From c316d7300f889a64d638e1b19c012a6f41f6bba4 Mon Sep 17 00:00:00 2001
From: haissaoliveira <w.haissa@gmail.com>
Date: Sat, 20 Apr 2024 13:36:31 +0100
Subject: [PATCH] Lab done

---
 lab-customer-analysis-round-5.ipynb | 2391 +++++++++++++++++++++++++++
 1 file changed, 2391 insertions(+)
 create mode 100644 lab-customer-analysis-round-5.ipynb

diff --git a/lab-customer-analysis-round-5.ipynb b/lab-customer-analysis-round-5.ipynb
new file mode 100644
index 0000000..b1a1f24
--- /dev/null
+++ b/lab-customer-analysis-round-5.ipynb
@@ -0,0 +1,2391 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "37d805d8-acde-4dfc-9a47-9d0b87287975",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# These are the normal libraries\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# This is just so that we don't get annoying warnings\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "# This is the most common viz library in python\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "# This one is the above on steroids\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "e9f9a412-f8cb-473b-9115-5aae34b31292",
+   "metadata": {
+    "scrolled": true
+   },
+   "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",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>WW63253</td>\n",
+       "      <td>California</td>\n",
+       "      <td>7645.861827</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>1/20/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L2</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Call Center</td>\n",
+       "      <td>529.881344</td>\n",
+       "      <td>SUV</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>HB64268</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>2813.692575</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/3/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>43836</td>\n",
+       "      <td>...</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L1</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>138.130879</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9129</th>\n",
+       "      <td>LA72316</td>\n",
+       "      <td>California</td>\n",
+       "      <td>23405.987980</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/10/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>71941</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L1</td>\n",
+       "      <td>Offer2</td>\n",
+       "      <td>Web</td>\n",
+       "      <td>198.234764</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9130</th>\n",
+       "      <td>PK87824</td>\n",
+       "      <td>California</td>\n",
+       "      <td>3096.511217</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/12/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>21604</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28</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>Branch</td>\n",
+       "      <td>379.200000</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9131</th>\n",
+       "      <td>TD14365</td>\n",
+       "      <td>California</td>\n",
+       "      <td>8163.890428</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/6/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L2</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Branch</td>\n",
+       "      <td>790.784983</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9132</th>\n",
+       "      <td>UP19263</td>\n",
+       "      <td>California</td>\n",
+       "      <td>7524.442436</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/3/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>21941</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L2</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Branch</td>\n",
+       "      <td>691.200000</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Large</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9133</th>\n",
+       "      <td>Y167826</td>\n",
+       "      <td>California</td>\n",
+       "      <td>2611.836866</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/14/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer4</td>\n",
+       "      <td>Call Center</td>\n",
+       "      <td>369.600000</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9134 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     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": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customer = pd.read_csv(r\"C:\\Users\\haiss\\Desktop\\Ironhack\\lab-customer-analysis-round-5\\files_for_lab\\csv_files\\marketing_customer_analysis.csv\")\n",
+    "\n",
+    "cols = []\n",
+    "for i in range(len(customer.columns)): \n",
+    "    cols.append(customer.columns[i].lower().replace(' ', '_')) \n",
+    "customer.columns = cols\n",
+    "customer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "8d20a3b9-10dc-4dd0-a4d3-cd23b3d8be6d",
+   "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</td>\n",
+       "      <td>69</td>\n",
+       "      <td>32</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>384.811147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>13</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1131.464935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>108</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>566.472247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7645.861827</td>\n",
+       "      <td>0</td>\n",
+       "      <td>106</td>\n",
+       "      <td>18</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>529.881344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2813.692575</td>\n",
+       "      <td>43836</td>\n",
+       "      <td>73</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>138.130879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9129</th>\n",
+       "      <td>23405.987980</td>\n",
+       "      <td>71941</td>\n",
+       "      <td>73</td>\n",
+       "      <td>18</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198.234764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9130</th>\n",
+       "      <td>3096.511217</td>\n",
+       "      <td>21604</td>\n",
+       "      <td>79</td>\n",
+       "      <td>14</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>379.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9131</th>\n",
+       "      <td>8163.890428</td>\n",
+       "      <td>0</td>\n",
+       "      <td>85</td>\n",
+       "      <td>9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>790.784983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9132</th>\n",
+       "      <td>7524.442436</td>\n",
+       "      <td>21941</td>\n",
+       "      <td>96</td>\n",
+       "      <td>34</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>691.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9133</th>\n",
+       "      <td>2611.836866</td>\n",
+       "      <td>0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>3</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>369.600000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9134 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      customer_lifetime_value  income  monthly_premium_auto  \\\n",
+       "0                 2763.519279   56274                    69   \n",
+       "1                 6979.535903       0                    94   \n",
+       "2                12887.431650   48767                   108   \n",
+       "3                 7645.861827       0                   106   \n",
+       "4                 2813.692575   43836                    73   \n",
+       "...                       ...     ...                   ...   \n",
+       "9129             23405.987980   71941                    73   \n",
+       "9130              3096.511217   21604                    79   \n",
+       "9131              8163.890428       0                    85   \n",
+       "9132              7524.442436   21941                    96   \n",
+       "9133              2611.836866       0                    77   \n",
+       "\n",
+       "      months_since_last_claim  months_since_policy_inception  \\\n",
+       "0                          32                              5   \n",
+       "1                          13                             42   \n",
+       "2                          18                             38   \n",
+       "3                          18                             65   \n",
+       "4                          12                             44   \n",
+       "...                       ...                            ...   \n",
+       "9129                       18                             89   \n",
+       "9130                       14                             28   \n",
+       "9131                        9                             37   \n",
+       "9132                       34                              3   \n",
+       "9133                        3                             90   \n",
+       "\n",
+       "      number_of_open_complaints  number_of_policies  total_claim_amount  \n",
+       "0                             0                   1          384.811147  \n",
+       "1                             0                   8         1131.464935  \n",
+       "2                             0                   2          566.472247  \n",
+       "3                             0                   7          529.881344  \n",
+       "4                             0                   1          138.130879  \n",
+       "...                         ...                 ...                 ...  \n",
+       "9129                          0                   2          198.234764  \n",
+       "9130                          0                   1          379.200000  \n",
+       "9131                          3                   2          790.784983  \n",
+       "9132                          0                   3          691.200000  \n",
+       "9133                          0                   1          369.600000  \n",
+       "\n",
+       "[9134 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "custom_num = customer.select_dtypes(include=[np.number])\n",
+    "custom_num"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "7f4f7000-5464-4241-bea6-09db92ceea38",
+   "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</td>\n",
+       "      <td>69</td>\n",
+       "      <td>32</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>384.811147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>13</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1131.464935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>108</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>566.472247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7645.861827</td>\n",
+       "      <td>0</td>\n",
+       "      <td>106</td>\n",
+       "      <td>18</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>529.881344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2813.692575</td>\n",
+       "      <td>43836</td>\n",
+       "      <td>73</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>138.130879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9129</th>\n",
+       "      <td>23405.987980</td>\n",
+       "      <td>71941</td>\n",
+       "      <td>73</td>\n",
+       "      <td>18</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198.234764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9130</th>\n",
+       "      <td>3096.511217</td>\n",
+       "      <td>21604</td>\n",
+       "      <td>79</td>\n",
+       "      <td>14</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>379.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9131</th>\n",
+       "      <td>8163.890428</td>\n",
+       "      <td>0</td>\n",
+       "      <td>85</td>\n",
+       "      <td>9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>790.784983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9132</th>\n",
+       "      <td>7524.442436</td>\n",
+       "      <td>21941</td>\n",
+       "      <td>96</td>\n",
+       "      <td>34</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>691.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9133</th>\n",
+       "      <td>2611.836866</td>\n",
+       "      <td>0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>3</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>369.600000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9134 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      customer_lifetime_value  income  monthly_premium_auto  \\\n",
+       "0                 2763.519279   56274                    69   \n",
+       "1                 6979.535903       0                    94   \n",
+       "2                12887.431650   48767                   108   \n",
+       "3                 7645.861827       0                   106   \n",
+       "4                 2813.692575   43836                    73   \n",
+       "...                       ...     ...                   ...   \n",
+       "9129             23405.987980   71941                    73   \n",
+       "9130              3096.511217   21604                    79   \n",
+       "9131              8163.890428       0                    85   \n",
+       "9132              7524.442436   21941                    96   \n",
+       "9133              2611.836866       0                    77   \n",
+       "\n",
+       "      months_since_last_claim  months_since_policy_inception  \\\n",
+       "0                          32                              5   \n",
+       "1                          13                             42   \n",
+       "2                          18                             38   \n",
+       "3                          18                             65   \n",
+       "4                          12                             44   \n",
+       "...                       ...                            ...   \n",
+       "9129                       18                             89   \n",
+       "9130                       14                             28   \n",
+       "9131                        9                             37   \n",
+       "9132                       34                              3   \n",
+       "9133                        3                             90   \n",
+       "\n",
+       "      number_of_open_complaints  number_of_policies  total_claim_amount  \n",
+       "0                             0                   1          384.811147  \n",
+       "1                             0                   8         1131.464935  \n",
+       "2                             0                   2          566.472247  \n",
+       "3                             0                   7          529.881344  \n",
+       "4                             0                   1          138.130879  \n",
+       "...                         ...                 ...                 ...  \n",
+       "9129                          0                   2          198.234764  \n",
+       "9130                          0                   1          379.200000  \n",
+       "9131                          3                   2          790.784983  \n",
+       "9132                          0                   3          691.200000  \n",
+       "9133                          0                   1          369.600000  \n",
+       "\n",
+       "[9134 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "custom_num"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "3ceb3887-1f34-4f30-ad5b-43a065c2af96",
+   "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>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>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>BU79786</td>\n",
+       "      <td>Washington</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>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>QZ44356</td>\n",
+       "      <td>Arizona</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>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>AI49188</td>\n",
+       "      <td>Nevada</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>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",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>WW63253</td>\n",
+       "      <td>California</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>1/20/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L2</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Call Center</td>\n",
+       "      <td>SUV</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>HB64268</td>\n",
+       "      <td>Washington</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/3/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L1</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Agent</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9129</th>\n",
+       "      <td>LA72316</td>\n",
+       "      <td>California</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Basic</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/10/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L1</td>\n",
+       "      <td>Offer2</td>\n",
+       "      <td>Web</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9130</th>\n",
+       "      <td>PK87824</td>\n",
+       "      <td>California</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/12/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Divorced</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Branch</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9131</th>\n",
+       "      <td>TD14365</td>\n",
+       "      <td>California</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>Bachelor</td>\n",
+       "      <td>2/6/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L2</td>\n",
+       "      <td>Offer1</td>\n",
+       "      <td>Branch</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9132</th>\n",
+       "      <td>UP19263</td>\n",
+       "      <td>California</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/3/11</td>\n",
+       "      <td>Employed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>Personal Auto</td>\n",
+       "      <td>Personal L2</td>\n",
+       "      <td>Offer3</td>\n",
+       "      <td>Branch</td>\n",
+       "      <td>Four-Door Car</td>\n",
+       "      <td>Large</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9133</th>\n",
+       "      <td>Y167826</td>\n",
+       "      <td>California</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Extended</td>\n",
+       "      <td>College</td>\n",
+       "      <td>2/14/11</td>\n",
+       "      <td>Unemployed</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Suburban</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>Corporate Auto</td>\n",
+       "      <td>Corporate L3</td>\n",
+       "      <td>Offer4</td>\n",
+       "      <td>Call Center</td>\n",
+       "      <td>Two-Door Car</td>\n",
+       "      <td>Medsize</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9134 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     customer       state response  coverage education effective_to_date  \\\n",
+       "0     BU79786  Washington       No     Basic  Bachelor           2/24/11   \n",
+       "1     QZ44356     Arizona       No  Extended  Bachelor           1/31/11   \n",
+       "2     AI49188      Nevada       No   Premium  Bachelor           2/19/11   \n",
+       "3     WW63253  California       No     Basic  Bachelor           1/20/11   \n",
+       "4     HB64268  Washington       No     Basic  Bachelor            2/3/11   \n",
+       "...       ...         ...      ...       ...       ...               ...   \n",
+       "9129  LA72316  California       No     Basic  Bachelor           2/10/11   \n",
+       "9130  PK87824  California      Yes  Extended   College           2/12/11   \n",
+       "9131  TD14365  California       No  Extended  Bachelor            2/6/11   \n",
+       "9132  UP19263  California       No  Extended   College            2/3/11   \n",
+       "9133  Y167826  California       No  Extended   College           2/14/11   \n",
+       "\n",
+       "     employmentstatus gender location_code marital_status     policy_type  \\\n",
+       "0            Employed      F      Suburban        Married  Corporate Auto   \n",
+       "1          Unemployed      F      Suburban         Single   Personal Auto   \n",
+       "2            Employed      F      Suburban        Married   Personal Auto   \n",
+       "3          Unemployed      M      Suburban        Married  Corporate Auto   \n",
+       "4            Employed      M         Rural         Single   Personal Auto   \n",
+       "...               ...    ...           ...            ...             ...   \n",
+       "9129         Employed      M         Urban        Married   Personal Auto   \n",
+       "9130         Employed      F      Suburban       Divorced  Corporate Auto   \n",
+       "9131       Unemployed      M      Suburban         Single  Corporate Auto   \n",
+       "9132         Employed      M      Suburban        Married   Personal Auto   \n",
+       "9133       Unemployed      M      Suburban         Single  Corporate Auto   \n",
+       "\n",
+       "            policy renew_offer_type sales_channel  vehicle_class vehicle_size  \n",
+       "0     Corporate L3           Offer1         Agent   Two-Door Car      Medsize  \n",
+       "1      Personal L3           Offer3         Agent  Four-Door Car      Medsize  \n",
+       "2      Personal L3           Offer1         Agent   Two-Door Car      Medsize  \n",
+       "3     Corporate L2           Offer1   Call Center            SUV      Medsize  \n",
+       "4      Personal L1           Offer1         Agent  Four-Door Car      Medsize  \n",
+       "...            ...              ...           ...            ...          ...  \n",
+       "9129   Personal L1           Offer2           Web  Four-Door Car      Medsize  \n",
+       "9130  Corporate L3           Offer1        Branch  Four-Door Car      Medsize  \n",
+       "9131  Corporate L2           Offer1        Branch  Four-Door Car      Medsize  \n",
+       "9132   Personal L2           Offer3        Branch  Four-Door Car        Large  \n",
+       "9133  Corporate L3           Offer4   Call Center   Two-Door Car      Medsize  \n",
+       "\n",
+       "[9134 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "custom_cat = customer.select_dtypes(include=[object])\n",
+    "custom_cat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "id": "6692f1d5-1160-46c7-8f79-7b427504d54b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['customer_lifetime_value'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "167ed666-2a80-49fc-ad82-5e42a8f25461",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['customer_lifetime_value']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Customer Lifetime Value')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "5393b276-865e-446f-855e-fec5214e3774",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['income'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "80ef380b-b9c8-45ee-b9db-4f681927b5dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['income']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Income')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "44b4c07a-405f-4726-8a44-6612e6b5b019",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['monthly_premium_auto'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "d70b6837-bc40-44fb-8b08-321f4cb0b7a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHFCAYAAAAT5Oa6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA7Y0lEQVR4nO3deVRV9f7/8ddJBhHhBCocSURLIw0zzVKsq6g5k9PtalmEaaVZJldtMG9f9VaiuLLJUm8ZmnWlSW+TkVZq1+uQmmiaWSlOCWKFgBMgfH5/tNy/jqAiAkfcz8daZy3PZ3/23u/9YRev9dkDDmOMEQAAgI1d5ukCAAAAPI1ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABFwC5s2bJ4fDoQ0bNpS6PDY2Vo0aNXJra9SokYYMGXJe+1m9erUmTZqkw4cPl69QVBuTJk2Sw+HwdBlAlfHydAEAPGPx4sUKDAw8r3VWr16tyZMna8iQIbr88ssrpzAA8AACEWBTrVq18nQJ562wsFAOh0NeXvyvC0DF4pIZYFOnXzIrLi7WM888o8jISPn5+enyyy/XddddpxdffFHSH5dQHn30UUlS48aN5XA45HA4tGLFCmv9pKQkXXPNNfL19VVISIjuuece7d+/322/xhhNmTJFERERqlmzptq0aaNly5YpJiZGMTExVr8VK1bI4XBowYIFGjt2rK644gr5+vrq559/1qFDhzRy5Eg1b95ctWvXVkhIiDp37qz//ve/bvvavXu3HA6Hpk+frmnTpqlRo0by8/NTTEyMfvzxRxUWFuqJJ55QWFiYnE6n+vfvr6ysrDKN34YNG9SnTx8FBwerZs2aatWqld59911r+a+//qrw8HC1b99ehYWFVvv3338vf39/xcXFWW3Lli1T37591aBBA9WsWVNNmjTR8OHD9euvv7rt89RlrC1btuhvf/ubnE6ngoODNWbMGJ08eVI7duxQjx49FBAQoEaNGikpKclt/VNj+tZbb2nMmDFyuVzy8/NTx44dtWnTpjId9zvvvKPo6Gj5+/urdu3a6t69e5nXBS5mBCLgElJUVKSTJ0+W+BhjzrluUlKSJk2apDvvvFOffvqp3nnnHQ0bNsy6X+i+++7TqFGjJEmLFi3SmjVrtGbNGrVu3VqS9OCDD+rxxx9X165d9dFHH+npp59Wamqq2rdv7/aLfcKECZowYYJ69OihDz/8UCNGjNB9992nH3/8sdS6xo8fr71792r27Nn6+OOPFRISot9//12SNHHiRH366adKTk7WlVdeqZiYGCug/dkrr7yi//3vf3rllVf0+uuv64cfftBtt92mYcOG6dChQ3rjjTeUlJSkL774Qvfdd985x2r58uW6+eabdfjwYc2ePVsffvihrr/+eg0aNEjz5s2TJNWtW1cpKSlav369Hn/8cUnSsWPH9Le//U0NGzbU7Nmzre3t3LlT0dHRmjVrlpYuXar/+7//07p163TLLbe4halTBg4cqJYtW+qDDz7Q/fffr+eff15///vf1a9fP/Xu3VuLFy9W586d9fjjj2vRokUl1n/yySe1a9cuvf7663r99dd14MABxcTEaNeuXWc97ilTpujOO+9U8+bN9e6772rBggXKy8vTX/7yF33//ffnHDfgomYAVHvJyclG0lk/ERERbutERESY+Ph463tsbKy5/vrrz7qf6dOnG0kmPT3drX379u1Gkhk5cqRb+7p164wk8+STTxpjjPn999+Nr6+vGTRokFu/NWvWGEmmY8eOVtvy5cuNJNOhQ4dzHv/JkydNYWGh6dKli+nfv7/Vnp6ebiSZli1bmqKiIqv9hRdeMJJMnz593LaTkJBgJJmcnJyz7u+aa64xrVq1MoWFhW7tsbGxpn79+m77mjZtmpFkFi9ebOLj442fn5/ZsmXLGbddXFxsCgsLzZ49e4wk8+GHH1rLJk6caCSZ5557zm2d66+/3kgyixYtstoKCwtNvXr1zIABA6y2U2PaunVrU1xcbLXv3r3beHt7m/vuu6/Evk7Zu3ev8fLyMqNGjXLbd15ennG5XGbgwIFnPCagOmCGCLiEvPnmm1q/fn2Jzy233HLOdW+66SZt3rxZI0eO1Oeff67c3Nwy73f58uWSVOKptZtuuknNmjXTl19+KUlau3at8vPzNXDgQLd+7dq1K/EU3Cl//etfS22fPXu2WrdurZo1a8rLy0ve3t768ssvtX379hJ9e/Xqpcsu+///u2vWrJkkqXfv3m79TrXv3bv3DEcq/fzzz/rhhx901113SZLbTFyvXr2UkZGhHTt2WP0fffRR9e7dW3feeafmz5+vl19+WS1atHDbZlZWlkaMGKHw8HDrWCIiIiSp1OOJjY0tUbfD4VDPnj2tNi8vLzVp0kR79uwpsf7gwYPdniCLiIhQ+/btrZ9jaT7//HOdPHlS99xzj9sx16xZUx07dix1Zg6oTrgzEbiENGvWTG3atCnR7nQ6tW/fvrOuO378ePn7++utt97S7NmzVaNGDXXo0EHTpk0rdZt/9ttvv0mS6tevX2JZWFiY9Uv5VL/Q0NAS/UprO9M2Z8yYobFjx2rEiBF6+umnVbduXdWoUUNPPfVUqQEiODjY7buPj89Z20+cOFFqLZJ08OBBSdK4ceM0bty4Uvv8+RKhw+HQkCFD9Omnn8rlcrndOyT9ce9Vt27ddODAAT311FNq0aKF/P39VVxcrHbt2un48eNlOp5atWqpZs2aJdpLC7Yul6vUts2bN5/hqP//cd94442lLv9z4ASqIwIRAEl/zCiMGTNGY8aM0eHDh/XFF1/oySefVPfu3bVv3z7VqlXrjOvWqVNHkpSRkaEGDRq4LTtw4IDq1q3r1u/UL9c/y8zMLHWWqLR34bz11luKiYnRrFmz3Nrz8vLOfpAV4NSxjB8/XgMGDCi1T2RkpPXvjIwMPfTQQ7r++uu1bds2jRs3Ti+99JK1fOvWrdq8ebPmzZun+Ph4q/3nn3+upCP4Y6xLazv18ynNqeN+//33rdkr4FJCpAdQwuWXX67bb79dDz30kH7//Xft3r1bkuTr6ytJJWYtOnfuLOmPoPJn69ev1/bt29WlSxdJUtu2beXr66t33nnHrd/atWtLvbRzJg6Hw6rllC1btmjNmjVl3kZ5RUZGqmnTptq8ebPatGlT6icgIEDSHze533nnnXI4HPrss8+UmJiol19+2e1G51OB7/TjmTNnTqUdw8KFC91utN+zZ49Wr17t9pTf6bp37y4vLy/t3LnzjMcNVGfMEAGQJN12222KiopSmzZtVK9ePe3Zs0cvvPCCIiIi1LRpU0my7n158cUXFR8fL29vb0VGRioyMlIPPPCAXn75ZV122WXq2bOndu/eraeeekrh4eH6+9//LknWI+KJiYkKCgpS//79tX//fk2ePFn169cv82WX2NhYPf3005o4caI6duyoHTt26J///KcaN26skydPVs4A/cmcOXPUs2dPde/eXUOGDNEVV1yh33//Xdu3b9e3336r9957T9IfT8H997//1dKlS+VyuTR27FitXLlSw4YNU6tWrdS4cWNdc801uuqqq/TEE0/IGKPg4GB9/PHHWrZsWaXVn5WVpf79++v+++9XTk6OJk6cqJo1a2r8+PFnXKdRo0b65z//qQkTJmjXrl3q0aOHgoKCdPDgQX3zzTfy9/fX5MmTK61moLIRiABIkjp16qQPPvhAr7/+unJzc+VyudS1a1c99dRT8vb2liTFxMRo/Pjxmj9/vl577TUVFxdr+fLl1uWrq666SnPnztUrr7wip9OpHj16KDEx0e1SzLPPPit/f3/Nnj1bycnJuuaaazRr1ixNmDChzG+/njBhgo4dO6a5c+cqKSlJzZs31+zZs7V48eIqubm3U6dO+uabb/Tss88qISFB2dnZqlOnjpo3b27dML5s2TIlJibqqaeesmbIpD/+zEqrVq00aNAgrVq1Sj4+Pvr44481evRoDR8+XF5eXrr11lv1xRdfqGHDhpVS/5QpU7R+/Xrde++9ys3N1U033aSUlBRdddVVZ11v/Pjxat68uV588UUtXLhQ+fn5crlcuvHGGzVixIhKqRWoKg5jyvCCEgCoROnp6brmmms0ceJEPfnkk54u55K1YsUKderUSe+9955uv/12T5cDXFSYIQJQpTZv3qyFCxeqffv2CgwM1I4dO5SUlKTAwEANGzbM0+UBsCkCEYAq5e/vrw0bNmju3Lk6fPiwnE6nYmJi9Oyzz57x0XsAqGxcMgMAALbHY/cAAMD2CEQAAMD2CEQAAMD2uKm6jIqLi3XgwAEFBASU+qcEAADAxccYo7y8PIWFhZ315a8EojI6cOCAwsPDPV0GAAAoh3379pX4W4t/RiAqo1N/m2jfvn0KDAz0cDUAAKAscnNzFR4ebv0ePxMCURmdukwWGBhIIAIAoJo51+0u3FQNAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsz8vTBUBq9MSnni7hvO2e2tvTJQAAUGGYIQIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZ30QSixMREORwOJSQkWG3GGE2aNElhYWHy8/NTTEyMtm3b5rZefn6+Ro0apbp168rf3199+vTR/v373fpkZ2crLi5OTqdTTqdTcXFxOnz4cBUcFQAAqA4uikC0fv16/etf/9J1113n1p6UlKQZM2Zo5syZWr9+vVwul7p27aq8vDyrT0JCghYvXqyUlBStWrVKR44cUWxsrIqKiqw+gwcPVlpamlJTU5Wamqq0tDTFxcVV2fEBAICLm8cD0ZEjR3TXXXfptddeU1BQkNVujNELL7ygCRMmaMCAAYqKitL8+fN17Ngx/fvf/5Yk5eTkaO7cuXruued06623qlWrVnrrrbf03Xff6YsvvpAkbd++XampqXr99dcVHR2t6Ohovfbaa/rkk0+0Y8cOjxwzAAC4uHg8ED300EPq3bu3br31Vrf29PR0ZWZmqlu3blabr6+vOnbsqNWrV0uSNm7cqMLCQrc+YWFhioqKsvqsWbNGTqdTbdu2tfq0a9dOTqfT6lOa/Px85ebmun0AAMClycuTO09JSdG3336r9evXl1iWmZkpSQoNDXVrDw0N1Z49e6w+Pj4+bjNLp/qcWj8zM1MhISElth8SEmL1KU1iYqImT558fgcEAACqJY/NEO3bt0+jR4/WW2+9pZo1a56xn8PhcPtujCnRdrrT+5TW/1zbGT9+vHJycqzPvn37zrpPAABQfXksEG3cuFFZWVm64YYb5OXlJS8vL61cuVIvvfSSvLy8rJmh02dxsrKyrGUul0sFBQXKzs4+a5+DBw+W2P+hQ4dKzD79ma+vrwIDA90+AADg0uSxQNSlSxd99913SktLsz5t2rTRXXfdpbS0NF155ZVyuVxatmyZtU5BQYFWrlyp9u3bS5JuuOEGeXt7u/XJyMjQ1q1brT7R0dHKycnRN998Y/VZt26dcnJyrD4AAMDePHYPUUBAgKKiotza/P39VadOHas9ISFBU6ZMUdOmTdW0aVNNmTJFtWrV0uDBgyVJTqdTw4YN09ixY1WnTh0FBwdr3LhxatGihXWTdrNmzdSjRw/df//9mjNnjiTpgQceUGxsrCIjI6vwiAEAwMXKozdVn8tjjz2m48ePa+TIkcrOzlbbtm21dOlSBQQEWH2ef/55eXl5aeDAgTp+/Li6dOmiefPmqUaNGlaft99+W4888oj1NFqfPn00c+bMKj8eAABwcXIYY4yni6gOcnNz5XQ6lZOTU+H3EzV64tMK3V5V2D21t6dLAADgnMr6+9vj7yECAADwNAIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPQIRAACwPY8GolmzZum6665TYGCgAgMDFR0drc8++8xabozRpEmTFBYWJj8/P8XExGjbtm1u28jPz9eoUaNUt25d+fv7q0+fPtq/f79bn+zsbMXFxcnpdMrpdCouLk6HDx+uikMEAADVgEcDUYMGDTR16lRt2LBBGzZsUOfOndW3b18r9CQlJWnGjBmaOXOm1q9fL5fLpa5duyovL8/aRkJCghYvXqyUlBStWrVKR44cUWxsrIqKiqw+gwcPVlpamlJTU5Wamqq0tDTFxcVV+fECAICLk8MYYzxdxJ8FBwdr+vTpGjp0qMLCwpSQkKDHH39c0h+zQaGhoZo2bZqGDx+unJwc1atXTwsWLNCgQYMkSQcOHFB4eLiWLFmi7t27a/v27WrevLnWrl2rtm3bSpLWrl2r6Oho/fDDD4qMjCxTXbm5uXI6ncrJyVFgYGCFHnOjJz6t0O1Vhd1Te3u6BAAAzqmsv78vmnuIioqKlJKSoqNHjyo6Olrp6enKzMxUt27drD6+vr7q2LGjVq9eLUnauHGjCgsL3fqEhYUpKirK6rNmzRo5nU4rDElSu3bt5HQ6rT4AAMDevDxdwHfffafo6GidOHFCtWvX1uLFi9W8eXMrrISGhrr1Dw0N1Z49eyRJmZmZ8vHxUVBQUIk+mZmZVp+QkJAS+w0JCbH6lCY/P1/5+fnW99zc3PIdIAAAuOh5fIYoMjJSaWlpWrt2rR588EHFx8fr+++/t5Y7HA63/saYEm2nO71Paf3PtZ3ExETrJmyn06nw8PCyHhIAAKhmPB6IfHx81KRJE7Vp00aJiYlq2bKlXnzxRblcLkkqMYuTlZVlzRq5XC4VFBQoOzv7rH0OHjxYYr+HDh0qMfv0Z+PHj1dOTo712bdv3wUdJwAAuHh5PBCdzhij/Px8NW7cWC6XS8uWLbOWFRQUaOXKlWrfvr0k6YYbbpC3t7dbn4yMDG3dutXqEx0drZycHH3zzTdWn3Xr1iknJ8fqUxpfX1/rdQCnPgAA4NLk0XuInnzySfXs2VPh4eHKy8tTSkqKVqxYodTUVDkcDiUkJGjKlClq2rSpmjZtqilTpqhWrVoaPHiwJMnpdGrYsGEaO3as6tSpo+DgYI0bN04tWrTQrbfeKklq1qyZevToofvvv19z5syRJD3wwAOKjY0t8xNmAADg0ubRQHTw4EHFxcUpIyNDTqdT1113nVJTU9W1a1dJ0mOPPabjx49r5MiRys7OVtu2bbV06VIFBARY23j++efl5eWlgQMH6vjx4+rSpYvmzZunGjVqWH3efvttPfLII9bTaH369NHMmTOr9mABAMBF66J7D9HFivcQueM9RACA6qBS30OUnp5e7sIAAAAuNuUKRE2aNFGnTp301ltv6cSJExVdEwAAQJUqVyDavHmzWrVqpbFjx8rlcmn48OFuT3EBAABUJ+UKRFFRUZoxY4Z++eUXJScnKzMzU7fccouuvfZazZgxQ4cOHaroOgEAACrNBb2HyMvLS/3799e7776radOmaefOnRo3bpwaNGige+65RxkZGRVVJwAAQKW5oEC0YcMGjRw5UvXr19eMGTM0btw47dy5U1999ZV++eUX9e3bt6LqBAAAqDTleg/RjBkzlJycrB07dqhXr15688031atXL1122R/5qnHjxpozZ46uueaaCi0WAACgMpQrEM2aNUtDhw7Vvffea/3NsdM1bNhQc+fOvaDiAAAAqkK5AtFPP/10zj4+Pj6Kj48vz+YBAACqVLnuIUpOTtZ7771Xov29997T/PnzL7goAACAqlSuQDR16lTVrVu3RHtISIimTJlywUUBAABUpXIFoj179qhx48Yl2iMiIrR3794LLgoAAKAqlSsQhYSEaMuWLSXaN2/erDp16lxwUQAAAFWpXIHojjvu0COPPKLly5erqKhIRUVF+uqrrzR69GjdcccdFV0jAABApSrXU2bPPPOM9uzZoy5dusjL649NFBcX65577uEeIgAAUO2UKxD5+PjonXfe0dNPP63NmzfLz89PLVq0UEREREXXBwAAUOnKFYhOufrqq3X11VdXVC0AAAAeUa5AVFRUpHnz5unLL79UVlaWiouL3ZZ/9dVXFVIcAABAVShXIBo9erTmzZun3r17KyoqSg6Ho6LrAgAAqDLlCkQpKSl699131atXr4quBwAAoMqV67F7Hx8fNWnSpKJrAQAA8IhyBaKxY8fqxRdflDGmousBAACocuW6ZLZq1SotX75cn332ma699lp5e3u7LV+0aFGFFAcAAFAVyhWILr/8cvXv37+iawEAAPCIcgWi5OTkiq4DAADAY8p1D5EknTx5Ul988YXmzJmjvLw8SdKBAwd05MiRCisOAACgKpRrhmjPnj3q0aOH9u7dq/z8fHXt2lUBAQFKSkrSiRMnNHv27IquEwAAoNKUa4Zo9OjRatOmjbKzs+Xn52e19+/fX19++WWFFQcAAFAVyv2U2f/+9z/5+Pi4tUdEROiXX36pkMIAAACqSrlmiIqLi1VUVFSiff/+/QoICLjgogAAAKpSuQJR165d9cILL1jfHQ6Hjhw5ookTJ/LnPAAAQLVTrktmzz//vDp16qTmzZvrxIkTGjx4sH766SfVrVtXCxcurOgaAQAAKlW5AlFYWJjS0tK0cOFCffvttyouLtawYcN01113ud1kDQAAUB2UKxBJkp+fn4YOHaqhQ4dWZD0AAABVrlyB6M033zzr8nvuuadcxQAAAHhCuQLR6NGj3b4XFhbq2LFj8vHxUa1atQhEAACgWinXU2bZ2dlunyNHjmjHjh265ZZbuKkaAABUO+X+W2ana9q0qaZOnVpi9ggAAOBiV2GBSJJq1KihAwcOVOQmAQAAKl257iH66KOP3L4bY5SRkaGZM2fq5ptvrpDCAAAAqkq5AlG/fv3cvjscDtWrV0+dO3fWc889VxF1AQAAVJlyBaLi4uKKrgMAAMBjKvQeIgAAgOqoXDNEY8aMKXPfGTNmlGcXAAAAVaZcgWjTpk369ttvdfLkSUVGRkqSfvzxR9WoUUOtW7e2+jkcjoqpEgAAoBKVKxDddtttCggI0Pz58xUUFCTpj5c13nvvvfrLX/6isWPHVmiRAAAAlalc9xA999xzSkxMtMKQJAUFBemZZ57hKTMAAFDtlCsQ5ebm6uDBgyXas7KylJeXd8FFAQAAVKVyBaL+/fvr3nvv1fvvv6/9+/dr//79ev/99zVs2DANGDCgomsEAACoVOW6h2j27NkaN26c7r77bhUWFv6xIS8vDRs2TNOnT6/QAgEAACpbuQJRrVq19Oqrr2r69OnauXOnjDFq0qSJ/P39K7o+AACASndBL2bMyMhQRkaGrr76avn7+8sYU1F1AQAAVJlyBaLffvtNXbp00dVXX61evXopIyNDknTffffxyD0AAKh2yhWI/v73v8vb21t79+5VrVq1rPZBgwYpNTW1wooDAACoCuW6h2jp0qX6/PPP1aBBA7f2pk2bas+ePRVSGAAAQFUp1wzR0aNH3WaGTvn111/l6+t7wUUBAABUpXIFog4dOujNN9+0vjscDhUXF2v69Onq1KlThRUHAABQFcp1yWz69OmKiYnRhg0bVFBQoMcee0zbtm3T77//rv/9738VXSMAAEClKtcMUfPmzbVlyxbddNNN6tq1q44ePaoBAwZo06ZNuuqqqyq6RgAAgEp13jNEhYWF6tatm+bMmaPJkydXRk0AAABV6rxniLy9vbV161Y5HI7KqAcAAKDKleuS2T333KO5c+dWdC0AAAAeUa6bqgsKCvT6669r2bJlatOmTYm/YTZjxowKKQ4AAKAqnFcg2rVrlxo1aqStW7eqdevWkqQff/zRrQ+X0uyh0ROferqEctk9tbenSwAAXITO65JZ06ZN9euvv2r58uVavny5QkJClJKSYn1fvny5vvrqqzJvLzExUTfeeKMCAgIUEhKifv36aceOHW59jDGaNGmSwsLC5Ofnp5iYGG3bts2tT35+vkaNGqW6devK399fffr00f79+936ZGdnKy4uTk6nU06nU3FxcTp8+PD5HD4AALhEnVcgOv2v2X/22Wc6evRouXe+cuVKPfTQQ1q7dq2WLVumkydPqlu3bm7bTEpK0owZMzRz5kytX79eLpdLXbt2VV5entUnISFBixcvVkpKilatWqUjR44oNjZWRUVFVp/BgwcrLS1NqampSk1NVVpamuLi4spdOwAAuHQ4zOkp5ywuu+wyZWZmKiQkRJIUEBCgzZs368orr6yQYg4dOqSQkBCtXLlSHTp0kDFGYWFhSkhI0OOPPy7pj9mg0NBQTZs2TcOHD1dOTo7q1aunBQsWaNCgQZKkAwcOKDw8XEuWLFH37t21fft2NW/eXGvXrlXbtm0lSWvXrlV0dLR++OEHRUZGnrO23NxcOZ1O5eTkKDAwsEKO95TqevmpOuKSGQDYS1l/f5/XDJHD4Shxj1BF3jOUk5MjSQoODpYkpaenKzMzU926dbP6+Pr6qmPHjlq9erUkaePGjda7kU4JCwtTVFSU1WfNmjVyOp1WGJKkdu3ayel0Wn1Ol5+fr9zcXLcPAAC4NJ3XTdXGGA0ZMsT6A64nTpzQiBEjSjxltmjRovMuxBijMWPG6JZbblFUVJQkKTMzU5IUGhrq1jc0NFR79uyx+vj4+CgoKKhEn1Pr/3lW689CQkKsPqdLTEzkxZMAANjEeQWi+Ph4t+933313hRXy8MMPa8uWLVq1alWJZafPQhljzjkzdXqf0vqfbTvjx4/XmDFjrO+5ubkKDw8/6z4BAED1dF6BKDk5uVKKGDVqlD766CN9/fXXatCggdXucrkk/THDU79+fas9KyvLmjVyuVwqKChQdna22yxRVlaW2rdvb/U5ePBgif0eOnSoxOzTKb6+vtZMGAAAuLSV603VFcUYo4cffliLFi3SV199pcaNG7stb9y4sVwul5YtW2a1FRQUaOXKlVbYueGGG+Tt7e3WJyMjQ1u3brX6REdHKycnR998843VZ926dcrJybH6AAAA+yrXm6orykMPPaR///vf+vDDDxUQEGDdz+N0OuXn5yeHw6GEhARNmTJFTZs2VdOmTTVlyhTVqlVLgwcPtvoOGzZMY8eOVZ06dRQcHKxx48apRYsWuvXWWyVJzZo1U48ePXT//fdrzpw5kqQHHnhAsbGxZXrCDAAAXNo8GohmzZolSYqJiXFrT05O1pAhQyRJjz32mI4fP66RI0cqOztbbdu21dKlSxUQEGD1f/755+Xl5aWBAwfq+PHj6tKli+bNm6caNWpYfd5++2098sgj1tNoffr00cyZMyv3AAEAQLVwXu8hsjPeQ3Rp4D1EAGAvlfIeIgAAgEsRgQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANiel6cLAKpSoyc+9XQJ52331N6eLgEALnnMEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANsjEAEAANvzaCD6+uuvddtttyksLEwOh0P/+c9/3JYbYzRp0iSFhYXJz89PMTEx2rZtm1uf/Px8jRo1SnXr1pW/v7/69Omj/fv3u/XJzs5WXFycnE6nnE6n4uLidPjw4Uo+OgAAUF14NBAdPXpULVu21MyZM0tdnpSUpBkzZmjmzJlav369XC6Xunbtqry8PKtPQkKCFi9erJSUFK1atUpHjhxRbGysioqKrD6DBw9WWlqaUlNTlZqaqrS0NMXFxVX68QEAgOrBYYwxni5CkhwOhxYvXqx+/fpJ+mN2KCwsTAkJCXr88ccl/TEbFBoaqmnTpmn48OHKyclRvXr1tGDBAg0aNEiSdODAAYWHh2vJkiXq3r27tm/frubNm2vt2rVq27atJGnt2rWKjo7WDz/8oMjIyDLVl5ubK6fTqZycHAUGBlbosTd64tMK3R4uLbun9vZ0CQBQbZX19/dFew9Renq6MjMz1a1bN6vN19dXHTt21OrVqyVJGzduVGFhoVufsLAwRUVFWX3WrFkjp9NphSFJateunZxOp9WnNPn5+crNzXX7AACAS9NFG4gyMzMlSaGhoW7toaGh1rLMzEz5+PgoKCjorH1CQkJKbD8kJMTqU5rExETrniOn06nw8PALOh4AAHDxumgD0SkOh8PtuzGmRNvpTu9TWv9zbWf8+PHKycmxPvv27TvPygEAQHVx0QYil8slSSVmcbKysqxZI5fLpYKCAmVnZ5+1z8GDB0ts/9ChQyVmn/7M19dXgYGBbh8AAHBpumgDUePGjeVyubRs2TKrraCgQCtXrlT79u0lSTfccIO8vb3d+mRkZGjr1q1Wn+joaOXk5Oibb76x+qxbt045OTlWHwAAYG9entz5kSNH9PPPP1vf09PTlZaWpuDgYDVs2FAJCQmaMmWKmjZtqqZNm2rKlCmqVauWBg8eLElyOp0aNmyYxo4dqzp16ig4OFjjxo1TixYtdOutt0qSmjVrph49euj+++/XnDlzJEkPPPCAYmNjy/yEGQAAuLR5NBBt2LBBnTp1sr6PGTNGkhQfH6958+bpscce0/HjxzVy5EhlZ2erbdu2Wrp0qQICAqx1nn/+eXl5eWngwIE6fvy4unTponnz5qlGjRpWn7fffluPPPKI9TRanz59zvjuIwAAYD8XzXuILna8hwiewnuIAKD8qv17iAAAAKoKgQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANiel6cLAHB2jZ741NMlnLfdU3t7ugQAOC/MEAEAANsjEAEAANsjEAEAANvjHiIAEPdqAXbHDBEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9/rgrgApXHf9QKgB7s1UgevXVVzV9+nRlZGTo2muv1QsvvKC//OUvni4LAMqlOgbP3VN7e7oEoFS2CUTvvPOOEhIS9Oqrr+rmm2/WnDlz1LNnT33//fdq2LChp8sDAFsgxOFiZZt7iGbMmKFhw4bpvvvuU7NmzfTCCy8oPDxcs2bN8nRpAADAw2wxQ1RQUKCNGzfqiSeecGvv1q2bVq9e7aGqAADVQXWc1aqOPD0TZ4tA9Ouvv6qoqEihoaFu7aGhocrMzCx1nfz8fOXn51vfc3JyJEm5ubkVXl9x/rEK3yYAANVJZfx+/fN2jTFn7WeLQHSKw+Fw+26MKdF2SmJioiZPnlyiPTw8vFJqAwDAzpwvVO728/Ly5HQ6z7jcFoGobt26qlGjRonZoKysrBKzRqeMHz9eY8aMsb4XFxdrz549uv7667Vv3z4FBgZWas0oKTc3V+Hh4Yy/BzD2nsPYew5j7zkVOfbGGOXl5SksLOys/WwRiHx8fHTDDTdo2bJl6t+/v9W+bNky9e3bt9R1fH195evr69Z22WV/3IMeGBjIfxwexPh7DmPvOYy95zD2nlNRY3+2maFTbBGIJGnMmDGKi4tTmzZtFB0drX/961/au3evRowY4enSAACAh9kmEA0aNEi//fab/vnPfyojI0NRUVFasmSJIiIiPF0aAADwMNsEIkkaOXKkRo4cWe71fX19NXHixBKX0lA1GH/PYew9h7H3HMbeczwx9g5zrufQAAAALnG2eVM1AADAmRCIAACA7RGIAACA7RGIAACA7RGISjFp0iQ5HA63j8vlspYbYzRp0iSFhYXJz89PMTEx2rZtmwcrrr6+/vpr3XbbbQoLC5PD4dB//vMft+VlGev8/HyNGjVKdevWlb+/v/r06aP9+/dX4VFUT+ca+yFDhpT476Bdu3ZufRj785eYmKgbb7xRAQEBCgkJUb9+/bRjxw63Ppz3lacs48+5XzlmzZql6667znrZYnR0tD777DNruafPewLRGVx77bXKyMiwPt999521LCkpSTNmzNDMmTO1fv16uVwude3aVXl5eR6suHo6evSoWrZsqZkzZ5a6vCxjnZCQoMWLFyslJUWrVq3SkSNHFBsbq6Kioqo6jGrpXGMvST169HD772DJkiVuyxn787dy5Uo99NBDWrt2rZYtW6aTJ0+qW7duOnr0qNWH877ylGX8Jc79ytCgQQNNnTpVGzZs0IYNG9S5c2f17dvXCj0eP+8NSpg4caJp2bJlqcuKi4uNy+UyU6dOtdpOnDhhnE6nmT17dhVVeGmSZBYvXmx9L8tYHz582Hh7e5uUlBSrzy+//GIuu+wyk5qaWmW1V3enj70xxsTHx5u+ffuecR3GvmJkZWUZSWblypXGGM77qnb6+BvDuV+VgoKCzOuvv35RnPfMEJ3BTz/9pLCwMDVu3Fh33HGHdu3aJUlKT09XZmamunXrZvX19fVVx44dtXr1ak+Ve0kqy1hv3LhRhYWFbn3CwsIUFRXFz6MCrFixQiEhIbr66qt1//33Kysry1rG2FeMnJwcSVJwcLAkzvuqdvr4n8K5X7mKioqUkpKio0ePKjo6+qI47wlEpWjbtq3efPNNff7553rttdeUmZmp9u3b67ffflNmZqYkKTQ01G2d0NBQaxkqRlnGOjMzUz4+PgoKCjpjH5RPz5499fbbb+urr77Sc889p/Xr16tz587Kz8+XxNhXBGOMxowZo1tuuUVRUVGSOO+rUmnjL3HuV6bvvvtOtWvXlq+vr0aMGKHFixerefPmF8V5b6s/3VFWPXv2tP7dokULRUdH66qrrtL8+fOtG+scDofbOsaYEm2oGOUZa34eF27QoEHWv6OiotSmTRtFRETo008/1YABA864HmNfdg8//LC2bNmiVatWlVjGeV/5zjT+nPuVJzIyUmlpaTp8+LA++OADxcfHa+XKldZyT573zBCVgb+/v1q0aKGffvrJetrs9DSalZVVItniwpRlrF0ulwoKCpSdnX3GPqgY9evXV0REhH766SdJjP2FGjVqlD766CMtX75cDRo0sNo576vGmca/NJz7FcfHx0dNmjRRmzZtlJiYqJYtW+rFF1+8KM57AlEZ5Ofna/v27apfv74aN24sl8ulZcuWWcsLCgq0cuVKtW/f3oNVXnrKMtY33HCDvL293fpkZGRo69at/Dwq2G+//aZ9+/apfv36khj78jLG6OGHH9aiRYv01VdfqXHjxm7LOe8r17nGvzSc+5XHGKP8/PyL47y/4NuyL0Fjx441K1asMLt27TJr1641sbGxJiAgwOzevdsYY8zUqVON0+k0ixYtMt9995258847Tf369U1ubq6HK69+8vLyzKZNm8ymTZuMJDNjxgyzadMms2fPHmNM2cZ6xIgRpkGDBuaLL74w3377rencubNp2bKlOXnypKcOq1o429jn5eWZsWPHmtWrV5v09HSzfPlyEx0dba644grG/gI9+OCDxul0mhUrVpiMjAzrc+zYMasP533lOdf4c+5XnvHjx5uvv/7apKenmy1btpgnn3zSXHbZZWbp0qXGGM+f9wSiUgwaNMjUr1/feHt7m7CwMDNgwACzbds2a3lxcbGZOHGicblcxtfX13To0MF89913Hqy4+lq+fLmRVOITHx9vjCnbWB8/ftw8/PDDJjg42Pj5+ZnY2Fizd+9eDxxN9XK2sT927Jjp1q2bqVevnvH29jYNGzY08fHxJcaVsT9/pY25JJOcnGz14byvPOcaf879yjN06FATERFhfHx8TL169UyXLl2sMGSM5897hzHGXPg8EwAAQPXFPUQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAKo3D4dB//vOfMy5fsWKFHA6HDh8+XGU1VbZzHTOAixOBCLjEDBkyRA6HQyNGjCixbOTIkXI4HBoyZEiF7nPSpEm6/vrrK3SbZXXqeB0Oh7y9vXXllVdq3LhxOnr0qEfqycjIUM+ePT2yb0k6fvy4goKCFBwcrOPHj5/3+pdiSAXKgkAEXILCw8OVkpLi9gvxxIkTWrhwoRo2bOjByipHjx49lJGRoV27dumZZ57Rq6++qnHjxpXat7CwsFJrcblc8vX1rdR9nM0HH3ygqKgoNW/eXIsWLfJYHUB1QyACLkGtW7dWw4YN3X4hLlq0SOHh4WrVqpVb3/z8fD3yyCMKCQlRzZo1dcstt2j9+vXW8lMzBl9++aXatGmjWrVqqX379tqxY4ckad68eZo8ebI2b95szdTMmzfPWv/XX39V//79VatWLTVt2lQfffRRqTUfPXpUgYGBev/9993aP/74Y/n7+ysvL++Mx+vr6yuXy6Xw8HANHjxYd911l3XZ6tTs1RtvvKErr7xSvr6+MsYoJydHDzzwgEJCQhQYGKjOnTtr8+bN1jb/vF7Dhg1Vu3ZtPfjggyoqKlJSUpJcLpdCQkL07LPPutXy50tmpc22pKWlyeFwaPfu3db4XX755frkk08UGRmpWrVq6fbbb9fRo0c1f/58NWrUSEFBQRo1apSKiorOOAanzJ07V3fffbfuvvtuzZ07123Z7t275XA4lJaWZrUdPnxYDodDK1as0O7du9WpUydJUlBQkNts4rnOE6C6IxABl6h7771XycnJ1vc33nhDQ4cOLdHvscce0wcffKD58+fr22+/VZMmTdS9e3f9/vvvbv0mTJig5557Ths2bJCXl5e1rUGDBmns2LG69tprlZGRoYyMDA0aNMhab/LkyRo4cKC2bNmiXr166a677iqxbUny9/fXHXfc4VazJCUnJ+v2229XQEBAmY/dz8/PbSbo559/1rvvvqsPPvjACgO9e/dWZmamlixZoo0bN6p169bq0qWLW207d+7UZ599ptTUVC1cuFBvvPGGevfurf3792vlypWaNm2a/vGPf2jt2rVlrq00x44d00svvaSUlBSlpqZqxYoVGjBggJYsWaIlS5ZowYIF+te//lUiLJ5u586dWrNmjQYOHKiBAwdq9erV2rVrV5nrCA8P1wcffCBJ2rFjhzIyMvTiiy9KKvt5AlRbFfInYgFcNOLj403fvn3NoUOHjK+vr0lPTze7d+82NWvWNIcOHTJ9+/Y18fHxxhhjjhw5Yry9vc3bb79trV9QUGDCwsJMUlKSMcaY5cuXG0nmiy++sPp8+umnRpI5fvy4McaYiRMnmpYtW5aoRZL5xz/+YX0/cuSIcTgc5rPPPnPbdnZ2tjHGmHXr1pkaNWqYX375xRhjzKFDh4y3t7dZsWLFOY/3lHXr1pk6deqYgQMHWrV5e3ubrKwsq8+XX35pAgMDzYkTJ9y2ddVVV5k5c+ZY69WqVcvk5uZay7t3724aNWpkioqKrLbIyEiTmJjodsyLFy8u9fiMMWbTpk1GkklPTzfGGJOcnGwkmZ9//tnqM3z4cFOrVi2Tl5fntu/hw4efcRyMMebJJ580/fr1s7737dvXTJgwwfqenp5uJJlNmzZZbdnZ2UaSWb58+RlrLst5AlR3zBABl6i6deuqd+/emj9/vpKTk9W7d2/VrVvXrc/OnTtVWFiom2++2Wrz9vbWTTfdpO3bt7v1ve6666x/169fX5KUlZV1zjr+vJ6/v78CAgLOuN5NN92ka6+9Vm+++aYkacGCBWrYsKE6dOhw1n188sknql27tmrWrKno6Gh16NBBL7/8srU8IiJC9erVs75v3LhRR44cUZ06dVS7dm3rk56erp07d1r9GjVq5DYzFRoaqubNm+uyyy5zayvLOJxNrVq1dNVVV7lts1GjRqpdu3aZ91NUVKT58+fr7rvvttruvvtuzZ8/v0yX2s7mfM4ToLry8nQBACrP0KFD9fDDD0uSXnnllRLLjTGS/rjv5fT209u8vb2tf59aVlxcfM4a/rzeqXXPtt59992nmTNn6oknnlBycrLuvffeErWcrlOnTpo1a5a8vb0VFhZWYp/+/v5u34uLi1W/fn2tWLGixLYuv/zys9Z+PsdzKjidGmep9Ju6L3Q/kvT555/rl19+cbtcKf0RlJYuXaqePXuWuZ7Tnc95AlRXzBABl7AePXqooKBABQUF6t69e4nlTZo0kY+Pj1atWmW1FRYWasOGDWrWrFmZ9+Pj43PBsxCn3H333dq7d69eeuklbdu2TfHx8edcx9/fX02aNFFERESJIFGa1q1bKzMzU15eXmrSpInb5/RZtAtxalYqIyPDavvzDc0Vae7cubrjjjuUlpbm9rnrrrusm6vLUo+Pj48kuf08K+o8AS5mzBABl7AaNWpYlzRq1KhRYrm/v78efPBBPfroowoODlbDhg2VlJSkY8eOadiwYWXeT6NGjZSenq60tDQ1aNBAAQEB5X70PCgoSAMGDNCjjz6qbt26qUGDBuXaztnceuutio6OVr9+/TRt2jRFRkbqwIEDWrJkifr166c2bdpUyH6aNGmi8PBwTZo0Sc8884x++uknPffccxWy7T87dOiQPv74Y3300UeKiopyWxYfH6/evXvr0KFDqlevntq1a6epU6eqUaNG+vXXX/WPf/zDrX9ERIQcDoc++eQT9erVS35+ftYTdhd6ngAXM2aIgEtcYGCgAgMDz7h86tSp+utf/6q4uDi1bt1aP//8sz7//HMFBQWVeR9//etf1aNHD3Xq1En16tXTwoULL6jmYcOGqaCgoNSn4iqCw+HQkiVL1KFDBw0dOlRXX3217rjjDu3evVuhoaEVth9vb28tXLhQP/zwg1q2bKlp06bpmWeeqbDtn/Lmm2/K399fXbp0KbGsU6dOCggI0IIFCyT98bRhYWGh2rRpo9GjR5eo54orrtDkyZP1xBNPKDQ01LrkWhHnCXAxc5g/X0wGgIvA22+/rdGjR+vAgQPWJRwAqExcMgNw0Th27JjS09OVmJio4cOHE4YAVBkumQG4aCQlJen6669XaGioxo8f7+lyANgIl8wAAIDtMUMEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABsj0AEAABs7/8BVxqPJCfZKUYAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['monthly_premium_auto']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Monthly Premium Auto')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "5c1a372c-edc2-4fce-87c3-fb67a383733d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['months_since_last_claim'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "95714044-52cf-4104-ae35-af99de807f26",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHFCAYAAAAT5Oa6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABEmklEQVR4nO3deVwV9f7H8fe5bALCSUQ5ckWkxC3MNU2yxNxzSytNuy5lXc3SSM0kr6lZonRTK7va4hXLim4lbZaJppahuaJpZhuiJoQVgrgAwvz+8OH8OoIbgQeY1/PxOI+H5zvfmfl858yN9/3OzDk2wzAMAQAAWNjfXF0AAACAqxGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIgCogPj5eNptNW7duLXF57969Vb9+fae2+vXra8SIEZe1n+TkZE2fPl1Hjx4tXaGoNKZPny6bzebqMoArxt3VBQBwjcTERPn7+1/WOsnJyZoxY4ZGjBihq666qnwKAwAXIBABFtWyZUtXl3DZCgoKZLPZ5O7Of7oAlC0umQEWde4ls6KiIj311FNq1KiRvL29ddVVV+m6667Tc889J+nMJZRHH31UkhQWFiabzSabzaZ169aZ68fFxalx48by8vJS7dq1NWzYMB06dMhpv4ZhaNasWQoNDVW1atXUpk0bJSUlKSoqSlFRUWa/devWyWaz6fXXX9eECRP097//XV5eXvrxxx915MgRjRkzRk2bNlX16tVVu3Zt3XLLLfryyy+d9rV//37ZbDY988wzmjNnjurXry9vb29FRUXp+++/V0FBgSZPnqzg4GDZ7Xb1799fmZmZl3T8tm7dqr59+yogIEDVqlVTy5Yt9b///c9c/ttvvykkJESRkZEqKCgw27/99lv5+vpq6NChZltSUpL69eununXrqlq1amrQoIFGjRql3377zWmfZy9j7dq1S3feeafsdrsCAgI0fvx4nT59Wvv27VOPHj3k5+en+vXrKy4uzmn9s8d02bJlGj9+vBwOh7y9vdWxY0ft2LHjksb99ttvq3379vL19VX16tXVvXv3S14XqMgIREAVUlhYqNOnTxd7GYZx0XXj4uI0ffp0DR48WCtWrNDbb7+tkSNHmvcL3XfffRo7dqwkafny5dq4caM2btyoVq1aSZIeeOABPfbYY+ratas+/PBDzZw5UytXrlRkZKTTH/YpU6ZoypQp6tGjhz744AONHj1a9913n77//vsS64qJidGBAwe0aNEiffTRR6pdu7b++OMPSdK0adO0YsUKLVmyRFdffbWioqLMgPZnL774or766iu9+OKLevXVV/Xdd9+pT58+GjlypI4cOaL//ve/iouL0+rVq3Xfffdd9FitXbtWN954o44ePapFixbpgw8+UIsWLTRo0CDFx8dLkgIDA5WQkKAtW7bosccekySdOHFCd955p+rVq6dFixaZ2/vpp5/Uvn17LVy4UKtWrdITTzyhr7/+Wh06dHAKU2cNHDhQzZs313vvvaf7779f8+bN0yOPPKLbbrtNvXr1UmJiom655RY99thjWr58ebH1H3/8cf3888969dVX9eqrr+rw4cOKiorSzz//fMFxz5o1S4MHD1bTpk31v//9T6+//rqOHTumm266Sd9+++1FjxtQoRkAKr0lS5YYki74Cg0NdVonNDTUGD58uPm+d+/eRosWLS64n2eeecaQZKSmpjq1792715BkjBkzxqn966+/NiQZjz/+uGEYhvHHH38YXl5exqBBg5z6bdy40ZBkdOzY0Wxbu3atIcm4+eabLzr+06dPGwUFBUbnzp2N/v37m+2pqamGJKN58+ZGYWGh2T5//nxDktG3b1+n7URHRxuSjOzs7Avur3HjxkbLli2NgoICp/bevXsbderUcdrXnDlzDElGYmKiMXz4cMPb29vYtWvXebddVFRkFBQUGGlpaYYk44MPPjCXTZs2zZBkPPvss07rtGjRwpBkLF++3GwrKCgwatWqZQwYMMBsO3tMW7VqZRQVFZnt+/fvNzw8PIz77ruv2L7OOnDggOHu7m6MHTvWad/Hjh0zHA6HMXDgwPOOCagMmCECqpDXXntNW7ZsKfbq0KHDRddt27atdu7cqTFjxuizzz5TTk7OJe937dq1klTsqbW2bduqSZMmWrNmjSRp06ZNysvL08CBA5363XDDDcWegjvr9ttvL7F90aJFatWqlapVqyZ3d3d5eHhozZo12rt3b7G+t956q/72t///z12TJk0kSb169XLqd7b9wIED5xmp9OOPP+q7777T3XffLUlOM3G33nqr0tPTtW/fPrP/o48+ql69emnw4MFaunSpXnjhBTVr1sxpm5mZmRo9erRCQkLMsYSGhkpSiePp3bt3sbptNpt69uxptrm7u6tBgwZKS0srtv6QIUOcniALDQ1VZGSk+TmW5LPPPtPp06c1bNgwpzFXq1ZNHTt2LHFmDqhMuDMRqEKaNGmiNm3aFGu32+06ePDgBdeNiYmRr6+vli1bpkWLFsnNzU0333yz5syZU+I2/+z333+XJNWpU6fYsuDgYPOP8tl+QUFBxfqV1Ha+bc6dO1cTJkzQ6NGjNXPmTAUGBsrNzU1Tp04tMUAEBAQ4vff09Lxg+6lTp0qsRZJ+/fVXSdLEiRM1ceLEEvv8+RKhzWbTiBEjtGLFCjkcDqd7h6Qz915169ZNhw8f1tSpU9WsWTP5+vqqqKhIN9xwg06ePHlJ4/Hx8VG1atWKtZcUbB0OR4ltO3fuPM+o/3/c119/fYnL/xw4gcqIQARA0pkZhfHjx2v8+PE6evSoVq9erccff1zdu3fXwYMH5ePjc951a9asKUlKT09X3bp1nZYdPnxYgYGBTv3O/nH9s4yMjBJniUr6Lpxly5YpKipKCxcudGo/duzYhQdZBs6OJSYmRgMGDCixT6NGjcx/p6en68EHH1SLFi20Z88eTZw4Uc8//7y5fPfu3dq5c6fi4+M1fPhws/3HH38spxGcOdYltZ39fEpydtzvvvuuOXsFVCVEegDFXHXVVbrjjjv04IMP6o8//tD+/fslSV5eXpJUbNbilltukXQmqPzZli1btHfvXnXu3FmS1K5dO3l5eentt9926rdp06YSL+2cj81mM2s5a9euXdq4ceMlb6O0GjVqpPDwcO3cuVNt2rQp8eXn5yfpzE3ugwcPls1m06effqrY2Fi98MILTjc6nw18547npZdeKrcxvPXWW0432qelpSk5OdnpKb9zde/eXe7u7vrpp5/OO26gMmOGCIAkqU+fPoqIiFCbNm1Uq1YtpaWlaf78+QoNDVV4eLgkmfe+PPfccxo+fLg8PDzUqFEjNWrUSP/85z/1wgsv6G9/+5t69uyp/fv3a+rUqQoJCdEjjzwiSeYj4rGxsapRo4b69++vQ4cOacaMGapTp84lX3bp3bu3Zs6cqWnTpqljx47at2+fnnzySYWFhen06dPlc4D+5KWXXlLPnj3VvXt3jRgxQn//+9/1xx9/aO/evdq+fbveeecdSWeegvvyyy+1atUqORwOTZgwQevXr9fIkSPVsmVLhYWFqXHjxrrmmms0efJkGYahgIAAffTRR0pKSiq3+jMzM9W/f3/df//9ys7O1rRp01StWjXFxMScd5369evrySef1JQpU/Tzzz+rR48eqlGjhn799Vdt3rxZvr6+mjFjRrnVDJQ3AhEASVKnTp303nvv6dVXX1VOTo4cDoe6du2qqVOnysPDQ5IUFRWlmJgYLV26VK+88oqKioq0du1a8/LVNddco8WLF+vFF1+U3W5Xjx49FBsb63Qp5umnn5avr68WLVqkJUuWqHHjxlq4cKGmTJlyyd9+PWXKFJ04cUKLFy9WXFycmjZtqkWLFikxMfGK3NzbqVMnbd68WU8//bSio6OVlZWlmjVrqmnTpuYN40lJSYqNjdXUqVPNGTLpzM+stGzZUoMGDdKGDRvk6empjz76SA8//LBGjRold3d3denSRatXr1a9evXKpf5Zs2Zpy5Ytuueee5STk6O2bdsqISFB11xzzQXXi4mJUdOmTfXcc8/prbfeUl5enhwOh66//nqNHj26XGoFrhSbYVzCF5QAQDlKTU1V48aNNW3aND3++OOuLqfKWrdunTp16qR33nlHd9xxh6vLASoUZogAXFE7d+7UW2+9pcjISPn7+2vfvn2Ki4uTv7+/Ro4c6eryAFgUgQjAFeXr66utW7dq8eLFOnr0qOx2u6KiovT000+f99F7AChvXDIDAACWx2P3AADA8ghEAADA8ghEAADA8rip+hIVFRXp8OHD8vPzK/GnBAAAQMVjGIaOHTum4ODgC375K4HoEh0+fFghISGuLgMAAJTCwYMHi/3W4p8RiC7R2d8mOnjwoPz9/V1cDQAAuBQ5OTkKCQkx/46fD4HoEp29TObv708gAgCgkrnY7S7cVA0AACyPQAQAACzPpYHoiy++UJ8+fRQcHCybzab333//vH1HjRolm82m+fPnO7Xn5eVp7NixCgwMlK+vr/r27atDhw459cnKytLQoUNlt9tlt9s1dOhQHT16tOwHBAAAKiWXBqLjx4+refPmWrBgwQX7vf/++/r6668VHBxcbFl0dLQSExOVkJCgDRs2KDc3V71791ZhYaHZZ8iQIUpJSdHKlSu1cuVKpaSkaOjQoWU+HgAAUDm59Kbqnj17qmfPnhfs88svv+ihhx7SZ599pl69ejkty87O1uLFi/X666+rS5cukqRly5YpJCREq1evVvfu3bV3716tXLlSmzZtUrt27SRJr7zyitq3b699+/apUaNG5TM4AABQaVToe4iKioo0dOhQPfroo7r22muLLd+2bZsKCgrUrVs3sy04OFgRERFKTk6WJG3cuFF2u90MQ5J0ww03yG63m30AAIC1VejH7ufMmSN3d3eNGzeuxOUZGRny9PRUjRo1nNqDgoKUkZFh9qldu3axdWvXrm32KUleXp7y8vLM9zk5OaUZAgAAqAQq7AzRtm3b9Nxzzyk+Pv6yfyrDMAyndUpa/9w+54qNjTVvwrbb7XxLNQAAVViFDURffvmlMjMzVa9ePbm7u8vd3V1paWmaMGGC6tevL0lyOBzKz89XVlaW07qZmZkKCgoy+/z666/Ftn/kyBGzT0liYmKUnZ1tvg4ePFh2gwMAABVKhQ1EQ4cO1a5du5SSkmK+goOD9eijj+qzzz6TJLVu3VoeHh5KSkoy10tPT9fu3bsVGRkpSWrfvr2ys7O1efNms8/XX3+t7Oxss09JvLy8zG+l5tupAQCo2lx6D1Fubq5+/PFH831qaqpSUlIUEBCgevXqqWbNmk79PTw85HA4zCfD7Ha7Ro4cqQkTJqhmzZoKCAjQxIkT1axZM/OpsyZNmqhHjx66//779dJLL0mS/vnPf6p37948YQYAACS5OBBt3bpVnTp1Mt+PHz9ekjR8+HDFx8df0jbmzZsnd3d3DRw4UCdPnlTnzp0VHx8vNzc3s88bb7yhcePGmU+j9e3b96LffQQAAKzDZhiG4eoiKoOcnBzZ7XZlZ2dz+QwAgEriUv9+V9h7iAAAAK4UAhEAALC8Cv3FjFZRf/IKV5dw2fbP7nXxTgAAVBLMEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMtzaSD64osv1KdPHwUHB8tms+n99983lxUUFOixxx5Ts2bN5Ovrq+DgYA0bNkyHDx922kZeXp7Gjh2rwMBA+fr6qm/fvjp06JBTn6ysLA0dOlR2u112u11Dhw7V0aNHr8AIAQBAZeDSQHT8+HE1b95cCxYsKLbsxIkT2r59u6ZOnart27dr+fLl+v7779W3b1+nftHR0UpMTFRCQoI2bNig3Nxc9e7dW4WFhWafIUOGKCUlRStXrtTKlSuVkpKioUOHlvv4AABA5WAzDMNwdRGSZLPZlJiYqNtuu+28fbZs2aK2bdsqLS1N9erVU3Z2tmrVqqXXX39dgwYNkiQdPnxYISEh+uSTT9S9e3ft3btXTZs21aZNm9SuXTtJ0qZNm9S+fXt99913atSo0SXVl5OTI7vdruzsbPn7+//l8f5Z/ckrynR7V8L+2b1cXQIAABd1qX+/K9U9RNnZ2bLZbLrqqqskSdu2bVNBQYG6detm9gkODlZERISSk5MlSRs3bpTdbjfDkCTdcMMNstvtZp+S5OXlKScnx+kFAACqpkoTiE6dOqXJkydryJAhZsLLyMiQp6enatSo4dQ3KChIGRkZZp/atWsX217t2rXNPiWJjY017zmy2+0KCQkpw9EAAICKpFIEooKCAt11110qKirSf/7zn4v2NwxDNpvNfP/nf5+vz7liYmKUnZ1tvg4ePFi64gEAQIVX4QNRQUGBBg4cqNTUVCUlJTld/3M4HMrPz1dWVpbTOpmZmQoKCjL7/Prrr8W2e+TIEbNPSby8vOTv7+/0AgAAVVOFDkRnw9APP/yg1atXq2bNmk7LW7duLQ8PDyUlJZlt6enp2r17tyIjIyVJ7du3V3Z2tjZv3mz2+frrr5WdnW32AQAA1ubuyp3n5ubqxx9/NN+npqYqJSVFAQEBCg4O1h133KHt27fr448/VmFhoXnPT0BAgDw9PWW32zVy5EhNmDBBNWvWVEBAgCZOnKhmzZqpS5cukqQmTZqoR48euv/++/XSSy9Jkv75z3+qd+/el/yEGQAAqNpcGoi2bt2qTp06me/Hjx8vSRo+fLimT5+uDz/8UJLUokULp/XWrl2rqKgoSdK8efPk7u6ugQMH6uTJk+rcubPi4+Pl5uZm9n/jjTc0btw482m0vn37lvjdRwAAwJoqzPcQVXR8D5EzvocIAFAZVMnvIQIAACgPLr1kBlxpzMYBAErCDBEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8AhEAALA8d1cXAKDqqT95hatLuGz7Z/dydQkAXIgZIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkuDURffPGF+vTpo+DgYNlsNr3//vtOyw3D0PTp0xUcHCxvb29FRUVpz549Tn3y8vI0duxYBQYGytfXV3379tWhQ4ec+mRlZWno0KGy2+2y2+0aOnSojh49Ws6jAwAAlYVLA9Hx48fVvHlzLViwoMTlcXFxmjt3rhYsWKAtW7bI4XCoa9euOnbsmNknOjpaiYmJSkhI0IYNG5Sbm6vevXursLDQ7DNkyBClpKRo5cqVWrlypVJSUjR06NByHx8AAKgc3F258549e6pnz54lLjMMQ/Pnz9eUKVM0YMAASdLSpUsVFBSkN998U6NGjVJ2drYWL16s119/XV26dJEkLVu2TCEhIVq9erW6d++uvXv3auXKldq0aZPatWsnSXrllVfUvn177du3T40aNboyg61i6k9e4eoSAAAoMxX2HqLU1FRlZGSoW7duZpuXl5c6duyo5ORkSdK2bdtUUFDg1Cc4OFgRERFmn40bN8put5thSJJuuOEG2e12sw8AALA2l84QXUhGRoYkKSgoyKk9KChIaWlpZh9PT0/VqFGjWJ+z62dkZKh27drFtl+7dm2zT0ny8vKUl5dnvs/JySndQAAAQIVXYWeIzrLZbE7vDcMo1nauc/uU1P9i24mNjTVvwrbb7QoJCbnMygEAQGVRYQORw+GQpGKzOJmZmeaskcPhUH5+vrKysi7Y59dffy22/SNHjhSbffqzmJgYZWdnm6+DBw/+pfEAAICKq8IGorCwMDkcDiUlJZlt+fn5Wr9+vSIjIyVJrVu3loeHh1Of9PR07d692+zTvn17ZWdna/PmzWafr7/+WtnZ2Wafknh5ecnf39/pBQAAqiaX3kOUm5urH3/80XyfmpqqlJQUBQQEqF69eoqOjtasWbMUHh6u8PBwzZo1Sz4+PhoyZIgkyW63a+TIkZowYYJq1qypgIAATZw4Uc2aNTOfOmvSpIl69Oih+++/Xy+99JIk6Z///Kd69+7NE2YAAECSiwPR1q1b1alTJ/P9+PHjJUnDhw9XfHy8Jk2apJMnT2rMmDHKyspSu3bttGrVKvn5+ZnrzJs3T+7u7ho4cKBOnjypzp07Kz4+Xm5ubmafN954Q+PGjTOfRuvbt+95v/sIAABYj80wDMPVRVQGOTk5stvtys7OLvPLZ3ynDy5k/+xeri7hslXGc7oyHmcAF3epf78r7D1EAAAAVwqBCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWJ67qwsAAJRO/ckrXF3CZds/u5erSwBKxAwRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPH7LDKjgKuPvVQFAZcMMEQAAsLxSBaLU1NSyrgMAAMBlShWIGjRooE6dOmnZsmU6depUWdcEAABwRZUqEO3cuVMtW7bUhAkT5HA4NGrUKG3evLmsawMAALgiShWIIiIiNHfuXP3yyy9asmSJMjIy1KFDB1177bWaO3eujhw5UtZ1AgAAlJu/dFO1u7u7+vfvr//973+aM2eOfvrpJ02cOFF169bVsGHDlJ6eXlZ1AgAAlJu/FIi2bt2qMWPGqE6dOpo7d64mTpyon376SZ9//rl++eUX9evXr6zqBAAAKDel+h6iuXPnasmSJdq3b59uvfVWvfbaa7r11lv1t7+dyVdhYWF66aWX1Lhx4zItFgAAoDyUKhAtXLhQ9957r+655x45HI4S+9SrV0+LFy/+S8UBAABcCaW6ZPbDDz8oJibmvGFIkjw9PTV8+PBSFyZJp0+f1r/+9S+FhYXJ29tbV199tZ588kkVFRWZfQzD0PTp0xUcHCxvb29FRUVpz549TtvJy8vT2LFjFRgYKF9fX/Xt21eHDh36S7UBAICqo1SBaMmSJXrnnXeKtb/zzjtaunTpXy7qrDlz5mjRokVasGCB9u7dq7i4OD3zzDN64YUXzD5xcXGaO3euFixYoC1btsjhcKhr1646duyY2Sc6OlqJiYlKSEjQhg0blJubq969e6uwsLDMagUAAJVXqQLR7NmzFRgYWKy9du3amjVr1l8u6qyNGzeqX79+6tWrl+rXr6877rhD3bp109atWyWdmR2aP3++pkyZogEDBigiIkJLly7ViRMn9Oabb0qSsrOztXjxYj377LPq0qWLWrZsqWXLlumbb77R6tWry6xWAABQeZUqEKWlpSksLKxYe2hoqA4cOPCXizqrQ4cOWrNmjb7//ntJZ74QcsOGDbr11lslnfkJkYyMDHXr1s1cx8vLSx07dlRycrIkadu2bSooKHDqExwcrIiICLNPSfLy8pSTk+P0AgAAVVOpbqquXbu2du3apfr16zu179y5UzVr1iyLuiRJjz32mLKzs9W4cWO5ubmpsLBQTz/9tAYPHixJysjIkCQFBQU5rRcUFKS0tDSzj6enp2rUqFGsz9n1SxIbG6sZM2aU2VgAAEDFVaoZorvuukvjxo3T2rVrVVhYqMLCQn3++ed6+OGHddddd5VZcW+//baWLVumN998U9u3b9fSpUv173//u9h9Sjabzem9YRjF2s51sT4xMTHKzs42XwcPHiz9QAAAQIVWqhmip556SmlpaercubPc3c9soqioSMOGDSvTe4geffRRTZ482QxZzZo1U1pammJjYzV8+HDzKbeMjAzVqVPHXC8zM9OcNXI4HMrPz1dWVpbTLFFmZqYiIyPPu28vLy95eXmV2VgAAEDFVaoZIk9PT7399tv67rvv9MYbb2j58uX66aef9N///leenp5lVtyJEyfML3s8y83NzXzsPiwsTA6HQ0lJSeby/Px8rV+/3gw7rVu3loeHh1Of9PR07d69+4KBCAAAWEepZojOatiwoRo2bFhWtRTTp08fPf3006pXr56uvfZa7dixQ3PnztW9994r6cylsujoaM2aNUvh4eEKDw/XrFmz5OPjoyFDhkiS7Ha7Ro4cqQkTJqhmzZoKCAjQxIkT1axZM3Xp0qXcagcAAJVHqQJRYWGh4uPjtWbNGmVmZjp9UaIkff7552VS3AsvvKCpU6dqzJgxyszMVHBwsEaNGqUnnnjC7DNp0iSdPHlSY8aMUVZWltq1a6dVq1bJz8/P7DNv3jy5u7tr4MCBOnnypDp37qz4+Hi5ubmVSZ0AgKqr/uQVri7hsu2f3cvVJVQ6NsMwjMtd6aGHHlJ8fLx69eqlOnXqFLs5ed68eWVWYEWRk5Mju92u7Oxs+fv7l+m2K+P/2ICqpjL+AamM/+3gOF8ZlfE4l5dL/ftdqhmihIQE/e9//zO/DwgAAKAyK/VN1Q0aNCjrWgAAAFyiVIFowoQJeu6551SKq20AAAAVTqkumW3YsEFr167Vp59+qmuvvVYeHh5Oy5cvX14mxQEAAFwJpQpEV111lfr371/WtQAAALhEqQLRkiVLyroOAAAAlynVPUSSdPr0aa1evVovvfSSjh07Jkk6fPiwcnNzy6w4AACAK6FUM0RpaWnq0aOHDhw4oLy8PHXt2lV+fn6Ki4vTqVOntGjRorKuEwAAoNyUaobo4YcfVps2bZSVlSVvb2+zvX///lqzZk2ZFQcAAHAllPops6+++qrYD7mGhobql19+KZPCAAAArpRSzRAVFRWpsLCwWPuhQ4ecfkMMAACgMihVIOratavmz59vvrfZbMrNzdW0adP4OQ8AAFDplOqS2bx589SpUyc1bdpUp06d0pAhQ/TDDz8oMDBQb731VlnXCAAAUK5KFYiCg4OVkpKit956S9u3b1dRUZFGjhypu+++2+kmawAAgMqgVIFIkry9vXXvvffq3nvvLct6AAAArrhSBaLXXnvtgsuHDRtWqmIAAABcoVSB6OGHH3Z6X1BQoBMnTsjT01M+Pj4EIgAAUKmUKhBlZWUVa/vhhx/0wAMP6NFHH/3LRQHAlVZ/8gpXlwDAhUr9W2bnCg8P1+zZs4vNHgEAAFR0ZRaIJMnNzU2HDx8uy00CAACUu1JdMvvwww+d3huGofT0dC1YsEA33nhjmRQGAABwpZQqEN12221O7202m2rVqqVbbrlFzz77bFnUBQAAcMWUKhAVFRWVdR0AAAAuU6b3EAEAAFRGpZohGj9+/CX3nTt3bml2AQAAcMWUKhDt2LFD27dv1+nTp9WoUSNJ0vfffy83Nze1atXK7Gez2cqmSgAAgHJUqkDUp08f+fn5aenSpapRo4akM1/WeM899+imm27ShAkTyrRIAACA8lSqe4ieffZZxcbGmmFIkmrUqKGnnnqKp8wAAEClU6pAlJOTo19//bVYe2Zmpo4dO/aXiwIAALiSShWI+vfvr3vuuUfvvvuuDh06pEOHDundd9/VyJEjNWDAgLKuEQAAoFyV6h6iRYsWaeLEifrHP/6hgoKCMxtyd9fIkSP1zDPPlGmBAAAA5a1UgcjHx0f/+c9/9Mwzz+inn36SYRhq0KCBfH19y7o+AACAcveXvpgxPT1d6enpatiwoXx9fWUYRlnVBQAAcMWUKhD9/vvv6ty5sxo2bKhbb71V6enpkqT77ruPR+4BAEClU6pA9Mgjj8jDw0MHDhyQj4+P2T5o0CCtXLmyzIoDAAC4Ekp1D9GqVav02WefqW7duk7t4eHhSktLK5PCAAAArpRSzRAdP37caWborN9++01eXl5/uSgAAIArqVQzRDfffLNee+01zZw5U9KZ3ywrKirSM888o06dOpVpgQAA4PLUn7zC1SVctv2ze7l0/6UKRM8884yioqK0detW5efna9KkSdqzZ4/++OMPffXVV2VdIwAAQLkq1SWzpk2bateuXWrbtq26du2q48ePa8CAAdqxY4euueaasq4RAACgXF12ICooKFCnTp2Uk5OjGTNm6OOPP9Ynn3yip556SnXq1CnzAn/55Rf94x//UM2aNeXj46MWLVpo27Zt5nLDMDR9+nQFBwfL29tbUVFR2rNnj9M28vLyNHbsWAUGBsrX11d9+/bVoUOHyrxWAABQOV12IPLw8NDu3btls9nKox4nWVlZuvHGG+Xh4aFPP/1U3377rZ599lldddVVZp+4uDjNnTtXCxYs0JYtW+RwONS1a1enH5mNjo5WYmKiEhIStGHDBuXm5qp3794qLCws9zEAAICKr1SXzIYNG6bFixeXdS3FzJkzRyEhIVqyZInatm2r+vXrq3PnzuZlOcMwNH/+fE2ZMkUDBgxQRESEli5dqhMnTujNN9+UJGVnZ2vx4sV69tln1aVLF7Vs2VLLli3TN998o9WrV5f7GAAAQMVXqpuq8/Pz9eqrryopKUlt2rQp9htmc+fOLZPiPvzwQ3Xv3l133nmn1q9fr7///e8aM2aM7r//fklSamqqMjIy1K1bN3MdLy8vdezYUcnJyRo1apS2bdumgoICpz7BwcGKiIhQcnKyunfvXuK+8/LylJeXZ77PyckpkzEBgJVVxqefYA2XFYh+/vln1a9fX7t371arVq0kSd9//71Tn7K8lPbzzz9r4cKFGj9+vB5//HFt3rxZ48aNk5eXl4YNG6aMjAxJUlBQkNN6QUFB5hdEZmRkyNPTUzVq1CjW5+z6JYmNjdWMGTPKbCwAAKDiuqxAFB4ervT0dK1du1bSmZ/qeP7554sFkrJSVFSkNm3aaNasWZKkli1bas+ePVq4cKGGDRtm9js3hBmGcdFgdrE+MTExGj9+vPk+JydHISEhpRkGAACo4C7rHqJzf83+008/1fHjx8u0oD+rU6eOmjZt6tTWpEkTHThwQJLkcDgkqdhMT2ZmphnSHA6H8vPzlZWVdd4+JfHy8pK/v7/TCwAAVE2luqn6rHMDUlm78cYbtW/fPqe277//XqGhoZKksLAwORwOJSUlmcvz8/O1fv16RUZGSpJat24tDw8Ppz7p6enavXu32QcAAFjbZV0ys9lsxS4zlefj94888ogiIyM1a9YsDRw4UJs3b9bLL7+sl19+2dx3dHS0Zs2apfDwcIWHh2vWrFny8fHRkCFDJEl2u10jR47UhAkTVLNmTQUEBGjixIlq1qyZunTpUm61AwCAyuOyApFhGBoxYoT5A66nTp3S6NGjiz1ltnz58jIp7vrrr1diYqJiYmL05JNPKiwsTPPnz9fdd99t9pk0aZJOnjypMWPGKCsrS+3atdOqVavk5+dn9pk3b57c3d01cOBAnTx5Up07d1Z8fLzc3NzKpE4AAFC52YzLuO51zz33XFK/JUuWlLqgiionJ0d2u13Z2dllfj8Rj6ECAKyuvH7c9VL/fl/WDFFVDDoAAAB/6aZqAACAqoBABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALK9SBaLY2FjZbDZFR0ebbYZhaPr06QoODpa3t7eioqK0Z88ep/Xy8vI0duxYBQYGytfXV3379tWhQ4eucPUAAKCiqjSBaMuWLXr55Zd13XXXObXHxcVp7ty5WrBggbZs2SKHw6GuXbvq2LFjZp/o6GglJiYqISFBGzZsUG5urnr37q3CwsIrPQwAAFABVYpAlJubq7vvvluvvPKKatSoYbYbhqH58+drypQpGjBggCIiIrR06VKdOHFCb775piQpOztbixcv1rPPPqsuXbqoZcuWWrZsmb755hutXr3aVUMCAAAVSKUIRA8++KB69eqlLl26OLWnpqYqIyND3bp1M9u8vLzUsWNHJScnS5K2bdumgoICpz7BwcGKiIgw+5QkLy9POTk5Ti8AAFA1ubu6gItJSEjQ9u3btWXLlmLLMjIyJElBQUFO7UFBQUpLSzP7eHp6Os0sne1zdv2SxMbGasaMGX+1fAAAUAlU6BmigwcP6uGHH9ayZctUrVq18/az2WxO7w3DKNZ2rov1iYmJUXZ2tvk6ePDg5RUPAAAqjQodiLZt26bMzEy1bt1a7u7ucnd31/r16/X888/L3d3dnBk6d6YnMzPTXOZwOJSfn6+srKzz9imJl5eX/P39nV4AAKBqqtCBqHPnzvrmm2+UkpJivtq0aaO7775bKSkpuvrqq+VwOJSUlGSuk5+fr/Xr1ysyMlKS1Lp1a3l4eDj1SU9P1+7du80+AADA2ir0PUR+fn6KiIhwavP19VXNmjXN9ujoaM2aNUvh4eEKDw/XrFmz5OPjoyFDhkiS7Ha7Ro4cqQkTJqhmzZoKCAjQxIkT1axZs2I3aQMAAGuq0IHoUkyaNEknT57UmDFjlJWVpXbt2mnVqlXy8/Mz+8ybN0/u7u4aOHCgTp48qc6dOys+Pl5ubm4urBwAAFQUNsMwDFcXURnk5OTIbrcrOzu7zO8nqj95RZluDwCAymb/7F7lst1L/ftdoe8hAgAAuBIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIqdCCKjY3V9ddfLz8/P9WuXVu33Xab9u3b59THMAxNnz5dwcHB8vb2VlRUlPbs2ePUJy8vT2PHjlVgYKB8fX3Vt29fHTp06EoOBQAAVGAVOhCtX79eDz74oDZt2qSkpCSdPn1a3bp10/Hjx80+cXFxmjt3rhYsWKAtW7bI4XCoa9euOnbsmNknOjpaiYmJSkhI0IYNG5Sbm6vevXursLDQFcMCAAAVjM0wDMPVRVyqI0eOqHbt2lq/fr1uvvlmGYah4OBgRUdH67HHHpN0ZjYoKChIc+bM0ahRo5Sdna1atWrp9ddf16BBgyRJhw8fVkhIiD755BN17979kvadk5Mju92u7Oxs+fv7l+m46k9eUabbAwCgstk/u1e5bPdS/35X6Bmic2VnZ0uSAgICJEmpqanKyMhQt27dzD5eXl7q2LGjkpOTJUnbtm1TQUGBU5/g4GBFRESYfUqSl5ennJwcpxcAAKiaKk0gMgxD48ePV4cOHRQRESFJysjIkCQFBQU59Q0KCjKXZWRkyNPTUzVq1Dhvn5LExsbKbrebr5CQkLIcDgAAqEAqTSB66KGHtGvXLr311lvFltlsNqf3hmEUazvXxfrExMQoOzvbfB08eLB0hQMAgAqvUgSisWPH6sMPP9TatWtVt25ds93hcEhSsZmezMxMc9bI4XAoPz9fWVlZ5+1TEi8vL/n7+zu9AABA1VShA5FhGHrooYe0fPlyff755woLC3NaHhYWJofDoaSkJLMtPz9f69evV2RkpCSpdevW8vDwcOqTnp6u3bt3m30AAIC1ubu6gAt58MEH9eabb+qDDz6Qn5+fORNkt9vl7e0tm82m6OhozZo1S+Hh4QoPD9esWbPk4+OjIUOGmH1HjhypCRMmqGbNmgoICNDEiRPVrFkzdenSxZXDAwAAFUSFDkQLFy6UJEVFRTm1L1myRCNGjJAkTZo0SSdPntSYMWOUlZWldu3aadWqVfLz8zP7z5s3T+7u7ho4cKBOnjypzp07Kz4+Xm5ubldqKAAAoAKrVN9D5Ep8DxEAAOWH7yECAABwMQIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPEsFov/85z8KCwtTtWrV1Lp1a3355ZeuLgkAAFQAlglEb7/9tqKjozVlyhTt2LFDN910k3r27KkDBw64ujQAAOBilglEc+fO1ciRI3XfffepSZMmmj9/vkJCQrRw4UJXlwYAAFzMEoEoPz9f27ZtU7du3Zzau3XrpuTkZBdVBQAAKgp3VxdwJfz2228qLCxUUFCQU3tQUJAyMjJKXCcvL095eXnm++zsbElSTk5OmddXlHeizLcJAEBlUh5/X/+8XcMwLtjPEoHoLJvN5vTeMIxibWfFxsZqxowZxdpDQkLKpTYAAKzMPr98t3/s2DHZ7fbzLrdEIAoMDJSbm1ux2aDMzMxis0ZnxcTEaPz48eb7oqIi/fHHH6pZs+Z5Q1Rp5OTkKCQkRAcPHpS/v3+ZbbcysfoxsPr4JY4B47f2+CWOQXmO3zAMHTt2TMHBwRfsZ4lA5OnpqdatWyspKUn9+/c325OSktSvX78S1/Hy8pKXl5dT21VXXVVuNfr7+1vyfwR/ZvVjYPXxSxwDxm/t8Uscg/Ia/4Vmhs6yRCCSpPHjx2vo0KFq06aN2rdvr5dfflkHDhzQ6NGjXV0aAABwMcsEokGDBun333/Xk08+qfT0dEVEROiTTz5RaGioq0sDAAAuZplAJEljxozRmDFjXF2GEy8vL02bNq3Y5TkrsfoxsPr4JY4B47f2+CWOQUUYv8242HNoAAAAVZwlvpgRAADgQghEAADA8ghEAADA8ghEAADA8ghELvaf//xHYWFhqlatmlq3bq0vv/zS1SVdEdOnT5fNZnN6ORwOV5dVrr744gv16dNHwcHBstlsev/9952WG4ah6dOnKzg4WN7e3oqKitKePXtcU2w5uNj4R4wYUeycuOGGG1xTbDmIjY3V9ddfLz8/P9WuXVu33Xab9u3b59Snqp8Dl3IMqvJ5sHDhQl133XXmlw+2b99en376qbm8qn/+Fxu/qz97ApELvf3224qOjtaUKVO0Y8cO3XTTTerZs6cOHDjg6tKuiGuvvVbp6enm65tvvnF1SeXq+PHjat68uRYsWFDi8ri4OM2dO1cLFizQli1b5HA41LVrVx07duwKV1o+LjZ+SerRo4fTOfHJJ59cwQrL1/r16/Xggw9q06ZNSkpK0unTp9WtWzcdP37c7FPVz4FLOQZS1T0P6tatq9mzZ2vr1q3aunWrbrnlFvXr188MPVX987/Y+CUXf/YGXKZt27bG6NGjndoaN25sTJ482UUVXTnTpk0zmjdv7uoyXEaSkZiYaL4vKioyHA6HMXv2bLPt1KlTht1uNxYtWuSCCsvXueM3DMMYPny40a9fP5fU4wqZmZmGJGP9+vWGYVjvHDCM4sfAMKx3HtSoUcN49dVXLfn5G8b/j98wXP/ZM0PkIvn5+dq2bZu6devm1N6tWzclJye7qKor64cfflBwcLDCwsJ011136eeff3Z1SS6TmpqqjIwMp/PBy8tLHTt2tMz5IEnr1q1T7dq11bBhQ91///3KzMx0dUnlJjs7W5IUEBAgyZrnwLnH4CwrnAeFhYVKSEjQ8ePH1b59e8t9/ueO/yxXfvaW+qbqiuS3335TYWGhgoKCnNqDgoKUkZHhoqqunHbt2um1115Tw4YN9euvv+qpp55SZGSk9uzZo5o1a7q6vCvu7Gde0vmQlpbmipKuuJ49e+rOO+9UaGioUlNTNXXqVN1yyy3atm1blfv2XsMwNH78eHXo0EERERGSrHcOlHQMpKp/HnzzzTdq3769Tp06perVqysxMVFNmzY1Q09V//zPN37J9Z89gcjFbDab03vDMIq1VUU9e/Y0/92sWTO1b99e11xzjZYuXarx48e7sDLXsur5IJ35vcGzIiIi1KZNG4WGhmrFihUaMGCACysrew899JB27dqlDRs2FFtmlXPgfMegqp8HjRo1UkpKio4ePar33ntPw4cP1/r1683lVf3zP9/4mzZt6vLPnktmLhIYGCg3N7dis0GZmZnF/h+CFfj6+qpZs2b64YcfXF2KS5x9wo7z4f/VqVNHoaGhVe6cGDt2rD788EOtXbtWdevWNdutdA6c7xiUpKqdB56enmrQoIHatGmj2NhYNW/eXM8995xlPv/zjb8kV/qzJxC5iKenp1q3bq2kpCSn9qSkJEVGRrqoKtfJy8vT3r17VadOHVeX4hJhYWFyOBxO50N+fr7Wr19vyfNBkn7//XcdPHiwypwThmHooYce0vLly/X5558rLCzMabkVzoGLHYOSVLXz4FyGYSgvL88Sn39Jzo6/JFf8s3fV3dwwjISEBMPDw8NYvHix8e233xrR0dGGr6+vsX//fleXVu4mTJhgrFu3zvj555+NTZs2Gb179zb8/Pyq9NiPHTtm7Nixw9ixY4chyZg7d66xY8cOIy0tzTAMw5g9e7Zht9uN5cuXG998840xePBgo06dOkZOTo6LKy8bFxr/sWPHjAkTJhjJyclGamqqsXbtWqN9+/bG3//+9yoz/gceeMCw2+3GunXrjPT0dPN14sQJs09VPwcudgyq+nkQExNjfPHFF0Zqaqqxa9cu4/HHHzf+9re/GatWrTIMo+p//hcaf0X47AlELvbiiy8aoaGhhqenp9GqVSunx0+rskGDBhl16tQxPDw8jODgYGPAgAHGnj17XF1WuVq7dq0hqdhr+PDhhmGceex62rRphsPhMLy8vIybb77Z+Oabb1xbdBm60PhPnDhhdOvWzahVq5bh4eFh1KtXzxg+fLhx4MABV5ddZkoauyRjyZIlZp+qfg5c7BhU9fPg3nvvNf97X6tWLaNz585mGDKMqv/5X2j8FeGztxmGYVyZuSgAAICKiXuIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAPxlNptN77//fpXfZ2UWFRWl6OjoS+6/bt062Ww2HT16tNxqAioSAhFQSY0YMUI2m02jR48utmzMmDGy2WwaMWJEme5z+vTpatGiRZlusySZmZkaNWqU6tWrJy8vLzkcDnXv3l0bN240+6Snp6tnz57lXsuFXG7IuBzx8fG66qqrLqlvfn6+4uLi1Lx5c/n4+CgwMFA33nijlixZooKCglLtPzIyUunp6bLb7aVaH6hs3F1dAIDSCwkJUUJCgubNmydvb29J0qlTp/TWW2+pXr16Lq6u9G6//XYVFBRo6dKluvrqq/Xrr79qzZo1+uOPP8w+Z38d3Ory8/PVvXt37dy5UzNnztSNN94of39/bdq0Sf/+97/VsmXLUoVYT09PjjEshRkioBJr1aqV6tWrp+XLl5tty5cvV0hIiFq2bOnUNy8vT+PGjVPt2rVVrVo1dejQQVu2bDGXn71EsmbNGrVp00Y+Pj6KjIzUvn37JJ2ZsZgxY4Z27twpm80mm82m+Ph4c/3ffvtN/fv3l4+Pj8LDw/Xhhx+ay7KysnT33XerVq1a8vb2Vnh4uJYsWVLimI4ePaoNGzZozpw56tSpk0JDQ9W2bVvFxMSoV69eZr8/XzLbv3+/bDabli9frk6dOsnHx0fNmzd3mlGSpK+++kodO3aUj4+PatSooe7duysrK0vSmV/djouL09VXXy1vb281b95c77777mV8GsU99thjatiwoXx8fHT11Vdr6tSpTjM2O3fuVKdOneTn5yd/f3+1bt1aW7du1bp163TPPfcoOzvbPNbTp08vcR/z58/XF198oTVr1ujBBx9UixYtdPXVV2vIkCH6+uuvFR4eXuJ6y5YtU5s2beTn5yeHw6EhQ4YoMzPTXH7uJbOzM1Yff/yxGjVqJB8fH91xxx06fvy4li5dqvr166tGjRoaO3asCgsL/9JxA1yBQARUcvfcc49TuPjvf/+re++9t1i/SZMm6b333tPSpUu1fft2NWjQQN27d3eadZGkKVOm6Nlnn9XWrVvl7u5ubmvQoEGaMGGCrr32WqWnpys9PV2DBg0y15sxY4YGDhyoXbt26dZbb9Xdd99tbnvq1Kn69ttv9emnn2rv3r1auHChAgMDSxxP9erVVb16db3//vvKy8u7rGMxZcoUTZw4USkpKWrYsKEGDx6s06dPS5JSUlLUuXNnXXvttdq4caM2bNigPn36mH+8//Wvf2nJkiVauHCh9uzZo0ceeUT/+Mc/tH79+suq4c/8/PwUHx+vb7/9Vs8995xeeeUVzZs3z1x+9913q27dutqyZYu2bdumyZMny8PDQ5GRkZo/f778/f3NYz1x4sQS9/HGG2+oS5cuxQKwJHl4eMjX17fE9fLz8zVz5kzt3LlT77//vlJTUy96ifXEiRN6/vnnlZCQoJUrV2rdunUaMGCAPvnkE33yySd6/fXX9fLLL//lIAm4xBX7GVkAZWr48OFGv379jCNHjhheXl5GamqqsX//fqNatWrGkSNHjH79+hnDhw83DMMwcnNzDQ8PD+ONN94w18/PzzeCg4ONuLg4wzD+/9foV69ebfZZsWKFIck4efKkYRiGMW3aNKN58+bFapFk/Otf/zLf5+bmGjabzfj0008NwzCMPn36GPfcc88lj+3dd981atSoYVSrVs2IjIw0YmJijJ07dxbbZ2JiomEYhpGammpIMl599VVz+Z49ewxJxt69ew3DMIzBgwcbN954Y4n7y83NNapVq2YkJyc7tY8cOdIYPHjweevs2LGj8fDDD1/yuOLi4ozWrVub7/38/Iz4+PgS+y5ZssSw2+0X3aa3t7cxbty4i/a7WK2bN282JBnHjh0zDOP/z4esrCyzHknGjz/+aK4zatQow8fHx1zHMAyje/fuxqhRoy5aD1DRMEMEVHKBgYHq1auXli5dqiVLlqhXr17FZl9++uknFRQU6MYbbzTbPDw81LZtW+3du9ep73XXXWf+u06dOpLkdCnlfP68nq+vr/z8/Mz1HnjgASUkJKhFixaaNGmSkpOTL7it22+/XYcPH9aHH36o7t27a926dWrVqpXTJbqL1XBu7WdniEry7bff6tSpU+ratas5Q1W9enW99tpr+umnny469vN599131aFDBzkcDlWvXl1Tp07VgQMHzOXjx4/Xfffdpy5dumj27Nml2pdhGLLZbJe93o4dO9SvXz+FhobKz89PUVFRkuRU37l8fHx0zTXXmO+DgoJUv359Va9e3antUs4XoKIhEAFVwL333qv4+HgtXbq0xMtlhmFIUrE/nCX9MfXw8DD/fXZZUVHRRWv483pn1z27Xs+ePZWWlqbo6GgdPnxYnTt3Pu8loLOqVaumrl276oknnlBycrJGjBihadOmXXIN59Z+9qbzkpzts2LFCqWkpJivb7/9ttSXfzZt2qS77rpLPXv21Mcff6wdO3ZoypQpys/PN/tMnz5de/bsUa9evfT555+radOmSkxMvKz9NGzYsFiovZjjx4+rW7duql69upYtW6YtW7aY+/1zfecq6TO+0OcOVCYEIqAK6NGjh/Lz880njs7VoEEDeXp6asOGDWZbQUGBtm7dqiZNmlzyfjw9PUt9w2ytWrU0YsQILVu2TPPnz9fLL798Wes3bdpUx48fL9W+pTOzR2vWrDnvtr28vHTgwAE1aNDA6RUSElKq/X311VcKDQ3VlClT1KZNG4WHhystLa1Yv4YNG+qRRx7RqlWrNGDAAPN+sEs91kOGDNHq1au1Y8eOYstOnz5d4jH77rvv9Ntvv2n27Nm66aab1LhxY2Z1YHk8dg9UAW5ubuYsgZubW7Hlvr6+euCBB/Too48qICBA9erVU1xcnE6cOKGRI0de8n7q16+v1NRUpaSkqG7duvLz85OXl9dF13viiSfUunVrXXvttcrLy9PHH3983iD2+++/684779S9996r6667Tn5+ftq6davi4uLUr1+/S671XDExMWrWrJnGjBmj0aNHy9PTU2vXrtWdd96pwMBATZw4UY888oiKiorUoUMH5eTkKDk5WdWrV9fw4cPPu90jR44oJSXFqc3hcKhBgwY6cOCAEhISdP3112vFihVOsz8nT57Uo48+qjvuuENhYWE6dOiQtmzZottvv13SmWOdm5urNWvWmN8v5OPjU2z/0dHRWrFihTp37qyZM2eqQ4cO5jGbM2eOFi9eXOyx+3r16snT01MvvPCCRo8erd27d2vmzJmlPrZAVcAMEVBF+Pv7y9/f/7zLZ8+erdtvv11Dhw5Vq1at9OOPP+qzzz5TjRo1Lnkft99+u3r06KFOnTqpVq1aeuutty5pPU9PT8XExOi6667TzTffLDc3NyUkJJTYt3r16mrXrp3mzZunm2++WREREZo6daruv/9+LViw4JJrPVfDhg21atUq7dy5U23btlX79u31wQcfyN39zP8vnDlzpp544gnFxsaqSZMm6t69uz766COFhYVdcLtvvvmmWrZs6fRatGiR+vXrp0ceeUQPPfSQWrRooeTkZE2dOtVcz83NTb///ruGDRumhg0bauDAgerZs6dmzJgh6cwXI44ePVqDBg1SrVq1FBcXV+L+vby8lJSUpEmTJumll17SDTfcoOuvv17PP/+8xo0bp4iIiGLr1KpVS/Hx8XrnnXfUtGlTzZ49W//+979Le2iBKsFmnL25AAAAwKKYIQIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJb3f/Vta5B6e2ojAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['months_since_last_claim']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Months Since Last Claim')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "1810b538-f3ef-4935-b359-5786cae2efa0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAGxCAYAAAB2qSLdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABjnUlEQVR4nO3dd3hUVf4G8Hf6pE4aqaRSJCHUBDChWYOgLiir6K4RRFgjICU/G4oNV5FdZFlUQFwEWRRwF1B0UQkKUSRSQoj0GkgICSG9T6bc3x/JDAyZhJRJbpJ5P88zj+bOmTvfuZR5OefccySCIAggIiIiIgtSsQsgIiIi6ogYkoiIiIisYEgiIiIisoIhiYiIiMgKhiQiIiIiKxiSiIiIiKxgSCIiIiKygiGJiIiIyAq52AV0VkajEVeuXIGLiwskEonY5RAREVETCIKAsrIy+Pv7QyptvK+IIamFrly5gsDAQLHLICIiohbIyspC9+7dG23DkNRCLi4uAGovsqurq8jVEBERUVOUlpYiMDDQ/D3eGIakFjINsbm6ujIkERERdTJNmSrDidtEREREVjAkEREREVnBkERERERkBUMSERERkRUMSURERERWMCQRERERWcGQRERERGQFQxIRERGRFQxJRERERFYwJBERERFZwZBEREREZAVDEhEREZEVDElEREREVjAkEREREVnBkERERERkhVzsAoiI7M0X+zNb9fo/DQuyUSVE1Bj2JBERERFZwZBEREREZAVDEhEREZEVDElEREREVjAkEREREVnBkERERERkBUMSERERkRUMSURERERWMCQRERERWcGQRERERGQFQxIRERGRFaLv3bZixQr8/e9/R05ODvr27Ytly5Zh5MiRDbZPTk5GYmIijh8/Dn9/f7z44otISEgwP3/8+HG8/vrrSE1NxaVLl/CPf/wDc+fOtTjHokWLsHXrVpw6dQoODg6IjY3F4sWLcdttt7XVxyRqU9wLjNoDf5+RvRG1J2nz5s2YO3cuXn31VaSlpWHkyJEYO3YsMjOt/0HMyMjAuHHjMHLkSKSlpeGVV17B7NmzsWXLFnObyspKhIWF4b333oOvr6/V8yQnJ2PmzJn47bffkJSUBL1ej7i4OFRUVLTJ5yQiIqLORyIIgiDWmw8bNgyDBw/GypUrzcfCw8MxYcIELFq0qF77l156Cdu3b8fJkyfNxxISEpCeno6UlJR67UNCQjB37tx6PUk3u3btGry9vZGcnIxRo0Y1qfbS0lJoNBqUlJTA1dW1Sa8haiv8F37n0ll/vTpr3UQ3as73t2g9STU1NUhNTUVcXJzF8bi4OOzbt8/qa1JSUuq1HzNmDA4dOgSdTtfiWkpKSgAAHh4eDbbRarUoLS21eBAREVHXJVpIys/Ph8FggI+Pj8VxHx8f5ObmWn1Nbm6u1fZ6vR75+fktqkMQBCQmJmLEiBGIjIxssN2iRYug0WjMj8DAwBa9HxEREXUOot/dJpFILH4WBKHesVu1t3a8qWbNmoXff/8dGzdubLTd/PnzUVJSYn5kZWW16P2IiIiocxDt7jYvLy/IZLJ6vUZ5eXn1eotMfH19rbaXy+Xw9PRsdg3PPfcctm/fjp9//hndu3dvtK1KpYJKpWr2exAREVHnJFpPklKpRFRUFJKSkiyOJyUlITY21uprYmJi6rXfuXMnoqOjoVAomvzegiBg1qxZ2Lp1K3766SeEhoY2/wMQERFRlybqOkmJiYmIj49HdHQ0YmJisHr1amRmZprXPZo/fz6ys7Oxfv16ALV3sn344YdITEzE9OnTkZKSgjVr1lgMldXU1ODEiRPm/8/OzsaRI0fg7OyMnj17AgBmzpyJL774Al9//TVcXFzMvVMajQYODg7teQmIiIiogxI1JE2aNAkFBQVYuHAhcnJyEBkZiR07diA4OBgAkJOTY7FmUmhoKHbs2IF58+bho48+gr+/P5YvX46JEyea21y5cgWDBg0y/7xkyRIsWbIEo0ePxp49ewDAvOTAHXfcYVHP2rVrMWXKlLb5sERERNSpiL7i9owZMzBjxgyrz61bt67esdGjR+Pw4cMNni8kJAS3WvpJxKWhiOgmrVl7h+vuEFFbEj0kUdfELz4iIursRF8CgIiIiKgjYkgiIiIisoIhiYiIiMgKhiQiIiIiKxiSiIiIiKxgSCIiIiKygiGJiIiIyAqGJCIiIiIrGJKIiIiIrGBIIiIiIrKCIYmIiIjICoYkIiIiIiu4wS3RDVqzMS/AzXmJiLoS9iQRERERWcGQRERERGQFQxIRERGRFQxJRERERFYwJBERERFZwbvbiIg6mdbchck7MImajj1JRERERFYwJBERERFZwZBEREREZAXnJBERdUDVOgOyi6twtbQaBRU10OqM0BmMcFDI4KSSw8dVhRBPJ7g6KMQulajLYkgiIuogiipqkH65GKevliGrsBJG4dav8XZRYXCQOwYFucFFzcBEZEsMSUREIqrRG3H8SglSM4tw4VqFxXPujgr4ahzQzVkFB4UUcpkUVToDyqp1yC6qQk5JNfLKtPj+eC52nshFdLAH7uzjDQ17l4hsgiGJiKidCYKArKIqpF4qwu+Xi6HVG83PhXVzQr8ADXp7u8DdSdnoeapqDDh2pQSHLhYiq6gKBy4W4nBmEUb09MKdfbyhkHHaKVFrMCQRUacjCAKqdUaczi1DTkltj0pOSTVKKmtQrjWgXKtDhdaAKp0BcqkESrkUCpkUCpkErmoFfFzV8HFVwdtVDV9XNUK7OcG1HYaqLlwrx/b0K9jwWybyy7Xm4+6OCgwOcsfgIPdbBqMbOShlGBLigSEhHsjIr0DSiVxcLKjEnjPX8Ht2CR4aFIAe3Zzb4qMQ2QWGJCJqtWqdAaVVOlTpDJBAAokEdQ8J5FLTQwq5TAK5TAKFVAqpVGJxDoNRgM5gRI3BCK3OiHKtHuVaPcqqdSjX6lFapUdplQ4lVTqUVOtQc0Pviy34uKrQy9sFPb2d0dPbGb3q/uvhpIREIrn1CawQBAHnr5Xjp1N52J5+BceyS83PKWQSRPprMDjYHaFeTpC28D1MQr2cMH1kGI5fKcW3v19BYUUNPt2bgZG9uuHeCB/IpK07P5E9YkgiolsyGAWcyyvH0ewSnMopxcWCSmQVVqKwsgYlVS0LLBIJoJBKzec3CE2YpXwTN0cFfF3V8HdzgI+rGp5OSjir5XBSyeGikkOtkMFgFFBjMECnF6A1GFFapcPV0uq6hxZXiquQV6bF1dLax95z+RbvoXFQIKybE8K8nBHWzQnd3R3g7aKGh5MSjkoZVHIp9EYBWr0R+eVa5JZU41xeOU7lluJwZjGulV3vMZJJJRjZywtezipE+LlCrZA1+zM3RiKRIDJAg57ezvjuWC4OXizEz2evISO/HJOGBMGjGb1URMSQREQNuFJchaQTV/HL2XzszyhAWbW+0fZSCeCgkEEAIAiAAAFGoS4AWblNSxCAGkP9cCUBoJRL4aySw1ktr/2vSg5XBwU0podaAVcHBaYMD7HJZy2p0uH8tXKcu1qOc9fKcfZqGc7mleNyURVKqnRIyyxGWmZxi86tkksRHeKOsZF+GNfPDx5OylZtK9IUaoUMDw0KQC9vZ2xNu4ysoip88NNZTBgUwG1JiJqBIYmIzEqqdPj6SDa2pF5G+uUSi+eclDL09degb4Arwro5I8jDEV7OSmgcagOLs1JebwjNRBAE6Ay1YUlnNEJvEKA3GKEzCtiaehnyuvlCCpkUcqmkxcNbLaVxuD4n6EZVNQZcLKjAhWsVuHCtHBn5FcgpqcbVsmoUV+pQWaNHjd4IuUwKlUwKD2clfFzUCPRwRLifCyIDNBgY6GbzHqOmigzQoLu7AzYfzMKlwkpsPpgFqQR448G+otVE1JkwJBHZOUEQcPBiITYeyMSOozmo1tX27kgkQHSwO+7s443hPbwQGaBp8bwWiUQCpbz2tQ6w/HL2dFa17gO0IQelDOF+rgj3cxW7lBZzc1Ri2sgw/HQqD3tO52HjgSwcySrBR38ahDBO6iZqFEMSkZ0yGAWkXy7GL2ev4Wrp9XkzvX2c8diQIDwwwA/eLmoRKyRbkUkluDfCB6FeTtieno2TOaV48IO9eG9ifzw4wF/s8og6LIYk6nLaer5HZ6fVGXDwUhF+PZePkiodgNq5RA/098NjQ4MwOMit3Ye7qH309HbG/2aPxOyNadifUYjnNqYh5UIBFtwfDkclvw6IbsY/FUR2oqxah5QLBfjtQoF5SM1ZJcfwHp742yMDuEqznfBxVePzacOwbNdZfLj7HL7Yn4nfzhdg6aSBGBjoJnZ5RB0KQxJRF5dbUo2UC/lIyyyGvu4uMy9nJUb26oaBgW5QyKStCkjsuet85DIpnh9zG24P88Tz/0nHhfwKTFy5D0+PCMXce3qxV4moDv8kEHVBBqOAkzmlSLlQgIz86/uBBbo7YFTvbgj3c2314oXU+Y3o5YUf5o7Ca18fw/b0K1j98wXsOJqDBfeHY0xfXw67kt1jSCJqA/q6laNNQUQqkUAmlbTpqseCIOBqqRbpl4txJKvYPN9IKgEi/DWIDfNEsKcjv/jIgsZRgeWPD8KEQf547avjuFxUhYQNhzEkxB0v3dcH0SEeYpdIJBqGJKJmqtYZUFBeg8LKGhRW1D6KK2tQWWPAyuRzKK7QoUxrfeFFF5UcHs5KeDop4eGkgrerCgFuDvB3U8Nf4wB/Nwf4atRN2phUEARkFVbh9+xifH0kG2eulqGoUmd+3lEpw9AQDwwL8+R8I7qlu/r4YNg8T3ycfB6rf7mAgxeL8MdVKRgW6oGEO3pgVK9uYpdI1O4YkogaUVatw6WCSuSW1m6gmltSZRFEmn0+rR5lWj0uFVQ22EYqqZ1c281FBTdHJVzUcihlUkgktQGtXGtAbkkVsouqUFFjsHitTCrBbT4uGBDohj6+LtwFnprFSSVHYtxteHxYEJb/eBb/Tb2M/RmF2J9RiAA3B/Txc0FUkDvcHLm9CdkHhiSiG5Rr9eaVlS9cq8C1G3Zqv5GzSg4PJ6X54e6ogJNSDkelDA51/5XLJIAA8zYdBkFAVY0BFVo9KmpMm7fqUVypQ3FVDYxGAVeKq1FjMJp3tb8VpUyKcD8XOCjl6O3tjNBuTlDJuZIytY6fxgGLHu6P5+7qhU9+uYAtqZeRXVyF7OIq/HQyD718nDEo0B3hfq5QyhnEqetiSCK7V1VjwO/ZxTh6uQQZ+RW4cZcxCQBfTe1QmK9GDT+NGr4adYvv/nFWydHNxfoK038aFgSjUUB+hRZXiqtRUK5FYUUNyrV66A21G8A6KGRwVMrg46pGd3cHdHd3hFIu5R1m1Cb83RzwxoN98dJ9ffD9sVz888ezyMivwJmr5ThztRwKmQThfq7oH+CG3j7OkHfgnsvW/Bnhfnf2iyGJ7FZeaTX2nstH+uVi6AzXo5Gvq9q863uIl2O73g4tlUrg7aLmStdNxC++9qFWyDBhUAAqawzIL9ciLbMI6ZdLUFhRg98vl+D3yyVQK6To66/BgO5uCOvmxLsnqUtgSCK7U1CuxY+n8pCeVWzuNfJ2UWFwkDv6BWjg7sT5FkQN8XJW4d4IX9wT7oPs4iqkZxXjaHYJSqv1SL1UhNRLRfBwUmJoiAeGhHjAQcnhX+q8RO8bXbFiBUJDQ6FWqxEVFYVffvml0fbJycmIioqCWq1GWFgYVq1aZfH88ePHMXHiRISEhEAikWDZsmU2eV/q/PRGI346lYd//ngWR+oCUoSfK6aPDMOcu3thVO9uDEhETSSRSNDd3RH39/fHi/f1wbSRoRga4gG1QorCihp8fzwXf/vhFHYez0VFA3d7EnV0ovYkbd68GXPnzsWKFSswfPhwfPzxxxg7dixOnDiBoKD6XeEZGRkYN24cpk+fjg0bNuDXX3/FjBkz0K1bN0ycOBEAUFlZibCwMDzyyCOYN2+eTd6XOr+80mpsPJhp3si1ZzdnjOnriwB3B5ErI7G0dh4Xh+uuk0okCPNyRpiXM8b188Pvl4vx6/l8XC3VYs+Za0i5UIC7+njjj1HdOdGbOhVRf7cuXboUTz/9NKZNm4bw8HAsW7YMgYGBWLlypdX2q1atQlBQEJYtW4bw8HBMmzYNU6dOxZIlS8xthgwZgr///e947LHHoFJZnyDb3Pelzu1odglWJJ/H1VItnJQyTIoOxFPDQxiQiNqAUi5FdIgHnrurF54YFgw/jRpavRHfHcvFfct+xqGLhWKXSNRkooWkmpoapKamIi4uzuJ4XFwc9u3bZ/U1KSkp9dqPGTMGhw4dgk7XtLVrWvK+AKDValFaWmrxoI5NEATsPp2HjQcyUaM3IszLCXPu6Y0BgdzlnqitSSUSRPi7YuadPTFxcACcVXJcyK/AIx+n4K/fnkC1znDrkxCJTLSQlJ+fD4PBAB8fH4vjPj4+yM3Ntfqa3Nxcq+31ej3y8/Pb7H0BYNGiRdBoNOZHYGBgk96PxCEIAnaeuIqkE1cBACN7euGp4aFwVvFeBaL2JJVIEBXsgXn39MYjUd0hCMC/9mbgj6v2Iauw4UVViToC0QeHb/4XvSAIjf4r31p7a8dt/b7z589HSUmJ+ZGVldWs96P29cPxXCSfuQYAGBvpi7H9/Np03zQiapyDUoa/PzIAn06JhrujAseyS/HAB3ux53Se2KURNUi0kOTl5QWZTFav9yYvL69eL4+Jr6+v1fZyuRyenp5t9r4AoFKp4OrqavGgjum3CwX4+Wxtz+IfBvhjJPecIuow7urjg//NHomBgW4oqdLh6c8OYcNvl8Qui8gq0UKSUqlEVFQUkpKSLI4nJSUhNjbW6mtiYmLqtd+5cyeio6OhUDRtA8+WvC91HrtP5+Gb9CsAgHsjfHB7WNPCMxG1H383B3z5TAz+GNUdBqOABV8dw3vfnTKPDBB1FKJO0EhMTER8fDyio6MRExOD1atXIzMzEwkJCQBqh7iys7Oxfv16AEBCQgI+/PBDJCYmYvr06UhJScGaNWuwceNG8zlrampw4sQJ8/9nZ2fjyJEjcHZ2Rs+ePZv0vtQ5ZRVWYvYXaRAADA5ywx292YPUVNzWhNqbUi7F3//YH0EejliadAarks+jWmfAGw9G8MYK6jBEDUmTJk1CQUEBFi5ciJycHERGRmLHjh0IDg4GAOTk5CAz8/pf3qGhodixYwfmzZuHjz76CP7+/li+fLl5jSQAuHLlCgYNGmT+ecmSJViyZAlGjx6NPXv2NOl9qfPRG4yYu/kIyrR6BHk4YsKgAP5FS9TBSSQSzL67F7q5qDB/61Gs23cReqMRC/8QCSnnEFIHIPqtPjNmzMCMGTOsPrdu3bp6x0aPHo3Dhw83eL6QkJAmddk29r7U+azYcx6pl4rgopJjUnQg5FLR70kgoiZ6fGgQZBIJXtr6Ozb8lgmDEXhnAoMSiU/0kETUWseyS/DPH88CABZO6IuqGqPIFRFRcz06JBAyqQTP/zcdGw9kwmA04r2H+zMokaj4z23q1IxGAa9/fQwGo4D7+/lhwsAAsUsiohaaGNUd/3h0IKQS4MtDl/HKtqOczE2iYkiiTu2rI9k4nFkMR6UMrz3ACZ9End2EQQFY9tggSCXApoNZ+Ov/TjIokWgYkqjTKqvWYdF3pwAAs+7qCV+NWuSKiMgW/jDAH+893B8AsGZvhnk4nai9MSRRp7Vyz3lcK9Mi1MsJT48IFbscIrKhR4cE4o0HIwAAy3adxb9+uSByRWSPGJKoUyqqqMFn+y4CAF4e2wcquUzcgojI5p4aHorn43oDAP76v5Ncz4vaHUMSdUqf/pqBihoDIvxcERfR8HYyRNS5zbyzJ54ZHQYAePWro/j6SLbIFZE9YUiiTqekUod1v14EAMy+uxcnaxN1YRKJBC/f1wdP3B4EQQASv0xH0omrYpdFdoIhiTqdtfsyUKbVo4+vC3uRiOyARCLBwj9E4uFBATAYBcz8/DD21m1iTdSWuJgkdSrVOoN5LtKsu3pyoTmiTqQ1c4r+NCwIf/tjf1TU6PHD8auYvv4QNkwbiqhgDxtWSGSJPUnUqfzv9xwUVeoQ4OaAsZF+YpdDRO1ILpNi+eODMLKXF6p0BkxZexDHskvELou6MIYk6lT+/dslALX/qpSxF4nI7qjkMnwcH4UhIe4oq9bj8U9+Q+qlIrHLoi6KIYk6jaOXS3AkqxgKmQSThgSKXQ4RicRRKcenU4aYg1L8mv3Yd45zlMj2GJKo0/j3bxcBAOP6+cHLWSVuMUQkKhe1Ap9NHYqRvbxQWWPA5LUH8FUalwcg2+LEbeoUSqp0+PrIFQDAkzHBIldD1LpJyGQbjko5PnkyGolfHsGOo7mYu/kILhVU4jne1EE2wp4k6hR+OJYLrd6IXt7OGBzkLnY5RNRBqBUyfPj4YDwzqnbByX/sOoNp6w+hqKJG5MqoK2BIok7h6/TabvQJgwK4eCQRWZBKJZg/LhyLJ/aDUi7FT6fy8MAHe7mWErUaQxJ1eFdLq7HvfAGA2t3BiYismTQkCNtmxCLE0xHZxVV4Ys1+vPCfdBSyV4laiCGJOrxv0q9AEICoYHcEejiKXQ4RdWB9/TX4dvZITI4JhkQC/Cf1Mkb9bTd2nbyKap1B7PKok2FIog5ve3rthO3xA9mLRES35qyS463xkfhvQgwiA1xRrtXjp1N5eO/7U/jqSDauFFdBEASxy6ROgHe3UYd24Vo5fr9cAplUgvv7cYVtImq6qGAPfDNrBL4/los3th9HXpkWBzIKcSCjEO6OCoT7uSLE0wlBHo5wdVCIXS51QAxJ1KF9dywXADCipxc8uTYSETWTRCLB2H5+KKyoQUZ+BfZnFOJkTimKKnXYd77APN9R46BAoIcjurs5IMDdAf4aBzgoZSJXT2JjSKIObdfJqwCAuL4+IlfS9rjuDlHbkUgkCOvmjLBuzqjRG3E2rwxnrpbjclElckuqUVKlQ0l2icVecO6OCgS4O8JgNGJ4Ty+Eejnx7lo7w5BEHVZ+uRZHsooBAHf36fohiYjah1IuRV9/Dfr6awAAWr0Bl4uqkFVYieziKlwprkJRpa7ucT049fJ2xsODu+PhwQHwcVWL+RGonTAkUYf106k8CALQL0ADXw3/QiKitqGSy9CjmzN6dHM2H6us0SOnpBqZhZUoq9Yh9VIRzuaVY/H3p/CPpDN4fGggnr2jJ/9u6uIYkqjD+rFuqO3ucG+RKyHqOjis2zSOSrk5OP1pWBBKqnT47mgOvjyUhcOZxfgs5RI2HczCC2Nuw1PDQyHjNihdEpcAoA6pWmfAz2dqV8u9J5xDbUQkLo2DAo8NDcKWZ2PxxfRhGBLiDq3eiL/+7yQeW52C7OIqsUukNsCQRB1SyoUCVOkM8HVVo6+/q9jlEBEBqJ0AHtvDC18+E4NFD/eDk1KGgxeL8NBHv+L4lZJbn4A6FYYk6pB+OpkHoHaojXeTEFFHI5FI8PjQIHw/dxT6+Logr0yLR1el4Jez18QujWyIIYk6pL3naofa7riN85GIqOMK9HDElwkxiO3hiYoaA6avP4S0zCKxyyIbYUiiDudKcRUy8isglQDDwjzELoeIqFGuagXWPTUUd9zWDdU6I57+7BAy8ivELotsgCGJOhzTCrj9u7vBVc2tAoio41PKpfjoT4PRv7sGhRU1mPzpAZRU6cQui1qJIYk6nH11Q22xPTxFroSIqOmcVHJ8OmUIurs7ILOwEq99dYwb6XZyDEnUoQiCgF/P14ak4T29RK6GiKh5vJxV+ODxQZBJJdiefgXb0rLFLolagSGJOpRr5VpcLdVCKZciKthd7HKIiJptUJA75t7dCwDw2lfHkFVYKXJF1FIMSdShnL9WO9kxOtgdagV34CaizmnGnT0xJMQdFTUGvP3tCbHLoRbitiTUoZzPKwfAoTYisiTmdiotfe/YHl44nFmMnSeu4ucz1zCqdzcbV0ZtjT1J1GEYBcF822wMJ20TUSfn46rG5JgQAMCb3xxHjd4obkHUbAxJ1GHkl2lRpTNArZCiX4BG7HKIiFptzj294OmkxIVrFfj3b5fELoeaicNt1GFcqpvcOKC7GxQy5nci6vw0Dgo8P+Y2zN96FCv3nMefhgbBQdn0+ZatGWb807CgFr+WavGbiDqMSwW1ISk6hHe1EVHX8ceo7uju7oD8ci02HhBvbhU1H0MSdRiXCkx3tnErEiLqOhQyKWbc0RMAsCr5PKp1BpEroqZiSKIOoVyrR0FFDQBgcBB7koioa5kYFQB/jRp5ZVr851CW2OVQEzEkUYeQWTfU5u2igsaR+7URUdeiksvw7B09AACrki/AYOR2JZ2B6CFpxYoVCA0NhVqtRlRUFH755ZdG2ycnJyMqKgpqtRphYWFYtWpVvTZbtmxBREQEVCoVIiIisG3bNovn9Xo9FixYgNDQUDg4OCAsLAwLFy6E0cjbM8VyqbB2qC3Y01HkSoiI2sYj0YFwd1Qgu7gKP53KE7scagJR727bvHkz5s6dixUrVmD48OH4+OOPMXbsWJw4cQJBQfVn5WdkZGDcuHGYPn06NmzYgF9//RUzZsxAt27dMHHiRABASkoKJk2ahLfffhsPPfQQtm3bhkcffRR79+7FsGHDAACLFy/GqlWr8Nlnn6Fv3744dOgQnnrqKWg0GsyZM6ddrwHVMk3aDvZwEnXROCKitqJWyPDokEB8nHwB61Mu4t4IH7FLoluQCCJuUTxs2DAMHjwYK1euNB8LDw/HhAkTsGjRonrtX3rpJWzfvh0nT540H0tISEB6ejpSUlIAAJMmTUJpaSm+++47c5v77rsP7u7u2LhxIwDggQcegI+PD9asWWNuM3HiRDg6OuLf//53k2ovLS2FRqNBSUkJXF1dm/fB7UBzgo7eYMRb356AwSjg/+7tDU9nVRtWRkTUfm6+DT+rsBKj/r4bggD89H+jEdbNudHXcwkA22vO97dow201NTVITU1FXFycxfG4uDjs27fP6mtSUlLqtR8zZgwOHToEnU7XaJsbzzlixAj8+OOPOHPmDAAgPT0de/fuxbhx41r9uaj5rpRUw2AU4KSUwcNJKXY5RERtJtDDEXfd5g0A2PAbe807OtGG2/Lz82EwGODjY9nd6OPjg9zcXKuvyc3Ntdper9cjPz8ffn5+Dba58ZwvvfQSSkpK0KdPH8hkMhgMBrzzzjt4/PHHG6xXq9VCq9Wafy4tLW3yZ6XGZRfVDrV1d3eERCIRuRoiorYVHxOMH0/l4T+pWXhhzG3NWlyS2pfoE7dv/lIUBKHRL0pr7W8+fqtzbt68GRs2bMAXX3yBw4cP47PPPsOSJUvw2WefNfi+ixYtgkajMT8CAwNv/eGoSbKLqwAAAe4OIldCRNT2RvXqhkAPB5RV67HzhPVOAeoYRAtJXl5ekMlk9XqN8vLy6vUEmfj6+lptL5fL4enp2WibG8/5wgsv4OWXX8Zjjz2Gfv36IT4+HvPmzbM6D8pk/vz5KCkpMT+ysrjOha1cLqoNSd3dGJKIqOuTSiV4aFB3AMBXadkiV0ONEW24TalUIioqCklJSXjooYfMx5OSkjB+/Hirr4mJicE333xjcWznzp2Ijo6GQqEwt0lKSsK8efMs2sTGxpp/rqyshFRqmQ9lMlmjSwCoVCqoVJxQbGtavQHXymqHMdmTRERdTUMTr+V1oxvJZ65h9c8X4KziVqodkai/KomJiYiPj0d0dDRiYmKwevVqZGZmIiEhAUBt7012djbWr18PoPZOtg8//BCJiYmYPn06UlJSsGbNGvNdawAwZ84cjBo1CosXL8b48ePx9ddfY9euXdi7d6+5zYMPPoh33nkHQUFB6Nu3L9LS0rB06VJMnTq1fS8A4UpxNQTUbgLpouYikkRkH7xcVOju7oDLRVX4/XIxYnt4iV0SWSFqSJo0aRIKCgqwcOFC5OTkIDIyEjt27EBwcDAAICcnB5mZ11N4aGgoduzYgXnz5uGjjz6Cv78/li9fbl4jCQBiY2OxadMmLFiwAK+99hp69OiBzZs3m9dIAoAPPvgAr732GmbMmIG8vDz4+/vjmWeeweuvv95+H54A3DAfiUNtRGRnBga64XJRFY5kMSR1VKKuk9SZcZ2kxjV1bY/NBzORfrkE90b44M6622KJiOxBuVaP9747CaMAzLunN7q52HZKB9dJsq5TrJNEBHDSNhHZL2eVHL28XQAAR7OLxS2GrGJIItFU1RhQUFEDgMNtRGSfIgNqezJOXOHaex0RQxKJ5kpJbS+Su6MCjryzg4js0G2+rpCgdueBosoascuhmzAkkWiyizhpm4jsm7NKjhAvJwDsTeqIGJJINDl1PUn+DElEZMci/OqG3HIYkjoahiQSTU5JNQDAV6MWuRIiIvGYQtLF/AqUa/UiV0M3YkgiUegMRuSX16607adhTxIR2S93JyX8NWoIAE7nsjepI2FIIlHklWphFABHpQyuak7aJiL7Fu5vGnIrE7kSuhFDEonCNB/JV6OGpG4PIyIie9XHpzYkXbhWDn0j+4hS+2pRSMrIyLB1HWRnckpr5yP5uXI+EhGRn5saTkoZtHojMgsrxS6H6rQoJPXs2RN33nknNmzYgOrqalvXRHYgt27Sth/vbCMiglQiQS+f2tW3z14tF7kaMmlRSEpPT8egQYPwf//3f/D19cUzzzyDAwcO2Lo26qIEQTAPt/nxzjYiIgBAL29nAMDZq5yX1FG0KCRFRkZi6dKlyM7Oxtq1a5Gbm4sRI0agb9++WLp0Ka5du2brOqkLKa7SoVpnhEwisfmGjkREnZWpJ+lKSTXKqnUiV0NAKyduy+VyPPTQQ/jyyy+xePFinD9/Hs8//zy6d++OJ598Ejk5Obaqk7oQ01BbNxcV5FLeO0BEBNSuvu3vVtu7fi6PQ24dQau+oQ4dOoQZM2bAz88PS5cuxfPPP4/z58/jp59+QnZ2NsaPH2+rOqkLucKhNiIiq3p5181LYkjqEFq0QM3SpUuxdu1anD59GuPGjcP69esxbtw4SOt6BUJDQ/Hxxx+jT58+Ni2WugbzpG2GJCIiC719XJB85hrOXi2DIAhcIkVkLQpJK1euxNSpU/HUU0/B19fXapugoCCsWbOmVcVR13S1tHalbR+GJCIiC4EeDlDIJKioMeBqmRa+XCZFVC0KSUlJSQgKCjL3HJkIgoCsrCwEBQVBqVRi8uTJNimSug6dwYiCuu1IfFz4h5+I6EZyqRTBnk44l1eOjGvlDEkia9GcpB49eiA/P7/e8cLCQoSGhra6KOq68su1EAA4KGRw4XYkRET1hHk5AQAu5FeIXAm1KCQJgmD1eHl5OdRqpl5q2NW6lba9XVUcaycissIUkjLyK2Bs4PuW2kez/imfmJgIAJBIJHj99dfh6Ohofs5gMGD//v0YOHCgTQukrsU8H4ldyEREVgW4O0Ihk6CyxoC8Ui18OX9TNM0KSWlpaQBqe5KOHj0KpVJpfk6pVGLAgAF4/vnnbVshdSmmniSGJCIi62RSCUI8nXA2rxwX8ssZkkTUrJC0e/duAMBTTz2Ff/7zn3B1dW2ToqjryiszTdrmSttERA0J9aoLSdcqENvDS+xy7FaLZs6uXbvW1nWQHajRG1FYUQMA8GZPEhFRg8K6OQO4ap6XJOUcTlE0OSQ9/PDDWLduHVxdXfHwww832nbr1q2tLoy6nryy2qE2J5Uczire2UZE1JAANwcoZVJU6Qy4WloNP42D2CXZpSZ/U2k0GvPdSBqNps0Koq7r+qRtDrURETVGJpUgyMMR566V41JBJUOSSJockm4cYuNwG7VEnmnSNheRJCK6pSDP2pCUWViJ28M8xS7HLrVonaSqqipUVlaaf7506RKWLVuGnTt32qww6nqulvHONiKipgr2qF1m51IBF5UUS4tC0vjx47F+/XoAQHFxMYYOHYr3338f48ePx8qVK21aIHUdHG4jImq6QA9HSAAUVepQWq0Tuxy71KKQdPjwYYwcORIA8N///he+vr64dOkS1q9fj+XLl9u0QOoatDoDSqpq/5B7c7iNiOiW1AqZuec9s6DyFq2pLbQoJFVWVsLFxQUAsHPnTjz88MOQSqW4/fbbcenSJZsWSF3DtbpNbZ1VcjgoZSJXQ0TUOQR7cshNTC0KST179sRXX32FrKws/PDDD4iLiwMA5OXlcYFJssq0iGQ3LiJJRNRk5pBUyJ4kMbQoJL3++ut4/vnnERISgmHDhiEmJgZAba/SoEGDbFogdQ3X6kKSN0MSEVGTBXnUbnZ7pbgKOoNR5GrsT4tW9PvjH/+IESNGICcnBwMGDDAfv/vuu/HQQw/ZrDjqOq6xJ4mIqNncHRVwUctRVq3H5aIqhHo5iV2SXWnxsse+vr7w9fW1ODZ06NBWF0RdE4fbiIiaTyKpXVTy+JVSZBZUMCS1sxaFpIqKCrz33nv48ccfkZeXB6PRsgvwwoULNimOugaDUUBhhWm4jXe2ERE1hykkZRVViV2K3WlRSJo2bRqSk5MRHx8PPz8/83YlRNYUlGthFAClXApXNfdsIyJqju7utZO3Lxdx8nZ7a9E31nfffYf//e9/GD58uK3roS7IPNTmrGKgJiJqpgA3B0gAlFbrUVKlg8ZBIXZJdqNFd7e5u7vDw8PD1rVQF5VfzjvbiIhaSimXmheVZG9S+2pRSHr77bfx+uuvW+zfRtQQTtomImqd7u4OAIDLnJfUrlo03Pb+++/j/Pnz8PHxQUhICBQKy66/w4cP26Q46hp4+z8RUesEejji0KUiZLEnqV21KCRNmDDBxmVQVyUIAkMSEVErmXqSsouqYBQESDm/s120KCS98cYbtq6DuqiSKh1qDEZIJYCnE0MSEVFLeLuooZBJoNUbkV+mhbcrl1NpDy2akwQAxcXF+Ne//oX58+ejsLAQQO0wW3Z2ts2Ko84vv7wGAODhpIJMyn/5EBG1hEwqQYBb7VIAXC+p/bQoJP3+++/o3bs3Fi9ejCVLlqC4uBgAsG3bNsyfP9+W9VEnZ7qzrZuzUuRKiIg6t0Dz5G3OS2ovLQpJiYmJmDJlCs6ePQu1+nqX39ixY/Hzzz8361wrVqxAaGgo1Go1oqKi8MsvvzTaPjk5GVFRUVCr1QgLC8OqVavqtdmyZQsiIiKgUqkQERGBbdu21WuTnZ2NJ554Ap6ennB0dMTAgQORmprarNrp1kwhycuZQ21ERK3R3cO0qCR7ktpLi0LSwYMH8cwzz9Q7HhAQgNzc3CafZ/PmzZg7dy5effVVpKWlYeTIkRg7diwyMzOtts/IyMC4ceMwcuRIpKWl4ZVXXsHs2bOxZcsWc5uUlBRMmjQJ8fHxSE9PR3x8PB599FHs37/f3KaoqAjDhw+HQqHAd999hxMnTuD999+Hm5tb0y8CNQlDEhGRbQS41fYk5ZZWQ3/TdmDUNlo0cVutVqO0tLTe8dOnT6Nbt25NPs/SpUvx9NNPY9q0aQCAZcuW4YcffsDKlSuxaNGieu1XrVqFoKAgLFu2DAAQHh6OQ4cOYcmSJZg4caL5HPfee6952G/+/PlITk7GsmXLsHHjRgDA4sWLERgYiLVr15rPHRIS0uS6qelMc5I8XTjcRkTUGu6OCqgVUlTrjMgr1cK/LjRR22lRT9L48eOxcOFC6HQ6ALW7FGdmZuLll182h5VbqampQWpqKuLi4iyOx8XFYd++fVZfk5KSUq/9mDFjcOjQIXMtDbW58Zzbt29HdHQ0HnnkEXh7e2PQoEH45JNPmlQ3NZ3eYERRRW1IYk8SEVHrSCQSczC6Uswht/bQopC0ZMkSXLt2Dd7e3qiqqsLo0aPRs2dPuLi44J133mnSOfLz82EwGODj42Nx3MfHp8Ehu9zcXKvt9Xo98vPzG21z4zkvXLiAlStXolevXvjhhx+QkJCA2bNnY/369Q3Wq9VqUVpaavGgxhVW1EBA7ZL6LipubEtE1FqmIbdshqR20aJvLldXV+zduxe7d+9GamoqjEYjBg8ejHvuuafZ57p5w1NBEBrdBNVa+5uP3+qcRqMR0dHRePfddwEAgwYNwvHjx7Fy5Uo8+eSTVt930aJFeOutt5rwicjENNTm5azkxrZERDbAkNS+mh2SjEYj1q1bh61bt+LixYuQSCQIDQ2Fr6/vLQPOjby8vCCTyer1GuXl5dXrCTLx9fW12l4ul8PT07PRNjee08/PDxERERZtwsPDLSaA32z+/PlITEw0/1xaWorAwMBGPiFx0jYRkW2ZhttyS6phMApcf66NNWu4TRAE/OEPf8C0adOQnZ2Nfv36oW/fvrh06RKmTJmChx56qMnnUiqViIqKQlJSksXxpKQkxMbGWn1NTExMvfY7d+5EdHS0ef+4htrceM7hw4fj9OnTFm3OnDmD4ODgButVqVRwdXW1eFDjGJKIiGzLw0kJlVwKvVFAXlm12OV0ec3qSVq3bh1+/vln/Pjjj7jzzjstnvvpp58wYcIErF+/vsEhq5slJiYiPj4e0dHRiImJwerVq5GZmYmEhAQAtb032dnZ5rlCCQkJ+PDDD5GYmIjp06cjJSUFa9asMd+1BgBz5szBqFGjsHjxYowfPx5ff/01du3ahb1795rbzJs3D7GxsXj33Xfx6KOP4sCBA1i9ejVWr17dnMtBt3DjcBsREbWetG7ydkZ+BbKLquCn4R1ubalZPUkbN27EK6+8Ui8gAcBdd92Fl19+GZ9//nmTzzdp0iQsW7YMCxcuxMCBA/Hzzz9jx44d5h6dnJwcizWTQkNDsWPHDuzZswcDBw7E22+/jeXLl1vcURcbG4tNmzZh7dq16N+/P9atW4fNmzdj2LBh5jZDhgzBtm3bsHHjRkRGRuLtt9/GsmXL8Oc//7k5l4NuoYA9SURENmeal3SlhPOS2ppEMM18bgJfX198//33GDhwoNXn09LSMHbs2GYtKNlZlZaWQqPRoKSkhENvVny6NwMLvz0BAHjt/gg4KGUiV0RE1DWkZxVj86EsBLo74Nk7ejbY7k/Dgtqxqs6jOd/fzepJKiwsbHBSNVB7q31RUVFzTkldVEHdUJuTSs6ARERkQ6bJ2zl1k7ep7TQrJBkMBsjlDU9jkslk0Ov1rS6KOr/rk7Y5H4mIyJY8nZVQymonb5v+rqW20ayJ24IgYMqUKVCprM8x0Wr5i0W1eGcbEVHbkEok8NWokVlYidySavi4qm/9ImqRZoWkyZMn37JNU+9so66NIYmIqO2YQlJOSRUGBLqJXU6X1ayQdOOGsESNMd3+343DbURENuenqe09yinhWkltqUV7txE1RhCuj5N7sieJiMjmTOsj5TIktSmGJLK5/PIaaPVGSAB4OrEniYjI1nxd1ZAAKNPqUVatE7ucLoshiWwuI78CAODmqIBcxt9iRES2ppRL4Vk3nYG9SW2H32Bkcxn55QA4aZuIqC2Zhtw4L6ntMCSRzV2o60liSCIiajvXJ29ze5K2wpBENpdxzRSSOB+JiKit8A63tseQRDaXwZ4kIqI251s33JZfroXOYBS5mq6JIYlsymAUcKmgEgBDEhFRW3JVy+GolMEoAFdL2ZvUFhiSyKauFFehxmCEXCqBxlEhdjlERF2WRCKBP9dLalMMSWRTpknbHk5KSCUSkashIurafOvmJV1hSGoTDElkUxnXePs/EVF7MU3ezuUdbm2CIYlsipO2iYjaz41rJQmCIHI1XQ9DEtnU9TWSePs/EVFb6+aigkwqgVZvRFEltyexNYYksin2JBERtR+ZVAIfl9q/b7mopO0xJJHNVOsMyC6u/UPq5cKQRETUHrg9SdthSCKbySyshCAALmo5nJQyscshIrILvlx5u80wJJHNXKjbjiTMywkS3v5PRNQu/Nx4h1tbYUgimzHNRwr1chK5EiIi++HnWjvcVlSpQ1WNQeRquhaGJLKZjPzaNZJCvZxFroSIyH44KGVwq9vhIJfbk9gUQxLZjLknqRt7koiI2pOfq2leEofcbIkhiWzGFJLCONxGRNSufLmHW5tgSCKbKKnSIb+8BgAQwpBERNSu/HiHW5tgSCKbuFjXi+TtooKzSi5yNURE9sW0DMDV0moYuT2JzTAkkU3wzjYiIvF4OCmhkEmgNwooqOvVp9ZjSCKbMO3ZFsZJ20RE7U4qkcC3bvI273CzHYYksgn2JBERiev6ytu8w81WGJLIJrhGEhGRuMw9SZy8bTMMSdRqgiAg4xp7koiIxGReBoDDbTbDkEStllemRUWNAVIJEOjhIHY5RER2ydSTVMztSWyGIYlazbSxbaCHI1RymcjVEBHZJwelDG4O3J7ElhiSqNUu1M1H4krbRETiMk3eZkiyDYYkarXr85E4aZuISEzmkMTJ2zbBkEStxjWSiIg6hut3uHEZAFtgSKJW48a2REQdw43DbUYjtydpLYYkapUavRGZhZUAgLBuHG4jIhKTl7MKcqkEOoNg/ruZWo4hiVolq6gSBqMAB4UMPq4qscshIrJrUokEPnVDbidzSkWupvNjSKJWuXDDIpISiUTkaoiIyDTkdjK3TORKOj+GJGoV03YknLRNRNQxmCZvn2JPUqsxJFGrmHqSOGmbiKhj8DP3JDEktRZDErXK9dv/OWmbiKgjMPUkZRVWoaxaJ3I1nZvoIWnFihUIDQ2FWq1GVFQUfvnll0bbJycnIyoqCmq1GmFhYVi1alW9Nlu2bEFERARUKhUiIiKwbdu2Bs+3aNEiSCQSzJ07t7UfxS5d4Ma2REQdiqNKDle1HABw5irnJbWGqCFp8+bNmDt3Ll599VWkpaVh5MiRGDt2LDIzM622z8jIwLhx4zBy5EikpaXhlVdewezZs7FlyxZzm5SUFEyaNAnx8fFIT09HfHw8Hn30Uezfv7/e+Q4ePIjVq1ejf//+bfYZu7LSah3yy7UAgFDOSSIi6jD8NLWbjZ/MYUhqDVFD0tKlS/H0009j2rRpCA8Px7JlyxAYGIiVK1dabb9q1SoEBQVh2bJlCA8Px7Rp0zB16lQsWbLE3GbZsmW49957MX/+fPTp0wfz58/H3XffjWXLllmcq7y8HH/+85/xySefwN3dvS0/Zpdl2o7Ey1kFV7VC5GqIiMjEfIcbJ2+3imghqaamBqmpqYiLi7M4HhcXh3379ll9TUpKSr32Y8aMwaFDh6DT6Rptc/M5Z86cifvvvx/33HNPaz+K3crgdiRERB2S+Q43LgPQKnKx3jg/Px8GgwE+Pj4Wx318fJCbm2v1Nbm5uVbb6/V65Ofnw8/Pr8E2N55z06ZNOHz4MA4ePNjkerVaLbRarfnn0lKm8wvcjoSIqEMy9SSdzi2D0ShAKuU6di0h+sTtmxcgFASh0UUJrbW/+Xhj58zKysKcOXOwYcMGqNXqJte5aNEiaDQa8yMwMLDJr+2qLlzjGklERB2Rl7MKSpkU5Vo9Lhdxs9uWEi0keXl5QSaT1es1ysvLq9cTZOLr62u1vVwuh6enZ6NtTOdMTU1FXl4eoqKiIJfLIZfLkZycjOXLl0Mul8NgMFh97/nz56OkpMT8yMrKatHn7kpMw22hXrz9n4ioI5FJJejlU/t3M9dLajnRQpJSqURUVBSSkpIsjiclJSE2Ntbqa2JiYuq137lzJ6Kjo6FQKBptYzrn3XffjaNHj+LIkSPmR3R0NP785z/jyJEjkMlkVt9bpVLB1dXV4mHPBEHgnCQiog6sj2/t99Qp3uHWYqLNSQKAxMRExMfHIzo6GjExMVi9ejUyMzORkJAAoLb3Jjs7G+vXrwcAJCQk4MMPP0RiYiKmT5+OlJQUrFmzBhs3bjSfc86cORg1ahQWL16M8ePH4+uvv8auXbuwd+9eAICLiwsiIyMt6nBycoKnp2e949Swq6VaVNYYIJNKEOjuKHY5RER0k3A/FwC8w601RA1JkyZNQkFBARYuXIicnBxERkZix44dCA4OBgDk5ORYrJkUGhqKHTt2YN68efjoo4/g7++P5cuXY+LEieY2sbGx2LRpExYsWIDXXnsNPXr0wObNmzFs2LB2/3xdmWk+UpCHI5Ry0ae2ERHRTcL96nqSONzWYhLBNPOZmqW0tBQajQYlJSV2OfS24bdLWPDVMdzVxxufThlS7/kv9ltfEJSIiNrHmL4+iPrrLkgkwLE3x8BJJWq/SIfRnO9vdgFQi3BjWyKijs3TWYVuLioIArcnaSmGJGqRjPza4TZuR0JE1HGZhty4PUnLMCRRi1xfSJK3/xMRdVThvrWTtzkvqWUYkqjZavRGZBVWAuDt/0REHVmfujvcuAxAyzAkUbNlFlbAKABOShm8XVRil0NERA0wD7flloL3aTUfQxI1m2nSdmg3p0a3kCEiInGFeTlDIZOgrFqP7GJuT9JcDEnUbJyPRETUOSjlUvToVvt3NYfcmo8hiZrNtJBkKG//JyLq8LioZMsxJFGzncurDUk9vdmTRETU0V3fnoQ9Sc3FkETNIggCzjIkERF1GqaNbk+yJ6nZGJKoWa6VaVFWrYdUwuE2IqLOwLQMwMX8ClTVGESupnNhSKJmMQ21BXk4Qq2QiVwNERHdireLGl7OShi5PUmzMSRRs5y7xqE2IqLOxjTkxsnbzcOQRM1i6knqwZBERNRp9PHl5O2WYEiiZjHf2daNIYmIqLPoY97olj1JzcGQRM3C2/+JiDof0zIAp3LLuD1JMzAkUZOVVuuQV6YFwOE2IqLOpKe3M2RSCUqqdMgtrRa7nE6DIYmazNSL5OOqgqtaIXI1RETUVCq5DD261S7bwu1Jmo4hiZqMQ21ERJ2XaXuSE5yX1GQMSdRk5+tCUi9vF5ErISKi5jItA8CQ1HQMSdRkZ3n7PxFRpxUZUBeSrjAkNRVDEjUZb/8nIuq8+vprAAAZ+RUoq9aJXE3nwJBETVJZo0dmYSUAoLcPQxIRUWfj4aREgJsDAPYmNRVDEjXJmau1vUhezip4OqtEroaIiFqir3/tkNsxhqQmYUiiJjmTW3vLqGlpeyIi6nxMQ27Hs0tErqRzYEiiJjldt3N0bx+GJCKizso0efvYFYakpmBIoiY5UxeSbvPlfCQios4qMqC2J+lcXjmqagwiV9PxMSRRk5zKZU8SEVFn5+2igpezCkYBOJnLeUm3wpBEt1RYUYNrdXu29WJIIiLqtCQSiXnIjfOSbo0hiW7JNNQW6OEAZ5Vc5GqIiKg1Ik2Tt3mH2y0xJNEtmecjsReJiKjTM/UkHWVP0i0xJNEtcT4SEVHXYZq8fTq3DNU6Tt5uDEMS3ZJpjaTbuEYSEVGnF+DmAE8nJfRGASe52W2jGJKoUYIgcI0kIqIuRCKRoH/32t6k9KxicYvp4BiSqFE5JdUoq9ZDJpUgrJuT2OUQEZEN9O/uBgD4/TLnJTWGIYkaZbr7oZe3M1RymcjVEBGRLQwIrOtJulwsbiEdHEMSNcq0U3RE3aaIRETU+Zl6ki7kV6CsWiduMR0YQxI16kRObVdshB9DEhFRV+HlrEKAmwMEgUsBNIYhiRp1nD1JRERdkmnIjfOSGsaQRA0qqdLhclEVAKCvn0bkaoiIyJauT94uFrWOjowhiRpkWj8jwM0BGkeFyNUQEZEtXV8GgD1JDWFIogaZhtr6cqiNiKjL6ReggUQCZBdXIb9cK3Y5HRJDEjWId7YREXVdLmoFenk7AwDSMovFLaaDYkiiBh2/wjvbiIi6ssFB7gCA1EtFIlfSMTEkkVVavQHn8soBAH0DOGmbiKgrGhxcG5IOMyRZJXpIWrFiBUJDQ6FWqxEVFYVffvml0fbJycmIioqCWq1GWFgYVq1aVa/Nli1bEBERAZVKhYiICGzbts3i+UWLFmHIkCFwcXGBt7c3JkyYgNOnT9v0c3V2Z6+WQ28UoHFQwF+jFrscIiJqA1F1ISn9cjF0BqPI1XQ8ooakzZs3Y+7cuXj11VeRlpaGkSNHYuzYscjMzLTaPiMjA+PGjcPIkSORlpaGV155BbNnz8aWLVvMbVJSUjBp0iTEx8cjPT0d8fHxePTRR7F//35zm+TkZMycORO//fYbkpKSoNfrERcXh4qKijb/zJ2Faaitr78rJBKJyNUQEVFbCPNygpujAlq90TwPla6TCIIgiPXmw4YNw+DBg7Fy5UrzsfDwcEyYMAGLFi2q1/6ll17C9u3bcfLkSfOxhIQEpKenIyUlBQAwadIklJaW4rvvvjO3ue++++Du7o6NGzdarePatWvw9vZGcnIyRo0a1aTaS0tLodFoUFJSAlfXrjdnZ/7Wo9h4IBMJo3vg5bF9mv36L/ZbD7pERNQ+/jQsqEntpq47iJ9O5eH1ByIwdURoG1clvuZ8f4vWk1RTU4PU1FTExcVZHI+Li8O+ffusviYlJaVe+zFjxuDQoUPQ6XSNtmnonABQUlLba+Lh4dHsz9FVpWcVAwAGBnI+EhFRVzY4yA0AcDiT85JuJhfrjfPz82EwGODj42Nx3MfHB7m5uVZfk5uba7W9Xq9Hfn4+/Pz8GmzT0DkFQUBiYiJGjBiByMjIBuvVarXQaq+vI1Fa2nW7JatqDDh9tQwAMCDQTdxiiIioTXHydsNEn7h983wXQRAanQNjrf3Nx5tzzlmzZuH3339vcCjOZNGiRdBoNOZHYGBgo+07s+NXSmAwCvB2UcHXlZO2iYi6sgHd3SCTSnClpBo5JVVil9OhiBaSvLy8IJPJ6vXw5OXl1esJMvH19bXaXi6Xw9PTs9E21s753HPPYfv27di9eze6d+/eaL3z589HSUmJ+ZGVlXXLz9hZHakbahsQ6MZJ20REXZyTSo4+vi4AuF7SzUQLSUqlElFRUUhKSrI4npSUhNjYWKuviYmJqdd+586diI6OhkKhaLTNjecUBAGzZs3C1q1b8dNPPyE09NYT1VQqFVxdXS0eXVV63Y7QAznURkRkF4aE1M7JPZBRKHIlHYuow22JiYn417/+hU8//RQnT57EvHnzkJmZiYSEBAC1vTdPPvmkuX1CQgIuXbqExMREnDx5Ep9++inWrFmD559/3txmzpw52LlzJxYvXoxTp05h8eLF2LVrF+bOnWtuM3PmTGzYsAFffPEFXFxckJubi9zcXFRVsZsRuD5pe0DdDtFERNS13R5WG5L2X2BIupFoE7eB2tv1CwoKsHDhQuTk5CAyMhI7duxAcHAwACAnJ8dizaTQ0FDs2LED8+bNw0cffQR/f38sX74cEydONLeJjY3Fpk2bsGDBArz22mvo0aMHNm/ejGHDhpnbmJYcuOOOOyzqWbt2LaZMmdJ2H7gTKKyoQWZhJQCgX3fe2UZEZA+GhtZOWTl9tQwF5Vp4OqtErqhjEHWdpM6sq66TtPtUHp5adxA9ujnhx/+7o8Xn4TpJRETiauo6SSZj/vEzTl8tw8o/D8bYfn5tVJX4OsU6SdQx3Thpm4iI7Id5yI3zkswYksiCaTExTtomIrIvt4fVDrn9dqFA5Eo6DoYkMtMZjObbP4eGcvVxIiJ7Yvp7/1RuGQorakSupmNgSCKz41dKUVljgMZBgd7eLmKXQ0RE7cjTWYXePs4AuBSACUMSmR2s+0MxJMQdUikXkSQisjcccrPEkERmpsl6HGojIrJPMXUh6Zez10SupGNgSCIAgNEo4OBFU0jyFLkaIiISQ2xPL8ikEpy/VoHLRZVilyM6hiQCAJzJK0NJlQ6OShn6+neddZ+IiKjpNA4KDKq7u/nnM/niFtMBMCQRgOuT9AYHuUMh428LIiJ7Nbp3NwDAz2c45MZvQwLA+UhERFRrVF1I+vVcPnQGo8jViIshiWA0CuZNDU07QRMRkX3qF6CBh5MSZVo90jKLxS5HVAxJhJO5pcgv18JBIcPgYDexyyEiIhFJpRKM6OkFgENuDEmE5Lo/BLE9PKGSy0SuhoiIxGaal7TnTJ7IlYiLIYmQfLo2JI2+rZvIlRARUUcwqnc3SCTAsexSXCmuErsc0TAk2blyrd68X9uoXgxJREQEdHNRITrYHQCw83iuyNWIhyHJzu07lw+9UUCwpyNCvJzELoeIiDqIMX19AQDfMySRvTLNRzKNPxMREQHXQ9KBjEIUlGtFrkYcDEl2TBAEhiQiIrIq0MMRkQGuMArArpNXxS5HFAxJduxcXjkuF1VBIZOYd34mIiIyuc805HbMPofcGJLs2I6jtb/ph/f0gpNKLnI1RETU0dwXWRuS9p7LR2m1TuRq2h9Dkh3bcTQHAHB/Pz+RKyEioo6op7cLeno7Q2cQ8P1R++tNYkiyU+fyynD6ahkUMgniInzFLoeIiDqohwcHAAD+e/iyyJW0P4YkO/W/368PtWkcFSJXQ0REHdVDgwIgkdTe5XapoELsctoVQ5Kd4lAbERE1hZ/GwbyX25bD2SJX074YkuwQh9qIiKg5/hjVHQCw9fBlGI2CyNW0H4YkO7QtrfZfAhxqIyKipoiL8IWLSo7LRVX4LaNA7HLaDUOSndEZjPjyUO3ku0ejA0WuhoiIOgMHpQwPDPAHAGz47ZLI1bQfhiQ7s+vEVVwr08LLWYV7I3zELoeIiDqJybHBAGoXlswqrBS5mvbBkGRnvjiQCQB4NLo7FDL+8hMRUdP08XXFyF5eMArAun0XxS6nXfBb0o5czK/AL2fzIZEAjw8NErscIiLqZJ4eEQoA2HwwC2V2sAI3Q5Id2VjXizSqVzcEejiKXA0REXU2o3t3Q09vZ5Rr9dh8MEvsctocQ5KdKKqowef7a0NS/O3BIldDRESdkUQiMfcmrf75Aipr9CJX1LYYkuzEmr0ZKNfqEeHnirvDvcUuh4iIOqmJg7sj0MMBeWVarP31otjltCmGJDtQXFljnmQ3++5ekEgk4hZERESdllIuxfNxtwEAVu05j8KKGpErajsMSXbA1IsU7ueKON72T0RErfRgf39E+LmiTKvHR7vPiV1Om2FI6uKuFFfh070ZAIA5d/eCVMpeJCIiah2pVIKXxvYBAKxPuYhTuaUiV9Q2GJK6uDe2H0dFjQFRwe7sRSIiIpsZ1csL90b4QGcQ8Px/0qEzGMUuyeYYkrqw74/lIunEVcilEix6uB97kYiIyGYkEgnemRAJjYMCx7JLsfrnC2KXZHMMSV1USaUOb24/DgB4ZnQYevu4iFwRERF1Nd6uarz5hwgAwLJdZ5CeVSxuQTbGkNQFGYwCZm9KQ25pNUI8HfHcXb3ELomIiLqoCQMDEFc37DZ9/SHkllSLXZLNMCR1QX/74RSSz1yDWiHFR38eDLVCJnZJRETURUkkErz/6AD08nZGXpkW09cfQlWNQeyybIIhqYv5fP8lfJxcOy789z8OQF9/jcgVERFRV+eiVmDN5CFwd1TgaHYJpq47iHJt51+NmyGpC/nk5wt4ddsxAMCMO3rgwQH+IldERET2IsjTEZ88GQ0npQwpFwrw509+Q1EnX2iSIakLqNEb8ddvT+CdHScBAAmje+CFMbeJXBUREdmb6BAPbPzL7XB3VCD9cgke/HAvUi8ViV1WizEkdXJnr5Zhwke/4l91C0a+MOY2vDy2D7ceISIiUfTv7oYvn4lBd3cHXC6qwqMfp2DpztOdcjNc0UPSihUrEBoaCrVajaioKPzyyy+Ntk9OTkZUVBTUajXCwsKwatWqem22bNmCiIgIqFQqREREYNu2ba1+347mSnEV5m/9Hff98xecyCmFu6MCq56Iwsw7e4pdGhER2blePi7YMWckJgz0h8EoYPlP5zD673vw75SLnSosiRqSNm/ejLlz5+LVV19FWloaRo4cibFjxyIzM9Nq+4yMDIwbNw4jR45EWloaXnnlFcyePRtbtmwxt0lJScGkSZMQHx+P9PR0xMfH49FHH8X+/ftb/L4dRWWNHt8fy8X09Ycw6m+7sfFAFgxGAfeEe+P7uaNwX6Sv2CUSEREBAFzVCix7bBA++tNgBHo44FqZFq99fRzD3vkRr247il/P5UOr79h3wUkEQRDEevNhw4Zh8ODBWLlypflYeHg4JkyYgEWLFtVr/9JLL2H79u04efKk+VhCQgLS09ORkpICAJg0aRJKS0vx3Xffmdvcd999cHd3x8aNG1v0vtaUlpZCo9GgpKQErq6uzfvgtyAIAkqqdLhcVIVzeeU4mVuKtEvFSMsqgs5w/Zfr9jAP/F/cbRgS4mHT97eFL/Z37MBJRNTV/WlYkNglmNXojdh4IBOf/pqBSwWV5uOOShkGB7mjX3cN+vi6IMDNAf5uDvBxVUPWRrtENOf7W94mFTRBTU0NUlNT8fLLL1scj4uLw759+6y+JiUlBXFxcRbHxowZgzVr1kCn00GhUCAlJQXz5s2r12bZsmUtft/29FVaNhZ8dazBWycD3BzwQH8/TIzqzlW0iYioU1DKpZgcG4L424Px24UCbE3Lxp7T15BfrsXec/nYey7for1MKoGvqxpj+vri9QcjRKpaxJCUn58Pg8EAHx/LTVd9fHyQm5tr9TW5ublW2+v1euTn58PPz6/BNqZztuR9AUCr1UKr1Zp/LikpAVCbSG1Joqsyn9PTSYkgD0fc5uuCPr4uGBrmgUB3x7pJ2YLN39uWKivKxC6BiMiuddTviEhvJSLHhGLBvSE4fbUUR7NLceJKCS7mVyKntApXS7TQGQVkVVXgmp/K5p/DdL6mDKSJFpJMbr4LSxCERu/Mstb+5uNNOWdz33fRokV466236h0PDAxs8DWtlQXgSJudnYiIurLpYhdgAx8C+HBK25y7rKwMGk3jCy6LFpK8vLwgk8nq9d7k5eXV6+Ux8fX1tdpeLpfD09Oz0Tamc7bkfQFg/vz5SExMNP9sNBpRWFgIT09P3m5/k9LSUgQGBiIrK8vm87W6Al6fhvHaNI7Xp2G8No3j9blOEASUlZXB3//WCy6LFpKUSiWioqKQlJSEhx56yHw8KSkJ48ePt/qamJgYfPPNNxbHdu7ciejoaCgUCnObpKQki3lJO3fuRGxsbIvfFwBUKhVUKpXFMTc3t6Z9WDvl6upq938YG8Pr0zBem8bx+jSM16ZxvD61btWDZCLqcFtiYiLi4+MRHR2NmJgYrF69GpmZmUhISABQ23uTnZ2N9evXA6i9k+3DDz9EYmIipk+fjpSUFKxZs8Z81xoAzJkzB6NGjcLixYsxfvx4fP3119i1axf27t3b5PclIiIiEjUkTZo0CQUFBVi4cCFycnIQGRmJHTt2IDg4GACQk5NjsXZRaGgoduzYgXnz5uGjjz6Cv78/li9fjokTJ5rbxMbGYtOmTViwYAFee+019OjRA5s3b8awYcOa/L5EREREoq6TRF2TVqvFokWLMH/+/HpDlMTr0xhem8bx+jSM16ZxvD4tw5BEREREZIXoe7cRERERdUQMSURERERWMCQRERERWcGQRDa1YsUKhIaGQq1WIyoqCr/88ovYJYli0aJFGDJkCFxcXODt7Y0JEybg9OnTFm0EQcCbb74Jf39/ODg44I477sDx48dFqlg8ixYtgkQiwdy5c83H7P3aZGdn44knnoCnpyccHR0xcOBApKammp+31+uj1+uxYMEChIaGwsHBAWFhYVi4cCGMRqO5jT1dm59//hkPPvgg/P39IZFI8NVXX1k835RrodVq8dxzz8HLywtOTk74wx/+gMuXL7fjp+jgBCIb2bRpk6BQKIRPPvlEOHHihDBnzhzByclJuHTpktiltbsxY8YIa9euFY4dOyYcOXJEuP/++4WgoCChvLzc3Oa9994TXFxchC1btghHjx4VJk2aJPj5+QmlpaUiVt6+Dhw4IISEhAj9+/cX5syZYz5uz9emsLBQCA4OFqZMmSLs379fyMjIEHbt2iWcO3fO3MZer89f//pXwdPTU/j222+FjIwM4T//+Y/g7OwsLFu2zNzGnq7Njh07hFdffVXYsmWLAEDYtm2bxfNNuRYJCQlCQECAkJSUJBw+fFi48847hQEDBgh6vb6dP03HxJBENjN06FAhISHB4lifPn2El19+WaSKOo68vDwBgJCcnCwIgiAYjUbB19dXeO+998xtqqurBY1GI6xatUqsMttVWVmZ0KtXLyEpKUkYPXq0OSTZ+7V56aWXhBEjRjT4vD1fn/vvv1+YOnWqxbGHH35YeOKJJwRBsO9rc3NIasq1KC4uFhQKhbBp0yZzm+zsbEEqlQrff/99u9XekXG4jWyipqYGqampiIuLszgeFxeHffv2iVRVx1FSUgIA8PDwAABkZGQgNzfX4nqpVCqMHj3abq7XzJkzcf/99+Oee+6xOG7v12b79u2Ijo7GI488Am9vbwwaNAiffPKJ+Xl7vj4jRozAjz/+iDNnzgAA0tPTsXfvXowbNw6AfV+bmzXlWqSmpkKn01m08ff3R2RkpN1dr4aIuuI2dR35+fkwGAz1Ngn28fGpt5mwvREEAYmJiRgxYgQiIyMBwHxNrF2vS5cutXuN7W3Tpk04fPgwDh48WO85e782Fy5cwMqVK5GYmIhXXnkFBw4cwOzZs6FSqfDkk0/a9fV56aWXUFJSgj59+kAmk8FgMOCdd97B448/DoC/d27UlGuRm5sLpVIJd3f3em3s/e9tE4YksimJRGLxsyAI9Y7Zm1mzZuH333+32D/QxB6vV1ZWFubMmYOdO3dCrVY32M4erw0AGI1GREdH49133wUADBo0CMePH8fKlSvx5JNPmtvZ4/XZvHkzNmzYgC+++AJ9+/bFkSNHMHfuXPj7+2Py5MnmdvZ4bRrSkmthz9frZhxuI5vw8vKCTCar96+PvLy8ev+SsSfPPfcctm/fjt27d6N79+7m476+vgBgl9crNTUVeXl5iIqKglwuh1wuR3JyMpYvXw65XG7+/PZ4bQDAz88PERERFsfCw8PN+1ja8++dF154AS+//DIee+wx9OvXD/Hx8Zg3bx4WLVoEwL6vzc2aci18fX1RU1ODoqKiBtvYO4YksgmlUomoqCgkJSVZHE9KSkJsbKxIVYlHEATMmjULW7duxU8//YTQ0FCL50NDQ+Hr62txvWpqapCcnNzlr9fdd9+No0eP4siRI+ZHdHQ0/vznP+PIkSMICwuz22sDAMOHD6+3XMSZM2fMG3Db8++dyspKSKWWX1symcy8BIA9X5ubNeVaREVFQaFQWLTJycnBsWPH7O56NUi0KePU5ZiWAFizZo1w4sQJYe7cuYKTk5Nw8eJFsUtrd88++6yg0WiEPXv2CDk5OeZHZWWluc17770naDQaYevWrcLRo0eFxx9/vMveqnwrN97dJgj2fW0OHDggyOVy4Z133hHOnj0rfP7554Kjo6OwYcMGcxt7vT6TJ08WAgICzEsAbN26VfDy8hJefPFFcxt7ujZlZWVCWlqakJaWJgAQli5dKqSlpZmXXWnKtUhISBC6d+8u7Nq1Szh8+LBw1113cQmAGzAkkU199NFHQnBwsKBUKoXBgwebb3m3NwCsPtauXWtuYzQahTfeeEPw9fUVVCqVMGrUKOHo0aPiFS2im0OSvV+bb775RoiMjBRUKpXQp08fYfXq1RbP2+v1KS0tFebMmSMEBQUJarVaCAsLE1599VVBq9Wa29jTtdm9e7fVv2cmT54sCELTrkVVVZUwa9YswcPDQ3BwcBAeeOABITMzU4RP0zFJBEEQxOnDIiIiIuq4OCeJiIiIyAqGJCIiIiIrGJKIiIiIrGBIIiIiIrKCIYmIiIjICoYkIiIiIisYkoiIiIisYEgiIiIisoIhiciOvfnmmxg4cKDdvG9bWrduHdzc3Mw/t+dnvOOOOzB37tx2ea/WmjJlCiZMmCB2GURNwpBEZCckEgm++uorscsAADz//PP48ccfxS6jTbXnZ9y6dSvefvvtdnmvprp48SIkEgmOHDlicfyf//wn1q1bJ0pNRM0lF7sAIrI/zs7OcHZ2FruMNtWen9HDw6Nd3scWNBqN2CUQNRl7koja2R133IHnnnsOc+fOhbu7O3x8fLB69WpUVFTgqaeegouLC3r06IHvvvvO/Jrk5GQMHToUKpUKfn5+ePnll6HX6y3OOXv2bLz44ovw8PCAr68v3nzzTfPzISEhAICHHnoIEonE/LPJv//9b4SEhECj0eCxxx5DWVmZ+bn//ve/6NevHxwcHODp6Yl77rkHFRUVt/yce/bswdChQ+Hk5AQ3NzcMHz4cly5dAlB/KMo0BLNkyRL4+fnB09MTM2fOhE6nM7fRarV48cUXERgYCJVKhV69emHNmjXm50+cOIFx48bB2dkZPj4+iI+PR35+/i3rNF2/WbNmYdasWXBzc4OnpycWLFiAG7e2LCoqwpNPPgl3d3c4Ojpi7NixOHv2bIPntDbc9umnn6Jv377mX8dZs2YBAKZOnYoHHnjAoq1er4evry8+/fTTJtV/43BbSEgI3n33XUydOhUuLi4ICgrC6tWrLV5z+fJlPPbYY/Dw8ICTkxOio6Oxf/9+8/PffPMNoqKioFarERYWhrfeesvi95xEIsHKlSsxduxYODg4IDQ0FP/5z3/Mz4eGhgIABg0aBIlEgjvuuANA/eE2rVaL2bNnw9vbG2q1GiNGjMDBgwfNz+/ZswcSiQQ//vgjoqOj4ejoiNjYWJw+ffqW14WotRiSiETw2WefwcvLCwcOHMBzzz2HZ599Fo888ghiY2Nx+PBhjBkzBvHx8aisrER2djbGjRuHIUOGID09HStXrsSaNWvw17/+td45nZycsH//fvztb3/DwoULkZSUBADmL521a9ciJyfH4kvo/Pnz+Oqrr/Dtt9/i22+/RXJyMt577z0AQE5ODh5//HFMnToVJ0+exJ49e/Dwww/jVvti6/V6TJgwAaNHj8bvv/+OlJQU/OUvf4FEImnwNbt378b58+exe/dufPbZZ1i3bp3FsMyTTz6JTZs2Yfny5Th58iRWrVpl7qnJycnB6NGjMXDgQBw6dAjff/89rl69ikcffbRZvyZyuRz79+/H8uXL8Y9//AP/+te/zM9PmTIFhw4dwvbt25GSkgJBEDBu3DiLINeYlStXYubMmfjLX/6Co0ePYvv27ejZsycAYNq0afj++++Rk5Njbr9jxw6Ul5c36zPc6P3330d0dDTS0tIwY8YMPPvsszh16hQAoLy8HKNHj8aVK1ewfft2pKen48UXX4TRaAQA/PDDD3jiiScwe/ZsnDhxAh9//DHWrVuHd955x+I9XnvtNUycOBHp6el44okn8Pjjj+PkyZMAgAMHDgAAdu3ahZycHGzdutVqnS+++CK2bNmCzz77DIcPH0bPnj0xZswYFBYWWrR79dVX8f777+PQoUOQy+WYOnVqi64LUbMIRNSuRo8eLYwYMcL8s16vF5ycnIT4+HjzsZycHAGAkJKSIrzyyivCbbfdJhiNRvPzH330keDs7CwYDAar5xQEQRgyZIjw0ksvmX8GIGzbts2izRtvvCE4OjoKpaWl5mMvvPCCMGzYMEEQBCE1NVUAIFy8eLFZn7GgoEAAIOzZs8fq82+88YYwYMAA88+TJ08WgoODBb1ebz72yCOPCJMmTRIEQRBOnz4tABCSkpKsnu+1114T4uLiLI5lZWUJAITTp0/fst7Ro0cL4eHhFtf4pZdeEsLDwwVBEIQzZ84IAIRff/3V/Hx+fr7g4OAgfPnll4IgCMLatWsFjUbT4Gf09/cXXn311QZriIiIEBYvXmz+ecKECcKUKVNuWbup/jlz5ph/Dg4OFp544gnzz0ajUfD29hZWrlwpCIIgfPzxx4KLi4tQUFBg9XwjR44U3n33XYtj//73vwU/Pz/zzwCEhIQEizbDhg0Tnn32WUEQBCEjI0MAIKSlpVm0mTx5sjB+/HhBEAShvLxcUCgUwueff25+vqamRvD39xf+9re/CYIgCLt37xYACLt27TK3+d///icAEKqqqhq7LEStxp4kIhH079/f/P8ymQyenp7o16+f+ZiPjw8AIC8vDydPnkRMTIxFL8zw4cNRXl6Oy5cvWz0nAPj5+SEvL++WtYSEhMDFxcXq6wYMGIC7774b/fr1wyOPPIJPPvkERUVFtzynh4cHpkyZgjFjxuDBBx/EP//5T4teEmv69u0LmUxmtY4jR45AJpNh9OjRVl+bmpqK3bt3m+cBOTs7o0+fPgBqe8qa4vbbb7e4xjExMTh79iwMBgNOnjwJuVyOYcOGmZ/39PTEbbfdZu45aUxeXh6uXLmCu+++u8E206ZNw9q1a83t//e//7Wqt+TG3w8SiQS+vr4W13PQoEENzmVKTU3FwoULLa7n9OnTkZOTg8rKSnO7mJgYi9fFxMQ06XqYnD9/HjqdDsOHDzcfUygUGDp0aL3z3Ph5/Pz8AKBJv7+JWoMhiUgECoXC4meJRGJxzPRlbTQaIQhCvWEqoW6468bj1s5pGj5pbi2m18lkMiQlJeG7775DREQEPvjgA9x2223IyMi45XnXrl2LlJQUxMbGYvPmzejduzd+++23FtXh4ODQ6HsZjUY8+OCDOHLkiMXj7NmzGDVq1C1rvRWhgeFFa7821tyqfqB2OPHChQtISUnBhg0bEBISgpEjRza7VpPWXs+33nrL4loePXoUZ8+ehVqtbvS1TbkeJtZ+H5uO33ysoT8fRG2JIYmog4uIiMC+ffssvqj37dsHFxcXBAQENPk8CoUCBoOh2e8vkUgwfPhwvPXWW0hLS4NSqcS2bdua9NpBgwZh/vz52LdvHyIjI/HFF180+/0BoF+/fjAajUhOTrb6/ODBg3H8+HGEhISgZ8+eFg8nJ6cmvcfNAe63335Dr169IJPJEBERAb1ebzGxuaCgAGfOnEF4ePgtz+3i4oKQkJBGlwTw9PTEhAkTsHbtWqxduxZPPfVUk+puif79++PIkSP15v2YDB48GKdPn653LXv27Amp9PrXhrVrZurBUyqVANDo77mePXtCqVRi79695mM6nQ6HDh1q0nUlamsMSUQd3IwZM5CVlYXnnnsOp06dwtdff4033ngDiYmJFl9Yt2L6ks7NzW3SkBkA7N+/H++++y4OHTqEzMxMbN26FdeuXbvlF1hGRgbmz5+PlJQUXLp0CTt37mxyoGio9smTJ2Pq1Kn46quvkJGRgT179uDLL78EAMycOROFhYV4/PHHceDAAVy4cAE7d+7E1KlTmxwMs7KykJiYiNOnT2Pjxo344IMPMGfOHABAr169MH78eEyfPh179+41T1QOCAjA+PHjm3T+N998E++//z6WL1+Os2fP4vDhw/jggw8s2kybNg2fffYZTp48icmTJzfjCjXP448/Dl9fX0yYMAG//vorLly4gC1btiAlJQUA8Prrr2P9+vV48803cfz4cZw8eRKbN2/GggULLM7zn//8B59++inOnDmDN954AwcOHDDfseft7Q0HBwfzJPqSkpJ6dTg5OeHZZ5/FCy+8gO+//x4nTpzA9OnTUVlZiaeffrrNPj9RUzEkEXVwAQEB2LFjBw4cOIABAwYgISEBTz/9dL0vrFt5//33kZSUhMDAQAwaNKhJr3F1dcXPP/+McePGoXfv3liwYAHef/99jB07ttHXOTo64tSpU5g4cSJ69+6Nv/zlL5g1axaeeeaZZtV8o5UrV+KPf/wjZsyYgT59+mD69OnmpQj8/f3x66+/wmAwYMyYMYiMjMScOXOg0WiaHCSffPJJVFVVYejQoZg5cyaee+45/OUvfzE/v3btWkRFReGBBx5ATEwMBEHAjh076g1rNWTy5MlYtmwZVqxYgb59++KBBx6ot4TAPffcAz8/P4wZMwb+/v5NvDLNp1QqsXPnTnh7e2PcuHHo168f3nvvPfOcsDFjxuDbb79FUlIShgwZgttvvx1Lly5FcHCwxXneeustbNq0Cf3798dnn32Gzz//HBEREQAAuVyO5cuX4+OPP4a/v3+DYfK9997DxIkTER8fj8GDB+PcuXP44Ycf4O7u3mafn6ipJEJDg+1ERHbijjvuwMCBA7Fs2TJR66isrIS/vz8+/fRTPPzww6LWcisSiQTbtm3jFiPUpXHFbSIikRmNRuTm5uL999+HRqPBH/7wB7FLIiIwJBFRCzW25cZ3333XqjuzbCkzM9M8BGTNiRMn2rEa6zIzMxEaGoru3btj3bp1kMvlFs/dqv6goKD2KJPI7nC4jYha5Ny5cw0+FxAQ0KTb3tuDXq/HxYsXG3w+JCTEIpR0NJ29fqLOjCGJiIiIyAre3UZERERkBUMSERERkRUMSURERERWMCQRERERWcGQRERERGQFQxIRERGRFQxJRERERFYwJBERERFZ8f9tP/e1oGoYaAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['months_since_policy_inception'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "114e34fd-723e-4f05-9bc0-b2f790945449",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['months_since_policy_inception']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Months Since Policy Inception')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "f873370e-f1d8-4444-80b9-9be5415e762f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['number_of_open_complaints'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "1053217d-84eb-49c4-9162-f3b743e217b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['number_of_open_complaints']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('number of open complaints')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "56c646ee-2893-4ece-88b4-675be3be3c2b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['number_of_policies'])\n",
+    "plt.show() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "d2e2fb1d-4753-47aa-a57a-bf60fcfe540d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['number_of_policies']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Number of police')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "a116fd46-c27c-4653-a156-25e263e0bb6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(customer['total_claim_amount'])\n",
+    "plt.show() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "e5b887e2-9b8d-463c-a45e-7e11b7c35268",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(custom_num['total_claim_amount']) #do shift + tab tab\n",
+    "\n",
+    "plt.xlabel('Total Claim Amount')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Histogram example')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "f03fe5cf-1ad2-497a-b3c7-23de5dee75ee",
+   "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</td>\n",
+       "      <td>69</td>\n",
+       "      <td>32</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>384.811147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6979.535903</td>\n",
+       "      <td>0</td>\n",
+       "      <td>94</td>\n",
+       "      <td>13</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1131.464935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>12887.431650</td>\n",
+       "      <td>48767</td>\n",
+       "      <td>108</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>566.472247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7645.861827</td>\n",
+       "      <td>0</td>\n",
+       "      <td>106</td>\n",
+       "      <td>18</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>529.881344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2813.692575</td>\n",
+       "      <td>43836</td>\n",
+       "      <td>73</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>138.130879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9129</th>\n",
+       "      <td>23405.987980</td>\n",
+       "      <td>71941</td>\n",
+       "      <td>73</td>\n",
+       "      <td>18</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198.234764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9130</th>\n",
+       "      <td>3096.511217</td>\n",
+       "      <td>21604</td>\n",
+       "      <td>79</td>\n",
+       "      <td>14</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>379.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9131</th>\n",
+       "      <td>8163.890428</td>\n",
+       "      <td>0</td>\n",
+       "      <td>85</td>\n",
+       "      <td>9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>790.784983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9132</th>\n",
+       "      <td>7524.442436</td>\n",
+       "      <td>21941</td>\n",
+       "      <td>96</td>\n",
+       "      <td>34</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>691.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9133</th>\n",
+       "      <td>2611.836866</td>\n",
+       "      <td>0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>3</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>369.600000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9134 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      customer_lifetime_value  income  monthly_premium_auto  \\\n",
+       "0                 2763.519279   56274                    69   \n",
+       "1                 6979.535903       0                    94   \n",
+       "2                12887.431650   48767                   108   \n",
+       "3                 7645.861827       0                   106   \n",
+       "4                 2813.692575   43836                    73   \n",
+       "...                       ...     ...                   ...   \n",
+       "9129             23405.987980   71941                    73   \n",
+       "9130              3096.511217   21604                    79   \n",
+       "9131              8163.890428       0                    85   \n",
+       "9132              7524.442436   21941                    96   \n",
+       "9133              2611.836866       0                    77   \n",
+       "\n",
+       "      months_since_last_claim  months_since_policy_inception  \\\n",
+       "0                          32                              5   \n",
+       "1                          13                             42   \n",
+       "2                          18                             38   \n",
+       "3                          18                             65   \n",
+       "4                          12                             44   \n",
+       "...                       ...                            ...   \n",
+       "9129                       18                             89   \n",
+       "9130                       14                             28   \n",
+       "9131                        9                             37   \n",
+       "9132                       34                              3   \n",
+       "9133                        3                             90   \n",
+       "\n",
+       "      number_of_open_complaints  number_of_policies  total_claim_amount  \n",
+       "0                             0                   1          384.811147  \n",
+       "1                             0                   8         1131.464935  \n",
+       "2                             0                   2          566.472247  \n",
+       "3                             0                   7          529.881344  \n",
+       "4                             0                   1          138.130879  \n",
+       "...                         ...                 ...                 ...  \n",
+       "9129                          0                   2          198.234764  \n",
+       "9130                          0                   1          379.200000  \n",
+       "9131                          3                   2          790.784983  \n",
+       "9132                          0                   3          691.200000  \n",
+       "9133                          0                   1          369.600000  \n",
+       "\n",
+       "[9134 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "custom_num"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "dbf8e2e5-1b0b-4f31-b4b4-215267d9fbb3",
+   "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>customer_lifetime_value</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.024366</td>\n",
+       "      <td>0.396262</td>\n",
+       "      <td>0.011517</td>\n",
+       "      <td>0.009418</td>\n",
+       "      <td>-0.036343</td>\n",
+       "      <td>0.021955</td>\n",
+       "      <td>0.226451</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>income</th>\n",
+       "      <td>0.024366</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.016665</td>\n",
+       "      <td>-0.026715</td>\n",
+       "      <td>-0.000875</td>\n",
+       "      <td>0.006408</td>\n",
+       "      <td>-0.008656</td>\n",
+       "      <td>-0.355254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>monthly_premium_auto</th>\n",
+       "      <td>0.396262</td>\n",
+       "      <td>-0.016665</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.005026</td>\n",
+       "      <td>0.020257</td>\n",
+       "      <td>-0.013122</td>\n",
+       "      <td>-0.011233</td>\n",
+       "      <td>0.632017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>months_since_last_claim</th>\n",
+       "      <td>0.011517</td>\n",
+       "      <td>-0.026715</td>\n",
+       "      <td>0.005026</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.042959</td>\n",
+       "      <td>0.005354</td>\n",
+       "      <td>0.009136</td>\n",
+       "      <td>0.007563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <td>0.009418</td>\n",
+       "      <td>-0.000875</td>\n",
+       "      <td>0.020257</td>\n",
+       "      <td>-0.042959</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.001158</td>\n",
+       "      <td>-0.013333</td>\n",
+       "      <td>0.003335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <td>-0.036343</td>\n",
+       "      <td>0.006408</td>\n",
+       "      <td>-0.013122</td>\n",
+       "      <td>0.005354</td>\n",
+       "      <td>-0.001158</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.001498</td>\n",
+       "      <td>-0.014241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <td>0.021955</td>\n",
+       "      <td>-0.008656</td>\n",
+       "      <td>-0.011233</td>\n",
+       "      <td>0.009136</td>\n",
+       "      <td>-0.013333</td>\n",
+       "      <td>0.001498</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.002354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_claim_amount</th>\n",
+       "      <td>0.226451</td>\n",
+       "      <td>-0.355254</td>\n",
+       "      <td>0.632017</td>\n",
+       "      <td>0.007563</td>\n",
+       "      <td>0.003335</td>\n",
+       "      <td>-0.014241</td>\n",
+       "      <td>-0.002354</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               customer_lifetime_value    income  \\\n",
+       "customer_lifetime_value                       1.000000  0.024366   \n",
+       "income                                        0.024366  1.000000   \n",
+       "monthly_premium_auto                          0.396262 -0.016665   \n",
+       "months_since_last_claim                       0.011517 -0.026715   \n",
+       "months_since_policy_inception                 0.009418 -0.000875   \n",
+       "number_of_open_complaints                    -0.036343  0.006408   \n",
+       "number_of_policies                            0.021955 -0.008656   \n",
+       "total_claim_amount                            0.226451 -0.355254   \n",
+       "\n",
+       "                               monthly_premium_auto  months_since_last_claim  \\\n",
+       "customer_lifetime_value                    0.396262                 0.011517   \n",
+       "income                                    -0.016665                -0.026715   \n",
+       "monthly_premium_auto                       1.000000                 0.005026   \n",
+       "months_since_last_claim                    0.005026                 1.000000   \n",
+       "months_since_policy_inception              0.020257                -0.042959   \n",
+       "number_of_open_complaints                 -0.013122                 0.005354   \n",
+       "number_of_policies                        -0.011233                 0.009136   \n",
+       "total_claim_amount                         0.632017                 0.007563   \n",
+       "\n",
+       "                               months_since_policy_inception  \\\n",
+       "customer_lifetime_value                             0.009418   \n",
+       "income                                             -0.000875   \n",
+       "monthly_premium_auto                                0.020257   \n",
+       "months_since_last_claim                            -0.042959   \n",
+       "months_since_policy_inception                       1.000000   \n",
+       "number_of_open_complaints                          -0.001158   \n",
+       "number_of_policies                                 -0.013333   \n",
+       "total_claim_amount                                  0.003335   \n",
+       "\n",
+       "                               number_of_open_complaints  number_of_policies  \\\n",
+       "customer_lifetime_value                        -0.036343            0.021955   \n",
+       "income                                          0.006408           -0.008656   \n",
+       "monthly_premium_auto                           -0.013122           -0.011233   \n",
+       "months_since_last_claim                         0.005354            0.009136   \n",
+       "months_since_policy_inception                  -0.001158           -0.013333   \n",
+       "number_of_open_complaints                       1.000000            0.001498   \n",
+       "number_of_policies                              0.001498            1.000000   \n",
+       "total_claim_amount                             -0.014241           -0.002354   \n",
+       "\n",
+       "                               total_claim_amount  \n",
+       "customer_lifetime_value                  0.226451  \n",
+       "income                                  -0.355254  \n",
+       "monthly_premium_auto                     0.632017  \n",
+       "months_since_last_claim                  0.007563  \n",
+       "months_since_policy_inception            0.003335  \n",
+       "number_of_open_complaints               -0.014241  \n",
+       "number_of_policies                      -0.002354  \n",
+       "total_claim_amount                       1.000000  "
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "custom_num.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "51d1c24b-e82e-48dc-8a95-a23427bb51c6",
+   "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>customer_lifetime_value</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.024366</td>\n",
+       "      <td>0.396262</td>\n",
+       "      <td>0.011517</td>\n",
+       "      <td>0.009418</td>\n",
+       "      <td>-0.036343</td>\n",
+       "      <td>0.021955</td>\n",
+       "      <td>0.226451</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>income</th>\n",
+       "      <td>0.024366</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.016665</td>\n",
+       "      <td>-0.026715</td>\n",
+       "      <td>-0.000875</td>\n",
+       "      <td>0.006408</td>\n",
+       "      <td>-0.008656</td>\n",
+       "      <td>-0.355254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>monthly_premium_auto</th>\n",
+       "      <td>0.396262</td>\n",
+       "      <td>-0.016665</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.005026</td>\n",
+       "      <td>0.020257</td>\n",
+       "      <td>-0.013122</td>\n",
+       "      <td>-0.011233</td>\n",
+       "      <td>0.632017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>months_since_last_claim</th>\n",
+       "      <td>0.011517</td>\n",
+       "      <td>-0.026715</td>\n",
+       "      <td>0.005026</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.042959</td>\n",
+       "      <td>0.005354</td>\n",
+       "      <td>0.009136</td>\n",
+       "      <td>0.007563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>months_since_policy_inception</th>\n",
+       "      <td>0.009418</td>\n",
+       "      <td>-0.000875</td>\n",
+       "      <td>0.020257</td>\n",
+       "      <td>-0.042959</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.001158</td>\n",
+       "      <td>-0.013333</td>\n",
+       "      <td>0.003335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>number_of_open_complaints</th>\n",
+       "      <td>-0.036343</td>\n",
+       "      <td>0.006408</td>\n",
+       "      <td>-0.013122</td>\n",
+       "      <td>0.005354</td>\n",
+       "      <td>-0.001158</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.001498</td>\n",
+       "      <td>-0.014241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>number_of_policies</th>\n",
+       "      <td>0.021955</td>\n",
+       "      <td>-0.008656</td>\n",
+       "      <td>-0.011233</td>\n",
+       "      <td>0.009136</td>\n",
+       "      <td>-0.013333</td>\n",
+       "      <td>0.001498</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.002354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_claim_amount</th>\n",
+       "      <td>0.226451</td>\n",
+       "      <td>-0.355254</td>\n",
+       "      <td>0.632017</td>\n",
+       "      <td>0.007563</td>\n",
+       "      <td>0.003335</td>\n",
+       "      <td>-0.014241</td>\n",
+       "      <td>-0.002354</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               customer_lifetime_value    income  \\\n",
+       "customer_lifetime_value                       1.000000  0.024366   \n",
+       "income                                        0.024366  1.000000   \n",
+       "monthly_premium_auto                          0.396262 -0.016665   \n",
+       "months_since_last_claim                       0.011517 -0.026715   \n",
+       "months_since_policy_inception                 0.009418 -0.000875   \n",
+       "number_of_open_complaints                    -0.036343  0.006408   \n",
+       "number_of_policies                            0.021955 -0.008656   \n",
+       "total_claim_amount                            0.226451 -0.355254   \n",
+       "\n",
+       "                               monthly_premium_auto  months_since_last_claim  \\\n",
+       "customer_lifetime_value                    0.396262                 0.011517   \n",
+       "income                                    -0.016665                -0.026715   \n",
+       "monthly_premium_auto                       1.000000                 0.005026   \n",
+       "months_since_last_claim                    0.005026                 1.000000   \n",
+       "months_since_policy_inception              0.020257                -0.042959   \n",
+       "number_of_open_complaints                 -0.013122                 0.005354   \n",
+       "number_of_policies                        -0.011233                 0.009136   \n",
+       "total_claim_amount                         0.632017                 0.007563   \n",
+       "\n",
+       "                               months_since_policy_inception  \\\n",
+       "customer_lifetime_value                             0.009418   \n",
+       "income                                             -0.000875   \n",
+       "monthly_premium_auto                                0.020257   \n",
+       "months_since_last_claim                            -0.042959   \n",
+       "months_since_policy_inception                       1.000000   \n",
+       "number_of_open_complaints                          -0.001158   \n",
+       "number_of_policies                                 -0.013333   \n",
+       "total_claim_amount                                  0.003335   \n",
+       "\n",
+       "                               number_of_open_complaints  number_of_policies  \\\n",
+       "customer_lifetime_value                        -0.036343            0.021955   \n",
+       "income                                          0.006408           -0.008656   \n",
+       "monthly_premium_auto                           -0.013122           -0.011233   \n",
+       "months_since_last_claim                         0.005354            0.009136   \n",
+       "months_since_policy_inception                  -0.001158           -0.013333   \n",
+       "number_of_open_complaints                       1.000000            0.001498   \n",
+       "number_of_policies                              0.001498            1.000000   \n",
+       "total_claim_amount                             -0.014241           -0.002354   \n",
+       "\n",
+       "                               total_claim_amount  \n",
+       "customer_lifetime_value                  0.226451  \n",
+       "income                                  -0.355254  \n",
+       "monthly_premium_auto                     0.632017  \n",
+       "months_since_last_claim                  0.007563  \n",
+       "months_since_policy_inception            0.003335  \n",
+       "number_of_open_complaints               -0.014241  \n",
+       "number_of_policies                      -0.002354  \n",
+       "total_claim_amount                       1.000000  "
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "correlations_matrix = custom_num.corr()\n",
+    "correlations_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "cde245d5-f263-4de9-9089-ad3feb2014a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.heatmap(correlations_matrix, annot=True)\n",
+    "plt.show()\n",
+    "mask = np.zeros_like(correlations_matrix)\n",
+    "mask[np.triu_indices_from(mask)] = True \n",
+    "fig, ax = plt.subplots(figsize=(10, 8))\n",
+    "ax = sns.heatmap(correlations_matrix, mask=mask, annot=True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "7e06f8e2-bc5e-426f-b63e-97f82ee0c934",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn import linear_model\n",
+    "from sklearn.metrics import mean_squared_error, r2_score\n",
+    "\n",
+    "# These Libs are for stats\n",
+    "import statsmodels.api as sm\n",
+    "from statsmodels.formula.api import ols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "28c7f0ea-4472-4c54-8828-33db1321076a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OLS Regression Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>    <td>total_claim_amount</td> <th>  R-squared:         </th> <td>   0.399</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>                    <td>OLS</td>        <th>  Adj. R-squared:    </th> <td>   0.399</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>              <td>Least Squares</td>   <th>  F-statistic:       </th> <td>   6074.</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>              <td>Sat, 20 Apr 2024</td>  <th>  Prob (F-statistic):</th>  <td>  0.00</td>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                  <td>13:33:54</td>      <th>  Log-Likelihood:    </th> <td> -62436.</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>       <td>  9134</td>       <th>  AIC:               </th> <td>1.249e+05</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>           <td>  9132</td>       <th>  BIC:               </th> <td>1.249e+05</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>               <td>     1</td>       <th>                     </th>     <td> </td>    \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Covariance Type:</th>       <td>nonrobust</td>     <th>                     </th>     <td> </td>    \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "            <td></td>              <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>const</th>                <td>  -63.3293</td> <td>    6.803</td> <td>   -9.309</td> <td> 0.000</td> <td>  -76.665</td> <td>  -49.993</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>monthly_premium_auto</th> <td>    5.3360</td> <td>    0.068</td> <td>   77.935</td> <td> 0.000</td> <td>    5.202</td> <td>    5.470</td>\n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "  <th>Omnibus:</th>       <td>918.547</td> <th>  Durbin-Watson:     </th> <td>   1.984</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>4798.125</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Skew:</th>          <td> 0.348</td>  <th>  Prob(JB):          </th> <td>    0.00</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Kurtosis:</th>      <td> 6.482</td>  <th>  Cond. No.          </th> <td>    287.</td>\n",
+       "</tr>\n",
+       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\toprule\n",
+       "\\textbf{Dep. Variable:}         & total\\_claim\\_amount & \\textbf{  R-squared:         } &     0.399   \\\\\n",
+       "\\textbf{Model:}                 &         OLS          & \\textbf{  Adj. R-squared:    } &     0.399   \\\\\n",
+       "\\textbf{Method:}                &    Least Squares     & \\textbf{  F-statistic:       } &     6074.   \\\\\n",
+       "\\textbf{Date:}                  &   Sat, 20 Apr 2024   & \\textbf{  Prob (F-statistic):} &     0.00    \\\\\n",
+       "\\textbf{Time:}                  &       13:33:54       & \\textbf{  Log-Likelihood:    } &   -62436.   \\\\\n",
+       "\\textbf{No. Observations:}      &          9134        & \\textbf{  AIC:               } & 1.249e+05   \\\\\n",
+       "\\textbf{Df Residuals:}          &          9132        & \\textbf{  BIC:               } & 1.249e+05   \\\\\n",
+       "\\textbf{Df Model:}              &             1        & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Covariance Type:}       &      nonrobust       & \\textbf{                     } &             \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "                                & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{const}                  &     -63.3293  &        6.803     &    -9.309  &         0.000        &      -76.665    &      -49.993     \\\\\n",
+       "\\textbf{monthly\\_premium\\_auto} &       5.3360  &        0.068     &    77.935  &         0.000        &        5.202    &        5.470     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\textbf{Omnibus:}       & 918.547 & \\textbf{  Durbin-Watson:     } &    1.984  \\\\\n",
+       "\\textbf{Prob(Omnibus):} &   0.000 & \\textbf{  Jarque-Bera (JB):  } & 4798.125  \\\\\n",
+       "\\textbf{Skew:}          &   0.348 & \\textbf{  Prob(JB):          } &     0.00  \\\\\n",
+       "\\textbf{Kurtosis:}      &   6.482 & \\textbf{  Cond. No.          } &     287.  \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "%\\caption{OLS Regression Results}\n",
+       "\\end{center}\n",
+       "\n",
+       "Notes: \\newline\n",
+       " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                            OLS Regression Results                            \n",
+       "==============================================================================\n",
+       "Dep. Variable:     total_claim_amount   R-squared:                       0.399\n",
+       "Model:                            OLS   Adj. R-squared:                  0.399\n",
+       "Method:                 Least Squares   F-statistic:                     6074.\n",
+       "Date:                Sat, 20 Apr 2024   Prob (F-statistic):               0.00\n",
+       "Time:                        13:33:54   Log-Likelihood:                -62436.\n",
+       "No. Observations:                9134   AIC:                         1.249e+05\n",
+       "Df Residuals:                    9132   BIC:                         1.249e+05\n",
+       "Df Model:                           1                                         \n",
+       "Covariance Type:            nonrobust                                         \n",
+       "========================================================================================\n",
+       "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+       "----------------------------------------------------------------------------------------\n",
+       "const                  -63.3293      6.803     -9.309      0.000     -76.665     -49.993\n",
+       "monthly_premium_auto     5.3360      0.068     77.935      0.000       5.202       5.470\n",
+       "==============================================================================\n",
+       "Omnibus:                      918.547   Durbin-Watson:                   1.984\n",
+       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             4798.125\n",
+       "Skew:                           0.348   Prob(JB):                         0.00\n",
+       "Kurtosis:                       6.482   Cond. No.                         287.\n",
+       "==============================================================================\n",
+       "\n",
+       "Notes:\n",
+       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+       "\"\"\""
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "Y = customer['total_claim_amount']\n",
+    "X = customer['monthly_premium_auto']\n",
+    "\n",
+    "X = sm.add_constant(X)\n",
+    "\n",
+    "model = sm.OLS(Y,X).fit()\n",
+    "\n",
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "70ca6833-f173-422e-a518-33b3826dd2a8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}