Final_Code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ebdc6b04",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import Dependencies\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import gmaps\n",
    "from api_keys import gkey\n",
    "import requests\n",
    "from scipy.stats import linregress\n",
    "\n",
    "gmaps.configure(api_key=gkey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "609f6274",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>id</th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>last_review</th>\n",
       "      <th>availability_365</th>\n",
       "      <th>Occupancy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9217</th>\n",
       "      <td>597266527035707418</td>\n",
       "      <td>JOONDALUP</td>\n",
       "      <td>-31.77258</td>\n",
       "      <td>115.74539</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>198</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2022-06-02</td>\n",
       "      <td>343</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5364</th>\n",
       "      <td>38862794</td>\n",
       "      <td>WANNEROO</td>\n",
       "      <td>-31.77287</td>\n",
       "      <td>115.82548</td>\n",
       "      <td>Private room</td>\n",
       "      <td>40</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>2022-06-12</td>\n",
       "      <td>348</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3423</th>\n",
       "      <td>24808964</td>\n",
       "      <td>WANNEROO</td>\n",
       "      <td>-31.77314</td>\n",
       "      <td>115.87767</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>110</td>\n",
       "      <td>1</td>\n",
       "      <td>178</td>\n",
       "      <td>2022-06-14</td>\n",
       "      <td>330</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3070</th>\n",
       "      <td>22778235</td>\n",
       "      <td>JOONDALUP</td>\n",
       "      <td>-31.77332</td>\n",
       "      <td>115.73488</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>128</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>2021-08-27</td>\n",
       "      <td>317</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3710</th>\n",
       "      <td>27191991</td>\n",
       "      <td>JOONDALUP</td>\n",
       "      <td>-31.77340</td>\n",
       "      <td>115.73292</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>128</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>2022-05-20</td>\n",
       "      <td>231</td>\n",
       "      <td>134</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4850</th>\n",
       "      <td>34824234</td>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>-32.54627</td>\n",
       "      <td>115.71089</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>600</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>2022-06-12</td>\n",
       "      <td>158</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>10756742</td>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>-32.54628</td>\n",
       "      <td>115.71190</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>995</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>2022-02-27</td>\n",
       "      <td>262</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8185</th>\n",
       "      <td>52696667</td>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>-32.54635</td>\n",
       "      <td>115.68733</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>186</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2022-06-16</td>\n",
       "      <td>170</td>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8020</th>\n",
       "      <td>52116476</td>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>-32.54639</td>\n",
       "      <td>115.68400</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>523</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>2022-05-16</td>\n",
       "      <td>270</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2993</th>\n",
       "      <td>22331528</td>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>-32.54678</td>\n",
       "      <td>115.72227</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>285</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>2022-06-12</td>\n",
       "      <td>218</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3423 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      id neighbourhood  latitude  longitude        room_type  \\\n",
       "9217  597266527035707418     JOONDALUP -31.77258  115.74539  Entire home/apt   \n",
       "5364            38862794      WANNEROO -31.77287  115.82548     Private room   \n",
       "3423            24808964      WANNEROO -31.77314  115.87767  Entire home/apt   \n",
       "3070            22778235     JOONDALUP -31.77332  115.73488  Entire home/apt   \n",
       "3710            27191991     JOONDALUP -31.77340  115.73292  Entire home/apt   \n",
       "...                  ...           ...       ...        ...              ...   \n",
       "4850            34824234      MANDURAH -32.54627  115.71089  Entire home/apt   \n",
       "1165            10756742      MANDURAH -32.54628  115.71190  Entire home/apt   \n",
       "8185            52696667      MANDURAH -32.54635  115.68733  Entire home/apt   \n",
       "8020            52116476      MANDURAH -32.54639  115.68400  Entire home/apt   \n",
       "2993            22331528      MANDURAH -32.54678  115.72227  Entire home/apt   \n",
       "\n",
       "      price  minimum_nights  number_of_reviews last_review  availability_365  \\\n",
       "9217    198               2                  8  2022-06-02               343   \n",
       "5364     40               6                 18  2022-06-12               348   \n",
       "3423    110               1                178  2022-06-14               330   \n",
       "3070    128               2                 21  2021-08-27               317   \n",
       "3710    128               2                 52  2022-05-20               231   \n",
       "...     ...             ...                ...         ...               ...   \n",
       "4850    600               2                 33  2022-06-12               158   \n",
       "1165    995               2                 18  2022-02-27               262   \n",
       "8185    186               3                  7  2022-06-16               170   \n",
       "8020    523               3                 15  2022-05-16               270   \n",
       "2993    285               2                 60  2022-06-12               218   \n",
       "\n",
       "      Occupancy  \n",
       "9217         22  \n",
       "5364         17  \n",
       "3423         35  \n",
       "3070         48  \n",
       "3710        134  \n",
       "...         ...  \n",
       "4850        207  \n",
       "1165        103  \n",
       "8185        195  \n",
       "8020         95  \n",
       "2993        147  \n",
       "\n",
       "[3423 rows x 11 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import Data From CSV.file And Drop Unwanted Columns\n",
    "\n",
    "file=pd.read_csv('InputData/listings.csv')\n",
    "file=file.drop(['neighbourhood_group','license','number_of_reviews_ltm','calculated_host_listings_count',\n",
    "                'host_name','name','host_id','reviews_per_month'],axis=1)\n",
    "\n",
    "# Set Perth Metropolitan Area And Days For Travel Purposes \n",
    "\n",
    "cleaned_data=file.loc[(file['latitude']>= -32.5468)&\n",
    "                      (file['latitude'] <= -31.7725)&\n",
    "                      (file['longitude'] <= 116.0593)&\n",
    "                      (file['minimum_nights']<=15)]\n",
    "\n",
    "\n",
    "#Based On Latitude,Sorting Value From North To South\n",
    "\n",
    "cleaned_data=cleaned_data.dropna(how='any').sort_values('latitude',ascending=False)\n",
    "\n",
    "#Adjust The Data\n",
    "cleaned_data['Occupancy']=365-cleaned_data['availability_365']\n",
    "\n",
    "#To Camparing Two Room Types\n",
    "\n",
    "cleaned_data=cleaned_data[(cleaned_data['room_type']=='Entire home/apt')|((cleaned_data['room_type']=='Private room'))]\n",
    "cleaned_data.drop(cleaned_data[(cleaned_data['neighbourhood']=='PEPPERMINT GROVE')|\n",
    "                               (cleaned_data['neighbourhood']=='MURRAY')].index, inplace = True)\n",
    "cleaned_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ddeffb18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhoods</th>\n",
       "      <th>Aocup</th>\n",
       "      <th>Apt_Price</th>\n",
       "      <th>PRocup</th>\n",
       "      <th>PR_Price</th>\n",
       "      <th>Home/Apt Reviews</th>\n",
       "      <th>Private Rooms Reviews</th>\n",
       "      <th>Total Reviews</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JOONDALUP</td>\n",
       "      <td>221.20</td>\n",
       "      <td>186.95</td>\n",
       "      <td>145.94</td>\n",
       "      <td>79.22</td>\n",
       "      <td>5195</td>\n",
       "      <td>478</td>\n",
       "      <td>5673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WANNEROO</td>\n",
       "      <td>191.50</td>\n",
       "      <td>141.90</td>\n",
       "      <td>34.75</td>\n",
       "      <td>49.75</td>\n",
       "      <td>767</td>\n",
       "      <td>66</td>\n",
       "      <td>833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SWAN</td>\n",
       "      <td>207.84</td>\n",
       "      <td>171.22</td>\n",
       "      <td>161.52</td>\n",
       "      <td>260.29</td>\n",
       "      <td>3127</td>\n",
       "      <td>1284</td>\n",
       "      <td>4411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>STIRLING</td>\n",
       "      <td>198.50</td>\n",
       "      <td>193.75</td>\n",
       "      <td>169.93</td>\n",
       "      <td>97.12</td>\n",
       "      <td>17164</td>\n",
       "      <td>3211</td>\n",
       "      <td>20375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MUNDARING</td>\n",
       "      <td>226.00</td>\n",
       "      <td>134.17</td>\n",
       "      <td>287.50</td>\n",
       "      <td>45.00</td>\n",
       "      <td>534</td>\n",
       "      <td>17</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BAYSWATER</td>\n",
       "      <td>196.78</td>\n",
       "      <td>143.35</td>\n",
       "      <td>183.33</td>\n",
       "      <td>61.04</td>\n",
       "      <td>5915</td>\n",
       "      <td>1383</td>\n",
       "      <td>7298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BASSENDEAN</td>\n",
       "      <td>182.81</td>\n",
       "      <td>145.38</td>\n",
       "      <td>155.86</td>\n",
       "      <td>48.57</td>\n",
       "      <td>1566</td>\n",
       "      <td>151</td>\n",
       "      <td>1717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CAMBRIDGE</td>\n",
       "      <td>210.58</td>\n",
       "      <td>191.38</td>\n",
       "      <td>136.57</td>\n",
       "      <td>92.43</td>\n",
       "      <td>3724</td>\n",
       "      <td>366</td>\n",
       "      <td>4090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>VINCENT</td>\n",
       "      <td>201.81</td>\n",
       "      <td>147.48</td>\n",
       "      <td>224.78</td>\n",
       "      <td>91.65</td>\n",
       "      <td>9039</td>\n",
       "      <td>1770</td>\n",
       "      <td>10809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BELMONT</td>\n",
       "      <td>157.73</td>\n",
       "      <td>159.93</td>\n",
       "      <td>224.50</td>\n",
       "      <td>61.38</td>\n",
       "      <td>7315</td>\n",
       "      <td>4315</td>\n",
       "      <td>11630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>KALAMUNDA</td>\n",
       "      <td>214.41</td>\n",
       "      <td>242.74</td>\n",
       "      <td>257.50</td>\n",
       "      <td>58.43</td>\n",
       "      <td>1698</td>\n",
       "      <td>692</td>\n",
       "      <td>2390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SUBIACO</td>\n",
       "      <td>160.74</td>\n",
       "      <td>149.07</td>\n",
       "      <td>219.50</td>\n",
       "      <td>87.00</td>\n",
       "      <td>5234</td>\n",
       "      <td>330</td>\n",
       "      <td>5564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>PERTH</td>\n",
       "      <td>151.00</td>\n",
       "      <td>164.49</td>\n",
       "      <td>157.70</td>\n",
       "      <td>102.68</td>\n",
       "      <td>17584</td>\n",
       "      <td>800</td>\n",
       "      <td>18384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>VICTORIA PARK</td>\n",
       "      <td>203.00</td>\n",
       "      <td>166.22</td>\n",
       "      <td>99.67</td>\n",
       "      <td>53.40</td>\n",
       "      <td>4736</td>\n",
       "      <td>1386</td>\n",
       "      <td>6122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NEDLANDS</td>\n",
       "      <td>187.75</td>\n",
       "      <td>283.00</td>\n",
       "      <td>244.62</td>\n",
       "      <td>77.25</td>\n",
       "      <td>1196</td>\n",
       "      <td>338</td>\n",
       "      <td>1534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SOUTH PERTH</td>\n",
       "      <td>160.07</td>\n",
       "      <td>473.46</td>\n",
       "      <td>116.79</td>\n",
       "      <td>138.38</td>\n",
       "      <td>6397</td>\n",
       "      <td>481</td>\n",
       "      <td>6878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CLAREMONT</td>\n",
       "      <td>216.91</td>\n",
       "      <td>204.48</td>\n",
       "      <td>208.83</td>\n",
       "      <td>59.83</td>\n",
       "      <td>799</td>\n",
       "      <td>339</td>\n",
       "      <td>1138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>COTTESLOE</td>\n",
       "      <td>212.99</td>\n",
       "      <td>301.61</td>\n",
       "      <td>160.10</td>\n",
       "      <td>113.80</td>\n",
       "      <td>4680</td>\n",
       "      <td>537</td>\n",
       "      <td>5217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CANNING</td>\n",
       "      <td>160.28</td>\n",
       "      <td>152.56</td>\n",
       "      <td>205.87</td>\n",
       "      <td>55.63</td>\n",
       "      <td>3808</td>\n",
       "      <td>1236</td>\n",
       "      <td>5044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MOSMAN PARK</td>\n",
       "      <td>254.82</td>\n",
       "      <td>187.06</td>\n",
       "      <td>190.45</td>\n",
       "      <td>101.09</td>\n",
       "      <td>1586</td>\n",
       "      <td>279</td>\n",
       "      <td>1865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MELVILLE</td>\n",
       "      <td>193.31</td>\n",
       "      <td>261.62</td>\n",
       "      <td>210.89</td>\n",
       "      <td>65.57</td>\n",
       "      <td>5519</td>\n",
       "      <td>980</td>\n",
       "      <td>6499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>GOSNELLS</td>\n",
       "      <td>144.84</td>\n",
       "      <td>129.29</td>\n",
       "      <td>120.74</td>\n",
       "      <td>57.44</td>\n",
       "      <td>1693</td>\n",
       "      <td>388</td>\n",
       "      <td>2081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>FREMANTLE</td>\n",
       "      <td>180.92</td>\n",
       "      <td>177.20</td>\n",
       "      <td>171.83</td>\n",
       "      <td>143.35</td>\n",
       "      <td>24686</td>\n",
       "      <td>2709</td>\n",
       "      <td>27395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>EAST FREMANTLE</td>\n",
       "      <td>214.00</td>\n",
       "      <td>196.16</td>\n",
       "      <td>240.40</td>\n",
       "      <td>70.40</td>\n",
       "      <td>2921</td>\n",
       "      <td>257</td>\n",
       "      <td>3178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>COCKBURN</td>\n",
       "      <td>187.67</td>\n",
       "      <td>167.41</td>\n",
       "      <td>152.09</td>\n",
       "      <td>67.12</td>\n",
       "      <td>4015</td>\n",
       "      <td>1153</td>\n",
       "      <td>5168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ARMADALE</td>\n",
       "      <td>236.22</td>\n",
       "      <td>172.89</td>\n",
       "      <td>167.41</td>\n",
       "      <td>70.71</td>\n",
       "      <td>703</td>\n",
       "      <td>167</td>\n",
       "      <td>870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>KWINANA</td>\n",
       "      <td>143.50</td>\n",
       "      <td>140.00</td>\n",
       "      <td>121.44</td>\n",
       "      <td>40.22</td>\n",
       "      <td>204</td>\n",
       "      <td>345</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SERPENTINE-JARRAHDALE</td>\n",
       "      <td>243.00</td>\n",
       "      <td>230.93</td>\n",
       "      <td>180.00</td>\n",
       "      <td>110.00</td>\n",
       "      <td>1002</td>\n",
       "      <td>43</td>\n",
       "      <td>1045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ROCKINGHAM</td>\n",
       "      <td>189.95</td>\n",
       "      <td>182.27</td>\n",
       "      <td>171.08</td>\n",
       "      <td>148.33</td>\n",
       "      <td>4434</td>\n",
       "      <td>582</td>\n",
       "      <td>5016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>MANDURAH</td>\n",
       "      <td>139.67</td>\n",
       "      <td>274.25</td>\n",
       "      <td>148.00</td>\n",
       "      <td>72.18</td>\n",
       "      <td>8489</td>\n",
       "      <td>265</td>\n",
       "      <td>8754</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Neighbourhoods   Aocup  Apt_Price  PRocup  PR_Price  \\\n",
       "0               JOONDALUP  221.20     186.95  145.94     79.22   \n",
       "1                WANNEROO  191.50     141.90   34.75     49.75   \n",
       "2                    SWAN  207.84     171.22  161.52    260.29   \n",
       "3                STIRLING  198.50     193.75  169.93     97.12   \n",
       "4               MUNDARING  226.00     134.17  287.50     45.00   \n",
       "5               BAYSWATER  196.78     143.35  183.33     61.04   \n",
       "6              BASSENDEAN  182.81     145.38  155.86     48.57   \n",
       "7               CAMBRIDGE  210.58     191.38  136.57     92.43   \n",
       "8                 VINCENT  201.81     147.48  224.78     91.65   \n",
       "9                 BELMONT  157.73     159.93  224.50     61.38   \n",
       "10              KALAMUNDA  214.41     242.74  257.50     58.43   \n",
       "11                SUBIACO  160.74     149.07  219.50     87.00   \n",
       "12                  PERTH  151.00     164.49  157.70    102.68   \n",
       "13          VICTORIA PARK  203.00     166.22   99.67     53.40   \n",
       "14               NEDLANDS  187.75     283.00  244.62     77.25   \n",
       "15            SOUTH PERTH  160.07     473.46  116.79    138.38   \n",
       "16              CLAREMONT  216.91     204.48  208.83     59.83   \n",
       "17              COTTESLOE  212.99     301.61  160.10    113.80   \n",
       "18                CANNING  160.28     152.56  205.87     55.63   \n",
       "19            MOSMAN PARK  254.82     187.06  190.45    101.09   \n",
       "20               MELVILLE  193.31     261.62  210.89     65.57   \n",
       "21               GOSNELLS  144.84     129.29  120.74     57.44   \n",
       "22              FREMANTLE  180.92     177.20  171.83    143.35   \n",
       "23         EAST FREMANTLE  214.00     196.16  240.40     70.40   \n",
       "24               COCKBURN  187.67     167.41  152.09     67.12   \n",
       "25               ARMADALE  236.22     172.89  167.41     70.71   \n",
       "26                KWINANA  143.50     140.00  121.44     40.22   \n",
       "27  SERPENTINE-JARRAHDALE  243.00     230.93  180.00    110.00   \n",
       "28             ROCKINGHAM  189.95     182.27  171.08    148.33   \n",
       "29               MANDURAH  139.67     274.25  148.00     72.18   \n",
       "\n",
       "    Home/Apt Reviews  Private Rooms Reviews  Total Reviews  \n",
       "0               5195                    478           5673  \n",
       "1                767                     66            833  \n",
       "2               3127                   1284           4411  \n",
       "3              17164                   3211          20375  \n",
       "4                534                     17            551  \n",
       "5               5915                   1383           7298  \n",
       "6               1566                    151           1717  \n",
       "7               3724                    366           4090  \n",
       "8               9039                   1770          10809  \n",
       "9               7315                   4315          11630  \n",
       "10              1698                    692           2390  \n",
       "11              5234                    330           5564  \n",
       "12             17584                    800          18384  \n",
       "13              4736                   1386           6122  \n",
       "14              1196                    338           1534  \n",
       "15              6397                    481           6878  \n",
       "16               799                    339           1138  \n",
       "17              4680                    537           5217  \n",
       "18              3808                   1236           5044  \n",
       "19              1586                    279           1865  \n",
       "20              5519                    980           6499  \n",
       "21              1693                    388           2081  \n",
       "22             24686                   2709          27395  \n",
       "23              2921                    257           3178  \n",
       "24              4015                   1153           5168  \n",
       "25               703                    167            870  \n",
       "26               204                    345            549  \n",
       "27              1002                     43           1045  \n",
       "28              4434                    582           5016  \n",
       "29              8489                    265           8754  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#List Neighbourhoods\n",
    "\n",
    "neighbourhoods=cleaned_data[cleaned_data['room_type']=='Entire home/apt']['neighbourhood'].unique()\n",
    "\n",
    "#Creat A New Dataframe To Analyse Our Questions.\n",
    "\n",
    "listAP=[]\n",
    "listAocup=[]\n",
    "listPRocup=[]\n",
    "listPRp=[]\n",
    "listreviewshome=[]\n",
    "listreviewspr=[]\n",
    "\n",
    "for neighbourhood in neighbourhoods:\n",
    "    listAP.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Entire home/apt')&(cleaned_data['neighbourhood']==neighbourhood)]['price'].mean(),2))\n",
    "    listAocup.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Entire home/apt')&(cleaned_data['neighbourhood']==neighbourhood)]['Occupancy'].mean(),2))\n",
    "    listPRocup.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Private room')&(cleaned_data['neighbourhood']==neighbourhood)]['Occupancy'].mean(),2))\n",
    "    listPRp.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Private room')&(cleaned_data['neighbourhood']==neighbourhood)]['price'].mean(),2))\n",
    "    listreviewshome.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Entire home/apt')&(cleaned_data['neighbourhood']==neighbourhood)]['number_of_reviews'].sum(),2))\n",
    "    listreviewspr.append(round(cleaned_data.loc[(cleaned_data['room_type']=='Private room')&(cleaned_data['neighbourhood']==neighbourhood)]['number_of_reviews'].sum(),2))\n",
    "    \n",
    "final_df=pd.DataFrame({'Neighbourhoods':neighbourhoods,\n",
    "                       'Aocup':listAocup,\n",
    "                       'Apt_Price':listAP,\n",
    "                       'PRocup':listPRocup,\n",
    "                       'PR_Price':listPRp,\n",
    "                       'Home/Apt Reviews':listreviewshome,\n",
    "                       'Private Rooms Reviews':listreviewspr})\n",
    "final_df[\"Total Reviews\"] = final_df[\"Home/Apt Reviews\"] + final_df[\"Private Rooms Reviews\"]\n",
    "\n",
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7c25afc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyse The Relationship Between Neighbourhoods And Total Reviews\n",
    "\n",
    "x_ticks=final_df['Neighbourhoods']\n",
    "x_axis=np.arange(len(x_ticks))\n",
    "xvalue=final_df['Total Reviews']\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.bar(x_axis,xvalue,facecolor='green',align='center',width=0.5,)\n",
    "\n",
    "for x,y in enumerate(final_df['Total Reviews']):\n",
    "    plt.text(x,y+300,'%s'%y,ha='center')\n",
    "\n",
    "\n",
    "tick_locations = [value for value in x_axis]\n",
    "labels=['Total Reviews']\n",
    "plt.xticks(tick_locations,x_ticks,rotation_mode='anchor', ha=\"right\", rotation = 45)\n",
    "plt.title('Total Reviews For Each Area')\n",
    "plt.xlabel('Neighbourhoods Sorted By Latitude')\n",
    "plt.ylabel('Count of Reviews')\n",
    "plt.xlim(-0.8,30)\n",
    "plt.ylim(0,30000)\n",
    "plt.legend(labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "539f824f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyse The Relationship Between Neighbourhoods And Occupancy Of Two Room Types\n",
    "\n",
    "x_ticks=final_df['Neighbourhoods']\n",
    "x_axis=np.arange(len(x_ticks))\n",
    "xvalue=final_df['Aocup']\n",
    "x1value=final_df['PRocup']\n",
    "plt.figure(figsize=(25, 10))\n",
    "plt.bar(x_axis-0.15,xvalue,facecolor='green',align='center',width=0.3,)\n",
    "plt.bar(x_axis+0.15,x1value,facecolor='orange',align='center',width=0.3)\n",
    "for x,y in enumerate(final_df['Aocup']):\n",
    "    plt.text(x-0.15,y+10,'%s'%y,ha='center')\n",
    "for x,y in enumerate(final_df['PRocup']):\n",
    "    plt.text(x+0.15,y+10,'%s'%y,ha='center')\n",
    "\n",
    "\n",
    "tick_locations = [value for value in x_axis]\n",
    "labels=['Aocup','PRocup']\n",
    "plt.xticks(tick_locations,x_ticks,rotation_mode='anchor', ha=\"right\", rotation = 45)\n",
    "plt.title('Occupancy By Room Types')\n",
    "plt.xlabel('Neighbourhoods Sorted By Latitude')\n",
    "plt.ylabel('Annually average Occupied Days')\n",
    "plt.xlim(-0.8,29.8)\n",
    "plt.ylim(0,350)\n",
    "plt.legend(labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7325e0fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyse The Relationship Between Neighbourhoods And Average Price Of Two Room Types\n",
    "\n",
    "x_ticks=final_df['Neighbourhoods']\n",
    "x_axis=np.arange(len(x_ticks))\n",
    "xvalue=final_df['Apt_Price']\n",
    "x1value=final_df['PR_Price']\n",
    "plt.figure(figsize=(25, 10))\n",
    "plt.bar(x_axis-0.15,xvalue,facecolor='green',align='center',width=0.3,)\n",
    "plt.bar(x_axis+0.15,x1value,facecolor='orange',align='center',width=0.3)\n",
    "for x,y in enumerate(final_df['Apt_Price']):\n",
    "    plt.text(x-0.15,y+10,'%s'%y,ha='center')\n",
    "for x,y in enumerate(final_df['PR_Price']):\n",
    "    plt.text(x+0.15,y+10,'%s'%y,ha='center')\n",
    "\n",
    "\n",
    "tick_locations = [value for value in x_axis]\n",
    "labels=['Apt_Price','PR_Price']\n",
    "plt.xticks(tick_locations,x_ticks,rotation_mode='anchor',ha='right',rotation=45)\n",
    "plt.title('Price By Room Types')\n",
    "plt.xlabel('Neighbourhoods Sorted By Latitude')\n",
    "plt.ylabel('Price Per Night')\n",
    "plt.xlim(-0.8,29.8)\n",
    "plt.ylim(0,max(xvalue)+50)\n",
    "plt.legend(labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d06f355",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9157b57d16514af0bcf8a59816c6021a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heatmaps To Show The Total Reviews By Suburbs\n",
    "\n",
    "lat=[]\n",
    "lng=[]\n",
    "for city in final_df['Neighbourhoods']:\n",
    "    target_url = f\"https://maps.googleapis.com/maps/api/geocode/json?address={city},Australia&key={gkey}\"\n",
    "    geo_data = requests.get(target_url).json()\n",
    "    lat.append(geo_data['results'][0]['geometry']['location']['lat'])\n",
    "    lng.append(geo_data['results'][0]['geometry']['location']['lng'])\n",
    "locations=list(zip(lat,lng))\n",
    "fig=gmaps.figure(center=(-31.975,115.8333),zoom_level=10)\n",
    "\n",
    "\n",
    "weights=final_df['Total Reviews']\n",
    "heat_layer=gmaps.heatmap_layer(locations,weights=weights,max_intensity = 28000,point_radius = 50)\n",
    "fig.add_layer(heat_layer)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ddbc3838",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2908ec680d294b6fa94f777441bb1152",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heatmaps To Show The Average Price By Suburbs\n",
    "\n",
    "fig=gmaps.figure(center=(-31.975,115.8333),zoom_level=11)\n",
    "lat=[latitude for latitude in file['latitude']]\n",
    "lng=[longitude for longitude in file['longitude']]\n",
    "locations=list(zip(lat,lng))\n",
    "weights=file['price']\n",
    "heat_layer=gmaps.heatmap_layer(locations,weights=weights,max_intensity = 500,point_radius = 5)\n",
    "fig.add_layer(heat_layer)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b1f06d54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JIWnL/FqSviFpkaR7Je3eqNissWZNncWYUWPWShszagyzps5qUURmVlYjSwovAydFxJuAvYDjJe0EKcMA3gMU6xMOBLbP03Tg2w2MzRpo2uRpzD54NpPGTkKISWMnMfvg2W5kNhsEGtb7KCIeBR7N889IWgiMB+4HzgROBn5a2OQQ4IKICOA2SZtK2irvxwaZaZOnORMwG4Sa0qYgqQN4M3C7pA8AD0fEPd1WGw88VHi9LKd139d0SXMlzV2xYkWDIjYzG556zBQkfaRMWp3tNwYuA2aQqpRmAl+qtmqVtFgnIWJ2REyJiCnjxo0rG4aZmZVQpqRwSsm0dUgaRcoQOiPicmA7YFvgHkmLgW2AuyS9nlQymFDYfBvgkTLHMTOzgVGzTUHSgcBBwHhJ3ygseg3pir8uSQLOBhZGxBkAETEfeG1hncXAlIh4XNKVwKclXQy8FVg53NoTOud3MnPOTJauXMrEsROZNXWW6+XNrKnqNTQ/AswFPgDMK6Q/A/xziX3vAxwJzJd0d077QkRcXWP9q0mZ0CJgFXBMiWMMGR4awszagVJnnzorpCogATuS6vgfiIgXmxBbj6ZMmRJz585tdRgDouOsDpasXLJO+qSxk1g8Y3HzAzKzIUvSvIiYUm1ZmS6p7wG+C/yJlDlsK+mTEXHNAMY47HloCDNrB2UyhTOAd0bEIgBJ2wE/B5wpDKCJYydWLSl4aAgza6YyvY+WVzKE7P+A5Q2KZ9jy0BBm1g7KlBTuk3Q1cAmpTeEjwJ2SPgSQu5paP1Uak937yMxaqUxD87l1FkdEHDuwIZU3lBqazcyapV8NzRGxTtdQSW+JiDsHIjgzM2sfpQfEyyOcHgYcDqwEquYyZmY2eNXNFCRNImUCh5PuYp5EugN5ceNDMzOzZqvZ+0jSb0h3GY8CDo2IPYBnnCGYmQ1d9bqkrgA2AV4HVIYjrd8qbWZmg1rNTCEiDgEmA3cBp0l6ENhM0p7NCs7MzJqrbptCRKwEzgHOkfRa4O+AsyRNiIgJ9bY1M7PBp16bwimS3lx5HRHLI+KbEfE2YN+mRGdmZk1Vr6TwIHCipL8G7iGNdfTLiHgyItYdpMfMzAa9mplCRFwMXAyQSwwHAJdLGglcD/wiIu5oSpRmZtYUZQbEIyJ+FxFfjYh3Au8H7gP+oaGRNVHn/E46zupgxGkj6Dirg875na0OycysJXq8o1nSGOAkYEJETCd1UV2d5wc9P/HMzGyNMiWFc4HVwNvy62XAVxoWUZPNnDOzK0OoWPXSKmbOmdmiiMzMWqdMprBdRJwOvAQQEc+TnsA2JPiJZ2Zma5TJFF6UNJp8N3N+8trqhkbVRLWebOYnnpnZcFQmU/gy8AtggqROYA5wckOjaiI/8czMbI0yz1O4TtJdwF6kaqMTI+LxhkfWJH7imZnZGj0+eQ1A0q5AB4VMpB0ew+knr5mZ9V69J6/1WH0k6RzS+EcfBg7O0/sHNELrE99fYWYDrcyT1/aKiJ0aHon1iu+vMLNGKNPQ/Nv8KM5ekTRB0o2SFkq6T9KJOf2/JP1e0r2SfiJp08I2p0haJOkBSe/r7TGHE99fYWaNUCZTOJ+UMTyQf8jnS7q3xHYvAydFxJtIjdTH58zlOmCXiNgV+ANwCqz1DOidSeMsfSuPs2RV+P4KM2uEMtVH5wBHAvOBV8vuOCIeBR7N889IWgiMj4hfFla7DTg0zx8CXBwRq4EHJS0C9gR+W/aYw8nEsRNZsnLdwWp9f4WZ9UeZksLSiLgyIh6MiCWVqTcHkdQBvBm4vduiY0lDcgOMBx4qLFuW07rva7qkuZLmrlixojdhDCm+v8LMGqFMSeH3ki4CrqJwJ3PZLqmSNgYuA2ZExNOF9JmkKqZKl5lqQ2es0182ImYDsyF1SS0Tw1Dk+yvMrBHKZAqjSZnBewtpAfSYKUgaRcoQOouZiKSjSd1ap8aaGyWWAcVHfG4DPFIivmFr2uRp/coEOud3OlMxs7WUuaP5mL7sWJKAs4GFEXFGIf0A4HPAfhFR7D5zJXCRpDOArYHtAT/Ep0HcpdXMqilz89o2uevockl/lnSZpG1K7HsfUgP1uyTdnaeDgP8BNgGuy2nfAYiI+4BLgPtJYy0dHxGv9PWNWX3u0mpm1ZSpPjoXuAj4SH59RE57T72NIuJXVG8nuLrONrMAt5Q2gbu0mlk1ZXofjYuIcyPi5TydB4xrcFzWYB4y3MyqKZMpPC7pCEkj83QE8JdGB2YDo9b4SO3UpdVjOJm1jzLVR8eS2gHOJPU6+k1OszZXpjG51b2P3OBt1l5KDZ3drjx0dn0dZ3VUvet50thJLJ6xuPkBVTEYYuwtd/W1dldv6OyaJQVJ36TKzWMVEXHCAMRmDTQYGpMHQ4y94ZKPDXb12hTmAvPy9IHCfGWyNjcYGpMHQ4y94a6+NtjVzBQi4vzKBDxZfJ3TrM21U2NyLYMhxt4YaiUfG37K9D6COtVI1j669+IBmH3wbCaNnYQQk8ZOYvbBs9uqGmPa5GltH2NvDLWSjw0/ZZ/RfFdE7N6EeHrFDc1rdK/LhnTFPZh/YAcjfw42GPTpGc2SnpH0tKSngV0r85X0hkVrfeK67PYw1Eo+NvzU7H0UEZs0MxDrH9dlt4/+jl5r1kpl2xSszbku28wGgjOFNtHfoR6GWi8eM2sNZwptoNI4uWTlEoLouuGpNxmD67LNbCDU7X0kaSRwbUS8u3khlTdUeh8NxaEezKx99an3EUB+yM0qSWMbEpkBbiQ2s/ZRZpTUF4D5kq4DnqskeuyjgTNx7MSqJQU3EptZs5VpU/g58EXgFjz2UUO4kdjM2kWPJYWIOF/S+sAOOemBiHipsWENL+3ybAMzsx6HuZC0P3A+sJj0zOUJwNERcUujg+vJUGloNjNrpj43NGf/Dbw3IvaLiHcA7yM9hc36yI+fNLN2VaaheVREPFB5ERF/kDSqgTENaX4Ii5m1szIlhbmSzpa0f56+xzBvaO7Plb4HrjOzdlampHAccDxwAqlN4RbgW40Mqp3190rf9ySYWTurN3T2RICIWB0RZ0TEhyLibyPizIhY3bwQ20t/r/Q9cJ2ZtbN61UdXVGYkXdbbHUuaIOlGSQsl3SfpxJy+uaTrJP0x/90sp0vSNyQtknSvpLZ7qA/0/0rf9ySYWTurlymoMP+GPuz7ZeCkiHgTsBdwvKSdgM8DcyJie2BOfg1wILB9nqYD3+7DMRuuv1f6HrjOzNpZvTaFqDFfSkQ8Cjya55+RtBAYDxwC7J9XOx+4CfhcTr8g0o0Tt0naVNJWeT9tY9bUWVUft9ibK30/hMXM2lW9ksJfVx6/ST8fxympA3gzcDvwusoPff772rzaeOChwmbLclr3fU2XNFfS3BUrVvQmjAExGK70fR+EmfVVvcdxjhyIA0jaGLgMmBERT0uquWq1MKrENRuYDemO5oGIsbfa+Urf90GYWX809CE7+Sa3y4DOiLg8J/9Z0lZ5+VbA8py+jDSERsU2wCONjG8o8n0QZtYfDcsUlIoEZwMLI+KMwqIrgaPz/NHATwvpR+VeSHsBK9ulPWEwVcf4Pggz648yN6/11T7AkaRnMdyd074A/AdwiaSPA0uBj+RlVwMHAYuAVcAxDYyttMFWHeNnM5hZf5QZJXUj4PmIeFXSDsCOwDXtMHx2M0ZJHWyPyuyeiUHqHdVujeFm1jr9HSX1FmBDSeNJ9xUcA5w3cOG1t8FWHTMYekeZWfsqU32kiFiVq3u+GRGnS/pdowNrF4OxOqade0eZWXsrU1KQpL2BaaRHc0Jj2yLaioelMLPhpEymcCJwCvCTiLhP0huAGxsbVvtwdUz7G0y9w8zaXZmG5l0iYkGT4umVPjc0r14Nxx8Pd94JY8ak6dZb4aVetp2PGAFjx8I++6Rp993hHe+ADTfsfUzWJ25YN+u9eg3NZTKFXwHrkxqXL4qIpwY8wj7qc6awYAFMnjzwAQ12G2wAb33r2tP48VD7LvSWG2y9w8zaQb1Moce2gYjYN3dFPYb0FLY7gPMi4pcDHGfz7LILPPIILF8Oq1al6Q9/gOuug8cfXzO1YGylllq9Gm65JU2DxOLC/Kr14Po3wKObwGMbL4HR34Wttlozvf71sN6waQ4z65MeSwpdK0ojgQ8C3wCeJo1V9IXC8BVN1+j7FNq6amLZMvj5z+GKK+AXv2htLFbbxIlrqigHaho9Ok3rr9/WpThrX/2tPtqVVEr4G+A64OyIuEvS1sBvI2LSQAdcVqMzBVdNNMmrr8LDD8OSJfCnP607Pf54qyMc3tZfv3bGNJAZ3YiGDsVmBf2qPgL+B/geqVTwfCUxIh6R9P8GKMa21G43rnXO72TmnJksXbmUiWMnMmvqrNaXWAbCiBEwYUKa9t2315u33Xl58UVYuTLNV6onGzG9/HLz3s+LL8JTbdOc2D+NKLV1Tx/EpbjS1UftaDiVFNq6KsuGroiUIZTJpJ5/fu2/vZ2svM03h7vvThdSfdCvkoKk7YGvAjsBXX0tI6Ivj+gcVAbiKWsDpd6Q2M4UrGGk1Cttgw1gs81aHU3/vfIKvPBCY0twzz/f++7tvfXEE3DXXX3OFOopU310LvBl4EzgnaT2hcFZLuqlyo9tO1RNtFtV1lDVdlVRNrBGjoSNNkqTVVUmUxgdEXMkKSKWAKdKupWUUQx5jRpHqLc/PoNxDKbBZrANk27WCGWa+1+QNAL4o6RPS/pb1jxX2fqg8uOzZOUSguj68ak3PIPHYGo8P7XOrFymMAMYA5wA7EF6cM7Rdbewuvry4+MxmBrPVXRm5e5ovjPPPkubPA1tsOvrj4+HxG4sV9GZ9VBSkHS0pLskPZenuZKOalZwQ1WtHxn/+LSWq+jM6mQK+cd/BnASsDUwHjgZONEZQ//4x6c9uYrOrM7Na5JuAw6LiMXd0juAiyNir0YH15NmPKO5Udz10cxapa83r72me4YAEBGLJb1moIIbrtw+YGbtqF6bwvN9XDZk+QlfZjbU1SspvEnSvVXSBQz5IS66841NZjYc1M0UmhbFIOCxh8xsOKhZfRQRS+pNzQyyHbTixiZXV5lZs/mpFiU1+96CvgyFYWbWXw3LFCSdI2m5pAWFtN0k3Sbp7nwj3J45XZK+IWmRpHsl7d6ouPqq2fcWeBweM2uFRpYUzgMO6JZ2OnBaROwGfCm/BjgQ2D5P04FvNzCuPmn2jU0eh8fMWqFmQ7Ok+UDNx7JFxK71dhwRt+Qb3dZKBir3OIwFHsnzhwAXRLqT7jZJm0raKiIerR9+czXz3gKPw2NmrVCv99H789/j898L899pQF+fnTcDuFbS10illLfl9PHAQ4X1luW0dTIFSdNJpQkmThy6P5Dt9NQ3Mxs+eux9BOwTESdHxPw8fR54Xx+PdxzwzxExAfhn4OycXu1JblVLKRExOyKmRMSUcePG9TGM9udxeMysFco8eW0jSftGxK8AJL0N6Ouz7I4GTszzPwa+n+eXAcWHjW7DmqqlYctDYZhZs5VpaP448L+SFkt6EPgWcGwfj/cIsF+efxfwxzx/JXBU7oW0F7Cy3doTzMyGgzIP2ZkH/HUeBE8RsbLMjiX9ENgf2FLSMtIznT8BfF3SesAL5LYB4GrgIGARqb3CD/MxM2uBHjMFSa8D/h3YOiIOlLQTsHdEnF1vu4g4vMaiPaqsG6xp0DYzsxYpU310HnAt6UE7AH8g9SIyM7MhpkymsGVEXAK8ChARLwOvNDQqMzNriTKZwnOStiB3Ea00BDc0KjMza4kyXVI/Q+odtJ2kXwPjgEMbGpWZmbVEmd5Hd0naD/gr0k1mD0TESw2PzMzMmq7e2EfviogbJH2o26IdJBERlzc4NjMza7J6JYX9gBuAg6ssC8CZgpnZEFMzU4iIL+e/vpHMzGyY6LH3kaQt8gNw7pI0T9LXc28kMzMbYsp0Sb0YWAF8mNTraAXwo0YGZWZmrVGmS+rmEfFvhddfkfTBRgVkZmatU6akcKOkwySNyNNHgZ83OjAzM2u+MpnCJ4GLgBfzdDHwGUnPSHq6kcGZmVlzlbl5bZNmBGJmZq1XZujsd1RLj4hbBj4cMzNrpTINzf9SmN8Q2BOYR3pympmZDSFlqo/WusO7NncAAA9ySURBVKNZ0gTg9IZFZGZmLVOmobm7ZcAuAx2ImZm1Xpk2hW+Sn6VAykR2A+5pZFBmZtYaZdoU5hbmXwZ+GBG/blA8ZmbWQmUyhUuBFyLiFQBJIyWNiYhVjQ3NzMyarUybwhxgdOH1aOD6xoRjZmatVCZT2DAinq28yPNjGheSmZm1SplM4TlJu1deSNoDeL5xIZmZWauUyRRmAD+WdKukW0nDZn+6sWG1v875nXSc1cGI00bQcVYHnfM7Wx2SmVm/9ZgpRMSdwI7AccCngDdFxLyetpN0jqTlkhZ0S/8nSQ9Iuk/S6YX0UyQtysve1/u30jyd8zuZftV0lqxcQhAsWbmEIy8/Ep0mZxBm1lCNviAt8+S144GNImJBRMwHNpb0qRL7Pg84oNu+3gkcAuwaETsDX8vpOwGHATvnbb4laWRv3kgzzZwzk1Uvrd35KvKtHEtWLmH6VdOdMZjZgKt2QTrQvzdlqo8+ERFPVV5ExJPAJ3raKA+Y90S35OOA/4iI1Xmd5Tn9EODiiFgdEQ8Ci0hjLLWlpSuX1l2+6qVVzJwzs0nRmNlwUe2CdKB/b8pkCiMkqfIiX8Gv38fj7QC8XdLtkm6W9JacPh54qLDespy2DknTJc2VNHfFihV9DKN/Jo6d2OM6PWUcZma9Vet3ZSB/b8pkCtcCl0iaKuldwA+BX/TxeOsBmwF7kUZfvSRnOKqyblRJIyJmR8SUiJgybty4PobRP7OmzmLMqPq9cisZhxukzWyg1LogLXOhWlaZTOFzpBvYjgOOz/Mn9/F4y4DLI7kDeBXYMqdPKKy3DfBIH4/RcNMmT2P2wbOZNHYSAOqWp40ZNYZZU2c1pf7PzIaPahekld+bgVImU1gf+BXwZWBaRHy3MuRFH1xBfg6DpB3yvh8HrgQOk7SBpG2B7YE7+niMppg2eRqLZywmvhxc+KELmTR2EkJMGjuJ2QfPZtrkaU2p/zOz4aN4Qdr992agKKJqLQ2S1gP+HTgWWELKQLYBzgVmRsRLdXcs/RDYn1QS+DMpU7kQOIc00uqLwGcj4oa8/sx8rJeBGRFxTU/BT5kyJebOndvTai0z4rQRXb2SioR49cuvtiAiMzOQNC8iplRbVm9AvP8CNgG2jYhn8o5eQ+pG+jXgxHoHjYjDayw6osb6s4CBKwO1gYljJ7Jk5ZKq6WZm7ahe9dH7Sd1Rn6kkRMTTpLaFgxod2FDQjPo/M7OBVC9TiKhSt5TbE6rXOdlamlH/Z2Y2kOpVH90v6aiIuKCYKOkI4PeNDWvomDZ5mjMBMxs06mUKxwOXSzoWmEcqHbyF9DyFv21CbGZm1mQ1M4WIeBh4a75hbWfSDWbXRMScZgVnZmbN1ePjOHOX0RuaEIuZmbVYmZvXbAB52Asza2c9lhRs4FSGvajc5VwZ9gJwY7SZtQWXFJrIw16YWbtzptBEzRj21sysP5wpNFEzhr01M+sPZwpN5GEvzKzdOVNoIg97YWbtrubQ2YNBuw+dbWbWjuoNne2SgpmZdXGmYGZmXZwpmJlZl2GXKXiYCTOz2obVMBceZsLMrL5hVVLozTATLlGY2XA0rEoKZYeZcInCzIarYVVSKDvMhAeuM7PhalhlCmWHmfDAdWY2XA2rTKHsMBMeuM7Mhqth1aYAKWPoqV1g1tRZa7UpgAeuM7PhoWElBUnnSFouaUGVZZ+VFJK2zK8l6RuSFkm6V9LujYqrDA9cZ2bDVSNLCucB/wNcUEyUNAF4D1CsoD8Q2D5PbwW+nf+2TJkShQ1OnfM7mTlnJktXLmXi2InMmjrLn7VZ1rCSQkTcAjxRZdGZwMlAcXjWQ4ALIrkN2FTSVo2KzYavSnfjJSuXEERXd2Pfh2KWNLWhWdIHgIcj4p5ui8YDDxVeL8tp1fYxXdJcSXNXrFjRoEhtqHJ3Y7P6mpYpSBoDzAS+VG1xlbSqD3qIiNkRMSUipowbN24gQ7RhwN2NzeprZklhO2Bb4B5Ji4FtgLskvZ5UMphQWHcb4JEmxmbDhLsbm9XXtEwhIuZHxGsjoiMiOkgZwe4R8RhwJXBU7oW0F7AyIh5tVmw2fPg52Wb1NbJL6g+B3wJ/JWmZpI/XWf1q4P+ARcD3gE81Ki4b3tzd2Kw+P6PZzGyY8TOazcysFGcKZmbWxZmCmZl1caZgZmZdnCmYmVmXQd37SNIKYEmr4wC2BB5vdRC94Hgba7DFC4MvZsfbP5MiouqQEIM6U2gXkubW6t7VjhxvYw22eGHwxex4G8fVR2Zm1sWZgpmZdXGmMDBmtzqAXnK8jTXY4oXBF7PjbRC3KZiZWReXFMzMrIszBTMz6+JMoQeSzpG0XNKCQtqpkh6WdHeeDiosO0XSIkkPSHpfC+KdIOlGSQsl3SfpxJy+uaTrJP0x/90sp0vSN3LM90ravU3ibedzvKGkOyTdk2M+LadvK+n2fI5/JGn9nL5Bfr0oL+9ok3jPk/Rg4RzvltNb+p0oxD1S0u8k/Sy/bsvzWyfetj6/NUWEpzoT8A5gd2BBIe1U4LNV1t0JuAfYgPSUuT8BI5sc71akhxcBbAL8Icd1OvD5nP554D/z/EHANaRHou4F3N4m8bbzORawcZ4fBdyez90lwGE5/TvAcXn+U8B38vxhwI/aJN7zgEOrrN/S70Qhjs8AFwE/y6/b8vzWibetz2+tySWFHkTELcATJVc/BLg4IlZHxIOkhwbt2bDgqoiIRyPirjz/DLAQGJ9jOz+vdj7wwULMF0RyG7CppK3aIN5a2uEcR0Q8m1+OylMA7wIuzendz3Hl3F8KTJVU7bnkDVEn3lpa+p0AkLQN8DfA9/Nr0abnN8e3Vrw9aPn5rceZQt99Ohf9zqlUxZB+zB4qrLOM+j9wDZWL0W8mXRm+LvIjTvPf1+bV2ibmbvFCG5/jXFVwN7AcuI5UYnkqIl6uEldXzHn5SmCLVsYbEZVzPCuf4zMlbdA93qwV5/gs4GTg1fx6C9r4/LJuvBXten5rcqbQN98GtgN2Ax4F/junV7s6aUmfX0kbA5cBMyLi6XqrVklresxV4m3rcxwRr0TEbsA2pJLKm6qtlv+2PObu8UraBTgF2BF4C7A58Lm8ekvjlfR+YHlEzCsmV1m1Lc5vjXihTc9vT5wp9EFE/Dn/k71KeqZ0pfpiGTChsOo2wCPNjk/SKNIPbGdEXJ6T/1wpoua/y3N6y2OuFm+7n+OKiHgKuIlUN7yppPWqxNUVc14+lvJVkgOqEO8BueouImI1cC7tc473AT4gaTFwMana6Cza9/yuE6+kH7Tx+a3LmUIfdKv/+1ug0jPpSuCw3BtiW2B74I4mxybgbGBhRJxRWHQlcHSePxr4aSH9qNwjYi9gZaWaqZXxtvk5Hidp0zw/Gng3qS3kRuDQvFr3c1w594cCN0RucWxhvL8vXCSIVD9fPMct+05ExCkRsU1EdJAajm+IiGm06fmtEe8R7Xp+e9Tqlu52n4AfkqovXiLl8B8HLgTmA/eSPuCtCuvPJNUvPwAc2IJ49yUVRe8F7s7TQaQ61jnAH/PfzfP6Av43xzwfmNIm8bbzOd4V+F2ObQHwpZz+BlIGtQj4MbBBTt8wv16Ul7+hTeK9IZ/jBcAPWNNDqaXfiW6x78+a3jxteX7rxNv257fa5GEuzMysi6uPzMysizMFMzPr4kzBzMy6OFMwM7MuzhTMzKyLMwVrGEmv5NEhF0j6saQxNda7utKPvh/H2l/SysKIlNcP4L7ulvTuHrb5mKStC6+/L2mnfsRwqqTPdktbLGnLvu6zF8eepzUjkL5ZUqjkaLSSZtT6nG1wcKZgjfR8ROwWEbsALwL/WFyYb94ZEREHRbrTtr9uzcfbLSLq/oh3i2O9KsnFfe0WET1lMh8DujKFiPiHiLi/yrFGlo2rFfL4Uw9HxIs56XDgV/lvGTMAZwqDmDMFa5ZbgTdK6lB6dsK3gLuACcUrYElH5QHE7pF0YU4bJ+kySXfmaZ+yB5U0SdKcvM85kibm9PMknSHpRuA/S+6rEvv3lJ5L8EtJoyUdCkwBOnOpYrSkmyRNyds9K+lfJd0O7C1pD0k35yvya9WHETIlfSaXwBZImlGI7/e5lLJAUqekd0v6tdIzCPbM622kNMjgnUrj/x9S2PWBwC/yeiLdIfwx4L2SNux2nPPzeb1U0hhJJ5AyxhvzebXBqNV3z3kauhPwbP67HmlIguOADtJIknsV1lsMbAnsTLpLecucXrnr+iJg3zw/kTQkRvdj7U8aHbNyV/TMnH4VcHSePxa4Is+fB/yMKs9iqLKvu0mD83UALwO75fUuAY7I8zdRuDO1+Jp0x/ZH8/wo4DfAuPz674BzqsRwKvBwtxhezOdpD9KdsBsBGwP3kUaXrcQ3mXTBNw84h3QH7SGF9/7vhbg3JT3DYqP8+qfkO4JJd5vPKXwGH8rzHfk97ZNfn0N+9kXls2z1d89T36dqxWazgTJaabhmSCWFs0lXkksijSPf3buASyPicYCIqAxq9m5gJ60ZIv81kjaJ9PyFolsj4v3d0vYGPpTnLyQ9bKjixxHxSo3Y19lXrlp5MCIq72ke6QeyJ6+QBvwD+CtgF+C6/H5GkoZRqebMiPha4fiL8+y+wE8i4rmcfjnwdtJwIA9GxPycfh/pRz0kzS/E+l7SAG6VNosNgYmS/gRsExH/l9MPJw3wRv57JFAZYPGhiPh1nv8BcALQFasNXs4UrJGejzRcc5f8Q/hcjfVF9SGERwB7R8TzAxBTcf+14qhndWH+FWB0iW1eKGQ+Au6LiL37cOyKeg+QKcb3auH1q6z5fxfw4Yh4YK2dSlNJ7QeVto8PkzKPmXmbLSRtklfv/jl5vJwhwm0K1k7mAB+VtAWk50rn9F8Cn66spPys25J+Qxq5EmAa+UevAZ4hPU60Jw8A4yTtDWnYcEk79/JYtwAfzPX4G5FGkb21F9tfC/xTbjNA0ptz+gGkx0RCKp3dExETIqIjIiaRSjuVp51NrLwH1jRGQ/nzYG3KmYK1jYi4D5gF3CzpHqAylPYJwJTcqHk/3Xox9eAE4BhJ95KqP04sud3btXaX1EN7WP884DuVhuZaK0Xq1XMo8J/5Pd4NvK1kTJV93JWPdwfpKXXfj4jf9WIX/0Zq27hX0oL8GlJbys15/nDgJ922uwz4+zy/EDg6n9fNSQ9FApgNXOOG5sHLo6SaWeUZw9+LiANLrNtBGh56l0bHZc3nNgUzIyKWkbqj2jDnkoKZmXVxm4KZmXVxpmBmZl2cKZiZWRdnCmZm1sWZgpmZdfn/FPW5euwI6FgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyse The Correlation Between Pirce and Occupancy For Type Of Entire Home/Apt\n",
    "\n",
    "x=final_df['Apt_Price']\n",
    "y=final_df['Aocup']\n",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(x,y)\n",
    "regression_value=round(slope,2)*x+round(intercept,2)\n",
    "function=f'y='+str(round(slope,2))+'x+'+str(round(intercept,2))\n",
    "\n",
    "\n",
    "plt.scatter(x,y,facecolor='green')\n",
    "plt.plot(x,regression_value,color='red',linewidth=1.5)\n",
    "plt.annotate(function,xy=(300,130),fontsize=20)\n",
    "plt.title('The Relationship Between Price And Occupancy')\n",
    "plt.xlabel('Price For Entire Home/Apt')\n",
    "plt.ylabel('Occupied Days For Home/Apt')\n",
    "plt;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9568788f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.022396921681552558\n"
     ]
    }
   ],
   "source": [
    "#Show the Results\n",
    "\n",
    "print(rvalue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "44d93403",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyse The Correlation Between Pirce and Occupancy For Type Of Private Room\n",
    "\n",
    "x=final_df['PR_Price']\n",
    "y=final_df['PRocup']\n",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(x,y)\n",
    "regression_value=round(slope,2)*x+round(intercept,2)\n",
    "function=f'y='+str(round(slope,2))+'x+'+str(round(intercept,2))\n",
    "\n",
    "\n",
    "plt.scatter(x,y,facecolor='green')\n",
    "plt.plot(x,regression_value,color='red',linewidth=1.5)\n",
    "plt.annotate(function,xy=(100,100),fontsize=20)\n",
    "plt.title('The Relationship Between Price And Occupancy')\n",
    "plt.xlabel('Price For Private Room')\n",
    "plt.ylabel('Occupied Days For Private Room')\n",
    "plt;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "580b3211",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.0796307779044359\n"
     ]
    }
   ],
   "source": [
    "#Show the Results\n",
    "\n",
    "print(rvalue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "68185d29",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Analyse Would Price Change If The Timeframe Change Based On Two Room Types \n",
    "\n",
    "Apt_df=file.loc[(file['latitude']>= -32.5468)&\n",
    "                (file['latitude'] <= -31.7725)&\n",
    "                (file['longitude'] <= 116.0593)&\n",
    "                (file['room_type'] == 'Entire home/apt')]\n",
    "\n",
    "\n",
    "PR_df=file.loc[(file['latitude']>= -32.5468)&\n",
    "               (file['latitude'] <= -31.7725)&\n",
    "               (file['longitude'] <= 116.0593)&\n",
    "               (file['room_type'] == 'Private room')]\n",
    "\n",
    "Apt_df=Apt_df.copy()\n",
    "PR_df=PR_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ed7b65ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ASegregating Based On Number Of Stay Periods\n",
    "#Holiday: 20 days\n",
    "#Short Term: 20 to 60 days\n",
    "#Medium Term: 60 to 90\n",
    "#Long Term: >90 days\n",
    "bins = [0,20,60,90,1000]\n",
    "group_names = [\"Holiday\",\"short term\",\"Medium term\",\"Long Term\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7850b2de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For Entire Home/Apt\n",
    "\n",
    "Apt_df[\"Stay classification\"] =pd.cut(Apt_df[\"minimum_nights\"], bins, labels=group_names)\n",
    "\n",
    "#Group Neighbourhood And Stay Classification To Uncover The Price Change\n",
    "\n",
    "avg_price_entire_apt = round(Apt_df.groupby(['neighbourhood','Stay classification'])[\"price\"].mean(),2)\n",
    "\n",
    "#Output The Result\n",
    "\n",
    "avg_price_entire_apt.to_csv('OutputData/avg_price_entire_apt.csv', encoding='utf-8')               "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8535d3f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "neighbourhood  Stay classification\n",
       "ARMADALE       Holiday                163.10\n",
       "               short term             160.00\n",
       "BASSENDEAN     Holiday                145.38\n",
       "               Long Term              133.00\n",
       "BAYSWATER      Holiday                143.41\n",
       "                                       ...  \n",
       "VINCENT        Holiday                148.85\n",
       "               short term             107.25\n",
       "               Long Term               74.67\n",
       "WANNEROO       Holiday                159.00\n",
       "               Long Term               47.00\n",
       "Name: price, Length: 76, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_price_entire_apt.dropna(how='any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "94797eb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For Private Room\n",
    "\n",
    "PR_df[\"Stay classification\"] = pd.cut(PR_df[\"minimum_nights\"], bins, labels=group_names, include_lowest=True)\n",
    "\n",
    "#Group Neighbourhood And Stay Classification To Uncover The Price Change\n",
    "\n",
    "avg_price_private_room = round(PR_df.groupby(['neighbourhood','Stay classification'])[\"price\"].mean(),2)\n",
    "\n",
    "#Output The Result\n",
    "\n",
    "avg_price_private_room.to_csv('OutputData/avg_price_private_room.csv', encoding='utf-8')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f45c4643",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "neighbourhood          Stay classification\n",
       "ARMADALE               Holiday                  82.32\n",
       "                       short term               42.00\n",
       "BASSENDEAN             Holiday                  63.33\n",
       "BAYSWATER              Holiday                  66.39\n",
       "BELMONT                Holiday                  63.32\n",
       "                       short term               87.50\n",
       "CAMBRIDGE              Holiday                  97.50\n",
       "                       short term               80.00\n",
       "CANNING                Holiday                  58.14\n",
       "CLAREMONT              Holiday                  69.86\n",
       "                       short term               33.00\n",
       "COCKBURN               Holiday                  76.19\n",
       "                       Long Term                50.00\n",
       "COTTESLOE              Holiday                 108.45\n",
       "EAST FREMANTLE         Holiday                  70.40\n",
       "                       short term               80.00\n",
       "FREMANTLE              Holiday                 147.12\n",
       "                       short term               50.00\n",
       "GOSNELLS               Holiday                  57.50\n",
       "                       short term               69.00\n",
       "JOONDALUP              Holiday                  90.86\n",
       "                       short term              285.00\n",
       "KALAMUNDA              Holiday                  61.60\n",
       "KWINANA                Holiday                  60.67\n",
       "MANDURAH               Holiday                  70.38\n",
       "MELVILLE               Holiday                  78.08\n",
       "MOSMAN PARK            Holiday                 101.09\n",
       "MUNDARING              Holiday                  45.00\n",
       "NEDLANDS               Holiday                  76.44\n",
       "                       Medium term              54.00\n",
       "PERTH                  Holiday                 106.96\n",
       "                       Long Term                71.00\n",
       "ROCKINGHAM             Holiday                 169.38\n",
       "SERPENTINE-JARRAHDALE  Holiday                  91.00\n",
       "SOUTH PERTH            Holiday                 125.24\n",
       "STIRLING               Holiday                  99.78\n",
       "                       short term               71.75\n",
       "SUBIACO                Holiday                 109.60\n",
       "SWAN                   Holiday                 240.43\n",
       "VICTORIA PARK          Holiday                  55.36\n",
       "                       Long Term              1000.00\n",
       "VINCENT                Holiday                 103.69\n",
       "WANNEROO               Holiday                 116.45\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_price_private_room.dropna(how='any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1b9d9b24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ResetIndex=avg_price_entire_apt.reset_index()\n",
    "PERTH=ResetIndex.loc[ResetIndex['neighbourhood']=='PERTH']\n",
    "FREMANTLE=ResetIndex.loc[ResetIndex['neighbourhood']=='FREMANTLE']\n",
    "STIRLING=ResetIndex.loc[ResetIndex['neighbourhood']=='STIRLING']\n",
    "label=['PERTH','FREMANTLE','STIRLING']\n",
    "\n",
    "\n",
    "\n",
    "plt.plot(PERTH['Stay classification'],PERTH['price'],color='red')\n",
    "plt.plot(FREMANTLE['Stay classification'],FREMANTLE['price'],color='green')\n",
    "plt.plot(STIRLING['Stay classification'],STIRLING['price'],color='navy')\n",
    "\n",
    "plt.legend(label);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04b697ae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pythondata]",
   "language": "python",
   "name": "conda-env-pythondata-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}