           0          0   \n",
       "Response2                  0               0           0          0   \n",
       "Response3                  0               0           0          1   \n",
       "Response4                  0               0           0          0   \n",
       "Response5                  0               0           0          0   \n",
       "Response                   0               0           0          1   \n",
       "\n",
       "ID                      9499   ...       9937     2461       9606   \\\n",
       "Education          Graduation  ...  Graduation   Master        PhD   \n",
       "Age                        64  ...          39       63         53   \n",
       "CustomerDays             1700  ...        1460     1475       1588   \n",
       "MaritalStatus         Married  ...      Single   Single    Married   \n",
       "NKids                       1  ...           0        1          0   \n",
       "NTeens                      2  ...           0        1          0   \n",
       "Income                93404.0  ...     70337.0  51124.0    69969.0   \n",
       "MntWines                 1279  ...         187       26        882   \n",
       "MntFruits                  15  ...          81        1         29   \n",
       "MntMeatProducts           287  ...         149       11        514   \n",
       "MntFishProducts            20  ...          25        0         38   \n",
       "MntSweetProducts            0  ...          43        1         29   \n",
       "MntGoldProds               15  ...          91        4         44   \n",
       "TotalMnt                 1601  ...         485       39       1492   \n",
       "Complain                    0  ...           0        0          0   \n",
       "Recency                    97  ...          75       79         64   \n",
       "NDealsPurchases             3  ...           1        2          1   \n",
       "NWebPurchases               3  ...           2        1          4   \n",
       "PWebPurchases       21.428571  ...        12.5     25.0  33.333333   \n",
       "NCatalogPurchases           4  ...           2        0          2   \n",
       "PCatalogPurchases   28.571429  ...        12.5      0.0  16.666667   \n",
       "NStorePurchases             7  ...          12        3          6   \n",
       "TotalPurchases             14  ...          16        4         12   \n",
       "NWebVisitsMonth             5  ...           1        3          3   \n",
       "Response1                   0  ...           0        0          1   \n",
       "Response2                   0  ...           0        0          0   \n",
       "Response3                   0  ...           0        0          0   \n",
       "Response4                   1  ...           0        0          0   \n",
       "Response5                   1  ...           0        0          1   \n",
       "Response                    0  ...           0        0          1   \n",
       "\n",
       "ID                      7214        6424        3887       5181        5758   \\\n",
       "Education          Graduation  Graduation  Graduation      Basic  Graduation   \n",
       "Age                        61          41          48         36          36   \n",
       "CustomerDays             1641        1432        1877       1748        1448   \n",
       "MaritalStatus         Married      Single      Single     Single     Married   \n",
       "NKids                       0           1           1          1           0   \n",
       "NTeens                      0           0           0          0           0   \n",
       "Income                62187.0     33178.0     27242.0    24367.0     65169.0   \n",
       "MntWines                  792          12           3          2        1074   \n",
       "MntFruits                   0           6          17          4           0   \n",
       "MntMeatProducts           275           2          26          2          69   \n",
       "MntFishProducts            45          11          20          0           0   \n",
       "MntSweetProducts           45           2           1         11           0   \n",
       "MntGoldProds              126          16          39          5          46   \n",
       "TotalMnt                 1157          33          67         19        1143   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    49           9           2         58          23   \n",
       "NDealsPurchases             1           1           2          1           1   \n",
       "NWebPurchases               4           1           2          1          10   \n",
       "PWebPurchases       23.529412        25.0        40.0  33.333333   37.037037   \n",
       "NCatalogPurchases           8           0           0          0           4   \n",
       "PCatalogPurchases   47.058824         0.0         0.0        0.0   14.814815   \n",
       "NStorePurchases             5           3           3          2          13   \n",
       "TotalPurchases             17           4           5          3          27   \n",
       "NWebVisitsMonth             3           4           9          9           6   \n",
       "Response1                   0           0           0          0           1   \n",
       "Response2                   0           0           0          0           1   \n",
       "Response3                   0           0           0          0           1   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           1   \n",
       "Response                    0           0           1          0           1   \n",
       "\n",
       "ID                      9729       10478  \n",
       "Education          Graduation        PhD  \n",
       "Age                        63         68  \n",
       "CustomerDays             1674       1922  \n",
       "MaritalStatus           Widow    Married  \n",
       "NKids                       1          1  \n",
       "NTeens                      1          1  \n",
       "Income                58275.0    55517.0  \n",
       "MntWines                  189        483  \n",
       "MntFruits                  10          0  \n",
       "MntMeatProducts           253        108  \n",
       "MntFishProducts            56          0  \n",
       "MntSweetProducts           43          6  \n",
       "MntGoldProds               64         36  \n",
       "TotalMnt                  551        597  \n",
       "Complain                    0          0  \n",
       "Recency                    48         53  \n",
       "NDealsPurchases             6          5  \n",
       "NWebPurchases               8         11  \n",
       "PWebPurchases       47.058824  61.111111  \n",
       "NCatalogPurchases           2          1  \n",
       "PCatalogPurchases   11.764706   5.555556  \n",
       "NStorePurchases             7          6  \n",
       "TotalPurchases             17         18  \n",
       "NWebVisitsMonth             7          9  \n",
       "Response1                   0          0  \n",
       "Response2                   0          0  \n",
       "Response3                   0          0  \n",
       "Response4                   0          0  \n",
       "Response5                   0          0  \n",
       "Response                    0          1  \n",
       "\n",
       "[30 rows x 2065 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentages('NWebPurchases', 'TotalPurchases', 18, 'WebPurchases')\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a348278b-8ec2-4539-a9ec-52dba3d6aa0d",
   "metadata": {},
   "source": [
    "This ``filter()`` method generates a dataframe that exposes the relative and absolute values purchases made using the website. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0cd88b1f-0c58-47a8-93d6-c6bf7fb82452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NWebPurchases</th>\n",
       "      <th>PWebPurchases</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
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       "      <td>7</td>\n",
       "      <td>53.846154</td>\n",
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       "    <tr>\n",
       "      <th>2493</th>\n",
       "      <td>7</td>\n",
       "      <td>43.750000</td>\n",
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       "    <tr>\n",
       "      <th>4931</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>3</td>\n",
       "      <td>42.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7224</th>\n",
       "      <td>1</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>2</td>\n",
       "      <td>40.000000</td>\n",
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       "    <tr>\n",
       "      <th>5181</th>\n",
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       "    <tr>\n",
       "      <th>5758</th>\n",
       "      <td>10</td>\n",
       "      <td>37.037037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9729</th>\n",
       "      <td>8</td>\n",
       "      <td>47.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10478</th>\n",
       "      <td>11</td>\n",
       "      <td>61.111111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NWebPurchases  PWebPurchases\n",
       "ID                                 \n",
       "5314               7      53.846154\n",
       "2493               7      43.750000\n",
       "4931               0       0.000000\n",
       "1100               3      42.857143\n",
       "7224               1      25.000000\n",
       "...              ...            ...\n",
       "3887               2      40.000000\n",
       "5181               1      33.333333\n",
       "5758              10      37.037037\n",
       "9729               8      47.058824\n",
       "10478             11      61.111111\n",
       "\n",
       "[2065 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.filter(regex='NWebPurchases|PWebPurchases',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ea89927-132b-45ca-9b9c-49e6e48d772f",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41f249d0-fc3c-4424-8c65-45b362893b5e",
   "metadata": {},
   "source": [
    "**2.1.3** Percentage of Store purchases"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22e1c1c1-5568-433e-bd76-16b6d3b2c9c5",
   "metadata": {},
   "source": [
    "The percentage of Store purchases is the proportion of the amount of purchases made in a store, by the total number of purchases made using the three different channels. \n",
    "\n",
    "In the next cell it is executed the function that returns the index of the column NStorePurchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2dffe3da-548a-42a7-b24b-169a657beda9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index of column named NStorePurchases is: 21\n"
     ]
    }
   ],
   "source": [
    "get_columns_index(\"NStorePurchases\", 'yes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37b80716-1b6d-4bca-8426-91144a718f59",
   "metadata": {},
   "source": [
    "NStorePurchases is at index 21, therefore, the feature PStorePurchases will be store at index 22."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3f64637-5e20-46b5-9444-9b8957baba2b",
   "metadata": {},
   "source": [
    "The following code creates a feature with the mentioned percentage of NStorePurchases in TotalPurchases, which is placed in index 22."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e0c79012-09ee-4705-b714-784826083d69",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>ID</th>\n",
       "      <th>5314</th>\n",
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       "      <th>9499</th>\n",
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       "      <th>9937</th>\n",
       "      <th>2461</th>\n",
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       "  </thead>\n",
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       "      <th>Education</th>\n",
       "      <td>Graduation</td>\n",
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       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PWebPurchases</th>\n",
       "      <td>53.846154</td>\n",
       "      <td>43.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.428571</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>23.529412</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>37.037037</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>61.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCatalogPurchases</th>\n",
       "      <td>7.692308</td>\n",
       "      <td>6.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PStorePurchases</th>\n",
       "      <td>38.461538</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>50.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>29.411765</td>\n",
       "      <td>75.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>48.148148</td>\n",
       "      <td>41.176471</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931       1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation     Master  Graduation   \n",
       "Age                        67          52          41         58          41   \n",
       "CustomerDays             1750        1613        1708       1379        1464   \n",
       "MaritalStatus          Single     Married      Single     Single     Married   \n",
       "NKids                       0           0           0          1           0   \n",
       "NTeens                      1           1           0          2           0   \n",
       "Income                40689.0     61286.0    157146.0    41275.0     31353.0   \n",
       "MntWines                  270         356           1         24          10   \n",
       "MntFruits                   3           0           0          4           0   \n",
       "MntMeatProducts            27         107        1725         22          10   \n",
       "MntFishProducts            39          19           2          0           3   \n",
       "MntSweetProducts            6           9           1          2           1   \n",
       "MntGoldProds               99         117           1          9           7   \n",
       "TotalMnt                  345         491        1729         52          24   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    69          34          13         33          24   \n",
       "NDealsPurchases             7           2           0          4           2   \n",
       "NWebPurchases               7           7           0          3           1   \n",
       "PWebPurchases       53.846154       43.75         0.0  42.857143        25.0   \n",
       "NCatalogPurchases           1           1          28          1           1   \n",
       "PCatalogPurchases    7.692308        6.25       100.0  14.285714        25.0   \n",
       "NStorePurchases             5           8           0          3           2   \n",
       "PStorePurchases     38.461538        50.0         0.0  42.857143        50.0   \n",
       "TotalPurchases             13          16          28          7           4   \n",
       "NWebVisitsMonth             8           5           1          5           8   \n",
       "Response1                   0           0           0          0           0   \n",
       "Response2                   0           0           0          0           0   \n",
       "Response3                   0           0           0          0           0   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           0   \n",
       "Response                    0           0           0          0           0   \n",
       "\n",
       "ID                     2795            5555        10277      624    \\\n",
       "Education             Master      Graduation  Graduation     Master   \n",
       "Age                       60              43          57         34   \n",
       "CustomerDays            1645            1424        1775       1878   \n",
       "MaritalStatus         Single        Divorced      Single     Single   \n",
       "NKids                      2               0           0          0   \n",
       "NTeens                     1               0           1          0   \n",
       "Income               30523.0        153924.0     30081.0    18890.0   \n",
       "MntWines                   5               0          36          6   \n",
       "MntFruits                  0               0           0          4   \n",
       "MntMeatProducts            3               0           2          1   \n",
       "MntFishProducts            0               0           0          7   \n",
       "MntSweetProducts           0               0           0          2   \n",
       "MntGoldProds               5               1           4         15   \n",
       "TotalMnt                   8               0          38         20   \n",
       "Complain                   0               0           0          0   \n",
       "Recency                    0  Not Applicable          27          5   \n",
       "NDealsPurchases            1               0           1          1   \n",
       "NWebPurchases              1               0           1          0   \n",
       "PWebPurchases      33.333333             NaN        25.0        0.0   \n",
       "NCatalogPurchases          0               0           0          1   \n",
       "PCatalogPurchases        0.0             NaN         0.0  33.333333   \n",
       "NStorePurchases            2               0           3          2   \n",
       "PStorePurchases    66.666667             NaN        75.0  66.666667   \n",
       "TotalPurchases             3               0           4          3   \n",
       "NWebVisitsMonth            7               0           7          6   \n",
       "Response1                  0               0           0          0   \n",
       "Response2                  0               0           0          0   \n",
       "Response3                  0               0           0          1   \n",
       "Response4                  0               0           0          0   \n",
       "Response5                  0               0           0          0   \n",
       "Response                   0               0           0          1   \n",
       "\n",
       "ID                      9499   ...       9937     2461       9606   \\\n",
       "Education          Graduation  ...  Graduation   Master        PhD   \n",
       "Age                        64  ...          39       63         53   \n",
       "CustomerDays             1700  ...        1460     1475       1588   \n",
       "MaritalStatus         Married  ...      Single   Single    Married   \n",
       "NKids                       1  ...           0        1          0   \n",
       "NTeens                      2  ...           0        1          0   \n",
       "Income                93404.0  ...     70337.0  51124.0    69969.0   \n",
       "MntWines                 1279  ...         187       26        882   \n",
       "MntFruits                  15  ...          81        1         29   \n",
       "MntMeatProducts           287  ...         149       11        514   \n",
       "MntFishProducts            20  ...          25        0         38   \n",
       "MntSweetProducts            0  ...          43        1         29   \n",
       "MntGoldProds               15  ...          91        4         44   \n",
       "TotalMnt                 1601  ...         485       39       1492   \n",
       "Complain                    0  ...           0        0          0   \n",
       "Recency                    97  ...          75       79         64   \n",
       "NDealsPurchases             3  ...           1        2          1   \n",
       "NWebPurchases               3  ...           2        1          4   \n",
       "PWebPurchases       21.428571  ...        12.5     25.0  33.333333   \n",
       "NCatalogPurchases           4  ...           2        0          2   \n",
       "PCatalogPurchases   28.571429  ...        12.5      0.0  16.666667   \n",
       "NStorePurchases             7  ...          12        3          6   \n",
       "PStorePurchases          50.0  ...        75.0     75.0       50.0   \n",
       "TotalPurchases             14  ...          16        4         12   \n",
       "NWebVisitsMonth             5  ...           1        3          3   \n",
       "Response1                   0  ...           0        0          1   \n",
       "Response2                   0  ...           0        0          0   \n",
       "Response3                   0  ...           0        0          0   \n",
       "Response4                   1  ...           0        0          0   \n",
       "Response5                   1  ...           0        0          1   \n",
       "Response                    0  ...           0        0          1   \n",
       "\n",
       "ID                      7214        6424        3887       5181        5758   \\\n",
       "Education          Graduation  Graduation  Graduation      Basic  Graduation   \n",
       "Age                        61          41          48         36          36   \n",
       "CustomerDays             1641        1432        1877       1748        1448   \n",
       "MaritalStatus         Married      Single      Single     Single     Married   \n",
       "NKids                       0           1           1          1           0   \n",
       "NTeens                      0           0           0          0           0   \n",
       "Income                62187.0     33178.0     27242.0    24367.0     65169.0   \n",
       "MntWines                  792          12           3          2        1074   \n",
       "MntFruits                   0           6          17          4           0   \n",
       "MntMeatProducts           275           2          26          2          69   \n",
       "MntFishProducts            45          11          20          0           0   \n",
       "MntSweetProducts           45           2           1         11           0   \n",
       "MntGoldProds              126          16          39          5          46   \n",
       "TotalMnt                 1157          33          67         19        1143   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    49           9           2         58          23   \n",
       "NDealsPurchases             1           1           2          1           1   \n",
       "NWebPurchases               4           1           2          1          10   \n",
       "PWebPurchases       23.529412        25.0        40.0  33.333333   37.037037   \n",
       "NCatalogPurchases           8           0           0          0           4   \n",
       "PCatalogPurchases   47.058824         0.0         0.0        0.0   14.814815   \n",
       "NStorePurchases             5           3           3          2          13   \n",
       "PStorePurchases     29.411765        75.0        60.0  66.666667   48.148148   \n",
       "TotalPurchases             17           4           5          3          27   \n",
       "NWebVisitsMonth             3           4           9          9           6   \n",
       "Response1                   0           0           0          0           1   \n",
       "Response2                   0           0           0          0           1   \n",
       "Response3                   0           0           0          0           1   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           1   \n",
       "Response                    0           0           1          0           1   \n",
       "\n",
       "ID                      9729       10478  \n",
       "Education          Graduation        PhD  \n",
       "Age                        63         68  \n",
       "CustomerDays             1674       1922  \n",
       "MaritalStatus           Widow    Married  \n",
       "NKids                       1          1  \n",
       "NTeens                      1          1  \n",
       "Income                58275.0    55517.0  \n",
       "MntWines                  189        483  \n",
       "MntFruits                  10          0  \n",
       "MntMeatProducts           253        108  \n",
       "MntFishProducts            56          0  \n",
       "MntSweetProducts           43          6  \n",
       "MntGoldProds               64         36  \n",
       "TotalMnt                  551        597  \n",
       "Complain                    0          0  \n",
       "Recency                    48         53  \n",
       "NDealsPurchases             6          5  \n",
       "NWebPurchases               8         11  \n",
       "PWebPurchases       47.058824  61.111111  \n",
       "NCatalogPurchases           2          1  \n",
       "PCatalogPurchases   11.764706   5.555556  \n",
       "NStorePurchases             7          6  \n",
       "PStorePurchases     41.176471  33.333333  \n",
       "TotalPurchases             17         18  \n",
       "NWebVisitsMonth             7          9  \n",
       "Response1                   0          0  \n",
       "Response2                   0          0  \n",
       "Response3                   0          0  \n",
       "Response4                   0          0  \n",
       "Response5                   0          0  \n",
       "Response                    0          1  \n",
       "\n",
       "[31 rows x 2065 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentages('NStorePurchases', 'TotalPurchases', 22, 'StorePurchases')\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f48e0fe-40db-4529-8314-b6dc3a2fc02d",
   "metadata": {},
   "source": [
    "This ``filter()`` method generates a dataframe that exposes the relative and absolute values of purchases made in a store. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c84aed49-4162-490a-b633-a68409615bef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NStorePurchases</th>\n",
       "      <th>PStorePurchases</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
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       "      <td>3</td>\n",
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       "      <th>10478</th>\n",
       "      <td>6</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NStorePurchases  PStorePurchases\n",
       "ID                                     \n",
       "5314                 5        38.461538\n",
       "2493                 8        50.000000\n",
       "4931                 0         0.000000\n",
       "1100                 3        42.857143\n",
       "7224                 2        50.000000\n",
       "...                ...              ...\n",
       "3887                 3        60.000000\n",
       "5181                 2        66.666667\n",
       "5758                13        48.148148\n",
       "9729                 7        41.176471\n",
       "10478                6        33.333333\n",
       "\n",
       "[2065 rows x 2 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.filter(regex='NStorePurchases|PStorePurchases',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c208e54-97fa-4b60-bf22-53dca2d6216b",
   "metadata": {
    "tags": []
   },
   "source": [
    "<br>\n",
    "\n",
    "#### **2.2** Percentage of the amount of money spent\n",
    "\n",
    "A useful feature that can assist in understanding on which product the largest and smallest amount of money spent is, is the percentage of money spent. This will allow us to know the proportion of money spent on each product.\n",
    "\n",
    "A similar process necessary to accomplish the creation of all the features corresponding to the amount of money spent was already executed for the percentage of purchases, step by step. Hence, we can now do the automatize that process. To do that, it is executed in the code below a for loop that will create a percentage feature for every Mnt column relatively to the TotalMnt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2e8057dc-3d61-49c8-9696-5bbb2d52614d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>MntWines</th>\n",
       "      <th>PMntWines</th>\n",
       "      <th>MntFruits</th>\n",
       "      <th>PMntFruits</th>\n",
       "      <th>MntMeatProducts</th>\n",
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       "      <th>MntFishProducts</th>\n",
       "      <th>PMntFishProducts</th>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <th>PMntSweetProducts</th>\n",
       "      <th>MntGoldProds</th>\n",
       "      <th>PMntGoldProds</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5314</th>\n",
       "      <td>270</td>\n",
       "      <td>78.260870</td>\n",
       "      <td>3</td>\n",
       "      <td>0.869565</td>\n",
       "      <td>27</td>\n",
       "      <td>7.826087</td>\n",
       "      <td>39</td>\n",
       "      <td>11.304348</td>\n",
       "      <td>6</td>\n",
       "      <td>1.739130</td>\n",
       "      <td>99</td>\n",
       "      <td>28.695652</td>\n",
       "      <td>345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2493</th>\n",
       "      <td>356</td>\n",
       "      <td>72.505092</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>107</td>\n",
       "      <td>21.792261</td>\n",
       "      <td>19</td>\n",
       "      <td>3.869654</td>\n",
       "      <td>9</td>\n",
       "      <td>1.832994</td>\n",
       "      <td>117</td>\n",
       "      <td>23.828921</td>\n",
       "      <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4931</th>\n",
       "      <td>1</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1725</td>\n",
       "      <td>99.768652</td>\n",
       "      <td>2</td>\n",
       "      <td>0.115674</td>\n",
       "      <td>1</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>1</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>1729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>24</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>4</td>\n",
       "      <td>7.692308</td>\n",
       "      <td>22</td>\n",
       "      <td>42.307692</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>3.846154</td>\n",
       "      <td>9</td>\n",
       "      <td>17.307692</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7224</th>\n",
       "      <td>10</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>3</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>7</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>3</td>\n",
       "      <td>4.477612</td>\n",
       "      <td>17</td>\n",
       "      <td>25.373134</td>\n",
       "      <td>26</td>\n",
       "      <td>38.805970</td>\n",
       "      <td>20</td>\n",
       "      <td>29.850746</td>\n",
       "      <td>1</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>39</td>\n",
       "      <td>58.208955</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5181</th>\n",
       "      <td>2</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>4</td>\n",
       "      <td>21.052632</td>\n",
       "      <td>2</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11</td>\n",
       "      <td>57.894737</td>\n",
       "      <td>5</td>\n",
       "      <td>26.315789</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5758</th>\n",
       "      <td>1074</td>\n",
       "      <td>93.963255</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>69</td>\n",
       "      <td>6.036745</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46</td>\n",
       "      <td>4.024497</td>\n",
       "      <td>1143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9729</th>\n",
       "      <td>189</td>\n",
       "      <td>34.301270</td>\n",
       "      <td>10</td>\n",
       "      <td>1.814882</td>\n",
       "      <td>253</td>\n",
       "      <td>45.916515</td>\n",
       "      <td>56</td>\n",
       "      <td>10.163339</td>\n",
       "      <td>43</td>\n",
       "      <td>7.803993</td>\n",
       "      <td>64</td>\n",
       "      <td>11.615245</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10478</th>\n",
       "      <td>483</td>\n",
       "      <td>80.904523</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>108</td>\n",
       "      <td>18.090452</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>1.005025</td>\n",
       "      <td>36</td>\n",
       "      <td>6.030151</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2065 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MntWines  PMntWines  MntFruits  PMntFruits  MntMeatProducts  \\\n",
       "ID                                                                   \n",
       "5314        270  78.260870          3    0.869565               27   \n",
       "2493        356  72.505092          0    0.000000              107   \n",
       "4931          1   0.057837          0    0.000000             1725   \n",
       "1100         24  46.153846          4    7.692308               22   \n",
       "7224         10  41.666667          0    0.000000               10   \n",
       "...         ...        ...        ...         ...              ...   \n",
       "3887          3   4.477612         17   25.373134               26   \n",
       "5181          2  10.526316          4   21.052632                2   \n",
       "5758       1074  93.963255          0    0.000000               69   \n",
       "9729        189  34.301270         10    1.814882              253   \n",
       "10478       483  80.904523          0    0.000000              108   \n",
       "\n",
       "       PMntMeatProducts  MntFishProducts  PMntFishProducts  MntSweetProducts  \\\n",
       "ID                                                                             \n",
       "5314           7.826087               39         11.304348                 6   \n",
       "2493          21.792261               19          3.869654                 9   \n",
       "4931          99.768652                2          0.115674                 1   \n",
       "1100          42.307692                0          0.000000                 2   \n",
       "7224          41.666667                3         12.500000                 1   \n",
       "...                 ...              ...               ...               ...   \n",
       "3887          38.805970               20         29.850746                 1   \n",
       "5181          10.526316                0          0.000000                11   \n",
       "5758           6.036745                0          0.000000                 0   \n",
       "9729          45.916515               56         10.163339                43   \n",
       "10478         18.090452                0          0.000000                 6   \n",
       "\n",
       "       PMntSweetProducts  MntGoldProds  PMntGoldProds  TotalMnt  \n",
       "ID                                                               \n",
       "5314            1.739130            99      28.695652       345  \n",
       "2493            1.832994           117      23.828921       491  \n",
       "4931            0.057837             1       0.057837      1729  \n",
       "1100            3.846154             9      17.307692        52  \n",
       "7224            4.166667             7      29.166667        24  \n",
       "...                  ...           ...            ...       ...  \n",
       "3887            1.492537            39      58.208955        67  \n",
       "5181           57.894737             5      26.315789        19  \n",
       "5758            0.000000            46       4.024497      1143  \n",
       "9729            7.803993            64      11.615245       551  \n",
       "10478           1.005025            36       6.030151       597  \n",
       "\n",
       "[2065 rows x 13 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MntColumns = [\"MntWines\",\"MntFruits\",\"MntMeatProducts\",\"MntFishProducts\",\"MntSweetProducts\",'MntGoldProds']\n",
    "# Use each Mnt column\n",
    "for column in MntColumns:\n",
    "    # Get the index of the column to place its percentage next to it\n",
    "    index = get_columns_index(column, 'no')\n",
    "    # Create the percentage feature, and place it an index after the column it represents\n",
    "    percentages(column, 'TotalMnt', index + 1, column)\n",
    "data.filter(regex ='Mnt')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d1dde26-1532-4a7c-a99d-d73fbf1a2764",
   "metadata": {},
   "source": [
    "Upon viewing the table above, it is clear that the generation of the new variables was successful.   \n",
    "\n",
    "<br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7429578d-9153-4f11-8209-a80e78f7c9fc",
   "metadata": {},
   "source": [
    "### **3.** Child-related features\n",
    "\n",
    "Two new features will be created to have a better overview of the costumer's family situation. This can help, for instance, knowing the influence of having kids, what type of products the costumer buys and if it affects the decision making when deciding to accept the offer of the campaign or not.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c29bfc4-3adb-4ab6-8678-a575d78fc113",
   "metadata": {},
   "source": [
    "#### **3.1** Number of Children"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32029d0c-3c50-462c-8a9b-5a21eac7e913",
   "metadata": {},
   "source": [
    "The cell bellow creates the feature NChildren, which is the sum of the number of kids and teenagers a costumer has. To create this feature, it can be used a modified version (``create_column``) of the function ``total()``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "82572b48-9b18-4cbd-9636-7dd7fcf623e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ID</th>\n",
       "      <th>5314</th>\n",
       "      <th>2493</th>\n",
       "      <th>4931</th>\n",
       "      <th>1100</th>\n",
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       "      <th>10277</th>\n",
       "      <th>624</th>\n",
       "      <th>9499</th>\n",
       "      <th>...</th>\n",
       "      <th>9937</th>\n",
       "      <th>2461</th>\n",
       "      <th>9606</th>\n",
       "      <th>7214</th>\n",
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       "      <th>3887</th>\n",
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       "      <th>5758</th>\n",
       "      <th>9729</th>\n",
       "      <th>10478</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>...</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>PhD</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Basic</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>PhD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NChildren</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntWines</th>\n",
       "      <td>78.26087</td>\n",
       "      <td>72.505092</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>62.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.736842</td>\n",
       "      <td>30.0</td>\n",
       "      <td>79.88757</td>\n",
       "      <td>...</td>\n",
       "      <td>38.556701</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>59.115282</td>\n",
       "      <td>68.452895</td>\n",
       "      <td>36.363636</td>\n",
       "      <td>4.477612</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>93.963255</td>\n",
       "      <td>34.30127</td>\n",
       "      <td>80.904523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntFruits</th>\n",
       "      <td>0.869565</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.692308</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.936914</td>\n",
       "      <td>...</td>\n",
       "      <td>16.701031</td>\n",
       "      <td>2.564103</td>\n",
       "      <td>1.9437</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>25.373134</td>\n",
       "      <td>21.052632</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.814882</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntMeatProducts</th>\n",
       "      <td>7.826087</td>\n",
       "      <td>21.792261</td>\n",
       "      <td>99.768652</td>\n",
       "      <td>42.307692</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>37.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.926296</td>\n",
       "      <td>...</td>\n",
       "      <td>30.721649</td>\n",
       "      <td>28.205128</td>\n",
       "      <td>34.450402</td>\n",
       "      <td>23.768366</td>\n",
       "      <td>6.060606</td>\n",
       "      <td>38.80597</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>6.036745</td>\n",
       "      <td>45.916515</td>\n",
       "      <td>18.090452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntFishProducts</th>\n",
       "      <td>11.304348</td>\n",
       "      <td>3.869654</td>\n",
       "      <td>0.115674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.249219</td>\n",
       "      <td>...</td>\n",
       "      <td>5.154639</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.546917</td>\n",
       "      <td>3.889369</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>29.850746</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.163339</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntSweetProducts</th>\n",
       "      <td>1.73913</td>\n",
       "      <td>1.832994</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>3.846154</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.865979</td>\n",
       "      <td>2.564103</td>\n",
       "      <td>1.9437</td>\n",
       "      <td>3.889369</td>\n",
       "      <td>6.060606</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>57.894737</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.803993</td>\n",
       "      <td>1.005025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntGoldProds</th>\n",
       "      <td>28.695652</td>\n",
       "      <td>23.828921</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>17.307692</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>62.5</td>\n",
       "      <td>inf</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.936914</td>\n",
       "      <td>...</td>\n",
       "      <td>18.762887</td>\n",
       "      <td>10.25641</td>\n",
       "      <td>2.949062</td>\n",
       "      <td>10.890233</td>\n",
       "      <td>48.484848</td>\n",
       "      <td>58.208955</td>\n",
       "      <td>26.315789</td>\n",
       "      <td>4.024497</td>\n",
       "      <td>11.615245</td>\n",
       "      <td>6.030151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PWebPurchases</th>\n",
       "      <td>53.846154</td>\n",
       "      <td>43.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.428571</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>23.529412</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>37.037037</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>61.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCatalogPurchases</th>\n",
       "      <td>7.692308</td>\n",
       "      <td>6.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PStorePurchases</th>\n",
       "      <td>38.461538</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>50.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>29.411765</td>\n",
       "      <td>75.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>48.148148</td>\n",
       "      <td>41.176471</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931       1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation     Master  Graduation   \n",
       "Age                        67          52          41         58          41   \n",
       "CustomerDays             1750        1613        1708       1379        1464   \n",
       "MaritalStatus          Single     Married      Single     Single     Married   \n",
       "NKids                       0           0           0          1           0   \n",
       "NTeens                      1           1           0          2           0   \n",
       "NChildren                   1           1           0          3           0   \n",
       "Income                40689.0     61286.0    157146.0    41275.0     31353.0   \n",
       "MntWines                  270         356           1         24          10   \n",
       "PMntWines            78.26087   72.505092    0.057837  46.153846   41.666667   \n",
       "MntFruits                   3           0           0          4           0   \n",
       "PMntFruits           0.869565         0.0         0.0   7.692308         0.0   \n",
       "MntMeatProducts            27         107        1725         22          10   \n",
       "PMntMeatProducts     7.826087   21.792261   99.768652  42.307692   41.666667   \n",
       "MntFishProducts            39          19           2          0           3   \n",
       "PMntFishProducts    11.304348    3.869654    0.115674        0.0        12.5   \n",
       "MntSweetProducts            6           9           1          2           1   \n",
       "PMntSweetProducts     1.73913    1.832994    0.057837   3.846154    4.166667   \n",
       "MntGoldProds               99         117           1          9           7   \n",
       "PMntGoldProds       28.695652   23.828921    0.057837  17.307692   29.166667   \n",
       "TotalMnt                  345         491        1729         52          24   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    69          34          13         33          24   \n",
       "NDealsPurchases             7           2           0          4           2   \n",
       "NWebPurchases               7           7           0          3           1   \n",
       "PWebPurchases       53.846154       43.75         0.0  42.857143        25.0   \n",
       "NCatalogPurchases           1           1          28          1           1   \n",
       "PCatalogPurchases    7.692308        6.25       100.0  14.285714        25.0   \n",
       "NStorePurchases             5           8           0          3           2   \n",
       "PStorePurchases     38.461538        50.0         0.0  42.857143        50.0   \n",
       "TotalPurchases             13          16          28          7           4   \n",
       "NWebVisitsMonth             8           5           1          5           8   \n",
       "Response1                   0           0           0          0           0   \n",
       "Response2                   0           0           0          0           0   \n",
       "Response3                   0           0           0          0           0   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           0   \n",
       "Response                    0           0           0          0           0   \n",
       "\n",
       "ID                     2795            5555        10277      624    \\\n",
       "Education             Master      Graduation  Graduation     Master   \n",
       "Age                       60              43          57         34   \n",
       "CustomerDays            1645            1424        1775       1878   \n",
       "MaritalStatus         Single        Divorced      Single     Single   \n",
       "NKids                      2               0           0          0   \n",
       "NTeens                     1               0           1          0   \n",
       "NChildren                  3               0           1          0   \n",
       "Income               30523.0        153924.0     30081.0    18890.0   \n",
       "MntWines                   5               0          36          6   \n",
       "PMntWines               62.5             NaN   94.736842       30.0   \n",
       "MntFruits                  0               0           0          4   \n",
       "PMntFruits               0.0             NaN         0.0       20.0   \n",
       "MntMeatProducts            3               0           2          1   \n",
       "PMntMeatProducts        37.5             NaN    5.263158        5.0   \n",
       "MntFishProducts            0               0           0          7   \n",
       "PMntFishProducts         0.0             NaN         0.0       35.0   \n",
       "MntSweetProducts           0               0           0          2   \n",
       "PMntSweetProducts        0.0             NaN         0.0       10.0   \n",
       "MntGoldProds               5               1           4         15   \n",
       "PMntGoldProds           62.5             inf   10.526316       75.0   \n",
       "TotalMnt                   8               0          38         20   \n",
       "Complain                   0               0           0          0   \n",
       "Recency                    0  Not Applicable          27          5   \n",
       "NDealsPurchases            1               0           1          1   \n",
       "NWebPurchases              1               0           1          0   \n",
       "PWebPurchases      33.333333             NaN        25.0        0.0   \n",
       "NCatalogPurchases          0               0           0          1   \n",
       "PCatalogPurchases        0.0             NaN         0.0  33.333333   \n",
       "NStorePurchases            2               0           3          2   \n",
       "PStorePurchases    66.666667             NaN        75.0  66.666667   \n",
       "TotalPurchases             3               0           4          3   \n",
       "NWebVisitsMonth            7               0           7          6   \n",
       "Response1                  0               0           0          0   \n",
       "Response2                  0               0           0          0   \n",
       "Response3                  0               0           0          1   \n",
       "Response4                  0               0           0          0   \n",
       "Response5                  0               0           0          0   \n",
       "Response                   0               0           0          1   \n",
       "\n",
       "ID                      9499   ...       9937       2461       9606   \\\n",
       "Education          Graduation  ...  Graduation     Master        PhD   \n",
       "Age                        64  ...          39         63         53   \n",
       "CustomerDays             1700  ...        1460       1475       1588   \n",
       "MaritalStatus         Married  ...      Single     Single    Married   \n",
       "NKids                       1  ...           0          1          0   \n",
       "NTeens                      2  ...           0          1          0   \n",
       "NChildren                   3  ...           0          2          0   \n",
       "Income                93404.0  ...     70337.0    51124.0    69969.0   \n",
       "MntWines                 1279  ...         187         26        882   \n",
       "PMntWines            79.88757  ...   38.556701  66.666667  59.115282   \n",
       "MntFruits                  15  ...          81          1         29   \n",
       "PMntFruits           0.936914  ...   16.701031   2.564103     1.9437   \n",
       "MntMeatProducts           287  ...         149         11        514   \n",
       "PMntMeatProducts    17.926296  ...   30.721649  28.205128  34.450402   \n",
       "MntFishProducts            20  ...          25          0         38   \n",
       "PMntFishProducts     1.249219  ...    5.154639        0.0   2.546917   \n",
       "MntSweetProducts            0  ...          43          1         29   \n",
       "PMntSweetProducts         0.0  ...    8.865979   2.564103     1.9437   \n",
       "MntGoldProds               15  ...          91          4         44   \n",
       "PMntGoldProds        0.936914  ...   18.762887   10.25641   2.949062   \n",
       "TotalMnt                 1601  ...         485         39       1492   \n",
       "Complain                    0  ...           0          0          0   \n",
       "Recency                    97  ...          75         79         64   \n",
       "NDealsPurchases             3  ...           1          2          1   \n",
       "NWebPurchases               3  ...           2          1          4   \n",
       "PWebPurchases       21.428571  ...        12.5       25.0  33.333333   \n",
       "NCatalogPurchases           4  ...           2          0          2   \n",
       "PCatalogPurchases   28.571429  ...        12.5        0.0  16.666667   \n",
       "NStorePurchases             7  ...          12          3          6   \n",
       "PStorePurchases          50.0  ...        75.0       75.0       50.0   \n",
       "TotalPurchases             14  ...          16          4         12   \n",
       "NWebVisitsMonth             5  ...           1          3          3   \n",
       "Response1                   0  ...           0          0          1   \n",
       "Response2                   0  ...           0          0          0   \n",
       "Response3                   0  ...           0          0          0   \n",
       "Response4                   1  ...           0          0          0   \n",
       "Response5                   1  ...           0          0          1   \n",
       "Response                    0  ...           0          0          1   \n",
       "\n",
       "ID                      7214        6424        3887       5181        5758   \\\n",
       "Education          Graduation  Graduation  Graduation      Basic  Graduation   \n",
       "Age                        61          41          48         36          36   \n",
       "CustomerDays             1641        1432        1877       1748        1448   \n",
       "MaritalStatus         Married      Single      Single     Single     Married   \n",
       "NKids                       0           1           1          1           0   \n",
       "NTeens                      0           0           0          0           0   \n",
       "NChildren                   0           1           1          1           0   \n",
       "Income                62187.0     33178.0     27242.0    24367.0     65169.0   \n",
       "MntWines                  792          12           3          2        1074   \n",
       "PMntWines           68.452895   36.363636    4.477612  10.526316   93.963255   \n",
       "MntFruits                   0           6          17          4           0   \n",
       "PMntFruits                0.0   18.181818   25.373134  21.052632         0.0   \n",
       "MntMeatProducts           275           2          26          2          69   \n",
       "PMntMeatProducts    23.768366    6.060606    38.80597  10.526316    6.036745   \n",
       "MntFishProducts            45          11          20          0           0   \n",
       "PMntFishProducts     3.889369   33.333333   29.850746        0.0         0.0   \n",
       "MntSweetProducts           45           2           1         11           0   \n",
       "PMntSweetProducts    3.889369    6.060606    1.492537  57.894737         0.0   \n",
       "MntGoldProds              126          16          39          5          46   \n",
       "PMntGoldProds       10.890233   48.484848   58.208955  26.315789    4.024497   \n",
       "TotalMnt                 1157          33          67         19        1143   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    49           9           2         58          23   \n",
       "NDealsPurchases             1           1           2          1           1   \n",
       "NWebPurchases               4           1           2          1          10   \n",
       "PWebPurchases       23.529412        25.0        40.0  33.333333   37.037037   \n",
       "NCatalogPurchases           8           0           0          0           4   \n",
       "PCatalogPurchases   47.058824         0.0         0.0        0.0   14.814815   \n",
       "NStorePurchases             5           3           3          2          13   \n",
       "PStorePurchases     29.411765        75.0        60.0  66.666667   48.148148   \n",
       "TotalPurchases             17           4           5          3          27   \n",
       "NWebVisitsMonth             3           4           9          9           6   \n",
       "Response1                   0           0           0          0           1   \n",
       "Response2                   0           0           0          0           1   \n",
       "Response3                   0           0           0          0           1   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           1   \n",
       "Response                    0           0           1          0           1   \n",
       "\n",
       "ID                      9729       10478  \n",
       "Education          Graduation        PhD  \n",
       "Age                        63         68  \n",
       "CustomerDays             1674       1922  \n",
       "MaritalStatus           Widow    Married  \n",
       "NKids                       1          1  \n",
       "NTeens                      1          1  \n",
       "NChildren                   2          2  \n",
       "Income                58275.0    55517.0  \n",
       "MntWines                  189        483  \n",
       "PMntWines            34.30127  80.904523  \n",
       "MntFruits                  10          0  \n",
       "PMntFruits           1.814882        0.0  \n",
       "MntMeatProducts           253        108  \n",
       "PMntMeatProducts    45.916515  18.090452  \n",
       "MntFishProducts            56          0  \n",
       "PMntFishProducts    10.163339        0.0  \n",
       "MntSweetProducts           43          6  \n",
       "PMntSweetProducts    7.803993   1.005025  \n",
       "MntGoldProds               64         36  \n",
       "PMntGoldProds       11.615245   6.030151  \n",
       "TotalMnt                  551        597  \n",
       "Complain                    0          0  \n",
       "Recency                    48         53  \n",
       "NDealsPurchases             6          5  \n",
       "NWebPurchases               8         11  \n",
       "PWebPurchases       47.058824  61.111111  \n",
       "NCatalogPurchases           2          1  \n",
       "PCatalogPurchases   11.764706   5.555556  \n",
       "NStorePurchases             7          6  \n",
       "PStorePurchases     41.176471  33.333333  \n",
       "TotalPurchases             17         18  \n",
       "NWebVisitsMonth             7          9  \n",
       "Response1                   0          0  \n",
       "Response2                   0          0  \n",
       "Response3                   0          0  \n",
       "Response4                   0          0  \n",
       "Response5                   0          0  \n",
       "Response                    0          1  \n",
       "\n",
       "[38 rows x 2065 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Modified version of total(), the modification is in the last row of the function, with column = name\n",
    "def create_column(columns, name, index):\n",
    "    total = 0\n",
    "    for column in columns:\n",
    "        total += data[column]\n",
    "    # The name of the new column is given as a parameter of the function by name\n",
    "    data.insert(loc=index, column= name, value = total)\n",
    "\n",
    "# Getting the index of the column NTeens\n",
    "index = get_columns_index('NTeens', 'no')\n",
    "\n",
    "# Creating NChildren\n",
    "create_column(['NKids', 'NTeens'], 'NChildren', index+1)\n",
    "\n",
    "# Displaying the transposed version of the data\n",
    "data.T\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1424b61d-641b-4568-9511-fbb81a528b48",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "#### **3.2** Has Child"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfc2c171-32e5-4f99-b7e2-64e09ec68600",
   "metadata": {},
   "source": [
    "The second child-related feature is HasChild, which represents the customers that have at least one child. That is, if an individual has a kid or a teen, its corresponding HasChild is equal to 1. If one indivual does not have children, HasChild is equal to 0. \n",
    "\n",
    "In the code below, it is created the above-mentioned feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "681732d6-9160-4eaf-b33d-5bb845556ed9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ID</th>\n",
       "      <th>5314</th>\n",
       "      <th>2493</th>\n",
       "      <th>4931</th>\n",
       "      <th>1100</th>\n",
       "      <th>7224</th>\n",
       "      <th>2795</th>\n",
       "      <th>5555</th>\n",
       "      <th>10277</th>\n",
       "      <th>624</th>\n",
       "      <th>9499</th>\n",
       "      <th>...</th>\n",
       "      <th>9937</th>\n",
       "      <th>2461</th>\n",
       "      <th>9606</th>\n",
       "      <th>7214</th>\n",
       "      <th>6424</th>\n",
       "      <th>3887</th>\n",
       "      <th>5181</th>\n",
       "      <th>5758</th>\n",
       "      <th>9729</th>\n",
       "      <th>10478</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>...</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Master</td>\n",
       "      <td>PhD</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Basic</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>PhD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>67</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>63</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerDays</th>\n",
       "      <td>1750</td>\n",
       "      <td>1613</td>\n",
       "      <td>1708</td>\n",
       "      <td>1379</td>\n",
       "      <td>1464</td>\n",
       "      <td>1645</td>\n",
       "      <td>1424</td>\n",
       "      <td>1775</td>\n",
       "      <td>1878</td>\n",
       "      <td>1700</td>\n",
       "      <td>...</td>\n",
       "      <td>1460</td>\n",
       "      <td>1475</td>\n",
       "      <td>1588</td>\n",
       "      <td>1641</td>\n",
       "      <td>1432</td>\n",
       "      <td>1877</td>\n",
       "      <td>1748</td>\n",
       "      <td>1448</td>\n",
       "      <td>1674</td>\n",
       "      <td>1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>...</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Married</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Single</td>\n",
       "      <td>Married</td>\n",
       "      <td>Widow</td>\n",
       "      <td>Married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKids</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NTeens</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NChildren</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasChild</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>40689.0</td>\n",
       "      <td>61286.0</td>\n",
       "      <td>157146.0</td>\n",
       "      <td>41275.0</td>\n",
       "      <td>31353.0</td>\n",
       "      <td>30523.0</td>\n",
       "      <td>153924.0</td>\n",
       "      <td>30081.0</td>\n",
       "      <td>18890.0</td>\n",
       "      <td>93404.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70337.0</td>\n",
       "      <td>51124.0</td>\n",
       "      <td>69969.0</td>\n",
       "      <td>62187.0</td>\n",
       "      <td>33178.0</td>\n",
       "      <td>27242.0</td>\n",
       "      <td>24367.0</td>\n",
       "      <td>65169.0</td>\n",
       "      <td>58275.0</td>\n",
       "      <td>55517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>270</td>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>1279</td>\n",
       "      <td>...</td>\n",
       "      <td>187</td>\n",
       "      <td>26</td>\n",
       "      <td>882</td>\n",
       "      <td>792</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1074</td>\n",
       "      <td>189</td>\n",
       "      <td>483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntWines</th>\n",
       "      <td>78.26087</td>\n",
       "      <td>72.505092</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>46.153846</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>62.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.736842</td>\n",
       "      <td>30.0</td>\n",
       "      <td>79.88757</td>\n",
       "      <td>...</td>\n",
       "      <td>38.556701</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>59.115282</td>\n",
       "      <td>68.452895</td>\n",
       "      <td>36.363636</td>\n",
       "      <td>4.477612</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>93.963255</td>\n",
       "      <td>34.30127</td>\n",
       "      <td>80.904523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntFruits</th>\n",
       "      <td>0.869565</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.692308</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.936914</td>\n",
       "      <td>...</td>\n",
       "      <td>16.701031</td>\n",
       "      <td>2.564103</td>\n",
       "      <td>1.9437</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>25.373134</td>\n",
       "      <td>21.052632</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.814882</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>27</td>\n",
       "      <td>107</td>\n",
       "      <td>1725</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>11</td>\n",
       "      <td>514</td>\n",
       "      <td>275</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>253</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntMeatProducts</th>\n",
       "      <td>7.826087</td>\n",
       "      <td>21.792261</td>\n",
       "      <td>99.768652</td>\n",
       "      <td>42.307692</td>\n",
       "      <td>41.666667</td>\n",
       "      <td>37.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.926296</td>\n",
       "      <td>...</td>\n",
       "      <td>30.721649</td>\n",
       "      <td>28.205128</td>\n",
       "      <td>34.450402</td>\n",
       "      <td>23.768366</td>\n",
       "      <td>6.060606</td>\n",
       "      <td>38.80597</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>6.036745</td>\n",
       "      <td>45.916515</td>\n",
       "      <td>18.090452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntFishProducts</th>\n",
       "      <td>11.304348</td>\n",
       "      <td>3.869654</td>\n",
       "      <td>0.115674</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.249219</td>\n",
       "      <td>...</td>\n",
       "      <td>5.154639</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.546917</td>\n",
       "      <td>3.889369</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>29.850746</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.163339</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntSweetProducts</th>\n",
       "      <td>1.73913</td>\n",
       "      <td>1.832994</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>3.846154</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.865979</td>\n",
       "      <td>2.564103</td>\n",
       "      <td>1.9437</td>\n",
       "      <td>3.889369</td>\n",
       "      <td>6.060606</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>57.894737</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.803993</td>\n",
       "      <td>1.005025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>126</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PMntGoldProds</th>\n",
       "      <td>28.695652</td>\n",
       "      <td>23.828921</td>\n",
       "      <td>0.057837</td>\n",
       "      <td>17.307692</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>62.5</td>\n",
       "      <td>inf</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.936914</td>\n",
       "      <td>...</td>\n",
       "      <td>18.762887</td>\n",
       "      <td>10.25641</td>\n",
       "      <td>2.949062</td>\n",
       "      <td>10.890233</td>\n",
       "      <td>48.484848</td>\n",
       "      <td>58.208955</td>\n",
       "      <td>26.315789</td>\n",
       "      <td>4.024497</td>\n",
       "      <td>11.615245</td>\n",
       "      <td>6.030151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalMnt</th>\n",
       "      <td>345</td>\n",
       "      <td>491</td>\n",
       "      <td>1729</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>1601</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>39</td>\n",
       "      <td>1492</td>\n",
       "      <td>1157</td>\n",
       "      <td>33</td>\n",
       "      <td>67</td>\n",
       "      <td>19</td>\n",
       "      <td>1143</td>\n",
       "      <td>551</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Complain</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>69</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NDealsPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebPurchases</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PWebPurchases</th>\n",
       "      <td>53.846154</td>\n",
       "      <td>43.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.428571</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>23.529412</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>37.037037</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>61.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCatalogPurchases</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCatalogPurchases</th>\n",
       "      <td>7.692308</td>\n",
       "      <td>6.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.814815</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>5.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NStorePurchases</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PStorePurchases</th>\n",
       "      <td>38.461538</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>50.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>29.411765</td>\n",
       "      <td>75.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>48.148148</td>\n",
       "      <td>41.176471</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalPurchases</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWebVisitsMonth</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 2065 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ID                      5314        2493        4931       1100        7224   \\\n",
       "Education          Graduation  Graduation  Graduation     Master  Graduation   \n",
       "Age                        67          52          41         58          41   \n",
       "CustomerDays             1750        1613        1708       1379        1464   \n",
       "MaritalStatus          Single     Married      Single     Single     Married   \n",
       "NKids                       0           0           0          1           0   \n",
       "NTeens                      1           1           0          2           0   \n",
       "NChildren                   1           1           0          3           0   \n",
       "HasChild                    1           1           0          1           0   \n",
       "Income                40689.0     61286.0    157146.0    41275.0     31353.0   \n",
       "MntWines                  270         356           1         24          10   \n",
       "PMntWines            78.26087   72.505092    0.057837  46.153846   41.666667   \n",
       "MntFruits                   3           0           0          4           0   \n",
       "PMntFruits           0.869565         0.0         0.0   7.692308         0.0   \n",
       "MntMeatProducts            27         107        1725         22          10   \n",
       "PMntMeatProducts     7.826087   21.792261   99.768652  42.307692   41.666667   \n",
       "MntFishProducts            39          19           2          0           3   \n",
       "PMntFishProducts    11.304348    3.869654    0.115674        0.0        12.5   \n",
       "MntSweetProducts            6           9           1          2           1   \n",
       "PMntSweetProducts     1.73913    1.832994    0.057837   3.846154    4.166667   \n",
       "MntGoldProds               99         117           1          9           7   \n",
       "PMntGoldProds       28.695652   23.828921    0.057837  17.307692   29.166667   \n",
       "TotalMnt                  345         491        1729         52          24   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    69          34          13         33          24   \n",
       "NDealsPurchases             7           2           0          4           2   \n",
       "NWebPurchases               7           7           0          3           1   \n",
       "PWebPurchases       53.846154       43.75         0.0  42.857143        25.0   \n",
       "NCatalogPurchases           1           1          28          1           1   \n",
       "PCatalogPurchases    7.692308        6.25       100.0  14.285714        25.0   \n",
       "NStorePurchases             5           8           0          3           2   \n",
       "PStorePurchases     38.461538        50.0         0.0  42.857143        50.0   \n",
       "TotalPurchases             13          16          28          7           4   \n",
       "NWebVisitsMonth             8           5           1          5           8   \n",
       "Response1                   0           0           0          0           0   \n",
       "Response2                   0           0           0          0           0   \n",
       "Response3                   0           0           0          0           0   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           0   \n",
       "Response                    0           0           0          0           0   \n",
       "\n",
       "ID                     2795            5555        10277      624    \\\n",
       "Education             Master      Graduation  Graduation     Master   \n",
       "Age                       60              43          57         34   \n",
       "CustomerDays            1645            1424        1775       1878   \n",
       "MaritalStatus         Single        Divorced      Single     Single   \n",
       "NKids                      2               0           0          0   \n",
       "NTeens                     1               0           1          0   \n",
       "NChildren                  3               0           1          0   \n",
       "HasChild                   1               0           1          0   \n",
       "Income               30523.0        153924.0     30081.0    18890.0   \n",
       "MntWines                   5               0          36          6   \n",
       "PMntWines               62.5             NaN   94.736842       30.0   \n",
       "MntFruits                  0               0           0          4   \n",
       "PMntFruits               0.0             NaN         0.0       20.0   \n",
       "MntMeatProducts            3               0           2          1   \n",
       "PMntMeatProducts        37.5             NaN    5.263158        5.0   \n",
       "MntFishProducts            0               0           0          7   \n",
       "PMntFishProducts         0.0             NaN         0.0       35.0   \n",
       "MntSweetProducts           0               0           0          2   \n",
       "PMntSweetProducts        0.0             NaN         0.0       10.0   \n",
       "MntGoldProds               5               1           4         15   \n",
       "PMntGoldProds           62.5             inf   10.526316       75.0   \n",
       "TotalMnt                   8               0          38         20   \n",
       "Complain                   0               0           0          0   \n",
       "Recency                    0  Not Applicable          27          5   \n",
       "NDealsPurchases            1               0           1          1   \n",
       "NWebPurchases              1               0           1          0   \n",
       "PWebPurchases      33.333333             NaN        25.0        0.0   \n",
       "NCatalogPurchases          0               0           0          1   \n",
       "PCatalogPurchases        0.0             NaN         0.0  33.333333   \n",
       "NStorePurchases            2               0           3          2   \n",
       "PStorePurchases    66.666667             NaN        75.0  66.666667   \n",
       "TotalPurchases             3               0           4          3   \n",
       "NWebVisitsMonth            7               0           7          6   \n",
       "Response1                  0               0           0          0   \n",
       "Response2                  0               0           0          0   \n",
       "Response3                  0               0           0          1   \n",
       "Response4                  0               0           0          0   \n",
       "Response5                  0               0           0          0   \n",
       "Response                   0               0           0          1   \n",
       "\n",
       "ID                      9499   ...       9937       2461       9606   \\\n",
       "Education          Graduation  ...  Graduation     Master        PhD   \n",
       "Age                        64  ...          39         63         53   \n",
       "CustomerDays             1700  ...        1460       1475       1588   \n",
       "MaritalStatus         Married  ...      Single     Single    Married   \n",
       "NKids                       1  ...           0          1          0   \n",
       "NTeens                      2  ...           0          1          0   \n",
       "NChildren                   3  ...           0          2          0   \n",
       "HasChild                    1  ...           0          1          0   \n",
       "Income                93404.0  ...     70337.0    51124.0    69969.0   \n",
       "MntWines                 1279  ...         187         26        882   \n",
       "PMntWines            79.88757  ...   38.556701  66.666667  59.115282   \n",
       "MntFruits                  15  ...          81          1         29   \n",
       "PMntFruits           0.936914  ...   16.701031   2.564103     1.9437   \n",
       "MntMeatProducts           287  ...         149         11        514   \n",
       "PMntMeatProducts    17.926296  ...   30.721649  28.205128  34.450402   \n",
       "MntFishProducts            20  ...          25          0         38   \n",
       "PMntFishProducts     1.249219  ...    5.154639        0.0   2.546917   \n",
       "MntSweetProducts            0  ...          43          1         29   \n",
       "PMntSweetProducts         0.0  ...    8.865979   2.564103     1.9437   \n",
       "MntGoldProds               15  ...          91          4         44   \n",
       "PMntGoldProds        0.936914  ...   18.762887   10.25641   2.949062   \n",
       "TotalMnt                 1601  ...         485         39       1492   \n",
       "Complain                    0  ...           0          0          0   \n",
       "Recency                    97  ...          75         79         64   \n",
       "NDealsPurchases             3  ...           1          2          1   \n",
       "NWebPurchases               3  ...           2          1          4   \n",
       "PWebPurchases       21.428571  ...        12.5       25.0  33.333333   \n",
       "NCatalogPurchases           4  ...           2          0          2   \n",
       "PCatalogPurchases   28.571429  ...        12.5        0.0  16.666667   \n",
       "NStorePurchases             7  ...          12          3          6   \n",
       "PStorePurchases          50.0  ...        75.0       75.0       50.0   \n",
       "TotalPurchases             14  ...          16          4         12   \n",
       "NWebVisitsMonth             5  ...           1          3          3   \n",
       "Response1                   0  ...           0          0          1   \n",
       "Response2                   0  ...           0          0          0   \n",
       "Response3                   0  ...           0          0          0   \n",
       "Response4                   1  ...           0          0          0   \n",
       "Response5                   1  ...           0          0          1   \n",
       "Response                    0  ...           0          0          1   \n",
       "\n",
       "ID                      7214        6424        3887       5181        5758   \\\n",
       "Education          Graduation  Graduation  Graduation      Basic  Graduation   \n",
       "Age                        61          41          48         36          36   \n",
       "CustomerDays             1641        1432        1877       1748        1448   \n",
       "MaritalStatus         Married      Single      Single     Single     Married   \n",
       "NKids                       0           1           1          1           0   \n",
       "NTeens                      0           0           0          0           0   \n",
       "NChildren                   0           1           1          1           0   \n",
       "HasChild                    0           1           1          1           0   \n",
       "Income                62187.0     33178.0     27242.0    24367.0     65169.0   \n",
       "MntWines                  792          12           3          2        1074   \n",
       "PMntWines           68.452895   36.363636    4.477612  10.526316   93.963255   \n",
       "MntFruits                   0           6          17          4           0   \n",
       "PMntFruits                0.0   18.181818   25.373134  21.052632         0.0   \n",
       "MntMeatProducts           275           2          26          2          69   \n",
       "PMntMeatProducts    23.768366    6.060606    38.80597  10.526316    6.036745   \n",
       "MntFishProducts            45          11          20          0           0   \n",
       "PMntFishProducts     3.889369   33.333333   29.850746        0.0         0.0   \n",
       "MntSweetProducts           45           2           1         11           0   \n",
       "PMntSweetProducts    3.889369    6.060606    1.492537  57.894737         0.0   \n",
       "MntGoldProds              126          16          39          5          46   \n",
       "PMntGoldProds       10.890233   48.484848   58.208955  26.315789    4.024497   \n",
       "TotalMnt                 1157          33          67         19        1143   \n",
       "Complain                    0           0           0          0           0   \n",
       "Recency                    49           9           2         58          23   \n",
       "NDealsPurchases             1           1           2          1           1   \n",
       "NWebPurchases               4           1           2          1          10   \n",
       "PWebPurchases       23.529412        25.0        40.0  33.333333   37.037037   \n",
       "NCatalogPurchases           8           0           0          0           4   \n",
       "PCatalogPurchases   47.058824         0.0         0.0        0.0   14.814815   \n",
       "NStorePurchases             5           3           3          2          13   \n",
       "PStorePurchases     29.411765        75.0        60.0  66.666667   48.148148   \n",
       "TotalPurchases             17           4           5          3          27   \n",
       "NWebVisitsMonth             3           4           9          9           6   \n",
       "Response1                   0           0           0          0           1   \n",
       "Response2                   0           0           0          0           1   \n",
       "Response3                   0           0           0          0           1   \n",
       "Response4                   0           0           0          0           0   \n",
       "Response5                   0           0           0          0           1   \n",
       "Response                    0           0           1          0           1   \n",
       "\n",
       "ID                      9729       10478  \n",
       "Education          Graduation        PhD  \n",
       "Age                        63         68  \n",
       "CustomerDays             1674       1922  \n",
       "MaritalStatus           Widow    Married  \n",
       "NKids                       1          1  \n",
       "NTeens                      1          1  \n",
       "NChildren                   2          2  \n",
       "HasChild                    1          1  \n",
       "Income                58275.0    55517.0  \n",
       "MntWines                  189        483  \n",
       "PMntWines            34.30127  80.904523  \n",
       "MntFruits                  10          0  \n",
       "PMntFruits           1.814882        0.0  \n",
       "MntMeatProducts           253        108  \n",
       "PMntMeatProducts    45.916515  18.090452  \n",
       "MntFishProducts            56          0  \n",
       "PMntFishProducts    10.163339        0.0  \n",
       "MntSweetProducts           43          6  \n",
       "PMntSweetProducts    7.803993   1.005025  \n",
       "MntGoldProds               64         36  \n",
       "PMntGoldProds       11.615245   6.030151  \n",
       "TotalMnt                  551        597  \n",
       "Complain                    0          0  \n",
       "Recency                    48         53  \n",
       "NDealsPurchases             6          5  \n",
       "NWebPurchases               8         11  \n",
       "PWebPurchases       47.058824  61.111111  \n",
       "NCatalogPurchases           2          1  \n",
       "PCatalogPurchases   11.764706   5.555556  \n",
       "NStorePurchases             7          6  \n",
       "PStorePurchases     41.176471  33.333333  \n",
       "TotalPurchases             17         18  \n",
       "NWebVisitsMonth             7          9  \n",
       "Response1                   0          0  \n",
       "Response2                   0          0  \n",
       "Response3                   0          0  \n",
       "Response4                   0          0  \n",
       "Response5                   0          0  \n",
       "Response                    0          1  \n",
       "\n",
       "[39 rows x 2065 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting the values for HasChild\n",
    "HasChild = np.where(data.NChildren > 0, 1, 0)\n",
    "# Getting the index of NChildren, the last column about children in the dataset\n",
    "index = get_columns_index('NChildren', 'no')\n",
    "# Adding the column to the dataset\n",
    "data.insert(loc=index+1, column= 'HasChild', value = HasChild)\n",
    "# Displaying the data transposed\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a19fe5f-b325-43e4-a7f3-39d2d0de53de",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4fcc6e6-135f-477d-a14c-4537c514a9c8",
   "metadata": {},
   "source": [
    "### **4.** NaN/Infinite Values\n",
    "\n",
    "Some of the extracted features, namely the precentages, contain NaN/Infinite values, given the fact that some denominators are 0. The cell bellow returns the number of NaN values each feature has, using the ``.isin()`` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e2974b20-c217-4661-ab1e-9a73a8ca6109",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCatalogPurchases    6\n",
      "PWebPurchases        6\n",
      "PStorePurchases      6\n",
      "PMntWines            6\n",
      "PMntFruits           6\n",
      "PMntMeatProducts     6\n",
      "PMntFishProducts     6\n",
      "PMntSweetProducts    6\n",
      "PMntGoldProds        6\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# List containing the columns with the NaN values\n",
    "columns = [\"PCatalogPurchases\", \"PWebPurchases\", \"PStorePurchases\", \"PMntWines\",\"PMntFruits\",\"PMntMeatProducts\",\"PMntFishProducts\",\"PMntSweetProducts\",'PMntGoldProds']\n",
    "# isin() checks whether there is NaN/Infinite values and infinite values (either positive and negative) in columns\n",
    "print(data[columns].isin([np.nan, np.inf, -np.inf]).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49044bee-ebf7-4659-a993-22ba527c74d1",
   "metadata": {},
   "source": [
    "The number of missing values are equal to 6 in each column, since it is a very small number (regarding the size of the dataset), the NaN/Infinite values can be replace with the mean value of each variable. The following cell replaces the NaN/Infinite values and checks if there is any after replacement, using the ``.isin()`` method.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9a3b2c78-6483-4241-a75f-f50f30e31fda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is there any NaN or Infinite value in PCatalogPurchases after replacement? R: False\n",
      "Is there any NaN or Infinite value in PWebPurchases after replacement? R: False\n",
      "Is there any NaN or Infinite value in PStorePurchases after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntWines after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntFruits after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntMeatProducts after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntFishProducts after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntSweetProducts after replacement? R: False\n",
      "Is there any NaN or Infinite value in PMntGoldProds after replacement? R: True\n"
     ]
    }
   ],
   "source": [
    "for missingvalues in columns:\n",
    "    data[missingvalues].replace(to_replace=[np.nan, np.inf, -np.inf], value=data[missingvalues].mean(), inplace=True)\n",
    "    print(\"Is there any NaN or Infinite value in {} after replacement? R:\".format(missingvalues),\n",
    "      data[missingvalues].isin([np.nan, np.inf, -np.inf]).any())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c13a1fb-49e6-46cb-b90d-98f2d225e006",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcc407ea-6c34-4129-8306-801f0dd855b1",
   "metadata": {},
   "source": [
    "### **5.** Redundancy analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d58c10-e594-48c0-a18b-5050864dcb8f",
   "metadata": {},
   "source": [
    "A statistical technique for evaluating the redundancy existent in a datset is correlation analysis. This will identify which variables are highly correlation between each other and therefore explain each others behaviour. The columns that have that form of correlation can be revealed as unecessary. This process be done using ``.corr()`` method, which is able to exclude null values.\n",
    "\n",
    "First, the columns for which the correlation will be calculated are chosen (numerical columns). In the cell below, a list with all these columns is created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "89bb69a6-ee5c-4f52-9b58-98ad1748460a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Age', 'CustomerDays', 'NKids', 'NTeens', 'NChildren', 'HasChild', 'Income', 'MntWines', 'PMntWines', 'MntFruits', 'PMntFruits', 'MntMeatProducts', 'PMntMeatProducts', 'MntFishProducts', 'PMntFishProducts', 'MntSweetProducts', 'PMntSweetProducts', 'MntGoldProds', 'PMntGoldProds', 'TotalMnt', 'Complain', 'NDealsPurchases', 'NWebPurchases', 'PWebPurchases', 'NCatalogPurchases', 'PCatalogPurchases', 'NStorePurchases', 'PStorePurchases', 'TotalPurchases', 'NWebVisitsMonth', 'Response1', 'Response2', 'Response3', 'Response4', 'Response5']\n"
     ]
    }
   ],
   "source": [
    "# Numerical columns' names of the 'data' dataset stored in the 'numerical_columns' array\n",
    "numerical_columns = data.select_dtypes(include = \"number\").columns\n",
    "# Converting the array 'numerical_columns' into a list\n",
    "numerical_columns = list(numerical_columns)\n",
    "# Removing the element 'Response' from the list\n",
    "numerical_columns.remove('Response')\n",
    "# Displaying the list\n",
    "print(numerical_columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ba93cbe-3b38-4d77-93e4-c4fd265b47e4",
   "metadata": {},
   "source": [
    "Afterwards, it is used the spearman's coefficient to calculate the correlation between the features stored in the list above. In this case the spearman's coefficient was choosen instead of the pearson's due to its properties. That is, whereas the pearson's can only calculate linear correlations, the spearman's coefficient can not only calculate those types of correlations, but also the non-linear ones. Therefore, it can work with non-numeric features. \n",
    "\n",
    "In the code below, the correlation matrix is being computed and displayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6f2bb590-c24d-44f5-b7a9-2590f06149cb",
   "metadata": {},
   "outputs": [
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       "}\n",
       "#T_92434_row0_col31, #T_92434_row4_col19, #T_92434_row19_col29, #T_92434_row28_col27, #T_92434_row34_col5 {\n",
       "  background-color: #fff3ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row0_col32, #T_92434_row1_col31, #T_92434_row2_col1, #T_92434_row6_col4, #T_92434_row9_col31, #T_92434_row11_col27 {\n",
       "  background-color: #fff2ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col0, #T_92434_row1_col33, #T_92434_row5_col0, #T_92434_row10_col4, #T_92434_row11_col23, #T_92434_row20_col30, #T_92434_row22_col4 {\n",
       "  background-color: #fee288;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col2, #T_92434_row20_col7, #T_92434_row20_col26, #T_92434_row22_col16, #T_92434_row26_col0, #T_92434_row26_col33, #T_92434_row31_col10 {\n",
       "  background-color: #febb56;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col3, #T_92434_row33_col23, #T_92434_row34_col31 {\n",
       "  background-color: #fece6a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col4, #T_92434_row1_col27, #T_92434_row5_col10, #T_92434_row6_col3, #T_92434_row20_col23, #T_92434_row23_col7, #T_92434_row31_col15, #T_92434_row32_col4, #T_92434_row32_col5, #T_92434_row33_col15 {\n",
       "  background-color: #fec662;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col5, #T_92434_row10_col6, #T_92434_row14_col26, #T_92434_row16_col6, #T_92434_row22_col1, #T_92434_row29_col12, #T_92434_row31_col13, #T_92434_row33_col13 {\n",
       "  background-color: #fec35e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col6, #T_92434_row19_col16, #T_92434_row21_col24, #T_92434_row23_col3, #T_92434_row26_col14, #T_92434_row28_col10, #T_92434_row30_col10, #T_92434_row32_col6 {\n",
       "  background-color: #feb44e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col8, #T_92434_row1_col15, #T_92434_row7_col0, #T_92434_row8_col33, #T_92434_row15_col30, #T_92434_row17_col34, #T_92434_row20_col22, #T_92434_row24_col12, #T_92434_row24_col16, #T_92434_row30_col14, #T_92434_row30_col16, #T_92434_row31_col11 {\n",
       "  background-color: #feac49;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col9, #T_92434_row2_col14, #T_92434_row2_col21, #T_92434_row3_col27, #T_92434_row14_col17, #T_92434_row14_col25, #T_92434_row27_col29, #T_92434_row31_col33 {\n",
       "  background-color: #fea848;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col10, #T_92434_row8_col25, #T_92434_row11_col16, #T_92434_row16_col25, #T_92434_row18_col12, #T_92434_row21_col26, #T_92434_row31_col34, #T_92434_row32_col29 {\n",
       "  background-color: #fea546;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col11, #T_92434_row8_col24, #T_92434_row12_col2, #T_92434_row17_col14, #T_92434_row30_col13, #T_92434_row34_col13 {\n",
       "  background-color: #fd9841;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col12, #T_92434_row1_col23, #T_92434_row20_col24, #T_92434_row20_col25, #T_92434_row21_col19, #T_92434_row31_col29, #T_92434_row34_col10 {\n",
       "  background-color: #feb34d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col13, #T_92434_row1_col16, #T_92434_row11_col10, #T_92434_row12_col15, #T_92434_row12_col27, #T_92434_row20_col12, #T_92434_row20_col27, #T_92434_row21_col17, #T_92434_row25_col14, #T_92434_row25_col16, #T_92434_row34_col12 {\n",
       "  background-color: #fea647;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col14, #T_92434_row8_col29, #T_92434_row10_col17, #T_92434_row12_col25, #T_92434_row25_col30, #T_92434_row26_col34, #T_92434_row28_col30, #T_92434_row30_col8, #T_92434_row31_col28, #T_92434_row34_col33 {\n",
       "  background-color: #fea446;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col19, #T_92434_row18_col17, #T_92434_row24_col34, #T_92434_row33_col28 {\n",
       "  background-color: #fd8f3d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row1_col20, #T_92434_row2_col17, #T_92434_row12_col20, #T_92434_row25_col29, #T_92434_row28_col18, #T_92434_row29_col26, #T_92434_row29_col30 {\n",
       "  background-color: #fff6b6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col21, #T_92434_row6_col0, #T_92434_row10_col11, #T_92434_row12_col19, #T_92434_row14_col24, #T_92434_row16_col2, #T_92434_row22_col3, #T_92434_row26_col10, #T_92434_row32_col28 {\n",
       "  background-color: #feb24c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col22, #T_92434_row6_col8, #T_92434_row23_col5, #T_92434_row30_col28, #T_92434_row33_col19 {\n",
       "  background-color: #fd7c37;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row1_col25, #T_92434_row8_col0, #T_92434_row10_col27, #T_92434_row14_col27, #T_92434_row31_col6, #T_92434_row32_col17, #T_92434_row33_col11, #T_92434_row34_col8 {\n",
       "  background-color: #fd9f44;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col26, #T_92434_row3_col7, #T_92434_row22_col21, #T_92434_row23_col18, #T_92434_row27_col5, #T_92434_row27_col14, #T_92434_row30_col9 {\n",
       "  background-color: #fea044;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col28, #T_92434_row2_col12, #T_92434_row8_col5, #T_92434_row24_col8, #T_92434_row33_col25, #T_92434_row33_col34 {\n",
       "  background-color: #fd953f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col29, #T_92434_row8_col22, #T_92434_row9_col16, #T_92434_row13_col16, #T_92434_row15_col10, #T_92434_row21_col23, #T_92434_row22_col8, #T_92434_row34_col11, #T_92434_row34_col25 {\n",
       "  background-color: #fc6c33;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row1_col30, #T_92434_row7_col32, #T_92434_row8_col32, #T_92434_row9_col23, #T_92434_row10_col30, #T_92434_row14_col4, #T_92434_row15_col33, #T_92434_row21_col33, #T_92434_row22_col32, #T_92434_row23_col15 {\n",
       "  background-color: #ffe48c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col32, #T_92434_row4_col25, #T_92434_row5_col6, #T_92434_row5_col32, #T_92434_row7_col29, #T_92434_row10_col32, #T_92434_row21_col32, #T_92434_row32_col31 {\n",
       "  background-color: #ffea9b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row1_col34, #T_92434_row15_col1, #T_92434_row20_col34, #T_92434_row30_col31, #T_92434_row34_col2 {\n",
       "  background-color: #fed977;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col0, #T_92434_row2_col7, #T_92434_row2_col11, #T_92434_row2_col19, #T_92434_row2_col26, #T_92434_row2_col28, #T_92434_row2_col31, #T_92434_row4_col9, #T_92434_row4_col13, #T_92434_row4_col15, #T_92434_row5_col30, #T_92434_row5_col31, #T_92434_row5_col34, #T_92434_row6_col20, #T_92434_row6_col29, #T_92434_row7_col18, #T_92434_row7_col20, #T_92434_row8_col10, #T_92434_row8_col12, #T_92434_row8_col14, #T_92434_row8_col16, #T_92434_row8_col20, #T_92434_row11_col4, #T_92434_row11_col5, #T_92434_row12_col3, #T_92434_row14_col8, #T_92434_row17_col20, #T_92434_row18_col33, #T_92434_row19_col2, #T_92434_row19_col20, #T_92434_row22_col27, #T_92434_row25_col20, #T_92434_row27_col1, #T_92434_row27_col17, #T_92434_row27_col22, #T_92434_row27_col23, #T_92434_row27_col24, #T_92434_row27_col25, #T_92434_row27_col32, #T_92434_row29_col6, #T_92434_row29_col15, #T_92434_row34_col21 {\n",
       "  background-color: #ffffcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col3, #T_92434_row8_col30, #T_92434_row10_col23, #T_92434_row21_col9, #T_92434_row21_col13, #T_92434_row22_col5, #T_92434_row24_col3, #T_92434_row27_col26 {\n",
       "  background-color: #feda78;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col4, #T_92434_row4_col3, #T_92434_row17_col19 {\n",
       "  background-color: #d9131f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row2_col5, #T_92434_row3_col8, #T_92434_row6_col13 {\n",
       "  background-color: #ef3323;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row2_col6, #T_92434_row2_col20, #T_92434_row6_col2, #T_92434_row18_col11, #T_92434_row26_col18, #T_92434_row27_col21, #T_92434_row27_col31, #T_92434_row29_col20, #T_92434_row29_col34 {\n",
       "  background-color: #fff8ba;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col8, #T_92434_row3_col17, #T_92434_row12_col17, #T_92434_row12_col28, #T_92434_row14_col28, #T_92434_row14_col29, #T_92434_row20_col5, #T_92434_row21_col1, #T_92434_row21_col10, #T_92434_row21_col14, #T_92434_row21_col16, #T_92434_row22_col29, #T_92434_row23_col12, #T_92434_row26_col3, #T_92434_row29_col16, #T_92434_row31_col2 {\n",
       "  background-color: #fec15d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col9, #T_92434_row4_col31, #T_92434_row13_col20 {\n",
       "  background-color: #fffec9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col13, #T_92434_row5_col9, #T_92434_row9_col4, #T_92434_row16_col8, #T_92434_row16_col31, #T_92434_row18_col7, #T_92434_row19_col18, #T_92434_row24_col4, #T_92434_row25_col27, #T_92434_row28_col2, #T_92434_row31_col20 {\n",
       "  background-color: #fffcc5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col15, #T_92434_row10_col31, #T_92434_row12_col8, #T_92434_row12_col31, #T_92434_row14_col20, #T_92434_row14_col31, #T_92434_row15_col20, #T_92434_row19_col5, #T_92434_row24_col2, #T_92434_row27_col11, #T_92434_row28_col20, #T_92434_row29_col9, #T_92434_row29_col13 {\n",
       "  background-color: #fffdc8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col16, #T_92434_row3_col23, #T_92434_row11_col8, #T_92434_row26_col16, #T_92434_row31_col17, #T_92434_row32_col2, #T_92434_row32_col7, #T_92434_row32_col12 {\n",
       "  background-color: #feae4a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col18, #T_92434_row27_col2, #T_92434_row30_col25, #T_92434_row30_col34 {\n",
       "  background-color: #fd7234;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row2_col22, #T_92434_row3_col1, #T_92434_row4_col7, #T_92434_row18_col24, #T_92434_row23_col27, #T_92434_row23_col34, #T_92434_row27_col6, #T_92434_row33_col1 {\n",
       "  background-color: #ffe997;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col23, #T_92434_row3_col29, #T_92434_row18_col4 {\n",
       "  background-color: #fd9d43;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col25, #T_92434_row3_col30, #T_92434_row9_col2, #T_92434_row12_col1, #T_92434_row13_col2, #T_92434_row18_col34, #T_92434_row27_col33, #T_92434_row30_col1 {\n",
       "  background-color: #fff0a8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col27, #T_92434_row18_col2, #T_92434_row30_col24 {\n",
       "  background-color: #fc6832;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row2_col29, #T_92434_row6_col15, #T_92434_row17_col6, #T_92434_row29_col2 {\n",
       "  background-color: #f23924;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row2_col30, #T_92434_row10_col3, #T_92434_row14_col0, #T_92434_row20_col31, #T_92434_row27_col9, #T_92434_row27_col30, #T_92434_row29_col31 {\n",
       "  background-color: #fff5b3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col32, #T_92434_row6_col31, #T_92434_row8_col31, #T_92434_row19_col32, #T_92434_row25_col31, #T_92434_row28_col32, #T_92434_row30_col3 {\n",
       "  background-color: #ffe691;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col33, #T_92434_row4_col20, #T_92434_row10_col33, #T_92434_row21_col20, #T_92434_row23_col20, #T_92434_row24_col29 {\n",
       "  background-color: #fff8bb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row2_col34, #T_92434_row5_col19, #T_92434_row26_col4, #T_92434_row28_col5 {\n",
       "  background-color: #fff1ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col2, #T_92434_row9_col30, #T_92434_row16_col19, #T_92434_row16_col28, #T_92434_row20_col19, #T_92434_row28_col12, #T_92434_row31_col14, #T_92434_row31_col30, #T_92434_row32_col11 {\n",
       "  background-color: #feb852;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col4, #T_92434_row4_col2, #T_92434_row9_col19, #T_92434_row13_col9, #T_92434_row13_col15, #T_92434_row15_col13 {\n",
       "  background-color: #d41020;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row3_col5, #T_92434_row9_col26, #T_92434_row13_col26, #T_92434_row15_col26, #T_92434_row17_col25 {\n",
       "  background-color: #e6211e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row3_col6, #T_92434_row11_col14, #T_92434_row13_col34, #T_92434_row27_col16, #T_92434_row30_col12, #T_92434_row31_col26, #T_92434_row33_col30 {\n",
       "  background-color: #fea747;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col9, #T_92434_row11_col21, #T_92434_row23_col32, #T_92434_row24_col21, #T_92434_row29_col17 {\n",
       "  background-color: #ffe58f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col10, #T_92434_row3_col14, #T_92434_row10_col34, #T_92434_row15_col8, #T_92434_row17_col29, #T_92434_row23_col1, #T_92434_row30_col23, #T_92434_row34_col32 {\n",
       "  background-color: #fedd7e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col11, #T_92434_row4_col0, #T_92434_row4_col16, #T_92434_row17_col0, #T_92434_row21_col12, #T_92434_row31_col4, #T_92434_row33_col5 {\n",
       "  background-color: #fed36f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col12, #T_92434_row4_col6, #T_92434_row5_col7, #T_92434_row5_col26, #T_92434_row12_col5, #T_92434_row14_col1, #T_92434_row20_col1, #T_92434_row28_col31 {\n",
       "  background-color: #ffe793;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col13, #T_92434_row3_col15, #T_92434_row10_col1, #T_92434_row13_col23, #T_92434_row15_col23, #T_92434_row16_col1, #T_92434_row18_col1, #T_92434_row23_col25, #T_92434_row23_col33 {\n",
       "  background-color: #ffe590;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col16, #T_92434_row10_col5, #T_92434_row13_col8, #T_92434_row34_col18 {\n",
       "  background-color: #fedd7f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col18, #T_92434_row12_col22, #T_92434_row20_col17, #T_92434_row25_col0, #T_92434_row31_col9, #T_92434_row31_col18, #T_92434_row32_col9, #T_92434_row32_col34 {\n",
       "  background-color: #fec45f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col19, #T_92434_row10_col19, #T_92434_row23_col10, #T_92434_row23_col14, #T_92434_row24_col0, #T_92434_row28_col33, #T_92434_row29_col14, #T_92434_row31_col12, #T_92434_row31_col16, #T_92434_row33_col27 {\n",
       "  background-color: #feba55;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col20, #T_92434_row4_col34, #T_92434_row18_col31, #T_92434_row26_col2 {\n",
       "  background-color: #fffac1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col22, #T_92434_row8_col19, #T_92434_row13_col12, #T_92434_row14_col15, #T_92434_row15_col12, #T_92434_row30_col26, #T_92434_row32_col25 {\n",
       "  background-color: #fd903d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col24, #T_92434_row16_col22, #T_92434_row19_col10, #T_92434_row20_col18, #T_92434_row28_col14, #T_92434_row32_col14, #T_92434_row32_col16, #T_92434_row33_col29, #T_92434_row34_col14 {\n",
       "  background-color: #feb54f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col26, #T_92434_row10_col25, #T_92434_row21_col7, #T_92434_row25_col10, #T_92434_row27_col12 {\n",
       "  background-color: #fea948;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col31, #T_92434_row11_col18, #T_92434_row18_col19, #T_92434_row18_col26 {\n",
       "  background-color: #fff7b9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col32, #T_92434_row3_col34, #T_92434_row4_col24, #T_92434_row4_col33, #T_92434_row9_col29, #T_92434_row10_col21, #T_92434_row13_col21, #T_92434_row15_col2 {\n",
       "  background-color: #ffefa5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row3_col33, #T_92434_row10_col7, #T_92434_row12_col23, #T_92434_row16_col5, #T_92434_row16_col30 {\n",
       "  background-color: #fede80;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col1, #T_92434_row5_col33, #T_92434_row8_col13, #T_92434_row16_col21, #T_92434_row17_col2, #T_92434_row22_col2, #T_92434_row22_col31, #T_92434_row26_col5, #T_92434_row27_col0 {\n",
       "  background-color: #ffeea3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col5, #T_92434_row5_col4, #T_92434_row24_col11 {\n",
       "  background-color: #ae0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row4_col8, #T_92434_row9_col14, #T_92434_row13_col10 {\n",
       "  background-color: #fd7034;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row4_col11, #T_92434_row11_col2, #T_92434_row15_col5, #T_92434_row32_col20 {\n",
       "  background-color: #fff9be;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col17, #T_92434_row4_col32, #T_92434_row9_col3, #T_92434_row15_col3, #T_92434_row15_col32, #T_92434_row26_col23, #T_92434_row30_col5, #T_92434_row34_col3 {\n",
       "  background-color: #ffec9d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col21, #T_92434_row5_col21, #T_92434_row22_col15, #T_92434_row25_col22 {\n",
       "  background-color: #fc4d2a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row4_col22, #T_92434_row20_col15, #T_92434_row21_col27, #T_92434_row23_col19, #T_92434_row28_col21, #T_92434_row30_col27, #T_92434_row32_col15, #T_92434_row32_col30, #T_92434_row33_col10 {\n",
       "  background-color: #fecb67;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col26, #T_92434_row5_col1, #T_92434_row5_col25, #T_92434_row6_col32, #T_92434_row17_col5, #T_92434_row22_col18, #T_92434_row23_col30 {\n",
       "  background-color: #ffeb9c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col27, #T_92434_row14_col12, #T_92434_row26_col8 {\n",
       "  background-color: #fd8038;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row4_col28, #T_92434_row8_col1, #T_92434_row13_col32, #T_92434_row25_col21, #T_92434_row28_col29, #T_92434_row32_col1 {\n",
       "  background-color: #ffeda0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row4_col29 {\n",
       "  background-color: #f84528;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row5_col2, #T_92434_row5_col3, #T_92434_row9_col6, #T_92434_row9_col17, #T_92434_row13_col6, #T_92434_row26_col13 {\n",
       "  background-color: #e92720;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row5_col8, #T_92434_row10_col12, #T_92434_row12_col10, #T_92434_row12_col11, #T_92434_row18_col10, #T_92434_row18_col16, #T_92434_row19_col34, #T_92434_row21_col2, #T_92434_row21_col8 {\n",
       "  background-color: #fd7a37;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row5_col11, #T_92434_row6_col21, #T_92434_row10_col20, #T_92434_row16_col20, #T_92434_row16_col33, #T_92434_row18_col20, #T_92434_row25_col4, #T_92434_row25_col23, #T_92434_row27_col7, #T_92434_row27_col20 {\n",
       "  background-color: #fff9bd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col12, #T_92434_row7_col10, #T_92434_row16_col34, #T_92434_row17_col3, #T_92434_row18_col25, #T_92434_row28_col23, #T_92434_row31_col23 {\n",
       "  background-color: #fed774;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col13, #T_92434_row7_col2, #T_92434_row10_col8, #T_92434_row11_col20, #T_92434_row13_col5, #T_92434_row22_col20, #T_92434_row26_col20 {\n",
       "  background-color: #fffdc6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col17, #T_92434_row9_col32, #T_92434_row11_col32, #T_92434_row18_col9, #T_92434_row18_col13, #T_92434_row20_col32, #T_92434_row26_col31, #T_92434_row29_col33, #T_92434_row30_col4, #T_92434_row31_col21 {\n",
       "  background-color: #ffe794;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col20, #T_92434_row9_col5, #T_92434_row12_col21, #T_92434_row21_col31, #T_92434_row25_col5, #T_92434_row27_col19, #T_92434_row29_col11 {\n",
       "  background-color: #fffac0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col22, #T_92434_row6_col10, #T_92434_row8_col11, #T_92434_row8_col17, #T_92434_row10_col26, #T_92434_row14_col19, #T_92434_row14_col22, #T_92434_row20_col4, #T_92434_row21_col25, #T_92434_row22_col0, #T_92434_row33_col31 {\n",
       "  background-color: #febe59;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col23, #T_92434_row12_col16, #T_92434_row28_col8, #T_92434_row30_col22 {\n",
       "  background-color: #fd8439;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row5_col24, #T_92434_row6_col1, #T_92434_row9_col21, #T_92434_row15_col21, #T_92434_row29_col7, #T_92434_row34_col4 {\n",
       "  background-color: #ffeda1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col28, #T_92434_row18_col15, #T_92434_row20_col33 {\n",
       "  background-color: #ffe895;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row5_col29, #T_92434_row7_col9, #T_92434_row8_col7, #T_92434_row25_col9 {\n",
       "  background-color: #f43d25;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col5, #T_92434_row12_col0, #T_92434_row14_col3, #T_92434_row16_col0, #T_92434_row29_col24, #T_92434_row30_col21 {\n",
       "  background-color: #fff7b7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col7 {\n",
       "  background-color: #c10325;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col9, #T_92434_row7_col8, #T_92434_row9_col22, #T_92434_row13_col22, #T_92434_row15_col7, #T_92434_row16_col14, #T_92434_row17_col15, #T_92434_row21_col4, #T_92434_row21_col5, #T_92434_row25_col13, #T_92434_row29_col23 {\n",
       "  background-color: #f03523;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col11 {\n",
       "  background-color: #c40524;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col12, #T_92434_row17_col8, #T_92434_row20_col10, #T_92434_row20_col16, #T_92434_row21_col18 {\n",
       "  background-color: #feab49;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col14, #T_92434_row10_col29, #T_92434_row23_col28, #T_92434_row27_col8, #T_92434_row33_col9 {\n",
       "  background-color: #fec05b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col17, #T_92434_row7_col15, #T_92434_row26_col25 {\n",
       "  background-color: #f64227;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col18, #T_92434_row14_col33, #T_92434_row24_col5, #T_92434_row24_col27 {\n",
       "  background-color: #fffbc2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col19, #T_92434_row19_col6, #T_92434_row19_col26 {\n",
       "  background-color: #b90026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col22, #T_92434_row13_col25, #T_92434_row14_col13 {\n",
       "  background-color: #e9261f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col24, #T_92434_row24_col6 {\n",
       "  background-color: #c70723;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col25, #T_92434_row13_col14, #T_92434_row16_col15, #T_92434_row17_col22, #T_92434_row28_col13 {\n",
       "  background-color: #e2191c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col26, #T_92434_row22_col11 {\n",
       "  background-color: #d51020;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col27, #T_92434_row13_col27, #T_92434_row32_col21, #T_92434_row34_col0 {\n",
       "  background-color: #fee38b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col28, #T_92434_row22_col19, #T_92434_row28_col6 {\n",
       "  background-color: #ca0923;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row6_col30, #T_92434_row25_col34, #T_92434_row30_col15, #T_92434_row34_col17 {\n",
       "  background-color: #fd9740;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col33, #T_92434_row7_col3, #T_92434_row10_col22, #T_92434_row16_col26, #T_92434_row17_col30, #T_92434_row20_col28, #T_92434_row28_col0, #T_92434_row29_col3, #T_92434_row29_col22 {\n",
       "  background-color: #feb953;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row6_col34, #T_92434_row12_col14, #T_92434_row34_col30 {\n",
       "  background-color: #fd7e38;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col4, #T_92434_row13_col29, #T_92434_row14_col21, #T_92434_row14_col32, #T_92434_row17_col27, #T_92434_row24_col23, #T_92434_row26_col29, #T_92434_row29_col0 {\n",
       "  background-color: #fff1a9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col5, #T_92434_row7_col27, #T_92434_row8_col15, #T_92434_row15_col29, #T_92434_row24_col18, #T_92434_row29_col28 {\n",
       "  background-color: #fff0a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col6 {\n",
       "  background-color: #c00225;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col11, #T_92434_row11_col7, #T_92434_row26_col19 {\n",
       "  background-color: #b70026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col12, #T_92434_row21_col0, #T_92434_row33_col4 {\n",
       "  background-color: #fed470;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col13, #T_92434_row14_col10, #T_92434_row14_col16 {\n",
       "  background-color: #f13824;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col14, #T_92434_row7_col21, #T_92434_row24_col1, #T_92434_row31_col3 {\n",
       "  background-color: #fed976;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col17, #T_92434_row23_col29 {\n",
       "  background-color: #e8241f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col19, #T_92434_row19_col7 {\n",
       "  background-color: #930026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col22 {\n",
       "  background-color: #c50624;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col23, #T_92434_row12_col7, #T_92434_row17_col33, #T_92434_row30_col32, #T_92434_row32_col3 {\n",
       "  background-color: #fedb7b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col24, #T_92434_row22_col28 {\n",
       "  background-color: #b40026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col25, #T_92434_row13_col28, #T_92434_row15_col24, #T_92434_row19_col17, #T_92434_row24_col17 {\n",
       "  background-color: #dc151e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col26 {\n",
       "  background-color: #bd0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col28, #T_92434_row28_col7 {\n",
       "  background-color: #a80026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row7_col30, #T_92434_row18_col5, #T_92434_row27_col4, #T_92434_row28_col34, #T_92434_row31_col8 {\n",
       "  background-color: #fd9941;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col31, #T_92434_row15_col27, #T_92434_row18_col22, #T_92434_row23_col26, #T_92434_row25_col18, #T_92434_row31_col32, #T_92434_row33_col18 {\n",
       "  background-color: #fee084;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row7_col33, #T_92434_row27_col18, #T_92434_row29_col27, #T_92434_row31_col22 {\n",
       "  background-color: #fea145;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row8_col3, #T_92434_row21_col29 {\n",
       "  background-color: #fc4f2a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row8_col9, #T_92434_row13_col3, #T_92434_row16_col32, #T_92434_row17_col4, #T_92434_row32_col33 {\n",
       "  background-color: #ffefa4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row8_col18, #T_92434_row17_col31 {\n",
       "  background-color: #ffe998;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row8_col23, #T_92434_row12_col6, #T_92434_row14_col2, #T_92434_row18_col23, #T_92434_row19_col33, #T_92434_row20_col8, #T_92434_row22_col34, #T_92434_row24_col10, #T_92434_row28_col16, #T_92434_row30_col33, #T_92434_row31_col27, #T_92434_row32_col10, #T_92434_row33_col17 {\n",
       "  background-color: #feaf4b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row9_col0, #T_92434_row9_col8, #T_92434_row13_col0, #T_92434_row14_col23, #T_92434_row16_col7, #T_92434_row16_col23, #T_92434_row18_col3, #T_92434_row23_col6 {\n",
       "  background-color: #fedc7c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row9_col7 {\n",
       "  background-color: #ee3122;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col10, #T_92434_row17_col11, #T_92434_row19_col15, #T_92434_row22_col24, #T_92434_row25_col28, #T_92434_row28_col17 {\n",
       "  background-color: #dd161d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col11, #T_92434_row11_col13, #T_92434_row24_col26, #T_92434_row25_col19 {\n",
       "  background-color: #cf0c21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col13, #T_92434_row11_col9, #T_92434_row11_col25, #T_92434_row26_col6 {\n",
       "  background-color: #d30f20;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col15, #T_92434_row13_col24 {\n",
       "  background-color: #d7121f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col24, #T_92434_row19_col9, #T_92434_row24_col22 {\n",
       "  background-color: #db141e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col25, #T_92434_row17_col9, #T_92434_row17_col13 {\n",
       "  background-color: #ec2c21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col27, #T_92434_row12_col4, #T_92434_row19_col23, #T_92434_row20_col0, #T_92434_row23_col13, #T_92434_row30_col0, #T_92434_row34_col23 {\n",
       "  background-color: #fee187;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row9_col28, #T_92434_row11_col17, #T_92434_row15_col28, #T_92434_row24_col13, #T_92434_row25_col7 {\n",
       "  background-color: #df171d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row9_col33, #T_92434_row13_col18, #T_92434_row14_col7, #T_92434_row14_col30, #T_92434_row14_col34, #T_92434_row15_col0, #T_92434_row23_col9, #T_92434_row25_col1, #T_92434_row25_col3, #T_92434_row29_col32, #T_92434_row33_col21 {\n",
       "  background-color: #fee085;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row10_col0, #T_92434_row18_col0, #T_92434_row18_col6, #T_92434_row21_col34, #T_92434_row28_col4 {\n",
       "  background-color: #fff5b5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row10_col9, #T_92434_row17_col7 {\n",
       "  background-color: #e61f1d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row10_col14, #T_92434_row10_col16, #T_92434_row15_col22, #T_92434_row16_col10 {\n",
       "  background-color: #f13624;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row10_col15, #T_92434_row23_col4, #T_92434_row33_col24, #T_92434_row34_col26 {\n",
       "  background-color: #fd8c3c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col3, #T_92434_row13_col33, #T_92434_row23_col0, #T_92434_row24_col31 {\n",
       "  background-color: #ffe48d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row11_col6, #T_92434_row11_col26, #T_92434_row26_col11 {\n",
       "  background-color: #c20325;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col12, #T_92434_row18_col29 {\n",
       "  background-color: #fc6a32;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col15, #T_92434_row15_col9, #T_92434_row15_col19, #T_92434_row17_col24, #T_92434_row19_col13, #T_92434_row22_col26, #T_92434_row25_col11 {\n",
       "  background-color: #d6111f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col19, #T_92434_row19_col11 {\n",
       "  background-color: #910026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col22 {\n",
       "  background-color: #d00d21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col24 {\n",
       "  background-color: #ac0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col28, #T_92434_row28_col11 {\n",
       "  background-color: #aa0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row11_col29, #T_92434_row16_col3, #T_92434_row18_col30, #T_92434_row27_col13, #T_92434_row27_col15 {\n",
       "  background-color: #fff4b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row11_col30, #T_92434_row15_col34, #T_92434_row21_col28, #T_92434_row29_col8 {\n",
       "  background-color: #fd9e43;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row11_col31, #T_92434_row12_col32, #T_92434_row31_col1, #T_92434_row32_col0 {\n",
       "  background-color: #ffea99;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row12_col33, #T_92434_row13_col4, #T_92434_row19_col4, #T_92434_row24_col20, #T_92434_row30_col20, #T_92434_row33_col20 {\n",
       "  background-color: #fffecb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row13_col7 {\n",
       "  background-color: #ed3022;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row13_col11, #T_92434_row26_col24 {\n",
       "  background-color: #cd0b22;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row13_col17, #T_92434_row25_col17, #T_92434_row26_col9, #T_92434_row26_col15 {\n",
       "  background-color: #ea2920;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row13_col19, #T_92434_row15_col11, #T_92434_row26_col22 {\n",
       "  background-color: #d10e21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row13_col31, #T_92434_row15_col31, #T_92434_row18_col28, #T_92434_row26_col32, #T_92434_row29_col19, #T_92434_row29_col25, #T_92434_row33_col32 {\n",
       "  background-color: #fff3af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row14_col11, #T_92434_row19_col14, #T_92434_row20_col6, #T_92434_row22_col30 {\n",
       "  background-color: #feb651;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row15_col6, #T_92434_row17_col26, #T_92434_row22_col6 {\n",
       "  background-color: #eb2b21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row15_col14, #T_92434_row30_col7, #T_92434_row33_col7, #T_92434_row33_col8 {\n",
       "  background-color: #fd6e33;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row15_col16, #T_92434_row17_col28, #T_92434_row28_col25 {\n",
       "  background-color: #da141e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row15_col17, #T_92434_row15_col25, #T_92434_row26_col17 {\n",
       "  background-color: #ed2e21;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row16_col4, #T_92434_row19_col21, #T_92434_row19_col31 {\n",
       "  background-color: #fee289;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row16_col9, #T_92434_row16_col18, #T_92434_row19_col8, #T_92434_row33_col6, #T_92434_row34_col22 {\n",
       "  background-color: #fd883b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row18_col14 {\n",
       "  background-color: #fd7636;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row19_col22, #T_92434_row22_col7 {\n",
       "  background-color: #c80723;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row19_col24, #T_92434_row24_col19, #T_92434_row28_col26 {\n",
       "  background-color: #a20026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row19_col25 {\n",
       "  background-color: #ce0c22;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row19_col27, #T_92434_row21_col30, #T_92434_row25_col2 {\n",
       "  background-color: #fff4b0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row19_col28, #T_92434_row28_col19 {\n",
       "  background-color: #9b0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row21_col3, #T_92434_row29_col4, #T_92434_row34_col19 {\n",
       "  background-color: #fc532b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row21_col22, #T_92434_row30_col19 {\n",
       "  background-color: #fc6430;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row22_col9 {\n",
       "  background-color: #f94828;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row22_col13 {\n",
       "  background-color: #f84628;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row22_col17 {\n",
       "  background-color: #e7231e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row22_col23 {\n",
       "  background-color: #fc572c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row22_col25 {\n",
       "  background-color: #fc512b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row23_col22 {\n",
       "  background-color: #f33b25;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col7 {\n",
       "  background-color: #b60026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col9, #T_92434_row25_col6 {\n",
       "  background-color: #e31a1c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col15, #T_92434_row28_col15 {\n",
       "  background-color: #e51e1d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col25, #T_92434_row25_col24 {\n",
       "  background-color: #990026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col28 {\n",
       "  background-color: #a60026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row24_col30, #T_92434_row31_col7, #T_92434_row31_col25, #T_92434_row32_col18, #T_92434_row32_col24 {\n",
       "  background-color: #fd9c42;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row25_col15 {\n",
       "  background-color: #f43e26;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row25_col26, #T_92434_row29_col5 {\n",
       "  background-color: #fa4a29;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row26_col7 {\n",
       "  background-color: #bb0026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row26_col28 {\n",
       "  background-color: #a10026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row28_col9 {\n",
       "  background-color: #e41c1d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row28_col22 {\n",
       "  background-color: #b00026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row28_col24 {\n",
       "  background-color: #a40026;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row30_col2, #T_92434_row33_col12 {\n",
       "  background-color: #fed572;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row30_col11, #T_92434_row34_col28 {\n",
       "  background-color: #fd7836;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row30_col17, #T_92434_row31_col19, #T_92434_row31_col24 {\n",
       "  background-color: #fd9a42;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_92434_row34_col6 {\n",
       "  background-color: #fc552c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row34_col7 {\n",
       "  background-color: #fc5d2e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_92434_row34_col24 {\n",
       "  background-color: #fc6330;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_92434\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_92434_level0_col0\" class=\"col_heading level0 col0\" >Age</th>\n",
       "      <th id=\"T_92434_level0_col1\" class=\"col_heading level0 col1\" >CustomerDays</th>\n",
       "      <th id=\"T_92434_level0_col2\" class=\"col_heading level0 col2\" >NKids</th>\n",
       "      <th id=\"T_92434_level0_col3\" class=\"col_heading level0 col3\" >NTeens</th>\n",
       "      <th id=\"T_92434_level0_col4\" class=\"col_heading level0 col4\" >NChildren</th>\n",
       "      <th id=\"T_92434_level0_col5\" class=\"col_heading level0 col5\" >HasChild</th>\n",
       "      <th id=\"T_92434_level0_col6\" class=\"col_heading level0 col6\" >Income</th>\n",
       "      <th id=\"T_92434_level0_col7\" class=\"col_heading level0 col7\" >MntWines</th>\n",
       "      <th id=\"T_92434_level0_col8\" class=\"col_heading level0 col8\" >PMntWines</th>\n",
       "      <th id=\"T_92434_level0_col9\" class=\"col_heading level0 col9\" >MntFruits</th>\n",
       "      <th id=\"T_92434_level0_col10\" class=\"col_heading level0 col10\" >PMntFruits</th>\n",
       "      <th id=\"T_92434_level0_col11\" class=\"col_heading level0 col11\" >MntMeatProducts</th>\n",
       "      <th id=\"T_92434_level0_col12\" class=\"col_heading level0 col12\" >PMntMeatProducts</th>\n",
       "      <th id=\"T_92434_level0_col13\" class=\"col_heading level0 col13\" >MntFishProducts</th>\n",
       "      <th id=\"T_92434_level0_col14\" class=\"col_heading level0 col14\" >PMntFishProducts</th>\n",
       "      <th id=\"T_92434_level0_col15\" class=\"col_heading level0 col15\" >MntSweetProducts</th>\n",
       "      <th id=\"T_92434_level0_col16\" class=\"col_heading level0 col16\" >PMntSweetProducts</th>\n",
       "      <th id=\"T_92434_level0_col17\" class=\"col_heading level0 col17\" >MntGoldProds</th>\n",
       "      <th id=\"T_92434_level0_col18\" class=\"col_heading level0 col18\" >PMntGoldProds</th>\n",
       "      <th id=\"T_92434_level0_col19\" class=\"col_heading level0 col19\" >TotalMnt</th>\n",
       "      <th id=\"T_92434_level0_col20\" class=\"col_heading level0 col20\" >Complain</th>\n",
       "      <th id=\"T_92434_level0_col21\" class=\"col_heading level0 col21\" >NDealsPurchases</th>\n",
       "      <th id=\"T_92434_level0_col22\" class=\"col_heading level0 col22\" >NWebPurchases</th>\n",
       "      <th id=\"T_92434_level0_col23\" class=\"col_heading level0 col23\" >PWebPurchases</th>\n",
       "      <th id=\"T_92434_level0_col24\" class=\"col_heading level0 col24\" >NCatalogPurchases</th>\n",
       "      <th id=\"T_92434_level0_col25\" class=\"col_heading level0 col25\" >PCatalogPurchases</th>\n",
       "      <th id=\"T_92434_level0_col26\" class=\"col_heading level0 col26\" >NStorePurchases</th>\n",
       "      <th id=\"T_92434_level0_col27\" class=\"col_heading level0 col27\" >PStorePurchases</th>\n",
       "      <th id=\"T_92434_level0_col28\" class=\"col_heading level0 col28\" >TotalPurchases</th>\n",
       "      <th id=\"T_92434_level0_col29\" class=\"col_heading level0 col29\" >NWebVisitsMonth</th>\n",
       "      <th id=\"T_92434_level0_col30\" class=\"col_heading level0 col30\" >Response1</th>\n",
       "      <th id=\"T_92434_level0_col31\" class=\"col_heading level0 col31\" >Response2</th>\n",
       "      <th id=\"T_92434_level0_col32\" class=\"col_heading level0 col32\" >Response3</th>\n",
       "      <th id=\"T_92434_level0_col33\" class=\"col_heading level0 col33\" >Response4</th>\n",
       "      <th id=\"T_92434_level0_col34\" class=\"col_heading level0 col34\" >Response5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row0\" class=\"row_heading level0 row0\" >Age</th>\n",
       "      <td id=\"T_92434_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_92434_row0_col1\" class=\"data row0 col1\" >-0.009413</td>\n",
       "      <td id=\"T_92434_row0_col2\" class=\"data row0 col2\" >-0.259770</td>\n",
       "      <td id=\"T_92434_row0_col3\" class=\"data row0 col3\" >0.379918</td>\n",
       "      <td id=\"T_92434_row0_col4\" class=\"data row0 col4\" >0.080665</td>\n",
       "      <td id=\"T_92434_row0_col5\" class=\"data row0 col5\" >-0.011792</td>\n",
       "      <td id=\"T_92434_row0_col6\" class=\"data row0 col6\" >0.215629</td>\n",
       "      <td id=\"T_92434_row0_col7\" class=\"data row0 col7\" >0.241767</td>\n",
       "      <td id=\"T_92434_row0_col8\" class=\"data row0 col8\" >0.292402</td>\n",
       "      <td id=\"T_92434_row0_col9\" class=\"data row0 col9\" >0.032190</td>\n",
       "      <td id=\"T_92434_row0_col10\" class=\"data row0 col10\" >-0.171249</td>\n",
       "      <td id=\"T_92434_row0_col11\" class=\"data row0 col11\" >0.117927</td>\n",
       "      <td id=\"T_92434_row0_col12\" class=\"data row0 col12\" >-0.185200</td>\n",
       "      <td id=\"T_92434_row0_col13\" class=\"data row0 col13\" >0.032706</td>\n",
       "      <td id=\"T_92434_row0_col14\" class=\"data row0 col14\" >-0.170872</td>\n",
       "      <td id=\"T_92434_row0_col15\" class=\"data row0 col15\" >-0.002000</td>\n",
       "      <td id=\"T_92434_row0_col16\" class=\"data row0 col16\" >-0.184172</td>\n",
       "      <td id=\"T_92434_row0_col17\" class=\"data row0 col17\" >0.080073</td>\n",
       "      <td id=\"T_92434_row0_col18\" class=\"data row0 col18\" >-0.175171</td>\n",
       "      <td id=\"T_92434_row0_col19\" class=\"data row0 col19\" >0.171360</td>\n",
       "      <td id=\"T_92434_row0_col20\" class=\"data row0 col20\" >-0.006009</td>\n",
       "      <td id=\"T_92434_row0_col21\" class=\"data row0 col21\" >0.076416</td>\n",
       "      <td id=\"T_92434_row0_col22\" class=\"data row0 col22\" >0.165379</td>\n",
       "      <td id=\"T_92434_row0_col23\" class=\"data row0 col23\" >-0.032703</td>\n",
       "      <td id=\"T_92434_row0_col24\" class=\"data row0 col24\" >0.182998</td>\n",
       "      <td id=\"T_92434_row0_col25\" class=\"data row0 col25\" >0.140828</td>\n",
       "      <td id=\"T_92434_row0_col26\" class=\"data row0 col26\" >0.176398</td>\n",
       "      <td id=\"T_92434_row0_col27\" class=\"data row0 col27\" >-0.107987</td>\n",
       "      <td id=\"T_92434_row0_col28\" class=\"data row0 col28\" >0.183693</td>\n",
       "      <td id=\"T_92434_row0_col29\" class=\"data row0 col29\" >-0.132688</td>\n",
       "      <td id=\"T_92434_row0_col30\" class=\"data row0 col30\" >-0.006097</td>\n",
       "      <td id=\"T_92434_row0_col31\" class=\"data row0 col31\" >0.006654</td>\n",
       "      <td id=\"T_92434_row0_col32\" class=\"data row0 col32\" >-0.075145</td>\n",
       "      <td id=\"T_92434_row0_col33\" class=\"data row0 col33\" >0.069500</td>\n",
       "      <td id=\"T_92434_row0_col34\" class=\"data row0 col34\" >-0.018985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row1\" class=\"row_heading level0 row1\" >CustomerDays</th>\n",
       "      <td id=\"T_92434_row1_col0\" class=\"data row1 col0\" >-0.009413</td>\n",
       "      <td id=\"T_92434_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_92434_row1_col2\" class=\"data row1 col2\" >-0.051099</td>\n",
       "      <td id=\"T_92434_row1_col3\" class=\"data row1 col3\" >0.020496</td>\n",
       "      <td id=\"T_92434_row1_col4\" class=\"data row1 col4\" >-0.022801</td>\n",
       "      <td id=\"T_92434_row1_col5\" class=\"data row1 col5\" >0.001520</td>\n",
       "      <td id=\"T_92434_row1_col6\" class=\"data row1 col6\" >-0.016453</td>\n",
       "      <td id=\"T_92434_row1_col7\" class=\"data row1 col7\" >0.161985</td>\n",
       "      <td id=\"T_92434_row1_col8\" class=\"data row1 col8\" >-0.009958</td>\n",
       "      <td id=\"T_92434_row1_col9\" class=\"data row1 col9\" >0.142152</td>\n",
       "      <td id=\"T_92434_row1_col10\" class=\"data row1 col10\" >0.042119</td>\n",
       "      <td id=\"T_92434_row1_col11\" class=\"data row1 col11\" >0.167695</td>\n",
       "      <td id=\"T_92434_row1_col12\" class=\"data row1 col12\" >-0.037042</td>\n",
       "      <td id=\"T_92434_row1_col13\" class=\"data row1 col13\" >0.141729</td>\n",
       "      <td id=\"T_92434_row1_col14\" class=\"data row1 col14\" >0.032048</td>\n",
       "      <td id=\"T_92434_row1_col15\" class=\"data row1 col15\" >0.128340</td>\n",
       "      <td id=\"T_92434_row1_col16\" class=\"data row1 col16\" >0.040611</td>\n",
       "      <td id=\"T_92434_row1_col17\" class=\"data row1 col17\" >0.236775</td>\n",
       "      <td id=\"T_92434_row1_col18\" class=\"data row1 col18\" >0.041598</td>\n",
       "      <td id=\"T_92434_row1_col19\" class=\"data row1 col19\" >0.185494</td>\n",
       "      <td id=\"T_92434_row1_col20\" class=\"data row1 col20\" >0.033084</td>\n",
       "      <td id=\"T_92434_row1_col21\" class=\"data row1 col21\" >0.219790</td>\n",
       "      <td id=\"T_92434_row1_col22\" class=\"data row1 col22\" >0.212221</td>\n",
       "      <td id=\"T_92434_row1_col23\" class=\"data row1 col23\" >0.107763</td>\n",
       "      <td id=\"T_92434_row1_col24\" class=\"data row1 col24\" >0.134935</td>\n",
       "      <td id=\"T_92434_row1_col25\" class=\"data row1 col25\" >0.080626</td>\n",
       "      <td id=\"T_92434_row1_col26\" class=\"data row1 col26\" >0.120261</td>\n",
       "      <td id=\"T_92434_row1_col27\" class=\"data row1 col27\" >-0.159284</td>\n",
       "      <td id=\"T_92434_row1_col28\" class=\"data row1 col28\" >0.170193</td>\n",
       "      <td id=\"T_92434_row1_col29\" class=\"data row1 col29\" >0.296640</td>\n",
       "      <td id=\"T_92434_row1_col30\" class=\"data row1 col30\" >-0.038751</td>\n",
       "      <td id=\"T_92434_row1_col31\" class=\"data row1 col31\" >0.009909</td>\n",
       "      <td id=\"T_92434_row1_col32\" class=\"data row1 col32\" >-0.010812</td>\n",
       "      <td id=\"T_92434_row1_col33\" class=\"data row1 col33\" >0.018943</td>\n",
       "      <td id=\"T_92434_row1_col34\" class=\"data row1 col34\" >-0.006836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row2\" class=\"row_heading level0 row2\" >NKids</th>\n",
       "      <td id=\"T_92434_row2_col0\" class=\"data row2 col0\" >-0.259770</td>\n",
       "      <td id=\"T_92434_row2_col1\" class=\"data row2 col1\" >-0.051099</td>\n",
       "      <td id=\"T_92434_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_92434_row2_col3\" class=\"data row2 col3\" >-0.037315</td>\n",
       "      <td id=\"T_92434_row2_col4\" class=\"data row2 col4\" >0.677724</td>\n",
       "      <td id=\"T_92434_row2_col5\" class=\"data row2 col5\" >0.541411</td>\n",
       "      <td id=\"T_92434_row2_col6\" class=\"data row2 col6\" >-0.526592</td>\n",
       "      <td id=\"T_92434_row2_col7\" class=\"data row2 col7\" >-0.578733</td>\n",
       "      <td id=\"T_92434_row2_col8\" class=\"data row2 col8\" >-0.128340</td>\n",
       "      <td id=\"T_92434_row2_col9\" class=\"data row2 col9\" >-0.440765</td>\n",
       "      <td id=\"T_92434_row2_col10\" class=\"data row2 col10\" >0.001133</td>\n",
       "      <td id=\"T_92434_row2_col11\" class=\"data row2 col11\" >-0.545048</td>\n",
       "      <td id=\"T_92434_row2_col12\" class=\"data row2 col12\" >0.134041</td>\n",
       "      <td id=\"T_92434_row2_col13\" class=\"data row2 col13\" >-0.442668</td>\n",
       "      <td id=\"T_92434_row2_col14\" class=\"data row2 col14\" >0.007413</td>\n",
       "      <td id=\"T_92434_row2_col15\" class=\"data row2 col15\" >-0.427744</td>\n",
       "      <td id=\"T_92434_row2_col16\" class=\"data row2 col16\" >-0.005729</td>\n",
       "      <td id=\"T_92434_row2_col17\" class=\"data row2 col17\" >-0.418838</td>\n",
       "      <td id=\"T_92434_row2_col18\" class=\"data row2 col18\" >0.309212</td>\n",
       "      <td id=\"T_92434_row2_col19\" class=\"data row2 col19\" >-0.609817</td>\n",
       "      <td id=\"T_92434_row2_col20\" class=\"data row2 col20\" >0.022985</td>\n",
       "      <td id=\"T_92434_row2_col21\" class=\"data row2 col21\" >0.257410</td>\n",
       "      <td id=\"T_92434_row2_col22\" class=\"data row2 col22\" >-0.421107</td>\n",
       "      <td id=\"T_92434_row2_col23\" class=\"data row2 col23\" >0.216254</td>\n",
       "      <td id=\"T_92434_row2_col24\" class=\"data row2 col24\" >-0.590776</td>\n",
       "      <td id=\"T_92434_row2_col25\" class=\"data row2 col25\" >-0.478323</td>\n",
       "      <td id=\"T_92434_row2_col26\" class=\"data row2 col26\" >-0.554991</td>\n",
       "      <td id=\"T_92434_row2_col27\" class=\"data row2 col27\" >0.278706</td>\n",
       "      <td id=\"T_92434_row2_col28\" class=\"data row2 col28\" >-0.578294</td>\n",
       "      <td id=\"T_92434_row2_col29\" class=\"data row2 col29\" >0.476764</td>\n",
       "      <td id=\"T_92434_row2_col30\" class=\"data row2 col30\" >-0.185553</td>\n",
       "      <td id=\"T_92434_row2_col31\" class=\"data row2 col31\" >-0.086638</td>\n",
       "      <td id=\"T_92434_row2_col32\" class=\"data row2 col32\" >0.018127</td>\n",
       "      <td id=\"T_92434_row2_col33\" class=\"data row2 col33\" >-0.163677</td>\n",
       "      <td id=\"T_92434_row2_col34\" class=\"data row2 col34\" >-0.212042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row3\" class=\"row_heading level0 row3\" >NTeens</th>\n",
       "      <td id=\"T_92434_row3_col0\" class=\"data row3 col0\" >0.379918</td>\n",
       "      <td id=\"T_92434_row3_col1\" class=\"data row3 col1\" >0.020496</td>\n",
       "      <td id=\"T_92434_row3_col2\" class=\"data row3 col2\" >-0.037315</td>\n",
       "      <td id=\"T_92434_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "      <td id=\"T_92434_row3_col4\" class=\"data row3 col4\" >0.699888</td>\n",
       "      <td id=\"T_92434_row3_col5\" class=\"data row3 col5\" >0.608509</td>\n",
       "      <td id=\"T_92434_row3_col6\" class=\"data row3 col6\" >0.051310</td>\n",
       "      <td id=\"T_92434_row3_col7\" class=\"data row3 col7\" >0.111027</td>\n",
       "      <td id=\"T_92434_row3_col8\" class=\"data row3 col8\" >0.479248</td>\n",
       "      <td id=\"T_92434_row3_col9\" class=\"data row3 col9\" >-0.192226</td>\n",
       "      <td id=\"T_92434_row3_col10\" class=\"data row3 col10\" >-0.273884</td>\n",
       "      <td id=\"T_92434_row3_col11\" class=\"data row3 col11\" >-0.124173</td>\n",
       "      <td id=\"T_92434_row3_col12\" class=\"data row3 col12\" >-0.375571</td>\n",
       "      <td id=\"T_92434_row3_col13\" class=\"data row3 col13\" >-0.216358</td>\n",
       "      <td id=\"T_92434_row3_col14\" class=\"data row3 col14\" >-0.294717</td>\n",
       "      <td id=\"T_92434_row3_col15\" class=\"data row3 col15\" >-0.192520</td>\n",
       "      <td id=\"T_92434_row3_col16\" class=\"data row3 col16\" >-0.270903</td>\n",
       "      <td id=\"T_92434_row3_col17\" class=\"data row3 col17\" >-0.021277</td>\n",
       "      <td id=\"T_92434_row3_col18\" class=\"data row3 col18\" >-0.057393</td>\n",
       "      <td id=\"T_92434_row3_col19\" class=\"data row3 col19\" >-0.046701</td>\n",
       "      <td id=\"T_92434_row3_col20\" class=\"data row3 col20\" >0.001928</td>\n",
       "      <td id=\"T_92434_row3_col21\" class=\"data row3 col21\" >0.472194</td>\n",
       "      <td id=\"T_92434_row3_col22\" class=\"data row3 col22\" >0.140327</td>\n",
       "      <td id=\"T_92434_row3_col23\" class=\"data row3 col23\" >0.132504</td>\n",
       "      <td id=\"T_92434_row3_col24\" class=\"data row3 col24\" >-0.039063</td>\n",
       "      <td id=\"T_92434_row3_col25\" class=\"data row3 col25\" >-0.094644</td>\n",
       "      <td id=\"T_92434_row3_col26\" class=\"data row3 col26\" >0.073206</td>\n",
       "      <td id=\"T_92434_row3_col27\" class=\"data row3 col27\" >0.006058</td>\n",
       "      <td id=\"T_92434_row3_col28\" class=\"data row3 col28\" >0.039548</td>\n",
       "      <td id=\"T_92434_row3_col29\" class=\"data row3 col29\" >0.109812</td>\n",
       "      <td id=\"T_92434_row3_col30\" class=\"data row3 col30\" >-0.143047</td>\n",
       "      <td id=\"T_92434_row3_col31\" class=\"data row3 col31\" >-0.027155</td>\n",
       "      <td id=\"T_92434_row3_col32\" class=\"data row3 col32\" >-0.051451</td>\n",
       "      <td id=\"T_92434_row3_col33\" class=\"data row3 col33\" >0.044670</td>\n",
       "      <td id=\"T_92434_row3_col34\" class=\"data row3 col34\" >-0.192467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row4\" class=\"row_heading level0 row4\" >NChildren</th>\n",
       "      <td id=\"T_92434_row4_col0\" class=\"data row4 col0\" >0.080665</td>\n",
       "      <td id=\"T_92434_row4_col1\" class=\"data row4 col1\" >-0.022801</td>\n",
       "      <td id=\"T_92434_row4_col2\" class=\"data row4 col2\" >0.677724</td>\n",
       "      <td id=\"T_92434_row4_col3\" class=\"data row4 col3\" >0.699888</td>\n",
       "      <td id=\"T_92434_row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "      <td id=\"T_92434_row4_col5\" class=\"data row4 col5\" >0.856953</td>\n",
       "      <td id=\"T_92434_row4_col6\" class=\"data row4 col6\" >-0.347469</td>\n",
       "      <td id=\"T_92434_row4_col7\" class=\"data row4 col7\" >-0.332668</td>\n",
       "      <td id=\"T_92434_row4_col8\" class=\"data row4 col8\" >0.256064</td>\n",
       "      <td id=\"T_92434_row4_col9\" class=\"data row4 col9\" >-0.452197</td>\n",
       "      <td id=\"T_92434_row4_col10\" class=\"data row4 col10\" >-0.191542</td>\n",
       "      <td id=\"T_92434_row4_col11\" class=\"data row4 col11\" >-0.481805</td>\n",
       "      <td id=\"T_92434_row4_col12\" class=\"data row4 col12\" >-0.184287</td>\n",
       "      <td id=\"T_92434_row4_col13\" class=\"data row4 col13\" >-0.473267</td>\n",
       "      <td id=\"T_92434_row4_col14\" class=\"data row4 col14\" >-0.206374</td>\n",
       "      <td id=\"T_92434_row4_col15\" class=\"data row4 col15\" >-0.445707</td>\n",
       "      <td id=\"T_92434_row4_col16\" class=\"data row4 col16\" >-0.197523</td>\n",
       "      <td id=\"T_92434_row4_col17\" class=\"data row4 col17\" >-0.311486</td>\n",
       "      <td id=\"T_92434_row4_col18\" class=\"data row4 col18\" >0.182538</td>\n",
       "      <td id=\"T_92434_row4_col19\" class=\"data row4 col19\" >-0.471016</td>\n",
       "      <td id=\"T_92434_row4_col20\" class=\"data row4 col20\" >0.018516</td>\n",
       "      <td id=\"T_92434_row4_col21\" class=\"data row4 col21\" >0.532822</td>\n",
       "      <td id=\"T_92434_row4_col22\" class=\"data row4 col22\" >-0.187704</td>\n",
       "      <td id=\"T_92434_row4_col23\" class=\"data row4 col23\" >0.262353</td>\n",
       "      <td id=\"T_92434_row4_col24\" class=\"data row4 col24\" >-0.450109</td>\n",
       "      <td id=\"T_92434_row4_col25\" class=\"data row4 col25\" >-0.413589</td>\n",
       "      <td id=\"T_92434_row4_col26\" class=\"data row4 col26\" >-0.339605</td>\n",
       "      <td id=\"T_92434_row4_col27\" class=\"data row4 col27\" >0.198779</td>\n",
       "      <td id=\"T_92434_row4_col28\" class=\"data row4 col28\" >-0.379114</td>\n",
       "      <td id=\"T_92434_row4_col29\" class=\"data row4 col29\" >0.427970</td>\n",
       "      <td id=\"T_92434_row4_col30\" class=\"data row4 col30\" >-0.243904</td>\n",
       "      <td id=\"T_92434_row4_col31\" class=\"data row4 col31\" >-0.081210</td>\n",
       "      <td id=\"T_92434_row4_col32\" class=\"data row4 col32\" >-0.022968</td>\n",
       "      <td id=\"T_92434_row4_col33\" class=\"data row4 col33\" >-0.084741</td>\n",
       "      <td id=\"T_92434_row4_col34\" class=\"data row4 col34\" >-0.298768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row5\" class=\"row_heading level0 row5\" >HasChild</th>\n",
       "      <td id=\"T_92434_row5_col0\" class=\"data row5 col0\" >-0.011792</td>\n",
       "      <td id=\"T_92434_row5_col1\" class=\"data row5 col1\" >0.001520</td>\n",
       "      <td id=\"T_92434_row5_col2\" class=\"data row5 col2\" >0.541411</td>\n",
       "      <td id=\"T_92434_row5_col3\" class=\"data row5 col3\" >0.608509</td>\n",
       "      <td id=\"T_92434_row5_col4\" class=\"data row5 col4\" >0.856953</td>\n",
       "      <td id=\"T_92434_row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
       "      <td id=\"T_92434_row5_col6\" class=\"data row5 col6\" >-0.384978</td>\n",
       "      <td id=\"T_92434_row5_col7\" class=\"data row5 col7\" >-0.317873</td>\n",
       "      <td id=\"T_92434_row5_col8\" class=\"data row5 col8\" >0.226795</td>\n",
       "      <td id=\"T_92434_row5_col9\" class=\"data row5 col9\" >-0.421250</td>\n",
       "      <td id=\"T_92434_row5_col10\" class=\"data row5 col10\" >-0.140103</td>\n",
       "      <td id=\"T_92434_row5_col11\" class=\"data row5 col11\" >-0.473550</td>\n",
       "      <td id=\"T_92434_row5_col12\" class=\"data row5 col12\" >-0.229028</td>\n",
       "      <td id=\"T_92434_row5_col13\" class=\"data row5 col13\" >-0.448290</td>\n",
       "      <td id=\"T_92434_row5_col14\" class=\"data row5 col14\" >-0.161698</td>\n",
       "      <td id=\"T_92434_row5_col15\" class=\"data row5 col15\" >-0.411731</td>\n",
       "      <td id=\"T_92434_row5_col16\" class=\"data row5 col16\" >-0.147812</td>\n",
       "      <td id=\"T_92434_row5_col17\" class=\"data row5 col17\" >-0.270748</td>\n",
       "      <td id=\"T_92434_row5_col18\" class=\"data row5 col18\" >0.200247</td>\n",
       "      <td id=\"T_92434_row5_col19\" class=\"data row5 col19\" >-0.452833</td>\n",
       "      <td id=\"T_92434_row5_col20\" class=\"data row5 col20\" >0.006115</td>\n",
       "      <td id=\"T_92434_row5_col21\" class=\"data row5 col21\" >0.535075</td>\n",
       "      <td id=\"T_92434_row5_col22\" class=\"data row5 col22\" >-0.116606</td>\n",
       "      <td id=\"T_92434_row5_col23\" class=\"data row5 col23\" >0.313358</td>\n",
       "      <td id=\"T_92434_row5_col24\" class=\"data row5 col24\" >-0.431718</td>\n",
       "      <td id=\"T_92434_row5_col25\" class=\"data row5 col25\" >-0.419444</td>\n",
       "      <td id=\"T_92434_row5_col26\" class=\"data row5 col26\" >-0.299578</td>\n",
       "      <td id=\"T_92434_row5_col27\" class=\"data row5 col27\" >0.170834</td>\n",
       "      <td id=\"T_92434_row5_col28\" class=\"data row5 col28\" >-0.330278</td>\n",
       "      <td id=\"T_92434_row5_col29\" class=\"data row5 col29\" >0.462934</td>\n",
       "      <td id=\"T_92434_row5_col30\" class=\"data row5 col30\" >-0.276151</td>\n",
       "      <td id=\"T_92434_row5_col31\" class=\"data row5 col31\" >-0.089862</td>\n",
       "      <td id=\"T_92434_row5_col32\" class=\"data row5 col32\" >-0.013510</td>\n",
       "      <td id=\"T_92434_row5_col33\" class=\"data row5 col33\" >-0.075576</td>\n",
       "      <td id=\"T_92434_row5_col34\" class=\"data row5 col34\" >-0.341810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row6\" class=\"row_heading level0 row6\" >Income</th>\n",
       "      <td id=\"T_92434_row6_col0\" class=\"data row6 col0\" >0.215629</td>\n",
       "      <td id=\"T_92434_row6_col1\" class=\"data row6 col1\" >-0.016453</td>\n",
       "      <td id=\"T_92434_row6_col2\" class=\"data row6 col2\" >-0.526592</td>\n",
       "      <td id=\"T_92434_row6_col3\" class=\"data row6 col3\" >0.051310</td>\n",
       "      <td id=\"T_92434_row6_col4\" class=\"data row6 col4\" >-0.347469</td>\n",
       "      <td id=\"T_92434_row6_col5\" class=\"data row6 col5\" >-0.384978</td>\n",
       "      <td id=\"T_92434_row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "      <td id=\"T_92434_row6_col7\" class=\"data row6 col7\" >0.781647</td>\n",
       "      <td id=\"T_92434_row6_col8\" class=\"data row6 col8\" >0.217249</td>\n",
       "      <td id=\"T_92434_row6_col9\" class=\"data row6 col9\" >0.541785</td>\n",
       "      <td id=\"T_92434_row6_col10\" class=\"data row6 col10\" >-0.093591</td>\n",
       "      <td id=\"T_92434_row6_col11\" class=\"data row6 col11\" >0.768042</td>\n",
       "      <td id=\"T_92434_row6_col12\" class=\"data row6 col12\" >0.006375</td>\n",
       "      <td id=\"T_92434_row6_col13\" class=\"data row6 col13\" >0.541363</td>\n",
       "      <td id=\"T_92434_row6_col14\" class=\"data row6 col14\" >-0.124963</td>\n",
       "      <td id=\"T_92434_row6_col15\" class=\"data row6 col15\" >0.530352</td>\n",
       "      <td id=\"T_92434_row6_col16\" class=\"data row6 col16\" >-0.093590</td>\n",
       "      <td id=\"T_92434_row6_col17\" class=\"data row6 col17\" >0.474977</td>\n",
       "      <td id=\"T_92434_row6_col18\" class=\"data row6 col18\" >-0.504896</td>\n",
       "      <td id=\"T_92434_row6_col19\" class=\"data row6 col19\" >0.808514</td>\n",
       "      <td id=\"T_92434_row6_col20\" class=\"data row6 col20\" >-0.030034</td>\n",
       "      <td id=\"T_92434_row6_col21\" class=\"data row6 col21\" >-0.192669</td>\n",
       "      <td id=\"T_92434_row6_col22\" class=\"data row6 col22\" >0.531787</td>\n",
       "      <td id=\"T_92434_row6_col23\" class=\"data row6 col23\" >-0.237048</td>\n",
       "      <td id=\"T_92434_row6_col24\" class=\"data row6 col24\" >0.744149</td>\n",
       "      <td id=\"T_92434_row6_col25\" class=\"data row6 col25\" >0.590410</td>\n",
       "      <td id=\"T_92434_row6_col26\" class=\"data row6 col26\" >0.681090</td>\n",
       "      <td id=\"T_92434_row6_col27\" class=\"data row6 col27\" >-0.366556</td>\n",
       "      <td id=\"T_92434_row6_col28\" class=\"data row6 col28\" >0.728849</td>\n",
       "      <td id=\"T_92434_row6_col29\" class=\"data row6 col29\" >-0.613538</td>\n",
       "      <td id=\"T_92434_row6_col30\" class=\"data row6 col30\" >0.317170</td>\n",
       "      <td id=\"T_92434_row6_col31\" class=\"data row6 col31\" >0.096246</td>\n",
       "      <td id=\"T_92434_row6_col32\" class=\"data row6 col32\" >-0.019289</td>\n",
       "      <td id=\"T_92434_row6_col33\" class=\"data row6 col33\" >0.208756</td>\n",
       "      <td id=\"T_92434_row6_col34\" class=\"data row6 col34\" >0.370400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row7\" class=\"row_heading level0 row7\" >MntWines</th>\n",
       "      <td id=\"T_92434_row7_col0\" class=\"data row7 col0\" >0.241767</td>\n",
       "      <td id=\"T_92434_row7_col1\" class=\"data row7 col1\" >0.161985</td>\n",
       "      <td id=\"T_92434_row7_col2\" class=\"data row7 col2\" >-0.578733</td>\n",
       "      <td id=\"T_92434_row7_col3\" class=\"data row7 col3\" >0.111027</td>\n",
       "      <td id=\"T_92434_row7_col4\" class=\"data row7 col4\" >-0.332668</td>\n",
       "      <td id=\"T_92434_row7_col5\" class=\"data row7 col5\" >-0.317873</td>\n",
       "      <td id=\"T_92434_row7_col6\" class=\"data row7 col6\" >0.781647</td>\n",
       "      <td id=\"T_92434_row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
       "      <td id=\"T_92434_row7_col8\" class=\"data row7 col8\" >0.474296</td>\n",
       "      <td id=\"T_92434_row7_col9\" class=\"data row7 col9\" >0.515727</td>\n",
       "      <td id=\"T_92434_row7_col10\" class=\"data row7 col10\" >-0.227457</td>\n",
       "      <td id=\"T_92434_row7_col11\" class=\"data row7 col11\" >0.820524</td>\n",
       "      <td id=\"T_92434_row7_col12\" class=\"data row7 col12\" >-0.207970</td>\n",
       "      <td id=\"T_92434_row7_col13\" class=\"data row7 col13\" >0.522469</td>\n",
       "      <td id=\"T_92434_row7_col14\" class=\"data row7 col14\" >-0.254985</td>\n",
       "      <td id=\"T_92434_row7_col15\" class=\"data row7 col15\" >0.502275</td>\n",
       "      <td id=\"T_92434_row7_col16\" class=\"data row7 col16\" >-0.212699</td>\n",
       "      <td id=\"T_92434_row7_col17\" class=\"data row7 col17\" >0.581344</td>\n",
       "      <td id=\"T_92434_row7_col18\" class=\"data row7 col18\" >-0.547649</td>\n",
       "      <td id=\"T_92434_row7_col19\" class=\"data row7 col19\" >0.934322</td>\n",
       "      <td id=\"T_92434_row7_col20\" class=\"data row7 col20\" >-0.032579</td>\n",
       "      <td id=\"T_92434_row7_col21\" class=\"data row7 col21\" >0.061957</td>\n",
       "      <td id=\"T_92434_row7_col22\" class=\"data row7 col22\" >0.741818</td>\n",
       "      <td id=\"T_92434_row7_col23\" class=\"data row7 col23\" >-0.087934</td>\n",
       "      <td id=\"T_92434_row7_col24\" class=\"data row7 col24\" >0.822583</td>\n",
       "      <td id=\"T_92434_row7_col25\" class=\"data row7 col25\" >0.624157</td>\n",
       "      <td id=\"T_92434_row7_col26\" class=\"data row7 col26\" >0.804604</td>\n",
       "      <td id=\"T_92434_row7_col27\" class=\"data row7 col27\" >-0.505376</td>\n",
       "      <td id=\"T_92434_row7_col28\" class=\"data row7 col28\" >0.869805</td>\n",
       "      <td id=\"T_92434_row7_col29\" class=\"data row7 col29\" >-0.386012</td>\n",
       "      <td id=\"T_92434_row7_col30\" class=\"data row7 col30\" >0.307375</td>\n",
       "      <td id=\"T_92434_row7_col31\" class=\"data row7 col31\" >0.135981</td>\n",
       "      <td id=\"T_92434_row7_col32\" class=\"data row7 col32\" >0.036632</td>\n",
       "      <td id=\"T_92434_row7_col33\" class=\"data row7 col33\" >0.306858</td>\n",
       "      <td id=\"T_92434_row7_col34\" class=\"data row7 col34\" >0.360534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row8\" class=\"row_heading level0 row8\" >PMntWines</th>\n",
       "      <td id=\"T_92434_row8_col0\" class=\"data row8 col0\" >0.292402</td>\n",
       "      <td id=\"T_92434_row8_col1\" class=\"data row8 col1\" >-0.009958</td>\n",
       "      <td id=\"T_92434_row8_col2\" class=\"data row8 col2\" >-0.128340</td>\n",
       "      <td id=\"T_92434_row8_col3\" class=\"data row8 col3\" >0.479248</td>\n",
       "      <td id=\"T_92434_row8_col4\" class=\"data row8 col4\" >0.256064</td>\n",
       "      <td id=\"T_92434_row8_col5\" class=\"data row8 col5\" >0.226795</td>\n",
       "      <td id=\"T_92434_row8_col6\" class=\"data row8 col6\" >0.217249</td>\n",
       "      <td id=\"T_92434_row8_col7\" class=\"data row8 col7\" >0.474296</td>\n",
       "      <td id=\"T_92434_row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
       "      <td id=\"T_92434_row8_col9\" class=\"data row8 col9\" >-0.285808</td>\n",
       "      <td id=\"T_92434_row8_col10\" class=\"data row8 col10\" >-0.649150</td>\n",
       "      <td id=\"T_92434_row8_col11\" class=\"data row8 col11\" >-0.025093</td>\n",
       "      <td id=\"T_92434_row8_col12\" class=\"data row8 col12\" >-0.653079</td>\n",
       "      <td id=\"T_92434_row8_col13\" class=\"data row8 col13\" >-0.298900</td>\n",
       "      <td id=\"T_92434_row8_col14\" class=\"data row8 col14\" >-0.675525</td>\n",
       "      <td id=\"T_92434_row8_col15\" class=\"data row8 col15\" >-0.293070</td>\n",
       "      <td id=\"T_92434_row8_col16\" class=\"data row8 col16\" >-0.641176</td>\n",
       "      <td id=\"T_92434_row8_col17\" class=\"data row8 col17\" >-0.001962</td>\n",
       "      <td id=\"T_92434_row8_col18\" class=\"data row8 col18\" >-0.313737</td>\n",
       "      <td id=\"T_92434_row8_col19\" class=\"data row8 col19\" >0.178948</td>\n",
       "      <td id=\"T_92434_row8_col20\" class=\"data row8 col20\" >-0.030285</td>\n",
       "      <td id=\"T_92434_row8_col21\" class=\"data row8 col21\" >0.225792</td>\n",
       "      <td id=\"T_92434_row8_col22\" class=\"data row8 col22\" >0.268146</td>\n",
       "      <td id=\"T_92434_row8_col23\" class=\"data row8 col23\" >0.123141</td>\n",
       "      <td id=\"T_92434_row8_col24\" class=\"data row8 col24\" >0.121934</td>\n",
       "      <td id=\"T_92434_row8_col25\" class=\"data row8 col25\" >0.042630</td>\n",
       "      <td id=\"T_92434_row8_col26\" class=\"data row8 col26\" >0.202297</td>\n",
       "      <td id=\"T_92434_row8_col27\" class=\"data row8 col27\" >-0.121558</td>\n",
       "      <td id=\"T_92434_row8_col28\" class=\"data row8 col28\" >0.190542</td>\n",
       "      <td id=\"T_92434_row8_col29\" class=\"data row8 col29\" >0.067720</td>\n",
       "      <td id=\"T_92434_row8_col30\" class=\"data row8 col30\" >0.036175</td>\n",
       "      <td id=\"T_92434_row8_col31\" class=\"data row8 col31\" >0.094558</td>\n",
       "      <td id=\"T_92434_row8_col32\" class=\"data row8 col32\" >0.039826</td>\n",
       "      <td id=\"T_92434_row8_col33\" class=\"data row8 col33\" >0.262477</td>\n",
       "      <td id=\"T_92434_row8_col34\" class=\"data row8 col34\" >0.059814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row9\" class=\"row_heading level0 row9\" >MntFruits</th>\n",
       "      <td id=\"T_92434_row9_col0\" class=\"data row9 col0\" >0.032190</td>\n",
       "      <td id=\"T_92434_row9_col1\" class=\"data row9 col1\" >0.142152</td>\n",
       "      <td id=\"T_92434_row9_col2\" class=\"data row9 col2\" >-0.440765</td>\n",
       "      <td id=\"T_92434_row9_col3\" class=\"data row9 col3\" >-0.192226</td>\n",
       "      <td id=\"T_92434_row9_col4\" class=\"data row9 col4\" >-0.452197</td>\n",
       "      <td id=\"T_92434_row9_col5\" class=\"data row9 col5\" >-0.421250</td>\n",
       "      <td id=\"T_92434_row9_col6\" class=\"data row9 col6\" >0.541785</td>\n",
       "      <td id=\"T_92434_row9_col7\" class=\"data row9 col7\" >0.515727</td>\n",
       "      <td id=\"T_92434_row9_col8\" class=\"data row9 col8\" >-0.285808</td>\n",
       "      <td id=\"T_92434_row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
       "      <td id=\"T_92434_row9_col10\" class=\"data row9 col10\" >0.616710</td>\n",
       "      <td id=\"T_92434_row9_col11\" class=\"data row9 col11\" >0.714805</td>\n",
       "      <td id=\"T_92434_row9_col12\" class=\"data row9 col12\" >0.167787</td>\n",
       "      <td id=\"T_92434_row9_col13\" class=\"data row9 col13\" >0.708400</td>\n",
       "      <td id=\"T_92434_row9_col14\" class=\"data row9 col14\" >0.254476</td>\n",
       "      <td id=\"T_92434_row9_col15\" class=\"data row9 col15\" >0.694267</td>\n",
       "      <td id=\"T_92434_row9_col16\" class=\"data row9 col16\" >0.286392</td>\n",
       "      <td id=\"T_92434_row9_col17\" class=\"data row9 col17\" >0.572137</td>\n",
       "      <td id=\"T_92434_row9_col18\" class=\"data row9 col18\" >-0.214888</td>\n",
       "      <td id=\"T_92434_row9_col19\" class=\"data row9 col19\" >0.673303</td>\n",
       "      <td id=\"T_92434_row9_col20\" class=\"data row9 col20\" >-0.007043</td>\n",
       "      <td id=\"T_92434_row9_col21\" class=\"data row9 col21\" >-0.098489</td>\n",
       "      <td id=\"T_92434_row9_col22\" class=\"data row9 col22\" >0.473920</td>\n",
       "      <td id=\"T_92434_row9_col23\" class=\"data row9 col23\" >-0.156946</td>\n",
       "      <td id=\"T_92434_row9_col24\" class=\"data row9 col24\" >0.632412</td>\n",
       "      <td id=\"T_92434_row9_col25\" class=\"data row9 col25\" >0.512647</td>\n",
       "      <td id=\"T_92434_row9_col26\" class=\"data row9 col26\" >0.583004</td>\n",
       "      <td id=\"T_92434_row9_col27\" class=\"data row9 col27\" >-0.346840</td>\n",
       "      <td id=\"T_92434_row9_col28\" class=\"data row9 col28\" >0.628405</td>\n",
       "      <td id=\"T_92434_row9_col29\" class=\"data row9 col29\" >-0.434972</td>\n",
       "      <td id=\"T_92434_row9_col30\" class=\"data row9 col30\" >0.179019</td>\n",
       "      <td id=\"T_92434_row9_col31\" class=\"data row9 col31\" >0.009786</td>\n",
       "      <td id=\"T_92434_row9_col32\" class=\"data row9 col32\" >0.011690</td>\n",
       "      <td id=\"T_92434_row9_col33\" class=\"data row9 col33\" >0.027369</td>\n",
       "      <td id=\"T_92434_row9_col34\" class=\"data row9 col34\" >0.232181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row10\" class=\"row_heading level0 row10\" >PMntFruits</th>\n",
       "      <td id=\"T_92434_row10_col0\" class=\"data row10 col0\" >-0.171249</td>\n",
       "      <td id=\"T_92434_row10_col1\" class=\"data row10 col1\" >0.042119</td>\n",
       "      <td id=\"T_92434_row10_col2\" class=\"data row10 col2\" >0.001133</td>\n",
       "      <td id=\"T_92434_row10_col3\" class=\"data row10 col3\" >-0.273884</td>\n",
       "      <td id=\"T_92434_row10_col4\" class=\"data row10 col4\" >-0.191542</td>\n",
       "      <td id=\"T_92434_row10_col5\" class=\"data row10 col5\" >-0.140103</td>\n",
       "      <td id=\"T_92434_row10_col6\" class=\"data row10 col6\" >-0.093591</td>\n",
       "      <td id=\"T_92434_row10_col7\" class=\"data row10 col7\" >-0.227457</td>\n",
       "      <td id=\"T_92434_row10_col8\" class=\"data row10 col8\" >-0.649150</td>\n",
       "      <td id=\"T_92434_row10_col9\" class=\"data row10 col9\" >0.616710</td>\n",
       "      <td id=\"T_92434_row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
       "      <td id=\"T_92434_row10_col11\" class=\"data row10 col11\" >0.037944</td>\n",
       "      <td id=\"T_92434_row10_col12\" class=\"data row10 col12\" >0.234605</td>\n",
       "      <td id=\"T_92434_row10_col13\" class=\"data row10 col13\" >0.270348</td>\n",
       "      <td id=\"T_92434_row10_col14\" class=\"data row10 col14\" >0.469297</td>\n",
       "      <td id=\"T_92434_row10_col15\" class=\"data row10 col15\" >0.282716</td>\n",
       "      <td id=\"T_92434_row10_col16\" class=\"data row10 col16\" >0.476641</td>\n",
       "      <td id=\"T_92434_row10_col17\" class=\"data row10 col17\" >0.125079</td>\n",
       "      <td id=\"T_92434_row10_col18\" class=\"data row10 col18\" >0.236701</td>\n",
       "      <td id=\"T_92434_row10_col19\" class=\"data row10 col19\" >-0.048960</td>\n",
       "      <td id=\"T_92434_row10_col20\" class=\"data row10 col20\" >0.011959</td>\n",
       "      <td id=\"T_92434_row10_col21\" class=\"data row10 col21\" >-0.111179</td>\n",
       "      <td id=\"T_92434_row10_col22\" class=\"data row10 col22\" >-0.087327</td>\n",
       "      <td id=\"T_92434_row10_col23\" class=\"data row10 col23\" >-0.075009</td>\n",
       "      <td id=\"T_92434_row10_col24\" class=\"data row10 col24\" >-0.013437</td>\n",
       "      <td id=\"T_92434_row10_col25\" class=\"data row10 col25\" >0.017789</td>\n",
       "      <td id=\"T_92434_row10_col26\" class=\"data row10 col26\" >-0.027476</td>\n",
       "      <td id=\"T_92434_row10_col27\" class=\"data row10 col27\" >0.055108</td>\n",
       "      <td id=\"T_92434_row10_col28\" class=\"data row10 col28\" >-0.041138</td>\n",
       "      <td id=\"T_92434_row10_col29\" class=\"data row10 col29\" >-0.083362</td>\n",
       "      <td id=\"T_92434_row10_col30\" class=\"data row10 col30\" >-0.040909</td>\n",
       "      <td id=\"T_92434_row10_col31\" class=\"data row10 col31\" >-0.075876</td>\n",
       "      <td id=\"T_92434_row10_col32\" class=\"data row10 col32\" >-0.011793</td>\n",
       "      <td id=\"T_92434_row10_col33\" class=\"data row10 col33\" >-0.161994</td>\n",
       "      <td id=\"T_92434_row10_col34\" class=\"data row10 col34\" >-0.035651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row11\" class=\"row_heading level0 row11\" >MntMeatProducts</th>\n",
       "      <td id=\"T_92434_row11_col0\" class=\"data row11 col0\" >0.117927</td>\n",
       "      <td id=\"T_92434_row11_col1\" class=\"data row11 col1\" >0.167695</td>\n",
       "      <td id=\"T_92434_row11_col2\" class=\"data row11 col2\" >-0.545048</td>\n",
       "      <td id=\"T_92434_row11_col3\" class=\"data row11 col3\" >-0.124173</td>\n",
       "      <td id=\"T_92434_row11_col4\" class=\"data row11 col4\" >-0.481805</td>\n",
       "      <td id=\"T_92434_row11_col5\" class=\"data row11 col5\" >-0.473550</td>\n",
       "      <td id=\"T_92434_row11_col6\" class=\"data row11 col6\" >0.768042</td>\n",
       "      <td id=\"T_92434_row11_col7\" class=\"data row11 col7\" >0.820524</td>\n",
       "      <td id=\"T_92434_row11_col8\" class=\"data row11 col8\" >-0.025093</td>\n",
       "      <td id=\"T_92434_row11_col9\" class=\"data row11 col9\" >0.714805</td>\n",
       "      <td id=\"T_92434_row11_col10\" class=\"data row11 col10\" >0.037944</td>\n",
       "      <td id=\"T_92434_row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
       "      <td id=\"T_92434_row11_col12\" class=\"data row11 col12\" >0.285839</td>\n",
       "      <td id=\"T_92434_row11_col13\" class=\"data row11 col13\" >0.726708</td>\n",
       "      <td id=\"T_92434_row11_col14\" class=\"data row11 col14\" >0.015187</td>\n",
       "      <td id=\"T_92434_row11_col15\" class=\"data row11 col15\" >0.700011</td>\n",
       "      <td id=\"T_92434_row11_col16\" class=\"data row11 col16\" >0.045624</td>\n",
       "      <td id=\"T_92434_row11_col17\" class=\"data row11 col17\" >0.642816</td>\n",
       "      <td id=\"T_92434_row11_col18\" class=\"data row11 col18\" >-0.462707</td>\n",
       "      <td id=\"T_92434_row11_col19\" class=\"data row11 col19\" >0.942492</td>\n",
       "      <td id=\"T_92434_row11_col20\" class=\"data row11 col20\" >-0.016124</td>\n",
       "      <td id=\"T_92434_row11_col21\" class=\"data row11 col21\" >-0.027248</td>\n",
       "      <td id=\"T_92434_row11_col22\" class=\"data row11 col22\" >0.681944</td>\n",
       "      <td id=\"T_92434_row11_col23\" class=\"data row11 col23\" >-0.142160</td>\n",
       "      <td id=\"T_92434_row11_col24\" class=\"data row11 col24\" >0.850073</td>\n",
       "      <td id=\"T_92434_row11_col25\" class=\"data row11 col25\" >0.678018</td>\n",
       "      <td id=\"T_92434_row11_col26\" class=\"data row11 col26\" >0.777546</td>\n",
       "      <td id=\"T_92434_row11_col27\" class=\"data row11 col27\" >-0.526161</td>\n",
       "      <td id=\"T_92434_row11_col28\" class=\"data row11 col28\" >0.864135</td>\n",
       "      <td id=\"T_92434_row11_col29\" class=\"data row11 col29\" >-0.488593</td>\n",
       "      <td id=\"T_92434_row11_col30\" class=\"data row11 col30\" >0.288806</td>\n",
       "      <td id=\"T_92434_row11_col31\" class=\"data row11 col31\" >0.068664</td>\n",
       "      <td id=\"T_92434_row11_col32\" class=\"data row11 col32\" >0.009665</td>\n",
       "      <td id=\"T_92434_row11_col33\" class=\"data row11 col33\" >0.134993</td>\n",
       "      <td id=\"T_92434_row11_col34\" class=\"data row11 col34\" >0.327379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row12\" class=\"row_heading level0 row12\" >PMntMeatProducts</th>\n",
       "      <td id=\"T_92434_row12_col0\" class=\"data row12 col0\" >-0.185200</td>\n",
       "      <td id=\"T_92434_row12_col1\" class=\"data row12 col1\" >-0.037042</td>\n",
       "      <td id=\"T_92434_row12_col2\" class=\"data row12 col2\" >0.134041</td>\n",
       "      <td id=\"T_92434_row12_col3\" class=\"data row12 col3\" >-0.375571</td>\n",
       "      <td id=\"T_92434_row12_col4\" class=\"data row12 col4\" >-0.184287</td>\n",
       "      <td id=\"T_92434_row12_col5\" class=\"data row12 col5\" >-0.229028</td>\n",
       "      <td id=\"T_92434_row12_col6\" class=\"data row12 col6\" >0.006375</td>\n",
       "      <td id=\"T_92434_row12_col7\" class=\"data row12 col7\" >-0.207970</td>\n",
       "      <td id=\"T_92434_row12_col8\" class=\"data row12 col8\" >-0.653079</td>\n",
       "      <td id=\"T_92434_row12_col9\" class=\"data row12 col9\" >0.167787</td>\n",
       "      <td id=\"T_92434_row12_col10\" class=\"data row12 col10\" >0.234605</td>\n",
       "      <td id=\"T_92434_row12_col11\" class=\"data row12 col11\" >0.285839</td>\n",
       "      <td id=\"T_92434_row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
       "      <td id=\"T_92434_row12_col13\" class=\"data row12 col13\" >0.159370</td>\n",
       "      <td id=\"T_92434_row12_col14\" class=\"data row12 col14\" >0.212792</td>\n",
       "      <td id=\"T_92434_row12_col15\" class=\"data row12 col15\" >0.158210</td>\n",
       "      <td id=\"T_92434_row12_col16\" class=\"data row12 col16\" >0.206886</td>\n",
       "      <td id=\"T_92434_row12_col17\" class=\"data row12 col17\" >-0.021158</td>\n",
       "      <td id=\"T_92434_row12_col18\" class=\"data row12 col18\" >0.042685</td>\n",
       "      <td id=\"T_92434_row12_col19\" class=\"data row12 col19\" >-0.000974</td>\n",
       "      <td id=\"T_92434_row12_col20\" class=\"data row12 col20\" >0.035577</td>\n",
       "      <td id=\"T_92434_row12_col21\" class=\"data row12 col21\" >-0.204962</td>\n",
       "      <td id=\"T_92434_row12_col22\" class=\"data row12 col22\" >-0.145558</td>\n",
       "      <td id=\"T_92434_row12_col23\" class=\"data row12 col23\" >-0.111531</td>\n",
       "      <td id=\"T_92434_row12_col24\" class=\"data row12 col24\" >0.005333</td>\n",
       "      <td id=\"T_92434_row12_col25\" class=\"data row12 col25\" >0.051892</td>\n",
       "      <td id=\"T_92434_row12_col26\" class=\"data row12 col26\" >-0.086808</td>\n",
       "      <td id=\"T_92434_row12_col27\" class=\"data row12 col27\" >0.015508</td>\n",
       "      <td id=\"T_92434_row12_col28\" class=\"data row12 col28\" >-0.063338</td>\n",
       "      <td id=\"T_92434_row12_col29\" class=\"data row12 col29\" >-0.121699</td>\n",
       "      <td id=\"T_92434_row12_col30\" class=\"data row12 col30\" >0.029911</td>\n",
       "      <td id=\"T_92434_row12_col31\" class=\"data row12 col31\" >-0.076122</td>\n",
       "      <td id=\"T_92434_row12_col32\" class=\"data row12 col32\" >-0.010165</td>\n",
       "      <td id=\"T_92434_row12_col33\" class=\"data row12 col33\" >-0.214314</td>\n",
       "      <td id=\"T_92434_row12_col34\" class=\"data row12 col34\" >0.034437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row13\" class=\"row_heading level0 row13\" >MntFishProducts</th>\n",
       "      <td id=\"T_92434_row13_col0\" class=\"data row13 col0\" >0.032706</td>\n",
       "      <td id=\"T_92434_row13_col1\" class=\"data row13 col1\" >0.141729</td>\n",
       "      <td id=\"T_92434_row13_col2\" class=\"data row13 col2\" >-0.442668</td>\n",
       "      <td id=\"T_92434_row13_col3\" class=\"data row13 col3\" >-0.216358</td>\n",
       "      <td id=\"T_92434_row13_col4\" class=\"data row13 col4\" >-0.473267</td>\n",
       "      <td id=\"T_92434_row13_col5\" class=\"data row13 col5\" >-0.448290</td>\n",
       "      <td id=\"T_92434_row13_col6\" class=\"data row13 col6\" >0.541363</td>\n",
       "      <td id=\"T_92434_row13_col7\" class=\"data row13 col7\" >0.522469</td>\n",
       "      <td id=\"T_92434_row13_col8\" class=\"data row13 col8\" >-0.298900</td>\n",
       "      <td id=\"T_92434_row13_col9\" class=\"data row13 col9\" >0.708400</td>\n",
       "      <td id=\"T_92434_row13_col10\" class=\"data row13 col10\" >0.270348</td>\n",
       "      <td id=\"T_92434_row13_col11\" class=\"data row13 col11\" >0.726708</td>\n",
       "      <td id=\"T_92434_row13_col12\" class=\"data row13 col12\" >0.159370</td>\n",
       "      <td id=\"T_92434_row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
       "      <td id=\"T_92434_row13_col14\" class=\"data row13 col14\" >0.586580</td>\n",
       "      <td id=\"T_92434_row13_col15\" class=\"data row13 col15\" >0.706352</td>\n",
       "      <td id=\"T_92434_row13_col16\" class=\"data row13 col16\" >0.284612</td>\n",
       "      <td id=\"T_92434_row13_col17\" class=\"data row13 col17\" >0.565275</td>\n",
       "      <td id=\"T_92434_row13_col18\" class=\"data row13 col18\" >-0.232649</td>\n",
       "      <td id=\"T_92434_row13_col19\" class=\"data row13 col19\" >0.689244</td>\n",
       "      <td id=\"T_92434_row13_col20\" class=\"data row13 col20\" >-0.021527</td>\n",
       "      <td id=\"T_92434_row13_col21\" class=\"data row13 col21\" >-0.111832</td>\n",
       "      <td id=\"T_92434_row13_col22\" class=\"data row13 col22\" >0.473194</td>\n",
       "      <td id=\"T_92434_row13_col23\" class=\"data row13 col23\" >-0.174275</td>\n",
       "      <td id=\"T_92434_row13_col24\" class=\"data row13 col24\" >0.652570</td>\n",
       "      <td id=\"T_92434_row13_col25\" class=\"data row13 col25\" >0.538096</td>\n",
       "      <td id=\"T_92434_row13_col26\" class=\"data row13 col26\" >0.584527</td>\n",
       "      <td id=\"T_92434_row13_col27\" class=\"data row13 col27\" >-0.361696</td>\n",
       "      <td id=\"T_92434_row13_col28\" class=\"data row13 col28\" >0.636444</td>\n",
       "      <td id=\"T_92434_row13_col29\" class=\"data row13 col29\" >-0.451365</td>\n",
       "      <td id=\"T_92434_row13_col30\" class=\"data row13 col30\" >0.209171</td>\n",
       "      <td id=\"T_92434_row13_col31\" class=\"data row13 col31\" >0.003384</td>\n",
       "      <td id=\"T_92434_row13_col32\" class=\"data row13 col32\" >-0.030859</td>\n",
       "      <td id=\"T_92434_row13_col33\" class=\"data row13 col33\" >0.000259</td>\n",
       "      <td id=\"T_92434_row13_col34\" class=\"data row13 col34\" >0.210277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row14\" class=\"row_heading level0 row14\" >PMntFishProducts</th>\n",
       "      <td id=\"T_92434_row14_col0\" class=\"data row14 col0\" >-0.170872</td>\n",
       "      <td id=\"T_92434_row14_col1\" class=\"data row14 col1\" >0.032048</td>\n",
       "      <td id=\"T_92434_row14_col2\" class=\"data row14 col2\" >0.007413</td>\n",
       "      <td id=\"T_92434_row14_col3\" class=\"data row14 col3\" >-0.294717</td>\n",
       "      <td id=\"T_92434_row14_col4\" class=\"data row14 col4\" >-0.206374</td>\n",
       "      <td id=\"T_92434_row14_col5\" class=\"data row14 col5\" >-0.161698</td>\n",
       "      <td id=\"T_92434_row14_col6\" class=\"data row14 col6\" >-0.124963</td>\n",
       "      <td id=\"T_92434_row14_col7\" class=\"data row14 col7\" >-0.254985</td>\n",
       "      <td id=\"T_92434_row14_col8\" class=\"data row14 col8\" >-0.675525</td>\n",
       "      <td id=\"T_92434_row14_col9\" class=\"data row14 col9\" >0.254476</td>\n",
       "      <td id=\"T_92434_row14_col10\" class=\"data row14 col10\" >0.469297</td>\n",
       "      <td id=\"T_92434_row14_col11\" class=\"data row14 col11\" >0.015187</td>\n",
       "      <td id=\"T_92434_row14_col12\" class=\"data row14 col12\" >0.212792</td>\n",
       "      <td id=\"T_92434_row14_col13\" class=\"data row14 col13\" >0.586580</td>\n",
       "      <td id=\"T_92434_row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
       "      <td id=\"T_92434_row14_col15\" class=\"data row14 col15\" >0.262166</td>\n",
       "      <td id=\"T_92434_row14_col16\" class=\"data row14 col16\" >0.471094</td>\n",
       "      <td id=\"T_92434_row14_col17\" class=\"data row14 col17\" >0.100879</td>\n",
       "      <td id=\"T_92434_row14_col18\" class=\"data row14 col18\" >0.238054</td>\n",
       "      <td id=\"T_92434_row14_col19\" class=\"data row14 col19\" >-0.067483</td>\n",
       "      <td id=\"T_92434_row14_col20\" class=\"data row14 col20\" >-0.018922</td>\n",
       "      <td id=\"T_92434_row14_col21\" class=\"data row14 col21\" >-0.126804</td>\n",
       "      <td id=\"T_92434_row14_col22\" class=\"data row14 col22\" >-0.115770</td>\n",
       "      <td id=\"T_92434_row14_col23\" class=\"data row14 col23\" >-0.089885</td>\n",
       "      <td id=\"T_92434_row14_col24\" class=\"data row14 col24\" >-0.020591</td>\n",
       "      <td id=\"T_92434_row14_col25\" class=\"data row14 col25\" >0.024284</td>\n",
       "      <td id=\"T_92434_row14_col26\" class=\"data row14 col26\" >-0.056460</td>\n",
       "      <td id=\"T_92434_row14_col27\" class=\"data row14 col27\" >0.056495</td>\n",
       "      <td id=\"T_92434_row14_col28\" class=\"data row14 col28\" >-0.063347</td>\n",
       "      <td id=\"T_92434_row14_col29\" class=\"data row14 col29\" >-0.089762</td>\n",
       "      <td id=\"T_92434_row14_col30\" class=\"data row14 col30\" >-0.013508</td>\n",
       "      <td id=\"T_92434_row14_col31\" class=\"data row14 col31\" >-0.075040</td>\n",
       "      <td id=\"T_92434_row14_col32\" class=\"data row14 col32\" >-0.061891</td>\n",
       "      <td id=\"T_92434_row14_col33\" class=\"data row14 col33\" >-0.189167</td>\n",
       "      <td id=\"T_92434_row14_col34\" class=\"data row14 col34\" >-0.066776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row15\" class=\"row_heading level0 row15\" >MntSweetProducts</th>\n",
       "      <td id=\"T_92434_row15_col0\" class=\"data row15 col0\" >-0.002000</td>\n",
       "      <td id=\"T_92434_row15_col1\" class=\"data row15 col1\" >0.128340</td>\n",
       "      <td id=\"T_92434_row15_col2\" class=\"data row15 col2\" >-0.427744</td>\n",
       "      <td id=\"T_92434_row15_col3\" class=\"data row15 col3\" >-0.192520</td>\n",
       "      <td id=\"T_92434_row15_col4\" class=\"data row15 col4\" >-0.445707</td>\n",
       "      <td id=\"T_92434_row15_col5\" class=\"data row15 col5\" >-0.411731</td>\n",
       "      <td id=\"T_92434_row15_col6\" class=\"data row15 col6\" >0.530352</td>\n",
       "      <td id=\"T_92434_row15_col7\" class=\"data row15 col7\" >0.502275</td>\n",
       "      <td id=\"T_92434_row15_col8\" class=\"data row15 col8\" >-0.293070</td>\n",
       "      <td id=\"T_92434_row15_col9\" class=\"data row15 col9\" >0.694267</td>\n",
       "      <td id=\"T_92434_row15_col10\" class=\"data row15 col10\" >0.282716</td>\n",
       "      <td id=\"T_92434_row15_col11\" class=\"data row15 col11\" >0.700011</td>\n",
       "      <td id=\"T_92434_row15_col12\" class=\"data row15 col12\" >0.158210</td>\n",
       "      <td id=\"T_92434_row15_col13\" class=\"data row15 col13\" >0.706352</td>\n",
       "      <td id=\"T_92434_row15_col14\" class=\"data row15 col14\" >0.262166</td>\n",
       "      <td id=\"T_92434_row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
       "      <td id=\"T_92434_row15_col16\" class=\"data row15 col16\" >0.638741</td>\n",
       "      <td id=\"T_92434_row15_col17\" class=\"data row15 col17\" >0.546909</td>\n",
       "      <td id=\"T_92434_row15_col18\" class=\"data row15 col18\" >-0.217493</td>\n",
       "      <td id=\"T_92434_row15_col19\" class=\"data row15 col19\" >0.662702</td>\n",
       "      <td id=\"T_92434_row15_col20\" class=\"data row15 col20\" >-0.018529</td>\n",
       "      <td id=\"T_92434_row15_col21\" class=\"data row15 col21\" >-0.097226</td>\n",
       "      <td id=\"T_92434_row15_col22\" class=\"data row15 col22\" >0.461331</td>\n",
       "      <td id=\"T_92434_row15_col23\" class=\"data row15 col23\" >-0.176367</td>\n",
       "      <td id=\"T_92434_row15_col24\" class=\"data row15 col24\" >0.625328</td>\n",
       "      <td id=\"T_92434_row15_col25\" class=\"data row15 col25\" >0.510030</td>\n",
       "      <td id=\"T_92434_row15_col26\" class=\"data row15 col26\" >0.583915</td>\n",
       "      <td id=\"T_92434_row15_col27\" class=\"data row15 col27\" >-0.333311</td>\n",
       "      <td id=\"T_92434_row15_col28\" class=\"data row15 col28\" >0.625802</td>\n",
       "      <td id=\"T_92434_row15_col29\" class=\"data row15 col29\" >-0.442038</td>\n",
       "      <td id=\"T_92434_row15_col30\" class=\"data row15 col30\" >0.230768</td>\n",
       "      <td id=\"T_92434_row15_col31\" class=\"data row15 col31\" >0.002615</td>\n",
       "      <td id=\"T_92434_row15_col32\" class=\"data row15 col32\" >-0.020647</td>\n",
       "      <td id=\"T_92434_row15_col33\" class=\"data row15 col33\" >0.004993</td>\n",
       "      <td id=\"T_92434_row15_col34\" class=\"data row15 col34\" >0.253451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row16\" class=\"row_heading level0 row16\" >PMntSweetProducts</th>\n",
       "      <td id=\"T_92434_row16_col0\" class=\"data row16 col0\" >-0.184172</td>\n",
       "      <td id=\"T_92434_row16_col1\" class=\"data row16 col1\" >0.040611</td>\n",
       "      <td id=\"T_92434_row16_col2\" class=\"data row16 col2\" >-0.005729</td>\n",
       "      <td id=\"T_92434_row16_col3\" class=\"data row16 col3\" >-0.270903</td>\n",
       "      <td id=\"T_92434_row16_col4\" class=\"data row16 col4\" >-0.197523</td>\n",
       "      <td id=\"T_92434_row16_col5\" class=\"data row16 col5\" >-0.147812</td>\n",
       "      <td id=\"T_92434_row16_col6\" class=\"data row16 col6\" >-0.093590</td>\n",
       "      <td id=\"T_92434_row16_col7\" class=\"data row16 col7\" >-0.212699</td>\n",
       "      <td id=\"T_92434_row16_col8\" class=\"data row16 col8\" >-0.641176</td>\n",
       "      <td id=\"T_92434_row16_col9\" class=\"data row16 col9\" >0.286392</td>\n",
       "      <td id=\"T_92434_row16_col10\" class=\"data row16 col10\" >0.476641</td>\n",
       "      <td id=\"T_92434_row16_col11\" class=\"data row16 col11\" >0.045624</td>\n",
       "      <td id=\"T_92434_row16_col12\" class=\"data row16 col12\" >0.206886</td>\n",
       "      <td id=\"T_92434_row16_col13\" class=\"data row16 col13\" >0.284612</td>\n",
       "      <td id=\"T_92434_row16_col14\" class=\"data row16 col14\" >0.471094</td>\n",
       "      <td id=\"T_92434_row16_col15\" class=\"data row16 col15\" >0.638741</td>\n",
       "      <td id=\"T_92434_row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
       "      <td id=\"T_92434_row16_col17\" class=\"data row16 col17\" >0.131154</td>\n",
       "      <td id=\"T_92434_row16_col18\" class=\"data row16 col18\" >0.238281</td>\n",
       "      <td id=\"T_92434_row16_col19\" class=\"data row16 col19\" >-0.032714</td>\n",
       "      <td id=\"T_92434_row16_col20\" class=\"data row16 col20\" >0.013764</td>\n",
       "      <td id=\"T_92434_row16_col21\" class=\"data row16 col21\" >-0.103313</td>\n",
       "      <td id=\"T_92434_row16_col22\" class=\"data row16 col22\" >-0.070966</td>\n",
       "      <td id=\"T_92434_row16_col23\" class=\"data row16 col23\" >-0.093488</td>\n",
       "      <td id=\"T_92434_row16_col24\" class=\"data row16 col24\" >0.007572</td>\n",
       "      <td id=\"T_92434_row16_col25\" class=\"data row16 col25\" >0.042925</td>\n",
       "      <td id=\"T_92434_row16_col26\" class=\"data row16 col26\" >-0.003525</td>\n",
       "      <td id=\"T_92434_row16_col27\" class=\"data row16 col27\" >0.035528</td>\n",
       "      <td id=\"T_92434_row16_col28\" class=\"data row16 col28\" >-0.012416</td>\n",
       "      <td id=\"T_92434_row16_col29\" class=\"data row16 col29\" >-0.107846</td>\n",
       "      <td id=\"T_92434_row16_col30\" class=\"data row16 col30\" >0.007403</td>\n",
       "      <td id=\"T_92434_row16_col31\" class=\"data row16 col31\" >-0.066882</td>\n",
       "      <td id=\"T_92434_row16_col32\" class=\"data row16 col32\" >-0.043652</td>\n",
       "      <td id=\"T_92434_row16_col33\" class=\"data row16 col33\" >-0.166727</td>\n",
       "      <td id=\"T_92434_row16_col34\" class=\"data row16 col34\" >0.000060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row17\" class=\"row_heading level0 row17\" >MntGoldProds</th>\n",
       "      <td id=\"T_92434_row17_col0\" class=\"data row17 col0\" >0.080073</td>\n",
       "      <td id=\"T_92434_row17_col1\" class=\"data row17 col1\" >0.236775</td>\n",
       "      <td id=\"T_92434_row17_col2\" class=\"data row17 col2\" >-0.418838</td>\n",
       "      <td id=\"T_92434_row17_col3\" class=\"data row17 col3\" >-0.021277</td>\n",
       "      <td id=\"T_92434_row17_col4\" class=\"data row17 col4\" >-0.311486</td>\n",
       "      <td id=\"T_92434_row17_col5\" class=\"data row17 col5\" >-0.270748</td>\n",
       "      <td id=\"T_92434_row17_col6\" class=\"data row17 col6\" >0.474977</td>\n",
       "      <td id=\"T_92434_row17_col7\" class=\"data row17 col7\" >0.581344</td>\n",
       "      <td id=\"T_92434_row17_col8\" class=\"data row17 col8\" >-0.001962</td>\n",
       "      <td id=\"T_92434_row17_col9\" class=\"data row17 col9\" >0.572137</td>\n",
       "      <td id=\"T_92434_row17_col10\" class=\"data row17 col10\" >0.125079</td>\n",
       "      <td id=\"T_92434_row17_col11\" class=\"data row17 col11\" >0.642816</td>\n",
       "      <td id=\"T_92434_row17_col12\" class=\"data row17 col12\" >-0.021158</td>\n",
       "      <td id=\"T_92434_row17_col13\" class=\"data row17 col13\" >0.565275</td>\n",
       "      <td id=\"T_92434_row17_col14\" class=\"data row17 col14\" >0.100879</td>\n",
       "      <td id=\"T_92434_row17_col15\" class=\"data row17 col15\" >0.546909</td>\n",
       "      <td id=\"T_92434_row17_col16\" class=\"data row17 col16\" >0.131154</td>\n",
       "      <td id=\"T_92434_row17_col17\" class=\"data row17 col17\" >1.000000</td>\n",
       "      <td id=\"T_92434_row17_col18\" class=\"data row17 col18\" >0.233021</td>\n",
       "      <td id=\"T_92434_row17_col19\" class=\"data row17 col19\" >0.652583</td>\n",
       "      <td id=\"T_92434_row17_col20\" class=\"data row17 col20\" >-0.031626</td>\n",
       "      <td id=\"T_92434_row17_col21\" class=\"data row17 col21\" >0.113537</td>\n",
       "      <td id=\"T_92434_row17_col22\" class=\"data row17 col22\" >0.585524</td>\n",
       "      <td id=\"T_92434_row17_col23\" class=\"data row17 col23\" >0.001369</td>\n",
       "      <td id=\"T_92434_row17_col24\" class=\"data row17 col24\" >0.656105</td>\n",
       "      <td id=\"T_92434_row17_col25\" class=\"data row17 col25\" >0.562170</td>\n",
       "      <td id=\"T_92434_row17_col26\" class=\"data row17 col26\" >0.548873</td>\n",
       "      <td id=\"T_92434_row17_col27\" class=\"data row17 col27\" >-0.516929</td>\n",
       "      <td id=\"T_92434_row17_col28\" class=\"data row17 col28\" >0.649908</td>\n",
       "      <td id=\"T_92434_row17_col29\" class=\"data row17 col29\" >-0.245515</td>\n",
       "      <td id=\"T_92434_row17_col30\" class=\"data row17 col30\" >0.175036</td>\n",
       "      <td id=\"T_92434_row17_col31\" class=\"data row17 col31\" >0.074352</td>\n",
       "      <td id=\"T_92434_row17_col32\" class=\"data row17 col32\" >0.149317</td>\n",
       "      <td id=\"T_92434_row17_col33\" class=\"data row17 col33\" >0.064702</td>\n",
       "      <td id=\"T_92434_row17_col34\" class=\"data row17 col34\" >0.190572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row18\" class=\"row_heading level0 row18\" >PMntGoldProds</th>\n",
       "      <td id=\"T_92434_row18_col0\" class=\"data row18 col0\" >-0.175171</td>\n",
       "      <td id=\"T_92434_row18_col1\" class=\"data row18 col1\" >0.041598</td>\n",
       "      <td id=\"T_92434_row18_col2\" class=\"data row18 col2\" >0.309212</td>\n",
       "      <td id=\"T_92434_row18_col3\" class=\"data row18 col3\" >-0.057393</td>\n",
       "      <td id=\"T_92434_row18_col4\" class=\"data row18 col4\" >0.182538</td>\n",
       "      <td id=\"T_92434_row18_col5\" class=\"data row18 col5\" >0.200247</td>\n",
       "      <td id=\"T_92434_row18_col6\" class=\"data row18 col6\" >-0.504896</td>\n",
       "      <td id=\"T_92434_row18_col7\" class=\"data row18 col7\" >-0.547649</td>\n",
       "      <td id=\"T_92434_row18_col8\" class=\"data row18 col8\" >-0.313737</td>\n",
       "      <td id=\"T_92434_row18_col9\" class=\"data row18 col9\" >-0.214888</td>\n",
       "      <td id=\"T_92434_row18_col10\" class=\"data row18 col10\" >0.236701</td>\n",
       "      <td id=\"T_92434_row18_col11\" class=\"data row18 col11\" >-0.462707</td>\n",
       "      <td id=\"T_92434_row18_col12\" class=\"data row18 col12\" >0.042685</td>\n",
       "      <td id=\"T_92434_row18_col13\" class=\"data row18 col13\" >-0.232649</td>\n",
       "      <td id=\"T_92434_row18_col14\" class=\"data row18 col14\" >0.238054</td>\n",
       "      <td id=\"T_92434_row18_col15\" class=\"data row18 col15\" >-0.217493</td>\n",
       "      <td id=\"T_92434_row18_col16\" class=\"data row18 col16\" >0.238281</td>\n",
       "      <td id=\"T_92434_row18_col17\" class=\"data row18 col17\" >0.233021</td>\n",
       "      <td id=\"T_92434_row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
       "      <td id=\"T_92434_row18_col19\" class=\"data row18 col19\" >-0.515567</td>\n",
       "      <td id=\"T_92434_row18_col20\" class=\"data row18 col20\" >0.015314</td>\n",
       "      <td id=\"T_92434_row18_col21\" class=\"data row18 col21\" >0.073302</td>\n",
       "      <td id=\"T_92434_row18_col22\" class=\"data row18 col22\" >-0.333517</td>\n",
       "      <td id=\"T_92434_row18_col23\" class=\"data row18 col23\" >0.125967</td>\n",
       "      <td id=\"T_92434_row18_col24\" class=\"data row18 col24\" >-0.380004</td>\n",
       "      <td id=\"T_92434_row18_col25\" class=\"data row18 col25\" >-0.222436</td>\n",
       "      <td id=\"T_92434_row18_col26\" class=\"data row18 col26\" >-0.467646</td>\n",
       "      <td id=\"T_92434_row18_col27\" class=\"data row18 col27\" >0.121682</td>\n",
       "      <td id=\"T_92434_row18_col28\" class=\"data row18 col28\" >-0.446025</td>\n",
       "      <td id=\"T_92434_row18_col29\" class=\"data row18 col29\" >0.304634</td>\n",
       "      <td id=\"T_92434_row18_col30\" class=\"data row18 col30\" >-0.177273</td>\n",
       "      <td id=\"T_92434_row18_col31\" class=\"data row18 col31\" >-0.055532</td>\n",
       "      <td id=\"T_92434_row18_col32\" class=\"data row18 col32\" >0.152273</td>\n",
       "      <td id=\"T_92434_row18_col33\" class=\"data row18 col33\" >-0.223159</td>\n",
       "      <td id=\"T_92434_row18_col34\" class=\"data row18 col34\" >-0.201740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row19\" class=\"row_heading level0 row19\" >TotalMnt</th>\n",
       "      <td id=\"T_92434_row19_col0\" class=\"data row19 col0\" >0.171360</td>\n",
       "      <td id=\"T_92434_row19_col1\" class=\"data row19 col1\" >0.185494</td>\n",
       "      <td id=\"T_92434_row19_col2\" class=\"data row19 col2\" >-0.609817</td>\n",
       "      <td id=\"T_92434_row19_col3\" class=\"data row19 col3\" >-0.046701</td>\n",
       "      <td id=\"T_92434_row19_col4\" class=\"data row19 col4\" >-0.471016</td>\n",
       "      <td id=\"T_92434_row19_col5\" class=\"data row19 col5\" >-0.452833</td>\n",
       "      <td id=\"T_92434_row19_col6\" class=\"data row19 col6\" >0.808514</td>\n",
       "      <td id=\"T_92434_row19_col7\" class=\"data row19 col7\" >0.934322</td>\n",
       "      <td id=\"T_92434_row19_col8\" class=\"data row19 col8\" >0.178948</td>\n",
       "      <td id=\"T_92434_row19_col9\" class=\"data row19 col9\" >0.673303</td>\n",
       "      <td id=\"T_92434_row19_col10\" class=\"data row19 col10\" >-0.048960</td>\n",
       "      <td id=\"T_92434_row19_col11\" class=\"data row19 col11\" >0.942492</td>\n",
       "      <td id=\"T_92434_row19_col12\" class=\"data row19 col12\" >-0.000974</td>\n",
       "      <td id=\"T_92434_row19_col13\" class=\"data row19 col13\" >0.689244</td>\n",
       "      <td id=\"T_92434_row19_col14\" class=\"data row19 col14\" >-0.067483</td>\n",
       "      <td id=\"T_92434_row19_col15\" class=\"data row19 col15\" >0.662702</td>\n",
       "      <td id=\"T_92434_row19_col16\" class=\"data row19 col16\" >-0.032714</td>\n",
       "      <td id=\"T_92434_row19_col17\" class=\"data row19 col17\" >0.652583</td>\n",
       "      <td id=\"T_92434_row19_col18\" class=\"data row19 col18\" >-0.515567</td>\n",
       "      <td id=\"T_92434_row19_col19\" class=\"data row19 col19\" >1.000000</td>\n",
       "      <td id=\"T_92434_row19_col20\" class=\"data row19 col20\" >-0.032476</td>\n",
       "      <td id=\"T_92434_row19_col21\" class=\"data row19 col21\" >-0.008071</td>\n",
       "      <td id=\"T_92434_row19_col22\" class=\"data row19 col22\" >0.727244</td>\n",
       "      <td id=\"T_92434_row19_col23\" class=\"data row19 col23\" >-0.134549</td>\n",
       "      <td id=\"T_92434_row19_col24\" class=\"data row19 col24\" >0.884669</td>\n",
       "      <td id=\"T_92434_row19_col25\" class=\"data row19 col25\" >0.701144</td>\n",
       "      <td id=\"T_92434_row19_col26\" class=\"data row19 col26\" >0.812685</td>\n",
       "      <td id=\"T_92434_row19_col27\" class=\"data row19 col27\" >-0.550748</td>\n",
       "      <td id=\"T_92434_row19_col28\" class=\"data row19 col28\" >0.910064</td>\n",
       "      <td id=\"T_92434_row19_col29\" class=\"data row19 col29\" >-0.473739</td>\n",
       "      <td id=\"T_92434_row19_col30\" class=\"data row19 col30\" >0.325892</td>\n",
       "      <td id=\"T_92434_row19_col31\" class=\"data row19 col31\" >0.120861</td>\n",
       "      <td id=\"T_92434_row19_col32\" class=\"data row19 col32\" >0.019568</td>\n",
       "      <td id=\"T_92434_row19_col33\" class=\"data row19 col33\" >0.245718</td>\n",
       "      <td id=\"T_92434_row19_col34\" class=\"data row19 col34\" >0.378012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row20\" class=\"row_heading level0 row20\" >Complain</th>\n",
       "      <td id=\"T_92434_row20_col0\" class=\"data row20 col0\" >-0.006009</td>\n",
       "      <td id=\"T_92434_row20_col1\" class=\"data row20 col1\" >0.033084</td>\n",
       "      <td id=\"T_92434_row20_col2\" class=\"data row20 col2\" >0.022985</td>\n",
       "      <td id=\"T_92434_row20_col3\" class=\"data row20 col3\" >0.001928</td>\n",
       "      <td id=\"T_92434_row20_col4\" class=\"data row20 col4\" >0.018516</td>\n",
       "      <td id=\"T_92434_row20_col5\" class=\"data row20 col5\" >0.006115</td>\n",
       "      <td id=\"T_92434_row20_col6\" class=\"data row20 col6\" >-0.030034</td>\n",
       "      <td id=\"T_92434_row20_col7\" class=\"data row20 col7\" >-0.032579</td>\n",
       "      <td id=\"T_92434_row20_col8\" class=\"data row20 col8\" >-0.030285</td>\n",
       "      <td id=\"T_92434_row20_col9\" class=\"data row20 col9\" >-0.007043</td>\n",
       "      <td id=\"T_92434_row20_col10\" class=\"data row20 col10\" >0.011959</td>\n",
       "      <td id=\"T_92434_row20_col11\" class=\"data row20 col11\" >-0.016124</td>\n",
       "      <td id=\"T_92434_row20_col12\" class=\"data row20 col12\" >0.035577</td>\n",
       "      <td id=\"T_92434_row20_col13\" class=\"data row20 col13\" >-0.021527</td>\n",
       "      <td id=\"T_92434_row20_col14\" class=\"data row20 col14\" >-0.018922</td>\n",
       "      <td id=\"T_92434_row20_col15\" class=\"data row20 col15\" >-0.018529</td>\n",
       "      <td id=\"T_92434_row20_col16\" class=\"data row20 col16\" >0.013764</td>\n",
       "      <td id=\"T_92434_row20_col17\" class=\"data row20 col17\" >-0.031626</td>\n",
       "      <td id=\"T_92434_row20_col18\" class=\"data row20 col18\" >0.015314</td>\n",
       "      <td id=\"T_92434_row20_col19\" class=\"data row20 col19\" >-0.032476</td>\n",
       "      <td id=\"T_92434_row20_col20\" class=\"data row20 col20\" >1.000000</td>\n",
       "      <td id=\"T_92434_row20_col21\" class=\"data row20 col21\" >0.018236</td>\n",
       "      <td id=\"T_92434_row20_col22\" class=\"data row20 col22\" >-0.015281</td>\n",
       "      <td id=\"T_92434_row20_col23\" class=\"data row20 col23\" >0.017387</td>\n",
       "      <td id=\"T_92434_row20_col24\" class=\"data row20 col24\" >-0.024793</td>\n",
       "      <td id=\"T_92434_row20_col25\" class=\"data row20 col25\" >-0.030292</td>\n",
       "      <td id=\"T_92434_row20_col26\" class=\"data row20 col26\" >-0.016351</td>\n",
       "      <td id=\"T_92434_row20_col27\" class=\"data row20 col27\" >0.015610</td>\n",
       "      <td id=\"T_92434_row20_col28\" class=\"data row20 col28\" >-0.018201</td>\n",
       "      <td id=\"T_92434_row20_col29\" class=\"data row20 col29\" >0.021683</td>\n",
       "      <td id=\"T_92434_row20_col30\" class=\"data row20 col30\" >-0.025385</td>\n",
       "      <td id=\"T_92434_row20_col31\" class=\"data row20 col31\" >-0.010882</td>\n",
       "      <td id=\"T_92434_row20_col32\" class=\"data row20 col32\" >0.011469</td>\n",
       "      <td id=\"T_92434_row20_col33\" class=\"data row20 col33\" >-0.027738</td>\n",
       "      <td id=\"T_92434_row20_col34\" class=\"data row20 col34\" >-0.007113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row21\" class=\"row_heading level0 row21\" >NDealsPurchases</th>\n",
       "      <td id=\"T_92434_row21_col0\" class=\"data row21 col0\" >0.076416</td>\n",
       "      <td id=\"T_92434_row21_col1\" class=\"data row21 col1\" >0.219790</td>\n",
       "      <td id=\"T_92434_row21_col2\" class=\"data row21 col2\" >0.257410</td>\n",
       "      <td id=\"T_92434_row21_col3\" class=\"data row21 col3\" >0.472194</td>\n",
       "      <td id=\"T_92434_row21_col4\" class=\"data row21 col4\" >0.532822</td>\n",
       "      <td id=\"T_92434_row21_col5\" class=\"data row21 col5\" >0.535075</td>\n",
       "      <td id=\"T_92434_row21_col6\" class=\"data row21 col6\" >-0.192669</td>\n",
       "      <td id=\"T_92434_row21_col7\" class=\"data row21 col7\" >0.061957</td>\n",
       "      <td id=\"T_92434_row21_col8\" class=\"data row21 col8\" >0.225792</td>\n",
       "      <td id=\"T_92434_row21_col9\" class=\"data row21 col9\" >-0.098489</td>\n",
       "      <td id=\"T_92434_row21_col10\" class=\"data row21 col10\" >-0.111179</td>\n",
       "      <td id=\"T_92434_row21_col11\" class=\"data row21 col11\" >-0.027248</td>\n",
       "      <td id=\"T_92434_row21_col12\" class=\"data row21 col12\" >-0.204962</td>\n",
       "      <td id=\"T_92434_row21_col13\" class=\"data row21 col13\" >-0.111832</td>\n",
       "      <td id=\"T_92434_row21_col14\" class=\"data row21 col14\" >-0.126804</td>\n",
       "      <td id=\"T_92434_row21_col15\" class=\"data row21 col15\" >-0.097226</td>\n",
       "      <td id=\"T_92434_row21_col16\" class=\"data row21 col16\" >-0.103313</td>\n",
       "      <td id=\"T_92434_row21_col17\" class=\"data row21 col17\" >0.113537</td>\n",
       "      <td id=\"T_92434_row21_col18\" class=\"data row21 col18\" >0.073302</td>\n",
       "      <td id=\"T_92434_row21_col19\" class=\"data row21 col19\" >-0.008071</td>\n",
       "      <td id=\"T_92434_row21_col20\" class=\"data row21 col20\" >0.018236</td>\n",
       "      <td id=\"T_92434_row21_col21\" class=\"data row21 col21\" >1.000000</td>\n",
       "      <td id=\"T_92434_row21_col22\" class=\"data row21 col22\" >0.291989</td>\n",
       "      <td id=\"T_92434_row21_col23\" class=\"data row21 col23\" >0.380851</td>\n",
       "      <td id=\"T_92434_row21_col24\" class=\"data row21 col24\" >-0.030871</td>\n",
       "      <td id=\"T_92434_row21_col25\" class=\"data row21 col25\" >-0.090109</td>\n",
       "      <td id=\"T_92434_row21_col26\" class=\"data row21 col26\" >0.099213</td>\n",
       "      <td id=\"T_92434_row21_col27\" class=\"data row21 col27\" >-0.186218</td>\n",
       "      <td id=\"T_92434_row21_col28\" class=\"data row21 col28\" >0.120297</td>\n",
       "      <td id=\"T_92434_row21_col29\" class=\"data row21 col29\" >0.389883</td>\n",
       "      <td id=\"T_92434_row21_col30\" class=\"data row21 col30\" >-0.173966</td>\n",
       "      <td id=\"T_92434_row21_col31\" class=\"data row21 col31\" >-0.050300</td>\n",
       "      <td id=\"T_92434_row21_col32\" class=\"data row21 col32\" >-0.012383</td>\n",
       "      <td id=\"T_92434_row21_col33\" class=\"data row21 col33\" >0.005349</td>\n",
       "      <td id=\"T_92434_row21_col34\" class=\"data row21 col34\" >-0.250783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row22\" class=\"row_heading level0 row22\" >NWebPurchases</th>\n",
       "      <td id=\"T_92434_row22_col0\" class=\"data row22 col0\" >0.165379</td>\n",
       "      <td id=\"T_92434_row22_col1\" class=\"data row22 col1\" >0.212221</td>\n",
       "      <td id=\"T_92434_row22_col2\" class=\"data row22 col2\" >-0.421107</td>\n",
       "      <td id=\"T_92434_row22_col3\" class=\"data row22 col3\" >0.140327</td>\n",
       "      <td id=\"T_92434_row22_col4\" class=\"data row22 col4\" >-0.187704</td>\n",
       "      <td id=\"T_92434_row22_col5\" class=\"data row22 col5\" >-0.116606</td>\n",
       "      <td id=\"T_92434_row22_col6\" class=\"data row22 col6\" >0.531787</td>\n",
       "      <td id=\"T_92434_row22_col7\" class=\"data row22 col7\" >0.741818</td>\n",
       "      <td id=\"T_92434_row22_col8\" class=\"data row22 col8\" >0.268146</td>\n",
       "      <td id=\"T_92434_row22_col9\" class=\"data row22 col9\" >0.473920</td>\n",
       "      <td id=\"T_92434_row22_col10\" class=\"data row22 col10\" >-0.087327</td>\n",
       "      <td id=\"T_92434_row22_col11\" class=\"data row22 col11\" >0.681944</td>\n",
       "      <td id=\"T_92434_row22_col12\" class=\"data row22 col12\" >-0.145558</td>\n",
       "      <td id=\"T_92434_row22_col13\" class=\"data row22 col13\" >0.473194</td>\n",
       "      <td id=\"T_92434_row22_col14\" class=\"data row22 col14\" >-0.115770</td>\n",
       "      <td id=\"T_92434_row22_col15\" class=\"data row22 col15\" >0.461331</td>\n",
       "      <td id=\"T_92434_row22_col16\" class=\"data row22 col16\" >-0.070966</td>\n",
       "      <td id=\"T_92434_row22_col17\" class=\"data row22 col17\" >0.585524</td>\n",
       "      <td id=\"T_92434_row22_col18\" class=\"data row22 col18\" >-0.333517</td>\n",
       "      <td id=\"T_92434_row22_col19\" class=\"data row22 col19\" >0.727244</td>\n",
       "      <td id=\"T_92434_row22_col20\" class=\"data row22 col20\" >-0.015281</td>\n",
       "      <td id=\"T_92434_row22_col21\" class=\"data row22 col21\" >0.291989</td>\n",
       "      <td id=\"T_92434_row22_col22\" class=\"data row22 col22\" >1.000000</td>\n",
       "      <td id=\"T_92434_row22_col23\" class=\"data row22 col23\" >0.443196</td>\n",
       "      <td id=\"T_92434_row22_col24\" class=\"data row22 col24\" >0.623227</td>\n",
       "      <td id=\"T_92434_row22_col25\" class=\"data row22 col25\" >0.370872</td>\n",
       "      <td id=\"T_92434_row22_col26\" class=\"data row22 col26\" >0.673534</td>\n",
       "      <td id=\"T_92434_row22_col27\" class=\"data row22 col27\" >-0.683401</td>\n",
       "      <td id=\"T_92434_row22_col28\" class=\"data row22 col28\" >0.830922</td>\n",
       "      <td id=\"T_92434_row22_col29\" class=\"data row22 col29\" >-0.085284</td>\n",
       "      <td id=\"T_92434_row22_col30\" class=\"data row22 col30\" >0.184754</td>\n",
       "      <td id=\"T_92434_row22_col31\" class=\"data row22 col31\" >0.041328</td>\n",
       "      <td id=\"T_92434_row22_col32\" class=\"data row22 col32\" >0.038234</td>\n",
       "      <td id=\"T_92434_row22_col33\" class=\"data row22 col33\" >0.183039</td>\n",
       "      <td id=\"T_92434_row22_col34\" class=\"data row22 col34\" >0.176524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row23\" class=\"row_heading level0 row23\" >PWebPurchases</th>\n",
       "      <td id=\"T_92434_row23_col0\" class=\"data row23 col0\" >-0.032703</td>\n",
       "      <td id=\"T_92434_row23_col1\" class=\"data row23 col1\" >0.107763</td>\n",
       "      <td id=\"T_92434_row23_col2\" class=\"data row23 col2\" >0.216254</td>\n",
       "      <td id=\"T_92434_row23_col3\" class=\"data row23 col3\" >0.132504</td>\n",
       "      <td id=\"T_92434_row23_col4\" class=\"data row23 col4\" >0.262353</td>\n",
       "      <td id=\"T_92434_row23_col5\" class=\"data row23 col5\" >0.313358</td>\n",
       "      <td id=\"T_92434_row23_col6\" class=\"data row23 col6\" >-0.237048</td>\n",
       "      <td id=\"T_92434_row23_col7\" class=\"data row23 col7\" >-0.087934</td>\n",
       "      <td id=\"T_92434_row23_col8\" class=\"data row23 col8\" >0.123141</td>\n",
       "      <td id=\"T_92434_row23_col9\" class=\"data row23 col9\" >-0.156946</td>\n",
       "      <td id=\"T_92434_row23_col10\" class=\"data row23 col10\" >-0.075009</td>\n",
       "      <td id=\"T_92434_row23_col11\" class=\"data row23 col11\" >-0.142160</td>\n",
       "      <td id=\"T_92434_row23_col12\" class=\"data row23 col12\" >-0.111531</td>\n",
       "      <td id=\"T_92434_row23_col13\" class=\"data row23 col13\" >-0.174275</td>\n",
       "      <td id=\"T_92434_row23_col14\" class=\"data row23 col14\" >-0.089885</td>\n",
       "      <td id=\"T_92434_row23_col15\" class=\"data row23 col15\" >-0.176367</td>\n",
       "      <td id=\"T_92434_row23_col16\" class=\"data row23 col16\" >-0.093488</td>\n",
       "      <td id=\"T_92434_row23_col17\" class=\"data row23 col17\" >0.001369</td>\n",
       "      <td id=\"T_92434_row23_col18\" class=\"data row23 col18\" >0.125967</td>\n",
       "      <td id=\"T_92434_row23_col19\" class=\"data row23 col19\" >-0.134549</td>\n",
       "      <td id=\"T_92434_row23_col20\" class=\"data row23 col20\" >0.017387</td>\n",
       "      <td id=\"T_92434_row23_col21\" class=\"data row23 col21\" >0.380851</td>\n",
       "      <td id=\"T_92434_row23_col22\" class=\"data row23 col22\" >0.443196</td>\n",
       "      <td id=\"T_92434_row23_col23\" class=\"data row23 col23\" >1.000000</td>\n",
       "      <td id=\"T_92434_row23_col24\" class=\"data row23 col24\" >-0.280187</td>\n",
       "      <td id=\"T_92434_row23_col25\" class=\"data row23 col25\" >-0.356981</td>\n",
       "      <td id=\"T_92434_row23_col26\" class=\"data row23 col26\" >-0.232829</td>\n",
       "      <td id=\"T_92434_row23_col27\" class=\"data row23 col27\" >-0.422837</td>\n",
       "      <td id=\"T_92434_row23_col28\" class=\"data row23 col28\" >-0.056433</td>\n",
       "      <td id=\"T_92434_row23_col29\" class=\"data row23 col29\" >0.553564</td>\n",
       "      <td id=\"T_92434_row23_col30\" class=\"data row23 col30\" >-0.098926</td>\n",
       "      <td id=\"T_92434_row23_col31\" class=\"data row23 col31\" >-0.060942</td>\n",
       "      <td id=\"T_92434_row23_col32\" class=\"data row23 col32\" >0.026391</td>\n",
       "      <td id=\"T_92434_row23_col33\" class=\"data row23 col33\" >-0.012209</td>\n",
       "      <td id=\"T_92434_row23_col34\" class=\"data row23 col34\" >-0.135619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row24\" class=\"row_heading level0 row24\" >NCatalogPurchases</th>\n",
       "      <td id=\"T_92434_row24_col0\" class=\"data row24 col0\" >0.182998</td>\n",
       "      <td id=\"T_92434_row24_col1\" class=\"data row24 col1\" >0.134935</td>\n",
       "      <td id=\"T_92434_row24_col2\" class=\"data row24 col2\" >-0.590776</td>\n",
       "      <td id=\"T_92434_row24_col3\" class=\"data row24 col3\" >-0.039063</td>\n",
       "      <td id=\"T_92434_row24_col4\" class=\"data row24 col4\" >-0.450109</td>\n",
       "      <td id=\"T_92434_row24_col5\" class=\"data row24 col5\" >-0.431718</td>\n",
       "      <td id=\"T_92434_row24_col6\" class=\"data row24 col6\" >0.744149</td>\n",
       "      <td id=\"T_92434_row24_col7\" class=\"data row24 col7\" >0.822583</td>\n",
       "      <td id=\"T_92434_row24_col8\" class=\"data row24 col8\" >0.121934</td>\n",
       "      <td id=\"T_92434_row24_col9\" class=\"data row24 col9\" >0.632412</td>\n",
       "      <td id=\"T_92434_row24_col10\" class=\"data row24 col10\" >-0.013437</td>\n",
       "      <td id=\"T_92434_row24_col11\" class=\"data row24 col11\" >0.850073</td>\n",
       "      <td id=\"T_92434_row24_col12\" class=\"data row24 col12\" >0.005333</td>\n",
       "      <td id=\"T_92434_row24_col13\" class=\"data row24 col13\" >0.652570</td>\n",
       "      <td id=\"T_92434_row24_col14\" class=\"data row24 col14\" >-0.020591</td>\n",
       "      <td id=\"T_92434_row24_col15\" class=\"data row24 col15\" >0.625328</td>\n",
       "      <td id=\"T_92434_row24_col16\" class=\"data row24 col16\" >0.007572</td>\n",
       "      <td id=\"T_92434_row24_col17\" class=\"data row24 col17\" >0.656105</td>\n",
       "      <td id=\"T_92434_row24_col18\" class=\"data row24 col18\" >-0.380004</td>\n",
       "      <td id=\"T_92434_row24_col19\" class=\"data row24 col19\" >0.884669</td>\n",
       "      <td id=\"T_92434_row24_col20\" class=\"data row24 col20\" >-0.024793</td>\n",
       "      <td id=\"T_92434_row24_col21\" class=\"data row24 col21\" >-0.030871</td>\n",
       "      <td id=\"T_92434_row24_col22\" class=\"data row24 col22\" >0.623227</td>\n",
       "      <td id=\"T_92434_row24_col23\" class=\"data row24 col23\" >-0.280187</td>\n",
       "      <td id=\"T_92434_row24_col24\" class=\"data row24 col24\" >1.000000</td>\n",
       "      <td id=\"T_92434_row24_col25\" class=\"data row24 col25\" >0.912137</td>\n",
       "      <td id=\"T_92434_row24_col26\" class=\"data row24 col26\" >0.709172</td>\n",
       "      <td id=\"T_92434_row24_col27\" class=\"data row24 col27\" >-0.633119</td>\n",
       "      <td id=\"T_92434_row24_col28\" class=\"data row24 col28\" >0.875974</td>\n",
       "      <td id=\"T_92434_row24_col29\" class=\"data row24 col29\" >-0.532319</td>\n",
       "      <td id=\"T_92434_row24_col30\" class=\"data row24 col30\" >0.301208</td>\n",
       "      <td id=\"T_92434_row24_col31\" class=\"data row24 col31\" >0.108942</td>\n",
       "      <td id=\"T_92434_row24_col32\" class=\"data row24 col32\" >0.101251</td>\n",
       "      <td id=\"T_92434_row24_col33\" class=\"data row24 col33\" >0.184125</td>\n",
       "      <td id=\"T_92434_row24_col34\" class=\"data row24 col34\" >0.319583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row25\" class=\"row_heading level0 row25\" >PCatalogPurchases</th>\n",
       "      <td id=\"T_92434_row25_col0\" class=\"data row25 col0\" >0.140828</td>\n",
       "      <td id=\"T_92434_row25_col1\" class=\"data row25 col1\" >0.080626</td>\n",
       "      <td id=\"T_92434_row25_col2\" class=\"data row25 col2\" >-0.478323</td>\n",
       "      <td id=\"T_92434_row25_col3\" class=\"data row25 col3\" >-0.094644</td>\n",
       "      <td id=\"T_92434_row25_col4\" class=\"data row25 col4\" >-0.413589</td>\n",
       "      <td id=\"T_92434_row25_col5\" class=\"data row25 col5\" >-0.419444</td>\n",
       "      <td id=\"T_92434_row25_col6\" class=\"data row25 col6\" >0.590410</td>\n",
       "      <td id=\"T_92434_row25_col7\" class=\"data row25 col7\" >0.624157</td>\n",
       "      <td id=\"T_92434_row25_col8\" class=\"data row25 col8\" >0.042630</td>\n",
       "      <td id=\"T_92434_row25_col9\" class=\"data row25 col9\" >0.512647</td>\n",
       "      <td id=\"T_92434_row25_col10\" class=\"data row25 col10\" >0.017789</td>\n",
       "      <td id=\"T_92434_row25_col11\" class=\"data row25 col11\" >0.678018</td>\n",
       "      <td id=\"T_92434_row25_col12\" class=\"data row25 col12\" >0.051892</td>\n",
       "      <td id=\"T_92434_row25_col13\" class=\"data row25 col13\" >0.538096</td>\n",
       "      <td id=\"T_92434_row25_col14\" class=\"data row25 col14\" >0.024284</td>\n",
       "      <td id=\"T_92434_row25_col15\" class=\"data row25 col15\" >0.510030</td>\n",
       "      <td id=\"T_92434_row25_col16\" class=\"data row25 col16\" >0.042925</td>\n",
       "      <td id=\"T_92434_row25_col17\" class=\"data row25 col17\" >0.562170</td>\n",
       "      <td id=\"T_92434_row25_col18\" class=\"data row25 col18\" >-0.222436</td>\n",
       "      <td id=\"T_92434_row25_col19\" class=\"data row25 col19\" >0.701144</td>\n",
       "      <td id=\"T_92434_row25_col20\" class=\"data row25 col20\" >-0.030292</td>\n",
       "      <td id=\"T_92434_row25_col21\" class=\"data row25 col21\" >-0.090109</td>\n",
       "      <td id=\"T_92434_row25_col22\" class=\"data row25 col22\" >0.370872</td>\n",
       "      <td id=\"T_92434_row25_col23\" class=\"data row25 col23\" >-0.356981</td>\n",
       "      <td id=\"T_92434_row25_col24\" class=\"data row25 col24\" >0.912137</td>\n",
       "      <td id=\"T_92434_row25_col25\" class=\"data row25 col25\" >1.000000</td>\n",
       "      <td id=\"T_92434_row25_col26\" class=\"data row25 col26\" >0.431182</td>\n",
       "      <td id=\"T_92434_row25_col27\" class=\"data row25 col27\" >-0.645781</td>\n",
       "      <td id=\"T_92434_row25_col28\" class=\"data row25 col28\" >0.635276</td>\n",
       "      <td id=\"T_92434_row25_col29\" class=\"data row25 col29\" >-0.510026</td>\n",
       "      <td id=\"T_92434_row25_col30\" class=\"data row25 col30\" >0.264236</td>\n",
       "      <td id=\"T_92434_row25_col31\" class=\"data row25 col31\" >0.096914</td>\n",
       "      <td id=\"T_92434_row25_col32\" class=\"data row25 col32\" >0.163206</td>\n",
       "      <td id=\"T_92434_row25_col33\" class=\"data row25 col33\" >0.132655</td>\n",
       "      <td id=\"T_92434_row25_col34\" class=\"data row25 col34\" >0.285533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row26\" class=\"row_heading level0 row26\" >NStorePurchases</th>\n",
       "      <td id=\"T_92434_row26_col0\" class=\"data row26 col0\" >0.176398</td>\n",
       "      <td id=\"T_92434_row26_col1\" class=\"data row26 col1\" >0.120261</td>\n",
       "      <td id=\"T_92434_row26_col2\" class=\"data row26 col2\" >-0.554991</td>\n",
       "      <td id=\"T_92434_row26_col3\" class=\"data row26 col3\" >0.073206</td>\n",
       "      <td id=\"T_92434_row26_col4\" class=\"data row26 col4\" >-0.339605</td>\n",
       "      <td id=\"T_92434_row26_col5\" class=\"data row26 col5\" >-0.299578</td>\n",
       "      <td id=\"T_92434_row26_col6\" class=\"data row26 col6\" >0.681090</td>\n",
       "      <td id=\"T_92434_row26_col7\" class=\"data row26 col7\" >0.804604</td>\n",
       "      <td id=\"T_92434_row26_col8\" class=\"data row26 col8\" >0.202297</td>\n",
       "      <td id=\"T_92434_row26_col9\" class=\"data row26 col9\" >0.583004</td>\n",
       "      <td id=\"T_92434_row26_col10\" class=\"data row26 col10\" >-0.027476</td>\n",
       "      <td id=\"T_92434_row26_col11\" class=\"data row26 col11\" >0.777546</td>\n",
       "      <td id=\"T_92434_row26_col12\" class=\"data row26 col12\" >-0.086808</td>\n",
       "      <td id=\"T_92434_row26_col13\" class=\"data row26 col13\" >0.584527</td>\n",
       "      <td id=\"T_92434_row26_col14\" class=\"data row26 col14\" >-0.056460</td>\n",
       "      <td id=\"T_92434_row26_col15\" class=\"data row26 col15\" >0.583915</td>\n",
       "      <td id=\"T_92434_row26_col16\" class=\"data row26 col16\" >-0.003525</td>\n",
       "      <td id=\"T_92434_row26_col17\" class=\"data row26 col17\" >0.548873</td>\n",
       "      <td id=\"T_92434_row26_col18\" class=\"data row26 col18\" >-0.467646</td>\n",
       "      <td id=\"T_92434_row26_col19\" class=\"data row26 col19\" >0.812685</td>\n",
       "      <td id=\"T_92434_row26_col20\" class=\"data row26 col20\" >-0.016351</td>\n",
       "      <td id=\"T_92434_row26_col21\" class=\"data row26 col21\" >0.099213</td>\n",
       "      <td id=\"T_92434_row26_col22\" class=\"data row26 col22\" >0.673534</td>\n",
       "      <td id=\"T_92434_row26_col23\" class=\"data row26 col23\" >-0.232829</td>\n",
       "      <td id=\"T_92434_row26_col24\" class=\"data row26 col24\" >0.709172</td>\n",
       "      <td id=\"T_92434_row26_col25\" class=\"data row26 col25\" >0.431182</td>\n",
       "      <td id=\"T_92434_row26_col26\" class=\"data row26 col26\" >1.000000</td>\n",
       "      <td id=\"T_92434_row26_col27\" class=\"data row26 col27\" >-0.173949</td>\n",
       "      <td id=\"T_92434_row26_col28\" class=\"data row26 col28\" >0.890645</td>\n",
       "      <td id=\"T_92434_row26_col29\" class=\"data row26 col29\" >-0.454710</td>\n",
       "      <td id=\"T_92434_row26_col30\" class=\"data row26 col30\" >0.208894</td>\n",
       "      <td id=\"T_92434_row26_col31\" class=\"data row26 col31\" >0.086343</td>\n",
       "      <td id=\"T_92434_row26_col32\" class=\"data row26 col32\" >-0.083514</td>\n",
       "      <td id=\"T_92434_row26_col33\" class=\"data row26 col33\" >0.200632</td>\n",
       "      <td id=\"T_92434_row26_col34\" class=\"data row26 col34\" >0.227349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row27\" class=\"row_heading level0 row27\" >PStorePurchases</th>\n",
       "      <td id=\"T_92434_row27_col0\" class=\"data row27 col0\" >-0.107987</td>\n",
       "      <td id=\"T_92434_row27_col1\" class=\"data row27 col1\" >-0.159284</td>\n",
       "      <td id=\"T_92434_row27_col2\" class=\"data row27 col2\" >0.278706</td>\n",
       "      <td id=\"T_92434_row27_col3\" class=\"data row27 col3\" >0.006058</td>\n",
       "      <td id=\"T_92434_row27_col4\" class=\"data row27 col4\" >0.198779</td>\n",
       "      <td id=\"T_92434_row27_col5\" class=\"data row27 col5\" >0.170834</td>\n",
       "      <td id=\"T_92434_row27_col6\" class=\"data row27 col6\" >-0.366556</td>\n",
       "      <td id=\"T_92434_row27_col7\" class=\"data row27 col7\" >-0.505376</td>\n",
       "      <td id=\"T_92434_row27_col8\" class=\"data row27 col8\" >-0.121558</td>\n",
       "      <td id=\"T_92434_row27_col9\" class=\"data row27 col9\" >-0.346840</td>\n",
       "      <td id=\"T_92434_row27_col10\" class=\"data row27 col10\" >0.055108</td>\n",
       "      <td id=\"T_92434_row27_col11\" class=\"data row27 col11\" >-0.526161</td>\n",
       "      <td id=\"T_92434_row27_col12\" class=\"data row27 col12\" >0.015508</td>\n",
       "      <td id=\"T_92434_row27_col13\" class=\"data row27 col13\" >-0.361696</td>\n",
       "      <td id=\"T_92434_row27_col14\" class=\"data row27 col14\" >0.056495</td>\n",
       "      <td id=\"T_92434_row27_col15\" class=\"data row27 col15\" >-0.333311</td>\n",
       "      <td id=\"T_92434_row27_col16\" class=\"data row27 col16\" >0.035528</td>\n",
       "      <td id=\"T_92434_row27_col17\" class=\"data row27 col17\" >-0.516929</td>\n",
       "      <td id=\"T_92434_row27_col18\" class=\"data row27 col18\" >0.121682</td>\n",
       "      <td id=\"T_92434_row27_col19\" class=\"data row27 col19\" >-0.550748</td>\n",
       "      <td id=\"T_92434_row27_col20\" class=\"data row27 col20\" >0.015610</td>\n",
       "      <td id=\"T_92434_row27_col21\" class=\"data row27 col21\" >-0.186218</td>\n",
       "      <td id=\"T_92434_row27_col22\" class=\"data row27 col22\" >-0.683401</td>\n",
       "      <td id=\"T_92434_row27_col23\" class=\"data row27 col23\" >-0.422837</td>\n",
       "      <td id=\"T_92434_row27_col24\" class=\"data row27 col24\" >-0.633119</td>\n",
       "      <td id=\"T_92434_row27_col25\" class=\"data row27 col25\" >-0.645781</td>\n",
       "      <td id=\"T_92434_row27_col26\" class=\"data row27 col26\" >-0.173949</td>\n",
       "      <td id=\"T_92434_row27_col27\" class=\"data row27 col27\" >1.000000</td>\n",
       "      <td id=\"T_92434_row27_col28\" class=\"data row27 col28\" >-0.537901</td>\n",
       "      <td id=\"T_92434_row27_col29\" class=\"data row27 col29\" >0.042867</td>\n",
       "      <td id=\"T_92434_row27_col30\" class=\"data row27 col30\" >-0.185100</td>\n",
       "      <td id=\"T_92434_row27_col31\" class=\"data row27 col31\" >-0.033853</td>\n",
       "      <td id=\"T_92434_row27_col32\" class=\"data row27 col32\" >-0.181564</td>\n",
       "      <td id=\"T_92434_row27_col33\" class=\"data row27 col33\" >-0.097461</td>\n",
       "      <td id=\"T_92434_row27_col34\" class=\"data row27 col34\" >-0.167172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row28\" class=\"row_heading level0 row28\" >TotalPurchases</th>\n",
       "      <td id=\"T_92434_row28_col0\" class=\"data row28 col0\" >0.183693</td>\n",
       "      <td id=\"T_92434_row28_col1\" class=\"data row28 col1\" >0.170193</td>\n",
       "      <td id=\"T_92434_row28_col2\" class=\"data row28 col2\" >-0.578294</td>\n",
       "      <td id=\"T_92434_row28_col3\" class=\"data row28 col3\" >0.039548</td>\n",
       "      <td id=\"T_92434_row28_col4\" class=\"data row28 col4\" >-0.379114</td>\n",
       "      <td id=\"T_92434_row28_col5\" class=\"data row28 col5\" >-0.330278</td>\n",
       "      <td id=\"T_92434_row28_col6\" class=\"data row28 col6\" >0.728849</td>\n",
       "      <td id=\"T_92434_row28_col7\" class=\"data row28 col7\" >0.869805</td>\n",
       "      <td id=\"T_92434_row28_col8\" class=\"data row28 col8\" >0.190542</td>\n",
       "      <td id=\"T_92434_row28_col9\" class=\"data row28 col9\" >0.628405</td>\n",
       "      <td id=\"T_92434_row28_col10\" class=\"data row28 col10\" >-0.041138</td>\n",
       "      <td id=\"T_92434_row28_col11\" class=\"data row28 col11\" >0.864135</td>\n",
       "      <td id=\"T_92434_row28_col12\" class=\"data row28 col12\" >-0.063338</td>\n",
       "      <td id=\"T_92434_row28_col13\" class=\"data row28 col13\" >0.636444</td>\n",
       "      <td id=\"T_92434_row28_col14\" class=\"data row28 col14\" >-0.063347</td>\n",
       "      <td id=\"T_92434_row28_col15\" class=\"data row28 col15\" >0.625802</td>\n",
       "      <td id=\"T_92434_row28_col16\" class=\"data row28 col16\" >-0.012416</td>\n",
       "      <td id=\"T_92434_row28_col17\" class=\"data row28 col17\" >0.649908</td>\n",
       "      <td id=\"T_92434_row28_col18\" class=\"data row28 col18\" >-0.446025</td>\n",
       "      <td id=\"T_92434_row28_col19\" class=\"data row28 col19\" >0.910064</td>\n",
       "      <td id=\"T_92434_row28_col20\" class=\"data row28 col20\" >-0.018201</td>\n",
       "      <td id=\"T_92434_row28_col21\" class=\"data row28 col21\" >0.120297</td>\n",
       "      <td id=\"T_92434_row28_col22\" class=\"data row28 col22\" >0.830922</td>\n",
       "      <td id=\"T_92434_row28_col23\" class=\"data row28 col23\" >-0.056433</td>\n",
       "      <td id=\"T_92434_row28_col24\" class=\"data row28 col24\" >0.875974</td>\n",
       "      <td id=\"T_92434_row28_col25\" class=\"data row28 col25\" >0.635276</td>\n",
       "      <td id=\"T_92434_row28_col26\" class=\"data row28 col26\" >0.890645</td>\n",
       "      <td id=\"T_92434_row28_col27\" class=\"data row28 col27\" >-0.537901</td>\n",
       "      <td id=\"T_92434_row28_col28\" class=\"data row28 col28\" >1.000000</td>\n",
       "      <td id=\"T_92434_row28_col29\" class=\"data row28 col29\" >-0.409991</td>\n",
       "      <td id=\"T_92434_row28_col30\" class=\"data row28 col30\" >0.264009</td>\n",
       "      <td id=\"T_92434_row28_col31\" class=\"data row28 col31\" >0.092548</td>\n",
       "      <td id=\"T_92434_row28_col32\" class=\"data row28 col32\" >0.017516</td>\n",
       "      <td id=\"T_92434_row28_col33\" class=\"data row28 col33\" >0.203078</td>\n",
       "      <td id=\"T_92434_row28_col34\" class=\"data row28 col34\" >0.273689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row29\" class=\"row_heading level0 row29\" >NWebVisitsMonth</th>\n",
       "      <td id=\"T_92434_row29_col0\" class=\"data row29 col0\" >-0.132688</td>\n",
       "      <td id=\"T_92434_row29_col1\" class=\"data row29 col1\" >0.296640</td>\n",
       "      <td id=\"T_92434_row29_col2\" class=\"data row29 col2\" >0.476764</td>\n",
       "      <td id=\"T_92434_row29_col3\" class=\"data row29 col3\" >0.109812</td>\n",
       "      <td id=\"T_92434_row29_col4\" class=\"data row29 col4\" >0.427970</td>\n",
       "      <td id=\"T_92434_row29_col5\" class=\"data row29 col5\" >0.462934</td>\n",
       "      <td id=\"T_92434_row29_col6\" class=\"data row29 col6\" >-0.613538</td>\n",
       "      <td id=\"T_92434_row29_col7\" class=\"data row29 col7\" >-0.386012</td>\n",
       "      <td id=\"T_92434_row29_col8\" class=\"data row29 col8\" >0.067720</td>\n",
       "      <td id=\"T_92434_row29_col9\" class=\"data row29 col9\" >-0.434972</td>\n",
       "      <td id=\"T_92434_row29_col10\" class=\"data row29 col10\" >-0.083362</td>\n",
       "      <td id=\"T_92434_row29_col11\" class=\"data row29 col11\" >-0.488593</td>\n",
       "      <td id=\"T_92434_row29_col12\" class=\"data row29 col12\" >-0.121699</td>\n",
       "      <td id=\"T_92434_row29_col13\" class=\"data row29 col13\" >-0.451365</td>\n",
       "      <td id=\"T_92434_row29_col14\" class=\"data row29 col14\" >-0.089762</td>\n",
       "      <td id=\"T_92434_row29_col15\" class=\"data row29 col15\" >-0.442038</td>\n",
       "      <td id=\"T_92434_row29_col16\" class=\"data row29 col16\" >-0.107846</td>\n",
       "      <td id=\"T_92434_row29_col17\" class=\"data row29 col17\" >-0.245515</td>\n",
       "      <td id=\"T_92434_row29_col18\" class=\"data row29 col18\" >0.304634</td>\n",
       "      <td id=\"T_92434_row29_col19\" class=\"data row29 col19\" >-0.473739</td>\n",
       "      <td id=\"T_92434_row29_col20\" class=\"data row29 col20\" >0.021683</td>\n",
       "      <td id=\"T_92434_row29_col21\" class=\"data row29 col21\" >0.389883</td>\n",
       "      <td id=\"T_92434_row29_col22\" class=\"data row29 col22\" >-0.085284</td>\n",
       "      <td id=\"T_92434_row29_col23\" class=\"data row29 col23\" >0.553564</td>\n",
       "      <td id=\"T_92434_row29_col24\" class=\"data row29 col24\" >-0.532319</td>\n",
       "      <td id=\"T_92434_row29_col25\" class=\"data row29 col25\" >-0.510026</td>\n",
       "      <td id=\"T_92434_row29_col26\" class=\"data row29 col26\" >-0.454710</td>\n",
       "      <td id=\"T_92434_row29_col27\" class=\"data row29 col27\" >0.042867</td>\n",
       "      <td id=\"T_92434_row29_col28\" class=\"data row29 col28\" >-0.409991</td>\n",
       "      <td id=\"T_92434_row29_col29\" class=\"data row29 col29\" >1.000000</td>\n",
       "      <td id=\"T_92434_row29_col30\" class=\"data row29 col30\" >-0.194173</td>\n",
       "      <td id=\"T_92434_row29_col31\" class=\"data row29 col31\" >-0.010516</td>\n",
       "      <td id=\"T_92434_row29_col32\" class=\"data row29 col32\" >0.062359</td>\n",
       "      <td id=\"T_92434_row29_col33\" class=\"data row29 col33\" >-0.024832</td>\n",
       "      <td id=\"T_92434_row29_col34\" class=\"data row29 col34\" >-0.268531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row30\" class=\"row_heading level0 row30\" >Response1</th>\n",
       "      <td id=\"T_92434_row30_col0\" class=\"data row30 col0\" >-0.006097</td>\n",
       "      <td id=\"T_92434_row30_col1\" class=\"data row30 col1\" >-0.038751</td>\n",
       "      <td id=\"T_92434_row30_col2\" class=\"data row30 col2\" >-0.185553</td>\n",
       "      <td id=\"T_92434_row30_col3\" class=\"data row30 col3\" >-0.143047</td>\n",
       "      <td id=\"T_92434_row30_col4\" class=\"data row30 col4\" >-0.243904</td>\n",
       "      <td id=\"T_92434_row30_col5\" class=\"data row30 col5\" >-0.276151</td>\n",
       "      <td id=\"T_92434_row30_col6\" class=\"data row30 col6\" >0.317170</td>\n",
       "      <td id=\"T_92434_row30_col7\" class=\"data row30 col7\" >0.307375</td>\n",
       "      <td id=\"T_92434_row30_col8\" class=\"data row30 col8\" >0.036175</td>\n",
       "      <td id=\"T_92434_row30_col9\" class=\"data row30 col9\" >0.179019</td>\n",
       "      <td id=\"T_92434_row30_col10\" class=\"data row30 col10\" >-0.040909</td>\n",
       "      <td id=\"T_92434_row30_col11\" class=\"data row30 col11\" >0.288806</td>\n",
       "      <td id=\"T_92434_row30_col12\" class=\"data row30 col12\" >0.029911</td>\n",
       "      <td id=\"T_92434_row30_col13\" class=\"data row30 col13\" >0.209171</td>\n",
       "      <td id=\"T_92434_row30_col14\" class=\"data row30 col14\" >-0.013508</td>\n",
       "      <td id=\"T_92434_row30_col15\" class=\"data row30 col15\" >0.230768</td>\n",
       "      <td id=\"T_92434_row30_col16\" class=\"data row30 col16\" >0.007403</td>\n",
       "      <td id=\"T_92434_row30_col17\" class=\"data row30 col17\" >0.175036</td>\n",
       "      <td id=\"T_92434_row30_col18\" class=\"data row30 col18\" >-0.177273</td>\n",
       "      <td id=\"T_92434_row30_col19\" class=\"data row30 col19\" >0.325892</td>\n",
       "      <td id=\"T_92434_row30_col20\" class=\"data row30 col20\" >-0.025385</td>\n",
       "      <td id=\"T_92434_row30_col21\" class=\"data row30 col21\" >-0.173966</td>\n",
       "      <td id=\"T_92434_row30_col22\" class=\"data row30 col22\" >0.184754</td>\n",
       "      <td id=\"T_92434_row30_col23\" class=\"data row30 col23\" >-0.098926</td>\n",
       "      <td id=\"T_92434_row30_col24\" class=\"data row30 col24\" >0.301208</td>\n",
       "      <td id=\"T_92434_row30_col25\" class=\"data row30 col25\" >0.264236</td>\n",
       "      <td id=\"T_92434_row30_col26\" class=\"data row30 col26\" >0.208894</td>\n",
       "      <td id=\"T_92434_row30_col27\" class=\"data row30 col27\" >-0.185100</td>\n",
       "      <td id=\"T_92434_row30_col28\" class=\"data row30 col28\" >0.264009</td>\n",
       "      <td id=\"T_92434_row30_col29\" class=\"data row30 col29\" >-0.194173</td>\n",
       "      <td id=\"T_92434_row30_col30\" class=\"data row30 col30\" >1.000000</td>\n",
       "      <td id=\"T_92434_row30_col31\" class=\"data row30 col31\" >0.181827</td>\n",
       "      <td id=\"T_92434_row30_col32\" class=\"data row30 col32\" >0.098111</td>\n",
       "      <td id=\"T_92434_row30_col33\" class=\"data row30 col33\" >0.249580</td>\n",
       "      <td id=\"T_92434_row30_col34\" class=\"data row30 col34\" >0.399332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row31\" class=\"row_heading level0 row31\" >Response2</th>\n",
       "      <td id=\"T_92434_row31_col0\" class=\"data row31 col0\" >0.006654</td>\n",
       "      <td id=\"T_92434_row31_col1\" class=\"data row31 col1\" >0.009909</td>\n",
       "      <td id=\"T_92434_row31_col2\" class=\"data row31 col2\" >-0.086638</td>\n",
       "      <td id=\"T_92434_row31_col3\" class=\"data row31 col3\" >-0.027155</td>\n",
       "      <td id=\"T_92434_row31_col4\" class=\"data row31 col4\" >-0.081210</td>\n",
       "      <td id=\"T_92434_row31_col5\" class=\"data row31 col5\" >-0.089862</td>\n",
       "      <td id=\"T_92434_row31_col6\" class=\"data row31 col6\" >0.096246</td>\n",
       "      <td id=\"T_92434_row31_col7\" class=\"data row31 col7\" >0.135981</td>\n",
       "      <td id=\"T_92434_row31_col8\" class=\"data row31 col8\" >0.094558</td>\n",
       "      <td id=\"T_92434_row31_col9\" class=\"data row31 col9\" >0.009786</td>\n",
       "      <td id=\"T_92434_row31_col10\" class=\"data row31 col10\" >-0.075876</td>\n",
       "      <td id=\"T_92434_row31_col11\" class=\"data row31 col11\" >0.068664</td>\n",
       "      <td id=\"T_92434_row31_col12\" class=\"data row31 col12\" >-0.076122</td>\n",
       "      <td id=\"T_92434_row31_col13\" class=\"data row31 col13\" >0.003384</td>\n",
       "      <td id=\"T_92434_row31_col14\" class=\"data row31 col14\" >-0.075040</td>\n",
       "      <td id=\"T_92434_row31_col15\" class=\"data row31 col15\" >0.002615</td>\n",
       "      <td id=\"T_92434_row31_col16\" class=\"data row31 col16\" >-0.066882</td>\n",
       "      <td id=\"T_92434_row31_col17\" class=\"data row31 col17\" >0.074352</td>\n",
       "      <td id=\"T_92434_row31_col18\" class=\"data row31 col18\" >-0.055532</td>\n",
       "      <td id=\"T_92434_row31_col19\" class=\"data row31 col19\" >0.120861</td>\n",
       "      <td id=\"T_92434_row31_col20\" class=\"data row31 col20\" >-0.010882</td>\n",
       "      <td id=\"T_92434_row31_col21\" class=\"data row31 col21\" >-0.050300</td>\n",
       "      <td id=\"T_92434_row31_col22\" class=\"data row31 col22\" >0.041328</td>\n",
       "      <td id=\"T_92434_row31_col23\" class=\"data row31 col23\" >-0.060942</td>\n",
       "      <td id=\"T_92434_row31_col24\" class=\"data row31 col24\" >0.108942</td>\n",
       "      <td id=\"T_92434_row31_col25\" class=\"data row31 col25\" >0.096914</td>\n",
       "      <td id=\"T_92434_row31_col26\" class=\"data row31 col26\" >0.086343</td>\n",
       "      <td id=\"T_92434_row31_col27\" class=\"data row31 col27\" >-0.033853</td>\n",
       "      <td id=\"T_92434_row31_col28\" class=\"data row31 col28\" >0.092548</td>\n",
       "      <td id=\"T_92434_row31_col29\" class=\"data row31 col29\" >-0.010516</td>\n",
       "      <td id=\"T_92434_row31_col30\" class=\"data row31 col30\" >0.181827</td>\n",
       "      <td id=\"T_92434_row31_col31\" class=\"data row31 col31\" >1.000000</td>\n",
       "      <td id=\"T_92434_row31_col32\" class=\"data row31 col32\" >0.067548</td>\n",
       "      <td id=\"T_92434_row31_col33\" class=\"data row31 col33\" >0.277934</td>\n",
       "      <td id=\"T_92434_row31_col34\" class=\"data row31 col34\" >0.221190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row32\" class=\"row_heading level0 row32\" >Response3</th>\n",
       "      <td id=\"T_92434_row32_col0\" class=\"data row32 col0\" >-0.075145</td>\n",
       "      <td id=\"T_92434_row32_col1\" class=\"data row32 col1\" >-0.010812</td>\n",
       "      <td id=\"T_92434_row32_col2\" class=\"data row32 col2\" >0.018127</td>\n",
       "      <td id=\"T_92434_row32_col3\" class=\"data row32 col3\" >-0.051451</td>\n",
       "      <td id=\"T_92434_row32_col4\" class=\"data row32 col4\" >-0.022968</td>\n",
       "      <td id=\"T_92434_row32_col5\" class=\"data row32 col5\" >-0.013510</td>\n",
       "      <td id=\"T_92434_row32_col6\" class=\"data row32 col6\" >-0.019289</td>\n",
       "      <td id=\"T_92434_row32_col7\" class=\"data row32 col7\" >0.036632</td>\n",
       "      <td id=\"T_92434_row32_col8\" class=\"data row32 col8\" >0.039826</td>\n",
       "      <td id=\"T_92434_row32_col9\" class=\"data row32 col9\" >0.011690</td>\n",
       "      <td id=\"T_92434_row32_col10\" class=\"data row32 col10\" >-0.011793</td>\n",
       "      <td id=\"T_92434_row32_col11\" class=\"data row32 col11\" >0.009665</td>\n",
       "      <td id=\"T_92434_row32_col12\" class=\"data row32 col12\" >-0.010165</td>\n",
       "      <td id=\"T_92434_row32_col13\" class=\"data row32 col13\" >-0.030859</td>\n",
       "      <td id=\"T_92434_row32_col14\" class=\"data row32 col14\" >-0.061891</td>\n",
       "      <td id=\"T_92434_row32_col15\" class=\"data row32 col15\" >-0.020647</td>\n",
       "      <td id=\"T_92434_row32_col16\" class=\"data row32 col16\" >-0.043652</td>\n",
       "      <td id=\"T_92434_row32_col17\" class=\"data row32 col17\" >0.149317</td>\n",
       "      <td id=\"T_92434_row32_col18\" class=\"data row32 col18\" >0.152273</td>\n",
       "      <td id=\"T_92434_row32_col19\" class=\"data row32 col19\" >0.019568</td>\n",
       "      <td id=\"T_92434_row32_col20\" class=\"data row32 col20\" >0.011469</td>\n",
       "      <td id=\"T_92434_row32_col21\" class=\"data row32 col21\" >-0.012383</td>\n",
       "      <td id=\"T_92434_row32_col22\" class=\"data row32 col22\" >0.038234</td>\n",
       "      <td id=\"T_92434_row32_col23\" class=\"data row32 col23\" >0.026391</td>\n",
       "      <td id=\"T_92434_row32_col24\" class=\"data row32 col24\" >0.101251</td>\n",
       "      <td id=\"T_92434_row32_col25\" class=\"data row32 col25\" >0.163206</td>\n",
       "      <td id=\"T_92434_row32_col26\" class=\"data row32 col26\" >-0.083514</td>\n",
       "      <td id=\"T_92434_row32_col27\" class=\"data row32 col27\" >-0.181564</td>\n",
       "      <td id=\"T_92434_row32_col28\" class=\"data row32 col28\" >0.017516</td>\n",
       "      <td id=\"T_92434_row32_col29\" class=\"data row32 col29\" >0.062359</td>\n",
       "      <td id=\"T_92434_row32_col30\" class=\"data row32 col30\" >0.098111</td>\n",
       "      <td id=\"T_92434_row32_col31\" class=\"data row32 col31\" >0.067548</td>\n",
       "      <td id=\"T_92434_row32_col32\" class=\"data row32 col32\" >1.000000</td>\n",
       "      <td id=\"T_92434_row32_col33\" class=\"data row32 col33\" >-0.081424</td>\n",
       "      <td id=\"T_92434_row32_col34\" class=\"data row32 col34\" >0.086261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row33\" class=\"row_heading level0 row33\" >Response4</th>\n",
       "      <td id=\"T_92434_row33_col0\" class=\"data row33 col0\" >0.069500</td>\n",
       "      <td id=\"T_92434_row33_col1\" class=\"data row33 col1\" >0.018943</td>\n",
       "      <td id=\"T_92434_row33_col2\" class=\"data row33 col2\" >-0.163677</td>\n",
       "      <td id=\"T_92434_row33_col3\" class=\"data row33 col3\" >0.044670</td>\n",
       "      <td id=\"T_92434_row33_col4\" class=\"data row33 col4\" >-0.084741</td>\n",
       "      <td id=\"T_92434_row33_col5\" class=\"data row33 col5\" >-0.075576</td>\n",
       "      <td id=\"T_92434_row33_col6\" class=\"data row33 col6\" >0.208756</td>\n",
       "      <td id=\"T_92434_row33_col7\" class=\"data row33 col7\" >0.306858</td>\n",
       "      <td id=\"T_92434_row33_col8\" class=\"data row33 col8\" >0.262477</td>\n",
       "      <td id=\"T_92434_row33_col9\" class=\"data row33 col9\" >0.027369</td>\n",
       "      <td id=\"T_92434_row33_col10\" class=\"data row33 col10\" >-0.161994</td>\n",
       "      <td id=\"T_92434_row33_col11\" class=\"data row33 col11\" >0.134993</td>\n",
       "      <td id=\"T_92434_row33_col12\" class=\"data row33 col12\" >-0.214314</td>\n",
       "      <td id=\"T_92434_row33_col13\" class=\"data row33 col13\" >0.000259</td>\n",
       "      <td id=\"T_92434_row33_col14\" class=\"data row33 col14\" >-0.189167</td>\n",
       "      <td id=\"T_92434_row33_col15\" class=\"data row33 col15\" >0.004993</td>\n",
       "      <td id=\"T_92434_row33_col16\" class=\"data row33 col16\" >-0.166727</td>\n",
       "      <td id=\"T_92434_row33_col17\" class=\"data row33 col17\" >0.064702</td>\n",
       "      <td id=\"T_92434_row33_col18\" class=\"data row33 col18\" >-0.223159</td>\n",
       "      <td id=\"T_92434_row33_col19\" class=\"data row33 col19\" >0.245718</td>\n",
       "      <td id=\"T_92434_row33_col20\" class=\"data row33 col20\" >-0.027738</td>\n",
       "      <td id=\"T_92434_row33_col21\" class=\"data row33 col21\" >0.005349</td>\n",
       "      <td id=\"T_92434_row33_col22\" class=\"data row33 col22\" >0.183039</td>\n",
       "      <td id=\"T_92434_row33_col23\" class=\"data row33 col23\" >-0.012209</td>\n",
       "      <td id=\"T_92434_row33_col24\" class=\"data row33 col24\" >0.184125</td>\n",
       "      <td id=\"T_92434_row33_col25\" class=\"data row33 col25\" >0.132655</td>\n",
       "      <td id=\"T_92434_row33_col26\" class=\"data row33 col26\" >0.200632</td>\n",
       "      <td id=\"T_92434_row33_col27\" class=\"data row33 col27\" >-0.097461</td>\n",
       "      <td id=\"T_92434_row33_col28\" class=\"data row33 col28\" >0.203078</td>\n",
       "      <td id=\"T_92434_row33_col29\" class=\"data row33 col29\" >-0.024832</td>\n",
       "      <td id=\"T_92434_row33_col30\" class=\"data row33 col30\" >0.249580</td>\n",
       "      <td id=\"T_92434_row33_col31\" class=\"data row33 col31\" >0.277934</td>\n",
       "      <td id=\"T_92434_row33_col32\" class=\"data row33 col32\" >-0.081424</td>\n",
       "      <td id=\"T_92434_row33_col33\" class=\"data row33 col33\" >1.000000</td>\n",
       "      <td id=\"T_92434_row33_col34\" class=\"data row33 col34\" >0.294348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92434_level0_row34\" class=\"row_heading level0 row34\" >Response5</th>\n",
       "      <td id=\"T_92434_row34_col0\" class=\"data row34 col0\" >-0.018985</td>\n",
       "      <td id=\"T_92434_row34_col1\" class=\"data row34 col1\" >-0.006836</td>\n",
       "      <td id=\"T_92434_row34_col2\" class=\"data row34 col2\" >-0.212042</td>\n",
       "      <td id=\"T_92434_row34_col3\" class=\"data row34 col3\" >-0.192467</td>\n",
       "      <td id=\"T_92434_row34_col4\" class=\"data row34 col4\" >-0.298768</td>\n",
       "      <td id=\"T_92434_row34_col5\" class=\"data row34 col5\" >-0.341810</td>\n",
       "      <td id=\"T_92434_row34_col6\" class=\"data row34 col6\" >0.370400</td>\n",
       "      <td id=\"T_92434_row34_col7\" class=\"data row34 col7\" >0.360534</td>\n",
       "      <td id=\"T_92434_row34_col8\" class=\"data row34 col8\" >0.059814</td>\n",
       "      <td id=\"T_92434_row34_col9\" class=\"data row34 col9\" >0.232181</td>\n",
       "      <td id=\"T_92434_row34_col10\" class=\"data row34 col10\" >-0.035651</td>\n",
       "      <td id=\"T_92434_row34_col11\" class=\"data row34 col11\" >0.327379</td>\n",
       "      <td id=\"T_92434_row34_col12\" class=\"data row34 col12\" >0.034437</td>\n",
       "      <td id=\"T_92434_row34_col13\" class=\"data row34 col13\" >0.210277</td>\n",
       "      <td id=\"T_92434_row34_col14\" class=\"data row34 col14\" >-0.066776</td>\n",
       "      <td id=\"T_92434_row34_col15\" class=\"data row34 col15\" >0.253451</td>\n",
       "      <td id=\"T_92434_row34_col16\" class=\"data row34 col16\" >0.000060</td>\n",
       "      <td id=\"T_92434_row34_col17\" class=\"data row34 col17\" >0.190572</td>\n",
       "      <td id=\"T_92434_row34_col18\" class=\"data row34 col18\" >-0.201740</td>\n",
       "      <td id=\"T_92434_row34_col19\" class=\"data row34 col19\" >0.378012</td>\n",
       "      <td id=\"T_92434_row34_col20\" class=\"data row34 col20\" >-0.007113</td>\n",
       "      <td id=\"T_92434_row34_col21\" class=\"data row34 col21\" >-0.250783</td>\n",
       "      <td id=\"T_92434_row34_col22\" class=\"data row34 col22\" >0.176524</td>\n",
       "      <td id=\"T_92434_row34_col23\" class=\"data row34 col23\" >-0.135619</td>\n",
       "      <td id=\"T_92434_row34_col24\" class=\"data row34 col24\" >0.319583</td>\n",
       "      <td id=\"T_92434_row34_col25\" class=\"data row34 col25\" >0.285533</td>\n",
       "      <td id=\"T_92434_row34_col26\" class=\"data row34 col26\" >0.227349</td>\n",
       "      <td id=\"T_92434_row34_col27\" class=\"data row34 col27\" >-0.167172</td>\n",
       "      <td id=\"T_92434_row34_col28\" class=\"data row34 col28\" >0.273689</td>\n",
       "      <td id=\"T_92434_row34_col29\" class=\"data row34 col29\" >-0.268531</td>\n",
       "      <td id=\"T_92434_row34_col30\" class=\"data row34 col30\" >0.399332</td>\n",
       "      <td id=\"T_92434_row34_col31\" class=\"data row34 col31\" >0.221190</td>\n",
       "      <td id=\"T_92434_row34_col32\" class=\"data row34 col32\" >0.086261</td>\n",
       "      <td id=\"T_92434_row34_col33\" class=\"data row34 col33\" >0.294348</td>\n",
       "      <td id=\"T_92434_row34_col34\" class=\"data row34 col34\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x189316ff670>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Computing the correlation matrix, using spearman's coefficient between all the numerical features\n",
    "plcc = data.loc[:, numerical_columns].corr(method=\"spearman\")\n",
    "\n",
    "# Displays the correlation matrix\n",
    "plcc.style.background_gradient(cmap='YlOrRd')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e89f9bc-156d-4b59-a414-eab43ef2daf9",
   "metadata": {},
   "source": [
    "<br>\n",
    "In order to get a better overview of each correlation, the following cell is used. The function ``np.triu()`` takes the upper triangle of the matrix, removing duplicates and low-correlated pairs. It is then displayed the values of the highest correlation pairs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f1fdc7b1-0703-4ecc-8a82-151713fb44bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top most correlated feature pairs:\n",
      " MntMeatProducts    TotalMnt             0.942492\n",
      "MntWines           TotalMnt             0.934322\n",
      "NCatalogPurchases  PCatalogPurchases    0.912137\n",
      "TotalMnt           TotalPurchases       0.910064\n",
      "NStorePurchases    TotalPurchases       0.890645\n",
      "TotalMnt           NCatalogPurchases    0.884669\n",
      "NCatalogPurchases  TotalPurchases       0.875974\n",
      "MntWines           TotalPurchases       0.869805\n",
      "MntMeatProducts    TotalPurchases       0.864135\n",
      "NChildren          HasChild             0.856953\n",
      "MntMeatProducts    NCatalogPurchases    0.850073\n",
      "NWebPurchases      TotalPurchases       0.830922\n",
      "MntWines           NCatalogPurchases    0.822583\n",
      "                   MntMeatProducts      0.820524\n",
      "TotalMnt           NStorePurchases      0.812685\n",
      "Income             TotalMnt             0.808514\n",
      "MntWines           NStorePurchases      0.804604\n",
      "Income             MntWines             0.781647\n",
      "MntMeatProducts    NStorePurchases      0.777546\n",
      "Income             MntMeatProducts      0.768042\n",
      "                   NCatalogPurchases    0.744149\n",
      "MntWines           NWebPurchases        0.741818\n",
      "Income             TotalPurchases       0.728849\n",
      "TotalMnt           NWebPurchases        0.727244\n",
      "MntMeatProducts    MntFishProducts      0.726708\n",
      "MntFruits          MntMeatProducts      0.714805\n",
      "NCatalogPurchases  NStorePurchases      0.709172\n",
      "MntFruits          MntFishProducts      0.708400\n",
      "MntFishProducts    MntSweetProducts     0.706352\n",
      "TotalMnt           PCatalogPurchases    0.701144\n",
      "MntMeatProducts    MntSweetProducts     0.700011\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Reshapes the dataframe by converting the data into a stacked form\n",
    "plcc_u = plcc.stack()\n",
    "\n",
    "# Get the upper triangle of the matrix\n",
    "tri_u = np.triu(np.ones(plcc.shape)).astype('bool').reshape(plcc.size)  \n",
    "\n",
    "# Select unique pairs\n",
    "plcc_u = plcc_u[tri_u]  \n",
    "\n",
    "# Removes the low-correlated pairs and the auto-correlations, given a specified threshold\n",
    "l_threshold = 0.7\n",
    "\n",
    "u_threshold = 1\n",
    "plcc_top = plcc_u[(plcc_u.abs() > l_threshold) & (plcc_u.abs() < u_threshold) & (plcc_u!=1.0)]\n",
    "\n",
    "# Prints the output\n",
    "print(\"Top most correlated feature pairs:\\n\", plcc_top.abs().sort_values(ascending=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1878a7e-1b3c-4a41-a064-070d01628dee",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "The values reached through the spearman's correlation provide important information about some features, for instance:\n",
    "\n",
    "* The pairs MntMeatProducts and TotalMnt, MntWines and TotalMnt, are extremely highly correlated between each other. Those two pairs have the MntMeatProducts and MntWines, which are 'pieces of a whole', being that whole the TotalMnt, which implies that when a customer spends the most money in total, it also spends the most money in meat and wine. \n",
    "* The pair NCatalogPurchases and PCatalogPurchases, are also extremely highly correlated. This implies that when the number of catalog purchases increases, the amount of purchases using catalog instead of the other two channels, also increases.\n",
    "* The pair TotalMnt and TotalPurchases, has, once again, an extremly high correlation. This entails that when the total number of purchases increases, the total amount of money spent also increases, which it is quite straightforward.\n",
    "* There are a lot more pairs that are over the normal value of correlation, and therefore may create some redundancy in the model.\n",
    "\n",
    "The strong correlations described are not beneficial for the learning environment of the model, therefore, they will have to cease to exist. To achieve that, it will fist be studied the discrimination of the features, so that the least relevant ones can be discarded and the redundancy issues can be solved."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f679b37-2120-4974-961d-944be72d854f",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3948eac3-eb37-45fe-b39a-b6e9e68069e0",
   "metadata": {},
   "source": [
    "### **6.** Exporting the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3d45fca-611e-47d1-8c9d-2a261a75d9c2",
   "metadata": {},
   "source": [
    "In order to use this modified dataset in different notebooks, it is necessary to export it. \n",
    "The dataset is being exported in an excel format with the name \"feature_extraction.xlsx\". "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "44ae3410-d24f-4307-bcad-9e8a764748a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_excel( \"feature_extract.xlsx\")"
   ]
  }
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