diff --git a/Solutions.ipynb b/Solutions.ipynb
index 2f255e8..776c763 100644
--- a/Solutions.ipynb
+++ b/Solutions.ipynb
@@ -1,5 +1,139629 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f85f6b9e",
+   "metadata": {},
+   "source": [
+    "# Lab | Cleaning numerical data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e058abdc",
+   "metadata": {},
+   "source": [
+    "For this lab, we will be using the dataset in the Customer Analysis Business Case. This dataset can be found in files_for_lab folder."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce316d8a",
+   "metadata": {},
+   "source": [
+    "### 1. Import the necessary libraries."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4b50c2f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import re\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import re\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from datetime import datetime\n",
+    "import scipy.stats as stats"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "445f4cd7",
+   "metadata": {},
+   "source": [
+    "### 2. Load the we_fn_use_c_marketing_customer_value_analysis.csv into the variable customer_df."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a1129754",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customer_df = pd.read_csv(\"/Users/ignaciolorenzoqueralt/Documents/Ironhack/labs/lab-cleaning-numerical-data/files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5040316b",
+   "metadata": {},
+   "source": [
+    "### 3. First look at its main features (head, shape, info)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0d867b71",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Customer</th>\n",
+       "      <th>State</th>\n",
+       "      <th>Customer Lifetime Value</th>\n",
+       "      <th>Response</th>\n",
+       "      <th>Coverage</th>\n",
+       "      <th>Education</th>\n",
+       "      <th>Effective To Date</th>\n",
+       "      <th>EmploymentStatus</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Income</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Months Since Policy Inception</th>\n",
+       "      <th>Number of Open Complaints</th>\n",
+       "      <th>Number of Policies</th>\n",
+       "      <th>Policy Type</th>\n",
+       "      <th>Policy</th>\n",
+       "      <th>Renew Offer Type</th>\n",
+       "      <th>Sales Channel</th>\n",
+       "      <th>Total Claim Amount</th>\n",
+       "      <th>Vehicle Class</th>\n",
+       "      <th>Vehicle Size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BU79786</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>2763.519279</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/24/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>56274</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>384.811147</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>QZ44356</td>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>1/31/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>1131.464935</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AI49188</td>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/19/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>566.472247</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Customer       State  Customer Lifetime Value Response  Coverage Education  \\\n",
+       "0  BU79786  Washington              2763.519279       No     Basic  Bachelor   \n",
+       "1  QZ44356     Arizona              6979.535903       No  Extended  Bachelor   \n",
+       "2  AI49188      Nevada             12887.431650       No   Premium  Bachelor   \n",
+       "\n",
+       "  Effective To Date EmploymentStatus Gender  Income  ...  \\\n",
+       "0           2/24/11         Employed      F   56274  ...   \n",
+       "1           1/31/11       Unemployed      F       0  ...   \n",
+       "2           2/19/11         Employed      F   48767  ...   \n",
+       "\n",
+       "  Months Since Policy Inception Number of Open Complaints  Number of Policies  \\\n",
+       "0                             5                         0                   1   \n",
+       "1                            42                         0                   8   \n",
+       "2                            38                         0                   2   \n",
+       "\n",
+       "      Policy Type        Policy  Renew Offer Type  Sales Channel  \\\n",
+       "0  Corporate Auto  Corporate L3            Offer1          Agent   \n",
+       "1   Personal Auto   Personal L3            Offer3          Agent   \n",
+       "2   Personal Auto   Personal L3            Offer1          Agent   \n",
+       "\n",
+       "  Total Claim Amount  Vehicle Class Vehicle Size  \n",
+       "0         384.811147   Two-Door Car      Medsize  \n",
+       "1        1131.464935  Four-Door Car      Medsize  \n",
+       "2         566.472247   Two-Door Car      Medsize  \n",
+       "\n",
+       "[3 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "941ba5f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9134, 24)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4eb75a9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<bound method DataFrame.info of      Customer       State  Customer Lifetime Value Response  Coverage  \\\n",
+       "0     BU79786  Washington              2763.519279       No     Basic   \n",
+       "1     QZ44356     Arizona              6979.535903       No  Extended   \n",
+       "2     AI49188      Nevada             12887.431650       No   Premium   \n",
+       "3     WW63253  California              7645.861827       No     Basic   \n",
+       "4     HB64268  Washington              2813.692575       No     Basic   \n",
+       "...       ...         ...                      ...      ...       ...   \n",
+       "9129  LA72316  California             23405.987980       No     Basic   \n",
+       "9130  PK87824  California              3096.511217      Yes  Extended   \n",
+       "9131  TD14365  California              8163.890428       No  Extended   \n",
+       "9132  UP19263  California              7524.442436       No  Extended   \n",
+       "9133  Y167826  California              2611.836866       No  Extended   \n",
+       "\n",
+       "     Education Effective To Date EmploymentStatus Gender  Income  ...  \\\n",
+       "0     Bachelor           2/24/11         Employed      F   56274  ...   \n",
+       "1     Bachelor           1/31/11       Unemployed      F       0  ...   \n",
+       "2     Bachelor           2/19/11         Employed      F   48767  ...   \n",
+       "3     Bachelor           1/20/11       Unemployed      M       0  ...   \n",
+       "4     Bachelor            2/3/11         Employed      M   43836  ...   \n",
+       "...        ...               ...              ...    ...     ...  ...   \n",
+       "9129  Bachelor           2/10/11         Employed      M   71941  ...   \n",
+       "9130   College           2/12/11         Employed      F   21604  ...   \n",
+       "9131  Bachelor            2/6/11       Unemployed      M       0  ...   \n",
+       "9132   College            2/3/11         Employed      M   21941  ...   \n",
+       "9133   College           2/14/11       Unemployed      M       0  ...   \n",
+       "\n",
+       "     Months Since Policy Inception Number of Open Complaints  \\\n",
+       "0                                5                         0   \n",
+       "1                               42                         0   \n",
+       "2                               38                         0   \n",
+       "3                               65                         0   \n",
+       "4                               44                         0   \n",
+       "...                            ...                       ...   \n",
+       "9129                            89                         0   \n",
+       "9130                            28                         0   \n",
+       "9131                            37                         3   \n",
+       "9132                             3                         0   \n",
+       "9133                            90                         0   \n",
+       "\n",
+       "      Number of Policies     Policy Type        Policy  Renew Offer Type  \\\n",
+       "0                      1  Corporate Auto  Corporate L3            Offer1   \n",
+       "1                      8   Personal Auto   Personal L3            Offer3   \n",
+       "2                      2   Personal Auto   Personal L3            Offer1   \n",
+       "3                      7  Corporate Auto  Corporate L2            Offer1   \n",
+       "4                      1   Personal Auto   Personal L1            Offer1   \n",
+       "...                  ...             ...           ...               ...   \n",
+       "9129                   2   Personal Auto   Personal L1            Offer2   \n",
+       "9130                   1  Corporate Auto  Corporate L3            Offer1   \n",
+       "9131                   2  Corporate Auto  Corporate L2            Offer1   \n",
+       "9132                   3   Personal Auto   Personal L2            Offer3   \n",
+       "9133                   1  Corporate Auto  Corporate L3            Offer4   \n",
+       "\n",
+       "      Sales Channel Total Claim Amount  Vehicle Class Vehicle Size  \n",
+       "0             Agent         384.811147   Two-Door Car      Medsize  \n",
+       "1             Agent        1131.464935  Four-Door Car      Medsize  \n",
+       "2             Agent         566.472247   Two-Door Car      Medsize  \n",
+       "3       Call Center         529.881344            SUV      Medsize  \n",
+       "4             Agent         138.130879  Four-Door Car      Medsize  \n",
+       "...             ...                ...            ...          ...  \n",
+       "9129            Web         198.234764  Four-Door Car      Medsize  \n",
+       "9130         Branch         379.200000  Four-Door Car      Medsize  \n",
+       "9131         Branch         790.784983  Four-Door Car      Medsize  \n",
+       "9132         Branch         691.200000  Four-Door Car        Large  \n",
+       "9133    Call Center         369.600000   Two-Door Car      Medsize  \n",
+       "\n",
+       "[9134 rows x 24 columns]>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.info"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "407e1d74",
+   "metadata": {},
+   "source": [
+    "### 4. Rename the columns so they follow the PE8 (snake case)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "03540b59",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>customer</th>\n",
+       "      <th>state</th>\n",
+       "      <th>customer_lifetime_value</th>\n",
+       "      <th>response</th>\n",
+       "      <th>coverage</th>\n",
+       "      <th>education</th>\n",
+       "      <th>effective_to_date</th>\n",
+       "      <th>employmentstatus</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>income</th>\n",
+       "      <th>...</th>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <th>policy_type</th>\n",
+       "      <th>policy</th>\n",
+       "      <th>renew_offer_type</th>\n",
+       "      <th>sales_channel</th>\n",
+       "      <th>total_claim_amount</th>\n",
+       "      <th>vehicle_class</th>\n",
+       "      <th>vehicle_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BU79786</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>2763.519279</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/24/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>56274</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>384.811147</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>QZ44356</td>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>1/31/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>1131.464935</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AI49188</td>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/19/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>566.472247</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  customer       state  customer_lifetime_value response  coverage education  \\\n",
+       "0  BU79786  Washington              2763.519279       No     Basic  Bachelor   \n",
+       "1  QZ44356     Arizona              6979.535903       No  Extended  Bachelor   \n",
+       "2  AI49188      Nevada             12887.431650       No   Premium  Bachelor   \n",
+       "\n",
+       "  effective_to_date employmentstatus gender  income  ...  \\\n",
+       "0           2/24/11         Employed      F   56274  ...   \n",
+       "1           1/31/11       Unemployed      F       0  ...   \n",
+       "2           2/19/11         Employed      F   48767  ...   \n",
+       "\n",
+       "  months_since_policy_inception number_of_open_complaints  number_of_policies  \\\n",
+       "0                             5                         0                   1   \n",
+       "1                            42                         0                   8   \n",
+       "2                            38                         0                   2   \n",
+       "\n",
+       "      policy_type        policy  renew_offer_type  sales_channel  \\\n",
+       "0  Corporate Auto  Corporate L3            Offer1          Agent   \n",
+       "1   Personal Auto   Personal L3            Offer3          Agent   \n",
+       "2   Personal Auto   Personal L3            Offer1          Agent   \n",
+       "\n",
+       "  total_claim_amount  vehicle_class vehicle_size  \n",
+       "0         384.811147   Two-Door Car      Medsize  \n",
+       "1        1131.464935  Four-Door Car      Medsize  \n",
+       "2         566.472247   Two-Door Car      Medsize  \n",
+       "\n",
+       "[3 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def standardize_headers(df):\n",
+    "    df.columns = df.columns.str.lower().str.replace(' ', '_')\n",
+    "standardize_headers(customer_df)\n",
+    "\n",
+    "customer_df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30a9d36f",
+   "metadata": {},
+   "source": [
+    "### 5. Change effective to date column to datetime format."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cd0ce652",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customer_df['effective_to_date'] =  pd.to_datetime(customer_df['effective_to_date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "57b9b87f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>customer</th>\n",
+       "      <th>state</th>\n",
+       "      <th>customer_lifetime_value</th>\n",
+       "      <th>response</th>\n",
+       "      <th>coverage</th>\n",
+       "      <th>education</th>\n",
+       "      <th>effective_to_date</th>\n",
+       "      <th>employmentstatus</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>income</th>\n",
+       "      <th>...</th>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <th>policy_type</th>\n",
+       "      <th>policy</th>\n",
+       "      <th>renew_offer_type</th>\n",
+       "      <th>sales_channel</th>\n",
+       "      <th>total_claim_amount</th>\n",
+       "      <th>vehicle_class</th>\n",
+       "      <th>vehicle_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BU79786</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>2763.519279</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-02-24</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>56274</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>384.811147</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>QZ44356</td>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-01-31</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>1131.464935</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AI49188</td>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-02-19</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>566.472247</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  customer       state  customer_lifetime_value response  coverage education  \\\n",
+       "0  BU79786  Washington              2763.519279       No     Basic  Bachelor   \n",
+       "1  QZ44356     Arizona              6979.535903       No  Extended  Bachelor   \n",
+       "2  AI49188      Nevada             12887.431650       No   Premium  Bachelor   \n",
+       "\n",
+       "  effective_to_date employmentstatus gender  income  ...  \\\n",
+       "0        2011-02-24         Employed      F   56274  ...   \n",
+       "1        2011-01-31       Unemployed      F       0  ...   \n",
+       "2        2011-02-19         Employed      F   48767  ...   \n",
+       "\n",
+       "  months_since_policy_inception number_of_open_complaints  number_of_policies  \\\n",
+       "0                             5                         0                   1   \n",
+       "1                            42                         0                   8   \n",
+       "2                            38                         0                   2   \n",
+       "\n",
+       "      policy_type        policy  renew_offer_type  sales_channel  \\\n",
+       "0  Corporate Auto  Corporate L3            Offer1          Agent   \n",
+       "1   Personal Auto   Personal L3            Offer3          Agent   \n",
+       "2   Personal Auto   Personal L3            Offer1          Agent   \n",
+       "\n",
+       "  total_claim_amount  vehicle_class vehicle_size  \n",
+       "0         384.811147   Two-Door Car      Medsize  \n",
+       "1        1131.464935  Four-Door Car      Medsize  \n",
+       "2         566.472247   Two-Door Car      Medsize  \n",
+       "\n",
+       "[3 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60e33cbe",
+   "metadata": {},
+   "source": [
+    "### 6. Check NaN values per column."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f7a53dd5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "customer                         0\n",
+      "state                            0\n",
+      "customer_lifetime_value          0\n",
+      "response                         0\n",
+      "coverage                         0\n",
+      "education                        0\n",
+      "effective_to_date                0\n",
+      "employmentstatus                 0\n",
+      "gender                           0\n",
+      "income                           0\n",
+      "location_code                    0\n",
+      "marital_status                   0\n",
+      "monthly_premium_auto             0\n",
+      "months_since_last_claim          0\n",
+      "months_since_policy_inception    0\n",
+      "number_of_open_complaints        0\n",
+      "number_of_policies               0\n",
+      "policy_type                      0\n",
+      "policy                           0\n",
+      "renew_offer_type                 0\n",
+      "sales_channel                    0\n",
+      "total_claim_amount               0\n",
+      "vehicle_class                    0\n",
+      "vehicle_size                     0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "def count_null(df):\n",
+    "    print(df.isnull().sum())\n",
+    "count_null(customer_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b00cdcc1",
+   "metadata": {},
+   "source": [
+    "### 7. Define a function that differentiates between continuous and discrete variables. Hint: A number of unique values might be useful. Store continuous data into a continuous variable and do the same for discrete and categorical."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "bde19dcd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def continuous_or_discrete(df):\n",
+    "    number_unique = 0\n",
+    "    cont = []\n",
+    "    disc_cat = []\n",
+    "    for c in df.columns:\n",
+    "        number_unique = df[c].nunique()\n",
+    "        if number_unique > 10:\n",
+    "            cont.append(c)\n",
+    "        else:\n",
+    "            disc_cat.append(c)\n",
+    "    print(cont, \"\\n\")\n",
+    "    print(disc_cat)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "23d916da",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['customer', 'customer_lifetime_value', 'effective_to_date', 'income', 'monthly_premium_auto', 'months_since_last_claim', 'months_since_policy_inception', 'total_claim_amount'] \n",
+      "\n",
+      "['state', 'response', 'coverage', 'education', 'employmentstatus', 'gender', 'location_code', 'marital_status', 'number_of_open_complaints', 'number_of_policies', 'policy_type', 'policy', 'renew_offer_type', 'sales_channel', 'vehicle_class', 'vehicle_size']\n"
+     ]
+    }
+   ],
+   "source": [
+    "continuous_or_discrete(customer_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f193f28",
+   "metadata": {},
+   "source": [
+    "### 8. For the categorical data, check if there is some kind of text in a variable so we would need to clean it. Hint: Use the same method you used in step 7. Depending on the implementation, decide what to do with the variables you get."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "16578fb4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def detect_text(df):\n",
+    "    text_variables = []\n",
+    "    cat = df.select_dtypes('object')\n",
+    "    for c in cat.columns:\n",
+    "        for x in cat[c]:\n",
+    "            print(re.search(\"\\w\", x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "94d520b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "<re.Match object; span=(0, 1), match='B'>\n",
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+      "<re.Match object; span=(0, 1), match='E'>\n",
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+      "<re.Match object; span=(0, 1), match='T'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='D'>\n",
+      "<re.Match object; span=(0, 1), match='E'>\n",
+      "<re.Match object; span=(0, 1), match='G'>\n",
+      "<re.Match object; span=(0, 1), match='W'>\n",
+      "<re.Match object; span=(0, 1), match='Y'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='K'>\n",
+      "<re.Match object; span=(0, 1), match='C'>\n",
+      "<re.Match object; span=(0, 1), match='J'>\n",
+      "<re.Match object; span=(0, 1), match='V'>\n",
+      "<re.Match object; span=(0, 1), match='O'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='O'>\n",
+      "<re.Match object; span=(0, 1), match='Y'>\n",
+      "<re.Match object; span=(0, 1), match='C'>\n",
+      "<re.Match object; span=(0, 1), match='D'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='E'>\n",
+      "<re.Match object; span=(0, 1), match='F'>\n",
+      "<re.Match object; span=(0, 1), match='X'>\n",
+      "<re.Match object; span=(0, 1), match='G'>\n",
+      "<re.Match object; span=(0, 1), match='Q'>\n",
+      "<re.Match object; span=(0, 1), match='R'>\n",
+      "<re.Match object; span=(0, 1), match='U'>\n",
+      "<re.Match object; span=(0, 1), match='F'>\n",
+      "<re.Match object; span=(0, 1), match='Q'>\n",
+      "<re.Match object; span=(0, 1), match='T'>\n",
+      "<re.Match object; span=(0, 1), match='B'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='P'>\n",
+      "<re.Match object; span=(0, 1), match='R'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='A'>\n",
+      "<re.Match object; span=(0, 1), match='D'>\n",
+      "<re.Match object; span=(0, 1), match='O'>\n",
+      "<re.Match object; span=(0, 1), match='L'>\n",
+      "<re.Match object; span=(0, 1), match='Y'>\n",
+      "<re.Match object; span=(0, 1), match='L'>\n",
+      "<re.Match object; span=(0, 1), match='Z'>\n",
+      "<re.Match object; span=(0, 1), match='A'>\n",
+      "<re.Match object; span=(0, 1), match='X'>\n",
+      "<re.Match object; span=(0, 1), match='Y'>\n",
+      "<re.Match object; span=(0, 1), match='E'>\n",
+      "<re.Match object; span=(0, 1), match='G'>\n",
+      "<re.Match object; span=(0, 1), match='W'>\n",
+      "<re.Match object; span=(0, 1), match='P'>\n",
+      "<re.Match object; span=(0, 1), match='B'>\n",
+      "<re.Match object; span=(0, 1), match='Y'>\n",
+      "<re.Match object; span=(0, 1), match='N'>\n",
+      "<re.Match object; span=(0, 1), match='R'>\n",
+      "<re.Match object; span=(0, 1), match='C'>\n",
+      "<re.Match object; span=(0, 1), match='K'>\n",
+      "<re.Match object; span=(0, 1), match='O'>\n",
+      "<re.Match object; span=(0, 1), match='N'>\n",
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+      "<re.Match object; span=(0, 1), match='Y'>\n",
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+      "<re.Match object; span=(0, 1), match='R'>\n",
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+      "<re.Match object; span=(0, 1), match='B'>\n",
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+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='S'>\n",
+      "<re.Match object; span=(0, 1), match='L'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n",
+      "<re.Match object; span=(0, 1), match='L'>\n",
+      "<re.Match object; span=(0, 1), match='M'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "detect_text(customer_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5e88313",
+   "metadata": {},
+   "source": [
+    "### 9. Get categorical features."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "c6968c8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_categoricals(df):\n",
+    "    cat = df.select_dtypes('object')\n",
+    "    return cat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "a0c62b86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cat = get_categoricals(customer_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dfe80fc9",
+   "metadata": {},
+   "source": [
+    "### 10. What should we do with the customer_id column?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7542b0a3",
+   "metadata": {},
+   "source": [
+    "Delete it as it adds no information useful for the model - or we can set it as an index too."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "9e9bc077",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>state</th>\n",
+       "      <th>response</th>\n",
+       "      <th>coverage</th>\n",
+       "      <th>education</th>\n",
+       "      <th>employmentstatus</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>location_code</th>\n",
+       "      <th>marital_status</th>\n",
+       "      <th>policy_type</th>\n",
+       "      <th>policy</th>\n",
+       "      <th>renew_offer_type</th>\n",
+       "      <th>sales_channel</th>\n",
+       "      <th>vehicle_class</th>\n",
+       "      <th>vehicle_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Washington</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        state response  coverage education employmentstatus gender  \\\n",
+       "0  Washington       No     Basic  Bachelor         Employed      F   \n",
+       "1     Arizona       No  Extended  Bachelor       Unemployed      F   \n",
+       "2      Nevada       No   Premium  Bachelor         Employed      F   \n",
+       "\n",
+       "  location_code marital_status     policy_type        policy renew_offer_type  \\\n",
+       "0      Suburban        Married  Corporate Auto  Corporate L3           Offer1   \n",
+       "1      Suburban         Single   Personal Auto   Personal L3           Offer3   \n",
+       "2      Suburban        Married   Personal Auto   Personal L3           Offer1   \n",
+       "\n",
+       "  sales_channel  vehicle_class vehicle_size  \n",
+       "0         Agent   Two-Door Car      Medsize  \n",
+       "1         Agent  Four-Door Car      Medsize  \n",
+       "2         Agent   Two-Door Car      Medsize  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat = cat.drop(['customer'], axis=1)\n",
+    "cat.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "745e3feb",
+   "metadata": {},
+   "source": [
+    "# Lab | Feature extraction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fd52a2e",
+   "metadata": {},
+   "source": [
+    "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea0e416e",
+   "metadata": {},
+   "source": [
+    "## 1. Open the categoricals variable we created before."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "a940d7f4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>state</th>\n",
+       "      <th>response</th>\n",
+       "      <th>coverage</th>\n",
+       "      <th>education</th>\n",
+       "      <th>employmentstatus</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>location_code</th>\n",
+       "      <th>marital_status</th>\n",
+       "      <th>policy_type</th>\n",
+       "      <th>policy</th>\n",
+       "      <th>renew_offer_type</th>\n",
+       "      <th>sales_channel</th>\n",
+       "      <th>vehicle_class</th>\n",
+       "      <th>vehicle_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Washington</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        state response  coverage education employmentstatus gender  \\\n",
+       "0  Washington       No     Basic  Bachelor         Employed      F   \n",
+       "1     Arizona       No  Extended  Bachelor       Unemployed      F   \n",
+       "2      Nevada       No   Premium  Bachelor         Employed      F   \n",
+       "\n",
+       "  location_code marital_status     policy_type        policy renew_offer_type  \\\n",
+       "0      Suburban        Married  Corporate Auto  Corporate L3           Offer1   \n",
+       "1      Suburban         Single   Personal Auto   Personal L3           Offer3   \n",
+       "2      Suburban        Married   Personal Auto   Personal L3           Offer1   \n",
+       "\n",
+       "  sales_channel  vehicle_class vehicle_size  \n",
+       "0         Agent   Two-Door Car      Medsize  \n",
+       "1         Agent  Four-Door Car      Medsize  \n",
+       "2         Agent   Two-Door Car      Medsize  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d70f0bb",
+   "metadata": {},
+   "source": [
+    "## 2. Plot all the categorical variables with the proper plot. What can you see?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "547a9999",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_categoricals(df):\n",
+    "    categoricals = df.select_dtypes(object)\n",
+    "    for c in categoricals.columns:\n",
+    "        sns.histplot(df[c])\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "ac7d6423",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Bm/0K4DhgErgXOB2gqu5O8hbghjbfm6tq25PmkqSe9RYWVXXKNJOOnGLeAs6cZj2rgdVz2JokaTv5DW5JUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1GktYJPlOkq8lWZ9kXavtk2Rtktvaz71bPUnekWQyyU1Jnj6OniVpZzbOTxZ/WFUHV9WK9vo1wFVVtRy4qr0GOBZY3oaVwHkj71SSdnLz6TDU8cBFbfwi4HlD9Ytr4FpgryT7j6E/SdppjSssCvhUkhuTrGy1/arqzjb+fWC/Nr4Y2DC07MZW+yeSrEyyLsm6zZs399W3JO2Udh3T+z67qjYl+Q1gbZJvDE+sqkpS27PCqloFrAJYsWLFdi0rSZrZWD5ZVNWm9vMu4GPAocAPth5eaj/varNvApYOLb6k1SRJIzLysEjyqCSP2ToOHAXcDKwBTmuznQZ8vI2vAU5tV0UdBvx06HCVJGkExnEYaj/gY0m2vv/fVtUnk9wAXJbkxcAdwAva/FcAxwGTwL3A6aNvWZJ2biMPi6r6NvC0Keo/Ao6col7AmSNoTZI0jfl06awkaZ4yLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSpwUTFkmOSfLNJJNJXjPufiRpZ7IgwiLJIuBdwLHAQcApSQ4ab1eStPNYEGEBHApMVtW3q+qXwKXA8WPuSZJ2GqmqcffQKckJwDFV9ZL2+kXAM6vqrKF5VgIr28t/AXxz5I32b1/gh+NuYgFxf20f99f22RH3129W1cRUE3YddSd9qapVwKpx99GnJOuqasW4+1go3F/bx/21fXa2/bVQDkNtApYOvV7SapKkEVgoYXEDsDzJgUl2B04G1oy5J0naaSyIw1BVtSXJWcCVwCJgdVXdMua2xmGHPszWA/fX9nF/bZ+dan8tiBPckqTxWiiHoSRJY2RYSJI6GRYjlmRJko8nuS3Jt5L8j3bSniQfSHJTklckeXKS9Um+kuQJ27H+s9otUSrJvv1tyeiMYJ9dkOSrbT0fTvLo/ramfyPYX5e0W+/cnGR1kt3625r+9b2/ht7nHUnumfstGA3DYoSSBPgo8HdVtRx4EvBo4JwkjwOeUVVPrapzgecBH66qQ6rqW7Nc/yLgC8AfAXf0sQ2jNqJ99oqqelpVPRX4LnBWx2Lz1oj21yXAk4HfBfYEXjL3WzIaI9pfJFkB7N3HNoxMVTmMaACOBK7ZpvbrwI+A/wv8P2A9cDbwfQbfJbm6zfenwPVt+vnAola/B3g78FXg2UPr/Q6w77i3eYHtswDnAa8e93YvhP3Vpr0COGfc2z2f9xeDKzivBvYH7hn3Nj/cYUFcOrsDeQpw43Chqn6W5LvAacDfVtXB8Ku/eO6pqrcl+W3gJOBZVfWPSd4NvBC4GHgUcF1VvXKE2zFKI9lnSd4PHAfcCizkfTmy37F2+OlFwMt63qY+9b6/krwMWFNVdw5WsTAZFgvDkcC/BG5ov2x7Ane1afcDHxlTX/PZdu2zqjq9HTJ4J4P/BN4/ulbnhYfzO/ZuBn+Vf24kHc4vs9pfSR4PnAgcMfoW55ZhMVq3AicMF5L8OnAAsGWG5QJcVFWvnWLaL6rq/rlrcd4Z2T6rqvuTXAr8VxZuWIxkfyU5G5gAznhk7Y5d3/vrEOCJwGQLlX+WZLKqnviIOx8xT3CP1lUMfllOhV+d/Ho7cCFwb8dyJyT5jbbcPkl+s+de54te91kGnrh1HPgT4BtzugWj1fvvWJKXAEcDp1TVA3PY+zj0ur+q6hNV9biqWlZVy4B7F2JQgGExUjU4+/V84MQktzE4gfYL4HUdy90KvB74VJKbgLUMTpY9RJL/lGQjg5st3pTkfXO4CSM3gn0W4KIkXwO+1uZ589xtwWiN4ncMeA+wH/CldinpG+aq/1Eb0f7aIXi7D0lSJz9ZSJI6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoU0Qkn2SPLp9v2Ek5L8fpJb2us9H+G6Z/xugPRI+D0L7ZDat7Ez375hnOQw4C+q6o/a6/cAn6+qv5nl8tNuV5J7qmpBP4tD85efLLTDSLIsg4fyXAzcDPy3JDe0h9e8aWieryd5b/uL/lNb/6JP8oQkn0xyY5LPZfCwm0VJbm+3Bdkryf1J/qDNf02S5dP0sk+Sv2vvfW2Sp7ZbQ/wN8Iz2SeIM4AXAW5Jc0pZ71TQ9D2/X0ine763Anm29lyR5c5KXD00/J8nLkhzR+v5EW+d7kuzS5jkqyZeSfDnJh7LAHwKlOTbue6Q7OMzVACwDHgAOA44CVjG4nccuwOXAH7R5tgAHt2UuA/60jV8FLG/jzwQ+08Y/yeBW1n8M3AD8ObAHcPsMvbwTOLuNPwdY38aPAC4fmu9C4IQ2PlPPDwCHdWz/Pdvsiy+38V2AbwGPbe//C+C3GDxnYS2DG+ntC1wDPKot82rgDeP+N3WYP4N3ndWO5o6qujbJ2xj85/uVVn80sJzBk/Bur6r1rX4jsKz9FX048KE8+MyBPdrPzzH4T/tA4C+BlwKfZRAc03k28G8AquozSR7b7mY6k6Nm6PmOqrq2Y/lfqarvJPlRkkMY3MfpK1X1o7Zt11fVt2Hw2NDW6y+Ag4AvtHl2B7402/fTjs+w0I7m5+1ngL+sqvOHJyZZBtw3VLqfwbMIdgF+Uu1BN9u4Bvj3wOOBNwCvYvAX+lw/x2Gmnn8+5RIzex/wZ8DjgNVD9W1PVFZ777VVdcrDeB/tBDxnoR3VlcC/3XrcPcnirbeTnkpV/Qy4PcmJbf4keVqbfD2DTx0PVNUvGDxG8wwGITKdzzF4chpJjgB+2N5jznqewj9m8PS6rT4GHAM8o617q0OTHNjOVZwEfB64FnhWHrxd+6OSPGk73ls7OD9ZaIdUVZ/K4NGXX2qHVe5h8MzkmR4U9ULgvCSvB3YDLgW+WlX3JdnA4D9UGATBKQxuaT6dNwKr2+2r72XwiM4+eh62isFt6b9cVS+sql8muZrBJ6bhddwA/E8GD+W5GvhYVT2Q5M+ADyTZevjt9Qxu2S156ay0o2qfHL4MnFhVt7XaEcB/qao/HmNrWoA8DCXtgJIcBEwCV20NCumR8JOF9AgkOR142TblL1TVmT2+53U8eKXWVi+qqpkOi0mPiGEhSerkYShJUifDQpLUybCQJHUyLCRJnf4/QgosNSFNUDQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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JNrq7mt4GXJbkDOBrwKta9cuBE4EtwHeB1wFU1c4kbwGua/XeXFUjL5pLkoZsaGFRVaeNMelFo9Qt4KwxlrMWWDuFTZMkTZK/4JYk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1mpGwSHJnkpuTbEqysZUdlGRDktvb+4GtPEnelWRLkpuSHDkTbZak+WwmjyxeUFUrq2pVG38DcEVVrQCuaOMALwVWtNdq4MJpb6kkzXOz6TTUScBFbfgi4OUD5RdX5xrggCSHzED7JGnemqmwKOBvk1yfZHUrW1xVd7Xhu4HFbXgJsHVg3m2t7IckWZ1kY5KNO3bsGFa7JWleWjhD631+VW1P8u+BDUm+PDixqipJTWaBVbUGWAOwatWqSc0rSRrfjBxZVNX29n4P8DHgKOAbe04vtfd7WvXtwLKB2Ze2MknSNJn2sEjy+CRP2DMMHA/cAqwDTm/VTgc+3obXAa9td0UdDdw/cLpKkjQNZuI01GLgY0n2rP8vq+pTSa4DLktyBvA14FWt/uXAicAW4LvA66a/yZI0v017WFTVV4FnjlL+LeBFo5QXcNY0NE2SNIbZdOusJGmWMiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPWaM2GR5IQkX0myJckbZro9kjSfzImwSLIAeDfwUuBw4LQkh89sqyRp/pgTYQEcBWypqq9W1b8BlwAnzXCbJGneSFXNdBt6JTkZOKGqfq6NvwZ4blWdPVBnNbC6jf5H4CvT3tDhOxj45kw3Yg5xe02O22tyHovb68eqatFoExZOd0uGparWAGtmuh3DlGRjVa2a6XbMFW6vyXF7Tc58215z5TTUdmDZwPjSViZJmgZzJSyuA1YkOSzJPsCpwLoZbpMkzRtz4jRUVe1KcjawHlgArK2qzTPcrJnwmD7NNgRur8lxe03OvNpec+ICtyRpZs2V01CSpBlkWEiSehkWMyTJy5NUkqcNYdkrk5w41cudCkl+NMklSf4xyfVJLk/y1J55Hmjvy5PcMkadp7Zl3Z7khiSXJVn8CNt4TpJ/90jmnW2SXJDknIHx9UneNzD+jiS/Osa8VyV5TN4ammR3kk1Jbmz7y7FDXt+Y++5cYVjMnNOAz7f3qbYSmHVhkSTAx4CrquopVfVs4I3AI/pPfWC5jwP+BriwqlZU1ZHAnwCj/rhoAs4BJhUWrUua2ejvgWMBkuxF90OyIwamHwtcPQPtmmn/UlUrq+qZdPvg/x5ZIcmcuAFouhgWMyDJ/sDzgTPobgMmyV5J/iTJl5NsaN+ST27Tnp3ks+2b+Pokh7Tyq5K8Pcm1Sf4hyX9qtxa/GTilfXM6ZYY+5mheAHyvqv50T0FV3VhVf5dk/yRXtG95NyeZTHcu/w34QlV9YmC5V1XVLUkWJPn9JNcluSnJmQBJjmvb7yNtm38wndcDTwauTHJlq3t8ki+0tn24/fuR5M62/W8AXvnoN89QXA0c04aPAG4BvpPkwCT7Aj8B1Gj7V/Oath/dkuSoaW77dHkicC/8YL/4uyTrgFtb2V+3bbO59RRBK38gyfnt6OSaPUeySRYn+Vgrv3HgqGVBkve25fxtkv2m+XM+OlXla5pfwKuB97fhq4FnAycDl9MF+I/S7bwnA3u3Oota/VPobh0GuAp4Rxs+Efh0G/4fwB/P9Occ5XO/HrhgjGkLgSe24YOBLTx0t94D7X05cMso874T+JUxlrsa+J9teF9gI3AYcBxwP90PPPcCvgA8v9W7Ezh4oC2fAx7fxn8L+N2Ber8509t1Atv9DuBQ4EzgF4C3tP3lee1zj7d/vbcN/9Ro236uvoDdwCbgy20/eHYrPw74Z+CwgboHtff96ML2R9p4AS9rw/9nYD+7FDinDS8AntT23V3AylZ+GfDfZ3o7TOblYdbMOA34wzZ8SRtfCHy4qr4P3L3nWy1dP1dPBzZ0Z3FYANw1sKyPtvfr6XbIuSrA7yX5KeD7wBK601N3P8rlHg/85J6jNLo/3BXAvwHXVtU2gCSb6Lbf50fMfzRdT8d/37b/PnT/we5x6aNs33S4mu5007F0wbqkDd9P1xPC8Yy9f30IoKo+l+SJSQ6oqvumr+lD8y9VtRIgyTHAxUme3qZdW1V3DNR9fZJXtOFldPvPt+j2oU+28uuBF7fhFwKvBaiq3cD9SQ4E7qiqTQP1l0/xZxoqw2KaJTmIbmd6RpKi++MsunP5o84CbK6qY8aY/mB7383s//fcTHe0NJpX011jeHZVfS/JncDjJrHc/zzGtAC/XFXrf6gwOY6Hth2Mvf0CbKiqsa4t/fME2ziT9ly3eAbdN+OtwK8B36Y7elgyzv418odYj7kfZlXVF5IczEPXuH7wb9r2k58Gjqmq7ya5iof2y+9VO0xgYn9/I/e3OXUaymsW0+9k4M+r6seqanlVLaM7TbAT+Nl27WIx3eEwdL3nLmrffkiyd5IjRlvwgO8ATxhO8x+VzwD7jjjv+5NJ/hPdN/57WlC8APixSSz3L4Fjk/zMwHJ/qn1TXA/8YpK9W/lTkzy+Z3mD2+8a4HlJfrzN//j03L01C10N/BdgZ1XtrqqdwAF01zI+xPj71ymt/PnA/VV1/7S2fBqkuyNxAd3RwkhPAu5tQfE0uiPNPlcAv9iWvSDJk6assTPIsJh+p/Hwo4i/ortOsY3uotpfADfQ/XH+G13AvD3JjXTnWftu87sSOHy2XeBu38JeAfx0ultnN9PdhXI38EFgVZKb6Q7hvzyJ5f4L3X+Gv5zu1tlbgV8CdgDvo9umN6S7dfE99H8DXAN8KsmVVbWD7hrQh5LcRHcKaspvdx6ym+muvVwzouz+qrqH8fevf03yJeBP6W7IeKzYr/19bKI7lXh6O2U00qeAhUluA97GD2/DsfwK8IK2L19PdxpzzrO7j1kkyf5V9UCSHwGuBZ5XVY/2nL0kPWqz/Rz3fPPJJAfQXUR9i0EhabbwyEKS1MtrFpKkXoaFJKmXYSFJ6mVYSJJ6GRbSCEk+MNA9yLDW8cAwl9+z7vOS/PpMrV9zk2EhSeplWGheaN10/E3rMvqWJKck+d10XZffkmRNWk96I+Ybq3v41ye5NV2355eMs979k/xZum7Xb0ryswPTRuve+mVJvpjkS0k+PVB+XpK16bpV/2q6rtT3PFTnttG6vk7ylCSfam3/uwzhQVuaPwwLzRcnAF+vqmdW1dPpunH446p6Thvfj67LkB9o/Un9EXBydQ9qWguc3ya/AXhWVf0kXbffY/lfdN1qPKPV/UwrfzxwTXUP3/kc8POt/PPA0VX1LLoeiX9zYFlPA14CHAWcu6e/K7peUN9dVUcA9wF7AmkNXSeKzwZ+ne6BUNIj4i+4NV/cDLwjyduBT1b3wKWfTfKbdE/FO4iu99pPDMwzXvfwNwEfTPLXwF+Ps96fpj3gCqCq7m2DY3VvvRS4tB3B7EPXyeQef1NVDwIPJrmHh54w+LCur9M9oOlY4MMDB0z7jtNOaVyGheaFqvqHJEfSPfTnrUmuAM4CVlXV1iTn8fAu0cfrHv5n6B4I9DLgd5I8o6p2TaJJY3Vv/UfAO6tqXese+7yBecbqUn20rq/3Au7b88wG6dHyNJTmhSRPBr5bVX8B/D5wZJv0zfYtfLS7n0btHj7ds6yXVdWVdE/OexKw/xir3kAXSnvacWBPU59E90AigNP7P9noqurbwB1JXtnWmyTPfKTLkwwLzRfPAK5tXVKfC7wVeC/dw4DWA9eNnGGc7uEXAH/RuqD+EvCucZ4e91bgwHYR/Ua655CP5zy6U0fXA9+cxOcbzauBM9p6NwOTea659EPsSFCS1MsjC0lSLy9wS1MgyevonpA26O+r6qzR6ktzjaehJEm9PA0lSeplWEiSehkWkqRehoUkqdf/B1rc2mPjmUPbAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_categoricals(cat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e212d3f4",
+   "metadata": {},
+   "source": [
+    "- Customer: useless, we should set it as an index.\n",
+    "- State: 2 tiers, Cal and Ore, Washington Arizona and Nevada\n",
+    "- Responses: \"No\" outnumbers \"Yes\" --> I don't know the question though...\n",
+    "- Coverage: distribution makes sense, most premium services only purchased by few customers.\n",
+    "- Education: highest levels are the rarest\n",
+    "- Effective To Date: it is a date, probably it is more useful if we convert it to month and year.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb53ba12",
+   "metadata": {},
+   "source": [
+    "## 3. There might be some columns that seem to be redundant, check their values to be sure. What should we do with them?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "a6f88437",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# drop 'response' column as we don't know what is it answering\n",
+    "customer_df = customer_df.drop('response', 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "8b93f1f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>customer</th>\n",
+       "      <th>state</th>\n",
+       "      <th>customer_lifetime_value</th>\n",
+       "      <th>coverage</th>\n",
+       "      <th>education</th>\n",
+       "      <th>effective_to_date</th>\n",
+       "      <th>employmentstatus</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>income</th>\n",
+       "      <th>location_code</th>\n",
+       "      <th>...</th>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <th>policy_type</th>\n",
+       "      <th>policy</th>\n",
+       "      <th>renew_offer_type</th>\n",
+       "      <th>sales_channel</th>\n",
+       "      <th>total_claim_amount</th>\n",
+       "      <th>vehicle_class</th>\n",
+       "      <th>vehicle_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BU79786</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>2763.519279</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-02-24</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>56274</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>384.811147</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>QZ44356</td>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-01-31</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>1131.464935</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AI49188</td>\n",
+       "      <td>Nevada</td>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>Premium</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2011-02-19</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>566.472247</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  customer       state  customer_lifetime_value  coverage education  \\\n",
+       "0  BU79786  Washington              2763.519279     Basic  Bachelor   \n",
+       "1  QZ44356     Arizona              6979.535903  Extended  Bachelor   \n",
+       "2  AI49188      Nevada             12887.431650   Premium  Bachelor   \n",
+       "\n",
+       "  effective_to_date employmentstatus gender  income location_code  ...  \\\n",
+       "0        2011-02-24         Employed      F   56274      Suburban  ...   \n",
+       "1        2011-01-31       Unemployed      F       0      Suburban  ...   \n",
+       "2        2011-02-19         Employed      F   48767      Suburban  ...   \n",
+       "\n",
+       "  months_since_policy_inception  number_of_open_complaints  \\\n",
+       "0                             5                          0   \n",
+       "1                            42                          0   \n",
+       "2                            38                          0   \n",
+       "\n",
+       "   number_of_policies     policy_type        policy  renew_offer_type  \\\n",
+       "0                   1  Corporate Auto  Corporate L3            Offer1   \n",
+       "1                   8   Personal Auto   Personal L3            Offer3   \n",
+       "2                   2   Personal Auto   Personal L3            Offer1   \n",
+       "\n",
+       "  sales_channel total_claim_amount  vehicle_class vehicle_size  \n",
+       "0         Agent         384.811147   Two-Door Car      Medsize  \n",
+       "1         Agent        1131.464935  Four-Door Car      Medsize  \n",
+       "2         Agent         566.472247   Two-Door Car      Medsize  \n",
+       "\n",
+       "[3 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eec473f0",
+   "metadata": {},
+   "source": [
+    "## 4. Plot time variable. Can you extract something from it?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "849b4d17",
+   "metadata": {},
+   "source": [
+    "As we have seen in previous steps, the visual representation is useless. We can try to change date format to month and year and see if the resulting histogram is interesting."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f0783f05",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,8))\n",
+    "chart = sns.countplot(\n",
+    "    data=customer_df,\n",
+    "    x='effective_to_date',\n",
+    ")\n",
+    "x_dates = customer_df['effective_to_date'].dt.strftime('%Y-%m-%d').sort_values().unique()\n",
+    "chart.set_xticklabels(labels=x_dates, rotation=45, ha='right')\n",
+    "None"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a7d737a",
+   "metadata": {},
+   "source": [
+    "I am not being able to group dates by month and year so I can't plot what I think that would be valueable."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "2064ec13",
@@ -26,11 +139650,577 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "91bc4c36",
+   "execution_count": 23,
+   "id": "19848d52",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "customer_lifetime_value\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "income\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "monthly_premium_auto\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "months_since_last_claim\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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22FhVYmQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "months_since_policy_inception\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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8qPYL4Cpg6+SbcC1m228l88/QdNiKiDU0b0C1/SuNDrSxjuZTf2/rVhtt2l3FAP2J4KDyDFiaRjQXrTwA7Ol1+GpweAasAxIRHwcumLL5hlLKJ3rQ9u8Bq6dsXl9KuWS6/btYx+SnIkz1jjq9I82KASxJSZyCkKQkBrAkJTGAJSmJASxJSf4fhlBWi5rw4pUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "number_of_open_complaints\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAEHCAYAAACQkJyuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAM4klEQVR4nO3de2zdZR3H8c8HBg7GBpItZGFgwQBGhYB2GMMkkyiZikAEgnIJEw1oZEERUYN/aIzGiFdK1AjConJxXJ1gBpNtKuGytTDGYAzIGDgCbkSdTG6yff3j91QOpd3arb/ft+15v5KG09Nzzu95zth7vz6n56kjQgCA5u2UPQAAaFcEGACSEGAASEKAASAJAQaAJOOGcuPJkydHR0dHTUMBgLGpp6fn+YiY0vf6IQW4o6ND3d3dwzcqAGgDtp/q73qWIAAgCQEGgCQEGACSEGAASEKAASAJAQaAJAQYAJIQYABIQoABIAkBBoAkBBgAkhBgAEhCgAEgCQEGgCQEGACSEGAASEKAASAJAQaAJAQYAJI0EuCuri51dXU1cSgAGDUaCfCCBQu0YMGCJg4FAKMGSxAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQJJxTRzkxRdfbOIwADCqNBLgiGjiMAAwqrAEAQBJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJBmXPYCxaubMmf+/vGTJkrRxNIk5L0kbR1Pabb5SvXPmDBgAkhDgGrT+i9nf52MRcx77c263+Ur1z5kAA0CSbQbY9jm2u213b9iwoYkxAUBb2GaAI+KXEdEZEZ1TpkxpYkwA0BZYggCAJAS4Bn1/VKUdflyHOY/9ObfbfKX650yAASCJI2LQN+7s7Izu7u4hH6T3Rzfa4V9MAOjLdk9EdPa9njNgAEhCgAEgCQEGgCQEGACSEGAASEKAASAJAQaAJAQYAJIQYABIQoABIAkBBoAkBBgAkhBgAEhCgAEgCQEGgCQEGACSEGAASEKAASAJAQaAJAQYAJIQYABIQoABIAkBBoAkBBgAkhBgAEhCgAEgCQEGgCQEGACSEGAASEKAASAJAQaAJAQYAJIQYABIQoABIAkBBoAkBBgAkhBgAEhCgAEgybgmDmK7icMAwKjSSIB33333Jg4DAKMKSxAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQZFwTB5k1a1YThwGAUaWRAM+ZM6eJwwDAqMISBAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJCDAAJCHAAJCEAANAEgIMAEkIMAAkIcAAkIQAA0ASAgwASQgwACQhwACQhAADQBICDABJHBGDv7G9QdJT23msyZKe3877jlbMuT2025zbbb7Sjs/5bRExpe+VQwrwjrDdHRGdjRxshGDO7aHd5txu85XqmzNLEACQhAADQJImA/zLBo81UjDn9tBuc263+Uo1zbmxNWAAwBuxBAEASQgwACSpPcC2Z9lebfsJ21+r+3gjge0rba+3vTJ7LE2wvZ/txbYfsf2w7fOzx1Q32+NtL7X9YJnzt7LH1BTbO9t+wPat2WNpgu21th+yvdx297A+dp1rwLZ3lvSYpA9LWidpmaRPRcQjtR10BLB9tKRNkn4dEe/OHk/dbE+VNDUi7rc9UVKPpBPH8p+zbUuaEBGbbO8i6S5J50fEvclDq53tCyR1SpoUEcdlj6duttdK6oyIYX/zSd1nwEdKeiIi1kTEq5Kuk3RCzcdMFxF/kfSP7HE0JSKejYj7y+UXJK2StG/uqOoVlU3l013Kx5h/Rdv2NEkfk3RF9ljGgroDvK+kv7V8vk5j/C9mu7PdIekISfclD6V25Vvx5ZLWS1oYEWN+zpJ+IukiSVuSx9GkkHSH7R7b5wznA/MiHIaN7T0k3SjpixHx7+zx1C0iNkfE4ZKmSTrS9phebrJ9nKT1EdGTPZaGzYiI90j6iKQvlCXGYVF3gJ+RtF/L59PKdRhjyjrojZKujoibssfTpIj4l6TFkmYlD6VuR0k6vqyJXifpGNu/zR1S/SLimfLf9ZJuVrW0OizqDvAySQfZPsD2rpI+KWl+zcdEw8oLUr+StCoifpQ9nibYnmJ7r3J5N1UvND+aOqiaRcTXI2JaRHSo+ru8KCLOSB5WrWxPKC8sy/YEScdKGrafbqo1wBHxmqTzJN2u6oWZeRHxcJ3HHAlsXyvpHkmH2F5n+zPZY6rZUZLOVHVGtLx8fDR7UDWbKmmx7RWqTjQWRkRb/FhWm9lH0l22H5S0VNJtEbFguB6ctyIDQBJehAOAJAQYAJIQYABIQoABIAkBBoAkBBgAkhBgyPYS2439llvbl5QtHC9p6pgjje3Zti/bxm2O39YWrrY7bJ82vKNDU8ZlDwCjm+1x5Q03Q3GOpL0jYnMdYxorImK+tv3O0Q5Jp0m6pvYBYdhxBjyKlLOdVbYvL2eQd9jerfUM1vbk8l793rOsW2wvLJtKn2f7grKZ9r229255+DPLO9hW2j6y3H9C2Vx+abnPCS2PO9/2Ikl3DjBWlzPdlWUz61PL9fMl7SGpp/e6Aea5yPYK23fa3r9cP9f2L2x3236sbA7TuyvZJbaXlfucW66fWZ6bG2w/avvq8rbpgZ7f6bbvLpusL7U90dXG61eVOTxg+4NDeW7L8X/a97ntc9yP276v3PdPtvdpOcZlLXO/tIxvje2Ty92/J+kD5fG/ZPtdZezLy3Nx0EDzxQgQEXyMkg9VZzuvSTq8fD5P0hmSlqjaMFqSJktaWy7PlvSEpImSpkjaKOlz5Ws/VrVrmcr9Ly+Xj5a0slz+rqQzyuW9VG2uP6E87jpVZ7EDjfUkSQsl7azq7ZxPq9q0XZI2bWOef5B0Vrl8tqRbyuW5khaoOnE4qIxhvKoz6m+U27xFUrekAyTNLHOeVu5zj6qdrfo75q6S1kiaXj6fpOo7xC9LurJc944yj/HD8NzOlnRZufxWvf6u1M9K+mE/t5kr6foyj3eq2mdbZY63tsyjS9LpLXPaLfv/Wz4G/mAJYvR5MiKWl8s9qqK8NYuj2iT9BdsbVcVNkh6SdFjL7a6Vqs3kbU9ytdHMsap2v7qw3Ga8pP3L5YURsbVN52dIujaqZYa/2/6zpOka3GZM75f0iXL5N5K+3/K1eRGxRdLjtteoiuKxkg5rOSvcU1WgX5W0NCLWSZKrvXs7VP32ir4OkfRsRCyTpCjbadqeoSpqiohHbT8l6eBynx15bltNk/Q7V79ZZFdJTw7wvNxS5v5I71lyP+6RdLGrjdNviojHB7gdRgCWIEafV1oub1Z1lvaaXv+zHL+V229p+XyL3vgaQN9NQUKSJZ0UEYeXj/0jYlX5+n+2c/w7aqBxzmkZ5wERcUf5en/P13DZkee2VZeqM91DJZ2rN/8Z9ne8fpdSIuIaScdLeknSH20fM+DokY4Ajw1rJb23XD55K7fbmt412hmSNkbERlW72M3pXTe1fcQQHu+vkk4t67NTVH37vXSQ971b1XaHknR6eaxep9jeyfbbJR0oaXUZ5+dd7Uks2we72jpwKFZLmmp7enmMibbHlWOf3vu4qr4DWD3Ex+7vuW21p17fJ/usIT72C6qWQVSOcaCkNRFxqaTf641n4hhhWIIYG34gaZ6rX5dy23Y+xsu2H1D1u83OLtd9W9WvoFlheydV3xoP9pcw3qxqKeFBVWd8F0XEc4O87xxJV9n+iqQNkj7d8rWnVYV8kqo115dtX6FqaeH+8o/FBkknDvJYkqSIeLW8KNjlan/flyR9SNLPJP3c9kOqvtOYHRGvbOW1vP7099y2+qak623/U9IiVevXg7VC0mZX2yXOVbUGfqbt/0p6TtU6PkYotqPEqGF7rqoXnG7IHstg2V4i6cKIGNZfZ46xgSUIAEjCGTB2iO1DVf2kQqtXIuJ9g7jvxZJO6XP19RHxneEa3wDHvVlv/jb/qxFxe53HBfoiwACQhCUIAEhCgAEgCQEGgCQEGACS/A8Iaucp4zwf+wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "number_of_policies\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total_claim_amount\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cols in customer_df.select_dtypes(np.number):\n",
+    "    sns.boxplot(customer_df[cols])\n",
+    "    print(cols)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "61ef95a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9134, 23)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "2bc3c6c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\ndef remove_outliers(df, threshold=1.5, in_columns=[], skip_columns=[]):\\n    for column in in_columns:\\n        if column not in skip_columns:\\n            upper = np.percentile(df[column],75)\\n            lower = np.percentile(df[column],25)\\n            iqr = upper - lower\\n            upper_limit = upper + (threshold * iqr)\\n            lower_limit = lower - (threshold * iqr)\\n            df = df[(df[column]>lower_limit) & (df[column]<upper_limit)]\\n    return df\\n'"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "def remove_outliers(df, threshold=1.5, in_columns=[], skip_columns=[]):\n",
+    "    for column in in_columns:\n",
+    "        if column not in skip_columns:\n",
+    "            upper = np.percentile(df[column],75)\n",
+    "            lower = np.percentile(df[column],25)\n",
+    "            iqr = upper - lower\n",
+    "            upper_limit = upper + (threshold * iqr)\n",
+    "            lower_limit = lower - (threshold * iqr)\n",
+    "            df = df[(df[column]>lower_limit) & (df[column]<upper_limit)]\n",
+    "    return df\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "29c5059d",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "def remove_outliers(df, threshold=1.5, in_columns=[], skip_columns=[]):\n",
+    "    for column in in_columns:\n",
+    "        if column not in skip_columns:\n",
+    "            upper = np.percentile(df[column],75)\n",
+    "            lower = np.percentile(df[column],25)\n",
+    "            iqr = upper - lower\n",
+    "            upper_limit = upper + (threshold * iqr)\n",
+    "            lower_limit = lower - (threshold * iqr)\n",
+    "            df.loc[df[column] > upper_limit, column] = upper_limit\n",
+    "            df.loc[df[column] < lower_limit, column] = lower_limit\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "da61bb8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\ncustomer_df = remove_outliers(customer_df, in_columns=customer_df.select_dtypes(np.number).columns)\\ncustomer_df\\n'"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'''\n",
+    "customer_df = remove_outliers(customer_df, in_columns=customer_df.select_dtypes(np.number).columns)\n",
+    "customer_df\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "e64fc742",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customer_df = remove_outliers(customer_df, threshold=1.5, in_columns=customer_df.select_dtypes(np.number).columns, skip_columns=['number_of_open_complaints'])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "41bbd9a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "customer_lifetime_value\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "income\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAAEGCAYAAABSJ+9xAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMAklEQVR4nO3dbaykZ13H8d+/u7ZdEGhrSbNu0W1dkNQniiUWIQafABujbzBAmgCKMWrcVHmhNLzypcYoZRWBqMQYxAoSxAatiJgQiW234aGFdu1BQLq2UCCWakt56OWLubYMlbPd3e6Z+e/Zzyc52Zlr7jPXfZ9r9rtn7jlntsYYAWD9zlj3DgCwIMgATQgyQBOCDNCEIAM0sfN4Nj7//PPH3r17t2hXALanm2+++XNjjCc/2nbHFeS9e/fm4MGDJ75XAKehqvrUsWznlAVAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzRxXP+n3ok6cOBANjY2VjEVx+nw4cNJkj179qx5T7anffv2Zf/+/eveDU4RKwnyxsZGPnTrbfna485bxXQchx3335skufvBlTwUTis77v/CuneBU8zK/hZ+7XHn5YGnX7Gq6ThGu25/d5JYmy1w5GsLx8o5ZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmBBmgCUEGaEKQAZoQZIAmdq5iksOHD+eML92/iqkATqoDBw4kSfbv37/lc60kyA888EDqoa+sYiqAk2pjY2NlczllAdCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNCEIAM0IcgATQgyQBOCDNDEznXvAGxXZ3zpi9nYuC9XXXXVuneFx2BjYyO7du1ayVyP+h1yVf1SVR2sqoP33HPPKvYJ4LT0qN8hjzHelORNSXLZZZeNLd8j2CYeOvuJ2XfxBbnmmmvWvSs8Bqt8huMcMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQhCADNCHIAE0IMkATggzQxM5VTLJr167c9+WxiqkATqp9+/atbK6VBHnPnj25+8HPrGIqgJNq//79K5vLKQuAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJgQZoAlBBmhCkAGa2LmqiXbc/4Xsuv3dq5qOY7Tj/s8nibXZAjvu/0KSC9a9G5xCVhLkffv2rWIaTsDhw19NkuzZIxwn3wUe+xyXlQR5//79q5gG4JTmHDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABNCDJAE4IM0IQgAzQhyABN1Bjj2DeuuifJp05wrvOTfO4EP/dU5ZhPD6fbMZ9ux5s89mP+zjHGkx9to+MK8mNRVQfHGJetZLImHPPp4XQ75tPteJPVHbNTFgBNCDJAE6sM8ptWOFcXjvn0cLod8+l2vMmKjnll55ABODqnLACaEGSAJrY8yFX1wqo6VFUbVfXqrZ7vZKuqp1TV+6rqY1X10aq6ao6fV1Xvqao75p/nzvGqqtfN4/1IVT1z6b5ePre/o6pevjT+g1V1y/yc11VVrf5Iv1FV7aiqD1bVdfP6RVV1w9zHa6vqzDl+1ry+MW/fu3QfV8/xQ1X1gqXxlo+Jqjqnqt5eVbdX1W1V9eztvM5V9RvzMX1rVb21qs7ejutcVX9WVZ+tqluXxrZ8XTeb46jGGFv2kWRHko8nuTjJmUk+nOSSrZxzC45hd5JnzstPSPLvSS5J8rtJXj3HX53kd+blK5L8fZJKcnmSG+b4eUn+Y/557rx87rztxrltzc/9qQbH/aokf5nkunn9r5O8ZF5+Q5JfmZd/Nckb5uWXJLl2Xr5krvdZSS6aj4MdnR8TSf48yS/Oy2cmOWe7rnOSPUk+kWTX0vq+Yjuuc5IfSfLMJLcujW35um42x1H3dYu/EM9Ocv3S9auTXL2uB+FJOqa/TfKTSQ4l2T3Hdic5NC+/MclLl7Y/NG9/aZI3Lo2/cY7tTnL70vg3bLemY7wwyXuT/FiS6+YD7XNJdj5yXZNcn+TZ8/LOuV09cq2PbNf1MZHkSTNQ9YjxbbnOWQT50zMwO+c6v2C7rnOSvfnGIG/5um42x9E+tvqUxZFFP+LOOXZKmk/TLk1yQ5ILxhh3zZvuTnLBvLzZMR9t/M5vMr5Or03ym0kemte/Lcl/jzG+Oq8v7+PDxzVvv3duf7xfh3W7KMk9Sd48T9X8SVU9Ptt0nccYh5P8XpL/THJXFut2c7b/Oh+xinXdbI5NeVHvGFXVtyb5myS/Psb44vJtY/FP4Lb4+cGq+ukknx1j3LzufVmxnVk8rf3jMcalSf43i6eZD9tm63xukp/N4h+ib0/y+CQvXOtOrckq1vVY59jqIB9O8pSl6xfOsVNKVX1LFjF+yxjjHXP4M1W1e96+O8ln5/hmx3y08Qu/yfi6PCfJz1TVJ5P8VRanLa5Jck5V7ZzbLO/jw8c1b39Sks/n+L8O63ZnkjvHGDfM62/PItDbdZ1/Isknxhj3jDG+kuQdWaz9dl/nI1axrpvNsamtDvJNSZ46X7k9M4sXA961xXOeVPMV0z9NctsY4/eXbnpXkiOvtL48i3PLR8ZfNl+tvTzJvfNpy/VJnl9V587vTp6fxTm2u5J8saoun3O9bOm+Vm6McfUY48Ixxt4s1uufxxhXJnlfkhfNzR55vEe+Di+a2485/pL56vxFSZ6axYsfLR8TY4y7k3y6qr57Dv14ko9lm65zFqcqLq+qx839OXK823qdl6xiXTebY3MrOJl+RRY/mfDxJK9Z10n9x7D/z83iqcZHknxoflyRxfmz9ya5I8k/JTlvbl9J/mge7y1JLlu6r19IsjE/fn5p/LIkt87P+cM84oWlNR778/L1n7K4OIu/aBtJ3pbkrDl+9ry+MW+/eOnzXzOP6VCWfqKg62MiyTOSHJxr/c4sXk3ftuuc5LeT3D736S+y+EmJbbfOSd6axXnyr2TxTOiVq1jXzeY42odfnQZowot6AE0IMkATggzQhCADNCHIAE0IMmtXVR9Y9z5AB37sDaAJ3yGzdlX1P/PP51XVv9TX35P4LUvvLfusqvpAVX24qm6sqifU4v173zzfi/aDVfWjc9tXVNU753vQfrKqfq2qXjW3+beqOm9u911V9Q9VdXNVvb+qnr6+rwIs3lAFOrk0yfck+a8k/5rkOVV1Y5Jrk7x4jHFTVT0xyQNJrsrifVu+b8b0H6vqafN+vnfe19lZ/GbVb40xLq2qP8ji11tfm8V/XPnLY4w7quqHkrw+i/fugLUQZLq5cYxxZ5JU1YeyeB/be5PcNca4KUnGfLe9qnpukgNz7Paq+lSSI0F+3xjjviT3VdW9Sf5ujt+S5Pvnu/f9cJK31df/446ztvbQ4OgEmW4eXLr8tZz4Y3T5fh5auv7QvM8zsnjv32ec4P3DSeccMqeCQ0l2V9WzkmSeP96Z5P1JrpxjT0vyHXPbRzW/y/5EVf3c/Pyqqh/Yip2HYyXItDfG+HKSFyc5UFUfTvKeLM4Nvz7JGVV1SxbnmF8xxnhw83v6f65M8sp5nx/N4g3bYW382BtAE75DBmhCkAGaEGSAJgQZoAlBBmhCkAGaEGSAJv4PTtVfI0XfUJUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "monthly_premium_auto\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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/8RmwyiSZ/gSOmV7ZWrt/1OOZrySvAWb+H92trbXfqRiPxocBlqQiHoKQpCIGWJKKGGBJKmKAJanI/wNQxAzC6SU+ewAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "months_since_last_claim\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "months_since_policy_inception"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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8qPYL4Cpg6+SbcC1m228l88/QdNiKiDU0b0C1/SuNDrSxjuZTf2/rVhtt2l3FAP2J4KDyDFiaRjQXrTwA7Ol1+GpweAasAxIRHwcumLL5hlLKJ3rQ9u8Bq6dsXl9KuWS6/btYx+SnIkz1jjq9I82KASxJSZyCkKQkBrAkJTGAJSmJASxJSf4fhlBWi5rw4pUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "number_of_open_complaints\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "number_of_policies\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total_claim_amount\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cols in customer_df.select_dtypes(np.number):\n",
+    "    sns.boxplot(customer_df[cols])\n",
+    "    print(cols)\n",
+    "    plt.show()"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -42,11 +140232,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "a7a50ed9",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9134, 23)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_copy = customer_df.copy()\n",
+    "df_copy.shape"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -58,11 +140262,377 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
+   "id": "006fe80d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>customer_lifetime_value</th>\n",
+       "      <th>income</th>\n",
+       "      <th>monthly_premium_auto</th>\n",
+       "      <th>months_since_last_claim</th>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <th>total_claim_amount</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2763.519279</td>\n",
+       "      <td>56274.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>384.811147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>960.399730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>48767.0</td>\n",
+       "      <td>108.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>566.472247</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customer_lifetime_value   income  monthly_premium_auto  \\\n",
+       "0              2763.519279  56274.0                  69.0   \n",
+       "1              6979.535903      0.0                  94.0   \n",
+       "2             12887.431650  48767.0                 108.0   \n",
+       "\n",
+       "   months_since_last_claim  months_since_policy_inception  \\\n",
+       "0                     32.0                            5.0   \n",
+       "1                     13.0                           42.0   \n",
+       "2                     18.0                           38.0   \n",
+       "\n",
+       "   number_of_open_complaints  number_of_policies  total_claim_amount  \n",
+       "0                          0                 1.0          384.811147  \n",
+       "1                          0                 8.0          960.399730  \n",
+       "2                          0                 2.0          566.472247  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals = df_copy.select_dtypes(np.number)\n",
+    "numericals.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
    "id": "7196ae1e",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "def boxcox_transform(df):\n",
+    "    numeric_cols = df.select_dtypes(np.number).columns\n",
+    "    _ci = {column: None for column in numeric_cols}\n",
+    "    for column in numeric_cols:\n",
+    "        # since i know any columns should take negative numbers, to avoid -inf in df\n",
+    "        df[column] = np.where(df[column]<=0, np.NAN, df[column]) \n",
+    "        df[column] = df[column].fillna(df[column].mean())\n",
+    "        transformed_data, ci = stats.boxcox(df[column])\n",
+    "        df[column] = transformed_data\n",
+    "        _ci[column] = [ci] \n",
+    "    return df, _ci"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "67f24e4c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n",
+      "<ipython-input-32-57b7d1f522ac>:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = np.where(df[column]<=0, np.NAN, df[column])\n",
+      "<ipython-input-32-57b7d1f522ac>:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = df[column].fillna(df[column].mean())\n",
+      "<ipython-input-32-57b7d1f522ac>:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[column] = transformed_data\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>customer_lifetime_value</th>\n",
+       "      <th>income</th>\n",
+       "      <th>monthly_premium_auto</th>\n",
+       "      <th>months_since_last_claim</th>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <th>total_claim_amount</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.722930</td>\n",
+       "      <td>1247.937066</td>\n",
+       "      <td>0.779751</td>\n",
+       "      <td>10.876059</td>\n",
+       "      <td>3.017887</td>\n",
+       "      <td>0.648045</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>65.068123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6.169158</td>\n",
+       "      <td>1167.961720</td>\n",
+       "      <td>0.780898</td>\n",
+       "      <td>5.808248</td>\n",
+       "      <td>18.780377</td>\n",
+       "      <td>0.648045</td>\n",
+       "      <td>1.435811</td>\n",
+       "      <td>116.702024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6.445326</td>\n",
+       "      <td>1144.063081</td>\n",
+       "      <td>0.781283</td>\n",
+       "      <td>7.347815</td>\n",
+       "      <td>17.389171</td>\n",
+       "      <td>0.648045</td>\n",
+       "      <td>0.609116</td>\n",
+       "      <td>83.361312</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customer_lifetime_value       income  monthly_premium_auto  \\\n",
+       "0                 5.722930  1247.937066              0.779751   \n",
+       "1                 6.169158  1167.961720              0.780898   \n",
+       "2                 6.445326  1144.063081              0.781283   \n",
+       "\n",
+       "   months_since_last_claim  months_since_policy_inception  \\\n",
+       "0                10.876059                       3.017887   \n",
+       "1                 5.808248                      18.780377   \n",
+       "2                 7.347815                      17.389171   \n",
+       "\n",
+       "   number_of_open_complaints  number_of_policies  total_claim_amount  \n",
+       "0                   0.648045            0.000000           65.068123  \n",
+       "1                   0.648045            1.435811          116.702024  \n",
+       "2                   0.648045            0.609116           83.361312  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "numericals_scaled, _ci = boxcox_transform(numericals)\n",
+    "numericals_scaled.head(3)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -74,11 +140644,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
+   "id": "ac0ba0e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "categoricals = df_copy.select_dtypes('object')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
    "id": "15b24f77",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "categoricals_encoded = pd.get_dummies(categoricals, drop_first=True)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -90,11 +140672,160 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "fcc4a74b",
+   "execution_count": 42,
+   "id": "6bf0a384",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>effective_to_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2011-02-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2011-01-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2011-02-19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  effective_to_date\n",
+       "0        2011-02-24\n",
+       "1        2011-01-31\n",
+       "2        2011-02-19"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "date = pd.DataFrame(df_copy['effective_to_date'])\n",
+    "date.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "a42da0bd",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "date['day'] = date['effective_to_date'].dt.day\n",
+    "date['month'] = date['effective_to_date'].dt.month\n",
+    "date['year'] = date['effective_to_date'].dt.year"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "ecd33599",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "date = date.drop(['effective_to_date'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "a08f345e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>day</th>\n",
+       "      <th>month</th>\n",
+       "      <th>year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>24</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>31</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>19</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2011</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   day  month  year\n",
+       "0   24      2  2011\n",
+       "1   31      1  2011\n",
+       "2   19      2  2011"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "date.head(3)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -106,10 +140837,77 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
+   "id": "59d84796",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_data = pd.concat([categoricals_encoded, numericals_scaled], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
    "id": "f403ecf2",
    "metadata": {},
    "outputs": [],
+   "source": [
+    "def check_categoricals(df):\n",
+    "    cat_list = []\n",
+    "    categoricals = df.select_dtypes('object')\n",
+    "    for c in categoricals.columns:\n",
+    "        cat_list.append(c)\n",
+    "    return cat_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "26a7e68f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "check_categoricals(model_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "8ae50a4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('uint8')"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_data['customer_ZY57929'].dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fcfb79e3",
+   "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],
@@ -129,7 +140927,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.9.5"
   }
  },
  "nbformat": 4,