AB_NYC_19.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "DDQ45rpcui2a"
      },
      "outputs": [],
      "source": [
        "import urllib.request"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "vwprqcUYu6-c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloaded!\n"
          ]
        }
      ],
      "source": [
        "def download_url(url_str, path):\n",
        "    \"\"\"\n",
        "    Bir URL'den dosya indirir.\n",
        "    Args:\n",
        "        url_str (str): İndirilecek dosyanın URL'si.\n",
        "        path (str): İndirilen dosyanın kaydedileceği yol.\n",
        "    \"\"\"\n",
        "    try:\n",
        "        response = urllib.request.urlopen(url_str)\n",
        "        if response.status != 200:\n",
        "            raise Exception(f\"HTTP Status: {response.status}\")\n",
        "        data = response.read().decode(\"utf-8\")\n",
        "        with open(path, \"w\", encoding=\"utf-8\") as f:\n",
        "            f.write(data)\n",
        "        print(\"Downloaded!\")\n",
        "    except Exception as e:\n",
        "        print(f\"Fatal Error: {e}\")\n",
        "\n",
        "download_url(\"https://drive.usercontent.google.com/uc?id=1gXPzH45lgNergNuEPdESkGBlUL80Gchx&export=download\", \"nyc.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "fb-oGqpVvd0m"
      },
      "outputs": [],
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from pandas.api.types import CategoricalDtype"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        },
        "id": "U61U9JB6xwsN",
        "outputId": "de82e541-94c7-4d1c-a558-a637ae57e4ec"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\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>id</th>\n",
              "      <th>name</th>\n",
              "      <th>host_id</th>\n",
              "      <th>host_name</th>\n",
              "      <th>neighbourhood_group</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>reviews_per_month</th>\n",
              "      <th>calculated_host_listings_count</th>\n",
              "      <th>availability_365</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2539</td>\n",
              "      <td>Clean &amp; quiet apt home by the park</td>\n",
              "      <td>2787</td>\n",
              "      <td>John</td>\n",
              "      <td>Brooklyn</td>\n",
              "      <td>Kensington</td>\n",
              "      <td>40.64749</td>\n",
              "      <td>-73.97237</td>\n",
              "      <td>Private room</td>\n",
              "      <td>149</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>2018-10-19</td>\n",
              "      <td>0.21</td>\n",
              "      <td>6</td>\n",
              "      <td>365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2595</td>\n",
              "      <td>Skylit Midtown Castle</td>\n",
              "      <td>2845</td>\n",
              "      <td>Jennifer</td>\n",
              "      <td>Manhattan</td>\n",
              "      <td>Midtown</td>\n",
              "      <td>40.75362</td>\n",
              "      <td>-73.98377</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>225</td>\n",
              "      <td>1</td>\n",
              "      <td>45</td>\n",
              "      <td>2019-05-21</td>\n",
              "      <td>0.38</td>\n",
              "      <td>2</td>\n",
              "      <td>355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3647</td>\n",
              "      <td>THE VILLAGE OF HARLEM....NEW YORK !</td>\n",
              "      <td>4632</td>\n",
              "      <td>Elisabeth</td>\n",
              "      <td>Manhattan</td>\n",
              "      <td>Harlem</td>\n",
              "      <td>40.80902</td>\n",
              "      <td>-73.94190</td>\n",
              "      <td>Private room</td>\n",
              "      <td>150</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3831</td>\n",
              "      <td>Cozy Entire Floor of Brownstone</td>\n",
              "      <td>4869</td>\n",
              "      <td>LisaRoxanne</td>\n",
              "      <td>Brooklyn</td>\n",
              "      <td>Clinton Hill</td>\n",
              "      <td>40.68514</td>\n",
              "      <td>-73.95976</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>89</td>\n",
              "      <td>1</td>\n",
              "      <td>270</td>\n",
              "      <td>2019-07-05</td>\n",
              "      <td>4.64</td>\n",
              "      <td>1</td>\n",
              "      <td>194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5022</td>\n",
              "      <td>Entire Apt: Spacious Studio/Loft by central park</td>\n",
              "      <td>7192</td>\n",
              "      <td>Laura</td>\n",
              "      <td>Manhattan</td>\n",
              "      <td>East Harlem</td>\n",
              "      <td>40.79851</td>\n",
              "      <td>-73.94399</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>80</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>2018-11-19</td>\n",
              "      <td>0.10</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     id                                              name  host_id  \\\n",
              "0  2539                Clean & quiet apt home by the park     2787   \n",
              "1  2595                             Skylit Midtown Castle     2845   \n",
              "2  3647               THE VILLAGE OF HARLEM....NEW YORK !     4632   \n",
              "3  3831                   Cozy Entire Floor of Brownstone     4869   \n",
              "4  5022  Entire Apt: Spacious Studio/Loft by central park     7192   \n",
              "\n",
              "     host_name neighbourhood_group neighbourhood  latitude  longitude  \\\n",
              "0         John            Brooklyn    Kensington  40.64749  -73.97237   \n",
              "1     Jennifer           Manhattan       Midtown  40.75362  -73.98377   \n",
              "2    Elisabeth           Manhattan        Harlem  40.80902  -73.94190   \n",
              "3  LisaRoxanne            Brooklyn  Clinton Hill  40.68514  -73.95976   \n",
              "4        Laura           Manhattan   East Harlem  40.79851  -73.94399   \n",
              "\n",
              "         room_type  price  minimum_nights  number_of_reviews last_review  \\\n",
              "0     Private room    149               1                  9  2018-10-19   \n",
              "1  Entire home/apt    225               1                 45  2019-05-21   \n",
              "2     Private room    150               3                  0         NaN   \n",
              "3  Entire home/apt     89               1                270  2019-07-05   \n",
              "4  Entire home/apt     80              10                  9  2018-11-19   \n",
              "\n",
              "   reviews_per_month  calculated_host_listings_count  availability_365  \n",
              "0               0.21                               6               365  \n",
              "1               0.38                               2               355  \n",
              "2                NaN                               1               365  \n",
              "3               4.64                               1               194  \n",
              "4               0.10                               1                 0  "
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df = pd.read_csv(\"./nyc.csv\", dtype={\"neighbourhood_group\": CategoricalDtype(), \"room_type\": CategoricalDtype()})\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W-3Yxkar1SVs",
        "outputId": "5e85fa6b-d6cb-43ea-c370-11e252703854"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 48895 entries, 0 to 48894\n",
            "Data columns (total 16 columns):\n",
            " #   Column                          Non-Null Count  Dtype   \n",
            "---  ------                          --------------  -----   \n",
            " 0   id                              48895 non-null  int64   \n",
            " 1   name                            48879 non-null  object  \n",
            " 2   host_id                         48895 non-null  int64   \n",
            " 3   host_name                       48874 non-null  object  \n",
            " 4   neighbourhood_group             48895 non-null  category\n",
            " 5   neighbourhood                   48895 non-null  object  \n",
            " 6   latitude                        48895 non-null  float64 \n",
            " 7   longitude                       48895 non-null  float64 \n",
            " 8   room_type                       48895 non-null  category\n",
            " 9   price                           48895 non-null  int64   \n",
            " 10  minimum_nights                  48895 non-null  int64   \n",
            " 11  number_of_reviews               48895 non-null  int64   \n",
            " 12  last_review                     38843 non-null  object  \n",
            " 13  reviews_per_month               38843 non-null  float64 \n",
            " 14  calculated_host_listings_count  48895 non-null  int64   \n",
            " 15  availability_365                48895 non-null  int64   \n",
            "dtypes: category(2), float64(3), int64(7), object(4)\n",
            "memory usage: 5.3+ MB\n"
          ]
        }
      ],
      "source": [
        "df.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_TeqPVqn1aXY"
      },
      "outputs": [],
      "source": [
        "df.drop(['id', 'host_id', 'host_name'], axis=1, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EO1aM81H2tns",
        "outputId": "5cc19686-b142-41ca-c244-09d2b6f53516"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "name                              0\n",
              "neighbourhood_group               0\n",
              "neighbourhood                     0\n",
              "latitude                          0\n",
              "longitude                         0\n",
              "room_type                         0\n",
              "price                             0\n",
              "minimum_nights                    0\n",
              "number_of_reviews                 0\n",
              "last_review                       0\n",
              "reviews_per_month                 0\n",
              "calculated_host_listings_count    0\n",
              "availability_365                  0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.fillna({\"reviews_per_month\":0, \"name\":0, \"last_review\":0}, inplace=True)\n",
        "df.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "IU_GmDD-1TqR",
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      "outputs": [
        {
          "data": {
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              "\n",
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              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    }\n",
              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>price</th>\n",
              "      <th>minimum_nights</th>\n",
              "      <th>number_of_reviews</th>\n",
              "      <th>reviews_per_month</th>\n",
              "      <th>calculated_host_listings_count</th>\n",
              "      <th>availability_365</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "      <td>48895.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>40.728949</td>\n",
              "      <td>-73.952170</td>\n",
              "      <td>152.720687</td>\n",
              "      <td>7.029962</td>\n",
              "      <td>23.274466</td>\n",
              "      <td>1.090910</td>\n",
              "      <td>7.143982</td>\n",
              "      <td>112.781327</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.054530</td>\n",
              "      <td>0.046157</td>\n",
              "      <td>240.154170</td>\n",
              "      <td>20.510550</td>\n",
              "      <td>44.550582</td>\n",
              "      <td>1.597283</td>\n",
              "      <td>32.952519</td>\n",
              "      <td>131.622289</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>40.499790</td>\n",
              "      <td>-74.244420</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>40.690100</td>\n",
              "      <td>-73.983070</td>\n",
              "      <td>69.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>40.723070</td>\n",
              "      <td>-73.955680</td>\n",
              "      <td>106.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.370000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>45.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>40.763115</td>\n",
              "      <td>-73.936275</td>\n",
              "      <td>175.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>1.580000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>227.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>40.913060</td>\n",
              "      <td>-73.712990</td>\n",
              "      <td>10000.000000</td>\n",
              "      <td>1250.000000</td>\n",
              "      <td>629.000000</td>\n",
              "      <td>58.500000</td>\n",
              "      <td>327.000000</td>\n",
              "      <td>365.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-02b1acb9-cdb8-494d-9b86-2b900291a76a button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9f32f875-abd4-498d-8e33-fb2fb6db00ea button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9f32f875-abd4-498d-8e33-fb2fb6db00ea');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "           latitude     longitude         price  minimum_nights  \\\n",
              "count  48895.000000  48895.000000  48895.000000    48895.000000   \n",
              "mean      40.728949    -73.952170    152.720687        7.029962   \n",
              "std        0.054530      0.046157    240.154170       20.510550   \n",
              "min       40.499790    -74.244420      0.000000        1.000000   \n",
              "25%       40.690100    -73.983070     69.000000        1.000000   \n",
              "50%       40.723070    -73.955680    106.000000        3.000000   \n",
              "75%       40.763115    -73.936275    175.000000        5.000000   \n",
              "max       40.913060    -73.712990  10000.000000     1250.000000   \n",
              "\n",
              "       number_of_reviews  reviews_per_month  calculated_host_listings_count  \\\n",
              "count       48895.000000       48895.000000                    48895.000000   \n",
              "mean           23.274466           1.090910                        7.143982   \n",
              "std            44.550582           1.597283                       32.952519   \n",
              "min             0.000000           0.000000                        1.000000   \n",
              "25%             1.000000           0.040000                        1.000000   \n",
              "50%             5.000000           0.370000                        1.000000   \n",
              "75%            24.000000           1.580000                        2.000000   \n",
              "max           629.000000          58.500000                      327.000000   \n",
              "\n",
              "       availability_365  \n",
              "count      48895.000000  \n",
              "mean         112.781327  \n",
              "std          131.622289  \n",
              "min            0.000000  \n",
              "25%            0.000000  \n",
              "50%           45.000000  \n",
              "75%          227.000000  \n",
              "max          365.000000  "
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lEDw26P13Kr_",
        "outputId": "02ce63d4-9c25-4ce7-f332-1ed9f068bacc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['Brooklyn', 'Manhattan', 'Queens', 'Staten Island', 'Bronx']\n",
            "Categories (5, object): ['Bronx', 'Brooklyn', 'Manhattan', 'Queens', 'Staten Island']\n",
            "\n",
            "['Private room', 'Entire home/apt', 'Shared room']\n",
            "Categories (3, object): ['Entire home/apt', 'Private room', 'Shared room']\n"
          ]
        }
      ],
      "source": [
        "print(f\"{df['neighbourhood_group'].unique()}\\n\")\n",
        "print(f\"{df['room_type'].unique()}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hmD2ZKvr6_TY"
      },
      "outputs": [],
      "source": [
        "sns.set(style='whitegrid', palette='dark', font_scale=0.9, rc={\"figure.figsize\": (6, 4)})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 392
        },
        "id": "tWgLiFNJ2WaS",
        "outputId": "930e0d82-c09e-43d1-ac6b-2a7b7817fa05"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.histplot(data=df, x=\"price\", kde=True, bins=60) #bins=auto\n",
        "plt.xlabel(\"Price\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        },
        "id": "ckMZriR62ouU",
        "outputId": "1c01a621-c1b9-4abd-e670-2a5d2cf35097"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Frequency of Room Types')"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df['room_type'].value_counts().plot.barh().set_title(\"Frequency of Room Types\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        },
        "id": "18ObyeKE5cGY",
        "outputId": "5e35dec9-ebde-4500-d961-f5a2fe737b98"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7b16f8919ea0>"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df['neighbourhood_group'].value_counts().plot.barh().set_title(\"Frequency of Neighborhood Groups\")\n",
        "plt.legend(['Neighborhood'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 710
        },
        "id": "F1jPzyiS5hLm",
        "outputId": "5a7c31c3-11b3-42df-a61f-144bc165c2cb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7b16f891a1d0>"
            ]
          },
          "execution_count": 32,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df.groupby(\"neighbourhood_group\").sum(numeric_only=True).plot.pie(y=\"price\", autopct=\"%.1f%%\", labels=None, figsize=(12,12))\n",
        "plt.legend(df[\"neighbourhood_group\"].unique(), loc=\"lower right\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        },
        "id": "IUUCxoFS6Vk2",
        "outputId": "f4f08510-66a5-44d7-9378-0012236a01a6"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Average Price by Neighborhood')"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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AMDJ6c3pQ7dq18eWXX2L8+PEYPHgwXF1dkZmZiX/++QexsbGYN2+eJrruvYyMjDBp0iRMnDgREyZMQJcuXSCTyXD+/Hl07twZrq6uGDVqFHr06IGhQ4fC398f5cuXx7Nnz3D27Fl069btvXdzNDc3x9KlS5GWloYKFSpg8+bNyM7ORv/+/VXaubm5oW7durh8+XKBVwQURoUKFeDv7692qWJx+3nIkCHo2bMnxo0bBz8/P8TExGDXrl1ivxXHH3/8gaVLl6JJkyY4cuQIzpw5gzVr1ojLAwMDMXjwYEybNg2+vr64e/culi9fjh49erz38FRhGRkZITAwELNmzUK5cuXQsmVLXLp0CTt27MD48eNhZmYGABgxYgS6deuGgIAA9O7dG0+fPsV3332HVq1aicHFz88Pa9euxdChQxEYGIiMjAwsX75cctSJDBMDA5UYBw8eRM2aNdXCAvBmGLdTp044cOAA5syZA1NTU3Tu3Bm//vorKlSogMaNG6u0t7GxwS+//IJly5YhNDQUr169QoUKFdCwYUO1499vs7Ozw/LlyxEWFoaRI0eiRo0amDNnjsp18ADw2WefYebMmdiwYQN2796Npk2bYvLkyRg7dqzKuQZBQUGoWbMmdu3ahRUrVsDKygoODg7vvARSG7p27QozMzOsW7cOo0ePFm+KlT9UX6tWLfzyyy9Yvnw5Zs2ahYyMDFSsWBHNmzdHjRo13rtuc3NzhIWFITg4GPfu3UPt2rWxfv16VKhQQa2tj48PHj58KF7+WhxDhgzBr7/+qnayYXH62dXVFYsXL8bSpUtx/PhxuLi4YPbs2Rg4cGCB54sURkhICLZs2YIff/wRZcuWxaxZs+Dj4yMub9WqFZYuXYq1a9di//79sLGxwaBBgxAYGFis7RWkZ8+eyMzMxNatW/HTTz+hYsWKmDp1KgYMGCC2qVu3LjZs2IAlS5Zg1KhRsLKyQufOnTFp0iSxjUKhwMaNGzF79myMGzcOVatWxdSpU1UCEH08ZIIgcZE1ERXamjVrsG7dOly8eLHIh0I+Bt27d0etWrWwaNEifZfyTv/9738xefJkHDt2DNWqVdN3OUQlBkcYiIopOTkZ33//PTw9PaFQKPDXX39hw4YN6N69O8PCW27cuIHz58/jxo0baics6ltQUJB4TsytW7ewdu1atGnThmGB6C0MDETFJJfLERMTg7179yIlJQX29vbo379/gVd4fOy6d+8Oa2trTJgwAQ0aNNB3OSpevnyJOXPm4OXLlyhXrhw6deqkcokuEb3BQxJEREQkiXd6JCIiIkkMDERERCSJgYGIiIgklfqTHq9evQpBEFTu5U5ERETSsrOzIZPJCnWX0VI/wiAIAkrreZv5D64prfWXRuxz3WOf6x77XPdKa58X5TO01I8w5I8sSD2gpyRKS0tDVFQUHBwcYGFhoe9yPgrsc91jn+se+1z3Smuf37hxo9BtS/0IAxEREWkfAwMRERFJYmAgIiIiSaX+HAYiIjJceXl5yMrK0ncZkjIzM8X/FvfR6Noil8thbGz8wespUmD4/vvvceTIEcTExMDc3ByNGjXCxIkTUbNmTbFNZmYmFixYgEOHDiErKwutWrXC7NmzYWtrK7aJj4/H7NmzceHCBVhYWKBbt26YMGGCRnaIiIgMQ1ZWFu7fv4+8vDx9lyIpLy8PJiYmiI+PL3GBAQDKlSuHSpUqQSaTFXsdRQoMFy9eRJ8+feDq6orc3FwsWbIEgwYNwqFDh8Sn882fPx+nTp3CsmXLUKZMGQQHB2P06NHYvn07ACA3NxfDhg2DnZ0ddu7ciefPn2PKlCkwMzPjQ3uIiAjAm8v9njx5AmNjY1SrVq1Efgj/W25uLjIzM2FmZlaivvwKgoC0tDQ8f/4cAFC5cuVir6tIgWHTpk0q0wsWLEDz5s1x69YtNGzYEK9fv8bu3buxePFiNG/eHMCbAOHr64sbN27A1dUVp0+fxr179/DDDz/Azs4O9erVw5gxY7BkyRKMHDmSN2AiIiLk5OQgLS0NVapUKRWXKebm5gIAzM3NS1RgAACFQgEAeP78OSpUqFDs+j7oHIbXr18DAMqWLQsAiIyMRHZ2Nlq2bCm2qVOnDqpUqYJr167B1dUV165dg5OTE+zs7MQ2+YctYmJioFQqi1xHfoIqbdLT01X+S9rHPtc99rnuGUKfZ2ZmIi8vD8bGxuKHcUmWf/MjQRBKZL1mZmbIy8vDq1evYGZmJs4XBKHQhymKHRgEQUBoaCiaNm2KOnXqAAASExNhbm4OKysrlba2trZITEwU2/z7fAYAYnhITEwsVmDIzs5GVFRUcXajRIiNjdV3CR8d9rnusc91r7T3uYmJCbKysj7ouLuu5Z/8WNJkZWUhJycHMTExastMTU0LtY5iB4a5c+fi7t272LFjR3FXoTFyuRwODg76LqPI0tPTERsbi5o1a4pDRqRd7HPdY5/rniH0eWZmJuLj42FmZiaeI1eSCYIgnsNQUgOOiYkJqlevrjLCEB0dXfjXF2ejwcHBOHHiBLZt24aKFSuK8+3s7JCRkYGUlBSVUYakpCRxFMHOzg43b95UWV/+6MO/D1MUhUwmKxXHuN5FoVCU6vpLI/a57rHPda8097mRkRGMjIxgbGxc4s4JKEj+YQiZTFYi6zU2NoaRkREUCoVKACtKuCnSaaeCIGDu3Lk4cuQItmzZgmrVqqksd3FxgVwux9mzZ8V5MTExiI+Ph7u7OwDA3d0dt2/fRnJystjm7NmzsLa2Ru3atYtSDhGVAjKZDAqFosR+66JSRtenB+hgexcuXIBSqURqaqr2N/YBijTCMGfOHBw4cABr1qyBpaUlEhISAABlypSBubk5ypQpA39/f4SGhsLa2hpWVlYICQlB48aNxYdDtWrVCnXq1MGkSZMwadIkJCQkYNmyZejTpw+vkCDSp1wAWvhipFAo4OzsrPkV59NS3VRCGQPoA0AXp63VA7Bd+5vx8PDA6dOnS/xoUJECQ/75Cv369VOZHxoaCj8/PwDA9OnTYWRkhNGjRyMrKwuffvopgoKCxLbGxsZYt24dZs+ejV69ekGhUKBbt24IDAz80H0hog+hyzdiTdHRGzqVMFEAruq7CM3Izs6Gqakp7O3t9V2KpCIFhjt37ki2MTMzQ1BQkEpIeFvVqlWxYcOGomyaiHTBgN6IifTh66+/hpOTE3JycrB//36YmppiwIABGDZsGABAqVRi7ty5OHHiBM6fP4/AwEC4urqif//+uHLlCiwtLQEAly5dwtKlS3Hz5k2YmZnB3d0dK1euhJmZGTIzM7F06VIcOHAAqampUCqVmDp1qnjoX1tK9q2ziIiISpndu3fDwsICu3btwsSJE7Fq1SpERESIy1esWIFOnTrhwIED6Ny5s9rr79+/j4EDB6J+/fr4v//7P/z0009o3ry5eIvs4OBgXL9+HcuXL8d///tftG7dGgMHDsSzZ8+0ul98+BQREZEGVatWDZMnTwYA1K5dGzdv3sSWLVvQqVMnAMDnn3+OL774QmwfFxen8vr169ejYcOGmDFjhjgv/x5F8fHx2LNnD06dOiVeWThy5Ej8/vvv2LdvH4YMGaK1/WJgICIi0iA3NzeVaXd3d+zfv1+czr8I4F3u3LkDHx+fApfdvXsXOTk5aN++vcr8zMxMODk5FbPiwmFgICIi0qEPuZlWWloa5HI59uzZo3ap8tt3WdY0nsNARESkQdevX1eZ/vvvv8VHKBSGUqnEhQsXClzm5OSE7OxsvHjxAjVq1FD59/ZjFzSNIwxERFS61CvZ24mLi8N3330Hf39/XLt2Dbt27cKCBQsK/fqhQ4eia9eumDdvHnr06AEjIyOcOXMGPXv2RO3ateHr64tJkyZh6tSpUCqVSE5Oxp9//ommTZuiadOmxSu6EBgYiIio9MiFbu+9UYwbg/n7++N///sf/P39YWpqihEjRsDX17fQr69VqxY2bdqEJUuWYOfOnbCwsICHhwe+/PJLAMDChQuxevVqzJ8/H8+fP4eNjQ08PDzQpUuXohVaRAwMRERUeuj6rp7F2J5cLsfMmTMRHBystqyg+xl5enqqzff09MQvv/xS4PpNTU0xbtw4jBs3rujFfQCew0BERESSGBiIiIhIEg9JEBERaciWLVtK5OOtNYEjDERERCSJgYGIiEosQRD0XYJByH8OxYfgIQkiIipx5HI5ZDIZEhISYG9vr3ZXw5ImNzcXmZmZAFCiDkkIgoCsrCwkJCTAyMgIpqamxV4XAwMREZU4xsbG+OSTT/Do0SPExsbquxxJeXl5yMnJgYmJCYyMSt7gvYWFBapXr/5BtTEwEBFRiWRlZYW6desiOztb36VISk9PR0xMDKpXr/5Bz4rQBmNjY5iYmHzwKA0DAxERlVjGxsYlaoj/XfLPETAzM4O5ubmeq9GOkjduQkRERCUOAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISFKR7/R46dIlbNq0CZGRkUhISMC6devQtm1bAMCjR4/g4+NT4OuWLVuGTp06AQCUSqXa8iVLlqBz585FLYeIiIh0oMiBIS0tDUqlEv7+/hg1apTKssqVK+P06dMq83755Rds2rQJrVu3VpkfFhaGFi1aiNPW1tZFLYWIiIh0pMiBwcvLC15eXgUuMzY2hr29vcq8Y8eOoVOnTrC0tFSZb21trdaWiIiISiatPnwqMjISUVFRmDVrltqyoKAgTJs2DdWqVcNXX32Fbt26FXs7giAgLS3tQ0rVi/T0dJX/kvaxzwsmk8lK3BP2iiI9PR2CIOi7jBKDf+e6V1r7XBCEQj/FUquB4ddff0WdOnXQsGFDlfmjR49Gs2bNoFAocPr0acyaNQtpaWno06dPsbaTnZ2NqKgoTZSsF6XhWe+Ghn2uSqFQwNnZWd9lFNv9+/dL3Ru1LvDvXPdKY5+bmpoWqp3WAkNGRgYOHDiAkSNHqi0LCAgQf3Z2dkZ6ejo2bdpU7MAgl8vh4OBQ7Fr1JT09HbGxsahZs2ap/nZXmrDPC1bYbxglVa1atTjC8C/8O9e90trn0dHRhW6rtcDw22+/ISMjA1988YVkWzc3N6xduxY5OTkwMSl6STKZDBYWFsWosmRQKBSluv7SiH1uWErTG7Qu8e9c90pbnxfly4LW7sOwe/dueHt7w8bGRrJtVFQUypcvX6ywQERERNpX5E/o1NRUxMXFidOPHj1CVFQU7OzsxKseHjx4gEuXLmH9+vVqrz9x4gSSkpLg5uYGMzMznDlzBt9//z2GDBnyAbtBRERE2lTkwBAZGYn+/fuL0yEhIQCAUaNGITAwEMCb0YVKlSqhVatW6hs0McH27dsxf/58AED16tUxffp09OjRo1g7QERERNpX5MDg6emJO3fuvLfN+PHjMX78+AKXtW7dWu0mTkRERFSy8VkSREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQVOTBcunQJw4cPR6tWraBUKnHy5EmV5f369YNSqVT5N2vWLJU28fHxGDp0KNzc3NC8eXOEhYUhNzf3w/aEiIiItMakqC9IS0uDUqmEv78/Ro0aVWCb3r17IyAgQJxWKBTiz7m5uRg2bBjs7Oywc+dOPH/+HFOmTIGZmRnGjBlTjF0gIiIibStyYPDy8oKXl9d72ygUCtjb2xe47PTp07h37x5++OEH2NnZoV69ehgzZgyWLFmCkSNHQi6XF7UkIiIi0rIiB4bC2LNnD8LDw2Fvbw8fHx+MGDEC5ubmAIBr167ByckJdnZ2YvtWrVph9uzZiImJgVKpLPL2BEFAWlqaxurXlfT0dJX/kvaxzwsmk8lURgJLm/T0dAiCoO8ySgz+neteae1zQRAgk8kK1VbjgaFLly6oUqUKKlSogNu3b2Px4sWIjY3F8uXLAQCJiYmwtbVVeU1+eEhMTCxWYMjOzkZUVNSHF68nsbGx+i7ho8M+V6VQKODs7KzvMort/v37pe6NWhf4d657pbHPTU1NC9VO44GhV69e4s9KpRIVKlTAgAED8PjxY1StWlXTmwMAyOVyODg4aGXd2pSeno7Y2FjUrFmzVH+7K03Y5wUr7DeMkqpWrVocYfgX/p3rXmnt8+jo6EK31cohiX9zc3MDAMTFxaFq1aqws7PDzZs3VdokJiYCgMphiqKQyWSwsLD4sEL1SKFQlOr6SyP2uWEpTW/QusS/c90rbX1elC8LWr8PQ/6hgvyTIN3d3XH79m0kJyeLbc6ePQtra2vUrl1b2+UQERFRMRR5hCE1NRVxcXHi9KNHjxAVFQU7Ozukp6dj//798PLyQrly5XDnzh2EhoaiWbNm4iGDVq1aoU6dOpg0aRImTZqEhIQELFu2DH369OEVEkRERCVUkQNDZGQk+vfvL06HhIQAAEaNGoXu3bvj3Llz2Lp1K9LS0lC5cmV07NgRw4cPF9sbGxtj3bp1mD17Nnr16gWFQoFu3bohMDBQA7tDRERE2lDkwODp6Yk7d+68c/m2bdsk11G1alVs2LChqJsmIiIiPeGzJIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSSZFfcGlS5ewadMmREZGIiEhAevWrUPbtm0BAC9fvsTKlStx+vRpPHnyBLa2tmjXrh3GjBkDKysrcR1KpVJtvUuWLEHnzp0/YFeIiIhIW4ocGNLS0qBUKuHv749Ro0apLHv+/DmeP3+OKVOmwMHBAY8fP8bs2bORmJiIpUuXqrQNCwtDixYtxGlra+ti7gIRERFpW5EDg5eXF7y8vApc5ujoiJUrV4rT1atXx9ixYzFlyhTk5eXByOj/HwGxtraGvb19MUpWJwgC0tLSNLIuXUpPT1f5L2kf+7xgMpkMCoVC32UUW3p6OgRB0HcZJQb/znWvtPa5IAiQyWSFalvkwFBUKSkpKFOmjEpYAICgoCBMmzYN1apVw1dffYVu3boVexvZ2dmIior60FL1JjY2Vt8llDhyuRwmJtr581QoFHj27JlW1p2Tk4Ps7GytrFubFAoFnJ2d9V1Gsd2/f7/UvVHrAt9bdK809rmpqWmh2mk1MLx48QJr1qxBr169VOaPHj0azZo1g0KhwOnTpzFr1iykpaWhT58+xdqOXC6Hg4ODJkrWqfT0dMTGxqJmzZql+tudpslkMpjLzSEzKVzqLUmEHAEZ2Rml7ttuYb9hlFS1atUqdX2uTXxv0b3S2ufR0dGFbqu1wJCSkoJhw4ahbt26GDlypMqygIAA8WdnZ2ekp6dj06ZNxQ4MMpkMFhYWH1SvPikUilJdv9b0AVCaBo7qAbLtMihMSs+bhaEoTW/QusT3Ft0rbX1elC8LWgkMKSkp+Oabb2BhYYGVK1dKDi27ublh7dq1yMnJ0dowNJVCUQCu6rsIIiICtHAfhpSUFAwePBhyuRxr166FmZmZ5GuioqJQvnx5hgUiIqISqsif0KmpqYiLixOnHz16hKioKNjZ2UGhUGDQoEFIT0/HokWLkJKSgpSUFACAjY0NjI2NceLECSQlJcHNzQ1mZmY4c+YMvv/+ewwZMkRze0VEREQaVeTAEBkZif79+4vTISEhAIBRo0ahadOm+PvvvwEA7du3V3nd8ePH8cknn8DExATbt2/H/PnzAby59HL69Ono0aNHsXeCiIiItKvIgcHT0xN37tx55/L3LQOA1q1bo3Xr1kXdLBEREekRnyVBREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERfaD8R8SX9ge5vQ/vxUxERB+PXADGml+t1h8Rr6W6i4KBgYiIPh7GKJVPwsV2fRfBwEBERB8bPgm3WHgOAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEhSkQPDpUuXMHz4cLRq1QpKpRInT55UWZ6ZmYk5c+bA09MTHh4eCAwMRFJSkkqb+Ph4DB06FG5ubmjevDnCwsKQm5v7YXtCREREWlPkwJCWlgalUomgoKACl8+fPx8nT57EsmXL8NNPP+H58+cYPXq0uDw3NxfDhg1DdnY2du7ciQULFiA8PByrVq0q/l4QERGRVpkU9QVeXl7w8vIqcNnr16+xe/duLF68GM2bNwfwJkD4+vrixo0bcHV1xenTp3Hv3j388MMPsLOzQ7169TBmzBgsWbIEI0eOhFwu/7A9IiIiIo0rcmB4n8jISGRnZ6Nly5bivDp16qBKlSq4du0aXF1dce3aNTg5OcHOzk5s06pVK8yePRsxMTFQKpVF3q4gCEhLS9PIPuhSenq6yn/pDZlMBoVCoe8yii09PR2CIOi7jCJhn+uHTCbTynqzsrKgUCiQlZWltW2U1v7m37kqQRAK/Tei0cCQmJgIc3NzWFlZqcy3tbVFYmKi2MbW1lZleX54SExMLFZgyM7ORlRUVDGr1r/Y2Fh9l1CiKBQKODs767uMYrt//36pC4Hsc92Ty+VwqecCI7nmzz1XKBQoV66cxtebLy87D5FRb74glib8Oy+YqalpodppNDDoi1wuh4ODg77LKLL09HTExsaiZs2apTr1apq2vhHpSq1atUrdty/2ue7JZLI3YaEPgNL0faceYLTdCHXr1i2VfV6aaePvPDo6utBtNRoY7OzskJGRgZSUFJVRhqSkJHEUwc7ODjdv3lR5Xf7ow78PUxSFTCaDhYVFMavWP4VCUarrJ1UMf7pXqvs8CsBVfRdRdKW6z0spbfR5UUKURsfCXFxcIJfLcfbsWXFeTEwM4uPj4e7uDgBwd3fH7du3kZycLLY5e/YsrK2tUbt2bU2WQ0RERBpS5BGG1NRUxMXFidOPHj1CVFQU7OzsYG9vD39/f4SGhsLa2hpWVlYICQlB48aN4erqCuDNCY516tTBpEmTMGnSJCQkJGDZsmXo06cPr5AgIiIqoYocGCIjI9G/f39xOiQkBAAwatQoBAYGYvr06TAyMsLo0aORlZWFTz/9VOWeDcbGxli3bh1mz56NXr16QaFQoFu3bggMDNTA7hAREZE2FDkweHp64s6dO+9cbmZmhqCgoHfe2AkAqlatig0bNhR100RERKQnfJYEERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMeiSTyaBQKEr9M9qJiMjwFflZEh+lXADGml+tQqGAs7Oz5lecT0t1ExHRx4eBoTCMAfQBEKXvQoqgHoDt+i6CiIgMBQNDYUUBuKrvIoiIiPSD5zAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISJLGHz7l7e2Nx48fq83/6quvEBQUhH79+uHixYsqy3r16oW5c+dquhQiIiLSEI0Hhl9//RW5ubni9D///IOBAweiY8eO4rzevXsjICBAnFYoFJoug4iIiDRI44HBxsZGZXr9+vWoXr06mjZtKs5TKBSwt7fX9KaJiIhISzQeGP4tKysL+/btw8CBAyGTycT5e/bsQXh4OOzt7eHj44MRI0bA3Ny82NsRBAFpaWmaKFmNTCYr1SMg6enpEARB32UUCftc99jnusc+1z32uTpBEFQ+n99Hq4Hh2LFjeP36Nbp16ybO69KlC6pUqYIKFSrg9u3bWLx4MWJjY7F8+fJibyc7OxtRUVGaKFmNQqGAs7OzVtatC/fv30d6erq+yygS9rnusc91j32ue+zzgpmamhaqnVYDw+7du9G6dWtUrFhRnNerVy/xZ6VSiQoVKmDAgAF4/PgxqlatWqztyOVyODg4fHC9BSls8iqpatWqVSq/BZRm7HPdY5/rHvtc97TR59HR0YVuq7XA8PjxY5w9exYrV658bzs3NzcAQFxcXLEDg0wmg4WFRbFea+hK8/BbacU+1z32ue6xz3VPG31elBCltfswhIeHw9bWFm3atHlvu/xDCTwJkoiIqOTSyghDXl4ewsPD8cUXX8DE5P9vIi4uDvv374eXlxfKlSuHO3fuIDQ0FM2aNdPaIQUiIiL6cFoJDGfPnkV8fDz8/f1V5svlcpw7dw5bt25FWloaKleujI4dO2L48OHaKIOIiIg0RCuBoVWrVrhz547a/MqVK2Pbtm3a2CQRERFpEZ8lQURERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEiSxgPDypUroVQqVf517NhRXJ6ZmYk5c+bA09MTHh4eCAwMRFJSkqbLICIiIg0y0cZKnZycsHHjRnHa2NhY/Hn+/Pk4deoUli1bhjJlyiA4OBijR4/G9u3btVEKERERaYBWAoOxsTHs7e3V5r9+/Rq7d+/G4sWL0bx5cwBvAoSvry9u3LgBV1dXbZRDREREH0grgSEmJgatWrWCmZkZGjZsiAkTJqBSpUqIjIxEdnY2WrZsKbatU6cOqlSpgmvXrhU7MAiCgLS0NE2Vr0Imk0GhUGhl3bqQnp4OQRD0XUaRsM91j32ue+xz3WOfqxMEATKZrFBtNR4YGjRogNDQUNSqVQsJCQlYvXo1+vTpg/379yMxMRHm5uawsrJSeY2trS0SExOLvc3s7GxERUV9aOkFUigUcHZ21sq6deH+/ftIT0/XdxlFwj7XPfa57rHPdY99XjBTU9NCtdN4YPDy8hJ/dnJygpubG9q2bYvDhw/DxEQrAxqQy+VwcHDQyroLm7xKqlq1apXKbwGlGftc99jnusc+1z1t9Hl0dHSh22rnE/xfrK2tUbNmTTx48ACenp7IyMhASkqKyihDUlIS7Ozsir0NmUwGCwsLTZRrcErz8FtpxT7XPfa57rHPdU8bfV6UEKX1+zCkpqbi4cOHsLe3h4uLC+RyOc6ePSsuj4mJQXx8PNzd3bVdChERERWTxkcYFi5ciLZt26JKlSp4/vw5Vq5cCWNjY/j6+qJMmTLw9/dHaGgorK2tYWVlhZCQEDRu3JhXSBAREZVgGg8MT58+xfjx4/Hy5UvY2NigcePG+L//+z+UL18eADB9+nQYGRlh9OjRyMrKwqeffoqgoCBNl0FEREQapPHAsHTp0vcuNzMzQ1BQEEMCERFRKcJnSRAREZEkBgYiIiKSxMBAREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkkw0vcLvv/8eR44cQUxMDMzNzdGoUSNMnDgRNWvWFNv069cPFy9eVHldr169MHfuXE2XQ0RERBqg8cBw8eJF9OnTB66ursjNzcWSJUswaNAgHDp0CObm5mK73r17IyAgQJxWKBSaLoWIiIg0ROOBYdOmTSrTCxYsQPPmzXHr1i00bNhQnK9QKGBvb6+RbQqCgLS0NI2s620ymaxUh5n09HQIgqDvMoqEfa577HPdY5/rHvtcnSAIkMlkhWqr8cDwttevXwMAypYtqzJ/z549CA8Ph729PXx8fDBixAiVEYiiyM7ORlRU1AfXWhCFQgFnZ2etrFsX7t+/j/T0dH2XUSTsc91jn+se+1z32OcFMzU1LVQ7rQYGQRAQGhqKpk2bok6dOuL8Ll26oEqVKqhQoQJu376NxYsXIzY2FsuXLy/WduRyORwcHDRVtorCJq+SqlatWqXyW0Bpxj7XPfa57rHPdU8bfR4dHV3otloNDHPnzsXdu3exY8cOlfm9evUSf1YqlahQoQIGDBiAx48fo2rVqkXejkwmg4WFxQfXa4hK8/BbacU+1z32ue6xz3VPG31elBCltcsqg4ODceLECWzZsgUVK1Z8b1s3NzcAQFxcnLbKISIiog+g8REGQRAQHByMo0eP4qeffkK1atUkX5N//oGmToIkIiIizdJ4YJgzZw4OHDiANWvWwNLSEgkJCQCAMmXKwNzcHHFxcdi/fz+8vLxQrlw53LlzB6GhoWjWrJnWzkMgIiKiD6PxwJB/vkK/fv1U5oeGhsLPzw9yuRznzp3D1q1bkZaWhsqVK6Njx44YPny4pkshIiIiDdF4YLhz5857l1euXBnbtm3T9GaJiIhIi/gsCSIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEgSAwMRERFJYmAgIiIiSQwMREREJImBgYiIiCQxMBAREZEkBgYiIiKSxMBAREREkhgYiIiISBIDAxEREUliYCAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiIiIpLEwEBERESS9BYYtm/fDm9vb7i6uqJnz564fv26vkohIiIiCXoJDIcOHUJoaCgCAgKwZ88eKJVKfPPNN0hOTtZHOURERCRBL4Hhhx9+QK9eveDv7w8HBwfMmTMHZmZm2LNnjz7KISIiIgkmut5gVlYWbt68iREjRojzjIyM0KJFC1y7dq3I68vOzoYgCFo9pCGTyYBFALK1tgnNkwO4AQiCoO9KioV9rnvsc91jn+se+1xVdnb2mz4pBJ0HhhcvXiA3Nxd2dnYq821tbfHgwYMiry9/Rwu7w8VWQbur1xat94s2sc91j32ue+xz3WOfq6yzxAYGTfPw8NB3CURERAZP5+cwlC9fHsbGxkhMTFSZn5SUBHt7e12XQ0RERIWg88BgamqK+vXr4+zZs+K8vLw8nDt3Du7u7rouh4iIiApBL4ckBg4ciClTpqB+/fpo0KABtmzZgoyMDHTr1k0f5RAREZEEvQQGX19fJCcnY8WKFUhISEC9evWwceNG2NjY6KMcIiIikiATSuu1MURERKQzfJYEERERSWJgICIiIkkMDERERCSJgYGIiIgkMTAQERGRJAYGIiIiksTAQERERJIYGIiIiEhSqX9aJRERkS5cunSp0G2bNGmixUr0g3d6JCIyQMnJyfjzzz9Rq1YtNGjQQN/lGAQnJyeVaZlMBgDI/xjNnwaAqKgo3RWmIxxh0LEbN27A1dW1wGW//fYbOnbsqOOKPg65ubmIi4tDUlIS3s7IhvhNoKTIyspCcnIy8vLyVOZXqVJFTxUZrm+++QatW7dG//79kZKSAj8/P6SmpiI9PR0hISH44osv9F1iqXflyhXx57/++guLFi3CqFGjxCctX7t2DatXr8aECRP0VKF2MTDoWO/evTFy5EgMHz4cRkZvTiFJSUnBnDlzcOzYMQYGLbh8+TImTZqEJ0+eqIUFmUxmkN8E9O3evXuYMWMG/v77b5X5giCwz7UkMjISkydPBgAcPnwYlpaWOHr0KA4ePIiNGzcyMGiAhYWF+PN3332HmTNnwtPTU5zXoUMHlC1bFvPmzYOXl5c+StQqBgYdW79+PaZNm4Y//vgDixYtwpMnTzBlyhTY2dkhPDxc3+UZpNmzZ8PDwwObN2+Gvb29yrAhace0adNgbm6OjRs3ss91JC0tDVZWVgCA06dPo3379pDL5WjatClmz56t3+IMUGxsbIFPWC5fvjwePHigh4q0j4FBx1q0aIF9+/bh22+/xeeff47s7GwMGzYMI0eOhLGxsb7LM0gPHz7E6tWrUb16dX2X8tG4e/cu9uzZg1q1aum7lI9GjRo1cOzYMbRv3x5//PEH1q9fD+DNuQz//mZMmuHi4oKwsDAsXLhQDA7Jycn47rvv4OLioufqtIOXVerBs2fPEBsbi3LlykEmkyExMRE5OTn6LstgNWvWDHfu3NF3GR+V+vXr4+nTp/ou46MSEBCAsLAweHt7o379+mjUqBEA4MyZM3B2dtZzdYZn3rx5ePz4Mby8vNCxY0d07NgRXl5eePToEebNm6fv8rSCV0no2ObNm7Fs2TL85z//wbRp0xAbG4vJkycjOzsbixYt4tnMWvDrr79izZo16NGjB+rWrQu5XK6y3BCPNerbsWPHsHz5cgwZMgSOjo4wMVEdzHRwcNBTZYYtISEBCQkJcHJyEs+Run79OiwtLVGnTh09V2d4BEHA6dOncf/+fQBA7dq10bJlS4M9BMfAoGMtWrRAcHAwfHx8xHlZWVlYtGgRduzYgcjISD1WZ5jevhTq33gCnnYU1OcymYwnPRKVYgwMOpaUlARbW9sCl507dw7NmzfXcUVEmvf48eP3Lq9ataqOKvl4pKSkYMOGDbhw4QKSkpLULmU9fvy4niozXGfOnHlnf4eGhuqpKu3hSY869q6wAIBhQUtu3brFY7g6xkCge9OnT8e1a9fQrVs3XpmiA8uWLcP3338PNzc3VKhQQd/l6ARHGHSM3wJ0z9nZGXXr1oW/vz+6du2K8uXL67ukj0J2djZu3LiBJ0+eIDs7W2UZ7wmgeY0aNcKmTZvEmwiRdrVo0QLTp09Hly5d9F2KznCEQcf4LUD3jh8/jj179mD79u1YtGgR2rRpA39/f7Ru3Vo8MYw0Kzo6GsOHD8ezZ8+Qk5MDc3NzpKenw9TUFJaWlgwMWmBnZweFQqHvMj4qhnr55LtwhEHH+C1Av/766y/s3bsXv/32G8zNzfGf//wHfn5+PINcwwYOHAh7e3uEhITA09MT+/btQ1ZWFmbMmIHhw4ejTZs2+i7R4Jw6dQrbt29HcHAwKlasqO9yDN7333+P5ORkTJs2Td+l6AxHGHSM3wL0q3HjxqhduzaqVKmCtWvXYuvWrfjhhx/g6emJb7/9FrVr19Z3iQYhMjISO3bsgKmpKYyMjJCVlYU6depg8uTJmDlzJgODFkyZMgWpqalo06YNrKys1C5lPXfunJ4qM0w3b97E2bNn8fvvv8PBwUGtv5cvX66nyrSHgUHHpk+fjsWLF/NbgI7l5ubi5MmT2LNnD06dOgWlUolp06aha9euePHiBZYtW4YxY8Zg//79+i7VIBgZGYn3u7Czs8OTJ09Qp04dlCtXTvIKCiqeKVOm6LuEj4qlpSXat2+v7zJ0iockdKxZs2ZITU1FTk4OvwXoyPz583Hw4EHk5OSga9eu6N69u9p9Ap4/fw4vLy/eH0BDBg4cCH9/f3Tp0gUzZsxAdHQ0vv76a+zduxcvXrzArl279F0iERURA4OO7dmz573Lu3XrpqNKPh6DBg1C9+7d0a5dO5iamhbYJicnB1euXEHTpk11XJ1hun79OlJTU9G8eXMkJSVh8uTJuHr1KmrWrIl58+ahXr16+i7RID1//hz79+9HXFwcxowZAxsbG/z111+oUKECn6VCH4yBgYjIAPz9998YNGgQHBwccPPmTURERKBatWpYvXo1oqOjsXTpUn2XaHB27dqFiIgIxMfHq106bIiXyPMcBj3IzMzEvn37EBMTA+DNffW7dOkCMzMzPVdmOE6dOlXotnyWhOb1798fq1atgrW1tcr8lJQUjBw5Elu3btVTZYZr4cKFGDJkCIYPHw4PDw9xfqtWrXgISAvWrVuHH3/8EX379sWlS5cwYMAAPHr0CKdPn8aQIUP0XZ5WMDDo2N27d/HNN98gKytLvPvgnj17sGLFCmzYsAGOjo56rtAwDBs2rFDt+FwD7bh48aLaNy7gzXNTLl++rIeKDF9UVBQWLlyoNt/W1hZJSUl6qMiw7d69GyEhIWjXrh02bdqEHj16oHr16ti0aRPu3r2r7/K0goFBx0JCQtCoUSOEhobC3NwcAJCRkYGpU6ciJCSE37w05Pbt2/ou4aMUHR0t/nz//n28ePFCnM7NzcWff/7Jq4O0xMrKCklJSahWrZrK/Nu3b380ty7WpefPn4tf+iwsLJCSkgIA+Oyzz7B27Vp9lqY1DAw6du3aNYSHh4thAQDMzc0REBCA7t2767Eyw/XgwQPUqFGjwGVnz55FixYtdFyR4erSpQtkMhlkMhn69u2rttzc3BwzZ87UQ2WGr3Pnzvjuu++wYsUK8Q6yf//9N8LCwvD555/ruTrDU6lSJSQmJqJKlSqoVq0azp49C2dnZ0RGRoqXFBsaBgYds7S0REJCAhwcHFTmP3/+HJaWlnqqyrANHDgQO3bsUPtme+rUKYwdOxZXr17VU2WG5/jx4xAEAe3atcOuXbtgY2MjLpPL5bC1tYWxsbEeKzRc48ePx9y5c9G6dWvk5OTA19cXOTk56NSpEwICAvRdnsHx9vbGmTNn0KBBA/Tv3x+TJk3C7t278ejRI3z99df6Lk8reJWEjs2dOxcnT57E1KlTxROTrly5goULF8LHx4ffvrRg4cKFOHnyJH7++WfxA+zEiROYMGECgoKC+FwDLbh48SIaNmyodp+R3NxcXLlyBU2aNNFTZYYvPj4e//zzD1JTU1GvXj3UqlVL3yV9FK5evYpr166hRo0a8Pb21nc5WsHAoGOZmZkICwvDL7/8gtzcXACAsbExvvzyS0yaNIlXSmjJzJkzERkZiZ9++gnnz5/HxIkTERISgq5du+q7NINUr149nD59Wu1x7i9evECLFi14oqmWJSYmwsbGhg9XI41iYNCh3NxcREVFoUaNGjA2NkZcXBwAoHr16rCwsNBzdYZNEASMHz8ed+/exePHjzF//nz4+vrquyyD5eTkhLNnz6ockgCA2NhY+Pn54cqVK3qqzHBlZWVhyZIl+OWXX5CZmYnDhw+jWrVqCAsLQ+XKldGvXz99l1jqfeyXa/McBh3KH0nIv6HK27cnJs0p6H/szp0748qVK+jSpQssLS3FNob4P7a+jBkzBsCby1VnzJihcmfNvLw83L59W+UeAaQ5y5cvx5kzZ7BixQoEBgaK893d3bFu3ToGBg342C/XZmDQsbp16yI+Pl7t0ifSrPf9j/3rr7/i119/BWC4/2PrS/5ImSAIMDc3V7kaSC6Xo3v37ujRo4e+yjNoERERWLRoERo1aiReJQEAjo6O4mgmfZiP/XJtBgYdGz9+PBYuXIixY8fCxcVF7VHXfPS1Znzs/2PrS2hoKACgatWqGDRoEA+16VBSUlKB91vIyMgQz5ci+hAMDDqWf8vQoUOHqnwLEASB33bJYIwaNUrfJXx0nJ2d8ccff6BPnz4q83fv3s3DQFqwfft2VKhQQXzE9bfffos9e/agZs2aWLFiBWrXrq3nCjWPgUHHtmzZohIUSDeOHz+OTZs24d69ewDePL9j8ODBBnv5U0nwsT2YR98mTJiAoUOHIiYmBrm5ufj555/xzz//4K+//uIdZLXgxx9/xPz58wEA58+fx6FDhxAWFobjx48jNDQUGzZs0HOFmsdrbnSsadOm4j9nZ2c8ePAA//zzD+zt7floZS3ZsWMHxo4dC6VSiZkzZ2LmzJmoW7cuxo4di507d+q7PIO0bt06LF68GA0bNsTjx4/h6+uLBg0a4NWrV+jVq5e+yzNIjRs3xt69e5GZmQlHR0ecOnUKZcuWxc6dO9GgQQN9l2dwnj17hk8++QTAm/u6dOzYEb6+vhg5ciT+/vtvPVenJQLpxIMHD4Ru3boJzs7OQs+ePYXY2FihXbt2gru7u9CwYUOhQYMGwvnz5/VdpkFq166d8Msvv6jN37lzp9CuXTs9VGT42rVrJxw9elQQBEFwd3cXHjx4IAiCIGzcuFGYPHmyPksj0oiWLVsKV65cEQRBEDp06CAcPHhQEARBiImJETw8PPRZmtZwhEFHFixYAGtra6xevRrVq1fH4MGD0aRJE1y+fBmXLl2Cn58fVq5cqe8yDdKTJ0/g6empNr9Zs2Z4+vSpHioyfO97MA8PR2hHfHz8e/+RZrVv3x4TJkzAwIEDkZycjNatWwN489TQ6tWr67k67eA5DDpy9epVbNq0Cc7OzmjcuDEaN26MZcuWiXdi69u3L3r37q3nKg1TjRo1cPjwYQwdOlRl/uHDh9/5UCr6MB/jg3n0zdvb+73nR/GEas2aPn06PvnkEzx58gQTJkyAlZUVgDdh+auvvtJzddrBwKAjL168EC95srKygkKhQNmyZcXlZcuWxevXr/VVnkEbNWoUJkyYgMuXL6Nhw4YA3jy/4/Tp01iyZImeqzNMH+ODefRt//79KtM5OTmIiorC5s2bxRtqkebI5XIMHjxYbf6AAQN0X4yOMDDoEO/rrh+dOnVC1apVsWXLFvz2228AgNq1a2Pnzp1wdXXVc3WGacqUKeLPvr6+qFy5ssE/mEff6tatqzavXr16qFChAlavXi1e/kcfprC3hzbEO8jyWRI64uTkhLZt24q3yj127Bhatmwp3qgpKysLv//+O4cNiUijYmJi4Ofnh2vXrum7FINQmFv6G+o9dTjCoCPdunVTmf78889Vpi0sLPiYZS3KzMzEvn37EBMTA+DNfRi6dOnCp4NqUUxMDC5duoSkpCTk5eWpLOONnTQvOjpaZVoQBCQmJmLDhg1wdHTUU1WG52O+iyxHGMjg3b17F9988w2ysrLEM/dv3boFMzMzvplqyfbt2xESEgI7OzvY29urnIwnk8nEZ3mQ5jg5OUEmk+Htt/QGDRpg3rx5BR6yICoKBgYyeP3794etrS1CQ0PFhyFlZGRg6tSpSE5O5l3wtMDLywsDBgzAwIED9V3KR+Px48cq00ZGRrCxseEoGmkMD0mQwbt27RrCw8NVnpxobm6OgIAAdO/eXY+VGa60tDT4+Pjou4yPRnZ2Ng4dOoRDhw4hNjYWJiYmqFatGj7//HP06dOHl7KSRvC0fTJ4lpaWSEhIUJv//PlzWFpa6qEiw+fn54fDhw/ru4yPQnp6Ovr27YvVq1fDxcUFY8aMQUBAAOrXr49ly5bh66+/RlZWFm7duoXt27fru1wqxTjCQAavU6dOmD59OqZOnSo+te/KlStYuHAhfH199Vyd4QgLC1OZXr9+Pc6cOQNHR0eYmKi+1UyePFmXpRm0devWISUlBUeOHFF7vPWoUaMwaNAgTJ06FX/++Sf7nT4IAwMZvClTpkAmk2HChAnIzc0FABgbG+PLL7/EpEmT9Fyd4bhx44bKtJOTE3Jzc9UuL+PTWjXr0KFDmDlzplpYAICKFSti4sSJGDFiBAYPHowePXrooULDlpWVheTkZLUrgapUqaKnirSHJz2SQcv/wKpRowaMjY0RFxcHAKhevTosLCz0XB3Rh3N1dcXRo0dRqVKlApc/ffoU3t7euHXrlo4rM2z37t3DjBkz1J5MKQgC78NAVBrljyRERESgWrVqhbrpClFpUrZsWTx//vydgeHZs2ewsbHRcVWGb9q0aTA3N8fGjRvVLh02VAwMZPDq1q2L+Ph4VKtWTd+lfDRSUlKwYcMGXLhwocAbN/GJlZrTsmVLrFmzBuvWrStw+bp169CqVSsdV2X47t69iz179qBWrVr6LkVnGBjI4I0fPx4LFy7E2LFj4eLiIt6OO9/b0/Thpk+fjmvXrqFbt24fzbcvfRk9ejS6d+8Of39/DB48GLVr1wbw5s6PmzdvxtOnT3mjLC2oX78+nj59+lEFBp7DQAbv34ch/v3BZcjHGvWtUaNG2LRpE9zd3fVdykchNjYWwcHBOHv2rMr8Fi1aYNasWXyMuxYcO3YMy5cvx5AhQwq8EsjBwUFPlWkPAwMZvAsXLrz3G27Tpk11WM3HoUOHDlixYgWUSqW+S/movHz5UuXE3nLlyum3IANW0PlQ+bfmNtQvIgwMZPDy/wcG3hxbj4iIQFZWFlq0aPFRDSfq0qlTp7B9+3YEBwejYsWK+i6HSOPevhX326pWraqjSnSHgYEMVlxcHMaOHYs7d+7AxcUFYWFh+Oabb5CYmAgjIyPk5ORg/fr18PT01HepBqdZs2ZITU1FTk4OrKys1IZrz507p6fKiKi4GBjIYI0cORJpaWkYMGAADh48iKtXr6Jp06YICQkBAAQHB+Off/7Btm3b9Fyp4dmzZ897l7/9uHei0ujEiRPYuXMnHj16hE2bNqFy5crYuXMnqlWrhpYtW+q7PI3jVRJksK5evYpNmzbB2dkZjRs3RuPGjbFs2TIYGb15hErfvn3Ru3dvPVdpmBgIyNCFh4dj/vz56N27N86fP4+cnBwAb54SunHjRoMMDHz4FBmsFy9eiLfLtbKygkKhQNmyZcXlZcuWxevXr/VV3kcjISEB8fHxKv+ISrvNmzcjJCQEEyZMgLGxsTjfzc0Nt2/f1mNl2sMRBjJo+aMJpFuvXr3C3LlzceTIEWRnZ6stN8QzyOnjEhcXB1dXV7X5ZmZmSE1N1UNF2sfAQAZtxowZMDU1BfDmITHBwcHijZqysrL0WZpBCw0Nxf3797Fx40YMHToU3333HRISErB582Y+MZEMQpUqVXDnzh21qyHOnDkj3jzL0DAwkMF6+zj6559/rjJtYWGBL774QocVfTz+/PNPrFy5Eh4eHjAyMoKDgwPatWsHGxsbbN26Fe3bt9d3iUQfZNCgQZg7d644gnbz5k1ERERg3bp1mD17tn6L0xIGBjJYoaGh+i7ho5Wamgp7e3sAb84VSU5ORs2aNVG/fn1cv35dz9URfbiePXvC3NwcixcvRnp6OsaOHQt7e3tMnjxZ7cuJoWBgICKNq1WrFmJjY/HJJ59AqVRi165dqF69Onbt2iUGCaLS7vPPP8fnn3+O9PR0pKWlwdbWVt8laRXPCCMijevfvz+ePn0KAAgICMDJkyfRqlUrbN68GePHj9dzdUQfrn///nj16hWANw+wyw8LKSkp6N+/vz5L0xreuImItC49PR0xMTGoXLkybGxs9F0O0QdzcnLCmTNn1EYVkpOT8emnn+LmzZt6qkx7eEiCiDQmLCysUO14pQSVVtHR0eLP9+/fx4sXL8Tp3Nxc/Pnnnwb7/BSOMBCRxjg5OaFy5cqoVq0a3vXWIpPJsHXrVh1XRqQZTk5OKk+/ffvv3NzcHDNnzkT37t11XZrWcYSBiDSmS5cuOH78OKpWrQo/Pz906tRJvO8FkSE4fvw4BEFAu3btsGvXLpVDbHK5HLa2tip3fjQkHGEgIo1KSUnBoUOHEB4ejrt376JDhw7w9/dH48aN9V0aEX0ABgYi0pp79+5hz5492LdvH8zNzbF3715YWFjouywijcjOzsaNGzfw5MkTtVugG+JN4XhIgoi0xtraGtbW1rCwsMD//ve/d57XQFTaREdHY/jw4Xj27BlycnJgbm6O9PR0mJqawtLS0iADA+/DQEQalZ2djcOHD2Po0KHw8fHB1atXMWHCBPz555+wtLTUd3lEGjFv3jw0bNgQly9fhrm5Ofbt24eDBw/C2dnZYO8yyxEGItKYkJAQHDhwALa2tvDz88O8efN4Z0cySJGRkdixYwdMTU1hZGSErKws1KlTB5MnT8bMmTPRpk0bfZeocQwMRKQx27ZtQ5UqVVCnTh1cv379nc+NWL58uY4rI9IsIyMjyOVyAICdnR2ePHmCOnXqoFy5cnj8+LGeq9MOBgYi0pgvvvhC5Rp1IkPl7OyMGzduoEaNGmjcuDFWrlyJV69eYe/evXB0dNR3eVrBqySIiIiK6Pr160hNTUXz5s2RlJSEyZMn4+rVq6hZsybmzZuHevXq6btEjWNgICIiIkm8SoKIiKiI/v20yn8z5KdVMjAQEREV0cWLF9Vu1gQAWVlZuHz5sh4q0j6e9EhERFRIfFolERERSfqYn1bJwEBERFRIjx8/5tMqiYiIiN6FJz0SEREV0v3799XuYHrmzBn069cP/v7+WLt2rZ4q0z4GBiIiokIKCwvDqVOnxOkHDx5gxIgRMDMzg4eHB9avX4/NmzfrsULt4VUSREREhXTz5k0MGzZMnN6/fz/q1KmDjRs3AnhzUuSWLVswaNAgfZWoNRxhICIiKqSXL1+qXDZ54cIFtG3bVpz29PREfHy8PkrTOgYGIiKiQrKxsREDQXZ2Nm7cuAF3d3dxeUZGBoyMDPOj1TD3ioiISAtatmyJ7777DlevXsWyZctgamoKT09Pcfndu3dRrVo1PVaoPQwMREREhTR+/HgIgoDevXvj559/xty5c2FmZiYu37VrF1q1aqXHCrWH92EgIiIqolevXsHS0lLtJk0vX76EhYUFTE1N9VSZ9jAwEBERkSQekiAiIiJJDAxEREQkiYGBiIiIJDEwEBERkSQGBiId6NevH0aPHl3k13l7e2PhwoXvbXPhwgUolUrcvXu3uOVpTGHq1baTJ09CqVTi0aNHeq2DyNDwWRJEOhAUFAQTE/7vRkSlF9/BiHTAwcFB3yVoVUZGBszNzfVdhk59jPtMHzcekiB6j6lTp8LPzw9nzpxB165d4e7ujt69e+Off/4R2+Tl5WH9+vVo3749XFxc0KFDB+zZs0dlPQUdkoiIiMBnn32GBg0aoF+/frh16xaUSiXCw8PV6vjxxx/RunVrNGnSBOPGjcOrV6/U2jx//hzDhg2Du7s72rRpgx07dqi1OXToELp27QoXFxd4eXlh6dKlyMnJEZevXLlS5Ta3+ZRKJbZt2yZOe3t7Y8GCBVi9ejVat26NRo0aFanehw8fYuTIkWjYsCE8PDwwfPhwPHjwQKVNeno6QkJC0LJlS7i6usLf3x+nT59WaSMIAlauXInmzZvDw8MDkydPRkpKilr9UrZt2wYvLy+4u7tj5MiROHfuHJRKJS5cuKDSBz/88APmzZuHZs2aoWvXrgCA5ORkTJkyBZ6ennBzc0O/fv1w48aN9/YfoN7X4eHhUCqVuH79Or766is0aNAAHTp0wNGjR4u8P0TawMBAJOHJkycICwvDiBEjsHjxYiQnJ2PcuHHIv+dZcHAw1q5di549e2L9+vVo164dpk+fjpMnT75znTdu3MD48ePh7OyMVatWwcfHB+PGjSuwbUREBM6dO4fg4GBMnDgRv//+O5YsWaLWbsaMGVAqlVi5ciVat26N2bNnq9Rw+vRpjBs3Ds7OzlizZg369u2LTZs2Ye7cucXqlwMHDuDSpUsICgrC0qVLC11vVlYWBgwYgHv37iEkJAQLFizAo0eP0LdvX7x8+VJsN3PmTOzevRvDhw/HqlWrULlyZQwbNgx//fWX2Gbr1q1YvXo1evbsiRUrVsDc3ByLFi0q0n4cPXoUwcHB8Pb2xqpVq6BUKjFjxowC227atAkJCQkICwvDzJkzAQABAQE4ffo0Jk+ejKVLlyIvLw/9+/dXC0CFNW7cOPj4+GDlypVwdHTEmDFjcPv27WKti0ijBCJ6pylTpgj16tUT7t+/L847evSo4OjoKERHRwuxsbGCUqkUwsPDVV43adIkwc/PT5zu27evEBgYKE4HBgYKnTt3FvLy8sR569evFxwdHYXdu3eL89q2bSv4+PgI2dnZ4ryQkBChRYsW4vT58+cFR0dHYebMmSo1DBgwQOjRo4c43aNHD6Fv374qbdavXy84OTkJT548EQRBEFasWCE0bdpUrR8cHR2Fn376SaWuli1bChkZGSrtClPvzz//LNSrV0+Ii4sT5z158kSoX7++sG7dOkEQBCE6OlqtX3Nzc4XOnTsLgwYNEgRBEHJycoSWLVsKs2bNUttvR0dH4eHDh2r7URA/Pz9hyJAhKvOCgoIER0dH4fz58yp98MUXX6i0O3XqlODo6ChcuHBBnJeamip4enoK3377rcpr/91/gqDe17t37xYcHR2FtWvXquxzhw4dhLFjxxZqX4i0iSMMRBKqVq2KmjVritN16tQBADx79gznzp2DkZER2rdvj5ycHPFf8+bNcfv2beTm5ha4zsjISLRt2xYymUyc5+3tXWBbT09PlRMmHRwckJSUhOzsbJV27dq1U5lu3749bt68idzcXOTm5uLWrVvo2LGjShtfX1/k5eXh6tWr0h3xlmbNmqk8dKew9V6/fh3Ozs4qT/SrVKkSPDw8cPnyZQBvRmAEQVCp18jICB07dhTbPHnyBAkJCfDx8VHb78LKyclBVFSUWt+/63fRunVrlenr16/D1tYWTZs2FedZWFigbdu2Yp1F9e/6jYyM4OPjg+vXrxdrXUSaxJMeiSSUKVNGZVoulwMAMjMz8eLFC+Tm5qodw8+XkJCASpUqFTjfxsZGZd7b0/msra3Vti8IArKyssRaAMDW1lalna2tLXJycvDixQsAQHZ2Nuzs7FTa5E//73//K3Db7/P2ugpbb0JCQoGvtbOzQ3x8PIA352NYWFhAoVCo7VN6ejqysrKQmJgoznu7TWHl//4K+7t4u+6EhIQCt2dra1usPi1o27a2tkhISCjWuog0iYGB6AOULVsWJiYm2LFjh8poQb53ffDY29sjOTlZZd7b00WVlJSkNm1iYoLy5csDePPB/Xab/A/dsmXLAgDMzMzURi7e9cFX0P4Whr29PaKjo9XmJyYminVUqFABaWlpSE9PVwkNSUlJUCgUMDU1FT+8C9rvwipfvjyMjY0L/bt4e5/t7e0L3F5SUpK4LwBgampa6H5NTk4Wf2f567K3t3//jhDpAA9JEH2AZs2aITc3F69fv4arq6vav3c94tbFxQUnT54UT5wEgBMnTnxQLceOHVObrl+/PoyNjWFsbIz69evjt99+U2kTEREBIyMjeHh4AAAqVqyI1NRUPHv2TGxz5syZD6rrbW5ubrh58yYePnwoznv27BmuXr0qjtS4urpCJpPh8OHDYhtBEHD48GGxTeXKlWFvb4/jx4+rrL8oVxWYmJigXr16auso7O/Czc0NSUlJuHTpkjgvPT0dv//+u8qoU6VKlXDv3j1xOi8vD+fPny9wnf+uPy8vD8ePH0eDBg0KVQ+RNnGEgegD1K5dG19++SXGjx+PwYMHw9XVFZmZmfjnn38QGxuLefPmFfi6IUOGoGfPnhg3bhz8/PwQExODXbt2AXhz3Lo4/vjjDyxduhRNmjTBkSNHcObMGaxZs0ZcHhgYiMGDB2PatGnw9fXF3bt3sXz5cvTo0UM8bPLpp5/C3Nwc06dPx8CBA/Ho0SPs3LmzWPW8i5+fHzZs2IAhQ4Zg9OjRMDY2xqpVq1C+fHn06tULwJvzRDp37oy5c+ciNTUV1apVw65duxATE4OgoCAAgLGxMb755hssXLgQ5cuXR+PGjXHkyBGVD+bCGDZsGAIDAzF37lx4e3vjypUrOHXqFADp38Wnn34KDw8PjBs3DhMmTEC5cuWwefNmZGRkYPDgwWK7du3a4eeff0a9evVQrVo1/Prrr++8/HPXrl2Qy+WoW7cufv31V8TFxRV4VQyRrnGEgegDBQUFYcSIEfjvf/+LIUOGYOrUqTh16hSaNGnyzte4urpi8eLFuHnzJgICAnD48GHMnj0bAGBlZVWsOkJCQsT1/f7775g1a5bKCYGtWrXC0qVLERkZiREjRmDLli0YNGgQZs2aJbaxsbHBihUr8PTpUwQEBGDfvn1YvHhxsep5F1NTU/z444+oXbs2ZsyYgalTp6JKlSr46aefUK5cOZX96datG1avXo2RI0fi8ePHWLduHRo3biy2+frrrzFs2DDs3LkTgYGBSE1NxaRJk4pUz2effYaZM2fi2LFjCAgIwI0bNzB58mQAhftdrFmzBi1atMD8+fMxZswYCIKALVu2oEaNGmKbUaNGoWPHjli+fDmmTZsGJycn+Pn5Fbi+pUuX4ujRowgICMDt27exdOlSODs7F2mfiLRBJvx7TJSI9Oa///0vJk+ejGPHjqlcQUC6t2bNGqxbtw4XL17U2d0cw8PDMW3aNFy5cgWWlpY62SZRUfCQBJGeBAUFoWXLlrC2tsatW7ewdu1atGnThmFBx5KTk/H999/D09MTCoUCf/31FzZs2IDu3bvz1s9E/8LAQKQnL1++xJw5c/Dy5UuUK1cOnTp1EofCSTPy8vKQl5f3zuUmJiaQy+WIiYnB3r17kZKSAnt7e/Tv3x9jxozRYaVEJR8PSRCRwZo6daracz3+7fjx4/jkk090WBFR6cXAQEQG69GjR+KNqwqiVCrfeekrEaliYCAiIiJJvKySiIiIJDEwEBERkSQGBiIiIpLEwEBERESSGBiIiIhIEgMDERERSWJgICIiIkn/D68n4mEJZHPBAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df.groupby('neighbourhood_group').agg({'price':'mean'}).plot.bar(alpha=1,color='magenta').set_title(\"Average Price by Neighborhood\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        },
        "id": "qFr6bIbQ6ZVs",
        "outputId": "83ac6a5e-8db5-4e17-97c9-16d23ea38e50"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Average Price by Neighborhood')"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df.groupby('neighbourhood_group').agg({'price':'mean','availability_365':'mean'}).plot.bar(alpha=0.7).set_title(\"Average Price by Neighborhood\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "WqN47C846jt2",
        "outputId": "5752476c-b9cf-4686-9934-1f0046f2db42"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-59b32759-4f75-4f69-b8e3-882137fefae5\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>neighbourhood_group</th>\n",
              "      <th>room_type</th>\n",
              "      <th>price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Bronx</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>127.506596</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Bronx</td>\n",
              "      <td>Private room</td>\n",
              "      <td>66.788344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Bronx</td>\n",
              "      <td>Shared room</td>\n",
              "      <td>59.800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Brooklyn</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>178.327545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Brooklyn</td>\n",
              "      <td>Private room</td>\n",
              "      <td>76.500099</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Brooklyn</td>\n",
              "      <td>Shared room</td>\n",
              "      <td>50.527845</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Manhattan</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>249.239109</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Manhattan</td>\n",
              "      <td>Private room</td>\n",
              "      <td>116.776622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Manhattan</td>\n",
              "      <td>Shared room</td>\n",
              "      <td>88.977083</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Queens</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>147.050573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Queens</td>\n",
              "      <td>Private room</td>\n",
              "      <td>71.762456</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Queens</td>\n",
              "      <td>Shared room</td>\n",
              "      <td>69.020202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Staten Island</td>\n",
              "      <td>Entire home/apt</td>\n",
              "      <td>173.846591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Staten Island</td>\n",
              "      <td>Private room</td>\n",
              "      <td>62.292553</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Staten Island</td>\n",
              "      <td>Shared room</td>\n",
              "      <td>57.444444</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-201e09cd-b07b-4095-97a2-97bbf59b58c1 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-59b32759-4f75-4f69-b8e3-882137fefae5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-59b32759-4f75-4f69-b8e3-882137fefae5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "   neighbourhood_group        room_type       price\n",
              "0                Bronx  Entire home/apt  127.506596\n",
              "1                Bronx     Private room   66.788344\n",
              "2                Bronx      Shared room   59.800000\n",
              "3             Brooklyn  Entire home/apt  178.327545\n",
              "4             Brooklyn     Private room   76.500099\n",
              "5             Brooklyn      Shared room   50.527845\n",
              "6            Manhattan  Entire home/apt  249.239109\n",
              "7            Manhattan     Private room  116.776622\n",
              "8            Manhattan      Shared room   88.977083\n",
              "9               Queens  Entire home/apt  147.050573\n",
              "10              Queens     Private room   71.762456\n",
              "11              Queens      Shared room   69.020202\n",
              "12       Staten Island  Entire home/apt  173.846591\n",
              "13       Staten Island     Private room   62.292553\n",
              "14       Staten Island      Shared room   57.444444"
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dF = df.groupby(by=['neighbourhood_group', 'room_type']).agg({'price':'mean'})\n",
        "dF.reset_index(inplace=True)\n",
        "dF"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 432
        },
        "id": "nqj-NLB-6ybv",
        "outputId": "c3a75106-e709-4283-e538-807b7aefa6cc"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Neighborhood - Price - Room type')"
            ]
          },
          "execution_count": 36,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.barplot(data=dF, x=\"neighbourhood_group\",y=\"price\",hue=\"room_type\")\n",
        "plt.title(\"Neighborhood - Price - Room type\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "YiMp3hUr8Er3",
        "outputId": "c9600c7c-34e9-4de3-9d1b-878c26db73af"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Neighborhood - Price')"
            ]
          },
          "execution_count": 39,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.catplot(data=df, x=\"neighbourhood_group\", y=\"price\", kind=\"box\")\n",
        "plt.title(\"Neighborhood - Price\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "9RTVzq5z84YG",
        "outputId": "ed388665-d749-46db-df3d-7e4c301f1bd1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Average Price by Neighborhood and Room Type')"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 660.75x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.catplot(data=df, x=\"neighbourhood_group\", y=\"price\", kind='strip', hue=\"room_type\")\n",
        "plt.title(\"Average Price by Neighborhood and Room Type\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "UJFmte4G-bCQ",
        "outputId": "6ff5e256-bab1-430b-dcf1-b93414d764eb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Average Price by Neighborhood and Room Type')"
            ]
          },
          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 660.75x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.catplot(data=df, x=\"neighbourhood_group\", y=\"price\", hue=\"room_type\", kind=\"point\", join=True)\n",
        "plt.title(\"Average Price by Neighborhood and Room Type\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E9as4o0F-oF_",
        "outputId": "dead8b42-813c-4663-a6fd-b90dc8624e65"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0      17533\n",
              "365     1295\n",
              "364      491\n",
              "1        408\n",
              "89       361\n",
              "       ...  \n",
              "195       26\n",
              "183       24\n",
              "196       24\n",
              "181       23\n",
              "202       20\n",
              "Name: availability_365, Length: 366, dtype: int64"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df['availability_365'].value_counts()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "pvW3r3Oy-pJ0",
        "outputId": "d55f6ff1-cf2b-467a-f4a5-789aed661f06"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Density Plot by Neighborhood Group and Price')"
            ]
          },
          "execution_count": 42,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 676.875x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "g = sns.FacetGrid(df, hue=\"neighbourhood_group\", height=5, xlim=(0, 10000))\n",
        "g.map(sns.kdeplot, \"price\", fill=True)\n",
        "g.add_legend()\n",
        "plt.title(\"Density Plot by Neighborhood Group and Price\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "id": "A5CPretU-qkC",
        "outputId": "fdc9ebe7-5155-4bca-bfe2-677440e23d1a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7b17033bdde0>"
            ]
          },
          "execution_count": 44,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 660.75x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.FacetGrid(df, hue=\"room_type\", height=5, xlim=(0, df['price'].max())).map(sns.kdeplot, \"price\", fill=True).add_legend()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        },
        "id": "_Kw6thxa-9DT",
        "outputId": "92409e02-a151-479b-cdab-388810485fb1"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-46-1a1b31be5ebf>:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  corr = df.corr()\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Correlation Heatmap')"
            ]
          },
          "execution_count": 46,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.title(\"Correlation Heatmap\")\n",
        "corr = df.corr()\n",
        "sns.heatmap(corr, annot=True, cmap=\"coolwarm\")\n",
        "plt.title(\"Correlation Heatmap\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "m3pgqUUK_ApN"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.10.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}