FeatureEngineering.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Notebook Summary\n",
        "In this notebook we will use the sentence_transformers package to encode text features in the pairs dataset and compute their cosine similarities (dot-products). We will also calculate the geodesic distances between pairs."
      ],
      "metadata": {
        "id": "zUnSubjn333k"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "cf4xtadGzMXT"
      },
      "outputs": [],
      "source": [
        "# import basic packages\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# import pairs dataset\n",
        "pairs = pd.read_csv('pairs.csv')"
      ],
      "metadata": {
        "id": "2PLgHEDEzp5e"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Vector Encoding of Text Features Using BERT\n",
        "We'll use a pretrained multilanguage BERT model."
      ],
      "metadata": {
        "id": "DN4StNFs3-JY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install sentence_transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ds21qb8N3vl7",
        "outputId": "52feec42-3132-4d95-eada-d6e0606f8817"
      },
      "execution_count": 3,
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        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting sentence_transformers\n",
            "  Downloading sentence-transformers-2.2.0.tar.gz (79 kB)\n",
            "\u001b[K     |████████████████████████████████| 79 kB 6.7 MB/s \n",
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            "  Downloading sentencepiece-0.1.96-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.2 MB 60.6 MB/s \n",
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            "  Downloading huggingface_hub-0.8.1-py3-none-any.whl (101 kB)\n",
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            "Collecting tokenizers!=0.11.3,<0.13,>=0.11.1\n",
            "  Downloading tokenizers-0.12.1-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.6 MB 61.6 MB/s \n",
            "\u001b[?25hCollecting pyyaml>=5.1\n",
            "  Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n",
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            "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers) (2.23.0)\n",
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            "Building wheels for collected packages: sentence-transformers\n",
            "  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.0-py3-none-any.whl size=120747 sha256=cc19ee158237f54bda767cd3085b8799b283f8b10aef339feffc44d8c6ae0ff8\n",
            "  Stored in directory: /root/.cache/pip/wheels/83/c0/df/b6873ab7aac3f2465aa9144b6b4c41c4391cfecc027c8b07e7\n",
            "Successfully built sentence-transformers\n",
            "Installing collected packages: pyyaml, tokenizers, huggingface-hub, transformers, sentencepiece, sentence-transformers\n",
            "  Attempting uninstall: pyyaml\n",
            "    Found existing installation: PyYAML 3.13\n",
            "    Uninstalling PyYAML-3.13:\n",
            "      Successfully uninstalled PyYAML-3.13\n",
            "Successfully installed huggingface-hub-0.8.1 pyyaml-6.0 sentence-transformers-2.2.0 sentencepiece-0.1.96 tokenizers-0.12.1 transformers-4.20.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# import SentenceTransformers and cosine similarity function\n",
        "\n",
        "from sentence_transformers import SentenceTransformer\n",
        "from sentence_transformers.util import cos_sim"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ayk4Suhj4Gf6",
        "outputId": "1d1a7989-a687-4e1d-df97-bb128b8255e4"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/huggingface_hub/snapshot_download.py:11: FutureWarning: snapshot_download.py has been made private and will no longer be available from version 0.11. Please use `from huggingface_hub import snapshot_download` to import the only public function in this module. Other members of the file may be changed without a deprecation notice.\n",
            "  FutureWarning,\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We will initialize a pre-trained language model selected from this list: https://www.sbert.net/docs/pretrained_models.html. It will be chosen for simultaneous high performance and low computational overhead. We also want a multi-lingual model."
      ],
      "metadata": {
        "id": "v-tOgBvl4Ta3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize transformer model\n",
        "model = SentenceTransformer('paraphrase-multilingual-MiniLM-L12-v2')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488,
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        "id": "-2AmvkQD4PZW",
        "outputId": "b719b66a-4364-4e74-b3bc-7b402e5839a0"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/huggingface_hub/file_download.py:563: FutureWarning: `cached_download` is the legacy way to download files from the HF hub, please consider upgrading to `hf_hub_download`\n",
            "  FutureWarning,\n"
          ]
        },
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "features = ['name', 'address', 'city', 'state', 'zip', 'country', 'url', 'phone', 'categories']\n",
        "\n",
        "for f in features:\n",
        "  missing_bools = pairs[f+'_1'].isnull() | pairs[f+'_2'].isnull() #boolean series where a value of the feature is missing for each\n",
        "  filled_bools = ~missing_bools #boolean series where both values of the feature are filled\n",
        "\n",
        "  #Vector encode text features, where filled, for all pairs.\n",
        "  encode_1 = model.encode(pairs[filled_bools][f+'_1'].values) \n",
        "  encode_2 = model.encode(pairs[filled_bools][f+'_2'].values)\n",
        "  #compute cosine similarities with lazy loading (i.e. looping) to save RAM\n",
        "  n = len(encode_1)\n",
        "  sims = np.zeros(n)\n",
        "  for i in range(n):\n",
        "    sims[i]=cos_sim(encode_1[i],encode_2[i])\n",
        "  pairs[f+'_sim']=np.zeros(len(pairs)) # create new column of feature similarities and set all to zero\n",
        "  pairs.loc[filled_bools,f+'_sim']=sims # add calculated similarities where values are filled\n",
        "  mean_sim = np.mean(sims) #mean cosine similarity\n",
        "  pairs.loc[missing_bools,f+'_sim']=mean_sim*np.ones(len(pairs[missing_bools])) #put mean similarities where there is a missing value - mean imputation.\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Jhyrv2qi4V-L"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pairs.to_csv('pairs.csv')"
      ],
      "metadata": {
        "id": "EC9vWEkLE8eN"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Computing Geodesic distances between pairs"
      ],
      "metadata": {
        "id": "MPBf2-hWHN2c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#import geodesic distance from geopy\n",
        "from geopy.distance import geodesic"
      ],
      "metadata": {
        "id": "J3vRUjySFDuJ"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Takes two lists of the same length, returns a list of pairs\n",
        "def to_pair(l1, l2):\n",
        "    return [(l1[i],l2[i]) for i in range(len(l1))]\n",
        "\n",
        "# Takes two lists of long/lat pairs, returns their geodesic distance\n",
        "def get_dists(l1, l2):\n",
        "    return [geodesic(l1[i], l2[i]).km for i in range(len(l1))]\n"
      ],
      "metadata": {
        "id": "9JS2Ja2fIml2"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "loc1s = to_pair(pairs['latitude_1'], pairs['longitude_1'])\n",
        "loc2s = to_pair(pairs['latitude_2'], pairs['longitude_2'])\n",
        "pairs['distance'] = get_dists(loc1s, loc2s)"
      ],
      "metadata": {
        "id": "3xg3x_rzKFJx"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pairs.to_csv('pairs.csv')"
      ],
      "metadata": {
        "id": "bsdd7K-4KTh3"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Removing Outliers"
      ],
      "metadata": {
        "id": "K-VrdKhMK8yJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "top = pairs.distance[pairs['match']].quantile(0.99)\n",
        "long_indices = pairs[pairs['match']][pairs['distance']>=top].index\n",
        "pairs_clean =pairs.copy()\n",
        "pairs_clean.drop(long_indices,inplace=True)\n",
        "\n",
        "bottom = pairs.distance[pairs['match']==False].quantile(0.01)\n",
        "short_indices = pairs[pairs['match']==False][pairs['distance']<=bottom].index\n",
        "pairs_clean.drop(short_indices,inplace=True)\n",
        "\n",
        "pairs_clean.to_csv('pairs_clean.csv')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UYmLJMa1K2Kv",
        "outputId": "95cf280a-876e-417e-bee3-93141769ed0e"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
            "  import sys\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pairs_clean.head(50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QGasg2gzMgYd",
        "outputId": "3465180c-2c8e-4a70-f167-2cf0811538cf"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                id_1                                       name_1  latitude_1  \\\n",
              "0   E_000001272c6c5d                         Café Stad Oudenaarde   50.859975   \n",
              "1   E_000008a8ba4f48                                     Turkcell   37.844510   \n",
              "2   E_000023d8f4be44                                   Island Spa   14.518970   \n",
              "3   E_00007dcd2bb53f                            TOGO'S Sandwiches   38.257797   \n",
              "4   E_0000c362229d93                                   Coffee Cat    7.082218   \n",
              "5   E_0000c566a81ea1                                     つじ田 味噌の章   35.694796   \n",
              "6   E_0000d9e584ed9f                Signature Properties Savannah   32.012582   \n",
              "7   E_00011cca3f0bd6                               Inner Workings   35.686930   \n",
              "8   E_00015cd7e0227f                                 Lake Destiny   28.643613   \n",
              "9   E_0001827d6b4ee2                           Marshall Boya Bayi   38.534796   \n",
              "10  E_000184ea12d0f0                                     ざま駅前歯科医院   35.480396   \n",
              "11  E_0001a397f67ad5  Dale City Truck-Only Safety Rest Area North   38.599821   \n",
              "12  E_00024204e83804                                       Lukoil   51.172940   \n",
              "13  E_000288f2046ce3                                         Lidl   51.060776   \n",
              "14  E_0002b0ae551c83                              イオン乙金ショッピングセンター   33.543487   \n",
              "15  E_0002b7964ffc2a                                Del Mar Motel   32.962563   \n",
              "16  E_0002baf74f8aa3                 Spielplatz am Goslarer Platz   52.525679   \n",
              "17  E_0003121444b756                                Asmak El-Hamd   27.182325   \n",
              "18  E_00037fb71d569d                          Траса #1 / Slope #1   48.356993   \n",
              "19  E_0003a95be7fc68                     Administration Communale   50.602711   \n",
              "20  E_0003aacb9b7592                            Het Suikerbroodje   50.900743   \n",
              "21  E_0003b15b0cc3b3                                   PETIT TONG   37.578709   \n",
              "22  E_0003d64daed560                           Handhu Runba Cafe'    3.593957   \n",
              "23  E_00043afe4abc1f                                      sala 40  -35.434644   \n",
              "24  E_0004404e151b90                       ร้านขายยา ตลาดสันติสุข   18.843509   \n",
              "25  E_00045931e0bb56              Trinity United Methodist Church   29.705895   \n",
              "26  E_00045e5c3e3ed6     La Quinta Inn & Suites Memphis Wolfchase   35.203170   \n",
              "27  E_00045e5c3e3ed6     La Quinta Inn & Suites Memphis Wolfchase   35.203170   \n",
              "28  E_000477147d08e6                                     Tesco HQ   47.450562   \n",
              "29  E_0004d7b2919f69               Block 525 Bedok North Street 3    1.334889   \n",
              "30  E_0004d92056a129                    Администрация г. Кемерово   55.355278   \n",
              "31  E_0004df74e86f9b                             Контур-Ойл Групп   55.664858   \n",
              "32  E_0004fb8ca65bd0                                    Глушко 33   55.786813   \n",
              "33  E_0004fb8ca65bd0                                    Глушко 33   55.786813   \n",
              "34  E_00052849d90a2e                                 Bo Mao Beach   10.701961   \n",
              "35  E_000587836c4320                                        甲武信小屋   35.907158   \n",
              "36  E_00058c921cbefe                       Dominó Plaza La Serena  -29.912911   \n",
              "37  E_0005fcad52004f                                   Kipa Extra   36.909247   \n",
              "38  E_000610912e6c85                                  Modrý salón   48.141768   \n",
              "39  E_000643f43d5c02                                    ПроМедика   41.992992   \n",
              "40  E_00065d23dbbec8                             ロイヤル キッチン 京都高島屋店   35.003274   \n",
              "41  E_0006a5fa76742d                                     博多らーめん四神   35.950399   \n",
              "42  E_0006be64b1557d           さいたまスーパーアリーナ (Saitama Super Arena)   35.895121   \n",
              "43  E_0006be64b1557d           さいたまスーパーアリーナ (Saitama Super Arena)   35.895121   \n",
              "44  E_0006be64b1557d           さいたまスーパーアリーナ (Saitama Super Arena)   35.895121   \n",
              "45  E_0006be64b1557d           さいたまスーパーアリーナ (Saitama Super Arena)   35.895121   \n",
              "46  E_0006be64b1557d           さいたまスーパーアリーナ (Saitama Super Arena)   35.895121   \n",
              "47  E_00070fdfc2d9ef                                 Pathé Rialto   46.209190   \n",
              "48  E_0007344ec28475                      Block D Computer Lab 21    3.063748   \n",
              "49  E_000735647a8993                            Alibeyköy Meydanı   41.074552   \n",
              "\n",
              "    longitude_1                                    address_1  \\\n",
              "0      3.634196                                  Abdijstraat   \n",
              "1     27.844202                       Adnan Menderes Bulvarı   \n",
              "2    121.018702  5th Flr, Newport Mall, Resorts World Manila   \n",
              "3   -122.064599                     1380 Holiday Ln., Ste. B   \n",
              "4    125.610244                                F. Torres St.   \n",
              "5    139.767348                                     神田小川町1-1   \n",
              "6    -81.113156                      100 Commercial Ct Ste C   \n",
              "7   -105.939167                         Serving General Area   \n",
              "8    -81.389132                                          NaN   \n",
              "9     30.548005                İplik Mah. Zafer Sok. 4 Şuhut   \n",
              "10   139.400101                                    入谷東3-60-2   \n",
              "11   -77.312595                          Interstate 95 North   \n",
              "12     4.125157                                Vlyminckshoek   \n",
              "13    13.681555                           Cossebauder Str. 6   \n",
              "14   130.496612                          乙金3-23-1 / 乙金3-24-1   \n",
              "15  -117.267844                              1702 Coast Blvd   \n",
              "16    13.313819                                          NaN   \n",
              "17    31.177043                              Seti El Awal St   \n",
              "18    24.411485                                     Буковель   \n",
              "19     3.386306                                          NaN   \n",
              "20     4.282392                                  Dorpsstraat   \n",
              "21   126.971687                                종로구 자하문로 40-1   \n",
              "22    72.883635                                   Machafushi   \n",
              "23   -71.619194                     Facultad Cs. de la Salud   \n",
              "24    99.075838                                 ตลาดสันติสุข   \n",
              "25   -82.384165                             4000 NW 53rd Ave   \n",
              "26   -89.778486                      2839 New Brunswick Road   \n",
              "27   -89.778486                      2839 New Brunswick Road   \n",
              "28    18.963587                              Kinizsi út 1-3.   \n",
              "29   103.928750                   Block 525 Bedok North St 3   \n",
              "30    86.086916                         Советский просп., 54   \n",
              "31    37.539583            ул. Воронцовские Пруды, 1, стр. 1   \n",
              "32    49.228112                                          NaN   \n",
              "33    49.228112                                          NaN   \n",
              "34    99.365598                         National Hwy No 4004   \n",
              "35   138.730793                                     大滝3638-8   \n",
              "36   -71.258130    Av. Alberto Solari 1400, Patio de Comidas   \n",
              "37    30.674846                                     Kipa AVM   \n",
              "38    17.122401                           Primaciálne nám. 1   \n",
              "39    21.426235                   Свети Кирил и Методиј 50/5   \n",
              "40   135.769077                                      下京区真町52   \n",
              "41   139.992471                                        中央3-2   \n",
              "42   139.630558                                      中央区新都心8   \n",
              "43   139.630558                                      中央区新都心8   \n",
              "44   139.630558                                      中央区新都心8   \n",
              "45   139.630558                                      中央区新都心8   \n",
              "46   139.630558                                      中央区新都心8   \n",
              "47     6.141879                           Blvd James-Fazy 33   \n",
              "48   101.617074          Taylor's University Lakeside Campus   \n",
              "49    28.945703                                    Alibeyköy   \n",
              "\n",
              "              city_1             state_1     zip_1 country_1  \\\n",
              "0         Nederename     Oost-Vlaanderen      9700        BE   \n",
              "1                NaN                 NaN       NaN        TR   \n",
              "2         Pasay City        Metro Manila       NaN        PH   \n",
              "3          Fairfield                  CA     94534        US   \n",
              "4         Davao City        Davao Region      8000        PH   \n",
              "5               千代田区                 東京都  101-0052        JP   \n",
              "6           Savannah                  GA     31406        US   \n",
              "7           Santa Fe                  NM     87501        US   \n",
              "8           Maitland                  FL     32751        US   \n",
              "9     Afyonkarahisar                 NaN       NaN        TR   \n",
              "10               座間市                神奈川県  252-0028        JP   \n",
              "11         Montclair                  VA     22026        US   \n",
              "12      Sint-Niklaas       Vlaams Gewest      9100        BE   \n",
              "13     Dresden-Cotta             Sachsen     01157        DE   \n",
              "14              大野城市                 福岡県  816-0902        JP   \n",
              "15         San Diego                  CA     92014        US   \n",
              "16            Berlin              Berlin       NaN        DE   \n",
              "17             Asyūţ    Muḩāfaz̧at Asyūţ       NaN        EG   \n",
              "18          Буковель            Буковель       NaN        UA   \n",
              "19           Tournai             Hainaut       NaN        BE   \n",
              "20           Relegem                 NaN       NaN        BE   \n",
              "21               서울시                 NaN     03043        KR   \n",
              "22  Alif Dhaal Atoll      North Province       NaN        MV   \n",
              "23               NaN                 NaN       NaN        CL   \n",
              "24               NaN                 NaN       NaN        TH   \n",
              "25       Gainesville                  FL     32653        US   \n",
              "26           Memphis                  TN     38133        US   \n",
              "27           Memphis                  TN     38133        US   \n",
              "28           Budaörs                Pest      2040        HU   \n",
              "29               NaN                 NaN    460525        SG   \n",
              "30          Кемерово                 NaN    650000        RU   \n",
              "31    Москва, Moscow              Москва    117630        RU   \n",
              "32               NaN                 NaN       NaN        RU   \n",
              "33               NaN                 NaN       NaN        RU   \n",
              "34   Pathio District            Chumphon     86160        TH   \n",
              "35               秩父市                 埼玉県  369-1901        JP   \n",
              "36         La Serena  Región de Coquimbo       NaN        CL   \n",
              "37           Antalya             Türkiye     07090        TR   \n",
              "38        Bratislava   Bratislavský kraj    811 01        SK   \n",
              "39            Скопје                 NaN      1000        MK   \n",
              "40               京都市                 京都府  600-8520        JP   \n",
              "41               守谷市                 茨城県  302-0115        JP   \n",
              "42             さいたま市                 埼玉県  330-9109        JP   \n",
              "43             さいたま市                 埼玉県  330-9109        JP   \n",
              "44             さいたま市                 埼玉県  330-9109        JP   \n",
              "45             さいたま市                 埼玉県  330-9109        JP   \n",
              "46             さいたま市                 埼玉県  330-9109        JP   \n",
              "47            Genève                  GE      1201        CH   \n",
              "48               NaN                 NaN       NaN        MY   \n",
              "49              Eyüp            İstanbul       NaN        TR   \n",
              "\n",
              "                                                url_1  ...  name_sim  \\\n",
              "0                                                 NaN  ...  0.966012   \n",
              "1                                                 NaN  ...  1.000000   \n",
              "2                                                 NaN  ...  0.820979   \n",
              "3   https://locations.togos.com/ll/US/CA/Fairfield...  ...  0.774163   \n",
              "4                                                 NaN  ...  0.781658   \n",
              "5                        https://tsukemen-tsujita.com  ...  0.879329   \n",
              "6               http://www.oursignatureproperties.com  ...  1.000000   \n",
              "7                     http://innerworkingsmassage.com  ...  1.000000   \n",
              "8                                                 NaN  ...  0.871865   \n",
              "9                         http://www.marshallboya.com  ...  1.000000   \n",
              "10                            https://www.z-shika.com  ...  0.587718   \n",
              "11  http://www.virginiadot.org/travel/map-ra-dalec...  ...  0.497279   \n",
              "12                                                NaN  ...  0.581668   \n",
              "13                                https://www.lidl.de  ...  1.000000   \n",
              "14                      http://otogana.aeonkyushu.com  ...  0.646667   \n",
              "15                                                NaN  ...  0.842063   \n",
              "16                                                NaN  ...  0.702528   \n",
              "17                                                NaN  ...  0.386812   \n",
              "18                                                NaN  ...  0.532339   \n",
              "19                                                NaN  ...  0.703913   \n",
              "20                                                NaN  ...  0.950212   \n",
              "21                      http://petittong.allplaces.kr  ...  0.554435   \n",
              "22                                                NaN  ...  0.762777   \n",
              "23                                                NaN  ...  0.675651   \n",
              "24                                                NaN  ...  0.755324   \n",
              "25                          http://www.TrinityGNV.org  ...  0.983226   \n",
              "26        http://www.laquintamemphiswolfchasearea.com  ...  1.000000   \n",
              "27        http://www.laquintamemphiswolfchasearea.com  ...  0.783747   \n",
              "28                                                NaN  ...  0.795441   \n",
              "29                                                NaN  ...  0.867760   \n",
              "30                                                NaN  ...  0.822091   \n",
              "31                                                NaN  ...  0.474344   \n",
              "32                                                NaN  ...  0.956562   \n",
              "33                                                NaN  ...  0.944303   \n",
              "34                                                NaN  ...  0.823758   \n",
              "35                              http://www.kobusi.com  ...  1.000000   \n",
              "36                               http://www.domino.cl  ...  0.336619   \n",
              "37                                                NaN  ...  1.000000   \n",
              "38                                                NaN  ...  0.722964   \n",
              "39                            http://promedika.com.mk  ...  0.506688   \n",
              "40                                                NaN  ...  0.825196   \n",
              "41                               http://www.nre.co.jp  ...  0.733020   \n",
              "42                    https://www.saitama-arena.co.jp  ...  0.558045   \n",
              "43                    https://www.saitama-arena.co.jp  ...  0.554574   \n",
              "44                    https://www.saitama-arena.co.jp  ...  0.532697   \n",
              "45                    https://www.saitama-arena.co.jp  ...  0.933672   \n",
              "46                    https://www.saitama-arena.co.jp  ...  0.421675   \n",
              "47                                http://www.pathe.ch  ...  0.801720   \n",
              "48                                                NaN  ...  0.511537   \n",
              "49                                                NaN  ...  0.560310   \n",
              "\n",
              "   address_sim  city_sim state_sim   zip_sim  country_sim   url_sim phone_sim  \\\n",
              "0     0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "1     0.467641  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "2     0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "3     0.739737  1.000000  1.000001  0.977210          1.0  0.842439  0.930410   \n",
              "4     0.157384  1.000000  1.000000  1.000000          1.0  0.842439  0.930410   \n",
              "5     0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "6     0.422008  1.000000  1.000000  1.000000          1.0  0.842439  0.930410   \n",
              "7     1.000000  1.000000  1.000000  1.000000          1.0  0.842439  0.778478   \n",
              "8     0.739737  1.000000  1.000000  1.000000          1.0  0.842439  0.930410   \n",
              "9     0.735139  1.000000  0.911244  0.977210          1.0  1.000000  0.981449   \n",
              "10    0.976229  1.000000  1.000000  1.000000          1.0  0.465308  0.930410   \n",
              "11    0.739737  0.330179  1.000000  1.000000          1.0  0.842439  0.930410   \n",
              "12    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "13    0.671083  0.237031  0.911244  0.790825          1.0  0.954592  1.000000   \n",
              "14    0.927733  1.000000  1.000000  0.999999          1.0  0.842439  0.930410   \n",
              "15    0.900370  1.000000  1.000001  1.000000          1.0  0.842439  0.930410   \n",
              "16    0.739737  0.999999  0.999999  0.977210          1.0  0.842439  0.930410   \n",
              "17    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "18    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "19    0.739737  1.000000  0.380445  0.977210          1.0  0.842439  0.930410   \n",
              "20    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "21    0.514676  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "22    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "23    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "24    0.377011  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "25    0.739737  1.000000  1.000000  0.970233          1.0  0.842439  0.930410   \n",
              "26    0.889435  1.000000  1.000000  1.000000          1.0  0.508161  0.874033   \n",
              "27    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "28    0.926794  1.000000  0.225064  1.000000          1.0  0.842439  0.930410   \n",
              "29    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "30    1.000000  0.999999  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "31    0.739737  0.954161  0.996355  0.952761          1.0  0.842439  0.930410   \n",
              "32    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "33    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "34    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "35    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "36    0.849977  1.000001  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "37    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "38    0.530219  1.000001  1.000000  1.000000          1.0  0.842439  0.930410   \n",
              "39    0.463578  1.000000  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "40    1.000000  1.000000  0.951090  0.971661          1.0  0.842439  0.930410   \n",
              "41    1.000000  1.000001  1.000000  0.977210          1.0  0.842439  0.921987   \n",
              "42    0.739737  0.870807  1.000000  0.912915          1.0  0.842439  0.930410   \n",
              "43    0.739737  0.870807  1.000000  0.912915          1.0  0.842439  0.930410   \n",
              "44    1.000000  1.000000  1.000000  0.912915          1.0  0.801912  0.930410   \n",
              "45    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "46    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "47    0.739737  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "48    1.000000  0.896136  0.911244  0.977210          1.0  0.842439  0.930410   \n",
              "49    0.739737  0.896136  1.000000  0.977210          1.0  0.842439  0.930410   \n",
              "\n",
              "   categories_sim  distance  \n",
              "0        1.000000  1.046198  \n",
              "1        0.607998  0.730228  \n",
              "2        1.000000  0.140466  \n",
              "3        1.000000  0.015708  \n",
              "4        0.925032  0.698792  \n",
              "5        0.499441  0.061369  \n",
              "6        0.758280  0.525861  \n",
              "7        1.000000  0.119343  \n",
              "8        0.184734  1.609819  \n",
              "9        1.000000  0.118222  \n",
              "10       0.297369  0.040407  \n",
              "11       1.000000  0.759980  \n",
              "12       1.000000  0.042008  \n",
              "13       0.910723  0.659920  \n",
              "14       1.000000  0.216383  \n",
              "15       1.000000  0.003276  \n",
              "16       1.000000  1.348707  \n",
              "17       0.325079  0.032413  \n",
              "18       1.000001  0.546576  \n",
              "19       1.000000  2.723738  \n",
              "20       1.000000  0.030488  \n",
              "21       1.000000  0.072844  \n",
              "22       0.716805  0.003722  \n",
              "23       1.000000  0.205829  \n",
              "24       0.217098  0.162820  \n",
              "25       0.758280  2.955151  \n",
              "26       0.789996  0.000000  \n",
              "27       0.789996  1.758036  \n",
              "28       0.125099  0.187938  \n",
              "29       1.000000  0.142178  \n",
              "30       0.774736  0.054755  \n",
              "31       0.591006  0.193821  \n",
              "32       1.000000  0.103079  \n",
              "33       0.704953  3.040718  \n",
              "34       0.758280  1.190573  \n",
              "35       0.554826  0.021959  \n",
              "36       0.795372  0.069873  \n",
              "37       0.945767  1.046977  \n",
              "38       0.639846  0.979472  \n",
              "39       0.933986  0.030059  \n",
              "40       1.000000  0.045419  \n",
              "41       0.499441  0.029666  \n",
              "42       0.758280  0.041916  \n",
              "43       0.498931  0.046166  \n",
              "44       0.387394  0.053131  \n",
              "45       0.467228  0.186937  \n",
              "46       1.000001  0.204762  \n",
              "47       1.000000  0.016442  \n",
              "48       0.750722  0.062777  \n",
              "49       0.344821  0.371977  \n",
              "\n",
              "[50 rows x 35 columns]"
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              "      <th></th>\n",
              "      <th>id_1</th>\n",
              "      <th>name_1</th>\n",
              "      <th>latitude_1</th>\n",
              "      <th>longitude_1</th>\n",
              "      <th>address_1</th>\n",
              "      <th>city_1</th>\n",
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              "      <th>zip_1</th>\n",
              "      <th>country_1</th>\n",
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              "      <th>address_sim</th>\n",
              "      <th>city_sim</th>\n",
              "      <th>state_sim</th>\n",
              "      <th>zip_sim</th>\n",
              "      <th>country_sim</th>\n",
              "      <th>url_sim</th>\n",
              "      <th>phone_sim</th>\n",
              "      <th>categories_sim</th>\n",
              "      <th>distance</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>E_000001272c6c5d</td>\n",
              "      <td>Café Stad Oudenaarde</td>\n",
              "      <td>50.859975</td>\n",
              "      <td>3.634196</td>\n",
              "      <td>Abdijstraat</td>\n",
              "      <td>Nederename</td>\n",
              "      <td>Oost-Vlaanderen</td>\n",
              "      <td>9700</td>\n",
              "      <td>BE</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.966012</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.046198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>E_000008a8ba4f48</td>\n",
              "      <td>Turkcell</td>\n",
              "      <td>37.844510</td>\n",
              "      <td>27.844202</td>\n",
              "      <td>Adnan Menderes Bulvarı</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TR</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.467641</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.607998</td>\n",
              "      <td>0.730228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>E_000023d8f4be44</td>\n",
              "      <td>Island Spa</td>\n",
              "      <td>14.518970</td>\n",
              "      <td>121.018702</td>\n",
              "      <td>5th Flr, Newport Mall, Resorts World Manila</td>\n",
              "      <td>Pasay City</td>\n",
              "      <td>Metro Manila</td>\n",
              "      <td>NaN</td>\n",
              "      <td>PH</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.820979</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.140466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>E_00007dcd2bb53f</td>\n",
              "      <td>TOGO'S Sandwiches</td>\n",
              "      <td>38.257797</td>\n",
              "      <td>-122.064599</td>\n",
              "      <td>1380 Holiday Ln., Ste. B</td>\n",
              "      <td>Fairfield</td>\n",
              "      <td>CA</td>\n",
              "      <td>94534</td>\n",
              "      <td>US</td>\n",
              "      <td>https://locations.togos.com/ll/US/CA/Fairfield...</td>\n",
              "      <td>...</td>\n",
              "      <td>0.774163</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.015708</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>E_0000c362229d93</td>\n",
              "      <td>Coffee Cat</td>\n",
              "      <td>7.082218</td>\n",
              "      <td>125.610244</td>\n",
              "      <td>F. Torres St.</td>\n",
              "      <td>Davao City</td>\n",
              "      <td>Davao Region</td>\n",
              "      <td>8000</td>\n",
              "      <td>PH</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.781658</td>\n",
              "      <td>0.157384</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.925032</td>\n",
              "      <td>0.698792</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>E_0000c566a81ea1</td>\n",
              "      <td>つじ田 味噌の章</td>\n",
              "      <td>35.694796</td>\n",
              "      <td>139.767348</td>\n",
              "      <td>神田小川町1-1</td>\n",
              "      <td>千代田区</td>\n",
              "      <td>東京都</td>\n",
              "      <td>101-0052</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://tsukemen-tsujita.com</td>\n",
              "      <td>...</td>\n",
              "      <td>0.879329</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.499441</td>\n",
              "      <td>0.061369</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>E_0000d9e584ed9f</td>\n",
              "      <td>Signature Properties Savannah</td>\n",
              "      <td>32.012582</td>\n",
              "      <td>-81.113156</td>\n",
              "      <td>100 Commercial Ct Ste C</td>\n",
              "      <td>Savannah</td>\n",
              "      <td>GA</td>\n",
              "      <td>31406</td>\n",
              "      <td>US</td>\n",
              "      <td>http://www.oursignatureproperties.com</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.422008</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.758280</td>\n",
              "      <td>0.525861</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>E_00011cca3f0bd6</td>\n",
              "      <td>Inner Workings</td>\n",
              "      <td>35.686930</td>\n",
              "      <td>-105.939167</td>\n",
              "      <td>Serving General Area</td>\n",
              "      <td>Santa Fe</td>\n",
              "      <td>NM</td>\n",
              "      <td>87501</td>\n",
              "      <td>US</td>\n",
              "      <td>http://innerworkingsmassage.com</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.778478</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.119343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>E_00015cd7e0227f</td>\n",
              "      <td>Lake Destiny</td>\n",
              "      <td>28.643613</td>\n",
              "      <td>-81.389132</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Maitland</td>\n",
              "      <td>FL</td>\n",
              "      <td>32751</td>\n",
              "      <td>US</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.871865</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.184734</td>\n",
              "      <td>1.609819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>E_0001827d6b4ee2</td>\n",
              "      <td>Marshall Boya Bayi</td>\n",
              "      <td>38.534796</td>\n",
              "      <td>30.548005</td>\n",
              "      <td>İplik Mah. Zafer Sok. 4 Şuhut</td>\n",
              "      <td>Afyonkarahisar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TR</td>\n",
              "      <td>http://www.marshallboya.com</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.735139</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.981449</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.118222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>E_000184ea12d0f0</td>\n",
              "      <td>ざま駅前歯科医院</td>\n",
              "      <td>35.480396</td>\n",
              "      <td>139.400101</td>\n",
              "      <td>入谷東3-60-2</td>\n",
              "      <td>座間市</td>\n",
              "      <td>神奈川県</td>\n",
              "      <td>252-0028</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.z-shika.com</td>\n",
              "      <td>...</td>\n",
              "      <td>0.587718</td>\n",
              "      <td>0.976229</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.465308</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.297369</td>\n",
              "      <td>0.040407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>E_0001a397f67ad5</td>\n",
              "      <td>Dale City Truck-Only Safety Rest Area North</td>\n",
              "      <td>38.599821</td>\n",
              "      <td>-77.312595</td>\n",
              "      <td>Interstate 95 North</td>\n",
              "      <td>Montclair</td>\n",
              "      <td>VA</td>\n",
              "      <td>22026</td>\n",
              "      <td>US</td>\n",
              "      <td>http://www.virginiadot.org/travel/map-ra-dalec...</td>\n",
              "      <td>...</td>\n",
              "      <td>0.497279</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.330179</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.759980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>E_00024204e83804</td>\n",
              "      <td>Lukoil</td>\n",
              "      <td>51.172940</td>\n",
              "      <td>4.125157</td>\n",
              "      <td>Vlyminckshoek</td>\n",
              "      <td>Sint-Niklaas</td>\n",
              "      <td>Vlaams Gewest</td>\n",
              "      <td>9100</td>\n",
              "      <td>BE</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.581668</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.042008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>E_000288f2046ce3</td>\n",
              "      <td>Lidl</td>\n",
              "      <td>51.060776</td>\n",
              "      <td>13.681555</td>\n",
              "      <td>Cossebauder Str. 6</td>\n",
              "      <td>Dresden-Cotta</td>\n",
              "      <td>Sachsen</td>\n",
              "      <td>01157</td>\n",
              "      <td>DE</td>\n",
              "      <td>https://www.lidl.de</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.671083</td>\n",
              "      <td>0.237031</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.790825</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.954592</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.910723</td>\n",
              "      <td>0.659920</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>E_0002b0ae551c83</td>\n",
              "      <td>イオン乙金ショッピングセンター</td>\n",
              "      <td>33.543487</td>\n",
              "      <td>130.496612</td>\n",
              "      <td>乙金3-23-1 / 乙金3-24-1</td>\n",
              "      <td>大野城市</td>\n",
              "      <td>福岡県</td>\n",
              "      <td>816-0902</td>\n",
              "      <td>JP</td>\n",
              "      <td>http://otogana.aeonkyushu.com</td>\n",
              "      <td>...</td>\n",
              "      <td>0.646667</td>\n",
              "      <td>0.927733</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.216383</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>E_0002b7964ffc2a</td>\n",
              "      <td>Del Mar Motel</td>\n",
              "      <td>32.962563</td>\n",
              "      <td>-117.267844</td>\n",
              "      <td>1702 Coast Blvd</td>\n",
              "      <td>San Diego</td>\n",
              "      <td>CA</td>\n",
              "      <td>92014</td>\n",
              "      <td>US</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.842063</td>\n",
              "      <td>0.900370</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.003276</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>E_0002baf74f8aa3</td>\n",
              "      <td>Spielplatz am Goslarer Platz</td>\n",
              "      <td>52.525679</td>\n",
              "      <td>13.313819</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Berlin</td>\n",
              "      <td>Berlin</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DE</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.702528</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.999999</td>\n",
              "      <td>0.999999</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.348707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>E_0003121444b756</td>\n",
              "      <td>Asmak El-Hamd</td>\n",
              "      <td>27.182325</td>\n",
              "      <td>31.177043</td>\n",
              "      <td>Seti El Awal St</td>\n",
              "      <td>Asyūţ</td>\n",
              "      <td>Muḩāfaz̧at Asyūţ</td>\n",
              "      <td>NaN</td>\n",
              "      <td>EG</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.386812</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.325079</td>\n",
              "      <td>0.032413</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>E_00037fb71d569d</td>\n",
              "      <td>Траса #1 / Slope #1</td>\n",
              "      <td>48.356993</td>\n",
              "      <td>24.411485</td>\n",
              "      <td>Буковель</td>\n",
              "      <td>Буковель</td>\n",
              "      <td>Буковель</td>\n",
              "      <td>NaN</td>\n",
              "      <td>UA</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.532339</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>0.546576</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>E_0003a95be7fc68</td>\n",
              "      <td>Administration Communale</td>\n",
              "      <td>50.602711</td>\n",
              "      <td>3.386306</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tournai</td>\n",
              "      <td>Hainaut</td>\n",
              "      <td>NaN</td>\n",
              "      <td>BE</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.703913</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.380445</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.723738</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>E_0003aacb9b7592</td>\n",
              "      <td>Het Suikerbroodje</td>\n",
              "      <td>50.900743</td>\n",
              "      <td>4.282392</td>\n",
              "      <td>Dorpsstraat</td>\n",
              "      <td>Relegem</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>BE</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.950212</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.030488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>E_0003b15b0cc3b3</td>\n",
              "      <td>PETIT TONG</td>\n",
              "      <td>37.578709</td>\n",
              "      <td>126.971687</td>\n",
              "      <td>종로구 자하문로 40-1</td>\n",
              "      <td>서울시</td>\n",
              "      <td>NaN</td>\n",
              "      <td>03043</td>\n",
              "      <td>KR</td>\n",
              "      <td>http://petittong.allplaces.kr</td>\n",
              "      <td>...</td>\n",
              "      <td>0.554435</td>\n",
              "      <td>0.514676</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.072844</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>E_0003d64daed560</td>\n",
              "      <td>Handhu Runba Cafe'</td>\n",
              "      <td>3.593957</td>\n",
              "      <td>72.883635</td>\n",
              "      <td>Machafushi</td>\n",
              "      <td>Alif Dhaal Atoll</td>\n",
              "      <td>North Province</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MV</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.762777</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.716805</td>\n",
              "      <td>0.003722</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>E_00043afe4abc1f</td>\n",
              "      <td>sala 40</td>\n",
              "      <td>-35.434644</td>\n",
              "      <td>-71.619194</td>\n",
              "      <td>Facultad Cs. de la Salud</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>CL</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.675651</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.205829</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>E_0004404e151b90</td>\n",
              "      <td>ร้านขายยา ตลาดสันติสุข</td>\n",
              "      <td>18.843509</td>\n",
              "      <td>99.075838</td>\n",
              "      <td>ตลาดสันติสุข</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TH</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.755324</td>\n",
              "      <td>0.377011</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.217098</td>\n",
              "      <td>0.162820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>E_00045931e0bb56</td>\n",
              "      <td>Trinity United Methodist Church</td>\n",
              "      <td>29.705895</td>\n",
              "      <td>-82.384165</td>\n",
              "      <td>4000 NW 53rd Ave</td>\n",
              "      <td>Gainesville</td>\n",
              "      <td>FL</td>\n",
              "      <td>32653</td>\n",
              "      <td>US</td>\n",
              "      <td>http://www.TrinityGNV.org</td>\n",
              "      <td>...</td>\n",
              "      <td>0.983226</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.970233</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.758280</td>\n",
              "      <td>2.955151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>E_00045e5c3e3ed6</td>\n",
              "      <td>La Quinta Inn &amp; Suites Memphis Wolfchase</td>\n",
              "      <td>35.203170</td>\n",
              "      <td>-89.778486</td>\n",
              "      <td>2839 New Brunswick Road</td>\n",
              "      <td>Memphis</td>\n",
              "      <td>TN</td>\n",
              "      <td>38133</td>\n",
              "      <td>US</td>\n",
              "      <td>http://www.laquintamemphiswolfchasearea.com</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.889435</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.508161</td>\n",
              "      <td>0.874033</td>\n",
              "      <td>0.789996</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>E_00045e5c3e3ed6</td>\n",
              "      <td>La Quinta Inn &amp; Suites Memphis Wolfchase</td>\n",
              "      <td>35.203170</td>\n",
              "      <td>-89.778486</td>\n",
              "      <td>2839 New Brunswick Road</td>\n",
              "      <td>Memphis</td>\n",
              "      <td>TN</td>\n",
              "      <td>38133</td>\n",
              "      <td>US</td>\n",
              "      <td>http://www.laquintamemphiswolfchasearea.com</td>\n",
              "      <td>...</td>\n",
              "      <td>0.783747</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.789996</td>\n",
              "      <td>1.758036</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>E_000477147d08e6</td>\n",
              "      <td>Tesco HQ</td>\n",
              "      <td>47.450562</td>\n",
              "      <td>18.963587</td>\n",
              "      <td>Kinizsi út 1-3.</td>\n",
              "      <td>Budaörs</td>\n",
              "      <td>Pest</td>\n",
              "      <td>2040</td>\n",
              "      <td>HU</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.795441</td>\n",
              "      <td>0.926794</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.225064</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.125099</td>\n",
              "      <td>0.187938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>E_0004d7b2919f69</td>\n",
              "      <td>Block 525 Bedok North Street 3</td>\n",
              "      <td>1.334889</td>\n",
              "      <td>103.928750</td>\n",
              "      <td>Block 525 Bedok North St 3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>460525</td>\n",
              "      <td>SG</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.867760</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.142178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>E_0004d92056a129</td>\n",
              "      <td>Администрация г. Кемерово</td>\n",
              "      <td>55.355278</td>\n",
              "      <td>86.086916</td>\n",
              "      <td>Советский просп., 54</td>\n",
              "      <td>Кемерово</td>\n",
              "      <td>NaN</td>\n",
              "      <td>650000</td>\n",
              "      <td>RU</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.822091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999999</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.774736</td>\n",
              "      <td>0.054755</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>E_0004df74e86f9b</td>\n",
              "      <td>Контур-Ойл Групп</td>\n",
              "      <td>55.664858</td>\n",
              "      <td>37.539583</td>\n",
              "      <td>ул. Воронцовские Пруды, 1, стр. 1</td>\n",
              "      <td>Москва, Moscow</td>\n",
              "      <td>Москва</td>\n",
              "      <td>117630</td>\n",
              "      <td>RU</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.474344</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.954161</td>\n",
              "      <td>0.996355</td>\n",
              "      <td>0.952761</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.591006</td>\n",
              "      <td>0.193821</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>E_0004fb8ca65bd0</td>\n",
              "      <td>Глушко 33</td>\n",
              "      <td>55.786813</td>\n",
              "      <td>49.228112</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>RU</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.956562</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.103079</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>E_0004fb8ca65bd0</td>\n",
              "      <td>Глушко 33</td>\n",
              "      <td>55.786813</td>\n",
              "      <td>49.228112</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>RU</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.944303</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.704953</td>\n",
              "      <td>3.040718</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>E_00052849d90a2e</td>\n",
              "      <td>Bo Mao Beach</td>\n",
              "      <td>10.701961</td>\n",
              "      <td>99.365598</td>\n",
              "      <td>National Hwy No 4004</td>\n",
              "      <td>Pathio District</td>\n",
              "      <td>Chumphon</td>\n",
              "      <td>86160</td>\n",
              "      <td>TH</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.823758</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.758280</td>\n",
              "      <td>1.190573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>E_000587836c4320</td>\n",
              "      <td>甲武信小屋</td>\n",
              "      <td>35.907158</td>\n",
              "      <td>138.730793</td>\n",
              "      <td>大滝3638-8</td>\n",
              "      <td>秩父市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>369-1901</td>\n",
              "      <td>JP</td>\n",
              "      <td>http://www.kobusi.com</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.554826</td>\n",
              "      <td>0.021959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>E_00058c921cbefe</td>\n",
              "      <td>Dominó Plaza La Serena</td>\n",
              "      <td>-29.912911</td>\n",
              "      <td>-71.258130</td>\n",
              "      <td>Av. Alberto Solari 1400, Patio de Comidas</td>\n",
              "      <td>La Serena</td>\n",
              "      <td>Región de Coquimbo</td>\n",
              "      <td>NaN</td>\n",
              "      <td>CL</td>\n",
              "      <td>http://www.domino.cl</td>\n",
              "      <td>...</td>\n",
              "      <td>0.336619</td>\n",
              "      <td>0.849977</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.795372</td>\n",
              "      <td>0.069873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>E_0005fcad52004f</td>\n",
              "      <td>Kipa Extra</td>\n",
              "      <td>36.909247</td>\n",
              "      <td>30.674846</td>\n",
              "      <td>Kipa AVM</td>\n",
              "      <td>Antalya</td>\n",
              "      <td>Türkiye</td>\n",
              "      <td>07090</td>\n",
              "      <td>TR</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.945767</td>\n",
              "      <td>1.046977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>E_000610912e6c85</td>\n",
              "      <td>Modrý salón</td>\n",
              "      <td>48.141768</td>\n",
              "      <td>17.122401</td>\n",
              "      <td>Primaciálne nám. 1</td>\n",
              "      <td>Bratislava</td>\n",
              "      <td>Bratislavský kraj</td>\n",
              "      <td>811 01</td>\n",
              "      <td>SK</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.722964</td>\n",
              "      <td>0.530219</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.639846</td>\n",
              "      <td>0.979472</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>E_000643f43d5c02</td>\n",
              "      <td>ПроМедика</td>\n",
              "      <td>41.992992</td>\n",
              "      <td>21.426235</td>\n",
              "      <td>Свети Кирил и Методиј 50/5</td>\n",
              "      <td>Скопје</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1000</td>\n",
              "      <td>MK</td>\n",
              "      <td>http://promedika.com.mk</td>\n",
              "      <td>...</td>\n",
              "      <td>0.506688</td>\n",
              "      <td>0.463578</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.933986</td>\n",
              "      <td>0.030059</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>E_00065d23dbbec8</td>\n",
              "      <td>ロイヤル キッチン 京都高島屋店</td>\n",
              "      <td>35.003274</td>\n",
              "      <td>135.769077</td>\n",
              "      <td>下京区真町52</td>\n",
              "      <td>京都市</td>\n",
              "      <td>京都府</td>\n",
              "      <td>600-8520</td>\n",
              "      <td>JP</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.825196</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.951090</td>\n",
              "      <td>0.971661</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.045419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>E_0006a5fa76742d</td>\n",
              "      <td>博多らーめん四神</td>\n",
              "      <td>35.950399</td>\n",
              "      <td>139.992471</td>\n",
              "      <td>中央3-2</td>\n",
              "      <td>守谷市</td>\n",
              "      <td>茨城県</td>\n",
              "      <td>302-0115</td>\n",
              "      <td>JP</td>\n",
              "      <td>http://www.nre.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.733020</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.921987</td>\n",
              "      <td>0.499441</td>\n",
              "      <td>0.029666</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>E_0006be64b1557d</td>\n",
              "      <td>さいたまスーパーアリーナ (Saitama Super Arena)</td>\n",
              "      <td>35.895121</td>\n",
              "      <td>139.630558</td>\n",
              "      <td>中央区新都心8</td>\n",
              "      <td>さいたま市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>330-9109</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.saitama-arena.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.558045</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.870807</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.912915</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.758280</td>\n",
              "      <td>0.041916</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>E_0006be64b1557d</td>\n",
              "      <td>さいたまスーパーアリーナ (Saitama Super Arena)</td>\n",
              "      <td>35.895121</td>\n",
              "      <td>139.630558</td>\n",
              "      <td>中央区新都心8</td>\n",
              "      <td>さいたま市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>330-9109</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.saitama-arena.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.554574</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.870807</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.912915</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.498931</td>\n",
              "      <td>0.046166</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>E_0006be64b1557d</td>\n",
              "      <td>さいたまスーパーアリーナ (Saitama Super Arena)</td>\n",
              "      <td>35.895121</td>\n",
              "      <td>139.630558</td>\n",
              "      <td>中央区新都心8</td>\n",
              "      <td>さいたま市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>330-9109</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.saitama-arena.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.532697</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.912915</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.801912</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.387394</td>\n",
              "      <td>0.053131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>E_0006be64b1557d</td>\n",
              "      <td>さいたまスーパーアリーナ (Saitama Super Arena)</td>\n",
              "      <td>35.895121</td>\n",
              "      <td>139.630558</td>\n",
              "      <td>中央区新都心8</td>\n",
              "      <td>さいたま市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>330-9109</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.saitama-arena.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.933672</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.467228</td>\n",
              "      <td>0.186937</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>E_0006be64b1557d</td>\n",
              "      <td>さいたまスーパーアリーナ (Saitama Super Arena)</td>\n",
              "      <td>35.895121</td>\n",
              "      <td>139.630558</td>\n",
              "      <td>中央区新都心8</td>\n",
              "      <td>さいたま市</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>330-9109</td>\n",
              "      <td>JP</td>\n",
              "      <td>https://www.saitama-arena.co.jp</td>\n",
              "      <td>...</td>\n",
              "      <td>0.421675</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000001</td>\n",
              "      <td>0.204762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>E_00070fdfc2d9ef</td>\n",
              "      <td>Pathé Rialto</td>\n",
              "      <td>46.209190</td>\n",
              "      <td>6.141879</td>\n",
              "      <td>Blvd James-Fazy 33</td>\n",
              "      <td>Genève</td>\n",
              "      <td>GE</td>\n",
              "      <td>1201</td>\n",
              "      <td>CH</td>\n",
              "      <td>http://www.pathe.ch</td>\n",
              "      <td>...</td>\n",
              "      <td>0.801720</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.016442</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>E_0007344ec28475</td>\n",
              "      <td>Block D Computer Lab 21</td>\n",
              "      <td>3.063748</td>\n",
              "      <td>101.617074</td>\n",
              "      <td>Taylor's University Lakeside Campus</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MY</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.511537</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>0.911244</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.750722</td>\n",
              "      <td>0.062777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>E_000735647a8993</td>\n",
              "      <td>Alibeyköy Meydanı</td>\n",
              "      <td>41.074552</td>\n",
              "      <td>28.945703</td>\n",
              "      <td>Alibeyköy</td>\n",
              "      <td>Eyüp</td>\n",
              "      <td>İstanbul</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TR</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>0.560310</td>\n",
              "      <td>0.739737</td>\n",
              "      <td>0.896136</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.977210</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.842439</td>\n",
              "      <td>0.930410</td>\n",
              "      <td>0.344821</td>\n",
              "      <td>0.371977</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 35 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-88ac4e54-208b-4bc1-bb25-cdfc81a8cddc')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\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",
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              "        const buttonEl =\n",
              "          document.querySelector('#df-88ac4e54-208b-4bc1-bb25-cdfc81a8cddc 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-88ac4e54-208b-4bc1-bb25-cdfc81a8cddc');\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",
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              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          element.appendChild(docLink);\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "eDIpzIHyMmHX"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}