063_Zillow_For_Sale_Properties_Python3.091624.bis.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lcqsigi/big-data2/blob/main/063_Zillow_For_Sale_Properties_Python3.091624.bis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SkkIaSBJvG8U"
      },
      "source": [
        "## Steps\n",
        "### Get Keys\n",
        "1) Get Free [Rapid API Key by creating an account](https://rapidapi.com/marketplace)\n",
        "\n",
        "Store each key in a central and private location.\n",
        "\n",
        "### Subscribe to APIs\n",
        "\n",
        "1) Subscribe to [Zillow on Rapid API](https://rapidapi.com/apimaker/api/zillow-com1/)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xp6KsUSdrkF5"
      },
      "source": [
        "## <font color=\"blue\">Install Packages</font>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K9zplVol59rV"
      },
      "source": [
        "## <font color=\"blue\">Imports</font>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "buPCLXmtply1"
      },
      "source": [
        "from google.colab import drive, files # specific to Google Colab\n",
        "import pandas as pd\n",
        "import requests\n",
        "import json\n",
        "import time\n",
        "\n",
        "# show all columns\n",
        "pd.set_option('display.max_columns', None)"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LUKcN5hJ9sFE"
      },
      "source": [
        "## <font color=\"blue\">Functions</font>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ko430xMx58T5"
      },
      "source": [
        "## <font color=\"blue\">Local & Constants</font>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KCYCahU848DE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0773c39a-47d1-4b9d-f253-62dd9c7f58a9"
      },
      "source": [
        "############\n",
        "# OPTIONAL #\n",
        "############\n",
        "\n",
        "# mount drive\n",
        "drive.mount('/content/drive', force_remount=False)\n",
        "\n",
        "# data location\n",
        "file_dir = '/content/drive/My Drive/' # optional\n",
        "\n",
        "############\n",
        "# REQURIED #\n",
        "############\n",
        "city = 'hayward'\n",
        "state = 'ca'\n",
        "search_str = city + ', ' + state\n",
        "print('Search string:', search_str)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n",
            "Search string: hayward, ca\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H4Py4JSB6UrT"
      },
      "source": [
        "## <font color=\"blue\">Data</font>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q9huhtw0_mQ9"
      },
      "source": [
        "### Get API Keys"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SsJGIj3h6S3g"
      },
      "source": [
        "# read in api key file\n",
        "df_api_keys = pd.read_csv(file_dir + 'api_keys.csv')\n",
        "\n",
        "# get keys\n",
        "rapid_api_key = df_api_keys.loc[df_api_keys['API'] =='rapid']['KEY'].iloc[0] # replace this with your own key"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rapid_api_key"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "2WI9DQQr61Lf",
        "outputId": "58f9214f-6de5-402b-cc64-d34cc77a7da6"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'8b63d59cecmsha5a796447533ec2p11f828jsnf7fd2c8395a5'"
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              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "url = \"https://zillow-com1.p.rapidapi.com/propertyExtendedSearch\""
      ],
      "metadata": {
        "id": "HxYyudF8ss8I"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "headers = {\n",
        "    'x-rapidapi-host': \"zillow-com1.p.rapidapi.com\",\n",
        "    'x-rapidapi-key': rapid_api_key\n",
        "    }\n",
        "import requests\n",
        "req = requests.request('GET', url, headers=headers)"
      ],
      "metadata": {
        "id": "33d98N7QrsaY"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2ftZK54F7Pa5"
      },
      "source": [
        "## <font color=\"green\">Zillow</font>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vFr8522iqT_G"
      },
      "source": [
        "### <font color=\"purple\">Endpoint: Property</font>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1-mMNbQHGh9T"
      },
      "source": [
        "# get data\n",
        "url = \"https://zillow-com1.p.rapidapi.com/propertyExtendedSearch\"\n",
        "\n",
        "querystring1 = {\n",
        "               \"location\": \"94611\",\n",
        "               \"home_type\":\"Houses\",\n",
        "               \"minPrice\": \"800000\",\n",
        "               \"maxPrice\": \"1250000\",\n",
        "               \"sqftMin\": \"1250\",\n",
        "               \"bedsMin\": \"3\"\n",
        "               }\n",
        "\n",
        "querystring2 = {\n",
        "               \"location\": \"94605\",\n",
        "               \"home_type\":\"Houses\",\n",
        "               \"minPrice\": \"800000\",\n",
        "               \"maxPrice\": \"1250000\",\n",
        "               \"sqftMin\": \"1250\",\n",
        "               \"bedsMin\": \"3\"\n",
        "               }\n",
        "\n",
        "querystring3 = {\n",
        "               \"location\": \"94619\",\n",
        "               \"home_type\":\"Houses\",\n",
        "               \"minPrice\": \"800000\",\n",
        "               \"maxPrice\": \"1250000\",\n",
        "               \"sqftMin\": \"1250\",\n",
        "               \"bedsMin\": \"3\"\n",
        "               }\n",
        "\n",
        "headers = {\n",
        "    'x-rapidapi-host': \"zillow-com1.p.rapidapi.com\",\n",
        "    'x-rapidapi-key': rapid_api_key\n",
        "    }\n",
        "\n",
        "z_for_sale_resp1 = requests.request(\"GET\", url, headers=headers, params=querystring1)\n",
        "z_for_sale_resp2 = requests.request(\"GET\", url, headers=headers, params=querystring2)\n",
        "z_for_sale_resp3 = requests.request(\"GET\", url, headers=headers, params=querystring3)\n",
        "\n",
        "# transform to json\n",
        "z_for_sale_resp_json1 = z_for_sale_resp1.json()\n",
        "z_for_sale_resp_json2 = z_for_sale_resp2.json()\n",
        "z_for_sale_resp_json3 = z_for_sale_resp3.json()"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(z_for_sale_resp_json3.get('props', []))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ovMcBCWjFKgk",
        "outputId": "13c38d6a-bce9-46d7-a950-2afc10e032a0"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "19"
            ]
          },
          "metadata": {},
          "execution_count": 10
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gu9OGlGTrx4k",
        "outputId": "25cbe9d8-2142-419d-ea0c-21996cabfb9a"
      },
      "source": [
        "# view data\n",
        "df_z_for_sale1 = pd.json_normalize(data=z_for_sale_resp_json1['props'])\n",
        "df_z_for_sale2 = pd.json_normalize(data=z_for_sale_resp_json2['props'])\n",
        "df_z_for_sale3 = pd.json_normalize(data=z_for_sale_resp_json3['props'])\n",
        "\n",
        "df_z_for_sale = pd.concat([df_z_for_sale1,df_z_for_sale2,df_z_for_sale3], ignore_index=True)\n",
        "\n",
        "print('Num of rows:', len(df_z_for_sale))\n",
        "print('Num of cols:', len(df_z_for_sale.columns))\n",
        "#df_z_for_sale.head(50)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Num of rows: 60\n",
            "Num of cols: 29\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R4JPIXQBH6PF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "97617fcf-2c8b-4cd4-dd6e-7bb54244c96e"
      },
      "source": [
        "# download file (if needed)\n",
        "#df_z_for_sale.to_csv('df_z_for_sale.csv')\n",
        "#files.download('df_z_for_sale.csv')"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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            "application/javascript": [
              "download(\"download_288f471e-a691-4572-bf51-19feda756e64\", \"df_z_for_sale.csv\", 18567)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ykOODN6gJxt5"
      },
      "source": [
        "import pandas as pd\n",
        "import requests\n",
        "import json\n",
        "import urllib\n",
        "import io"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from geopy.geocoders import Nominatim\n",
        "geolocator = Nominatim(user_agent=\"example app\")"
      ],
      "metadata": {
        "id": "fPUU8Ioq98FD"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df=df_z_for_sale"
      ],
      "metadata": {
        "id": "cFgXop72PfPE"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"loc\"] = df['address'].apply(geolocator.geocode)"
      ],
      "metadata": {
        "id": "7Kwd1LWW9xY2",
        "outputId": "fe225bc8-6801-4b94-fb73-c1475bf1a472",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:urllib3.connectionpool:Retrying (Retry(total=1, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='nominatim.openstreetmap.org', port=443): Read timed out. (read timeout=1)\")': /search?q=5630+Balboa+Dr%2C+Oakland%2C+CA+94611&format=json&limit=1\n",
            "WARNING:urllib3.connectionpool:Retrying (Retry(total=1, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='nominatim.openstreetmap.org', port=443): Read timed out. (read timeout=1)\")': /search?q=134+Moss+Ave%2C+Oakland%2C+CA+94611&format=json&limit=1\n",
            "WARNING:urllib3.connectionpool:Retrying (Retry(total=0, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='nominatim.openstreetmap.org', port=443): Read timed out. (read timeout=1)\")': /search?q=134+Moss+Ave%2C+Oakland%2C+CA+94611&format=json&limit=1\n",
            "WARNING:urllib3.connectionpool:Retrying (Retry(total=1, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='nominatim.openstreetmap.org', port=443): Read timed out. (read timeout=1)\")': /search?q=175+Sequoyah+View+Dr%2C+Oakland%2C+CA+94605&format=json&limit=1\n",
            "WARNING:urllib3.connectionpool:Retrying (Retry(total=1, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='nominatim.openstreetmap.org', port=443): Read timed out. (read timeout=1)\")': /search?q=6701+Outlook+Ave%2C+Oakland%2C+CA+94605&format=json&limit=1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "knUrFDqtPxJb",
        "outputId": "0631ee13-c1f3-4d8d-b895-b4c225e0f441"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   dateSold   propertyType  lotAreaValue  \\\n",
              "0      None  SINGLE_FAMILY      0.520000   \n",
              "1      None  SINGLE_FAMILY   6534.000000   \n",
              "2      None  SINGLE_FAMILY   6969.600000   \n",
              "3      None  SINGLE_FAMILY   8276.400000   \n",
              "4      None  SINGLE_FAMILY   8276.400000   \n",
              "5      None  SINGLE_FAMILY      0.250000   \n",
              "6      None  SINGLE_FAMILY   6098.400000   \n",
              "7      None  SINGLE_FAMILY   6969.600000   \n",
              "8      None  SINGLE_FAMILY   3920.400000   \n",
              "9      None  SINGLE_FAMILY   5508.000000   \n",
              "10     None  SINGLE_FAMILY  10454.400000   \n",
              "11     None  SINGLE_FAMILY   7405.200000   \n",
              "12     None  SINGLE_FAMILY   6337.980000   \n",
              "13     None  SINGLE_FAMILY   6547.068000   \n",
              "14     None  SINGLE_FAMILY   6098.400000   \n",
              "15     None  SINGLE_FAMILY   7625.000000   \n",
              "16     None  SINGLE_FAMILY   9147.600000   \n",
              "17     None  SINGLE_FAMILY   6098.400000   \n",
              "18     None  SINGLE_FAMILY   5227.200000   \n",
              "19     None  SINGLE_FAMILY   5227.200000   \n",
              "20     None  SINGLE_FAMILY   7405.200000   \n",
              "21     None  SINGLE_FAMILY   6534.000000   \n",
              "22     None  SINGLE_FAMILY   4356.000000   \n",
              "23     None  SINGLE_FAMILY      0.292998   \n",
              "24     None  SINGLE_FAMILY   6969.600000   \n",
              "25     None  SINGLE_FAMILY      1.120000   \n",
              "26     None  SINGLE_FAMILY   6272.640000   \n",
              "27     None  SINGLE_FAMILY   4400.000000   \n",
              "28     None  SINGLE_FAMILY   5662.800000   \n",
              "29     None  SINGLE_FAMILY   9174.000000   \n",
              "30     None  SINGLE_FAMILY   7405.200000   \n",
              "31     None  SINGLE_FAMILY   7840.800000   \n",
              "32     None  SINGLE_FAMILY   6098.400000   \n",
              "33     None  SINGLE_FAMILY      0.350000   \n",
              "34     None  SINGLE_FAMILY      0.250000   \n",
              "35     None  SINGLE_FAMILY      0.000000   \n",
              "36     None  SINGLE_FAMILY   5227.200000   \n",
              "37     None  SINGLE_FAMILY   5662.800000   \n",
              "38     None  SINGLE_FAMILY      0.250000   \n",
              "39     None  SINGLE_FAMILY      0.300000   \n",
              "40     None  SINGLE_FAMILY   5207.000000   \n",
              "42     None  SINGLE_FAMILY   5227.200000   \n",
              "43     None  SINGLE_FAMILY      0.350000   \n",
              "44     None  SINGLE_FAMILY      0.280000   \n",
              "45     None  SINGLE_FAMILY   5227.200000   \n",
              "46     None  SINGLE_FAMILY   8276.400000   \n",
              "47     None  SINGLE_FAMILY   4356.000000   \n",
              "48     None  SINGLE_FAMILY   4578.156000   \n",
              "49     None  SINGLE_FAMILY   6098.400000   \n",
              "50     None  SINGLE_FAMILY   7405.200000   \n",
              "51     None  SINGLE_FAMILY   4360.000000   \n",
              "52     None  SINGLE_FAMILY   4791.600000   \n",
              "53     None  SINGLE_FAMILY   6969.600000   \n",
              "54     None  SINGLE_FAMILY   4356.000000   \n",
              "55     None  SINGLE_FAMILY   5227.200000   \n",
              "56     None  SINGLE_FAMILY   5967.720000   \n",
              "57     None  SINGLE_FAMILY   2940.038600   \n",
              "58     None  SINGLE_FAMILY   5227.200000   \n",
              "59     None  SINGLE_FAMILY   4356.000000   \n",
              "\n",
              "                                       address variableData  priceChange  \\\n",
              "0    5951 Grizzly Peak Blvd, Oakland, CA 94611         None          NaN   \n",
              "1            207 Taurus Ave, Oakland, CA 94611         None          NaN   \n",
              "2            5630 Balboa Dr, Oakland, CA 94611         None          NaN   \n",
              "3           1738 Indian Way, Oakland, CA 94611         None          NaN   \n",
              "4       6206 Valley View Rd, Oakland, CA 94611         None          NaN   \n",
              "5         684 Fairmount Ave, Oakland, CA 94611         None          NaN   \n",
              "6              134 Moss Ave, Oakland, CA 94611         None          NaN   \n",
              "7           6684 Banning Dr, Oakland, CA 94611         None          NaN   \n",
              "8           4250 Terrace St, Oakland, CA 94611         None          NaN   \n",
              "9   8040 Shepherd Canyon Rd, Oakland, CA 94611         None          NaN   \n",
              "10                  7 E Cir, Oakland, CA 94611         None     -10000.0   \n",
              "11            5892 Ascot Dr, Oakland, CA 94611         None          NaN   \n",
              "12            7086 Sayre Dr, Oakland, CA 94611         None          NaN   \n",
              "13            6038 Ascot Dr, Oakland, CA 94611         None          NaN   \n",
              "14           73 Homeglen Ln, Oakland, CA 94611         None       -112.0   \n",
              "15        2353 Manzanita Dr, Oakland, CA 94611         None          NaN   \n",
              "16          5824 Moraga Ave, Oakland, CA 94611         None          NaN   \n",
              "17         2921 Holyrood Dr, Oakland, CA 94611         None     201000.0   \n",
              "18            7030 Snake Rd, Oakland, CA 94611         None          NaN   \n",
              "19   4495 Mountain View Ave, Oakland, CA 94605         None     -96000.0   \n",
              "20        4800 Shetland Ave, Oakland, CA 94605         None          NaN   \n",
              "21         3660 Calafia Ave, Oakland, CA 94605         None          NaN   \n",
              "22         8300 Outlook Ave, Oakland, CA 94605         None          NaN   \n",
              "23       8424 Golf Links Rd, Oakland, CA 94605         None     -50112.0   \n",
              "24         3061 Malcolm Ave, Oakland, CA 94605         None     -20000.0   \n",
              "25         11165 Lochard St, Oakland, CA 94605         None          NaN   \n",
              "26       3487 Margarita Ave, Oakland, CA 94605         None     -24000.0   \n",
              "27            2708 60th Ave, Oakland, CA 94605         None          NaN   \n",
              "28          7810 Sanford St, Oakland, CA 94605         None     -51000.0   \n",
              "29      3660 Oak Knoll Blvd, Oakland, CA 94605         None          NaN   \n",
              "30          9810 Thermal St, Oakland, CA 94605         None    -111000.0   \n",
              "31         4701 Dunkirk Ave, Oakland, CA 94605         None          NaN   \n",
              "32   6398 Buena Ventura Ave, Oakland, CA 94605         None          NaN   \n",
              "33         4055 Sequoyah Rd, Oakland, CA 94605         None     -99000.0   \n",
              "34     175 Sequoyah View Dr, Oakland, CA 94605         None          NaN   \n",
              "35         10990 Caloden St, Oakland, CA 94605         None          NaN   \n",
              "36   6336 Buena Ventura Ave, Oakland, CA 94605         None     -52000.0   \n",
              "37         6701 Outlook Ave, Oakland, CA 94605         None      25000.0   \n",
              "38     82 Elysian Fields Dr, Oakland, CA 94605         None        -50.0   \n",
              "39          4180 Dingley St, Oakland, CA 94605         None      25000.0   \n",
              "40         6193 Oakdale Ave, Oakland, CA 94605         None          NaN   \n",
              "42           32 Kingwood Rd, Oakland, CA 94619         None          NaN   \n",
              "43           301 Rishell Dr, Oakland, CA 94619         None          NaN   \n",
              "44        4121 Maybelle Ave, Oakland, CA 94619         None          NaN   \n",
              "45            3817 Enos Ave, Oakland, CA 94619         None          NaN   \n",
              "46        5040 Parkridge Dr, Oakland, CA 94619         None          NaN   \n",
              "47          3374 Madera Ave, Oakland, CA 94619         None          NaN   \n",
              "48           4854 Walnut St, Oakland, CA 94619         None          NaN   \n",
              "49            4115 39th Ave, Oakland, CA 94619         None          NaN   \n",
              "50            4445 Fair Ave, Oakland, CA 94619         None          NaN   \n",
              "51      2707 Monticello Ave, Oakland, CA 94619         None     -90000.0   \n",
              "52           3755 Brown Ave, Oakland, CA 94619         None          NaN   \n",
              "53          3814 Quigley St, Oakland, CA 94619         None     -50000.0   \n",
              "54           3106 Rawson St, Oakland, CA 94619         None     -16000.0   \n",
              "55            4433 Fair Ave, Oakland, CA 94619         None          NaN   \n",
              "56               6 Wyman Pl, Oakland, CA 94619         None     -70000.0   \n",
              "57          4728 Meldon Ave, Oakland, CA 94619         None          NaN   \n",
              "58       4542 Davenport Ave, Oakland, CA 94619         None       7000.0   \n",
              "59            2824 Best Ave, Oakland, CA 94619         None          NaN   \n",
              "\n",
              "    zestimate                                             imgSrc    price  \\\n",
              "0         NaN  https://photos.zillowstatic.com/fp/4366b950eae...  1195000   \n",
              "1   1380000.0  https://photos.zillowstatic.com/fp/1e97f7ce0e7...  1200000   \n",
              "2         NaN  https://photos.zillowstatic.com/fp/37f22e49755...  1098000   \n",
              "3         NaN  https://photos.zillowstatic.com/fp/5eaa3aa1231...  1095000   \n",
              "4   1097600.0  https://photos.zillowstatic.com/fp/fe2bb055c84...   899000   \n",
              "5         NaN  https://photos.zillowstatic.com/fp/f826b7ea847...  1195000   \n",
              "6         NaN  https://photos.zillowstatic.com/fp/5f6b880eb5f...   999000   \n",
              "7         NaN  https://photos.zillowstatic.com/fp/23e3c62123d...   999888   \n",
              "8         NaN  https://photos.zillowstatic.com/fp/67b42f3ee3f...   979000   \n",
              "9   1092700.0  https://photos.zillowstatic.com/fp/8c89a12e734...   959900   \n",
              "10        NaN  https://photos.zillowstatic.com/fp/674b92188b6...  1088000   \n",
              "11        NaN  https://photos.zillowstatic.com/fp/d1efb96aea0...  1199000   \n",
              "12        NaN  https://photos.zillowstatic.com/fp/5a65d38be01...   999000   \n",
              "13  1141500.0  https://photos.zillowstatic.com/fp/27c9ea831e2...  1100000   \n",
              "14        NaN  https://photos.zillowstatic.com/fp/17e9d03067b...  1097888   \n",
              "15  1296000.0  https://photos.zillowstatic.com/fp/43917991471...  1245000   \n",
              "16        NaN  https://photos.zillowstatic.com/fp/2462d2c09b0...  1199000   \n",
              "17        NaN  https://photos.zillowstatic.com/fp/9852e7d7390...  1200000   \n",
              "18        NaN  https://photos.zillowstatic.com/fp/78f0951394c...  1199000   \n",
              "19        NaN  https://photos.zillowstatic.com/fp/ad271a91059...   899000   \n",
              "20        NaN  https://photos.zillowstatic.com/fp/dc64921a35b...   895000   \n",
              "21   827600.0  https://photos.zillowstatic.com/fp/cba8d05ca26...   899000   \n",
              "22        NaN  https://photos.zillowstatic.com/fp/b8eff4748af...   817500   \n",
              "23   877000.0  https://photos.zillowstatic.com/fp/fdddaca2f0f...   848888   \n",
              "24        NaN  https://photos.zillowstatic.com/fp/72793fe7d51...   825000   \n",
              "25        NaN  https://photos.zillowstatic.com/fp/989d1167e9b...   998000   \n",
              "26        NaN  https://photos.zillowstatic.com/fp/356565ac68c...   875000   \n",
              "27   969300.0  https://photos.zillowstatic.com/fp/ed36165ebbc...   905000   \n",
              "28        NaN  https://photos.zillowstatic.com/fp/efda246931b...   899000   \n",
              "29   905200.0  https://photos.zillowstatic.com/fp/27c36ccf376...   849000   \n",
              "30        NaN  https://photos.zillowstatic.com/fp/52152c60527...   899000   \n",
              "31        NaN  https://photos.zillowstatic.com/fp/5b6bd1bd0ee...  1099000   \n",
              "32        NaN  https://photos.zillowstatic.com/fp/adb24f7766e...   999000   \n",
              "33        NaN  https://photos.zillowstatic.com/fp/551a3e6e5af...  1200000   \n",
              "34        NaN  https://photos.zillowstatic.com/fp/9b872a8fd12...  1150000   \n",
              "35  1094200.0  https://photos.zillowstatic.com/fp/7ebf3a60a67...  1135000   \n",
              "36  1413600.0  https://photos.zillowstatic.com/fp/c274965e898...  1057000   \n",
              "37        NaN  https://photos.zillowstatic.com/fp/f7e6c9b98d3...   825000   \n",
              "38  1416800.0  https://photos.zillowstatic.com/fp/09dc596d7d0...  1199950   \n",
              "39        NaN  https://photos.zillowstatic.com/fp/d33eae8bee8...  1200000   \n",
              "40        NaN  https://photos.zillowstatic.com/fp/221b2606e64...   890800   \n",
              "42        NaN  https://photos.zillowstatic.com/fp/07f74b0a2a3...   985000   \n",
              "43  1334500.0  https://photos.zillowstatic.com/fp/aef61822459...  1190000   \n",
              "44        NaN  https://photos.zillowstatic.com/fp/04af8831775...  1098000   \n",
              "45        NaN  https://photos.zillowstatic.com/fp/3b0b0e1dc1b...   995000   \n",
              "46        NaN  https://photos.zillowstatic.com/fp/ae79c6e7f31...  1195000   \n",
              "47  1126100.0  https://photos.zillowstatic.com/fp/5bdd4370f52...   998000   \n",
              "48        NaN  https://photos.zillowstatic.com/fp/aeaf37f1b3b...   895000   \n",
              "49        NaN  https://photos.zillowstatic.com/fp/95e1cd5ce90...   948000   \n",
              "50  1293400.0  https://photos.zillowstatic.com/fp/23e6ef21e9f...  1095000   \n",
              "51   863600.0  https://photos.zillowstatic.com/fp/b7ef54660f1...   899000   \n",
              "52        NaN  https://photos.zillowstatic.com/fp/82842dd270f...   950000   \n",
              "53        NaN  https://photos.zillowstatic.com/fp/411b2b60d21...   899000   \n",
              "54   979200.0  https://photos.zillowstatic.com/fp/a5071d6d723...   980000   \n",
              "55        NaN  https://photos.zillowstatic.com/fp/0c5d3d7bb90...   995000   \n",
              "56  1031700.0  https://photos.zillowstatic.com/fp/6ff9a949df1...   925000   \n",
              "57  1028300.0  https://photos.zillowstatic.com/fp/7e53c90cee2...   895888   \n",
              "58  1312800.0  https://photos.zillowstatic.com/fp/330fdb1603e...  1095000   \n",
              "59        NaN  https://photos.zillowstatic.com/fp/ae41cdc710b...   899000   \n",
              "\n",
              "                                            detailUrl  bedrooms  \\\n",
              "0   /homedetails/5951-Grizzly-Peak-Blvd-Oakland-CA...         3   \n",
              "1   /homedetails/207-Taurus-Ave-Oakland-CA-94611/2...         4   \n",
              "2   /homedetails/5630-Balboa-Dr-Oakland-CA-94611/2...         3   \n",
              "3   /homedetails/1738-Indian-Way-Oakland-CA-94611/...         3   \n",
              "4   /homedetails/6206-Valley-View-Rd-Oakland-CA-94...         3   \n",
              "5   /homedetails/684-Fairmount-Ave-Oakland-CA-9461...         3   \n",
              "6   /homedetails/134-Moss-Ave-Oakland-CA-94611/247...         3   \n",
              "7   /homedetails/6684-Banning-Dr-Oakland-CA-94611/...         5   \n",
              "8   /homedetails/4250-Terrace-St-Oakland-CA-94611/...         4   \n",
              "9   /homedetails/8040-Shepherd-Canyon-Rd-Oakland-C...         4   \n",
              "10  /homedetails/7-E-Cir-Oakland-CA-94611/37172253...         3   \n",
              "11  /homedetails/5892-Ascot-Dr-Oakland-CA-94611/24...         3   \n",
              "12  /homedetails/7086-Sayre-Dr-Oakland-CA-94611/24...         4   \n",
              "13  /homedetails/6038-Ascot-Dr-Oakland-CA-94611/24...         4   \n",
              "14  /homedetails/73-Homeglen-Ln-Oakland-CA-94611/2...         3   \n",
              "15  /homedetails/2353-Manzanita-Dr-Oakland-CA-9461...         4   \n",
              "16  /homedetails/5824-Moraga-Ave-Oakland-CA-94611/...         3   \n",
              "17  /homedetails/2921-Holyrood-Dr-Oakland-CA-94611...         3   \n",
              "18  /homedetails/7030-Snake-Rd-Oakland-CA-94611/24...         4   \n",
              "19  /homedetails/4495-Mountain-View-Ave-Oakland-CA...         3   \n",
              "20  /homedetails/4800-Shetland-Ave-Oakland-CA-9460...         3   \n",
              "21  /homedetails/3660-Calafia-Ave-Oakland-CA-94605...         4   \n",
              "22  /homedetails/8300-Outlook-Ave-Oakland-CA-94605...         3   \n",
              "23  /homedetails/8424-Golf-Links-Rd-Oakland-CA-946...         4   \n",
              "24  /homedetails/3061-Malcolm-Ave-Oakland-CA-94605...         3   \n",
              "25  /homedetails/11165-Lochard-St-Oakland-CA-94605...         4   \n",
              "26  /homedetails/3487-Margarita-Ave-Oakland-CA-946...         3   \n",
              "27  /homedetails/2708-60th-Ave-Oakland-CA-94605/24...         4   \n",
              "28  /homedetails/7810-Sanford-St-Oakland-CA-94605/...         3   \n",
              "29  /homedetails/3660-Oak-Knoll-Blvd-Oakland-CA-94...         4   \n",
              "30  /homedetails/9810-Thermal-St-Oakland-CA-94605/...         5   \n",
              "31  /homedetails/4701-Dunkirk-Ave-Oakland-CA-94605...         4   \n",
              "32  /homedetails/6398-Buena-Ventura-Ave-Oakland-CA...         4   \n",
              "33  /homedetails/4055-Sequoyah-Rd-Oakland-CA-94605...         4   \n",
              "34  /homedetails/175-Sequoyah-View-Dr-Oakland-CA-9...         3   \n",
              "35  /homedetails/10990-Caloden-St-Oakland-CA-94605...         4   \n",
              "36  /homedetails/6336-Buena-Ventura-Ave-Oakland-CA...         4   \n",
              "37  /homedetails/6701-Outlook-Ave-Oakland-CA-94605...         3   \n",
              "38  /homedetails/82-Elysian-Fields-Dr-Oakland-CA-9...         4   \n",
              "39  /homedetails/4180-Dingley-St-Oakland-CA-94605/...         3   \n",
              "40  /homedetails/6193-Oakdale-Ave-Oakland-CA-94605...         3   \n",
              "42  /homedetails/32-Kingwood-Rd-Oakland-CA-94619/2...         3   \n",
              "43  /homedetails/301-Rishell-Dr-Oakland-CA-94619/2...         3   \n",
              "44  /homedetails/4121-Maybelle-Ave-Oakland-CA-9461...         3   \n",
              "45  /homedetails/3817-Enos-Ave-Oakland-CA-94619/24...         3   \n",
              "46  /homedetails/5040-Parkridge-Dr-Oakland-CA-9461...         4   \n",
              "47  /homedetails/3374-Madera-Ave-Oakland-CA-94619/...         4   \n",
              "48  /homedetails/4854-Walnut-St-Oakland-CA-94619/2...         3   \n",
              "49  /homedetails/4115-39th-Ave-Oakland-CA-94619/24...         3   \n",
              "50  /homedetails/4445-Fair-Ave-Oakland-CA-94619/24...         3   \n",
              "51  /homedetails/2707-Monticello-Ave-Oakland-CA-94...         4   \n",
              "52  /homedetails/3755-Brown-Ave-Oakland-CA-94619/2...         3   \n",
              "53  /homedetails/3814-Quigley-St-Oakland-CA-94619/...         4   \n",
              "54  /homedetails/3106-Rawson-St-Oakland-CA-94619/2...         4   \n",
              "55  /homedetails/4433-Fair-Ave-Oakland-CA-94619/24...         4   \n",
              "56  /homedetails/6-Wyman-Pl-Oakland-CA-94619/24784...         3   \n",
              "57  /homedetails/4728-Meldon-Ave-Oakland-CA-94619/...         3   \n",
              "58  /homedetails/4542-Davenport-Ave-Oakland-CA-946...         3   \n",
              "59  /homedetails/2824-Best-Ave-Oakland-CA-94619/24...         3   \n",
              "\n",
              "   contingentListingType   longitude   latitude listingStatus        zpid  \\\n",
              "0                   None -122.211570  37.853046      FOR_SALE    24819315   \n",
              "1                   None -122.217514  37.839530      FOR_SALE    24818437   \n",
              "2                   None -122.205986  37.831203      FOR_SALE    24816430   \n",
              "3                   None -122.207370  37.840214      FOR_SALE    24817631   \n",
              "4                   None -122.210780  37.841976      FOR_SALE    24819051   \n",
              "5                   None -122.251816  37.822758      FOR_SALE    24747886   \n",
              "6                   None -122.253760  37.821323      FOR_SALE    24744127   \n",
              "7                   None -122.191560  37.831688      FOR_SALE    24815310   \n",
              "8                   None -122.253020  37.830920      FOR_SALE    24750515   \n",
              "9                   None -122.185860  37.835740      FOR_SALE    24815416   \n",
              "10                  None -122.191770  37.836130      FOR_SALE   371722534   \n",
              "11                  None -122.197784  37.820297      FOR_SALE    24814115   \n",
              "12                  None -122.195526  37.832830      FOR_SALE    24815948   \n",
              "13           FORECLOSURE -122.196144  37.820206      FOR_SALE    24814135   \n",
              "14                  None -122.194860  37.836857      FOR_SALE    24815777   \n",
              "15                  None -122.186530  37.837240      FOR_SALE    24815635   \n",
              "16                  None -122.220760  37.833280      FOR_SALE    24813061   \n",
              "17                  None -122.190430  37.822063      FOR_SALE    24814405   \n",
              "18                  None -122.201324  37.837315      FOR_SALE    24816250   \n",
              "19                  None -122.174790  37.784485      FOR_SALE    24785163   \n",
              "20                  None -122.123000  37.752335      FOR_SALE    24809029   \n",
              "21                  None -122.147130  37.756493      FOR_SALE    24799844   \n",
              "22                  None -122.161640  37.763706      FOR_SALE    24799285   \n",
              "23                  None -122.159850  37.762016      FOR_SALE    24799369   \n",
              "24                  None -122.144720  37.746174      FOR_SALE    24807867   \n",
              "25                  None -122.129840  37.747810      FOR_SALE    24808574   \n",
              "26                  None -122.150154  37.758602      FOR_SALE    24799995   \n",
              "27                  None -122.188110  37.771790      FOR_SALE    24788169   \n",
              "28                  None -122.154686  37.773537      FOR_SALE    24794988   \n",
              "29                  None -122.148380  37.758030      FOR_SALE    24799882   \n",
              "30                  None -122.157320  37.749954      FOR_SALE    24807209   \n",
              "31                  None -122.126100  37.753227      FOR_SALE    24809121   \n",
              "32                  None -122.175255  37.776794      FOR_SALE    24786502   \n",
              "33                  None -122.143340  37.762707      FOR_SALE    24809936   \n",
              "34                  None -122.139290  37.759830      FOR_SALE    24809653   \n",
              "35           FORECLOSURE -122.127610  37.753323      FOR_SALE  2087568319   \n",
              "36                  None -122.175760  37.776930      FOR_SALE    94686184   \n",
              "37                  None -122.174065  37.773746      FOR_SALE    24785995   \n",
              "38                  None -122.139020  37.759300      FOR_SALE    24809735   \n",
              "39                  None -122.131584  37.749413      FOR_SALE    24808791   \n",
              "40                  None -122.175610  37.778168      FOR_SALE    24786512   \n",
              "42                  None -122.176170  37.796394      FOR_SALE    24786671   \n",
              "43                  None -122.173970  37.799152      FOR_SALE    24787037   \n",
              "44                  None -122.189640  37.793090      FOR_SALE    24775936   \n",
              "45                  None -122.187380  37.787254      FOR_SALE    24784395   \n",
              "46                  None -122.148310  37.789524      FOR_SALE    24914331   \n",
              "47                  None -122.191450  37.781890      FOR_SALE   299067815   \n",
              "48                  None -122.198845  37.779106      FOR_SALE    24782322   \n",
              "49                  None -122.190390  37.794716      FOR_SALE    24775784   \n",
              "50                  None -122.185760  37.790230      FOR_SALE    24776211   \n",
              "51                  None -122.198550  37.779343      FOR_SALE    24782319   \n",
              "52                  None -122.196600  37.793340      FOR_SALE    24775480   \n",
              "53                  None -122.200000  37.790466      FOR_SALE    24776639   \n",
              "54                  None -122.192830  37.780010      FOR_SALE    24782948   \n",
              "55                  None -122.185980  37.790318      FOR_SALE    24776210   \n",
              "56                  None -122.188540  37.782100      FOR_SALE    24784149   \n",
              "57                  None -122.194440  37.784035      FOR_SALE    24783888   \n",
              "58                  None -122.183610  37.789560      FOR_SALE    24784432   \n",
              "59                  None -122.196030  37.779747      FOR_SALE    24783157   \n",
              "\n",
              "    rentZestimate  daysOnZillow  bathrooms  livingArea country currency  \\\n",
              "0          5972.0            11          3        2272     USA      USD   \n",
              "1          5028.0             4          3        1766     USA      USD   \n",
              "2          5684.0            66          2        1914     USA      USD   \n",
              "3             NaN             3          2        1584     USA      USD   \n",
              "4          5295.0            26          2        1502     USA      USD   \n",
              "5          3125.0             3          2        1286     USA      USD   \n",
              "6          5099.0            13          2        2239     USA      USD   \n",
              "7          5682.0            25          3        2452     USA      USD   \n",
              "8          5870.0            30          2        2497     USA      USD   \n",
              "9          5153.0             4          2        1778     USA      USD   \n",
              "10         5534.0            66          2        1808     USA      USD   \n",
              "11         4142.0            55          2        1827     USA      USD   \n",
              "12         4859.0            10          3        1400     USA      USD   \n",
              "13         6235.0            39          3        2263     USA      USD   \n",
              "14         4478.0           106          2        1319     USA      USD   \n",
              "15         5811.0            35          3        1976     USA      USD   \n",
              "16         5853.0            35          3        2036     USA      USD   \n",
              "17         4830.0            55          2        1586     USA      USD   \n",
              "18         4968.0            39          2        1844     USA      USD   \n",
              "19         3824.0            11          3        1943     USA      USD   \n",
              "20         4508.0             4          3        1773     USA      USD   \n",
              "21         2306.0             4          3        2428     USA      USD   \n",
              "22         3268.0            10          2        1737     USA      USD   \n",
              "23         6363.0            25          3        2392     USA      USD   \n",
              "24         3987.0            45          2        1338     USA      USD   \n",
              "25         5293.0            40          2        2155     USA      USD   \n",
              "26         3983.0            52          2        1608     USA      USD   \n",
              "27         3828.0             0          2        1540     USA      USD   \n",
              "28         4489.0            15          2        1392     USA      USD   \n",
              "29         5834.0            12          3        3160     USA      USD   \n",
              "30         5063.0            31          3        3010     USA      USD   \n",
              "31         4737.0            38          2        1792     USA      USD   \n",
              "32         4448.0            45          3        2242     USA      USD   \n",
              "33         6588.0            81          3        3398     USA      USD   \n",
              "34         4398.0           154          2        1834     USA      USD   \n",
              "35         6507.0           107          4        4055     USA      USD   \n",
              "36         4474.0           143          3        2257     USA      USD   \n",
              "37         3536.0            51          2        1430     USA      USD   \n",
              "38         4976.0           116          3        2058     USA      USD   \n",
              "39         5663.0           167          3        2480     USA      USD   \n",
              "40         4044.0           626          3        2020     USA      USD   \n",
              "42         5214.0            10          3        2028     USA      USD   \n",
              "43         4995.0             4          2        1892     USA      USD   \n",
              "44         4748.0             5          2        1710     USA      USD   \n",
              "45         4290.0            11          3        2020     USA      USD   \n",
              "46         5007.0            32          3        2127     USA      USD   \n",
              "47         4526.0             4          3        1657     USA      USD   \n",
              "48         3598.0            10          2        2155     USA      USD   \n",
              "49         5171.0            32          2        1827     USA      USD   \n",
              "50         3827.0             7          2        1380     USA      USD   \n",
              "51         5055.0           143          4        2241     USA      USD   \n",
              "52         3820.0             5          2        1272     USA      USD   \n",
              "53         4111.0           120          3        1767     USA      USD   \n",
              "54         4208.0            61          2        1839     USA      USD   \n",
              "55            NaN            32          3        1528     USA      USD   \n",
              "56         3227.0             3          2        1800     USA      USD   \n",
              "57         3958.0            40          2        1746     USA      USD   \n",
              "58         3678.0            95          2        1295     USA      USD   \n",
              "59         3753.0            28          1        1466     USA      USD   \n",
              "\n",
              "   lotAreaUnit  hasImage listingSubType.is_FSBA listingSubType.is_openHouse  \\\n",
              "0        acres      True                   True                         NaN   \n",
              "1         sqft      True                   True                        True   \n",
              "2         sqft      True                   True                         NaN   \n",
              "3         sqft      True                   True                        True   \n",
              "4         sqft      True                   True                         NaN   \n",
              "5        acres      True                   True                         NaN   \n",
              "6         sqft      True                   True                         NaN   \n",
              "7         sqft      True                   True                         NaN   \n",
              "8         sqft      True                   True                         NaN   \n",
              "9         sqft      True                   True                         NaN   \n",
              "10        sqft      True                   True                         NaN   \n",
              "11        sqft      True                   True                         NaN   \n",
              "12        sqft      True                   True                         NaN   \n",
              "13        sqft      True                    NaN                         NaN   \n",
              "14        sqft      True                   True                         NaN   \n",
              "15        sqft      True                   True                         NaN   \n",
              "16        sqft      True                   True                         NaN   \n",
              "17        sqft      True                   True                         NaN   \n",
              "18        sqft      True                   True                         NaN   \n",
              "19        sqft      True                   True                         NaN   \n",
              "20        sqft      True                   True                        True   \n",
              "21        sqft      True                   True                         NaN   \n",
              "22        sqft      True                   True                         NaN   \n",
              "23       acres      True                   True                        True   \n",
              "24        sqft      True                   True                         NaN   \n",
              "25       acres      True                   True                         NaN   \n",
              "26        sqft      True                   True                         NaN   \n",
              "27        sqft      True                   True                         NaN   \n",
              "28        sqft      True                   True                         NaN   \n",
              "29        sqft      True                   True                         NaN   \n",
              "30        sqft      True                   True                         NaN   \n",
              "31        sqft      True                   True                         NaN   \n",
              "32        sqft      True                   True                         NaN   \n",
              "33       acres      True                   True                         NaN   \n",
              "34       acres      True                   True                         NaN   \n",
              "35        sqft      True                    NaN                         NaN   \n",
              "36        sqft      True                   True                         NaN   \n",
              "37        sqft      True                   True                         NaN   \n",
              "38       acres      True                   True                         NaN   \n",
              "39       acres      True                   True                         NaN   \n",
              "40        sqft      True                    NaN                         NaN   \n",
              "42        sqft      True                   True                         NaN   \n",
              "43       acres      True                   True                        True   \n",
              "44       acres      True                   True                        True   \n",
              "45        sqft      True                   True                        True   \n",
              "46        sqft      True                   True                         NaN   \n",
              "47        sqft      True                   True                         NaN   \n",
              "48        sqft      True                   True                         NaN   \n",
              "49        sqft      True                   True                         NaN   \n",
              "50        sqft      True                   True                         NaN   \n",
              "51        sqft      True                   True                         NaN   \n",
              "52        sqft      True                   True                         NaN   \n",
              "53        sqft      True                   True                         NaN   \n",
              "54        sqft      True                   True                         NaN   \n",
              "55        sqft      True                   True                         NaN   \n",
              "56        sqft      True                   True                        True   \n",
              "57        sqft      True                   True                         NaN   \n",
              "58        sqft      True                   True                         NaN   \n",
              "59        sqft      True                   True                         NaN   \n",
              "\n",
              "   listingSubType.is_foreclosure listingSubType.is_bankOwned  \\\n",
              "0                            NaN                         NaN   \n",
              "1                            NaN                         NaN   \n",
              "2                            NaN                         NaN   \n",
              "3                            NaN                         NaN   \n",
              "4                            NaN                         NaN   \n",
              "5                            NaN                         NaN   \n",
              "6                            NaN                         NaN   \n",
              "7                            NaN                         NaN   \n",
              "8                            NaN                         NaN   \n",
              "9                            NaN                         NaN   \n",
              "10                           NaN                         NaN   \n",
              "11                           NaN                         NaN   \n",
              "12                           NaN                         NaN   \n",
              "13                          True                         NaN   \n",
              "14                           NaN                         NaN   \n",
              "15                           NaN                         NaN   \n",
              "16                           NaN                         NaN   \n",
              "17                           NaN                         NaN   \n",
              "18                           NaN                         NaN   \n",
              "19                           NaN                         NaN   \n",
              "20                           NaN                         NaN   \n",
              "21                           NaN                         NaN   \n",
              "22                           NaN                         NaN   \n",
              "23                           NaN                         NaN   \n",
              "24                           NaN                         NaN   \n",
              "25                           NaN                         NaN   \n",
              "26                           NaN                         NaN   \n",
              "27                           NaN                         NaN   \n",
              "28                           NaN                         NaN   \n",
              "29                           NaN                         NaN   \n",
              "30                           NaN                         NaN   \n",
              "31                           NaN                         NaN   \n",
              "32                           NaN                         NaN   \n",
              "33                           NaN                         NaN   \n",
              "34                           NaN                         NaN   \n",
              "35                           NaN                        True   \n",
              "36                           NaN                         NaN   \n",
              "37                           NaN                         NaN   \n",
              "38                           NaN                         NaN   \n",
              "39                           NaN                         NaN   \n",
              "40                           NaN                         NaN   \n",
              "42                           NaN                         NaN   \n",
              "43                           NaN                         NaN   \n",
              "44                           NaN                         NaN   \n",
              "45                           NaN                         NaN   \n",
              "46                           NaN                         NaN   \n",
              "47                           NaN                         NaN   \n",
              "48                           NaN                         NaN   \n",
              "49                           NaN                         NaN   \n",
              "50                           NaN                         NaN   \n",
              "51                           NaN                         NaN   \n",
              "52                           NaN                         NaN   \n",
              "53                           NaN                         NaN   \n",
              "54                           NaN                         NaN   \n",
              "55                           NaN                         NaN   \n",
              "56                           NaN                         NaN   \n",
              "57                           NaN                         NaN   \n",
              "58                           NaN                         NaN   \n",
              "59                           NaN                         NaN   \n",
              "\n",
              "   listingSubType.is_forAuction  \\\n",
              "0                           NaN   \n",
              "1                           NaN   \n",
              "2                           NaN   \n",
              "3                           NaN   \n",
              "4                           NaN   \n",
              "5                           NaN   \n",
              "6                           NaN   \n",
              "7                           NaN   \n",
              "8                           NaN   \n",
              "9                           NaN   \n",
              "10                          NaN   \n",
              "11                          NaN   \n",
              "12                          NaN   \n",
              "13                          NaN   \n",
              "14                          NaN   \n",
              "15                          NaN   \n",
              "16                          NaN   \n",
              "17                          NaN   \n",
              "18                          NaN   \n",
              "19                          NaN   \n",
              "20                          NaN   \n",
              "21                          NaN   \n",
              "22                          NaN   \n",
              "23                          NaN   \n",
              "24                          NaN   \n",
              "25                          NaN   \n",
              "26                          NaN   \n",
              "27                          NaN   \n",
              "28                          NaN   \n",
              "29                          NaN   \n",
              "30                          NaN   \n",
              "31                          NaN   \n",
              "32                          NaN   \n",
              "33                          NaN   \n",
              "34                          NaN   \n",
              "35                          NaN   \n",
              "36                          NaN   \n",
              "37                          NaN   \n",
              "38                          NaN   \n",
              "39                          NaN   \n",
              "40                         True   \n",
              "42                          NaN   \n",
              "43                          NaN   \n",
              "44                          NaN   \n",
              "45                          NaN   \n",
              "46                          NaN   \n",
              "47                          NaN   \n",
              "48                          NaN   \n",
              "49                          NaN   \n",
              "50                          NaN   \n",
              "51                          NaN   \n",
              "52                          NaN   \n",
              "53                          NaN   \n",
              "54                          NaN   \n",
              "55                          NaN   \n",
              "56                          NaN   \n",
              "57                          NaN   \n",
              "58                          NaN   \n",
              "59                          NaN   \n",
              "\n",
              "                                                  loc  \\\n",
              "0   (5951, Grizzly Peak Boulevard, Oakland, Alamed...   \n",
              "1   (207, Taurus Avenue, Oakland, Alameda County, ...   \n",
              "2   (5630, Balboa Drive, Montclair, Oakland, Alame...   \n",
              "3   (1738, Indian Way, Oakland, Alameda County, Ca...   \n",
              "4   (6206, Valley View Road, Oakland, Alameda Coun...   \n",
              "5   (684, Fairmount Avenue, Piedmont Avenue, Oakla...   \n",
              "6   (134, Moss Avenue, Harrison/Oakland, Oakland, ...   \n",
              "7   (6684, Banning Drive, Oakland, Alameda County,...   \n",
              "8   (4250, Terrace Street, Broadway Auto Row, Nort...   \n",
              "9   (8040, Shepherd Canyon Road, Oakland, Alameda ...   \n",
              "10  (7, East Circle, Oakland, Alameda County, Cali...   \n",
              "11  (5892, Ascot Drive, Piedmont Pines, Oakland, A...   \n",
              "12  (7086, Sayre Drive, Oakland, Alameda County, C...   \n",
              "13  (6038, Ascot Drive, Piedmont Pines, Oakland, A...   \n",
              "14  (73, Homeglen Lane, Oakland, Alameda County, C...   \n",
              "15  (2353, Manzanita Drive, Oakland, Alameda Count...   \n",
              "16  (5824, Moraga Avenue, Oakland, Alameda County,...   \n",
              "17  (2921, Holyrood Drive, Piedmont Pines, Oakland...   \n",
              "18  (7030, Snake Road, Montclair, Oakland, Alameda...   \n",
              "19  (4495, Mountain View Avenue, Oakland, Alameda ...   \n",
              "20  (4800, Shetland Avenue, Oakland, Alameda Count...   \n",
              "21  (3660, Calafia Avenue, Oakland, Alameda County...   \n",
              "22  (8300, Outlook Avenue, Oakland, Alameda County...   \n",
              "23  (8424, Golf Links Road, Oakland, Alameda Count...   \n",
              "24  (3061, Malcolm Avenue, Oakland, Alameda County...   \n",
              "25  (11165, Lochard Street, Oakland, Alameda Count...   \n",
              "26  (3487, Margarita Avenue, Oakland, Alameda Coun...   \n",
              "27  (2708, 60th Avenue, Seminary Park, Oakland, Al...   \n",
              "28  (7810, Sanford Street, Oakland, Alameda County...   \n",
              "29  (3660, Oak Knoll Boulevard, Oakland, Alameda C...   \n",
              "30  (9810, Thermal Street, Oakland, Alameda County...   \n",
              "31  (4701, Dunkirk Avenue, Oakland, Alameda County...   \n",
              "32  (6398, Buena Ventura Avenue, Millsmont, Oaklan...   \n",
              "33  (4055, Sequoyah Road, Oakland, Alameda County,...   \n",
              "34  (175, Sequoyah View Drive, Oakland, Alameda Co...   \n",
              "35  (10990, Caloden Street, Oakland, Alameda Count...   \n",
              "36  (6336, Buena Ventura Avenue, Millsmont, Oaklan...   \n",
              "37  (6701, Outlook Avenue, Millsmont, Oakland, Ala...   \n",
              "38  (82, Elysian Fields Drive, Oakland, Alameda Co...   \n",
              "39  (4180, Dingley Street, Oakland, Alameda County...   \n",
              "40  (6193, Oakdale Avenue, Millsmont, Oakland, Ala...   \n",
              "42  (32, Kingwood Road, Oakland Hills, Oakland, Al...   \n",
              "43  (301, Rishell Drive, Oakland Hills, Oakland, A...   \n",
              "44  (4121, Maybelle Avenue, Laurel, Oakland Hills,...   \n",
              "45  (3817, Enos Avenue, Oakland, Alameda County, C...   \n",
              "46  (5040, Parkridge Drive, Oakland, Alameda Count...   \n",
              "47  (3374, Madera Avenue, Maxwell Park, Oakland, A...   \n",
              "48  (4854, Walnut Street, Maxwell Park, East Oakla...   \n",
              "49  (4115, 39th Avenue, Laurel, Oakland Hills, Oak...   \n",
              "50  (4445, Fair Avenue, Oakland, Alameda County, C...   \n",
              "51  (2707, Monticello Avenue, Maxwell Park, East O...   \n",
              "52  (3755, Brown Avenue, Laurel, Oakland Hills, Oa...   \n",
              "53  (3814;3816, Quigley Street, Laurel, Oakland, A...   \n",
              "54  (3106, Rawson Street, Maxwell Park, East Oakla...   \n",
              "55  (4433, Fair Avenue, Oakland, Alameda County, C...   \n",
              "56  (6, Wyman Place, Maxwell Park, Oakland, Alamed...   \n",
              "57  (4728, Meldon Avenue, Maxwell Park, Oakland, A...   \n",
              "58  (4542, Davenport Avenue, Oakland, Alameda Coun...   \n",
              "59  (2824, Best Avenue, Maxwell Park, East Oakland...   \n",
              "\n",
              "                                             point        lat         lon  \\\n",
              "0          (37.85304255, -122.21158604551943, 0.0)  37.853043 -122.211586   \n",
              "1           (37.8395562, -122.21749807415506, 0.0)  37.839556 -122.217498   \n",
              "2          (37.83121455, -122.20598315537953, 0.0)  37.831215 -122.205983   \n",
              "3            (37.8402173, -122.2073642704905, 0.0)  37.840217 -122.207364   \n",
              "4          (37.84195695, -122.21083382112457, 0.0)  37.841957 -122.210834   \n",
              "5           (37.8227597, -122.25182527158438, 0.0)  37.822760 -122.251825   \n",
              "6          (37.82131785, -122.25378656433486, 0.0)  37.821318 -122.253787   \n",
              "7           (37.8316814, -122.19155820104427, 0.0)  37.831681 -122.191558   \n",
              "8   (37.830924350000004, -122.25305057518327, 0.0)  37.830924 -122.253051   \n",
              "9          (37.83576495, -122.18586692939164, 0.0)  37.835765 -122.185867   \n",
              "10          (37.83612815, -122.1917873128921, 0.0)  37.836128 -122.191787   \n",
              "11         (37.82031125, -122.19780369767905, 0.0)  37.820311 -122.197804   \n",
              "12         (37.83283025, -122.19553058791173, 0.0)  37.832830 -122.195531   \n",
              "13  (37.820179749999994, -122.19614614953394, 0.0)  37.820180 -122.196146   \n",
              "14  (37.836858750000005, -122.19489117048056, 0.0)  37.836859 -122.194891   \n",
              "15   (37.83634743782885, -122.18515453370902, 0.0)  37.836347 -122.185155   \n",
              "16         (37.83328325, -122.22076710279521, 0.0)  37.833283 -122.220767   \n",
              "17          (37.8220731, -122.19044052128535, 0.0)  37.822073 -122.190441   \n",
              "18         (37.83730695, -122.20133238000822, 0.0)  37.837307 -122.201332   \n",
              "19               (37.78449845, -122.17480175, 0.0)  37.784498 -122.174802   \n",
              "20  (37.752293449999996, -122.12304963985471, 0.0)  37.752293 -122.123050   \n",
              "21          (37.7565108, -122.14716526934097, 0.0)  37.756511 -122.147165   \n",
              "22         (37.76366555, -122.16166289506438, 0.0)  37.763666 -122.161663   \n",
              "23   (37.76040489347424, -122.15722524162177, 0.0)  37.760405 -122.157225   \n",
              "24          (37.7461842, -122.14473985786739, 0.0)  37.746184 -122.144740   \n",
              "25         (37.74779495, -122.12988507802496, 0.0)  37.747795 -122.129885   \n",
              "26          (37.7585828, -122.15016413879542, 0.0)  37.758583 -122.150164   \n",
              "27         (37.77180975, -122.18811842292632, 0.0)  37.771810 -122.188118   \n",
              "28          (37.7735582, -122.15466594724543, 0.0)  37.773558 -122.154666   \n",
              "29          (37.7580354, -122.14845002918919, 0.0)  37.758035 -122.148450   \n",
              "30          (37.7499567, -122.15733749612332, 0.0)  37.749957 -122.157337   \n",
              "31               (37.75325155, -122.12609153, 0.0)  37.753252 -122.126092   \n",
              "32           (37.7767953, -122.1752679497879, 0.0)  37.776795 -122.175268   \n",
              "33  (37.762713950000006, -122.14334535234269, 0.0)  37.762714 -122.143345   \n",
              "34           (37.7598345, -122.1393037617197, 0.0)  37.759834 -122.139304   \n",
              "35   (37.75174354966072, -122.12621002413636, 0.0)  37.751744 -122.126210   \n",
              "36                   (37.776927, -122.176125, 0.0)  37.776927 -122.176125   \n",
              "37         (37.77373265, -122.17408860970022, 0.0)  37.773733 -122.174089   \n",
              "38   (37.759302000000005, -122.1390372561495, 0.0)  37.759302 -122.139037   \n",
              "39          (37.7493999, -122.13158328638814, 0.0)  37.749400 -122.131583   \n",
              "40           (37.778225, -122.17558310891911, 0.0)  37.778225 -122.175583   \n",
              "42   (37.796409350000005, -122.1761585227386, 0.0)  37.796409 -122.176159   \n",
              "43         (37.79916295, -122.17399133877623, 0.0)  37.799163 -122.173991   \n",
              "44          (37.79307575, -122.1896192001777, 0.0)  37.793076 -122.189619   \n",
              "45          (37.78725155, -122.1873880666761, 0.0)  37.787252 -122.187388   \n",
              "46          (37.7895288, -122.14833269826049, 0.0)  37.789529 -122.148333   \n",
              "47  (37.781907700000005, -122.19144944555576, 0.0)  37.781908 -122.191449   \n",
              "48          (37.7791103, -122.19886697121387, 0.0)  37.779110 -122.198867   \n",
              "49                 (37.79472005, -122.190393, 0.0)  37.794720 -122.190393   \n",
              "50  (37.790526142857146, -122.18604536734694, 0.0)  37.790526 -122.186045   \n",
              "51         (37.77933075, -122.19852965292671, 0.0)  37.779331 -122.198530   \n",
              "52         (37.79333665, -122.19659796540344, 0.0)  37.793337 -122.196598   \n",
              "53          (37.7904944, -122.19999501815207, 0.0)  37.790494 -122.199995   \n",
              "54          (37.7800091, -122.19284280585038, 0.0)  37.780009 -122.192843   \n",
              "55  (37.790305000000004, -122.18597580275642, 0.0)  37.790305 -122.185976   \n",
              "56         (37.78211895, -122.18854719286996, 0.0)  37.782119 -122.188547   \n",
              "57         (37.78403215, -122.19445689000347, 0.0)  37.784032 -122.194457   \n",
              "58  (37.789557599999995, -122.18362017025018, 0.0)  37.789558 -122.183620   \n",
              "59          (37.7797495, -122.19603073664615, 0.0)  37.779750 -122.196031   \n",
              "\n",
              "    altitude price2  \n",
              "0        0.0   1.2M  \n",
              "1        0.0   1.2M  \n",
              "2        0.0   1.1M  \n",
              "3        0.0   1.1M  \n",
              "4        0.0   0.9M  \n",
              "5        0.0   1.2M  \n",
              "6        0.0   1.0M  \n",
              "7        0.0   1.0M  \n",
              "8        0.0   1.0M  \n",
              "9        0.0   1.0M  \n",
              "10       0.0   1.1M  \n",
              "11       0.0   1.2M  \n",
              "12       0.0   1.0M  \n",
              "13       0.0   1.1M  \n",
              "14       0.0   1.1M  \n",
              "15       0.0   1.2M  \n",
              "16       0.0   1.2M  \n",
              "17       0.0   1.2M  \n",
              "18       0.0   1.2M  \n",
              "19       0.0   0.9M  \n",
              "20       0.0   0.9M  \n",
              "21       0.0   0.9M  \n",
              "22       0.0   0.8M  \n",
              "23       0.0   0.8M  \n",
              "24       0.0   0.8M  \n",
              "25       0.0   1.0M  \n",
              "26       0.0   0.9M  \n",
              "27       0.0   0.9M  \n",
              "28       0.0   0.9M  \n",
              "29       0.0   0.8M  \n",
              "30       0.0   0.9M  \n",
              "31       0.0   1.1M  \n",
              "32       0.0   1.0M  \n",
              "33       0.0   1.2M  \n",
              "34       0.0   1.1M  \n",
              "35       0.0   1.1M  \n",
              "36       0.0   1.1M  \n",
              "37       0.0   0.8M  \n",
              "38       0.0   1.2M  \n",
              "39       0.0   1.2M  \n",
              "40       0.0   0.9M  \n",
              "42       0.0   1.0M  \n",
              "43       0.0   1.2M  \n",
              "44       0.0   1.1M  \n",
              "45       0.0   1.0M  \n",
              "46       0.0   1.2M  \n",
              "47       0.0   1.0M  \n",
              "48       0.0   0.9M  \n",
              "49       0.0   0.9M  \n",
              "50       0.0   1.1M  \n",
              "51       0.0   0.9M  \n",
              "52       0.0   0.9M  \n",
              "53       0.0   0.9M  \n",
              "54       0.0   1.0M  \n",
              "55       0.0   1.0M  \n",
              "56       0.0   0.9M  \n",
              "57       0.0   0.9M  \n",
              "58       0.0   1.1M  \n",
              "59       0.0   0.9M  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-077cdc75-d2ca-48f4-b36d-1c555efee36a\" class=\"colab-df-container\">\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>dateSold</th>\n",
              "      <th>propertyType</th>\n",
              "      <th>lotAreaValue</th>\n",
              "      <th>address</th>\n",
              "      <th>variableData</th>\n",
              "      <th>priceChange</th>\n",
              "      <th>zestimate</th>\n",
              "      <th>imgSrc</th>\n",
              "      <th>price</th>\n",
              "      <th>detailUrl</th>\n",
              "      <th>bedrooms</th>\n",
              "      <th>contingentListingType</th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>listingStatus</th>\n",
              "      <th>zpid</th>\n",
              "      <th>rentZestimate</th>\n",
              "      <th>daysOnZillow</th>\n",
              "      <th>bathrooms</th>\n",
              "      <th>livingArea</th>\n",
              "      <th>country</th>\n",
              "      <th>currency</th>\n",
              "      <th>lotAreaUnit</th>\n",
              "      <th>hasImage</th>\n",
              "      <th>listingSubType.is_FSBA</th>\n",
              "      <th>listingSubType.is_openHouse</th>\n",
              "      <th>listingSubType.is_foreclosure</th>\n",
              "      <th>listingSubType.is_bankOwned</th>\n",
              "      <th>listingSubType.is_forAuction</th>\n",
              "      <th>loc</th>\n",
              "      <th>point</th>\n",
              "      <th>lat</th>\n",
              "      <th>lon</th>\n",
              "      <th>altitude</th>\n",
              "      <th>price2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.520000</td>\n",
              "      <td>5951 Grizzly Peak Blvd, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/4366b950eae...</td>\n",
              "      <td>1195000</td>\n",
              "      <td>/homedetails/5951-Grizzly-Peak-Blvd-Oakland-CA...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.211570</td>\n",
              "      <td>37.853046</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24819315</td>\n",
              "      <td>5972.0</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>2272</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(5951, Grizzly Peak Boulevard, Oakland, Alamed...</td>\n",
              "      <td>(37.85304255, -122.21158604551943, 0.0)</td>\n",
              "      <td>37.853043</td>\n",
              "      <td>-122.211586</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6534.000000</td>\n",
              "      <td>207 Taurus Ave, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1380000.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/1e97f7ce0e7...</td>\n",
              "      <td>1200000</td>\n",
              "      <td>/homedetails/207-Taurus-Ave-Oakland-CA-94611/2...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.217514</td>\n",
              "      <td>37.839530</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24818437</td>\n",
              "      <td>5028.0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1766</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(207, Taurus Avenue, Oakland, Alameda County, ...</td>\n",
              "      <td>(37.8395562, -122.21749807415506, 0.0)</td>\n",
              "      <td>37.839556</td>\n",
              "      <td>-122.217498</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6969.600000</td>\n",
              "      <td>5630 Balboa Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/37f22e49755...</td>\n",
              "      <td>1098000</td>\n",
              "      <td>/homedetails/5630-Balboa-Dr-Oakland-CA-94611/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.205986</td>\n",
              "      <td>37.831203</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24816430</td>\n",
              "      <td>5684.0</td>\n",
              "      <td>66</td>\n",
              "      <td>2</td>\n",
              "      <td>1914</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(5630, Balboa Drive, Montclair, Oakland, Alame...</td>\n",
              "      <td>(37.83121455, -122.20598315537953, 0.0)</td>\n",
              "      <td>37.831215</td>\n",
              "      <td>-122.205983</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>8276.400000</td>\n",
              "      <td>1738 Indian Way, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/5eaa3aa1231...</td>\n",
              "      <td>1095000</td>\n",
              "      <td>/homedetails/1738-Indian-Way-Oakland-CA-94611/...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.207370</td>\n",
              "      <td>37.840214</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24817631</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1584</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(1738, Indian Way, Oakland, Alameda County, Ca...</td>\n",
              "      <td>(37.8402173, -122.2073642704905, 0.0)</td>\n",
              "      <td>37.840217</td>\n",
              "      <td>-122.207364</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>8276.400000</td>\n",
              "      <td>6206 Valley View Rd, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1097600.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/fe2bb055c84...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/6206-Valley-View-Rd-Oakland-CA-94...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.210780</td>\n",
              "      <td>37.841976</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24819051</td>\n",
              "      <td>5295.0</td>\n",
              "      <td>26</td>\n",
              "      <td>2</td>\n",
              "      <td>1502</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6206, Valley View Road, Oakland, Alameda Coun...</td>\n",
              "      <td>(37.84195695, -122.21083382112457, 0.0)</td>\n",
              "      <td>37.841957</td>\n",
              "      <td>-122.210834</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>684 Fairmount Ave, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/f826b7ea847...</td>\n",
              "      <td>1195000</td>\n",
              "      <td>/homedetails/684-Fairmount-Ave-Oakland-CA-9461...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.251816</td>\n",
              "      <td>37.822758</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24747886</td>\n",
              "      <td>3125.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1286</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(684, Fairmount Avenue, Piedmont Avenue, Oakla...</td>\n",
              "      <td>(37.8227597, -122.25182527158438, 0.0)</td>\n",
              "      <td>37.822760</td>\n",
              "      <td>-122.251825</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6098.400000</td>\n",
              "      <td>134 Moss Ave, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/5f6b880eb5f...</td>\n",
              "      <td>999000</td>\n",
              "      <td>/homedetails/134-Moss-Ave-Oakland-CA-94611/247...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.253760</td>\n",
              "      <td>37.821323</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24744127</td>\n",
              "      <td>5099.0</td>\n",
              "      <td>13</td>\n",
              "      <td>2</td>\n",
              "      <td>2239</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(134, Moss Avenue, Harrison/Oakland, Oakland, ...</td>\n",
              "      <td>(37.82131785, -122.25378656433486, 0.0)</td>\n",
              "      <td>37.821318</td>\n",
              "      <td>-122.253787</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6969.600000</td>\n",
              "      <td>6684 Banning Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/23e3c62123d...</td>\n",
              "      <td>999888</td>\n",
              "      <td>/homedetails/6684-Banning-Dr-Oakland-CA-94611/...</td>\n",
              "      <td>5</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.191560</td>\n",
              "      <td>37.831688</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24815310</td>\n",
              "      <td>5682.0</td>\n",
              "      <td>25</td>\n",
              "      <td>3</td>\n",
              "      <td>2452</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6684, Banning Drive, Oakland, Alameda County,...</td>\n",
              "      <td>(37.8316814, -122.19155820104427, 0.0)</td>\n",
              "      <td>37.831681</td>\n",
              "      <td>-122.191558</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>3920.400000</td>\n",
              "      <td>4250 Terrace St, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/67b42f3ee3f...</td>\n",
              "      <td>979000</td>\n",
              "      <td>/homedetails/4250-Terrace-St-Oakland-CA-94611/...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.253020</td>\n",
              "      <td>37.830920</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24750515</td>\n",
              "      <td>5870.0</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "      <td>2497</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4250, Terrace Street, Broadway Auto Row, Nort...</td>\n",
              "      <td>(37.830924350000004, -122.25305057518327, 0.0)</td>\n",
              "      <td>37.830924</td>\n",
              "      <td>-122.253051</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5508.000000</td>\n",
              "      <td>8040 Shepherd Canyon Rd, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1092700.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/8c89a12e734...</td>\n",
              "      <td>959900</td>\n",
              "      <td>/homedetails/8040-Shepherd-Canyon-Rd-Oakland-C...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.185860</td>\n",
              "      <td>37.835740</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24815416</td>\n",
              "      <td>5153.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1778</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(8040, Shepherd Canyon Road, Oakland, Alameda ...</td>\n",
              "      <td>(37.83576495, -122.18586692939164, 0.0)</td>\n",
              "      <td>37.835765</td>\n",
              "      <td>-122.185867</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>10454.400000</td>\n",
              "      <td>7 E Cir, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>-10000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/674b92188b6...</td>\n",
              "      <td>1088000</td>\n",
              "      <td>/homedetails/7-E-Cir-Oakland-CA-94611/37172253...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.191770</td>\n",
              "      <td>37.836130</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>371722534</td>\n",
              "      <td>5534.0</td>\n",
              "      <td>66</td>\n",
              "      <td>2</td>\n",
              "      <td>1808</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(7, East Circle, Oakland, Alameda County, Cali...</td>\n",
              "      <td>(37.83612815, -122.1917873128921, 0.0)</td>\n",
              "      <td>37.836128</td>\n",
              "      <td>-122.191787</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7405.200000</td>\n",
              "      <td>5892 Ascot Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/d1efb96aea0...</td>\n",
              "      <td>1199000</td>\n",
              "      <td>/homedetails/5892-Ascot-Dr-Oakland-CA-94611/24...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.197784</td>\n",
              "      <td>37.820297</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24814115</td>\n",
              "      <td>4142.0</td>\n",
              "      <td>55</td>\n",
              "      <td>2</td>\n",
              "      <td>1827</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(5892, Ascot Drive, Piedmont Pines, Oakland, A...</td>\n",
              "      <td>(37.82031125, -122.19780369767905, 0.0)</td>\n",
              "      <td>37.820311</td>\n",
              "      <td>-122.197804</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6337.980000</td>\n",
              "      <td>7086 Sayre Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/5a65d38be01...</td>\n",
              "      <td>999000</td>\n",
              "      <td>/homedetails/7086-Sayre-Dr-Oakland-CA-94611/24...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.195526</td>\n",
              "      <td>37.832830</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24815948</td>\n",
              "      <td>4859.0</td>\n",
              "      <td>10</td>\n",
              "      <td>3</td>\n",
              "      <td>1400</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(7086, Sayre Drive, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.83283025, -122.19553058791173, 0.0)</td>\n",
              "      <td>37.832830</td>\n",
              "      <td>-122.195531</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6547.068000</td>\n",
              "      <td>6038 Ascot Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1141500.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/27c9ea831e2...</td>\n",
              "      <td>1100000</td>\n",
              "      <td>/homedetails/6038-Ascot-Dr-Oakland-CA-94611/24...</td>\n",
              "      <td>4</td>\n",
              "      <td>FORECLOSURE</td>\n",
              "      <td>-122.196144</td>\n",
              "      <td>37.820206</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24814135</td>\n",
              "      <td>6235.0</td>\n",
              "      <td>39</td>\n",
              "      <td>3</td>\n",
              "      <td>2263</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6038, Ascot Drive, Piedmont Pines, Oakland, A...</td>\n",
              "      <td>(37.820179749999994, -122.19614614953394, 0.0)</td>\n",
              "      <td>37.820180</td>\n",
              "      <td>-122.196146</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6098.400000</td>\n",
              "      <td>73 Homeglen Ln, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>-112.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/17e9d03067b...</td>\n",
              "      <td>1097888</td>\n",
              "      <td>/homedetails/73-Homeglen-Ln-Oakland-CA-94611/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.194860</td>\n",
              "      <td>37.836857</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24815777</td>\n",
              "      <td>4478.0</td>\n",
              "      <td>106</td>\n",
              "      <td>2</td>\n",
              "      <td>1319</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(73, Homeglen Lane, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.836858750000005, -122.19489117048056, 0.0)</td>\n",
              "      <td>37.836859</td>\n",
              "      <td>-122.194891</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7625.000000</td>\n",
              "      <td>2353 Manzanita Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1296000.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/43917991471...</td>\n",
              "      <td>1245000</td>\n",
              "      <td>/homedetails/2353-Manzanita-Dr-Oakland-CA-9461...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.186530</td>\n",
              "      <td>37.837240</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24815635</td>\n",
              "      <td>5811.0</td>\n",
              "      <td>35</td>\n",
              "      <td>3</td>\n",
              "      <td>1976</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(2353, Manzanita Drive, Oakland, Alameda Count...</td>\n",
              "      <td>(37.83634743782885, -122.18515453370902, 0.0)</td>\n",
              "      <td>37.836347</td>\n",
              "      <td>-122.185155</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>9147.600000</td>\n",
              "      <td>5824 Moraga Ave, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/2462d2c09b0...</td>\n",
              "      <td>1199000</td>\n",
              "      <td>/homedetails/5824-Moraga-Ave-Oakland-CA-94611/...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.220760</td>\n",
              "      <td>37.833280</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24813061</td>\n",
              "      <td>5853.0</td>\n",
              "      <td>35</td>\n",
              "      <td>3</td>\n",
              "      <td>2036</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(5824, Moraga Avenue, Oakland, Alameda County,...</td>\n",
              "      <td>(37.83328325, -122.22076710279521, 0.0)</td>\n",
              "      <td>37.833283</td>\n",
              "      <td>-122.220767</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6098.400000</td>\n",
              "      <td>2921 Holyrood Dr, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>201000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/9852e7d7390...</td>\n",
              "      <td>1200000</td>\n",
              "      <td>/homedetails/2921-Holyrood-Dr-Oakland-CA-94611...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.190430</td>\n",
              "      <td>37.822063</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24814405</td>\n",
              "      <td>4830.0</td>\n",
              "      <td>55</td>\n",
              "      <td>2</td>\n",
              "      <td>1586</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(2921, Holyrood Drive, Piedmont Pines, Oakland...</td>\n",
              "      <td>(37.8220731, -122.19044052128535, 0.0)</td>\n",
              "      <td>37.822073</td>\n",
              "      <td>-122.190441</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>7030 Snake Rd, Oakland, CA 94611</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/78f0951394c...</td>\n",
              "      <td>1199000</td>\n",
              "      <td>/homedetails/7030-Snake-Rd-Oakland-CA-94611/24...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.201324</td>\n",
              "      <td>37.837315</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24816250</td>\n",
              "      <td>4968.0</td>\n",
              "      <td>39</td>\n",
              "      <td>2</td>\n",
              "      <td>1844</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(7030, Snake Road, Montclair, Oakland, Alameda...</td>\n",
              "      <td>(37.83730695, -122.20133238000822, 0.0)</td>\n",
              "      <td>37.837307</td>\n",
              "      <td>-122.201332</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>4495 Mountain View Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-96000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/ad271a91059...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/4495-Mountain-View-Ave-Oakland-CA...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.174790</td>\n",
              "      <td>37.784485</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24785163</td>\n",
              "      <td>3824.0</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>1943</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4495, Mountain View Avenue, Oakland, Alameda ...</td>\n",
              "      <td>(37.78449845, -122.17480175, 0.0)</td>\n",
              "      <td>37.784498</td>\n",
              "      <td>-122.174802</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7405.200000</td>\n",
              "      <td>4800 Shetland Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/dc64921a35b...</td>\n",
              "      <td>895000</td>\n",
              "      <td>/homedetails/4800-Shetland-Ave-Oakland-CA-9460...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.123000</td>\n",
              "      <td>37.752335</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24809029</td>\n",
              "      <td>4508.0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1773</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4800, Shetland Avenue, Oakland, Alameda Count...</td>\n",
              "      <td>(37.752293449999996, -122.12304963985471, 0.0)</td>\n",
              "      <td>37.752293</td>\n",
              "      <td>-122.123050</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6534.000000</td>\n",
              "      <td>3660 Calafia Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>827600.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/cba8d05ca26...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/3660-Calafia-Ave-Oakland-CA-94605...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.147130</td>\n",
              "      <td>37.756493</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24799844</td>\n",
              "      <td>2306.0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2428</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3660, Calafia Avenue, Oakland, Alameda County...</td>\n",
              "      <td>(37.7565108, -122.14716526934097, 0.0)</td>\n",
              "      <td>37.756511</td>\n",
              "      <td>-122.147165</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4356.000000</td>\n",
              "      <td>8300 Outlook Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/b8eff4748af...</td>\n",
              "      <td>817500</td>\n",
              "      <td>/homedetails/8300-Outlook-Ave-Oakland-CA-94605...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.161640</td>\n",
              "      <td>37.763706</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24799285</td>\n",
              "      <td>3268.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>1737</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(8300, Outlook Avenue, Oakland, Alameda County...</td>\n",
              "      <td>(37.76366555, -122.16166289506438, 0.0)</td>\n",
              "      <td>37.763666</td>\n",
              "      <td>-122.161663</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.292998</td>\n",
              "      <td>8424 Golf Links Rd, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-50112.0</td>\n",
              "      <td>877000.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/fdddaca2f0f...</td>\n",
              "      <td>848888</td>\n",
              "      <td>/homedetails/8424-Golf-Links-Rd-Oakland-CA-946...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.159850</td>\n",
              "      <td>37.762016</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24799369</td>\n",
              "      <td>6363.0</td>\n",
              "      <td>25</td>\n",
              "      <td>3</td>\n",
              "      <td>2392</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(8424, Golf Links Road, Oakland, Alameda Count...</td>\n",
              "      <td>(37.76040489347424, -122.15722524162177, 0.0)</td>\n",
              "      <td>37.760405</td>\n",
              "      <td>-122.157225</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6969.600000</td>\n",
              "      <td>3061 Malcolm Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-20000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/72793fe7d51...</td>\n",
              "      <td>825000</td>\n",
              "      <td>/homedetails/3061-Malcolm-Ave-Oakland-CA-94605...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.144720</td>\n",
              "      <td>37.746174</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24807867</td>\n",
              "      <td>3987.0</td>\n",
              "      <td>45</td>\n",
              "      <td>2</td>\n",
              "      <td>1338</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3061, Malcolm Avenue, Oakland, Alameda County...</td>\n",
              "      <td>(37.7461842, -122.14473985786739, 0.0)</td>\n",
              "      <td>37.746184</td>\n",
              "      <td>-122.144740</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>1.120000</td>\n",
              "      <td>11165 Lochard St, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/989d1167e9b...</td>\n",
              "      <td>998000</td>\n",
              "      <td>/homedetails/11165-Lochard-St-Oakland-CA-94605...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.129840</td>\n",
              "      <td>37.747810</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24808574</td>\n",
              "      <td>5293.0</td>\n",
              "      <td>40</td>\n",
              "      <td>2</td>\n",
              "      <td>2155</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(11165, Lochard Street, Oakland, Alameda Count...</td>\n",
              "      <td>(37.74779495, -122.12988507802496, 0.0)</td>\n",
              "      <td>37.747795</td>\n",
              "      <td>-122.129885</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6272.640000</td>\n",
              "      <td>3487 Margarita Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-24000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/356565ac68c...</td>\n",
              "      <td>875000</td>\n",
              "      <td>/homedetails/3487-Margarita-Ave-Oakland-CA-946...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.150154</td>\n",
              "      <td>37.758602</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24799995</td>\n",
              "      <td>3983.0</td>\n",
              "      <td>52</td>\n",
              "      <td>2</td>\n",
              "      <td>1608</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3487, Margarita Avenue, Oakland, Alameda Coun...</td>\n",
              "      <td>(37.7585828, -122.15016413879542, 0.0)</td>\n",
              "      <td>37.758583</td>\n",
              "      <td>-122.150164</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4400.000000</td>\n",
              "      <td>2708 60th Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>969300.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/ed36165ebbc...</td>\n",
              "      <td>905000</td>\n",
              "      <td>/homedetails/2708-60th-Ave-Oakland-CA-94605/24...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.188110</td>\n",
              "      <td>37.771790</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24788169</td>\n",
              "      <td>3828.0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1540</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(2708, 60th Avenue, Seminary Park, Oakland, Al...</td>\n",
              "      <td>(37.77180975, -122.18811842292632, 0.0)</td>\n",
              "      <td>37.771810</td>\n",
              "      <td>-122.188118</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5662.800000</td>\n",
              "      <td>7810 Sanford St, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-51000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/efda246931b...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/7810-Sanford-St-Oakland-CA-94605/...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.154686</td>\n",
              "      <td>37.773537</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24794988</td>\n",
              "      <td>4489.0</td>\n",
              "      <td>15</td>\n",
              "      <td>2</td>\n",
              "      <td>1392</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(7810, Sanford Street, Oakland, Alameda County...</td>\n",
              "      <td>(37.7735582, -122.15466594724543, 0.0)</td>\n",
              "      <td>37.773558</td>\n",
              "      <td>-122.154666</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>9174.000000</td>\n",
              "      <td>3660 Oak Knoll Blvd, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>905200.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/27c36ccf376...</td>\n",
              "      <td>849000</td>\n",
              "      <td>/homedetails/3660-Oak-Knoll-Blvd-Oakland-CA-94...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.148380</td>\n",
              "      <td>37.758030</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24799882</td>\n",
              "      <td>5834.0</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>3160</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3660, Oak Knoll Boulevard, Oakland, Alameda C...</td>\n",
              "      <td>(37.7580354, -122.14845002918919, 0.0)</td>\n",
              "      <td>37.758035</td>\n",
              "      <td>-122.148450</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7405.200000</td>\n",
              "      <td>9810 Thermal St, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-111000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/52152c60527...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/9810-Thermal-St-Oakland-CA-94605/...</td>\n",
              "      <td>5</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.157320</td>\n",
              "      <td>37.749954</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24807209</td>\n",
              "      <td>5063.0</td>\n",
              "      <td>31</td>\n",
              "      <td>3</td>\n",
              "      <td>3010</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(9810, Thermal Street, Oakland, Alameda County...</td>\n",
              "      <td>(37.7499567, -122.15733749612332, 0.0)</td>\n",
              "      <td>37.749957</td>\n",
              "      <td>-122.157337</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7840.800000</td>\n",
              "      <td>4701 Dunkirk Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/5b6bd1bd0ee...</td>\n",
              "      <td>1099000</td>\n",
              "      <td>/homedetails/4701-Dunkirk-Ave-Oakland-CA-94605...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.126100</td>\n",
              "      <td>37.753227</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24809121</td>\n",
              "      <td>4737.0</td>\n",
              "      <td>38</td>\n",
              "      <td>2</td>\n",
              "      <td>1792</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4701, Dunkirk Avenue, Oakland, Alameda County...</td>\n",
              "      <td>(37.75325155, -122.12609153, 0.0)</td>\n",
              "      <td>37.753252</td>\n",
              "      <td>-122.126092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6098.400000</td>\n",
              "      <td>6398 Buena Ventura Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/adb24f7766e...</td>\n",
              "      <td>999000</td>\n",
              "      <td>/homedetails/6398-Buena-Ventura-Ave-Oakland-CA...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.175255</td>\n",
              "      <td>37.776794</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24786502</td>\n",
              "      <td>4448.0</td>\n",
              "      <td>45</td>\n",
              "      <td>3</td>\n",
              "      <td>2242</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6398, Buena Ventura Avenue, Millsmont, Oaklan...</td>\n",
              "      <td>(37.7767953, -122.1752679497879, 0.0)</td>\n",
              "      <td>37.776795</td>\n",
              "      <td>-122.175268</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.350000</td>\n",
              "      <td>4055 Sequoyah Rd, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-99000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/551a3e6e5af...</td>\n",
              "      <td>1200000</td>\n",
              "      <td>/homedetails/4055-Sequoyah-Rd-Oakland-CA-94605...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.143340</td>\n",
              "      <td>37.762707</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24809936</td>\n",
              "      <td>6588.0</td>\n",
              "      <td>81</td>\n",
              "      <td>3</td>\n",
              "      <td>3398</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4055, Sequoyah Road, Oakland, Alameda County,...</td>\n",
              "      <td>(37.762713950000006, -122.14334535234269, 0.0)</td>\n",
              "      <td>37.762714</td>\n",
              "      <td>-122.143345</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>175 Sequoyah View Dr, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/9b872a8fd12...</td>\n",
              "      <td>1150000</td>\n",
              "      <td>/homedetails/175-Sequoyah-View-Dr-Oakland-CA-9...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.139290</td>\n",
              "      <td>37.759830</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24809653</td>\n",
              "      <td>4398.0</td>\n",
              "      <td>154</td>\n",
              "      <td>2</td>\n",
              "      <td>1834</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(175, Sequoyah View Drive, Oakland, Alameda Co...</td>\n",
              "      <td>(37.7598345, -122.1393037617197, 0.0)</td>\n",
              "      <td>37.759834</td>\n",
              "      <td>-122.139304</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>10990 Caloden St, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1094200.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/7ebf3a60a67...</td>\n",
              "      <td>1135000</td>\n",
              "      <td>/homedetails/10990-Caloden-St-Oakland-CA-94605...</td>\n",
              "      <td>4</td>\n",
              "      <td>FORECLOSURE</td>\n",
              "      <td>-122.127610</td>\n",
              "      <td>37.753323</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>2087568319</td>\n",
              "      <td>6507.0</td>\n",
              "      <td>107</td>\n",
              "      <td>4</td>\n",
              "      <td>4055</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(10990, Caloden Street, Oakland, Alameda Count...</td>\n",
              "      <td>(37.75174354966072, -122.12621002413636, 0.0)</td>\n",
              "      <td>37.751744</td>\n",
              "      <td>-122.126210</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>6336 Buena Ventura Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-52000.0</td>\n",
              "      <td>1413600.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/c274965e898...</td>\n",
              "      <td>1057000</td>\n",
              "      <td>/homedetails/6336-Buena-Ventura-Ave-Oakland-CA...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.175760</td>\n",
              "      <td>37.776930</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>94686184</td>\n",
              "      <td>4474.0</td>\n",
              "      <td>143</td>\n",
              "      <td>3</td>\n",
              "      <td>2257</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6336, Buena Ventura Avenue, Millsmont, Oaklan...</td>\n",
              "      <td>(37.776927, -122.176125, 0.0)</td>\n",
              "      <td>37.776927</td>\n",
              "      <td>-122.176125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5662.800000</td>\n",
              "      <td>6701 Outlook Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>25000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/f7e6c9b98d3...</td>\n",
              "      <td>825000</td>\n",
              "      <td>/homedetails/6701-Outlook-Ave-Oakland-CA-94605...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.174065</td>\n",
              "      <td>37.773746</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24785995</td>\n",
              "      <td>3536.0</td>\n",
              "      <td>51</td>\n",
              "      <td>2</td>\n",
              "      <td>1430</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6701, Outlook Avenue, Millsmont, Oakland, Ala...</td>\n",
              "      <td>(37.77373265, -122.17408860970022, 0.0)</td>\n",
              "      <td>37.773733</td>\n",
              "      <td>-122.174089</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>82 Elysian Fields Dr, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>-50.0</td>\n",
              "      <td>1416800.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/09dc596d7d0...</td>\n",
              "      <td>1199950</td>\n",
              "      <td>/homedetails/82-Elysian-Fields-Dr-Oakland-CA-9...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.139020</td>\n",
              "      <td>37.759300</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24809735</td>\n",
              "      <td>4976.0</td>\n",
              "      <td>116</td>\n",
              "      <td>3</td>\n",
              "      <td>2058</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(82, Elysian Fields Drive, Oakland, Alameda Co...</td>\n",
              "      <td>(37.759302000000005, -122.1390372561495, 0.0)</td>\n",
              "      <td>37.759302</td>\n",
              "      <td>-122.139037</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>4180 Dingley St, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>25000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/d33eae8bee8...</td>\n",
              "      <td>1200000</td>\n",
              "      <td>/homedetails/4180-Dingley-St-Oakland-CA-94605/...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.131584</td>\n",
              "      <td>37.749413</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24808791</td>\n",
              "      <td>5663.0</td>\n",
              "      <td>167</td>\n",
              "      <td>3</td>\n",
              "      <td>2480</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4180, Dingley Street, Oakland, Alameda County...</td>\n",
              "      <td>(37.7493999, -122.13158328638814, 0.0)</td>\n",
              "      <td>37.749400</td>\n",
              "      <td>-122.131583</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5207.000000</td>\n",
              "      <td>6193 Oakdale Ave, Oakland, CA 94605</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/221b2606e64...</td>\n",
              "      <td>890800</td>\n",
              "      <td>/homedetails/6193-Oakdale-Ave-Oakland-CA-94605...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.175610</td>\n",
              "      <td>37.778168</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24786512</td>\n",
              "      <td>4044.0</td>\n",
              "      <td>626</td>\n",
              "      <td>3</td>\n",
              "      <td>2020</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>True</td>\n",
              "      <td>(6193, Oakdale Avenue, Millsmont, Oakland, Ala...</td>\n",
              "      <td>(37.778225, -122.17558310891911, 0.0)</td>\n",
              "      <td>37.778225</td>\n",
              "      <td>-122.175583</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>32 Kingwood Rd, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/07f74b0a2a3...</td>\n",
              "      <td>985000</td>\n",
              "      <td>/homedetails/32-Kingwood-Rd-Oakland-CA-94619/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.176170</td>\n",
              "      <td>37.796394</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24786671</td>\n",
              "      <td>5214.0</td>\n",
              "      <td>10</td>\n",
              "      <td>3</td>\n",
              "      <td>2028</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(32, Kingwood Road, Oakland Hills, Oakland, Al...</td>\n",
              "      <td>(37.796409350000005, -122.1761585227386, 0.0)</td>\n",
              "      <td>37.796409</td>\n",
              "      <td>-122.176159</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.350000</td>\n",
              "      <td>301 Rishell Dr, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1334500.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/aef61822459...</td>\n",
              "      <td>1190000</td>\n",
              "      <td>/homedetails/301-Rishell-Dr-Oakland-CA-94619/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.173970</td>\n",
              "      <td>37.799152</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24787037</td>\n",
              "      <td>4995.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1892</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(301, Rishell Drive, Oakland Hills, Oakland, A...</td>\n",
              "      <td>(37.79916295, -122.17399133877623, 0.0)</td>\n",
              "      <td>37.799163</td>\n",
              "      <td>-122.173991</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>0.280000</td>\n",
              "      <td>4121 Maybelle Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/04af8831775...</td>\n",
              "      <td>1098000</td>\n",
              "      <td>/homedetails/4121-Maybelle-Ave-Oakland-CA-9461...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.189640</td>\n",
              "      <td>37.793090</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24775936</td>\n",
              "      <td>4748.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1710</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>acres</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4121, Maybelle Avenue, Laurel, Oakland Hills,...</td>\n",
              "      <td>(37.79307575, -122.1896192001777, 0.0)</td>\n",
              "      <td>37.793076</td>\n",
              "      <td>-122.189619</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>3817 Enos Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/3b0b0e1dc1b...</td>\n",
              "      <td>995000</td>\n",
              "      <td>/homedetails/3817-Enos-Ave-Oakland-CA-94619/24...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.187380</td>\n",
              "      <td>37.787254</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24784395</td>\n",
              "      <td>4290.0</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>2020</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3817, Enos Avenue, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.78725155, -122.1873880666761, 0.0)</td>\n",
              "      <td>37.787252</td>\n",
              "      <td>-122.187388</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>8276.400000</td>\n",
              "      <td>5040 Parkridge Dr, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/ae79c6e7f31...</td>\n",
              "      <td>1195000</td>\n",
              "      <td>/homedetails/5040-Parkridge-Dr-Oakland-CA-9461...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.148310</td>\n",
              "      <td>37.789524</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24914331</td>\n",
              "      <td>5007.0</td>\n",
              "      <td>32</td>\n",
              "      <td>3</td>\n",
              "      <td>2127</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(5040, Parkridge Drive, Oakland, Alameda Count...</td>\n",
              "      <td>(37.7895288, -122.14833269826049, 0.0)</td>\n",
              "      <td>37.789529</td>\n",
              "      <td>-122.148333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4356.000000</td>\n",
              "      <td>3374 Madera Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1126100.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/5bdd4370f52...</td>\n",
              "      <td>998000</td>\n",
              "      <td>/homedetails/3374-Madera-Ave-Oakland-CA-94619/...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.191450</td>\n",
              "      <td>37.781890</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>299067815</td>\n",
              "      <td>4526.0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1657</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3374, Madera Avenue, Maxwell Park, Oakland, A...</td>\n",
              "      <td>(37.781907700000005, -122.19144944555576, 0.0)</td>\n",
              "      <td>37.781908</td>\n",
              "      <td>-122.191449</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4578.156000</td>\n",
              "      <td>4854 Walnut St, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/aeaf37f1b3b...</td>\n",
              "      <td>895000</td>\n",
              "      <td>/homedetails/4854-Walnut-St-Oakland-CA-94619/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.198845</td>\n",
              "      <td>37.779106</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24782322</td>\n",
              "      <td>3598.0</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>2155</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4854, Walnut Street, Maxwell Park, East Oakla...</td>\n",
              "      <td>(37.7791103, -122.19886697121387, 0.0)</td>\n",
              "      <td>37.779110</td>\n",
              "      <td>-122.198867</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6098.400000</td>\n",
              "      <td>4115 39th Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/95e1cd5ce90...</td>\n",
              "      <td>948000</td>\n",
              "      <td>/homedetails/4115-39th-Ave-Oakland-CA-94619/24...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.190390</td>\n",
              "      <td>37.794716</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24775784</td>\n",
              "      <td>5171.0</td>\n",
              "      <td>32</td>\n",
              "      <td>2</td>\n",
              "      <td>1827</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4115, 39th Avenue, Laurel, Oakland Hills, Oak...</td>\n",
              "      <td>(37.79472005, -122.190393, 0.0)</td>\n",
              "      <td>37.794720</td>\n",
              "      <td>-122.190393</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>7405.200000</td>\n",
              "      <td>4445 Fair Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1293400.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/23e6ef21e9f...</td>\n",
              "      <td>1095000</td>\n",
              "      <td>/homedetails/4445-Fair-Ave-Oakland-CA-94619/24...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.185760</td>\n",
              "      <td>37.790230</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24776211</td>\n",
              "      <td>3827.0</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>1380</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4445, Fair Avenue, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.790526142857146, -122.18604536734694, 0.0)</td>\n",
              "      <td>37.790526</td>\n",
              "      <td>-122.186045</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4360.000000</td>\n",
              "      <td>2707 Monticello Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>-90000.0</td>\n",
              "      <td>863600.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/b7ef54660f1...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/2707-Monticello-Ave-Oakland-CA-94...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.198550</td>\n",
              "      <td>37.779343</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24782319</td>\n",
              "      <td>5055.0</td>\n",
              "      <td>143</td>\n",
              "      <td>4</td>\n",
              "      <td>2241</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(2707, Monticello Avenue, Maxwell Park, East O...</td>\n",
              "      <td>(37.77933075, -122.19852965292671, 0.0)</td>\n",
              "      <td>37.779331</td>\n",
              "      <td>-122.198530</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4791.600000</td>\n",
              "      <td>3755 Brown Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/82842dd270f...</td>\n",
              "      <td>950000</td>\n",
              "      <td>/homedetails/3755-Brown-Ave-Oakland-CA-94619/2...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.196600</td>\n",
              "      <td>37.793340</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24775480</td>\n",
              "      <td>3820.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1272</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3755, Brown Avenue, Laurel, Oakland Hills, Oa...</td>\n",
              "      <td>(37.79333665, -122.19659796540344, 0.0)</td>\n",
              "      <td>37.793337</td>\n",
              "      <td>-122.196598</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>6969.600000</td>\n",
              "      <td>3814 Quigley St, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>-50000.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/411b2b60d21...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/3814-Quigley-St-Oakland-CA-94619/...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.200000</td>\n",
              "      <td>37.790466</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24776639</td>\n",
              "      <td>4111.0</td>\n",
              "      <td>120</td>\n",
              "      <td>3</td>\n",
              "      <td>1767</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3814;3816, Quigley Street, Laurel, Oakland, A...</td>\n",
              "      <td>(37.7904944, -122.19999501815207, 0.0)</td>\n",
              "      <td>37.790494</td>\n",
              "      <td>-122.199995</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4356.000000</td>\n",
              "      <td>3106 Rawson St, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>-16000.0</td>\n",
              "      <td>979200.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/a5071d6d723...</td>\n",
              "      <td>980000</td>\n",
              "      <td>/homedetails/3106-Rawson-St-Oakland-CA-94619/2...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.192830</td>\n",
              "      <td>37.780010</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24782948</td>\n",
              "      <td>4208.0</td>\n",
              "      <td>61</td>\n",
              "      <td>2</td>\n",
              "      <td>1839</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(3106, Rawson Street, Maxwell Park, East Oakla...</td>\n",
              "      <td>(37.7800091, -122.19284280585038, 0.0)</td>\n",
              "      <td>37.780009</td>\n",
              "      <td>-122.192843</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>4433 Fair Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/0c5d3d7bb90...</td>\n",
              "      <td>995000</td>\n",
              "      <td>/homedetails/4433-Fair-Ave-Oakland-CA-94619/24...</td>\n",
              "      <td>4</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.185980</td>\n",
              "      <td>37.790318</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24776210</td>\n",
              "      <td>NaN</td>\n",
              "      <td>32</td>\n",
              "      <td>3</td>\n",
              "      <td>1528</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4433, Fair Avenue, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.790305000000004, -122.18597580275642, 0.0)</td>\n",
              "      <td>37.790305</td>\n",
              "      <td>-122.185976</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5967.720000</td>\n",
              "      <td>6 Wyman Pl, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>-70000.0</td>\n",
              "      <td>1031700.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/6ff9a949df1...</td>\n",
              "      <td>925000</td>\n",
              "      <td>/homedetails/6-Wyman-Pl-Oakland-CA-94619/24784...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.188540</td>\n",
              "      <td>37.782100</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24784149</td>\n",
              "      <td>3227.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1800</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(6, Wyman Place, Maxwell Park, Oakland, Alamed...</td>\n",
              "      <td>(37.78211895, -122.18854719286996, 0.0)</td>\n",
              "      <td>37.782119</td>\n",
              "      <td>-122.188547</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>2940.038600</td>\n",
              "      <td>4728 Meldon Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1028300.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/7e53c90cee2...</td>\n",
              "      <td>895888</td>\n",
              "      <td>/homedetails/4728-Meldon-Ave-Oakland-CA-94619/...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.194440</td>\n",
              "      <td>37.784035</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24783888</td>\n",
              "      <td>3958.0</td>\n",
              "      <td>40</td>\n",
              "      <td>2</td>\n",
              "      <td>1746</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4728, Meldon Avenue, Maxwell Park, Oakland, A...</td>\n",
              "      <td>(37.78403215, -122.19445689000347, 0.0)</td>\n",
              "      <td>37.784032</td>\n",
              "      <td>-122.194457</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>5227.200000</td>\n",
              "      <td>4542 Davenport Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>1312800.0</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/330fdb1603e...</td>\n",
              "      <td>1095000</td>\n",
              "      <td>/homedetails/4542-Davenport-Ave-Oakland-CA-946...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.183610</td>\n",
              "      <td>37.789560</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24784432</td>\n",
              "      <td>3678.0</td>\n",
              "      <td>95</td>\n",
              "      <td>2</td>\n",
              "      <td>1295</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(4542, Davenport Avenue, Oakland, Alameda Coun...</td>\n",
              "      <td>(37.789557599999995, -122.18362017025018, 0.0)</td>\n",
              "      <td>37.789558</td>\n",
              "      <td>-122.183620</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>None</td>\n",
              "      <td>SINGLE_FAMILY</td>\n",
              "      <td>4356.000000</td>\n",
              "      <td>2824 Best Ave, Oakland, CA 94619</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://photos.zillowstatic.com/fp/ae41cdc710b...</td>\n",
              "      <td>899000</td>\n",
              "      <td>/homedetails/2824-Best-Ave-Oakland-CA-94619/24...</td>\n",
              "      <td>3</td>\n",
              "      <td>None</td>\n",
              "      <td>-122.196030</td>\n",
              "      <td>37.779747</td>\n",
              "      <td>FOR_SALE</td>\n",
              "      <td>24783157</td>\n",
              "      <td>3753.0</td>\n",
              "      <td>28</td>\n",
              "      <td>1</td>\n",
              "      <td>1466</td>\n",
              "      <td>USA</td>\n",
              "      <td>USD</td>\n",
              "      <td>sqft</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>(2824, Best Avenue, Maxwell Park, East Oakland...</td>\n",
              "      <td>(37.7797495, -122.19603073664615, 0.0)</td>\n",
              "      <td>37.779750</td>\n",
              "      <td>-122.196031</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9M</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-077cdc75-d2ca-48f4-b36d-1c555efee36a')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\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-077cdc75-d2ca-48f4-b36d-1c555efee36a 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-077cdc75-d2ca-48f4-b36d-1c555efee36a');\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",
              "\n",
              "\n",
              "<div id=\"df-626a23ba-6ed7-4e21-a90e-b342e87b64a3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-626a23ba-6ed7-4e21-a90e-b342e87b64a3')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-626a23ba-6ed7-4e21-a90e-b342e87b64a3 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_48972904-e946-4262-bef5-56f6da11c29e\">\n",
              "    <style>\n",
              "      .colab-df-generate {\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-generate: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-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate: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",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df_z_for_sale')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_48972904-e946-4262-bef5-56f6da11c29e button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('df_z_for_sale');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_z_for_sale"
            }
          },
          "metadata": {},
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.dropna(subset=['loc'],inplace=True)"
      ],
      "metadata": {
        "id": "cJyQAfx-7B87"
      },
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"price2\"] = df['price'].apply(lambda x: f'{x/10**6:.1f}M')"
      ],
      "metadata": {
        "id": "S9TbwwVvP-EF"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"address_price\"] = df['address'] + ', ' + df['price2']"
      ],
      "metadata": {
        "id": "q6YhYzyARht2"
      },
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"point\"]= df[\"loc\"].apply(lambda loc: tuple(loc.point) if loc else None)"
      ],
      "metadata": {
        "id": "VDSfV30F-H1_"
      },
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[['lat', 'lon', 'altitude']] = pd.DataFrame(df['point'].to_list(), index=df.index)"
      ],
      "metadata": {
        "id": "CkLhKPHc-KUY"
      },
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# import the library and its Marker clusterization service\n",
        "import folium\n",
        "from folium.plugins import MarkerCluster\n",
        "# Create a map object and center it to the avarage coordinates to m\n",
        "m = folium.Map(location=df[[\"lat\", \"lon\"]].mean().to_list(), zoom_start=2)\n",
        "# if the points are too close to each other, cluster them, create a cluster overlay with MarkerCluster, add to m\n",
        "marker_cluster = MarkerCluster().add_to(m)\n",
        "# draw the markers and assign popup and hover texts\n",
        "# add the markers the the cluster layers so that they are automatically clustered\n",
        "for i,r in df.iterrows():\n",
        "    location = (r[\"lat\"], r[\"lon\"])\n",
        "    folium.Marker(location=location,\n",
        "\n",
        "                      tooltip=r['address_price'])\\\n",
        "    .add_to(marker_cluster)\n",
        "# display the map\n",
        "m"
      ],
      "metadata": {
        "id": "fcmR3A8g-NLB",
        "outputId": "e4e5346d-3163-4ff4-9ac4-91d1b7a73006",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 836
        }
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7b4cbe2db220>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
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              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
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              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n",
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              "&lt;script&gt;\n",
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              "    \n",
              "            var map_c2bd0efc10efbe8f3c34e132a2f5a53b = L.map(\n",
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              "            var tile_layer_821c4549cab5a168e7834c644b9bb45f = L.tileLayer(\n",
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              "            tile_layer_821c4549cab5a168e7834c644b9bb45f.addTo(map_c2bd0efc10efbe8f3c34e132a2f5a53b);\n",
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              "        \n",
              "    \n",
              "            marker_0c138de02a5e18bb7b9982c9b7be60c4.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "        \n",
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              "            marker_bd9b952011e2f27939a75a3eb0a074de.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "                `&lt;div&gt;\n",
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              "        \n",
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              "        \n",
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              "                `&lt;div&gt;\n",
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              "            var marker_f321e629c2dd8b1ce293d5eb48060be3 = L.marker(\n",
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              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_f321e629c2dd8b1ce293d5eb48060be3.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "        \n",
              "    \n",
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              "        \n",
              "    \n",
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              "                `&lt;div&gt;\n",
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              "        \n",
              "    \n",
              "            var marker_202478754f35fb96193dca70818b0017 = L.marker(\n",
              "                [37.78449845, -122.17480175],\n",
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              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_202478754f35fb96193dca70818b0017.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "        \n",
              "    \n",
              "            var marker_0a4c74e7ed5cc7c988059bd94f6166b1 = L.marker(\n",
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              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
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              "            marker_0a4c74e7ed5cc7c988059bd94f6166b1.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "            var marker_65ebcb641f62b0a0769a98169098a898 = L.marker(\n",
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              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_65ebcb641f62b0a0769a98169098a898.bindTooltip(\n",
              "                `&lt;div&gt;\n",
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              "        \n",
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              "            var marker_081a339b9fd71cac405b982838d6e467 = L.marker(\n",
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              "            marker_081a339b9fd71cac405b982838d6e467.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     8300 Outlook Ave, Oakland, CA 94605, 0.8M\n",
              "                 &lt;/div&gt;`,\n",
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              "            var marker_3e0bd7f00e3032f0b8bc02e88a1b587c = L.marker(\n",
              "                [37.76040489347424, -122.15722524162177],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_3e0bd7f00e3032f0b8bc02e88a1b587c.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     8424 Golf Links Rd, Oakland, CA 94605, 0.8M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_80586f3e3fae5380bd799fa99060643e = L.marker(\n",
              "                [37.7461842, -122.14473985786739],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_80586f3e3fae5380bd799fa99060643e.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3061 Malcolm Ave, Oakland, CA 94605, 0.8M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_81f7be27cc50a22272643156274ef2d4 = L.marker(\n",
              "                [37.74779495, -122.12988507802496],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_81f7be27cc50a22272643156274ef2d4.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     11165 Lochard St, Oakland, CA 94605, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_6720e53ba0c00e875bf4ba763753d705 = L.marker(\n",
              "                [37.7585828, -122.15016413879542],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_6720e53ba0c00e875bf4ba763753d705.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3487 Margarita Ave, Oakland, CA 94605, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_913cdeef8f2ba2cba8052f1247f8d90d = L.marker(\n",
              "                [37.77180975, -122.18811842292632],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_913cdeef8f2ba2cba8052f1247f8d90d.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     2708 60th Ave, Oakland, CA 94605, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_1661398c448b57f6925dc7d9649366de = L.marker(\n",
              "                [37.7735582, -122.15466594724543],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_1661398c448b57f6925dc7d9649366de.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     7810 Sanford St, Oakland, CA 94605, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_404e8629d2798cfe58d92ab2d32b4d77 = L.marker(\n",
              "                [37.7580354, -122.14845002918919],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_404e8629d2798cfe58d92ab2d32b4d77.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3660 Oak Knoll Blvd, Oakland, CA 94605, 0.8M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_c3ae01d0b5accd0e278cc734a15907e0 = L.marker(\n",
              "                [37.7499567, -122.15733749612332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_c3ae01d0b5accd0e278cc734a15907e0.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     9810 Thermal St, Oakland, CA 94605, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_caa91543180560950e7d68611ee68160 = L.marker(\n",
              "                [37.75325155, -122.12609153],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_caa91543180560950e7d68611ee68160.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4701 Dunkirk Ave, Oakland, CA 94605, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_1c416e75dc523497fc565ead3cd51ad2 = L.marker(\n",
              "                [37.7767953, -122.1752679497879],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_1c416e75dc523497fc565ead3cd51ad2.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     6398 Buena Ventura Ave, Oakland, CA 94605, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_16f820a1fcba5b98926371c2a06cde05 = L.marker(\n",
              "                [37.762713950000006, -122.14334535234269],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_16f820a1fcba5b98926371c2a06cde05.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4055 Sequoyah Rd, Oakland, CA 94605, 1.2M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_60fc8884bffe185937c45a59e374ecf3 = L.marker(\n",
              "                [37.7598345, -122.1393037617197],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_60fc8884bffe185937c45a59e374ecf3.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     175 Sequoyah View Dr, Oakland, CA 94605, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_d6000fcd8a9e410abf900691efbbab61 = L.marker(\n",
              "                [37.75174354966072, -122.12621002413636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_d6000fcd8a9e410abf900691efbbab61.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     10990 Caloden St, Oakland, CA 94605, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_35939523a3f4303ed6b71340b88f001c = L.marker(\n",
              "                [37.776927, -122.176125],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_35939523a3f4303ed6b71340b88f001c.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     6336 Buena Ventura Ave, Oakland, CA 94605, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_31fadfe2cc267a4d50253d220204f565 = L.marker(\n",
              "                [37.77373265, -122.17408860970022],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_31fadfe2cc267a4d50253d220204f565.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     6701 Outlook Ave, Oakland, CA 94605, 0.8M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_21c7901fddc50e4af95f72aa0f38f6b8 = L.marker(\n",
              "                [37.759302000000005, -122.1390372561495],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_21c7901fddc50e4af95f72aa0f38f6b8.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     82 Elysian Fields Dr, Oakland, CA 94605, 1.2M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_73daa3f0ddfa3a09a41a496bf6123bf0 = L.marker(\n",
              "                [37.7493999, -122.13158328638814],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_73daa3f0ddfa3a09a41a496bf6123bf0.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4180 Dingley St, Oakland, CA 94605, 1.2M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_3f82875ff6a6b2d9ed27491732b97199 = L.marker(\n",
              "                [37.778225, -122.17558310891911],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_3f82875ff6a6b2d9ed27491732b97199.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     6193 Oakdale Ave, Oakland, CA 94605, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_2c35d98aaec813e469a38158603b743c = L.marker(\n",
              "                [37.796409350000005, -122.1761585227386],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_2c35d98aaec813e469a38158603b743c.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     32 Kingwood Rd, Oakland, CA 94619, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_b4737d55118b15539a8baee470e0ae4a = L.marker(\n",
              "                [37.79916295, -122.17399133877623],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_b4737d55118b15539a8baee470e0ae4a.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     301 Rishell Dr, Oakland, CA 94619, 1.2M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_5b8b331cb997d2dc6fd61b3b6ba489ca = L.marker(\n",
              "                [37.79307575, -122.1896192001777],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_5b8b331cb997d2dc6fd61b3b6ba489ca.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4121 Maybelle Ave, Oakland, CA 94619, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_125f7681b0fa6e68641d6c96ef965df3 = L.marker(\n",
              "                [37.78725155, -122.1873880666761],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_125f7681b0fa6e68641d6c96ef965df3.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3817 Enos Ave, Oakland, CA 94619, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_0be3b57b513f6d4b880287952bfbf624 = L.marker(\n",
              "                [37.7895288, -122.14833269826049],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_0be3b57b513f6d4b880287952bfbf624.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     5040 Parkridge Dr, Oakland, CA 94619, 1.2M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_6636879b6fa3d310ae92341d0c0c74b3 = L.marker(\n",
              "                [37.781907700000005, -122.19144944555576],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_6636879b6fa3d310ae92341d0c0c74b3.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3374 Madera Ave, Oakland, CA 94619, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_c93350e05ccee30f3bf78fae6766cd57 = L.marker(\n",
              "                [37.7791103, -122.19886697121387],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_c93350e05ccee30f3bf78fae6766cd57.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4854 Walnut St, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_7e91fe08109185d86b46527561ed2c05 = L.marker(\n",
              "                [37.79472005, -122.190393],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_7e91fe08109185d86b46527561ed2c05.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4115 39th Ave, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_042b0fcbd2116949b71b4a36daf31667 = L.marker(\n",
              "                [37.790526142857146, -122.18604536734694],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_042b0fcbd2116949b71b4a36daf31667.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4445 Fair Ave, Oakland, CA 94619, 1.1M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_ea87489166248ecae7e8aea691b635e7 = L.marker(\n",
              "                [37.77933075, -122.19852965292671],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_ea87489166248ecae7e8aea691b635e7.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     2707 Monticello Ave, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_31ab4c1645b72537e7a3b31555194f90 = L.marker(\n",
              "                [37.79333665, -122.19659796540344],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_31ab4c1645b72537e7a3b31555194f90.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3755 Brown Ave, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_0ad6a1e53e55c74d4d6c60851dee8f06 = L.marker(\n",
              "                [37.7904944, -122.19999501815207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_0ad6a1e53e55c74d4d6c60851dee8f06.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3814 Quigley St, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_553ea2b9935cf1d3a194b7074a2abee7 = L.marker(\n",
              "                [37.7800091, -122.19284280585038],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_553ea2b9935cf1d3a194b7074a2abee7.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     3106 Rawson St, Oakland, CA 94619, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_b112512aedde0ebb75851da97c5f1528 = L.marker(\n",
              "                [37.790305000000004, -122.18597580275642],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_b112512aedde0ebb75851da97c5f1528.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     4433 Fair Ave, Oakland, CA 94619, 1.0M\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_7677986b83e24ae1210b9bc6899b315e = L.marker(\n",
              "                [37.78211895, -122.18854719286996],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_74d787632a4b7519c40ced5c8d353ec8);\n",
              "        \n",
              "    \n",
              "            marker_7677986b83e24ae1210b9bc6899b315e.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     6 Wyman Pl, Oakland, CA 94619, 0.9M\n",
              "                 &lt;/div&gt;`,\n",
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          },
          "metadata": {},
          "execution_count": 68
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 802
        },
        "id": "CDIZTxJT9zud",
        "outputId": "0cd91cef-04d1-4010-f40b-633ed2edfe0b"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Name                               Address  \\\n",
              "0    House_0    5951 Grizzly Peak Blvd; Oakland CA   \n",
              "1    House_1            207 Taurus Ave; Oakland CA   \n",
              "2    House_2            5630 Balboa Dr; Oakland CA   \n",
              "3    House_3           1738 Indian Way; Oakland CA   \n",
              "4    House_4       6206 Valley View Rd; Oakland CA   \n",
              "5    House_5         684 Fairmount Ave; Oakland CA   \n",
              "6    House_6              134 Moss Ave; Oakland CA   \n",
              "7    House_7           6684 Banning Dr; Oakland CA   \n",
              "8    House_8           4250 Terrace St; Oakland CA   \n",
              "9    House_9   8040 Shepherd Canyon Rd; Oakland CA   \n",
              "10  House_10                   7 E Cir; Oakland CA   \n",
              "11  House_11             5892 Ascot Dr; Oakland CA   \n",
              "12  House_12           4246 Terrace St; Oakland CA   \n",
              "13  House_13               69 Echo Ave; Oakland CA   \n",
              "14  House_14            301 Rishell Dr; Oakland CA   \n",
              "15  House_15            4854 Walnut St; Oakland CA   \n",
              "16  House_16       2707 Monticello Ave; Oakland CA   \n",
              "17  House_17             4433 Fair Ave; Oakland CA   \n",
              "18  House_18                6 Wyman Pl; Oakland CA   \n",
              "19  House_19           4728 Meldon Ave; Oakland CA   \n",
              "20  House_20        4542 Davenport Ave; Oakland CA   \n",
              "21  House_21             3227 35th Ave; Oakland CA   \n",
              "22  House_22             2824 Best Ave; Oakland CA   \n",
              "23  House_23           3792 Angelo Ave; Oakland CA   \n",
              "\n",
              "                                                  loc  \\\n",
              "0   (5951, Grizzly Peak Boulevard, Oakland, Alamed...   \n",
              "1   (207, Taurus Avenue, Oakland, Alameda County, ...   \n",
              "2   (5630, Balboa Drive, Montclair, Oakland, Alame...   \n",
              "3   (1738, Indian Way, Oakland, Alameda County, Ca...   \n",
              "4   (6206, Valley View Road, Oakland, Alameda Coun...   \n",
              "5   (684, Fairmount Avenue, Piedmont Avenue, Oakla...   \n",
              "6   (134, Moss Avenue, Harrison/Oakland, Oakland, ...   \n",
              "7   (6684, Banning Drive, Oakland, Alameda County,...   \n",
              "8   (4250, Terrace Street, Broadway Auto Row, Nort...   \n",
              "9   (8040, Shepherd Canyon Road, Oakland, Alameda ...   \n",
              "10  (7, East Circle, Oakland, Alameda County, Cali...   \n",
              "11  (5892, Ascot Drive, Piedmont Pines, Oakland, A...   \n",
              "12  (4246, Terrace Street, Broadway Auto Row, Nort...   \n",
              "13  (69;71, Echo Avenue, Piedmont Avenue, North Oa...   \n",
              "14  (301, Rishell Drive, Oakland Hills, Oakland, A...   \n",
              "15  (4854, Walnut Street, Maxwell Park, East Oakla...   \n",
              "16  (2707, Monticello Avenue, Maxwell Park, East O...   \n",
              "17  (4433, Fair Avenue, Oakland, Alameda County, C...   \n",
              "18  (6, Wyman Place, Maxwell Park, Oakland, Alamed...   \n",
              "19  (4728, Meldon Avenue, Maxwell Park, Oakland, A...   \n",
              "20  (4542, Davenport Avenue, Oakland, Alameda Coun...   \n",
              "21  (3227, 35th Avenue, Laurel, Oakland, Alameda C...   \n",
              "22  (2824, Best Avenue, Maxwell Park, East Oakland...   \n",
              "23  (3792;3794;3796;3798, Angelo Avenue, Laurel, E...   \n",
              "\n",
              "                                             point        lat         lon  \\\n",
              "0          (37.85304255, -122.21158604551943, 0.0)  37.853043 -122.211586   \n",
              "1           (37.8395562, -122.21749807415506, 0.0)  37.839556 -122.217498   \n",
              "2          (37.83121455, -122.20598315537953, 0.0)  37.831215 -122.205983   \n",
              "3            (37.8402173, -122.2073642704905, 0.0)  37.840217 -122.207364   \n",
              "4          (37.84195695, -122.21083382112457, 0.0)  37.841957 -122.210834   \n",
              "5           (37.8227597, -122.25182527158438, 0.0)  37.822760 -122.251825   \n",
              "6          (37.82131785, -122.25378656433486, 0.0)  37.821318 -122.253787   \n",
              "7           (37.8316814, -122.19155820104427, 0.0)  37.831681 -122.191558   \n",
              "8   (37.830924350000004, -122.25305057518327, 0.0)  37.830924 -122.253051   \n",
              "9          (37.83576495, -122.18586692939164, 0.0)  37.835765 -122.185867   \n",
              "10          (37.83612815, -122.1917873128921, 0.0)  37.836128 -122.191787   \n",
              "11         (37.82031125, -122.19780369767905, 0.0)  37.820311 -122.197804   \n",
              "12  (37.830635540682195, -122.25346095364112, 0.0)  37.830636 -122.253461   \n",
              "13  (37.827648499999995, -122.24858316078213, 0.0)  37.827648 -122.248583   \n",
              "14         (37.79916295, -122.17399133877623, 0.0)  37.799163 -122.173991   \n",
              "15          (37.7791103, -122.19886697121387, 0.0)  37.779110 -122.198867   \n",
              "16         (37.77933075, -122.19852965292671, 0.0)  37.779331 -122.198530   \n",
              "17  (37.790305000000004, -122.18597580275642, 0.0)  37.790305 -122.185976   \n",
              "18         (37.78211895, -122.18854719286996, 0.0)  37.782119 -122.188547   \n",
              "19         (37.78403215, -122.19445689000347, 0.0)  37.784032 -122.194457   \n",
              "20  (37.789557599999995, -122.18362017025018, 0.0)  37.789558 -122.183620   \n",
              "21  (37.791799282828286, -122.20414713131314, 0.0)  37.791799 -122.204147   \n",
              "22          (37.7797495, -122.19603073664615, 0.0)  37.779750 -122.196031   \n",
              "23          (37.7878513, -122.20300734096043, 0.0)  37.787851 -122.203007   \n",
              "\n",
              "    altitude  \n",
              "0        0.0  \n",
              "1        0.0  \n",
              "2        0.0  \n",
              "3        0.0  \n",
              "4        0.0  \n",
              "5        0.0  \n",
              "6        0.0  \n",
              "7        0.0  \n",
              "8        0.0  \n",
              "9        0.0  \n",
              "10       0.0  \n",
              "11       0.0  \n",
              "12       0.0  \n",
              "13       0.0  \n",
              "14       0.0  \n",
              "15       0.0  \n",
              "16       0.0  \n",
              "17       0.0  \n",
              "18       0.0  \n",
              "19       0.0  \n",
              "20       0.0  \n",
              "21       0.0  \n",
              "22       0.0  \n",
              "23       0.0  "
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              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Address</th>\n",
              "      <th>loc</th>\n",
              "      <th>point</th>\n",
              "      <th>lat</th>\n",
              "      <th>lon</th>\n",
              "      <th>altitude</th>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>House_0</td>\n",
              "      <td>5951 Grizzly Peak Blvd; Oakland CA</td>\n",
              "      <td>(5951, Grizzly Peak Boulevard, Oakland, Alamed...</td>\n",
              "      <td>(37.85304255, -122.21158604551943, 0.0)</td>\n",
              "      <td>37.853043</td>\n",
              "      <td>-122.211586</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>House_1</td>\n",
              "      <td>207 Taurus Ave; Oakland CA</td>\n",
              "      <td>(207, Taurus Avenue, Oakland, Alameda County, ...</td>\n",
              "      <td>(37.8395562, -122.21749807415506, 0.0)</td>\n",
              "      <td>37.839556</td>\n",
              "      <td>-122.217498</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>House_2</td>\n",
              "      <td>5630 Balboa Dr; Oakland CA</td>\n",
              "      <td>(5630, Balboa Drive, Montclair, Oakland, Alame...</td>\n",
              "      <td>(37.83121455, -122.20598315537953, 0.0)</td>\n",
              "      <td>37.831215</td>\n",
              "      <td>-122.205983</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>House_3</td>\n",
              "      <td>1738 Indian Way; Oakland CA</td>\n",
              "      <td>(1738, Indian Way, Oakland, Alameda County, Ca...</td>\n",
              "      <td>(37.8402173, -122.2073642704905, 0.0)</td>\n",
              "      <td>37.840217</td>\n",
              "      <td>-122.207364</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>House_4</td>\n",
              "      <td>6206 Valley View Rd; Oakland CA</td>\n",
              "      <td>(6206, Valley View Road, Oakland, Alameda Coun...</td>\n",
              "      <td>(37.84195695, -122.21083382112457, 0.0)</td>\n",
              "      <td>37.841957</td>\n",
              "      <td>-122.210834</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>House_5</td>\n",
              "      <td>684 Fairmount Ave; Oakland CA</td>\n",
              "      <td>(684, Fairmount Avenue, Piedmont Avenue, Oakla...</td>\n",
              "      <td>(37.8227597, -122.25182527158438, 0.0)</td>\n",
              "      <td>37.822760</td>\n",
              "      <td>-122.251825</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>House_6</td>\n",
              "      <td>134 Moss Ave; Oakland CA</td>\n",
              "      <td>(134, Moss Avenue, Harrison/Oakland, Oakland, ...</td>\n",
              "      <td>(37.82131785, -122.25378656433486, 0.0)</td>\n",
              "      <td>37.821318</td>\n",
              "      <td>-122.253787</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>House_7</td>\n",
              "      <td>6684 Banning Dr; Oakland CA</td>\n",
              "      <td>(6684, Banning Drive, Oakland, Alameda County,...</td>\n",
              "      <td>(37.8316814, -122.19155820104427, 0.0)</td>\n",
              "      <td>37.831681</td>\n",
              "      <td>-122.191558</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>House_8</td>\n",
              "      <td>4250 Terrace St; Oakland CA</td>\n",
              "      <td>(4250, Terrace Street, Broadway Auto Row, Nort...</td>\n",
              "      <td>(37.830924350000004, -122.25305057518327, 0.0)</td>\n",
              "      <td>37.830924</td>\n",
              "      <td>-122.253051</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>House_9</td>\n",
              "      <td>8040 Shepherd Canyon Rd; Oakland CA</td>\n",
              "      <td>(8040, Shepherd Canyon Road, Oakland, Alameda ...</td>\n",
              "      <td>(37.83576495, -122.18586692939164, 0.0)</td>\n",
              "      <td>37.835765</td>\n",
              "      <td>-122.185867</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>House_10</td>\n",
              "      <td>7 E Cir; Oakland CA</td>\n",
              "      <td>(7, East Circle, Oakland, Alameda County, Cali...</td>\n",
              "      <td>(37.83612815, -122.1917873128921, 0.0)</td>\n",
              "      <td>37.836128</td>\n",
              "      <td>-122.191787</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>House_11</td>\n",
              "      <td>5892 Ascot Dr; Oakland CA</td>\n",
              "      <td>(5892, Ascot Drive, Piedmont Pines, Oakland, A...</td>\n",
              "      <td>(37.82031125, -122.19780369767905, 0.0)</td>\n",
              "      <td>37.820311</td>\n",
              "      <td>-122.197804</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>House_12</td>\n",
              "      <td>4246 Terrace St; Oakland CA</td>\n",
              "      <td>(4246, Terrace Street, Broadway Auto Row, Nort...</td>\n",
              "      <td>(37.830635540682195, -122.25346095364112, 0.0)</td>\n",
              "      <td>37.830636</td>\n",
              "      <td>-122.253461</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>House_13</td>\n",
              "      <td>69 Echo Ave; Oakland CA</td>\n",
              "      <td>(69;71, Echo Avenue, Piedmont Avenue, North Oa...</td>\n",
              "      <td>(37.827648499999995, -122.24858316078213, 0.0)</td>\n",
              "      <td>37.827648</td>\n",
              "      <td>-122.248583</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>House_14</td>\n",
              "      <td>301 Rishell Dr; Oakland CA</td>\n",
              "      <td>(301, Rishell Drive, Oakland Hills, Oakland, A...</td>\n",
              "      <td>(37.79916295, -122.17399133877623, 0.0)</td>\n",
              "      <td>37.799163</td>\n",
              "      <td>-122.173991</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>House_15</td>\n",
              "      <td>4854 Walnut St; Oakland CA</td>\n",
              "      <td>(4854, Walnut Street, Maxwell Park, East Oakla...</td>\n",
              "      <td>(37.7791103, -122.19886697121387, 0.0)</td>\n",
              "      <td>37.779110</td>\n",
              "      <td>-122.198867</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>House_16</td>\n",
              "      <td>2707 Monticello Ave; Oakland CA</td>\n",
              "      <td>(2707, Monticello Avenue, Maxwell Park, East O...</td>\n",
              "      <td>(37.77933075, -122.19852965292671, 0.0)</td>\n",
              "      <td>37.779331</td>\n",
              "      <td>-122.198530</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>House_17</td>\n",
              "      <td>4433 Fair Ave; Oakland CA</td>\n",
              "      <td>(4433, Fair Avenue, Oakland, Alameda County, C...</td>\n",
              "      <td>(37.790305000000004, -122.18597580275642, 0.0)</td>\n",
              "      <td>37.790305</td>\n",
              "      <td>-122.185976</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>House_18</td>\n",
              "      <td>6 Wyman Pl; Oakland CA</td>\n",
              "      <td>(6, Wyman Place, Maxwell Park, Oakland, Alamed...</td>\n",
              "      <td>(37.78211895, -122.18854719286996, 0.0)</td>\n",
              "      <td>37.782119</td>\n",
              "      <td>-122.188547</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>House_19</td>\n",
              "      <td>4728 Meldon Ave; Oakland CA</td>\n",
              "      <td>(4728, Meldon Avenue, Maxwell Park, Oakland, A...</td>\n",
              "      <td>(37.78403215, -122.19445689000347, 0.0)</td>\n",
              "      <td>37.784032</td>\n",
              "      <td>-122.194457</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>House_20</td>\n",
              "      <td>4542 Davenport Ave; Oakland CA</td>\n",
              "      <td>(4542, Davenport Avenue, Oakland, Alameda Coun...</td>\n",
              "      <td>(37.789557599999995, -122.18362017025018, 0.0)</td>\n",
              "      <td>37.789558</td>\n",
              "      <td>-122.183620</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>House_21</td>\n",
              "      <td>3227 35th Ave; Oakland CA</td>\n",
              "      <td>(3227, 35th Avenue, Laurel, Oakland, Alameda C...</td>\n",
              "      <td>(37.791799282828286, -122.20414713131314, 0.0)</td>\n",
              "      <td>37.791799</td>\n",
              "      <td>-122.204147</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>House_22</td>\n",
              "      <td>2824 Best Ave; Oakland CA</td>\n",
              "      <td>(2824, Best Avenue, Maxwell Park, East Oakland...</td>\n",
              "      <td>(37.7797495, -122.19603073664615, 0.0)</td>\n",
              "      <td>37.779750</td>\n",
              "      <td>-122.196031</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>House_23</td>\n",
              "      <td>3792 Angelo Ave; Oakland CA</td>\n",
              "      <td>(3792;3794;3796;3798, Angelo Avenue, Laurel, E...</td>\n",
              "      <td>(37.7878513, -122.20300734096043, 0.0)</td>\n",
              "      <td>37.787851</td>\n",
              "      <td>-122.203007</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bb212bfe-0859-4e26-90cb-8fc4727afde1')\"\n",
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              "  <style>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
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              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
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              "    }\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",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\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",
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              "        document.querySelector('#df-bb212bfe-0859-4e26-90cb-8fc4727afde1 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-bb212bfe-0859-4e26-90cb-8fc4727afde1');\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",
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              "\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "      border-top-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
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              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-7d08f86c-1b75-4faa-a3da-9281aeb80e6c button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_7b150514-b51d-495a-bd13-2904b1ae4268\">\n",
              "    <style>\n",
              "      .colab-df-generate {\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-generate: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-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate: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",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('data')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_7b150514-b51d-495a-bd13-2904b1ae4268 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('data');\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data",
              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 24,\n  \"fields\": [\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"House_8\",\n          \"House_16\",\n          \"House_0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Address\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \" 4250 Terrace St; Oakland CA\",\n          \" 2707 Monticello Ave; Oakland CA\",\n          \" 5951 Grizzly Peak Blvd; Oakland CA\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"loc\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"point\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          [\n            37.830924350000004,\n            -122.25305057518327,\n            0.0\n          ],\n          [\n            37.77933075,\n            -122.19852965292671,\n            0.0\n          ],\n          [\n            37.85304255,\n            -122.21158604551943,\n            0.0\n          ]\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.024844504492753557,\n        \"min\": 37.7791103,\n        \"max\": 37.85304255,\n        \"num_unique_values\": 24,\n        \"samples\": [\n          37.830924350000004,\n          37.77933075,\n          37.85304255\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"lon\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.024800083888997734,\n        \"min\": -122.25378656433486,\n        \"max\": -122.17399133877623,\n        \"num_unique_values\": 24,\n        \"samples\": [\n          -122.25305057518327,\n          -122.19852965292671,\n          -122.21158604551943\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"altitude\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 0.0,\n        \"max\": 0.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#https://towardsdatascience.com/pythons-geocoding-convert-a-list-of-addresses-into-a-map-f522ef513fd6#5352"
      ],
      "metadata": {
        "id": "QcOrngBoiO7F"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A_2d61vS5_mI"
      },
      "source": [
        "# End Notebook"
      ]
    }
  ]
}