Karina_Reyes_Phase3_Code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy import arange\n",
    "from pandas.plotting import parallel_coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "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>Perc_under_15mins</th>\n",
       "      <th>AVG_RT_sec</th>\n",
       "      <th>Total_calls</th>\n",
       "      <th>MetropolitanRural</th>\n",
       "      <th>Departmental_region</th>\n",
       "      <th>Area_of_LGA_sq_km</th>\n",
       "      <th>Distance_to_Melbourne_in_km</th>\n",
       "      <th>Travel_time_from_Melbourne_mins</th>\n",
       "      <th>Remoteness_category</th>\n",
       "      <th>Population</th>\n",
       "      <th>Number_of_hospitals</th>\n",
       "      <th>Number_of_public_hospitals</th>\n",
       "      <th>Number_of_private_hospitals</th>\n",
       "      <th>Ppl_who_live_near_public_transport_percent</th>\n",
       "      <th>Median_household_income_aud</th>\n",
       "      <th>Hosp_admiss_per_1000_pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alpine (S)</th>\n",
       "      <td>37.6</td>\n",
       "      <td>1317</td>\n",
       "      <td>622</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>4787</td>\n",
       "      <td>286</td>\n",
       "      <td>201</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>12044</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>829</td>\n",
       "      <td>414.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ararat (RC)</th>\n",
       "      <td>60.0</td>\n",
       "      <td>1025</td>\n",
       "      <td>660</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>4210</td>\n",
       "      <td>200</td>\n",
       "      <td>143</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>11207</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>844</td>\n",
       "      <td>462.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballarat (C)</th>\n",
       "      <td>80.4</td>\n",
       "      <td>734</td>\n",
       "      <td>5889</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>739</td>\n",
       "      <td>115</td>\n",
       "      <td>76</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>98684</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>67.4</td>\n",
       "      <td>988</td>\n",
       "      <td>476.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Banyule (C)</th>\n",
       "      <td>83.1</td>\n",
       "      <td>698</td>\n",
       "      <td>5949</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>63</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>124475</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>90.4</td>\n",
       "      <td>1394</td>\n",
       "      <td>442.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bass Coast (S)</th>\n",
       "      <td>60.5</td>\n",
       "      <td>934</td>\n",
       "      <td>2692</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Gippsland</td>\n",
       "      <td>865</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>31010</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>855</td>\n",
       "      <td>482.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baw Baw (S)</th>\n",
       "      <td>46.5</td>\n",
       "      <td>1162</td>\n",
       "      <td>2641</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Gippsland</td>\n",
       "      <td>4031</td>\n",
       "      <td>102</td>\n",
       "      <td>74</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>45205</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>1025</td>\n",
       "      <td>394.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bayside (C)</th>\n",
       "      <td>81.8</td>\n",
       "      <td>760</td>\n",
       "      <td>4178</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>37</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>98368</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>96.6</td>\n",
       "      <td>1826</td>\n",
       "      <td>513.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benalla (RC)</th>\n",
       "      <td>60.5</td>\n",
       "      <td>1003</td>\n",
       "      <td>826</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>2352</td>\n",
       "      <td>199</td>\n",
       "      <td>136</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>13719</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>827</td>\n",
       "      <td>518.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boroondara (C)</th>\n",
       "      <td>86.0</td>\n",
       "      <td>697</td>\n",
       "      <td>6148</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Eastern Metropolitan</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>170553</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1893</td>\n",
       "      <td>413.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brimbank (C)</th>\n",
       "      <td>76.6</td>\n",
       "      <td>768</td>\n",
       "      <td>10718</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Western Metropolitan</td>\n",
       "      <td>123</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>195469</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1106</td>\n",
       "      <td>413.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buloke (S)</th>\n",
       "      <td>29.1</td>\n",
       "      <td>1536</td>\n",
       "      <td>358</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>8001</td>\n",
       "      <td>278</td>\n",
       "      <td>205</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>6221</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>742</td>\n",
       "      <td>562.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campaspe (S)</th>\n",
       "      <td>59.1</td>\n",
       "      <td>961</td>\n",
       "      <td>2345</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>4518</td>\n",
       "      <td>208</td>\n",
       "      <td>178</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>36919</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>886</td>\n",
       "      <td>519.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cardinia (S)</th>\n",
       "      <td>63.1</td>\n",
       "      <td>882</td>\n",
       "      <td>4357</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>1282</td>\n",
       "      <td>58</td>\n",
       "      <td>45</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>84065</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>43.3</td>\n",
       "      <td>1303</td>\n",
       "      <td>455.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Casey (C)</th>\n",
       "      <td>79.8</td>\n",
       "      <td>730</td>\n",
       "      <td>12887</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>409</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>275116</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>62.4</td>\n",
       "      <td>1342</td>\n",
       "      <td>443.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Goldfields (S)</th>\n",
       "      <td>58.1</td>\n",
       "      <td>997</td>\n",
       "      <td>944</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>1532</td>\n",
       "      <td>169</td>\n",
       "      <td>124</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>12602</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>45.4</td>\n",
       "      <td>685</td>\n",
       "      <td>644.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colac-Otway (S)</th>\n",
       "      <td>58.0</td>\n",
       "      <td>1066</td>\n",
       "      <td>903</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>3439</td>\n",
       "      <td>149</td>\n",
       "      <td>116</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>20694</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>914</td>\n",
       "      <td>427.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corangamite (S)</th>\n",
       "      <td>39.7</td>\n",
       "      <td>1218</td>\n",
       "      <td>695</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>4408</td>\n",
       "      <td>191</td>\n",
       "      <td>153</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>16137</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8.9</td>\n",
       "      <td>909</td>\n",
       "      <td>481.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darebin (C)</th>\n",
       "      <td>85.9</td>\n",
       "      <td>681</td>\n",
       "      <td>8930</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>53</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>146797</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>99.7</td>\n",
       "      <td>1178</td>\n",
       "      <td>440.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Gippsland (S)</th>\n",
       "      <td>52.7</td>\n",
       "      <td>1097</td>\n",
       "      <td>3325</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Gippsland</td>\n",
       "      <td>20937</td>\n",
       "      <td>275</td>\n",
       "      <td>211</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>43413</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>19.7</td>\n",
       "      <td>798</td>\n",
       "      <td>586.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frankston (C)</th>\n",
       "      <td>84.5</td>\n",
       "      <td>683</td>\n",
       "      <td>9341</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>130</td>\n",
       "      <td>42</td>\n",
       "      <td>40</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>133560</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>72.8</td>\n",
       "      <td>1140</td>\n",
       "      <td>495.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gannawarra (S)</th>\n",
       "      <td>50.5</td>\n",
       "      <td>1118</td>\n",
       "      <td>442</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>3736</td>\n",
       "      <td>279</td>\n",
       "      <td>206</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>10326</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9.3</td>\n",
       "      <td>764</td>\n",
       "      <td>575.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glen Eira (C)</th>\n",
       "      <td>84.1</td>\n",
       "      <td>701</td>\n",
       "      <td>6844</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>39</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>141519</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1445</td>\n",
       "      <td>465.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glenelg (S)</th>\n",
       "      <td>67.1</td>\n",
       "      <td>897</td>\n",
       "      <td>1000</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>6218</td>\n",
       "      <td>355</td>\n",
       "      <td>298</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>19521</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33.1</td>\n",
       "      <td>899</td>\n",
       "      <td>440.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Golden Plains (S)</th>\n",
       "      <td>21.4</td>\n",
       "      <td>1317</td>\n",
       "      <td>632</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>2703</td>\n",
       "      <td>86</td>\n",
       "      <td>64</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>20151</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1217</td>\n",
       "      <td>387.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greater Bendigo (C)</th>\n",
       "      <td>68.2</td>\n",
       "      <td>855</td>\n",
       "      <td>6524</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>2999</td>\n",
       "      <td>145</td>\n",
       "      <td>92</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>105332</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>57.8</td>\n",
       "      <td>991</td>\n",
       "      <td>470.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greater Dandenong (C)</th>\n",
       "      <td>85.2</td>\n",
       "      <td>675</td>\n",
       "      <td>9789</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>130</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>146727</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>94.0</td>\n",
       "      <td>953</td>\n",
       "      <td>470.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greater Geelong (C)</th>\n",
       "      <td>72.3</td>\n",
       "      <td>806</td>\n",
       "      <td>14100</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>1248</td>\n",
       "      <td>78</td>\n",
       "      <td>58</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>221515</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>76.9</td>\n",
       "      <td>1049</td>\n",
       "      <td>453.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greater Shepparton (C)</th>\n",
       "      <td>73.0</td>\n",
       "      <td>805</td>\n",
       "      <td>4313</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>2421</td>\n",
       "      <td>178</td>\n",
       "      <td>127</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>62784</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>54.1</td>\n",
       "      <td>980</td>\n",
       "      <td>453.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hepburn (S)</th>\n",
       "      <td>20.3</td>\n",
       "      <td>1440</td>\n",
       "      <td>695</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>1473</td>\n",
       "      <td>108</td>\n",
       "      <td>78</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>14843</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>850</td>\n",
       "      <td>449.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hindmarsh (S)</th>\n",
       "      <td>55.6</td>\n",
       "      <td>1147</td>\n",
       "      <td>378</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>7524</td>\n",
       "      <td>369</td>\n",
       "      <td>285</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>5695</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>20.6</td>\n",
       "      <td>785</td>\n",
       "      <td>669.9</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>Moonee Valley (C)</th>\n",
       "      <td>83.5</td>\n",
       "      <td>726</td>\n",
       "      <td>6174</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Western Metropolitan</td>\n",
       "      <td>43</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>115097</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>95.7</td>\n",
       "      <td>1377</td>\n",
       "      <td>438.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moorabool (S)</th>\n",
       "      <td>52.0</td>\n",
       "      <td>1057</td>\n",
       "      <td>1511</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>2110</td>\n",
       "      <td>54</td>\n",
       "      <td>41</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>30320</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27.5</td>\n",
       "      <td>1183</td>\n",
       "      <td>409.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moreland (C)</th>\n",
       "      <td>82.3</td>\n",
       "      <td>730</td>\n",
       "      <td>9855</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>160029</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1215</td>\n",
       "      <td>425.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mornington Peninsula (S)</th>\n",
       "      <td>68.7</td>\n",
       "      <td>823</td>\n",
       "      <td>9377</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>724</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>152260</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>46.1</td>\n",
       "      <td>1054</td>\n",
       "      <td>557.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mount Alexander (S)</th>\n",
       "      <td>48.6</td>\n",
       "      <td>1122</td>\n",
       "      <td>951</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>1529</td>\n",
       "      <td>121</td>\n",
       "      <td>82</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>17994</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24.8</td>\n",
       "      <td>838</td>\n",
       "      <td>439.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moyne (S)</th>\n",
       "      <td>35.1</td>\n",
       "      <td>1193</td>\n",
       "      <td>693</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>5482</td>\n",
       "      <td>287</td>\n",
       "      <td>230</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>16277</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1040</td>\n",
       "      <td>426.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Murrindindi (S)</th>\n",
       "      <td>32.3</td>\n",
       "      <td>1333</td>\n",
       "      <td>892</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>3878</td>\n",
       "      <td>129</td>\n",
       "      <td>118</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>13494</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>917</td>\n",
       "      <td>445.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nillumbik (S)</th>\n",
       "      <td>52.3</td>\n",
       "      <td>986</td>\n",
       "      <td>2066</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>432</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>62724</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.3</td>\n",
       "      <td>1872</td>\n",
       "      <td>337.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Grampians (S)</th>\n",
       "      <td>57.6</td>\n",
       "      <td>1006</td>\n",
       "      <td>639</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>5726</td>\n",
       "      <td>231</td>\n",
       "      <td>172</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>11799</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>39.2</td>\n",
       "      <td>815</td>\n",
       "      <td>514.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Port Phillip (C)</th>\n",
       "      <td>86.7</td>\n",
       "      <td>654</td>\n",
       "      <td>5908</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>102501</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>98.1</td>\n",
       "      <td>1672</td>\n",
       "      <td>388.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pyrenees (S)</th>\n",
       "      <td>35.9</td>\n",
       "      <td>1243</td>\n",
       "      <td>429</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>3434</td>\n",
       "      <td>157</td>\n",
       "      <td>106</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>6770</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>732</td>\n",
       "      <td>510.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Queenscliffe (B)</th>\n",
       "      <td>34.6</td>\n",
       "      <td>1135</td>\n",
       "      <td>208</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>9</td>\n",
       "      <td>102</td>\n",
       "      <td>86</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>3058</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>1022</td>\n",
       "      <td>666.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Gippsland (S)</th>\n",
       "      <td>40.8</td>\n",
       "      <td>1207</td>\n",
       "      <td>1614</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Gippsland</td>\n",
       "      <td>3299</td>\n",
       "      <td>130</td>\n",
       "      <td>108</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>27930</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>920</td>\n",
       "      <td>473.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southern Grampians (S)</th>\n",
       "      <td>68.3</td>\n",
       "      <td>871</td>\n",
       "      <td>781</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>6654</td>\n",
       "      <td>295</td>\n",
       "      <td>229</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>16145</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>40.9</td>\n",
       "      <td>908</td>\n",
       "      <td>466.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stonnington (C)</th>\n",
       "      <td>85.8</td>\n",
       "      <td>678</td>\n",
       "      <td>4543</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Southern Metropolitan</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>103187</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1722</td>\n",
       "      <td>405.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strathbogie (S)</th>\n",
       "      <td>34.9</td>\n",
       "      <td>1282</td>\n",
       "      <td>671</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>3302</td>\n",
       "      <td>152</td>\n",
       "      <td>104</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>9706</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>12.2</td>\n",
       "      <td>843</td>\n",
       "      <td>531.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Surf Coast (S)</th>\n",
       "      <td>45.7</td>\n",
       "      <td>1106</td>\n",
       "      <td>1360</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>1553</td>\n",
       "      <td>94</td>\n",
       "      <td>75</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>28282</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>1277</td>\n",
       "      <td>364.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swan Hill (RC)</th>\n",
       "      <td>71.9</td>\n",
       "      <td>815</td>\n",
       "      <td>1232</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Loddon Mallee</td>\n",
       "      <td>6120</td>\n",
       "      <td>338</td>\n",
       "      <td>256</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>20867</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>38.4</td>\n",
       "      <td>886</td>\n",
       "      <td>557.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Towong (S)</th>\n",
       "      <td>33.8</td>\n",
       "      <td>1414</td>\n",
       "      <td>320</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>6674</td>\n",
       "      <td>423</td>\n",
       "      <td>304</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>5889</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>850</td>\n",
       "      <td>282.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wangaratta (RC)</th>\n",
       "      <td>70.3</td>\n",
       "      <td>862</td>\n",
       "      <td>1640</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>3644</td>\n",
       "      <td>238</td>\n",
       "      <td>161</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>27197</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>47.0</td>\n",
       "      <td>913</td>\n",
       "      <td>498.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Warrnambool (C)</th>\n",
       "      <td>87.2</td>\n",
       "      <td>641</td>\n",
       "      <td>1778</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Barwon-South Western</td>\n",
       "      <td>121</td>\n",
       "      <td>255</td>\n",
       "      <td>210</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>33300</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>72.8</td>\n",
       "      <td>1025</td>\n",
       "      <td>450.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wellington (S)</th>\n",
       "      <td>52.6</td>\n",
       "      <td>1088</td>\n",
       "      <td>2462</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Gippsland</td>\n",
       "      <td>10817</td>\n",
       "      <td>212</td>\n",
       "      <td>154</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>42319</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26.6</td>\n",
       "      <td>905</td>\n",
       "      <td>491.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Wimmera (S)</th>\n",
       "      <td>37.1</td>\n",
       "      <td>1318</td>\n",
       "      <td>194</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>9106</td>\n",
       "      <td>408</td>\n",
       "      <td>318</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>4089</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>815</td>\n",
       "      <td>464.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Whitehorse (C)</th>\n",
       "      <td>88.5</td>\n",
       "      <td>636</td>\n",
       "      <td>7300</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Eastern Metropolitan</td>\n",
       "      <td>64</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>161724</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1317</td>\n",
       "      <td>507.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Whittlesea (C)</th>\n",
       "      <td>69.0</td>\n",
       "      <td>848</td>\n",
       "      <td>9345</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>490</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>179261</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>75.6</td>\n",
       "      <td>1275</td>\n",
       "      <td>452.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wodonga (RC)</th>\n",
       "      <td>75.0</td>\n",
       "      <td>811</td>\n",
       "      <td>2145</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Hume</td>\n",
       "      <td>433</td>\n",
       "      <td>307</td>\n",
       "      <td>325</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>37345</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>53.5</td>\n",
       "      <td>1075</td>\n",
       "      <td>250.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyndham (C)</th>\n",
       "      <td>71.6</td>\n",
       "      <td>819</td>\n",
       "      <td>7674</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Western Metropolitan</td>\n",
       "      <td>542</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>189618</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1424</td>\n",
       "      <td>334.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yarra (C)</th>\n",
       "      <td>88.7</td>\n",
       "      <td>624</td>\n",
       "      <td>5037</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Northern Metropolitan</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>Major Cities of Australia</td>\n",
       "      <td>83593</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1680</td>\n",
       "      <td>361.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yarra Ranges (S)</th>\n",
       "      <td>61.6</td>\n",
       "      <td>915</td>\n",
       "      <td>7702</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>Eastern Metropolitan</td>\n",
       "      <td>2465</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "      <td>Inner Regional Australia</td>\n",
       "      <td>149538</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>55.9</td>\n",
       "      <td>1281</td>\n",
       "      <td>444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yarriambiack (S)</th>\n",
       "      <td>29.8</td>\n",
       "      <td>1456</td>\n",
       "      <td>396</td>\n",
       "      <td>Rural</td>\n",
       "      <td>Grampians</td>\n",
       "      <td>7326</td>\n",
       "      <td>334</td>\n",
       "      <td>255</td>\n",
       "      <td>Outer Regional Australia</td>\n",
       "      <td>7018</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>773</td>\n",
       "      <td>557.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>79 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Perc_under_15mins  AVG_RT_sec  Total_calls  \\\n",
       "Alpine (S)                             37.6        1317          622   \n",
       "Ararat (RC)                            60.0        1025          660   \n",
       "Ballarat (C)                           80.4         734         5889   \n",
       "Banyule (C)                            83.1         698         5949   \n",
       "Bass Coast (S)                         60.5         934         2692   \n",
       "Baw Baw (S)                            46.5        1162         2641   \n",
       "Bayside (C)                            81.8         760         4178   \n",
       "Benalla (RC)                           60.5        1003          826   \n",
       "Boroondara (C)                         86.0         697         6148   \n",
       "Brimbank (C)                           76.6         768        10718   \n",
       "Buloke (S)                             29.1        1536          358   \n",
       "Campaspe (S)                           59.1         961         2345   \n",
       "Cardinia (S)                           63.1         882         4357   \n",
       "Casey (C)                              79.8         730        12887   \n",
       "Central Goldfields (S)                 58.1         997          944   \n",
       "Colac-Otway (S)                        58.0        1066          903   \n",
       "Corangamite (S)                        39.7        1218          695   \n",
       "Darebin (C)                            85.9         681         8930   \n",
       "East Gippsland (S)                     52.7        1097         3325   \n",
       "Frankston (C)                          84.5         683         9341   \n",
       "Gannawarra (S)                         50.5        1118          442   \n",
       "Glen Eira (C)                          84.1         701         6844   \n",
       "Glenelg (S)                            67.1         897         1000   \n",
       "Golden Plains (S)                      21.4        1317          632   \n",
       "Greater Bendigo (C)                    68.2         855         6524   \n",
       "Greater Dandenong (C)                  85.2         675         9789   \n",
       "Greater Geelong (C)                    72.3         806        14100   \n",
       "Greater Shepparton (C)                 73.0         805         4313   \n",
       "Hepburn (S)                            20.3        1440          695   \n",
       "Hindmarsh (S)                          55.6        1147          378   \n",
       "...                                     ...         ...          ...   \n",
       "Moonee Valley (C)                      83.5         726         6174   \n",
       "Moorabool (S)                          52.0        1057         1511   \n",
       "Moreland (C)                           82.3         730         9855   \n",
       "Mornington Peninsula (S)               68.7         823         9377   \n",
       "Mount Alexander (S)                    48.6        1122          951   \n",
       "Moyne (S)                              35.1        1193          693   \n",
       "Murrindindi (S)                        32.3        1333          892   \n",
       "Nillumbik (S)                          52.3         986         2066   \n",
       "Northern Grampians (S)                 57.6        1006          639   \n",
       "Port Phillip (C)                       86.7         654         5908   \n",
       "Pyrenees (S)                           35.9        1243          429   \n",
       "Queenscliffe (B)                       34.6        1135          208   \n",
       "South Gippsland (S)                    40.8        1207         1614   \n",
       "Southern Grampians (S)                 68.3         871          781   \n",
       "Stonnington (C)                        85.8         678         4543   \n",
       "Strathbogie (S)                        34.9        1282          671   \n",
       "Surf Coast (S)                         45.7        1106         1360   \n",
       "Swan Hill (RC)                         71.9         815         1232   \n",
       "Towong (S)                             33.8        1414          320   \n",
       "Wangaratta (RC)                        70.3         862         1640   \n",
       "Warrnambool (C)                        87.2         641         1778   \n",
       "Wellington (S)                         52.6        1088         2462   \n",
       "West Wimmera (S)                       37.1        1318          194   \n",
       "Whitehorse (C)                         88.5         636         7300   \n",
       "Whittlesea (C)                         69.0         848         9345   \n",
       "Wodonga (RC)                           75.0         811         2145   \n",
       "Wyndham (C)                            71.6         819         7674   \n",
       "Yarra (C)                              88.7         624         5037   \n",
       "Yarra Ranges (S)                       61.6         915         7702   \n",
       "Yarriambiack (S)                       29.8        1456          396   \n",
       "\n",
       "                         MetropolitanRural    Departmental_region  \\\n",
       "Alpine (S)                           Rural                   Hume   \n",
       "Ararat (RC)                          Rural              Grampians   \n",
       "Ballarat (C)                         Rural              Grampians   \n",
       "Banyule (C)                   Metropolitan  Northern Metropolitan   \n",
       "Bass Coast (S)                       Rural              Gippsland   \n",
       "Baw Baw (S)                          Rural              Gippsland   \n",
       "Bayside (C)                   Metropolitan  Southern Metropolitan   \n",
       "Benalla (RC)                         Rural                   Hume   \n",
       "Boroondara (C)                Metropolitan   Eastern Metropolitan   \n",
       "Brimbank (C)                  Metropolitan   Western Metropolitan   \n",
       "Buloke (S)                           Rural          Loddon Mallee   \n",
       "Campaspe (S)                         Rural          Loddon Mallee   \n",
       "Cardinia (S)                  Metropolitan  Southern Metropolitan   \n",
       "Casey (C)                     Metropolitan  Southern Metropolitan   \n",
       "Central Goldfields (S)               Rural          Loddon Mallee   \n",
       "Colac-Otway (S)                      Rural   Barwon-South Western   \n",
       "Corangamite (S)                      Rural   Barwon-South Western   \n",
       "Darebin (C)                   Metropolitan  Northern Metropolitan   \n",
       "East Gippsland (S)                   Rural              Gippsland   \n",
       "Frankston (C)                 Metropolitan  Southern Metropolitan   \n",
       "Gannawarra (S)                       Rural          Loddon Mallee   \n",
       "Glen Eira (C)                 Metropolitan  Southern Metropolitan   \n",
       "Glenelg (S)                          Rural   Barwon-South Western   \n",
       "Golden Plains (S)                    Rural              Grampians   \n",
       "Greater Bendigo (C)                  Rural          Loddon Mallee   \n",
       "Greater Dandenong (C)         Metropolitan  Southern Metropolitan   \n",
       "Greater Geelong (C)                  Rural   Barwon-South Western   \n",
       "Greater Shepparton (C)               Rural                   Hume   \n",
       "Hepburn (S)                          Rural              Grampians   \n",
       "Hindmarsh (S)                        Rural              Grampians   \n",
       "...                                    ...                    ...   \n",
       "Moonee Valley (C)             Metropolitan   Western Metropolitan   \n",
       "Moorabool (S)                        Rural              Grampians   \n",
       "Moreland (C)                  Metropolitan  Northern Metropolitan   \n",
       "Mornington Peninsula (S)      Metropolitan  Southern Metropolitan   \n",
       "Mount Alexander (S)                  Rural          Loddon Mallee   \n",
       "Moyne (S)                            Rural   Barwon-South Western   \n",
       "Murrindindi (S)                      Rural                   Hume   \n",
       "Nillumbik (S)                 Metropolitan  Northern Metropolitan   \n",
       "Northern Grampians (S)               Rural              Grampians   \n",
       "Port Phillip (C)              Metropolitan  Southern Metropolitan   \n",
       "Pyrenees (S)                         Rural              Grampians   \n",
       "Queenscliffe (B)                     Rural   Barwon-South Western   \n",
       "South Gippsland (S)                  Rural              Gippsland   \n",
       "Southern Grampians (S)               Rural   Barwon-South Western   \n",
       "Stonnington (C)               Metropolitan  Southern Metropolitan   \n",
       "Strathbogie (S)                      Rural                   Hume   \n",
       "Surf Coast (S)                       Rural   Barwon-South Western   \n",
       "Swan Hill (RC)                       Rural          Loddon Mallee   \n",
       "Towong (S)                           Rural                   Hume   \n",
       "Wangaratta (RC)                      Rural                   Hume   \n",
       "Warrnambool (C)                      Rural   Barwon-South Western   \n",
       "Wellington (S)                       Rural              Gippsland   \n",
       "West Wimmera (S)                     Rural              Grampians   \n",
       "Whitehorse (C)                Metropolitan   Eastern Metropolitan   \n",
       "Whittlesea (C)                Metropolitan  Northern Metropolitan   \n",
       "Wodonga (RC)                         Rural                   Hume   \n",
       "Wyndham (C)                   Metropolitan   Western Metropolitan   \n",
       "Yarra (C)                     Metropolitan  Northern Metropolitan   \n",
       "Yarra Ranges (S)              Metropolitan   Eastern Metropolitan   \n",
       "Yarriambiack (S)                     Rural              Grampians   \n",
       "\n",
       "                          Area_of_LGA_sq_km  Distance_to_Melbourne_in_km  \\\n",
       "Alpine (S)                             4787                          286   \n",
       "Ararat (RC)                            4210                          200   \n",
       "Ballarat (C)                            739                          115   \n",
       "Banyule (C)                              63                           23   \n",
       "Bass Coast (S)                          865                          130   \n",
       "Baw Baw (S)                            4031                          102   \n",
       "Bayside (C)                              37                           12   \n",
       "Benalla (RC)                           2352                          199   \n",
       "Boroondara (C)                           60                           12   \n",
       "Brimbank (C)                            123                           19   \n",
       "Buloke (S)                             8001                          278   \n",
       "Campaspe (S)                           4518                          208   \n",
       "Cardinia (S)                           1282                           58   \n",
       "Casey (C)                               409                           46   \n",
       "Central Goldfields (S)                 1532                          169   \n",
       "Colac-Otway (S)                        3439                          149   \n",
       "Corangamite (S)                        4408                          191   \n",
       "Darebin (C)                              53                           14   \n",
       "East Gippsland (S)                    20937                          275   \n",
       "Frankston (C)                           130                           42   \n",
       "Gannawarra (S)                         3736                          279   \n",
       "Glen Eira (C)                            39                           17   \n",
       "Glenelg (S)                            6218                          355   \n",
       "Golden Plains (S)                      2703                           86   \n",
       "Greater Bendigo (C)                    2999                          145   \n",
       "Greater Dandenong (C)                   130                           28   \n",
       "Greater Geelong (C)                    1248                           78   \n",
       "Greater Shepparton (C)                 2421                          178   \n",
       "Hepburn (S)                            1473                          108   \n",
       "Hindmarsh (S)                          7524                          369   \n",
       "...                                     ...                          ...   \n",
       "Moonee Valley (C)                        43                            9   \n",
       "Moorabool (S)                          2110                           54   \n",
       "Moreland (C)                             51                            8   \n",
       "Mornington Peninsula (S)                724                           54   \n",
       "Mount Alexander (S)                    1529                          121   \n",
       "Moyne (S)                              5482                          287   \n",
       "Murrindindi (S)                        3878                          129   \n",
       "Nillumbik (S)                           432                           25   \n",
       "Northern Grampians (S)                 5726                          231   \n",
       "Port Phillip (C)                         21                            6   \n",
       "Pyrenees (S)                           3434                          157   \n",
       "Queenscliffe (B)                          9                          102   \n",
       "South Gippsland (S)                    3299                          130   \n",
       "Southern Grampians (S)                 6654                          295   \n",
       "Stonnington (C)                          26                           13   \n",
       "Strathbogie (S)                        3302                          152   \n",
       "Surf Coast (S)                         1553                           94   \n",
       "Swan Hill (RC)                         6120                          338   \n",
       "Towong (S)                             6674                          423   \n",
       "Wangaratta (RC)                        3644                          238   \n",
       "Warrnambool (C)                         121                          255   \n",
       "Wellington (S)                        10817                          212   \n",
       "West Wimmera (S)                       9106                          408   \n",
       "Whitehorse (C)                           64                           26   \n",
       "Whittlesea (C)                          490                           28   \n",
       "Wodonga (RC)                            433                          307   \n",
       "Wyndham (C)                             542                           31   \n",
       "Yarra (C)                                20                            4   \n",
       "Yarra Ranges (S)                       2465                           37   \n",
       "Yarriambiack (S)                       7326                          334   \n",
       "\n",
       "                          Travel_time_from_Melbourne_mins  \\\n",
       "Alpine (S)                                            201   \n",
       "Ararat (RC)                                           143   \n",
       "Ballarat (C)                                           76   \n",
       "Banyule (C)                                            25   \n",
       "Bass Coast (S)                                        111   \n",
       "Baw Baw (S)                                            74   \n",
       "Bayside (C)                                            15   \n",
       "Benalla (RC)                                          136   \n",
       "Boroondara (C)                                         13   \n",
       "Brimbank (C)                                           19   \n",
       "Buloke (S)                                            205   \n",
       "Campaspe (S)                                          178   \n",
       "Cardinia (S)                                           45   \n",
       "Casey (C)                                              36   \n",
       "Central Goldfields (S)                                124   \n",
       "Colac-Otway (S)                                       116   \n",
       "Corangamite (S)                                       153   \n",
       "Darebin (C)                                            17   \n",
       "East Gippsland (S)                                    211   \n",
       "Frankston (C)                                          40   \n",
       "Gannawarra (S)                                        206   \n",
       "Glen Eira (C)                                          21   \n",
       "Glenelg (S)                                           298   \n",
       "Golden Plains (S)                                      64   \n",
       "Greater Bendigo (C)                                    92   \n",
       "Greater Dandenong (C)                                  28   \n",
       "Greater Geelong (C)                                    58   \n",
       "Greater Shepparton (C)                                127   \n",
       "Hepburn (S)                                            78   \n",
       "Hindmarsh (S)                                         285   \n",
       "...                                                   ...   \n",
       "Moonee Valley (C)                                      12   \n",
       "Moorabool (S)                                          41   \n",
       "Moreland (C)                                           10   \n",
       "Mornington Peninsula (S)                               52   \n",
       "Mount Alexander (S)                                    82   \n",
       "Moyne (S)                                             230   \n",
       "Murrindindi (S)                                       118   \n",
       "Nillumbik (S)                                          27   \n",
       "Northern Grampians (S)                                172   \n",
       "Port Phillip (C)                                        8   \n",
       "Pyrenees (S)                                          106   \n",
       "Queenscliffe (B)                                       86   \n",
       "South Gippsland (S)                                   108   \n",
       "Southern Grampians (S)                                229   \n",
       "Stonnington (C)                                        14   \n",
       "Strathbogie (S)                                       104   \n",
       "Surf Coast (S)                                         75   \n",
       "Swan Hill (RC)                                        256   \n",
       "Towong (S)                                            304   \n",
       "Wangaratta (RC)                                       161   \n",
       "Warrnambool (C)                                       210   \n",
       "Wellington (S)                                        154   \n",
       "West Wimmera (S)                                      318   \n",
       "Whitehorse (C)                                         22   \n",
       "Whittlesea (C)                                         28   \n",
       "Wodonga (RC)                                          325   \n",
       "Wyndham (C)                                            25   \n",
       "Yarra (C)                                               6   \n",
       "Yarra Ranges (S)                                       33   \n",
       "Yarriambiack (S)                                      255   \n",
       "\n",
       "                                Remoteness_category  Population  \\\n",
       "Alpine (S)                 Outer Regional Australia       12044   \n",
       "Ararat (RC)                Outer Regional Australia       11207   \n",
       "Ballarat (C)               Inner Regional Australia       98684   \n",
       "Banyule (C)               Major Cities of Australia      124475   \n",
       "Bass Coast (S)             Inner Regional Australia       31010   \n",
       "Baw Baw (S)                Inner Regional Australia       45205   \n",
       "Bayside (C)               Major Cities of Australia       98368   \n",
       "Benalla (RC)               Inner Regional Australia       13719   \n",
       "Boroondara (C)            Major Cities of Australia      170553   \n",
       "Brimbank (C)              Major Cities of Australia      195469   \n",
       "Buloke (S)                 Outer Regional Australia        6221   \n",
       "Campaspe (S)               Inner Regional Australia       36919   \n",
       "Cardinia (S)               Inner Regional Australia       84065   \n",
       "Casey (C)                 Major Cities of Australia      275116   \n",
       "Central Goldfields (S)     Inner Regional Australia       12602   \n",
       "Colac-Otway (S)            Inner Regional Australia       20694   \n",
       "Corangamite (S)            Outer Regional Australia       16137   \n",
       "Darebin (C)               Major Cities of Australia      146797   \n",
       "East Gippsland (S)         Outer Regional Australia       43413   \n",
       "Frankston (C)             Major Cities of Australia      133560   \n",
       "Gannawarra (S)             Outer Regional Australia       10326   \n",
       "Glen Eira (C)             Major Cities of Australia      141519   \n",
       "Glenelg (S)                Outer Regional Australia       19521   \n",
       "Golden Plains (S)          Inner Regional Australia       20151   \n",
       "Greater Bendigo (C)        Inner Regional Australia      105332   \n",
       "Greater Dandenong (C)     Major Cities of Australia      146727   \n",
       "Greater Geelong (C)        Inner Regional Australia      221515   \n",
       "Greater Shepparton (C)     Inner Regional Australia       62784   \n",
       "Hepburn (S)                Inner Regional Australia       14843   \n",
       "Hindmarsh (S)              Outer Regional Australia        5695   \n",
       "...                                             ...         ...   \n",
       "Moonee Valley (C)         Major Cities of Australia      115097   \n",
       "Moorabool (S)              Inner Regional Australia       30320   \n",
       "Moreland (C)              Major Cities of Australia      160029   \n",
       "Mornington Peninsula (S)  Major Cities of Australia      152260   \n",
       "Mount Alexander (S)        Inner Regional Australia       17994   \n",
       "Moyne (S)                  Outer Regional Australia       16277   \n",
       "Murrindindi (S)            Inner Regional Australia       13494   \n",
       "Nillumbik (S)              Inner Regional Australia       62724   \n",
       "Northern Grampians (S)     Outer Regional Australia       11799   \n",
       "Port Phillip (C)          Major Cities of Australia      102501   \n",
       "Pyrenees (S)               Inner Regional Australia        6770   \n",
       "Queenscliffe (B)           Inner Regional Australia        3058   \n",
       "South Gippsland (S)        Inner Regional Australia       27930   \n",
       "Southern Grampians (S)     Outer Regional Australia       16145   \n",
       "Stonnington (C)           Major Cities of Australia      103187   \n",
       "Strathbogie (S)            Inner Regional Australia        9706   \n",
       "Surf Coast (S)             Inner Regional Australia       28282   \n",
       "Swan Hill (RC)             Outer Regional Australia       20867   \n",
       "Towong (S)                 Outer Regional Australia        5889   \n",
       "Wangaratta (RC)            Inner Regional Australia       27197   \n",
       "Warrnambool (C)            Inner Regional Australia       33300   \n",
       "Wellington (S)             Outer Regional Australia       42319   \n",
       "West Wimmera (S)           Outer Regional Australia        4089   \n",
       "Whitehorse (C)            Major Cities of Australia      161724   \n",
       "Whittlesea (C)             Inner Regional Australia      179261   \n",
       "Wodonga (RC)               Inner Regional Australia       37345   \n",
       "Wyndham (C)                Inner Regional Australia      189618   \n",
       "Yarra (C)                 Major Cities of Australia       83593   \n",
       "Yarra Ranges (S)           Inner Regional Australia      149538   \n",
       "Yarriambiack (S)           Outer Regional Australia        7018   \n",
       "\n",
       "                          Number_of_hospitals  Number_of_public_hospitals  \\\n",
       "Alpine (S)                                  3                           3   \n",
       "Ararat (RC)                                 2                           2   \n",
       "Ballarat (C)                                5                           2   \n",
       "Banyule (C)                                 8                           3   \n",
       "Bass Coast (S)                              1                           1   \n",
       "Baw Baw (S)                                 2                           1   \n",
       "Bayside (C)                                 7                           2   \n",
       "Benalla (RC)                                1                           1   \n",
       "Boroondara (C)                             15                           4   \n",
       "Brimbank (C)                                5                           1   \n",
       "Buloke (S)                                  5                           5   \n",
       "Campaspe (S)                                4                           4   \n",
       "Cardinia (S)                                1                           1   \n",
       "Casey (C)                                   8                           2   \n",
       "Central Goldfields (S)                      2                           2   \n",
       "Colac-Otway (S)                             2                           2   \n",
       "Corangamite (S)                             5                           4   \n",
       "Darebin (C)                                 4                           1   \n",
       "East Gippsland (S)                          3                           3   \n",
       "Frankston (C)                               9                           2   \n",
       "Gannawarra (S)                              2                           2   \n",
       "Glen Eira (C)                              12                           3   \n",
       "Glenelg (S)                                 3                           3   \n",
       "Golden Plains (S)                           0                           0   \n",
       "Greater Bendigo (C)                         5                           3   \n",
       "Greater Dandenong (C)                      10                           2   \n",
       "Greater Geelong (C)                         7                           2   \n",
       "Greater Shepparton (C)                      3                           2   \n",
       "Hepburn (S)                                 2                           2   \n",
       "Hindmarsh (S)                               4                           4   \n",
       "...                                       ...                         ...   \n",
       "Moonee Valley (C)                           3                           0   \n",
       "Moorabool (S)                               2                           1   \n",
       "Moreland (C)                                5                           0   \n",
       "Mornington Peninsula (S)                    6                           2   \n",
       "Mount Alexander (S)                         2                           2   \n",
       "Moyne (S)                                   1                           1   \n",
       "Murrindindi (S)                             2                           2   \n",
       "Nillumbik (S)                               0                           0   \n",
       "Northern Grampians (S)                      2                           2   \n",
       "Port Phillip (C)                            4                           0   \n",
       "Pyrenees (S)                                1                           1   \n",
       "Queenscliffe (B)                            0                           0   \n",
       "South Gippsland (S)                         3                           3   \n",
       "Southern Grampians (S)                      3                           3   \n",
       "Stonnington (C)                            10                           0   \n",
       "Strathbogie (S)                             2                           0   \n",
       "Surf Coast (S)                              2                           2   \n",
       "Swan Hill (RC)                              4                           4   \n",
       "Towong (S)                                  2                           2   \n",
       "Wangaratta (RC)                             2                           1   \n",
       "Warrnambool (C)                             2                           1   \n",
       "Wellington (S)                              4                           3   \n",
       "West Wimmera (S)                            2                           2   \n",
       "Whitehorse (C)                              7                           2   \n",
       "Whittlesea (C)                              4                           1   \n",
       "Wodonga (RC)                                3                           1   \n",
       "Wyndham (C)                                 4                           1   \n",
       "Yarra (C)                                   4                           1   \n",
       "Yarra Ranges (S)                            2                           2   \n",
       "Yarriambiack (S)                            3                           3   \n",
       "\n",
       "                          Number_of_private_hospitals  \\\n",
       "Alpine (S)                                          0   \n",
       "Ararat (RC)                                         0   \n",
       "Ballarat (C)                                        3   \n",
       "Banyule (C)                                         5   \n",
       "Bass Coast (S)                                      0   \n",
       "Baw Baw (S)                                         1   \n",
       "Bayside (C)                                         5   \n",
       "Benalla (RC)                                        0   \n",
       "Boroondara (C)                                     11   \n",
       "Brimbank (C)                                        4   \n",
       "Buloke (S)                                          0   \n",
       "Campaspe (S)                                        0   \n",
       "Cardinia (S)                                        0   \n",
       "Casey (C)                                           6   \n",
       "Central Goldfields (S)                              0   \n",
       "Colac-Otway (S)                                     0   \n",
       "Corangamite (S)                                     1   \n",
       "Darebin (C)                                         3   \n",
       "East Gippsland (S)                                  0   \n",
       "Frankston (C)                                       7   \n",
       "Gannawarra (S)                                      0   \n",
       "Glen Eira (C)                                       9   \n",
       "Glenelg (S)                                         0   \n",
       "Golden Plains (S)                                   0   \n",
       "Greater Bendigo (C)                                 2   \n",
       "Greater Dandenong (C)                               8   \n",
       "Greater Geelong (C)                                 5   \n",
       "Greater Shepparton (C)                              1   \n",
       "Hepburn (S)                                         0   \n",
       "Hindmarsh (S)                                       0   \n",
       "...                                               ...   \n",
       "Moonee Valley (C)                                   3   \n",
       "Moorabool (S)                                       1   \n",
       "Moreland (C)                                        5   \n",
       "Mornington Peninsula (S)                            4   \n",
       "Mount Alexander (S)                                 0   \n",
       "Moyne (S)                                           0   \n",
       "Murrindindi (S)                                     0   \n",
       "Nillumbik (S)                                       0   \n",
       "Northern Grampians (S)                              0   \n",
       "Port Phillip (C)                                    4   \n",
       "Pyrenees (S)                                        0   \n",
       "Queenscliffe (B)                                    0   \n",
       "South Gippsland (S)                                 0   \n",
       "Southern Grampians (S)                              0   \n",
       "Stonnington (C)                                    10   \n",
       "Strathbogie (S)                                     2   \n",
       "Surf Coast (S)                                      0   \n",
       "Swan Hill (RC)                                      0   \n",
       "Towong (S)                                          0   \n",
       "Wangaratta (RC)                                     1   \n",
       "Warrnambool (C)                                     1   \n",
       "Wellington (S)                                      1   \n",
       "West Wimmera (S)                                    0   \n",
       "Whitehorse (C)                                      5   \n",
       "Whittlesea (C)                                      3   \n",
       "Wodonga (RC)                                        2   \n",
       "Wyndham (C)                                         3   \n",
       "Yarra (C)                                           3   \n",
       "Yarra Ranges (S)                                    0   \n",
       "Yarriambiack (S)                                    0   \n",
       "\n",
       "                          Ppl_who_live_near_public_transport_percent  \\\n",
       "Alpine (S)                                                       3.0   \n",
       "Ararat (RC)                                                     48.3   \n",
       "Ballarat (C)                                                    67.4   \n",
       "Banyule (C)                                                     90.4   \n",
       "Bass Coast (S)                                                  36.7   \n",
       "Baw Baw (S)                                                     20.9   \n",
       "Bayside (C)                                                     96.6   \n",
       "Benalla (RC)                                                    41.2   \n",
       "Boroondara (C)                                                 100.0   \n",
       "Brimbank (C)                                                    84.0   \n",
       "Buloke (S)                                                       7.1   \n",
       "Campaspe (S)                                                    23.2   \n",
       "Cardinia (S)                                                    43.3   \n",
       "Casey (C)                                                       62.4   \n",
       "Central Goldfields (S)                                          45.4   \n",
       "Colac-Otway (S)                                                 41.2   \n",
       "Corangamite (S)                                                  8.9   \n",
       "Darebin (C)                                                     99.7   \n",
       "East Gippsland (S)                                              19.7   \n",
       "Frankston (C)                                                   72.8   \n",
       "Gannawarra (S)                                                   9.3   \n",
       "Glen Eira (C)                                                  100.0   \n",
       "Glenelg (S)                                                     33.1   \n",
       "Golden Plains (S)                                                2.4   \n",
       "Greater Bendigo (C)                                             57.8   \n",
       "Greater Dandenong (C)                                           94.0   \n",
       "Greater Geelong (C)                                             76.9   \n",
       "Greater Shepparton (C)                                          54.1   \n",
       "Hepburn (S)                                                     11.3   \n",
       "Hindmarsh (S)                                                   20.6   \n",
       "...                                                              ...   \n",
       "Moonee Valley (C)                                               95.7   \n",
       "Moorabool (S)                                                   27.5   \n",
       "Moreland (C)                                                    99.0   \n",
       "Mornington Peninsula (S)                                        46.1   \n",
       "Mount Alexander (S)                                             24.8   \n",
       "Moyne (S)                                                        8.5   \n",
       "Murrindindi (S)                                                  5.9   \n",
       "Nillumbik (S)                                                   50.3   \n",
       "Northern Grampians (S)                                          39.2   \n",
       "Port Phillip (C)                                                98.1   \n",
       "Pyrenees (S)                                                     7.5   \n",
       "Queenscliffe (B)                                                66.9   \n",
       "South Gippsland (S)                                              8.5   \n",
       "Southern Grampians (S)                                          40.9   \n",
       "Stonnington (C)                                                100.0   \n",
       "Strathbogie (S)                                                 12.2   \n",
       "Surf Coast (S)                                                  33.2   \n",
       "Swan Hill (RC)                                                  38.4   \n",
       "Towong (S)                                                       5.3   \n",
       "Wangaratta (RC)                                                 47.0   \n",
       "Warrnambool (C)                                                 72.8   \n",
       "Wellington (S)                                                  26.6   \n",
       "West Wimmera (S)                                                 8.6   \n",
       "Whitehorse (C)                                                 100.0   \n",
       "Whittlesea (C)                                                  75.6   \n",
       "Wodonga (RC)                                                    53.5   \n",
       "Wyndham (C)                                                     65.0   \n",
       "Yarra (C)                                                      100.0   \n",
       "Yarra Ranges (S)                                                55.9   \n",
       "Yarriambiack (S)                                                 7.6   \n",
       "\n",
       "                          Median_household_income_aud  \\\n",
       "Alpine (S)                                        829   \n",
       "Ararat (RC)                                       844   \n",
       "Ballarat (C)                                      988   \n",
       "Banyule (C)                                      1394   \n",
       "Bass Coast (S)                                    855   \n",
       "Baw Baw (S)                                      1025   \n",
       "Bayside (C)                                      1826   \n",
       "Benalla (RC)                                      827   \n",
       "Boroondara (C)                                   1893   \n",
       "Brimbank (C)                                     1106   \n",
       "Buloke (S)                                        742   \n",
       "Campaspe (S)                                      886   \n",
       "Cardinia (S)                                     1303   \n",
       "Casey (C)                                        1342   \n",
       "Central Goldfields (S)                            685   \n",
       "Colac-Otway (S)                                   914   \n",
       "Corangamite (S)                                   909   \n",
       "Darebin (C)                                      1178   \n",
       "East Gippsland (S)                                798   \n",
       "Frankston (C)                                    1140   \n",
       "Gannawarra (S)                                    764   \n",
       "Glen Eira (C)                                    1445   \n",
       "Glenelg (S)                                       899   \n",
       "Golden Plains (S)                                1217   \n",
       "Greater Bendigo (C)                               991   \n",
       "Greater Dandenong (C)                             953   \n",
       "Greater Geelong (C)                              1049   \n",
       "Greater Shepparton (C)                            980   \n",
       "Hepburn (S)                                       850   \n",
       "Hindmarsh (S)                                     785   \n",
       "...                                               ...   \n",
       "Moonee Valley (C)                                1377   \n",
       "Moorabool (S)                                    1183   \n",
       "Moreland (C)                                     1215   \n",
       "Mornington Peninsula (S)                         1054   \n",
       "Mount Alexander (S)                               838   \n",
       "Moyne (S)                                        1040   \n",
       "Murrindindi (S)                                   917   \n",
       "Nillumbik (S)                                    1872   \n",
       "Northern Grampians (S)                            815   \n",
       "Port Phillip (C)                                 1672   \n",
       "Pyrenees (S)                                      732   \n",
       "Queenscliffe (B)                                 1022   \n",
       "South Gippsland (S)                               920   \n",
       "Southern Grampians (S)                            908   \n",
       "Stonnington (C)                                  1722   \n",
       "Strathbogie (S)                                   843   \n",
       "Surf Coast (S)                                   1277   \n",
       "Swan Hill (RC)                                    886   \n",
       "Towong (S)                                        850   \n",
       "Wangaratta (RC)                                   913   \n",
       "Warrnambool (C)                                  1025   \n",
       "Wellington (S)                                    905   \n",
       "West Wimmera (S)                                  815   \n",
       "Whitehorse (C)                                   1317   \n",
       "Whittlesea (C)                                   1275   \n",
       "Wodonga (RC)                                     1075   \n",
       "Wyndham (C)                                      1424   \n",
       "Yarra (C)                                        1680   \n",
       "Yarra Ranges (S)                                 1281   \n",
       "Yarriambiack (S)                                  773   \n",
       "\n",
       "                          Hosp_admiss_per_1000_pop  \n",
       "Alpine (S)                                   414.4  \n",
       "Ararat (RC)                                  462.5  \n",
       "Ballarat (C)                                 476.2  \n",
       "Banyule (C)                                  442.3  \n",
       "Bass Coast (S)                               482.5  \n",
       "Baw Baw (S)                                  394.1  \n",
       "Bayside (C)                                  513.2  \n",
       "Benalla (RC)                                 518.9  \n",
       "Boroondara (C)                               413.8  \n",
       "Brimbank (C)                                 413.8  \n",
       "Buloke (S)                                   562.8  \n",
       "Campaspe (S)                                 519.5  \n",
       "Cardinia (S)                                 455.8  \n",
       "Casey (C)                                    443.8  \n",
       "Central Goldfields (S)                       644.8  \n",
       "Colac-Otway (S)                              427.4  \n",
       "Corangamite (S)                              481.6  \n",
       "Darebin (C)                                  440.8  \n",
       "East Gippsland (S)                           586.0  \n",
       "Frankston (C)                                495.7  \n",
       "Gannawarra (S)                               575.7  \n",
       "Glen Eira (C)                                465.6  \n",
       "Glenelg (S)                                  440.7  \n",
       "Golden Plains (S)                            387.0  \n",
       "Greater Bendigo (C)                          470.7  \n",
       "Greater Dandenong (C)                        470.5  \n",
       "Greater Geelong (C)                          453.3  \n",
       "Greater Shepparton (C)                       453.6  \n",
       "Hepburn (S)                                  449.1  \n",
       "Hindmarsh (S)                                669.9  \n",
       "...                                            ...  \n",
       "Moonee Valley (C)                            438.0  \n",
       "Moorabool (S)                                409.8  \n",
       "Moreland (C)                                 425.0  \n",
       "Mornington Peninsula (S)                     557.1  \n",
       "Mount Alexander (S)                          439.3  \n",
       "Moyne (S)                                    426.0  \n",
       "Murrindindi (S)                              445.3  \n",
       "Nillumbik (S)                                337.7  \n",
       "Northern Grampians (S)                       514.7  \n",
       "Port Phillip (C)                             388.6  \n",
       "Pyrenees (S)                                 510.4  \n",
       "Queenscliffe (B)                             666.3  \n",
       "South Gippsland (S)                          473.5  \n",
       "Southern Grampians (S)                       466.0  \n",
       "Stonnington (C)                              405.2  \n",
       "Strathbogie (S)                              531.3  \n",
       "Surf Coast (S)                               364.2  \n",
       "Swan Hill (RC)                               557.5  \n",
       "Towong (S)                                   282.4  \n",
       "Wangaratta (RC)                              498.9  \n",
       "Warrnambool (C)                              450.3  \n",
       "Wellington (S)                               491.3  \n",
       "West Wimmera (S)                             464.6  \n",
       "Whitehorse (C)                               507.1  \n",
       "Whittlesea (C)                               452.1  \n",
       "Wodonga (RC)                                 250.5  \n",
       "Wyndham (C)                                  334.6  \n",
       "Yarra (C)                                    361.3  \n",
       "Yarra Ranges (S)                             444.0  \n",
       "Yarriambiack (S)                             557.3  \n",
       "\n",
       "[79 rows x 16 columns]"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the data into a DataFrame\n",
    "ambdata = pd.read_csv('annual_ambulance_data.csv',encoding = 'ISO-8859-1')\n",
    "ambdata = ambdata.set_index('LGA')\n",
    "\n",
    "profiles = pd.read_csv('lga_profile.csv',encoding = 'ISO-8859-1')\n",
    "profiles = profiles.set_index('LGA')\n",
    "\n",
    "#Concatenating the two datasets\n",
    "lgadata = pd.concat([ambdata, profiles], axis=1)\n",
    "lgadata\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47.05882352941177\n"
     ]
    }
   ],
   "source": [
    "#Creates a new row Demand as the number of calls per 1000 people\n",
    "#Creates a new row Population Density\n",
    "#Creates a new row Hospital Density\n",
    "lgadata['Pop_den'] = lgadata['Population']/lgadata['Area_of_LGA_sq_km']\n",
    "lgadata['Hosp_den'] = lgadata['Number_of_hospitals']/lgadata['Area_of_LGA_sq_km']\n",
    "lgadata['Demand'] = lgadata['Total_calls']/(lgadata['Population']/1000)\n",
    "\n",
    "#Calculating percentage of high demand LGAs (>65 calls per 1000 people) that have less than 60% of trips under 15 mins\n",
    "highdemand = lgadata[lgadata['Demand']>65]\n",
    "lowrt = highdemand[highdemand['Perc_under_15mins']<60]\n",
    "ratio = 100*len(lowrt)/len(highdemand)\n",
    "print(ratio)\n",
    "\n",
    "#47% of LGA's with high demand have less than 60% of their trips under 60 mins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e310f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter plot of LGA Area vs Avg Response Time\n",
    "cities=lgadata.loc[lgadata[\"Remoteness_category\"]=='Major Cities of Australia']\n",
    "inner_region=lgadata.loc[lgadata[\"Remoteness_category\"]=='Inner Regional Australia']\n",
    "outer_region=lgadata.loc[lgadata[\"Remoteness_category\"]=='Outer Regional Australia']\n",
    "\n",
    "a='Area_of_LGA_sq_km'\n",
    "b='AVG_RT_sec'\n",
    "\n",
    "plt.scatter(cities.loc[:,a],cities.loc[:,b],color='green', label='Major Cities')\n",
    "plt.scatter(inner_region.loc[:,a],inner_region.loc[:,b],color='red', label = 'Inner Regional VIC')\n",
    "plt.scatter(outer_region.loc[:,a],outer_region.loc[:,b],color='blue', label = 'Outer Regional VIC')\n",
    "\n",
    "plt.legend() #Show legend\n",
    "plt.ylabel(\"Ambulance Response Time (Seconds)\")\n",
    "plt.xlabel(\"Area of LGA (Sq. Km)\")\n",
    "plt.title(\"Scatter Plot of LGA Area vs Code 1 Response Times\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (16, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f1a8550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e63ed68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plots a bar chart of the number of ambulance calls per 1000 people in each LGA\n",
    "demand = lgadata[\"Demand\"].tolist()\n",
    "lganames = lgadata.index\n",
    "\n",
    "plt.bar(arange(79), demand, width = 0.5)\n",
    "plt.ylim(0,100)\n",
    "plt.xlim(-1, 79)\n",
    "plt.xticks(arange(79), lganames, rotation = 90)\n",
    "plt.ylabel(\"Calls per 1000 people\")\n",
    "plt.xlabel(\"LGA\")\n",
    "plt.title(\"Ambulance Calls per 1000 People\")\n",
    "plt.figure(figsize=(1,1))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "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>Pearson r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ppl_who_live_near_public_transport_percent</th>\n",
       "      <td>-0.894530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pop_den</th>\n",
       "      <td>-0.614495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Median_household_income_aud</th>\n",
       "      <td>-0.587706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosp_den</th>\n",
       "      <td>-0.482288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Demand</th>\n",
       "      <td>-0.066134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosp_admiss_per_1000_pop</th>\n",
       "      <td>0.181983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area_of_LGA_sq_km</th>\n",
       "      <td>0.402418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_time_from_Melbourne_mins</th>\n",
       "      <td>0.471571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Pearson r\n",
       "Ppl_who_live_near_public_transport_percent  -0.894530\n",
       "Pop_den                                     -0.614495\n",
       "Median_household_income_aud                 -0.587706\n",
       "Hosp_den                                    -0.482288\n",
       "Demand                                      -0.066134\n",
       "Hosp_admiss_per_1000_pop                     0.181983\n",
       "Area_of_LGA_sq_km                            0.402418\n",
       "Travel_time_from_Melbourne_mins              0.471571"
      ]
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculates the pearson correlation coefficient of the following features\n",
    "Features = ['Area_of_LGA_sq_km','Pop_den','Travel_time_from_Melbourne_mins','Hosp_den','Ppl_who_live_near_public_transport_percent','Median_household_income_aud','Hosp_admiss_per_1000_pop','Demand']\n",
    "X = 'AVG_RT_sec'\n",
    "featdict = {}\n",
    "\n",
    "for i in Features:\n",
    "    featdict[i] = lgadata[X].corr(lgadata[i])\n",
    "\n",
    "# Creating a dataframe of pearson r\n",
    "pearsonDF = pd.DataFrame({'Pearson r': featdict})\n",
    "pearsonDF.sort_values('Pearson r')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(rawData,feature):\n",
    "    '''\n",
    "    (DataFrame, str) -> Series\n",
    "    Returns the normalized values for a given feature\n",
    "    '''\n",
    "    maxval = rawData[feature].max()\n",
    "    minval = rawData[feature].min()\n",
    "    normalizedvals = (rawData[feature] - minval)/(maxval-minval)\n",
    "    \n",
    "    return normalizedvals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "def categorize(row):\n",
    "    '''\n",
    "    Takes a row in a dataframe and returns its bin category\n",
    "    '''\n",
    "    if row['MetropolitanRural'] == 'Metropolitan':\n",
    "        val = 'Metropolitan'\n",
    "    elif row['AVG_RT_sec'] <= 900:\n",
    "        val = 'Rural Low RT'\n",
    "    else:\n",
    "        val = 'Rural High RT'\n",
    "    return val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (14,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e84f710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalise features between 0 and 1, to ensure comparability of axes\n",
    "features = ['Ppl_who_live_near_public_transport_percent','Pop_den','Median_household_income_aud','Area_of_LGA_sq_km','AVG_RT_sec']\n",
    "for feature in features:\n",
    "    lgadata['norm_'+feature] = normalize(lgadata, feature)\n",
    "\n",
    "# Creating a new column for category\n",
    "lgadata['bin'] = lgadata.apply(categorize, axis=1)\n",
    "lgadata.loc[['Mildura (RC)'],'bin'] = 'Mildura'\n",
    "\n",
    "# Draw a parallel coordinates plot with 79 lines for each LGA\n",
    "# Different colored lines for different category\n",
    "parallel_coordinates(lgadata[['norm_Area_of_LGA_sq_km','norm_Ppl_who_live_near_public_transport_percent','norm_AVG_RT_sec','norm_Median_household_income_aud','norm_Pop_den','bin']],'bin', color = ['#F29F05','#C25283','#89C35C','b'])\n",
    "plt.title(\"Parallel coordinates plot for the three highest ranked features and area\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (8,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f2d7908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter plot of LGA Area vs Avg Response Time\n",
    "\n",
    "a=features[0] #Ppl_who_live_near_public_transport_percent\n",
    "b='AVG_RT_sec'\n",
    "\n",
    "plt.scatter(metro.loc[:,a],metro.loc[:,b],color='green', label='Metropolitan')\n",
    "plt.scatter(rural_lowRT.loc[:,a],rural_lowRT.loc[:,b],color='red', label = 'Rural Low RT')\n",
    "plt.scatter(rural_highRT.loc[:,a],rural_highRT.loc[:,b],color='blue', label = 'Rural High RT')\n",
    "plt.scatter(mildura.iloc[0][a],mildura.iloc[0][b],color='cyan', label = 'Mildura')\n",
    "\n",
    "plt.legend() #Show legend\n",
    "plt.ylabel(\"Ambulance Response Time (Seconds)\")\n",
    "plt.xlabel(\"Percentage of People close to Public Transport\")\n",
    "plt.title(\"Scatter Plot of Percent of people who live near public transport vs Ambulance Response Times\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}