WA_Scripts_3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dbe69e0c",
   "metadata": {},
   "source": [
    "## Geographic Visualisation\n",
    "\n",
    "### This script contains the following steps; \n",
    "\n",
    "### 1. Importing Visualisation Libraries and Data\n",
    "\n",
    "### 2. Clean Data and Check Extreme Values\n",
    "\n",
    "### 3. Plotting Choropleths\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8321314",
   "metadata": {},
   "source": [
    "### 1. Importing Visualisation Libraries and Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6a04ba58",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import os\n",
    "import folium\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "203b3f5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This command propts matplotlib visuals to appear in the notebook \n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2fefb995",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import \".json\" file for the U.S. \n",
    "\n",
    "country_geo = r'C:\\Users\\senja\\OneDrive\\Documents\\5. Learning\\6. Data Analytics Immersion\\WATSON\\02. Data/us-states.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d11cda75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "{'type': 'Feature', 'id': 'WY', 'properties': {'name': 'Wyoming'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[-109.080842, 45.002073], [-105.91517, 45.002073], [-104.058488, 44.996596], [-104.053011, 43.002989], [-104.053011, 41.003906], [-105.728954, 40.998429], [-107.919731, 41.003906], [-109.04798, 40.998429], [-111.047063, 40.998429], [-111.047063, 42.000709], [-111.047063, 44.476286], [-111.05254, 45.002073], [-109.080842, 45.002073]]]}}\n"
     ]
    }
   ],
   "source": [
    "# Open us-state json file\n",
    "\n",
    "f = open(r'C:\\Users\\senja\\OneDrive\\Documents\\5. Learning\\6. Data Analytics Immersion\\WATSON\\02. Data/us-states.json',)\n",
    "  \n",
    "# returns JSON object asa dictionary\n",
    "data = json.load(f)\n",
    "  \n",
    "# Iterating through the json list\n",
    "for i in data['features']:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dc6ef5a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define path\n",
    "path = r'C:\\Users\\senja\\OneDrive\\Documents\\5. Learning\\6. Data Analytics Immersion\\WATSON'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "05505a76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\senja\\\\OneDrive\\\\Documents\\\\5. Learning\\\\6. Data Analytics Immersion\\\\WATSON'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "00233752",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import data\n",
    "df = pd.read_excel(os.path.join(path, '02. Data\\WA_Customers.xlsx'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d9bfa411",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import data\n",
    "df_no_income = pd.read_excel(os.path.join(path, '02. Data\\WA_Customers_no_income.xlsx'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "803b3c5e",
   "metadata": {},
   "source": [
    "### 2. Clean Data and Check Extreme Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81f8754e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9134 entries, 0 to 9133\n",
      "Data columns (total 20 columns):\n",
      " #   Column                         Non-Null Count  Dtype  \n",
      "---  ------                         --------------  -----  \n",
      " 0   Customer ID                    9134 non-null   object \n",
      " 1   State                          9134 non-null   object \n",
      " 2   Location Code                  9134 non-null   object \n",
      " 3   Customer Lifetime Value        9134 non-null   float64\n",
      " 4   Coverage                       9134 non-null   object \n",
      " 5   Education                      9134 non-null   object \n",
      " 6   Employment Status              9134 non-null   object \n",
      " 7   Gender                         9134 non-null   object \n",
      " 8   Income                         9134 non-null   int64  \n",
      " 9   Marital Status                 9134 non-null   object \n",
      " 10  Monthly Premium Auto           9134 non-null   int64  \n",
      " 11  Months Since Last Claim        9134 non-null   int64  \n",
      " 12  Months Since Policy Inception  9134 non-null   int64  \n",
      " 13  Number of Open Complaints      9134 non-null   int64  \n",
      " 14  Number of Policies             9134 non-null   int64  \n",
      " 15  Policy Type                    9134 non-null   object \n",
      " 16  Sales Channel                  9134 non-null   object \n",
      " 17  Total Claim Amount             9134 non-null   float64\n",
      " 18  Vehicle Class                  9134 non-null   object \n",
      " 19  Vehicle Size                   9134 non-null   object \n",
      "dtypes: float64(2), int64(6), object(12)\n",
      "memory usage: 1.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "454e7580",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6817 entries, 0 to 6816\n",
      "Data columns (total 21 columns):\n",
      " #   Column                         Non-Null Count  Dtype  \n",
      "---  ------                         --------------  -----  \n",
      " 0   Unnamed: 0                     6817 non-null   int64  \n",
      " 1   Customer ID                    6817 non-null   object \n",
      " 2   State                          6817 non-null   object \n",
      " 3   Location Code                  6817 non-null   object \n",
      " 4   Customer Lifetime Value        6817 non-null   float64\n",
      " 5   Coverage                       6817 non-null   object \n",
      " 6   Education                      6817 non-null   object \n",
      " 7   Employment Status              6817 non-null   object \n",
      " 8   Gender                         6817 non-null   object \n",
      " 9   Income                         6817 non-null   int64  \n",
      " 10  Marital Status                 6817 non-null   object \n",
      " 11  Monthly Premium Auto           6817 non-null   int64  \n",
      " 12  Months Since Last Claim        6817 non-null   int64  \n",
      " 13  Months Since Policy Inception  6817 non-null   int64  \n",
      " 14  Number of Open Complaints      6817 non-null   int64  \n",
      " 15  Number of Policies             6817 non-null   int64  \n",
      " 16  Policy Type                    6817 non-null   object \n",
      " 17  Sales Channel                  6817 non-null   object \n",
      " 18  Total Claim Amount             6817 non-null   float64\n",
      " 19  Vehicle Class                  6817 non-null   object \n",
      " 20  Vehicle Size                   6817 non-null   object \n",
      "dtypes: float64(2), int64(7), object(12)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df_no_income.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "49654595",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove the unnamed column\n",
    "df_no_income.drop(columns = ['Unnamed: 0'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "aaea2dd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Customer ID', 'State', 'Location Code', 'Customer Lifetime Value',\n",
       "       'Coverage', 'Education', 'Employment Status', 'Gender', 'Income',\n",
       "       'Marital Status', 'Monthly Premium Auto', 'Months Since Last Claim',\n",
       "       'Months Since Policy Inception', 'Number of Open Complaints',\n",
       "       'Number of Policies', 'Policy Type', 'Sales Channel',\n",
       "       'Total Claim Amount', 'Vehicle Class', 'Vehicle Size'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check for columns\n",
    "df_no_income.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c4dd4b36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9134,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.State.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ca3ed890",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "California    3150\n",
      "Oregon        2601\n",
      "Arizona       1703\n",
      "Nevada         882\n",
      "Washington     798\n",
      "Name: State, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df['State'].value_counts(),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "00910c61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6817,)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_no_income.State.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9d3dc62d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "California    2346\n",
      "Oregon        1937\n",
      "Arizona       1273\n",
      "Nevada         665\n",
      "Washington     596\n",
      "Name: State, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df_no_income['State'].value_counts(),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "623d2644",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65     348\n",
      "66     307\n",
      "71     304\n",
      "73     302\n",
      "63     289\n",
      "      ... \n",
      "147      1\n",
      "290      1\n",
      "273      1\n",
      "298      1\n",
      "205      1\n",
      "Name: Monthly Premium Auto, Length: 202, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df['Monthly Premium Auto'].value_counts(),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2028bf5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "316.800000     116\n",
      "292.800000     110\n",
      "312.000000     108\n",
      "350.400000     105\n",
      "331.200000     102\n",
      "              ... \n",
      "480.073548       1\n",
      "232.674417       1\n",
      "424.711758       1\n",
      "1272.546918      1\n",
      "11.549207        1\n",
      "Name: Total Claim Amount, Length: 5106, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df['Total Claim Amount'].value_counts(),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1604220b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        385.0\n",
       "1       1131.0\n",
       "2        566.0\n",
       "3        530.0\n",
       "4        138.0\n",
       "         ...  \n",
       "9129     198.0\n",
       "9130     379.0\n",
       "9131     791.0\n",
       "9132     691.0\n",
       "9133     370.0\n",
       "Name: Total Claim Amount, Length: 9134, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# round the desimals\n",
    "df['Total Claim Amount'].round(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bf0bcab9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2248.449633     6\n",
      "10972.067780    6\n",
      "5619.689084     6\n",
      "11981.984810    6\n",
      "2530.705137     6\n",
      "               ..\n",
      "12349.702320    1\n",
      "4046.936065     1\n",
      "2121.313061     1\n",
      "7232.609391     1\n",
      "3297.904615     1\n",
      "Name: Customer Lifetime Value, Length: 8041, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df['Customer Lifetime Value'].value_counts(),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cd5febae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        2764.0\n",
       "1        6980.0\n",
       "2       12887.0\n",
       "3        7646.0\n",
       "4        2814.0\n",
       "         ...   \n",
       "9129    23406.0\n",
       "9130     3097.0\n",
       "9131     8164.0\n",
       "9132     7524.0\n",
       "9133     2612.0\n",
       "Name: Customer Lifetime Value, Length: 9134, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# round the desimals\n",
    "df['Customer Lifetime Value'].round(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1de5d290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Total Claim Amount', ylabel='Count'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows extreme values for the total claims - entire dataframe\n",
    "sns.histplot(df['Total Claim Amount'], bins=20, kde = True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3fc30749",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Total Claim Amount', ylabel='Count'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows extreme values for the total claims - - excluding customers with 0 income\n",
    "sns.histplot(df_no_income['Total Claim Amount'], bins=20, kde = True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2df22c6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Monthly Premium Auto', ylabel='Count'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows the extreme values for Monthly Premium auto - entire dataframe\n",
    "sns.histplot(df['Monthly Premium Auto'], bins=20, kde = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "398fc992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Monthly Premium Auto', ylabel='Count'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows the extreme values for Monthly Premium auto - excluding customers with 0 income\n",
    "sns.histplot(df_no_income['Monthly Premium Auto'], bins=20, kde = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ae3e4008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Customer Lifetime Value', ylabel='Count'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows extreme values for the customer lifetime values - entire dataframe\n",
    "sns.histplot(df['Customer Lifetime Value'], bins=20, kde = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ce3b2661",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Customer Lifetime Value', ylabel='Count'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shows extreme values for the customer lifetime values - excluding customers with 0 income\n",
    "sns.histplot(df_no_income['Customer Lifetime Value'], bins=20, kde = True)  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80a18ed3",
   "metadata": {},
   "source": [
    "### 3. Plotting Choropleths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e18118fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Total Claim Amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Washington</td>\n",
       "      <td>384.811147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>1131.464935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>566.472247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>California</td>\n",
       "      <td>529.881344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Washington</td>\n",
       "      <td>138.130879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  Total Claim Amount\n",
       "0  Washington          384.811147\n",
       "1     Arizona         1131.464935\n",
       "2      Nevada          566.472247\n",
       "3  California          529.881344\n",
       "4  Washington          138.130879"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a data frame with just the States and Total Claim Amount \n",
    "\n",
    "data_to_plot = df[['State','Total Claim Amount']]\n",
    "data_to_plot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8c339d08",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2533474a7f0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setup a folium map at a high-level zoom\n",
    "map = folium.Map(location = [100, 0], zoom_start = 1.5)\n",
    "\n",
    "# Choropleth map bind Pandas Data Frames and json geometries to visualize data combinations\n",
    "folium.Choropleth(\n",
    "    geo_data = country_geo, \n",
    "    data = data_to_plot,\n",
    "    columns = ['State','Total Claim Amount'],\n",
    "    key_on = 'feature.properties.name', \n",
    "    fill_color = 'YlOrBr', fill_opacity=0.3, line_opacity=0.3,\n",
    "    legend_name = \"Claims\").add_to(map)\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e82b66",
   "metadata": {},
   "source": [
    "- The above choropleth map shows that the total number claims is highest in Oregon, followed by Arizona. Nevana has the lowest number of claims. California and Washingon have the similar amount of claims based on the colours on the map. This dataset does not include any details for the rest of the States in USA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f4abdb6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Monthly Premium Auto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Washington</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>California</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Washington</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  Monthly Premium Auto\n",
       "0  Washington                    69\n",
       "1     Arizona                    94\n",
       "2      Nevada                   108\n",
       "3  California                   106\n",
       "4  Washington                    73"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a data frame with just the States and Monthly Premium Auto \n",
    "\n",
    "data_to_plot2 = df[['State','Monthly Premium Auto']]\n",
    "data_to_plot2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "00c25f45",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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      ],
      "text/plain": [
       "<folium.folium.Map at 0x25334819a60>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setup a folium map at a high-level zoom\n",
    "map = folium.Map(location = [100, 0], zoom_start = 1.5)\n",
    "\n",
    "# Choropleth maps bind Pandas Data Frames and json geometries to visualize data combinations\n",
    "folium.Choropleth(\n",
    "    geo_data = country_geo, \n",
    "    data = data_to_plot2,\n",
    "    columns = ['State','Monthly Premium Auto'],\n",
    "    key_on = 'feature.properties.name', \n",
    "    fill_color = 'YlOrRd', fill_opacity=0.3, line_opacity=0.3,\n",
    "    legend_name = \"Monthly Premium Payment\").add_to(map)\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b76daeb",
   "metadata": {},
   "source": [
    "- The above choropleth map shows that the monthly insurance payment (premium auto) is highest in Oregon (as was the total number of claims), but interestingly, Nevana, which had the lowers number of claims, has the second darkest colour on this choropleth map. California, Arizona and Washingon have the similar colour on the map and therefore the insurance payments in these regions are the similar and lower than the other two states. "
   ]
  }
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