Overture Map Foundation Places data set statistics

places_stats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overture Maps Foundation Places dataset statistics\n",
    "\n",
    "[Overture Maps Foundation](https://overturemaps.org/) [released](https://overturemaps.org/overture-maps-foundation-releases-first-world-wide-open-map-dataset/) their first global point of interest data set.\n",
    "\n",
    "This notebook explores the data and counts how often which attributes are used."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation: download the data\n",
    "\n",
    "Follow the [process in the Overture README](https://github.com/OvertureMaps/data/blob/main/README.md#accessing-overture-maps-data) to download the data.\n",
    "\n",
    "One way to do it:\n",
    "\n",
    "1. Download the [DuckDB command line client](https://duckdb.org/#quickinstall)\n",
    "2. Save this script as `download.sql`:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```sql\n",
    "LOAD httpfs;\n",
    "LOAD spatial;\n",
    "\n",
    "COPY (\n",
    "    SELECT\n",
    "       id,\n",
    "       updatetime,\n",
    "       version,\n",
    "       CAST(names AS JSON) AS names,\n",
    "       CAST(categories AS JSON) AS categories,\n",
    "       confidence,\n",
    "       CAST(websites AS JSON) AS websites,\n",
    "       CAST(socials AS JSON) AS socials,\n",
    "       CAST(emails AS JSON) AS emails,\n",
    "       CAST(phones AS JSON) AS phones,\n",
    "       CAST(brand AS JSON) AS brand,\n",
    "       CAST(addresses AS JSON) AS addresses,\n",
    "       CAST(sources AS JSON) AS sources,\n",
    "       ST_GeomFromWKB(geometry)\n",
    "    FROM\n",
    "       read_parquet('s3://overturemaps-us-west-2/release/2023-07-26-alpha.0/theme=places/type=*/*', hive_partitioning=1)\n",
    "    WHERE\n",
    "        bbox.minx >= 12\n",
    "        AND bbox.maxx <= 14\n",
    "        AND bbox.miny > 52\n",
    "        AND bbox.maxy < 53\n",
    "    ) TO 'places.geojsonseq'\n",
    "WITH (FORMAT GDAL, DRIVER 'GeoJSONSeq');\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. One-time step: You need to install the `httpfs` and `spatial` extensions for DuckDB.  \n",
    "    ```shell\n",
    "    duckdb -s 'INSTALL httpfs; INSTALL spatial;'\n",
    "    ```\n",
    "4. Run above SQL script. This will take a while. A progress bar is displayed. The data will be stored in `places.geojsonseq`\n",
    "    ```shell\n",
    "    duckdb -init download.sql\n",
    "    ```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data = []\n",
    "name = []\n",
    "category_main = []\n",
    "category_all = []\n",
    "confidence = []\n",
    "website = []\n",
    "social = []\n",
    "email = []\n",
    "phone = []\n",
    "brand_name = []\n",
    "brand_wikidata = []\n",
    "address = []\n",
    "sources_first = []\n",
    "sources_all = []\n",
    "\n",
    "def first_or_none(properties, key):\n",
    "    return properties[key][0] if properties[key] is not None else None\n",
    "\n",
    "with open('places.geojsonseq', 'r') as input_file:\n",
    "    for line in input_file:\n",
    "        feature = json.loads(line)\n",
    "        full_data.append(feature)\n",
    "        properties = feature['properties']\n",
    "        name.append(properties['names']['common'][0]['value'])\n",
    "        category_main.append(properties['categories']['main'])\n",
    "        category_all.append(properties['categories']['main'])\n",
    "        if properties['categories']['alternate']:\n",
    "            category_all.extend(properties['categories']['alternate'])\n",
    "        confidence.append(properties['confidence'])\n",
    "        for var, key in ((website, 'websites'), (social, 'socials'), (email, 'emails'), (phone, 'phones'), (address, 'addresses')):\n",
    "            var.append(first_or_none(properties, key))\n",
    "        brand = properties.get('brand')\n",
    "        brand_name.append(brand['names']['brand_names_common'][0]['value'] if brand['names'] is not None else None)\n",
    "        brand_wikidata.append(brand['wikidata'])\n",
    "        sources_first.append(properties['sources'][0]['dataset'])\n",
    "        sources_all.extend(source['dataset'] for source in properties['sources'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>category_main</th>\n",
       "      <th>confidence</th>\n",
       "      <th>website</th>\n",
       "      <th>social</th>\n",
       "      <th>email</th>\n",
       "      <th>phone</th>\n",
       "      <th>address</th>\n",
       "      <th>brand_name</th>\n",
       "      <th>brand_wikidata</th>\n",
       "      <th>source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nails Berlin</td>\n",
       "      <td>beauty_salon</td>\n",
       "      <td>0.668953</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.facebook.com/2059200744295328</td>\n",
       "      <td>None</td>\n",
       "      <td>+493013898445</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '10999', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TimeCrew GmbH</td>\n",
       "      <td>transportation</td>\n",
       "      <td>0.464180</td>\n",
       "      <td>http://www.timecrew.de</td>\n",
       "      <td>https://www.facebook.com/1863210550574398</td>\n",
       "      <td>None</td>\n",
       "      <td>+493051303881</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '12167', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eurofundament Bodenplatte</td>\n",
       "      <td>engineering_services</td>\n",
       "      <td>0.453981</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.facebook.com/137511182978125</td>\n",
       "      <td>None</td>\n",
       "      <td>+4915221658650</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '12557', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Pflanzen-Kölle</td>\n",
       "      <td>nursery_and_gardening</td>\n",
       "      <td>0.989363</td>\n",
       "      <td>https://www.pflanzen-koelle.de/standorte/dallg...</td>\n",
       "      <td>https://www.facebook.com/204340583080842</td>\n",
       "      <td>None</td>\n",
       "      <td>+49332229950</td>\n",
       "      <td>{'locality': 'Dallgow-Döberitz', 'postcode': '...</td>\n",
       "      <td>Pflanzen-Kölle</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Heimtierranch Atomino</td>\n",
       "      <td>pet_sitting</td>\n",
       "      <td>0.358646</td>\n",
       "      <td>http://www.heimtierranch-atomino.de</td>\n",
       "      <td>https://www.facebook.com/300746433278440</td>\n",
       "      <td>None</td>\n",
       "      <td>+49309414085</td>\n",
       "      <td>{'locality': 'Schöneiche bei Berlin', 'postcod...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137706</th>\n",
       "      <td>RealFundus Immobilien GmbH</td>\n",
       "      <td>None</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '10551', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>msft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137707</th>\n",
       "      <td>Katholische Kita St. Konrad von Parzham</td>\n",
       "      <td>religious_organization</td>\n",
       "      <td>0.835817</td>\n",
       "      <td>http://www.heiligkreuz-berlin.de</td>\n",
       "      <td>https://www.facebook.com/1146932708785935</td>\n",
       "      <td>None</td>\n",
       "      <td>+493093498149</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '13057', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137708</th>\n",
       "      <td>Yuna</td>\n",
       "      <td>None</td>\n",
       "      <td>0.780253</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.facebook.com/110705991385679</td>\n",
       "      <td>None</td>\n",
       "      <td>+493025766513</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '10178', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137709</th>\n",
       "      <td>Berlin Couture</td>\n",
       "      <td>None</td>\n",
       "      <td>0.281272</td>\n",
       "      <td>http://blakeberlin.de</td>\n",
       "      <td>https://www.facebook.com/101461256359488</td>\n",
       "      <td>None</td>\n",
       "      <td>+13433044798</td>\n",
       "      <td>{'locality': 'Berlin', 'postcode': '13589', 'f...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137710</th>\n",
       "      <td>Dr. Gruber Kinder- und Jugendschuh-Spezialiste...</td>\n",
       "      <td>shoe_store</td>\n",
       "      <td>0.967791</td>\n",
       "      <td>http://www.kinderschuhefalkensee.de/</td>\n",
       "      <td>https://www.facebook.com/409012522626824</td>\n",
       "      <td>None</td>\n",
       "      <td>+4933222795270</td>\n",
       "      <td>{'locality': 'Falkensee', 'postcode': '14612',...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>meta</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137711 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     name  \\\n",
       "0                                            Nails Berlin   \n",
       "1                                           TimeCrew GmbH   \n",
       "2                               Eurofundament Bodenplatte   \n",
       "3                                          Pflanzen-Kölle   \n",
       "4                                   Heimtierranch Atomino   \n",
       "...                                                   ...   \n",
       "137706                         RealFundus Immobilien GmbH   \n",
       "137707            Katholische Kita St. Konrad von Parzham   \n",
       "137708                                               Yuna   \n",
       "137709                                     Berlin Couture   \n",
       "137710  Dr. Gruber Kinder- und Jugendschuh-Spezialiste...   \n",
       "\n",
       "                 category_main  confidence  \\\n",
       "0                 beauty_salon    0.668953   \n",
       "1               transportation    0.464180   \n",
       "2         engineering_services    0.453981   \n",
       "3        nursery_and_gardening    0.989363   \n",
       "4                  pet_sitting    0.358646   \n",
       "...                        ...         ...   \n",
       "137706                    None    0.600000   \n",
       "137707  religious_organization    0.835817   \n",
       "137708                    None    0.780253   \n",
       "137709                    None    0.281272   \n",
       "137710              shoe_store    0.967791   \n",
       "\n",
       "                                                  website  \\\n",
       "0                                                    None   \n",
       "1                                  http://www.timecrew.de   \n",
       "2                                                    None   \n",
       "3       https://www.pflanzen-koelle.de/standorte/dallg...   \n",
       "4                     http://www.heimtierranch-atomino.de   \n",
       "...                                                   ...   \n",
       "137706                                               None   \n",
       "137707                   http://www.heiligkreuz-berlin.de   \n",
       "137708                                               None   \n",
       "137709                              http://blakeberlin.de   \n",
       "137710               http://www.kinderschuhefalkensee.de/   \n",
       "\n",
       "                                           social email           phone  \\\n",
       "0       https://www.facebook.com/2059200744295328  None   +493013898445   \n",
       "1       https://www.facebook.com/1863210550574398  None   +493051303881   \n",
       "2        https://www.facebook.com/137511182978125  None  +4915221658650   \n",
       "3        https://www.facebook.com/204340583080842  None    +49332229950   \n",
       "4        https://www.facebook.com/300746433278440  None    +49309414085   \n",
       "...                                           ...   ...             ...   \n",
       "137706                                       None  None            None   \n",
       "137707  https://www.facebook.com/1146932708785935  None   +493093498149   \n",
       "137708   https://www.facebook.com/110705991385679  None   +493025766513   \n",
       "137709   https://www.facebook.com/101461256359488  None    +13433044798   \n",
       "137710   https://www.facebook.com/409012522626824  None  +4933222795270   \n",
       "\n",
       "                                                  address      brand_name  \\\n",
       "0       {'locality': 'Berlin', 'postcode': '10999', 'f...            None   \n",
       "1       {'locality': 'Berlin', 'postcode': '12167', 'f...            None   \n",
       "2       {'locality': 'Berlin', 'postcode': '12557', 'f...            None   \n",
       "3       {'locality': 'Dallgow-Döberitz', 'postcode': '...  Pflanzen-Kölle   \n",
       "4       {'locality': 'Schöneiche bei Berlin', 'postcod...            None   \n",
       "...                                                   ...             ...   \n",
       "137706  {'locality': 'Berlin', 'postcode': '10551', 'f...            None   \n",
       "137707  {'locality': 'Berlin', 'postcode': '13057', 'f...            None   \n",
       "137708  {'locality': 'Berlin', 'postcode': '10178', 'f...            None   \n",
       "137709  {'locality': 'Berlin', 'postcode': '13589', 'f...            None   \n",
       "137710  {'locality': 'Falkensee', 'postcode': '14612',...            None   \n",
       "\n",
       "       brand_wikidata source  \n",
       "0                None   meta  \n",
       "1                None   meta  \n",
       "2                None   meta  \n",
       "3                None   meta  \n",
       "4                None   meta  \n",
       "...               ...    ...  \n",
       "137706           None   msft  \n",
       "137707           None   meta  \n",
       "137708           None   meta  \n",
       "137709           None   meta  \n",
       "137710           None   meta  \n",
       "\n",
       "[137711 rows x 11 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "places = pd.DataFrame({'name': name, 'category_main': category_main, 'confidence': confidence, 'website': website, 'social': social, 'email': email, 'phone': phone, 'address': address, 'brand_name': brand_name, 'brand_wikidata': brand_wikidata, 'source': sources_first})\n",
    "places"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Percentage of rows for which attribute is present\n",
    "\n",
    "`name`, `confidence` and `source` are present for all points. `email` and `wikidata` are never present.\n",
    "\n",
    "22.5 % of places don’t have a category.\n",
    "\n",
    "5.8 % of places have a brand."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name              100.000000\n",
       "category_main      77.531933\n",
       "confidence        100.000000\n",
       "website            62.086544\n",
       "social             79.623269\n",
       "email               0.000000\n",
       "phone              64.174975\n",
       "address            96.742453\n",
       "brand_name          5.836135\n",
       "brand_wikidata      0.000000\n",
       "source            100.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100 - places.isna().mean() * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "source\n",
       "meta    109650\n",
       "msft     28061\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "places['source'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If `socials` is present it is always facebook.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "social contains facebook.com\n",
       "True    79.623269\n",
       "None    20.376731\n",
       "Name: percentage, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "places['social'].rename('social contains facebook.com').str.contains('facebook.com').value_counts(dropna=False).rename('percentage') / len(places) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequency of main categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>category_main</th>\n",
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       "    <tr>\n",
       "      <th>None</th>\n",
       "      <td>30941</td>\n",
       "      <td>22.468067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>professional_services</th>\n",
       "      <td>4549</td>\n",
       "      <td>3.303295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>community_services_non_profits</th>\n",
       "      <td>3782</td>\n",
       "      <td>2.746331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beauty_salon</th>\n",
       "      <td>3722</td>\n",
       "      <td>2.702762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cafe</th>\n",
       "      <td>2179</td>\n",
       "      <td>1.582299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotel</th>\n",
       "      <td>1833</td>\n",
       "      <td>1.331048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shopping</th>\n",
       "      <td>1513</td>\n",
       "      <td>1.098678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>landmark_and_historical_building</th>\n",
       "      <td>1472</td>\n",
       "      <td>1.068905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sports_club_and_league</th>\n",
       "      <td>1470</td>\n",
       "      <td>1.067453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clothing_store</th>\n",
       "      <td>1397</td>\n",
       "      <td>1.014443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bar</th>\n",
       "      <td>1383</td>\n",
       "      <td>1.004277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>art_gallery</th>\n",
       "      <td>1331</td>\n",
       "      <td>0.966517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant</th>\n",
       "      <td>1291</td>\n",
       "      <td>0.937470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_repair</th>\n",
       "      <td>1128</td>\n",
       "      <td>0.819107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>school</th>\n",
       "      <td>1049</td>\n",
       "      <td>0.761740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>park</th>\n",
       "      <td>1045</td>\n",
       "      <td>0.758836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grocery_store</th>\n",
       "      <td>996</td>\n",
       "      <td>0.723254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>italian_restaurant</th>\n",
       "      <td>970</td>\n",
       "      <td>0.704374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dentist</th>\n",
       "      <td>947</td>\n",
       "      <td>0.687672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hospital</th>\n",
       "      <td>941</td>\n",
       "      <td>0.683315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>advertising_agency</th>\n",
       "      <td>888</td>\n",
       "      <td>0.644829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>german_restaurant</th>\n",
       "      <td>865</td>\n",
       "      <td>0.628127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_and_medical</th>\n",
       "      <td>852</td>\n",
       "      <td>0.618687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gym</th>\n",
       "      <td>844</td>\n",
       "      <td>0.612878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bakery</th>\n",
       "      <td>841</td>\n",
       "      <td>0.610699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>church_cathedral</th>\n",
       "      <td>840</td>\n",
       "      <td>0.609973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>real_estate</th>\n",
       "      <td>789</td>\n",
       "      <td>0.572939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>insurance_agency</th>\n",
       "      <td>787</td>\n",
       "      <td>0.571487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_dealer</th>\n",
       "      <td>776</td>\n",
       "      <td>0.563499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>event_planning</th>\n",
       "      <td>775</td>\n",
       "      <td>0.562773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>financial_service</th>\n",
       "      <td>746</td>\n",
       "      <td>0.541714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>college_university</th>\n",
       "      <td>727</td>\n",
       "      <td>0.527917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>transportation</th>\n",
       "      <td>718</td>\n",
       "      <td>0.521382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pharmacy</th>\n",
       "      <td>715</td>\n",
       "      <td>0.519203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>topic_concert_venue</th>\n",
       "      <td>706</td>\n",
       "      <td>0.512668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arts_and_entertainment</th>\n",
       "      <td>706</td>\n",
       "      <td>0.512668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coffee_shop</th>\n",
       "      <td>680</td>\n",
       "      <td>0.493788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>active_life</th>\n",
       "      <td>664</td>\n",
       "      <td>0.482169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>train_station</th>\n",
       "      <td>651</td>\n",
       "      <td>0.472729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stadium_arena</th>\n",
       "      <td>646</td>\n",
       "      <td>0.469098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_service_and_government</th>\n",
       "      <td>638</td>\n",
       "      <td>0.463289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>supermarket</th>\n",
       "      <td>620</td>\n",
       "      <td>0.450218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>travel_services</th>\n",
       "      <td>614</td>\n",
       "      <td>0.445861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gas_station</th>\n",
       "      <td>604</td>\n",
       "      <td>0.438600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>furniture_store</th>\n",
       "      <td>601</td>\n",
       "      <td>0.436421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>physical_therapy</th>\n",
       "      <td>593</td>\n",
       "      <td>0.430612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pizza_restaurant</th>\n",
       "      <td>590</td>\n",
       "      <td>0.428433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contractor</th>\n",
       "      <td>582</td>\n",
       "      <td>0.422624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>construction_services</th>\n",
       "      <td>572</td>\n",
       "      <td>0.415363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dance_club</th>\n",
       "      <td>565</td>\n",
       "      <td>0.410279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lawyer</th>\n",
       "      <td>559</td>\n",
       "      <td>0.405923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flowers_and_gifts_shop</th>\n",
       "      <td>558</td>\n",
       "      <td>0.405196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spas</th>\n",
       "      <td>558</td>\n",
       "      <td>0.405196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lake</th>\n",
       "      <td>538</td>\n",
       "      <td>0.390673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commercial_industrial</th>\n",
       "      <td>538</td>\n",
       "      <td>0.390673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>naturopathic_holistic</th>\n",
       "      <td>508</td>\n",
       "      <td>0.368888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fast_food_restaurant</th>\n",
       "      <td>506</td>\n",
       "      <td>0.367436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accommodation</th>\n",
       "      <td>482</td>\n",
       "      <td>0.350008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>liquor_store</th>\n",
       "      <td>477</td>\n",
       "      <td>0.346378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retirement_home</th>\n",
       "      <td>475</td>\n",
       "      <td>0.344925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theatre</th>\n",
       "      <td>475</td>\n",
       "      <td>0.344925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>education</th>\n",
       "      <td>463</td>\n",
       "      <td>0.336211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tattoo_and_piercing</th>\n",
       "      <td>444</td>\n",
       "      <td>0.322414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engineering_services</th>\n",
       "      <td>434</td>\n",
       "      <td>0.315153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eyewear_and_optician</th>\n",
       "      <td>426</td>\n",
       "      <td>0.309343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>museum</th>\n",
       "      <td>425</td>\n",
       "      <td>0.308617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>political_organization</th>\n",
       "      <td>420</td>\n",
       "      <td>0.304987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mobile_phone_store</th>\n",
       "      <td>408</td>\n",
       "      <td>0.296273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fire_department</th>\n",
       "      <td>400</td>\n",
       "      <td>0.290463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>real_estate_agent</th>\n",
       "      <td>400</td>\n",
       "      <td>0.290463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ice_cream_shop</th>\n",
       "      <td>393</td>\n",
       "      <td>0.285380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>discount_store</th>\n",
       "      <td>388</td>\n",
       "      <td>0.281749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>music_venue</th>\n",
       "      <td>388</td>\n",
       "      <td>0.281749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bookstore</th>\n",
       "      <td>387</td>\n",
       "      <td>0.281023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jewelry_store</th>\n",
       "      <td>386</td>\n",
       "      <td>0.280297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>religious_organization</th>\n",
       "      <td>378</td>\n",
       "      <td>0.274488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>driving_school</th>\n",
       "      <td>377</td>\n",
       "      <td>0.273762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cosmetic_and_beauty_supplies</th>\n",
       "      <td>370</td>\n",
       "      <td>0.268679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>doctor</th>\n",
       "      <td>370</td>\n",
       "      <td>0.268679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bicycle_shop</th>\n",
       "      <td>369</td>\n",
       "      <td>0.267952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>martial_arts_club</th>\n",
       "      <td>367</td>\n",
       "      <td>0.266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_plaza</th>\n",
       "      <td>358</td>\n",
       "      <td>0.259965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>veterinarian</th>\n",
       "      <td>354</td>\n",
       "      <td>0.257060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_care_preschool</th>\n",
       "      <td>348</td>\n",
       "      <td>0.252703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>counseling_and_mental_health</th>\n",
       "      <td>346</td>\n",
       "      <td>0.251251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_and_government_association</th>\n",
       "      <td>343</td>\n",
       "      <td>0.249072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>software_development</th>\n",
       "      <td>338</td>\n",
       "      <td>0.245442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tours</th>\n",
       "      <td>338</td>\n",
       "      <td>0.245442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yoga_studio</th>\n",
       "      <td>336</td>\n",
       "      <td>0.243989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>women's_clothing_store</th>\n",
       "      <td>332</td>\n",
       "      <td>0.241085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dance_school</th>\n",
       "      <td>331</td>\n",
       "      <td>0.240358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freight_and_cargo_service</th>\n",
       "      <td>322</td>\n",
       "      <td>0.233823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vietnamese_restaurant</th>\n",
       "      <td>319</td>\n",
       "      <td>0.231645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>music_production</th>\n",
       "      <td>319</td>\n",
       "      <td>0.231645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>information_technology_company</th>\n",
       "      <td>312</td>\n",
       "      <td>0.226561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bank_credit_union</th>\n",
       "      <td>307</td>\n",
       "      <td>0.222931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beauty_and_spa</th>\n",
       "      <td>306</td>\n",
       "      <td>0.222204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>elementary_school</th>\n",
       "      <td>304</td>\n",
       "      <td>0.220752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>social_service_organizations</th>\n",
       "      <td>303</td>\n",
       "      <td>0.220026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high_school</th>\n",
       "      <td>300</td>\n",
       "      <td>0.217848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>broadcasting_media_production</th>\n",
       "      <td>297</td>\n",
       "      <td>0.215669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cinema</th>\n",
       "      <td>297</td>\n",
       "      <td>0.215669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business_advertising</th>\n",
       "      <td>297</td>\n",
       "      <td>0.215669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>burger_restaurant</th>\n",
       "      <td>295</td>\n",
       "      <td>0.214217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shoe_store</th>\n",
       "      <td>295</td>\n",
       "      <td>0.214217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>children's_clothing_store</th>\n",
       "      <td>291</td>\n",
       "      <td>0.211312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sushi_restaurant</th>\n",
       "      <td>287</td>\n",
       "      <td>0.208407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>printing_services</th>\n",
       "      <td>285</td>\n",
       "      <td>0.206955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>barber</th>\n",
       "      <td>283</td>\n",
       "      <td>0.205503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retail</th>\n",
       "      <td>279</td>\n",
       "      <td>0.202598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bridge</th>\n",
       "      <td>277</td>\n",
       "      <td>0.201146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sports_and_recreation_venue</th>\n",
       "      <td>272</td>\n",
       "      <td>0.197515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sporting_goods</th>\n",
       "      <td>267</td>\n",
       "      <td>0.193884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pub</th>\n",
       "      <td>257</td>\n",
       "      <td>0.186623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indian_restaurant</th>\n",
       "      <td>256</td>\n",
       "      <td>0.185897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>travel</th>\n",
       "      <td>249</td>\n",
       "      <td>0.180813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arts_and_crafts</th>\n",
       "      <td>246</td>\n",
       "      <td>0.178635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday_rental_home</th>\n",
       "      <td>239</td>\n",
       "      <td>0.173552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>internet_service_provider</th>\n",
       "      <td>237</td>\n",
       "      <td>0.172100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>caterer</th>\n",
       "      <td>230</td>\n",
       "      <td>0.167016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>music_school</th>\n",
       "      <td>228</td>\n",
       "      <td>0.165564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parking</th>\n",
       "      <td>226</td>\n",
       "      <td>0.164112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>architectural_designer</th>\n",
       "      <td>225</td>\n",
       "      <td>0.163386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>event_photography</th>\n",
       "      <td>225</td>\n",
       "      <td>0.163386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>greek_restaurant</th>\n",
       "      <td>223</td>\n",
       "      <td>0.161933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>specialty_school</th>\n",
       "      <td>222</td>\n",
       "      <td>0.161207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chinese_restaurant</th>\n",
       "      <td>221</td>\n",
       "      <td>0.160481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wholesale_store</th>\n",
       "      <td>220</td>\n",
       "      <td>0.159755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tutoring_center</th>\n",
       "      <td>211</td>\n",
       "      <td>0.153219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive</th>\n",
       "      <td>206</td>\n",
       "      <td>0.149589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>farm</th>\n",
       "      <td>206</td>\n",
       "      <td>0.149589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fashion</th>\n",
       "      <td>205</td>\n",
       "      <td>0.148862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <td>205</td>\n",
       "      <td>0.148862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monument</th>\n",
       "      <td>203</td>\n",
       "      <td>0.147410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cocktail_bar</th>\n",
       "      <td>201</td>\n",
       "      <td>0.145958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>embassy</th>\n",
       "      <td>196</td>\n",
       "      <td>0.142327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asian_restaurant</th>\n",
       "      <td>188</td>\n",
       "      <td>0.136518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_store</th>\n",
       "      <td>188</td>\n",
       "      <td>0.136518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>electronics</th>\n",
       "      <td>183</td>\n",
       "      <td>0.132887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swimming_pool</th>\n",
       "      <td>181</td>\n",
       "      <td>0.131435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>web_designer</th>\n",
       "      <td>181</td>\n",
       "      <td>0.131435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shopping_center</th>\n",
       "      <td>176</td>\n",
       "      <td>0.127804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>employment_agencies</th>\n",
       "      <td>175</td>\n",
       "      <td>0.127078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interior_design</th>\n",
       "      <td>174</td>\n",
       "      <td>0.126352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gastropub</th>\n",
       "      <td>172</td>\n",
       "      <td>0.124899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>language_school</th>\n",
       "      <td>172</td>\n",
       "      <td>0.124899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_rental_agency</th>\n",
       "      <td>171</td>\n",
       "      <td>0.124173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attractions_and_activities</th>\n",
       "      <td>168</td>\n",
       "      <td>0.121995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>it_service_and_computer_repair</th>\n",
       "      <td>165</td>\n",
       "      <td>0.119816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_service</th>\n",
       "      <td>165</td>\n",
       "      <td>0.119816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>funeral_services_and_cemeteries</th>\n",
       "      <td>163</td>\n",
       "      <td>0.118364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turkish_restaurant</th>\n",
       "      <td>162</td>\n",
       "      <td>0.117638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trusts</th>\n",
       "      <td>162</td>\n",
       "      <td>0.117638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_parts_and_accessories</th>\n",
       "      <td>162</td>\n",
       "      <td>0.117638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>topic_publisher</th>\n",
       "      <td>160</td>\n",
       "      <td>0.116185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>real_estate_service</th>\n",
       "      <td>159</td>\n",
       "      <td>0.115459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hookah_bar</th>\n",
       "      <td>158</td>\n",
       "      <td>0.114733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thai_restaurant</th>\n",
       "      <td>156</td>\n",
       "      <td>0.113281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>industrial_company</th>\n",
       "      <td>155</td>\n",
       "      <td>0.112555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>butcher_shop</th>\n",
       "      <td>152</td>\n",
       "      <td>0.110376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport</th>\n",
       "      <td>151</td>\n",
       "      <td>0.109650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>river</th>\n",
       "      <td>151</td>\n",
       "      <td>0.109650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_services</th>\n",
       "      <td>149</td>\n",
       "      <td>0.108198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mass_media</th>\n",
       "      <td>148</td>\n",
       "      <td>0.107471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>industrial_equipment</th>\n",
       "      <td>144</td>\n",
       "      <td>0.104567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_detailing</th>\n",
       "      <td>142</td>\n",
       "      <td>0.103114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>family_practice</th>\n",
       "      <td>141</td>\n",
       "      <td>0.102388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vegetarian_restaurant</th>\n",
       "      <td>141</td>\n",
       "      <td>0.102388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eat_and_drink</th>\n",
       "      <td>138</td>\n",
       "      <td>0.100210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>musical_instrument_store</th>\n",
       "      <td>134</td>\n",
       "      <td>0.097305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beach</th>\n",
       "      <td>134</td>\n",
       "      <td>0.097305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>steakhouse</th>\n",
       "      <td>133</td>\n",
       "      <td>0.096579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nurse_practitioner</th>\n",
       "      <td>131</td>\n",
       "      <td>0.095127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>youth_organizations</th>\n",
       "      <td>130</td>\n",
       "      <td>0.094401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fashion_accessories_store</th>\n",
       "      <td>129</td>\n",
       "      <td>0.093674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>history_museum</th>\n",
       "      <td>128</td>\n",
       "      <td>0.092948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_television_studio</th>\n",
       "      <td>128</td>\n",
       "      <td>0.092948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>toy_store</th>\n",
       "      <td>127</td>\n",
       "      <td>0.092222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hardware_store</th>\n",
       "      <td>127</td>\n",
       "      <td>0.092222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graphic_designer</th>\n",
       "      <td>127</td>\n",
       "      <td>0.092222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lounge</th>\n",
       "      <td>127</td>\n",
       "      <td>0.092222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>central_government_office</th>\n",
       "      <td>126</td>\n",
       "      <td>0.091496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breakfast_and_brunch_restaurant</th>\n",
       "      <td>126</td>\n",
       "      <td>0.091496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_security</th>\n",
       "      <td>126</td>\n",
       "      <td>0.091496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cultural_center</th>\n",
       "      <td>125</td>\n",
       "      <td>0.090770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nursery_and_gardening</th>\n",
       "      <td>125</td>\n",
       "      <td>0.090770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bar_and_grill_restaurant</th>\n",
       "      <td>124</td>\n",
       "      <td>0.090044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>travel_company</th>\n",
       "      <td>123</td>\n",
       "      <td>0.089317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>post_office</th>\n",
       "      <td>123</td>\n",
       "      <td>0.089317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vitamins_and_supplements</th>\n",
       "      <td>122</td>\n",
       "      <td>0.088591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>structure_and_geography</th>\n",
       "      <td>121</td>\n",
       "      <td>0.087865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>building_supply_store</th>\n",
       "      <td>120</td>\n",
       "      <td>0.087139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tanning_salon</th>\n",
       "      <td>120</td>\n",
       "      <td>0.087139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>men's_clothing_store</th>\n",
       "      <td>116</td>\n",
       "      <td>0.084234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hostel</th>\n",
       "      <td>115</td>\n",
       "      <td>0.083508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>laboratory_testing</th>\n",
       "      <td>114</td>\n",
       "      <td>0.082782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ambulance_and_ems_services</th>\n",
       "      <td>113</td>\n",
       "      <td>0.082056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marketing_agency</th>\n",
       "      <td>112</td>\n",
       "      <td>0.081330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>japanese_restaurant</th>\n",
       "      <td>112</td>\n",
       "      <td>0.081330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>electrician</th>\n",
       "      <td>109</td>\n",
       "      <td>0.079151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2b_science_and_technology</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>campus_building</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>life_coach</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>department_store</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>non_governmental_association</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fitness_trainer</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_improvement_store</th>\n",
       "      <td>106</td>\n",
       "      <td>0.076973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legal_services</th>\n",
       "      <td>105</td>\n",
       "      <td>0.076247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medical_service_organizations</th>\n",
       "      <td>105</td>\n",
       "      <td>0.076247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>town_hall</th>\n",
       "      <td>105</td>\n",
       "      <td>0.076247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>landscaping</th>\n",
       "      <td>105</td>\n",
       "      <td>0.076247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>convenience_store</th>\n",
       "      <td>103</td>\n",
       "      <td>0.074794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>garbage_collection_service</th>\n",
       "      <td>103</td>\n",
       "      <td>0.074794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boat_rental_and_training</th>\n",
       "      <td>103</td>\n",
       "      <td>0.074794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>campground</th>\n",
       "      <td>99</td>\n",
       "      <td>0.071890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wine_bar</th>\n",
       "      <td>98</td>\n",
       "      <td>0.071164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>antique_store</th>\n",
       "      <td>98</td>\n",
       "      <td>0.071164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evangelical_church</th>\n",
       "      <td>98</td>\n",
       "      <td>0.071164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mexican_restaurant</th>\n",
       "      <td>97</td>\n",
       "      <td>0.070437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telecommunications_company</th>\n",
       "      <td>96</td>\n",
       "      <td>0.069711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>music_and_dvd_store</th>\n",
       "      <td>96</td>\n",
       "      <td>0.069711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carpenter</th>\n",
       "      <td>94</td>\n",
       "      <td>0.068259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_beverage_service_distribution</th>\n",
       "      <td>94</td>\n",
       "      <td>0.068259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>police_department</th>\n",
       "      <td>94</td>\n",
       "      <td>0.068259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tobacco_shop</th>\n",
       "      <td>93</td>\n",
       "      <td>0.067533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_relations</th>\n",
       "      <td>92</td>\n",
       "      <td>0.066807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hvac_services</th>\n",
       "      <td>90</td>\n",
       "      <td>0.065354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beer_garden</th>\n",
       "      <td>90</td>\n",
       "      <td>0.065354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agricultural_service</th>\n",
       "      <td>89</td>\n",
       "      <td>0.064628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carpet_store</th>\n",
       "      <td>88</td>\n",
       "      <td>0.063902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_cleaning</th>\n",
       "      <td>88</td>\n",
       "      <td>0.063902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beer_bar</th>\n",
       "      <td>87</td>\n",
       "      <td>0.063176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>doner_kebab</th>\n",
       "      <td>87</td>\n",
       "      <td>0.063176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tire_dealer_and_repair</th>\n",
       "      <td>87</td>\n",
       "      <td>0.063176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bridal_shop</th>\n",
       "      <td>86</td>\n",
       "      <td>0.062450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motorcycle_dealer</th>\n",
       "      <td>85</td>\n",
       "      <td>0.061723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mountain</th>\n",
       "      <td>85</td>\n",
       "      <td>0.061723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dog_trainer</th>\n",
       "      <td>85</td>\n",
       "      <td>0.061723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business</th>\n",
       "      <td>85</td>\n",
       "      <td>0.061723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2b_textiles</th>\n",
       "      <td>84</td>\n",
       "      <td>0.060997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>charity_organization</th>\n",
       "      <td>82</td>\n",
       "      <td>0.059545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seafood_restaurant</th>\n",
       "      <td>82</td>\n",
       "      <td>0.059545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boutique</th>\n",
       "      <td>81</td>\n",
       "      <td>0.058819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tea_room</th>\n",
       "      <td>78</td>\n",
       "      <td>0.056640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>middle_eastern_restaurant</th>\n",
       "      <td>77</td>\n",
       "      <td>0.055914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_and_garden</th>\n",
       "      <td>76</td>\n",
       "      <td>0.055188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_food_store</th>\n",
       "      <td>75</td>\n",
       "      <td>0.054462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delicatessen</th>\n",
       "      <td>75</td>\n",
       "      <td>0.054462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>media_news_company</th>\n",
       "      <td>75</td>\n",
       "      <td>0.054462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agriculture</th>\n",
       "      <td>75</td>\n",
       "      <td>0.054462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>korean_restaurant</th>\n",
       "      <td>74</td>\n",
       "      <td>0.053736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>barbecue_restaurant</th>\n",
       "      <td>74</td>\n",
       "      <td>0.053736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>psychotherapist</th>\n",
       "      <td>74</td>\n",
       "      <td>0.053736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountant</th>\n",
       "      <td>73</td>\n",
       "      <td>0.053010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>casino</th>\n",
       "      <td>72</td>\n",
       "      <td>0.052283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>french_restaurant</th>\n",
       "      <td>71</td>\n",
       "      <td>0.051557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lighting_store</th>\n",
       "      <td>71</td>\n",
       "      <td>0.051557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business_management_services</th>\n",
       "      <td>70</td>\n",
       "      <td>0.050831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mosque</th>\n",
       "      <td>70</td>\n",
       "      <td>0.050831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brewery</th>\n",
       "      <td>69</td>\n",
       "      <td>0.050105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>art_museum</th>\n",
       "      <td>69</td>\n",
       "      <td>0.050105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sewing_and_alterations</th>\n",
       "      <td>68</td>\n",
       "      <td>0.049379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rental_service</th>\n",
       "      <td>68</td>\n",
       "      <td>0.049379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>storage_facility</th>\n",
       "      <td>67</td>\n",
       "      <td>0.048653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_customization</th>\n",
       "      <td>66</td>\n",
       "      <td>0.047926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>computer_store</th>\n",
       "      <td>66</td>\n",
       "      <td>0.047926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_dealer</th>\n",
       "      <td>64</td>\n",
       "      <td>0.046474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>candy_store</th>\n",
       "      <td>63</td>\n",
       "      <td>0.045748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roofing</th>\n",
       "      <td>63</td>\n",
       "      <td>0.045748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>computer_hardware_company</th>\n",
       "      <td>63</td>\n",
       "      <td>0.045748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prenatal_perinatal_care</th>\n",
       "      <td>62</td>\n",
       "      <td>0.045022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metal_supplier</th>\n",
       "      <td>62</td>\n",
       "      <td>0.045022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>catholic_church</th>\n",
       "      <td>61</td>\n",
       "      <td>0.044296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bowling_alley</th>\n",
       "      <td>60</td>\n",
       "      <td>0.043570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fountain</th>\n",
       "      <td>60</td>\n",
       "      <td>0.043570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>organic_grocery_store</th>\n",
       "      <td>59</td>\n",
       "      <td>0.042843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amateur_sports_team</th>\n",
       "      <td>57</td>\n",
       "      <td>0.041391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sandwich_shop</th>\n",
       "      <td>57</td>\n",
       "      <td>0.041391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>occupational_therapy</th>\n",
       "      <td>56</td>\n",
       "      <td>0.040665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>energy_company</th>\n",
       "      <td>56</td>\n",
       "      <td>0.040665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mattress_store</th>\n",
       "      <td>56</td>\n",
       "      <td>0.040665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>community_center</th>\n",
       "      <td>56</td>\n",
       "      <td>0.040665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zoo</th>\n",
       "      <td>56</td>\n",
       "      <td>0.040665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>armed_forces_branch</th>\n",
       "      <td>55</td>\n",
       "      <td>0.039939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>winery</th>\n",
       "      <td>55</td>\n",
       "      <td>0.039939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>farmers_market</th>\n",
       "      <td>54</td>\n",
       "      <td>0.039213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hair_removal</th>\n",
       "      <td>54</td>\n",
       "      <td>0.039213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>painting</th>\n",
       "      <td>54</td>\n",
       "      <td>0.039213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mediterranean_restaurant</th>\n",
       "      <td>53</td>\n",
       "      <td>0.038486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thrift_store</th>\n",
       "      <td>53</td>\n",
       "      <td>0.038486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lebanese_restaurant</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flea_market</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pediatrician</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amusement_park</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>desserts</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diner</th>\n",
       "      <td>51</td>\n",
       "      <td>0.037034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investing</th>\n",
       "      <td>51</td>\n",
       "      <td>0.037034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tapas_bar</th>\n",
       "      <td>51</td>\n",
       "      <td>0.037034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>political_party_office</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pilates_studio</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eye_care_clinic</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_groomer</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>property_management</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>psychologist</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>print_media</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chicken_restaurant</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plastic_surgeon</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>art_school</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speakeasy</th>\n",
       "      <td>47</td>\n",
       "      <td>0.034129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_company</th>\n",
       "      <td>46</td>\n",
       "      <td>0.033403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>financial_advising</th>\n",
       "      <td>46</td>\n",
       "      <td>0.033403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marketing_consultant</th>\n",
       "      <td>46</td>\n",
       "      <td>0.033403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adult_entertainment</th>\n",
       "      <td>45</td>\n",
       "      <td>0.032677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speech_therapist</th>\n",
       "      <td>45</td>\n",
       "      <td>0.032677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>translating_and_interpreting_services</th>\n",
       "      <td>45</td>\n",
       "      <td>0.032677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>preschool</th>\n",
       "      <td>44</td>\n",
       "      <td>0.031951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>land_surveying</th>\n",
       "      <td>44</td>\n",
       "      <td>0.031951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>urban_farm</th>\n",
       "      <td>43</td>\n",
       "      <td>0.031225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>courthouse</th>\n",
       "      <td>43</td>\n",
       "      <td>0.031225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>labor_union</th>\n",
       "      <td>43</td>\n",
       "      <td>0.031225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>optometrist</th>\n",
       "      <td>43</td>\n",
       "      <td>0.031225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_utility_company</th>\n",
       "      <td>43</td>\n",
       "      <td>0.031225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nutritionist</th>\n",
       "      <td>42</td>\n",
       "      <td>0.030499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>race_track</th>\n",
       "      <td>42</td>\n",
       "      <td>0.030499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>screen_printing_t_shirt_printing</th>\n",
       "      <td>42</td>\n",
       "      <td>0.030499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dry_cleaning</th>\n",
       "      <td>41</td>\n",
       "      <td>0.029772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>equestrian_facility</th>\n",
       "      <td>41</td>\n",
       "      <td>0.029772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>department_of_motor_vehicles</th>\n",
       "      <td>41</td>\n",
       "      <td>0.029772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boat_dealer</th>\n",
       "      <td>41</td>\n",
       "      <td>0.029772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wildlife_sanctuary</th>\n",
       "      <td>41</td>\n",
       "      <td>0.029772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>educational_services</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taxi_service</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bed_and_breakfast</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radio_station</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_developer</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metal_fabricator</th>\n",
       "      <td>39</td>\n",
       "      <td>0.028320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>outdoor_gear</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_health_care</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>laundromat</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>golf_course</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_glass_service</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jail_and_prison</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boat_service_and_repair</th>\n",
       "      <td>37</td>\n",
       "      <td>0.026868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>donuts</th>\n",
       "      <td>37</td>\n",
       "      <td>0.026868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commercial_real_estate</th>\n",
       "      <td>36</td>\n",
       "      <td>0.026142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_cigarette_store</th>\n",
       "      <td>36</td>\n",
       "      <td>0.026142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_truck</th>\n",
       "      <td>36</td>\n",
       "      <td>0.026142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bubble_tea</th>\n",
       "      <td>36</td>\n",
       "      <td>0.026142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bus_station</th>\n",
       "      <td>35</td>\n",
       "      <td>0.025416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motorcycle_repair</th>\n",
       "      <td>35</td>\n",
       "      <td>0.025416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key_and_locksmith</th>\n",
       "      <td>35</td>\n",
       "      <td>0.025416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comedy_club</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fruits_and_vegetables</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_school</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plumbing</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cafetaria</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pool_billiards</th>\n",
       "      <td>34</td>\n",
       "      <td>0.024689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sports_wear</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movers</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>environmental_conservation_organization</th>\n",
       "      <td>32</td>\n",
       "      <td>0.023237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cooking_school</th>\n",
       "      <td>32</td>\n",
       "      <td>0.023237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>european_restaurant</th>\n",
       "      <td>32</td>\n",
       "      <td>0.023237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>american_restaurant</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chemical_plant</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>biotechnology_company</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>private_association</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resort</th>\n",
       "      <td>30</td>\n",
       "      <td>0.021785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>criminal_defense_law</th>\n",
       "      <td>29</td>\n",
       "      <td>0.021059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hunting_and_fishing_supplies</th>\n",
       "      <td>29</td>\n",
       "      <td>0.021059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chocolatier</th>\n",
       "      <td>29</td>\n",
       "      <td>0.021059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>party_supply</th>\n",
       "      <td>29</td>\n",
       "      <td>0.021059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>miniature_golf_course</th>\n",
       "      <td>28</td>\n",
       "      <td>0.020332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>luggage_store</th>\n",
       "      <td>28</td>\n",
       "      <td>0.020332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_breeder</th>\n",
       "      <td>28</td>\n",
       "      <td>0.020332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horseback_riding_service</th>\n",
       "      <td>28</td>\n",
       "      <td>0.020332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_goods_store</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>self_storage_facility</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>record_label</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cosmetic_dentist</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fabric_store</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rock_climbing_spot</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tennis_court</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>senior_citizen_services</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hiking_trail</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marina</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ferry_boat_company</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lottery_ticket</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>botanical_garden</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>video_game_store</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>glass_and_mirror_sales_service</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>internal_medicine</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orthopedist</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horse_riding</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soccer_field</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2b_electronic_equipment</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>internet_marketing_service</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>limo_services</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solar_installation</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>real_estate_investment</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recreation_vehicle_repair</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medical_research_and_development</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>escape_rooms</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>synagogue</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>audiologist</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>office_equipment</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fire_protection_service</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_delivery_service</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>national_park</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>social_media_agency</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>audio_visual_equipment_store</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>animal_shelter</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appraisal_services</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salad_bar</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>educational_research_institute</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>palace</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surgical_appliances_and_supplies</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>photography_store_and_services</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>irish_pub</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flight_school</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothie_juice_bar</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business_manufacturing_and_supply</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auction_house</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>private_school</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pool_cleaning</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_department</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>career_counseling</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circus</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fireplace_service</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chiropractor</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>osteopathic_physician</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wedding_planning</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gelato</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>media_agency</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scuba_diving_center</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recycling_center</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>modern_art_museum</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dermatologist</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jazz_and_blues</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jewelry_and_watches_manufacturer</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>african_restaurant</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>occupational_safety</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hobby_shop</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>firework_retailer</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iron_and_steel_industry</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_consultant</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>performing_arts</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horse_trainer</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>castle</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>environmental_conservation_and_ecological_organizations</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blood_and_plasma_donation_center</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport_terminal</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fence_and_gate_sales_service</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lingerie_store</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pop_up_shop</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nail_salon</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>karaoke</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>computer_coaching</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>choir</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buddhist_temple</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acupuncture</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ear_nose_and_throat</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arabian_restaurant</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wood_and_pulp</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paddleboarding_center</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>water_treatment_equipment_and_services</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windows_installation</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gay_bar</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appliance_repair_service</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>towing_service</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baptist_church</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>meditation_center</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>austrian_restaurant</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excavation_service</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_wholesale</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boat_tours</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dog_park</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>installment_loans</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>book_magazine_distribution</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gardener</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>souvenir_shop</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spanish_restaurant</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paintball</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>employment_law</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nature_reserve</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skate_park</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shipping_center</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>media_news_website</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comic_books_store</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gift_shop</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hawaiian_restaurant</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>divorce_and_family_law</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passport_and_visa_services</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>podiatrist</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>linen</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orthodontist</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frozen_yoghurt_shop</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business_to_business_services</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peruvian_restaurant</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hair_salon</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>superstore</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>psychic</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_manufacturers_and_distributors</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soup_restaurant</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wholesale_grocer</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_stand</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_consultant</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>private_investigation</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aquatic_pet_store</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>art_restoration</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>playground</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>professional_sports_team</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pancake_house</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buffet_restaurant</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pier</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rv_park</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>environmental_and_ecological_services_for_businesses</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automation_services</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>obstetrician_and_gynecologist</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>persian_iranian_restaurant</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cupcake_shop</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surgeon</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>energy_equipment_and_solution</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>used_vintage_and_consignment</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>costume_store</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pest_control_service</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arcade</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>furniture_assembly</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beauty_product_supplier</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vocational_and_technical_school</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>convents_and_monasteries</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fair</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>railroad_freight</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plastic_manufacturer</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>betting_center</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fishmonger</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disability_services_and_support_organization</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fertility</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>elevator_service</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>canoe_and_kayak_hire_service</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medical_school</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>law_enforcement</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ice_skating_rink</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hot_dog_restaurant</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport_lounge</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>internet_cafe</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swimming_instructor</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brokers</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shooting_range</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skate_shop</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airlines</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prosthetics</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pentecostal_church</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>water_park</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>laser_hair_removal</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soccer_stadium</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paving_contractor</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trailer_dealer</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telemarketing_services</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>educational_camp</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soul_food</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carpet_cleaning</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cardiologist</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>janitorial_services</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>science_museum</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>traffic_school</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aquarium</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>halal_restaurant</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>football_stadium</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>public_toilet</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>truck_repair</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>opera_and_ballet</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sculpture_statue</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>countertop_installation</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distillery</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rv_rentals</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bike_repair_maintenance</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auditorium</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>truck_dealer</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>damage_restoration</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>argentine_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>archery_range</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>russian_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>laser_tag</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theatrical_productions</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wheel_and_rim_repair</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agricultural_cooperatives</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child_protection_service</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>television_service_providers</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latin_american_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radiologist</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotel_supply_service</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>basketball_court</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automobile_leasing</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pharmaceutical_companies</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mortgage_broker</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>canal</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pakistani_restaurant</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lodge</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_stereo_store</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wig_store</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>housing_authorities</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cheese_shop</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>local_and_state_government_offices</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recreational_vehicle_dealer</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planetarium</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>real_estate_law</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bagel_shop</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cottage</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2b_jewelers</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>banks</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syrian_restaurant</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notary_public</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_boarding</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cycling_classes</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tiling</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horse_boarding</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mobile_home_dealer</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>historical_tours</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fish_farm</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marriage_or_relationship_counselor</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>credit_and_debt_counseling</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>videographer</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observatory</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>currency_exchange</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service_apartments</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moroccan_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clothing_company</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pet_sitting</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appliance_manufacturer</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boxing_class</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hair_replacement</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hindu_temple</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aromatherapy</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wills_trusts_and_probate</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indonesian_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>halfway_house</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>livestock_breeder</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onsen</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>teeth_whitening</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>meat_wholesaler</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sign_making</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dim_sum_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>writing_service</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>educational_supply_store</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>polish_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cabin</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>truck_rentals</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>israeli_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>texmex_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pawn_shop</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>water_supplier</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brazilian_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>first_aid_class</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>religious_school</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>himalayan_nepalese_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bike_rentals</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contract_law</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>game_publisher</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fish_and_chips_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gun_and_ammo</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appliance_store</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emergency_room</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>petting_zoo</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport_shuttles</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>crisis_intervention_services</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2b_apparel</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>middle_school</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hat_shop</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>packing_supply</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>glass_manufacturer</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcohol_and_drug_treatment_centers</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medical_center</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>go_kart_club</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bartender</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emissions_inspection</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surfing</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>filipino_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sky_diving</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commercial_refrigeration</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ethiopian_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dog_walkers</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>portuguese_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mining</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diagnostic_services</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diving_center</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lighthouse</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cuban_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dialysis_clinic</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inn</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>massage_therapy</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comfort_food_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newspaper_and_magazines_store</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>forest</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logging_services</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>used_car_dealer</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cave</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bankruptcy_law</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>makeup_artist</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>personal_assistant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>specialty_grocery_store</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>champagne_bar</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shoe_repair</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taiwanese_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_food_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>abuse_and_addiction_treatment</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_spa</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ip_and_internet_law</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dj_service</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotel_bar</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southern_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>family_counselor</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volleyball_court</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>allergist</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drive_in_theater</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>copywriting_service</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theaters_and_performance_venues</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kosher_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hospice</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lumber_store</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trailer_rentals</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fishing_club</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>custom_clothing</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>astrologer</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex_therapist</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shredding_services</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>night_market</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>caribbean_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bus_tours</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ski_resort</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>merchandising_service</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contemporary_art_museum</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fondue_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>island</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>malaysian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>water_heater_installation_repair</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motorcycle_manufacturer</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ukrainian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tai_chi_studio</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oral_surgeon</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>massage_school</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gluten_free_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_equipment_and_supply</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>egyptian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>animal_rescue_service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genealogists</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nursing_school</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>structural_engineer</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>golf_instructor</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>secretarial_services</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hot_air_balloons_tour</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_theater_systems_stores</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>esports_league</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nanny_services</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gutter_service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rheumatologist</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oncologist</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>personal_injury_law</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metal_plating_service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>massage</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>live_and_raw_food_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eastern_european_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chilean_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bags_luggage_company</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mountain_bike_trails</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>surgical_center</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>women's_health_clinic</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>outlet_store</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>afghan_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cosmetology_school</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_stadium</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weight_loss_center</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commercial_vehicle_dealer</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salsa_club</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sandblasting_service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>social_media_company</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bank_equipment_service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tax_law</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gastroenterologist</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atv_recreation_park</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medical_law</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atms</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swimwear_store</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plastic_fabrication_company</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>driving_range</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sightseeing_tour_agency</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>esports_team</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>natural_hot_springs</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sikh_temple</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>masonry_concrete</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>noodles_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>british_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bulgarian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>party_and_event_planning</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automobile_registration_service</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chimney_sweep</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bartending_school</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jamaican_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vehicle_shipping</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cambodian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>community_museum</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>colombian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reflexology</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anglican_church</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swiss_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_services_and_repair</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>powder_coating_service</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skin_care</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tree_services</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disc_golf_course</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>georgian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_storage_facility</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waxing</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>automotive_wheel_polishing_service</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>haunted_house</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auto_body_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>machine_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>episcopal_church</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>czech_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>architectural_tours</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atv_rentals_and_tours</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geological_services</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food_tours</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>whiskey_bar</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>computer_museum</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>azerbaijani_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sports_and_fitness_instruction</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseball_field</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jet_skis_rental</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dairy_farm</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>endodontist</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kiteboarding</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>duty_free_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>heliports</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>collection_agencies</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>singaporean_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dui_law</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motorcycle_rentals</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tobacco_company</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cannabis_clinic</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hair_supply_stores</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mongolian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>personal_chef</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>magician</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>senegalese_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sports_museum</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>general_dentistry</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boat_parts_and_accessories</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waterfall</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kurdish_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>civilization_museum</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>urologist</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tatar_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bingo_hall</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mattress_manufacturing</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jehovahs_witness_kingdom_hall</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scandinavian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mission</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motorsports_store</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>credit_union</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>image_consultant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fort</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>venezuelan_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trophy_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ski_and_snowboard_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kids_recreation_and_party</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>handyman</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gymnastics_center</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rugby_pitch</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>patio_covers</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>polynesian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>escrow_services</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vending_machine_supplier</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>romanian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poke</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theme_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asian_fusion_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>squash_court</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>honduran_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tiki_bar</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>psychiatrist</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prosthodontist</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scuba_diving_instruction</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cajun_creole_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>motel</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emergency_roadside_service</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>home_staging</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reptile_shop</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pulmonologist</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000726</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    count  percentage\n",
       "category_main                                                        \n",
       "None                                                30941   22.468067\n",
       "professional_services                                4549    3.303295\n",
       "community_services_non_profits                       3782    2.746331\n",
       "beauty_salon                                         3722    2.702762\n",
       "cafe                                                 2179    1.582299\n",
       "hotel                                                1833    1.331048\n",
       "shopping                                             1513    1.098678\n",
       "landmark_and_historical_building                     1472    1.068905\n",
       "sports_club_and_league                               1470    1.067453\n",
       "clothing_store                                       1397    1.014443\n",
       "bar                                                  1383    1.004277\n",
       "art_gallery                                          1331    0.966517\n",
       "restaurant                                           1291    0.937470\n",
       "automotive_repair                                    1128    0.819107\n",
       "school                                               1049    0.761740\n",
       "park                                                 1045    0.758836\n",
       "grocery_store                                         996    0.723254\n",
       "italian_restaurant                                    970    0.704374\n",
       "dentist                                               947    0.687672\n",
       "hospital                                              941    0.683315\n",
       "advertising_agency                                    888    0.644829\n",
       "german_restaurant                                     865    0.628127\n",
       "health_and_medical                                    852    0.618687\n",
       "gym                                                   844    0.612878\n",
       "bakery                                                841    0.610699\n",
       "church_cathedral                                      840    0.609973\n",
       "real_estate                                           789    0.572939\n",
       "insurance_agency                                      787    0.571487\n",
       "car_dealer                                            776    0.563499\n",
       "event_planning                                        775    0.562773\n",
       "financial_service                                     746    0.541714\n",
       "college_university                                    727    0.527917\n",
       "transportation                                        718    0.521382\n",
       "pharmacy                                              715    0.519203\n",
       "topic_concert_venue                                   706    0.512668\n",
       "arts_and_entertainment                                706    0.512668\n",
       "coffee_shop                                           680    0.493788\n",
       "active_life                                           664    0.482169\n",
       "train_station                                         651    0.472729\n",
       "stadium_arena                                         646    0.469098\n",
       "public_service_and_government                         638    0.463289\n",
       "supermarket                                           620    0.450218\n",
       "travel_services                                       614    0.445861\n",
       "gas_station                                           604    0.438600\n",
       "furniture_store                                       601    0.436421\n",
       "physical_therapy                                      593    0.430612\n",
       "pizza_restaurant                                      590    0.428433\n",
       "contractor                                            582    0.422624\n",
       "construction_services                                 572    0.415363\n",
       "dance_club                                            565    0.410279\n",
       "lawyer                                                559    0.405923\n",
       "flowers_and_gifts_shop                                558    0.405196\n",
       "spas                                                  558    0.405196\n",
       "lake                                                  538    0.390673\n",
       "commercial_industrial                                 538    0.390673\n",
       "naturopathic_holistic                                 508    0.368888\n",
       "fast_food_restaurant                                  506    0.367436\n",
       "accommodation                                         482    0.350008\n",
       "liquor_store                                          477    0.346378\n",
       "retirement_home                                       475    0.344925\n",
       "theatre                                               475    0.344925\n",
       "education                                             463    0.336211\n",
       "tattoo_and_piercing                                   444    0.322414\n",
       "engineering_services                                  434    0.315153\n",
       "eyewear_and_optician                                  426    0.309343\n",
       "museum                                                425    0.308617\n",
       "political_organization                                420    0.304987\n",
       "mobile_phone_store                                    408    0.296273\n",
       "fire_department                                       400    0.290463\n",
       "real_estate_agent                                     400    0.290463\n",
       "ice_cream_shop                                        393    0.285380\n",
       "discount_store                                        388    0.281749\n",
       "music_venue                                           388    0.281749\n",
       "bookstore                                             387    0.281023\n",
       "jewelry_store                                         386    0.280297\n",
       "religious_organization                                378    0.274488\n",
       "driving_school                                        377    0.273762\n",
       "cosmetic_and_beauty_supplies                          370    0.268679\n",
       "doctor                                                370    0.268679\n",
       "bicycle_shop                                          369    0.267952\n",
       "martial_arts_club                                     367    0.266500\n",
       "public_plaza                                          358    0.259965\n",
       "veterinarian                                          354    0.257060\n",
       "day_care_preschool                                    348    0.252703\n",
       "counseling_and_mental_health                          346    0.251251\n",
       "public_and_government_association                     343    0.249072\n",
       "software_development                                  338    0.245442\n",
       "tours                                                 338    0.245442\n",
       "yoga_studio                                           336    0.243989\n",
       "women's_clothing_store                                332    0.241085\n",
       "dance_school                                          331    0.240358\n",
       "freight_and_cargo_service                             322    0.233823\n",
       "vietnamese_restaurant                                 319    0.231645\n",
       "music_production                                      319    0.231645\n",
       "information_technology_company                        312    0.226561\n",
       "bank_credit_union                                     307    0.222931\n",
       "beauty_and_spa                                        306    0.222204\n",
       "elementary_school                                     304    0.220752\n",
       "social_service_organizations                          303    0.220026\n",
       "high_school                                           300    0.217848\n",
       "broadcasting_media_production                         297    0.215669\n",
       "cinema                                                297    0.215669\n",
       "business_advertising                                  297    0.215669\n",
       "burger_restaurant                                     295    0.214217\n",
       "shoe_store                                            295    0.214217\n",
       "children's_clothing_store                             291    0.211312\n",
       "sushi_restaurant                                      287    0.208407\n",
       "printing_services                                     285    0.206955\n",
       "barber                                                283    0.205503\n",
       "retail                                                279    0.202598\n",
       "bridge                                                277    0.201146\n",
       "sports_and_recreation_venue                           272    0.197515\n",
       "sporting_goods                                        267    0.193884\n",
       "pub                                                   257    0.186623\n",
       "indian_restaurant                                     256    0.185897\n",
       "travel                                                249    0.180813\n",
       "arts_and_crafts                                       246    0.178635\n",
       "holiday_rental_home                                   239    0.173552\n",
       "internet_service_provider                             237    0.172100\n",
       "caterer                                               230    0.167016\n",
       "music_school                                          228    0.165564\n",
       "parking                                               226    0.164112\n",
       "architectural_designer                                225    0.163386\n",
       "event_photography                                     225    0.163386\n",
       "greek_restaurant                                      223    0.161933\n",
       "specialty_school                                      222    0.161207\n",
       "chinese_restaurant                                    221    0.160481\n",
       "wholesale_store                                       220    0.159755\n",
       "tutoring_center                                       211    0.153219\n",
       "automotive                                            206    0.149589\n",
       "farm                                                  206    0.149589\n",
       "fashion                                               205    0.148862\n",
       "library                                               205    0.148862\n",
       "monument                                              203    0.147410\n",
       "cocktail_bar                                          201    0.145958\n",
       "embassy                                               196    0.142327\n",
       "asian_restaurant                                      188    0.136518\n",
       "pet_store                                             188    0.136518\n",
       "electronics                                           183    0.132887\n",
       "swimming_pool                                         181    0.131435\n",
       "web_designer                                          181    0.131435\n",
       "shopping_center                                       176    0.127804\n",
       "employment_agencies                                   175    0.127078\n",
       "interior_design                                       174    0.126352\n",
       "gastropub                                             172    0.124899\n",
       "language_school                                       172    0.124899\n",
       "car_rental_agency                                     171    0.124173\n",
       "attractions_and_activities                            168    0.121995\n",
       "it_service_and_computer_repair                        165    0.119816\n",
       "home_service                                          165    0.119816\n",
       "funeral_services_and_cemeteries                       163    0.118364\n",
       "turkish_restaurant                                    162    0.117638\n",
       "trusts                                                162    0.117638\n",
       "automotive_parts_and_accessories                      162    0.117638\n",
       "topic_publisher                                       160    0.116185\n",
       "real_estate_service                                   159    0.115459\n",
       "hookah_bar                                            158    0.114733\n",
       "thai_restaurant                                       156    0.113281\n",
       "industrial_company                                    155    0.112555\n",
       "butcher_shop                                          152    0.110376\n",
       "airport                                               151    0.109650\n",
       "river                                                 151    0.109650\n",
       "pet_services                                          149    0.108198\n",
       "mass_media                                            148    0.107471\n",
       "industrial_equipment                                  144    0.104567\n",
       "auto_detailing                                        142    0.103114\n",
       "family_practice                                       141    0.102388\n",
       "vegetarian_restaurant                                 141    0.102388\n",
       "eat_and_drink                                         138    0.100210\n",
       "musical_instrument_store                              134    0.097305\n",
       "beach                                                 134    0.097305\n",
       "steakhouse                                            133    0.096579\n",
       "nurse_practitioner                                    131    0.095127\n",
       "youth_organizations                                   130    0.094401\n",
       "fashion_accessories_store                             129    0.093674\n",
       "history_museum                                        128    0.092948\n",
       "movie_television_studio                               128    0.092948\n",
       "toy_store                                             127    0.092222\n",
       "hardware_store                                        127    0.092222\n",
       "graphic_designer                                      127    0.092222\n",
       "lounge                                                127    0.092222\n",
       "central_government_office                             126    0.091496\n",
       "breakfast_and_brunch_restaurant                       126    0.091496\n",
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       "men's_clothing_store                                  116    0.084234\n",
       "hostel                                                115    0.083508\n",
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       "wine_bar                                               98    0.071164\n",
       "antique_store                                          98    0.071164\n",
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       "mexican_restaurant                                     97    0.070437\n",
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       "beer_bar                                               87    0.063176\n",
       "doner_kebab                                            87    0.063176\n",
       "tire_dealer_and_repair                                 87    0.063176\n",
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       "tea_room                                               78    0.056640\n",
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       "agriculture                                            75    0.054462\n",
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       "accountant                                             73    0.053010\n",
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       "french_restaurant                                      71    0.051557\n",
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       "mosque                                                 70    0.050831\n",
       "brewery                                                69    0.050105\n",
       "art_museum                                             69    0.050105\n",
       "sewing_and_alterations                                 68    0.049379\n",
       "rental_service                                         68    0.049379\n",
       "storage_facility                                       67    0.048653\n",
       "auto_customization                                     66    0.047926\n",
       "computer_store                                         66    0.047926\n",
       "automotive_dealer                                      64    0.046474\n",
       "candy_store                                            63    0.045748\n",
       "roofing                                                63    0.045748\n",
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       "metal_supplier                                         62    0.045022\n",
       "catholic_church                                        61    0.044296\n",
       "bowling_alley                                          60    0.043570\n",
       "fountain                                               60    0.043570\n",
       "organic_grocery_store                                  59    0.042843\n",
       "amateur_sports_team                                    57    0.041391\n",
       "sandwich_shop                                          57    0.041391\n",
       "occupational_therapy                                   56    0.040665\n",
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       "mattress_store                                         56    0.040665\n",
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       "zoo                                                    56    0.040665\n",
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       "winery                                                 55    0.039939\n",
       "farmers_market                                         54    0.039213\n",
       "hair_removal                                           54    0.039213\n",
       "painting                                               54    0.039213\n",
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       "thrift_store                                           53    0.038486\n",
       "lebanese_restaurant                                    52    0.037760\n",
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       "pediatrician                                           52    0.037760\n",
       "amusement_park                                         52    0.037760\n",
       "desserts                                               52    0.037760\n",
       "diner                                                  51    0.037034\n",
       "investing                                              51    0.037034\n",
       "tapas_bar                                              51    0.037034\n",
       "political_party_office                                 49    0.035582\n",
       "pilates_studio                                         49    0.035582\n",
       "eye_care_clinic                                        49    0.035582\n",
       "pet_groomer                                            49    0.035582\n",
       "property_management                                    49    0.035582\n",
       "psychologist                                           49    0.035582\n",
       "print_media                                            48    0.034856\n",
       "chicken_restaurant                                     48    0.034856\n",
       "plastic_surgeon                                        48    0.034856\n",
       "art_school                                             48    0.034856\n",
       "speakeasy                                              47    0.034129\n",
       "auto_company                                           46    0.033403\n",
       "financial_advising                                     46    0.033403\n",
       "marketing_consultant                                   46    0.033403\n",
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       "speech_therapist                                       45    0.032677\n",
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       "urban_farm                                             43    0.031225\n",
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       "labor_union                                            43    0.031225\n",
       "optometrist                                            43    0.031225\n",
       "public_utility_company                                 43    0.031225\n",
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       "screen_printing_t_shirt_printing                       42    0.030499\n",
       "dry_cleaning                                           41    0.029772\n",
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       "boat_dealer                                            41    0.029772\n",
       "wildlife_sanctuary                                     41    0.029772\n",
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       "taxi_service                                           40    0.029046\n",
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       "radio_station                                          40    0.029046\n",
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       "outdoor_gear                                           38    0.027594\n",
       "home_health_care                                       38    0.027594\n",
       "laundromat                                             38    0.027594\n",
       "golf_course                                            38    0.027594\n",
       "auto_glass_service                                     38    0.027594\n",
       "jail_and_prison                                        38    0.027594\n",
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       "donuts                                                 37    0.026868\n",
       "commercial_real_estate                                 36    0.026142\n",
       "e_cigarette_store                                      36    0.026142\n",
       "food_truck                                             36    0.026142\n",
       "bubble_tea                                             36    0.026142\n",
       "bus_station                                            35    0.025416\n",
       "motorcycle_repair                                      35    0.025416\n",
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       "cafetaria                                              34    0.024689\n",
       "pool_billiards                                         34    0.024689\n",
       "sports_wear                                            33    0.023963\n",
       "movers                                                 33    0.023963\n",
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       "resort                                                 30    0.021785\n",
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       "soccer_field                                           25    0.018154\n",
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       "escape_rooms                                           24    0.017428\n",
       "synagogue                                              24    0.017428\n",
       "audiologist                                            24    0.017428\n",
       "office_equipment                                       23    0.016702\n",
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       "food_delivery_service                                  23    0.016702\n",
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       "appraisal_services                                     22    0.015975\n",
       "salad_bar                                              22    0.015975\n",
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       "palace                                                 22    0.015975\n",
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       "irish_pub                                              21    0.015249\n",
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       "business_manufacturing_and_supply                      21    0.015249\n",
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       "chiropractor                                           20    0.014523\n",
       "osteopathic_physician                                  20    0.014523\n",
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       "gelato                                                 19    0.013797\n",
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       "modern_art_museum                                      19    0.013797\n",
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       "food                                                   18    0.013071\n",
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       "castle                                                 17    0.012345\n",
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       "wood_and_pulp                                          16    0.011619\n",
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       "windows_installation                                   16    0.011619\n",
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       "appliance_repair_service                               15    0.010892\n",
       "towing_service                                         15    0.010892\n",
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       "meditation_center                                      15    0.010892\n",
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       "boat_tours                                             15    0.010892\n",
       "dog_park                                               15    0.010892\n",
       "airline                                                15    0.010892\n",
       "installment_loans                                      14    0.010166\n",
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       "spanish_restaurant                                     14    0.010166\n",
       "electric_utility_provider                              14    0.010166\n",
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       "nature_reserve                                         14    0.010166\n",
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       "shipping_center                                        14    0.010166\n",
       "media_news_website                                     14    0.010166\n",
       "comic_books_store                                      14    0.010166\n",
       "gift_shop                                              14    0.010166\n",
       "hawaiian_restaurant                                    14    0.010166\n",
       "divorce_and_family_law                                 14    0.010166\n",
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       "linen                                                  13    0.009440\n",
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       "peruvian_restaurant                                    13    0.009440\n",
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       "superstore                                             13    0.009440\n",
       "psychic                                                13    0.009440\n",
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       "soup_restaurant                                        13    0.009440\n",
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       "food_stand                                             13    0.009440\n",
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       "art_restoration                                        12    0.008714\n",
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       "pancake_house                                          12    0.008714\n",
       "buffet_restaurant                                      12    0.008714\n",
       "pier                                                   12    0.008714\n",
       "rv_park                                                12    0.008714\n",
       "environmental_and_ecological_services_for_busin...     12    0.008714\n",
       "automation_services                                    12    0.008714\n",
       "obstetrician_and_gynecologist                          12    0.008714\n",
       "persian_iranian_restaurant                             12    0.008714\n",
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       "surgeon                                                11    0.007988\n",
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       "used_vintage_and_consignment                           11    0.007988\n",
       "costume_store                                          11    0.007988\n",
       "pest_control_service                                   11    0.007988\n",
       "arcade                                                 11    0.007988\n",
       "furniture_assembly                                     11    0.007988\n",
       "beauty_product_supplier                                11    0.007988\n",
       "vocational_and_technical_school                        11    0.007988\n",
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       "fair                                                   11    0.007988\n",
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       "betting_center                                         11    0.007988\n",
       "fishmonger                                             10    0.007262\n",
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       "fertility                                              10    0.007262\n",
       "elevator_service                                       10    0.007262\n",
       "canoe_and_kayak_hire_service                           10    0.007262\n",
       "medical_school                                         10    0.007262\n",
       "law_enforcement                                        10    0.007262\n",
       "ice_skating_rink                                       10    0.007262\n",
       "hot_dog_restaurant                                     10    0.007262\n",
       "airport_lounge                                         10    0.007262\n",
       "internet_cafe                                           9    0.006535\n",
       "swimming_instructor                                     9    0.006535\n",
       "brokers                                                 9    0.006535\n",
       "shooting_range                                          9    0.006535\n",
       "skate_shop                                              9    0.006535\n",
       "airlines                                                9    0.006535\n",
       "prosthetics                                             9    0.006535\n",
       "pentecostal_church                                      9    0.006535\n",
       "water_park                                              9    0.006535\n",
       "laser_hair_removal                                      9    0.006535\n",
       "soccer_stadium                                          9    0.006535\n",
       "paving_contractor                                       9    0.006535\n",
       "trailer_dealer                                          9    0.006535\n",
       "telemarketing_services                                  8    0.005809\n",
       "educational_camp                                        8    0.005809\n",
       "soul_food                                               8    0.005809\n",
       "carpet_cleaning                                         8    0.005809\n",
       "cardiologist                                            8    0.005809\n",
       "janitorial_services                                     8    0.005809\n",
       "science_museum                                          8    0.005809\n",
       "traffic_school                                          8    0.005809\n",
       "aquarium                                                8    0.005809\n",
       "halal_restaurant                                        8    0.005809\n",
       "football_stadium                                        8    0.005809\n",
       "public_toilet                                           8    0.005809\n",
       "truck_repair                                            8    0.005809\n",
       "opera_and_ballet                                        8    0.005809\n",
       "sculpture_statue                                        8    0.005809\n",
       "countertop_installation                                 8    0.005809\n",
       "distillery                                              8    0.005809\n",
       "rv_rentals                                              8    0.005809\n",
       "bike_repair_maintenance                                 8    0.005809\n",
       "auditorium                                              7    0.005083\n",
       "truck_dealer                                            7    0.005083\n",
       "damage_restoration                                      7    0.005083\n",
       "argentine_restaurant                                    7    0.005083\n",
       "archery_range                                           7    0.005083\n",
       "russian_restaurant                                      7    0.005083\n",
       "laser_tag                                               7    0.005083\n",
       "theatrical_productions                                  7    0.005083\n",
       "wheel_and_rim_repair                                    7    0.005083\n",
       "agricultural_cooperatives                               7    0.005083\n",
       "child_protection_service                                7    0.005083\n",
       "television_service_providers                            7    0.005083\n",
       "latin_american_restaurant                               7    0.005083\n",
       "radiologist                                             7    0.005083\n",
       "hotel_supply_service                                    7    0.005083\n",
       "basketball_court                                        7    0.005083\n",
       "automobile_leasing                                      7    0.005083\n",
       "pharmaceutical_companies                                7    0.005083\n",
       "mortgage_broker                                         7    0.005083\n",
       "canal                                                   7    0.005083\n",
       "pakistani_restaurant                                    6    0.004357\n",
       "lodge                                                   6    0.004357\n",
       "car_stereo_store                                        6    0.004357\n",
       "wig_store                                               6    0.004357\n",
       "housing_authorities                                     6    0.004357\n",
       "cheese_shop                                             6    0.004357\n",
       "local_and_state_government_offices                      6    0.004357\n",
       "recreational_vehicle_dealer                             6    0.004357\n",
       "planetarium                                             6    0.004357\n",
       "real_estate_law                                         6    0.004357\n",
       "bagel_shop                                              6    0.004357\n",
       "cottage                                                 6    0.004357\n",
       "b2b_jewelers                                            6    0.004357\n",
       "banks                                                   6    0.004357\n",
       "syrian_restaurant                                       6    0.004357\n",
       "notary_public                                           6    0.004357\n",
       "pet_boarding                                            6    0.004357\n",
       "cycling_classes                                         6    0.004357\n",
       "tiling                                                  6    0.004357\n",
       "horse_boarding                                          6    0.004357\n",
       "mobile_home_dealer                                      6    0.004357\n",
       "historical_tours                                        6    0.004357\n",
       "fish_farm                                               6    0.004357\n",
       "marriage_or_relationship_counselor                      5    0.003631\n",
       "credit_and_debt_counseling                              5    0.003631\n",
       "videographer                                            5    0.003631\n",
       "observatory                                             5    0.003631\n",
       "currency_exchange                                       5    0.003631\n",
       "service_apartments                                      5    0.003631\n",
       "moroccan_restaurant                                     5    0.003631\n",
       "clothing_company                                        5    0.003631\n",
       "pet_sitting                                             5    0.003631\n",
       "appliance_manufacturer                                  5    0.003631\n",
       "boxing_class                                            5    0.003631\n",
       "hair_replacement                                        5    0.003631\n",
       "hindu_temple                                            5    0.003631\n",
       "aromatherapy                                            5    0.003631\n",
       "wills_trusts_and_probate                                5    0.003631\n",
       "indonesian_restaurant                                   5    0.003631\n",
       "halfway_house                                           5    0.003631\n",
       "livestock_breeder                                       5    0.003631\n",
       "onsen                                                   5    0.003631\n",
       "teeth_whitening                                         5    0.003631\n",
       "meat_wholesaler                                         5    0.003631\n",
       "sign_making                                             5    0.003631\n",
       "dim_sum_restaurant                                      5    0.003631\n",
       "writing_service                                         5    0.003631\n",
       "educational_supply_store                                5    0.003631\n",
       "polish_restaurant                                       5    0.003631\n",
       "cabin                                                   5    0.003631\n",
       "truck_rentals                                           5    0.003631\n",
       "israeli_restaurant                                      5    0.003631\n",
       "texmex_restaurant                                       5    0.003631\n",
       "pawn_shop                                               5    0.003631\n",
       "water_supplier                                          5    0.003631\n",
       "brazilian_restaurant                                    5    0.003631\n",
       "first_aid_class                                         5    0.003631\n",
       "religious_school                                        5    0.003631\n",
       "himalayan_nepalese_restaurant                           5    0.003631\n",
       "bike_rentals                                            4    0.002905\n",
       "contract_law                                            4    0.002905\n",
       "game_publisher                                          4    0.002905\n",
       "fish_and_chips_restaurant                               4    0.002905\n",
       "gun_and_ammo                                            4    0.002905\n",
       "appliance_store                                         4    0.002905\n",
       "emergency_room                                          4    0.002905\n",
       "petting_zoo                                             4    0.002905\n",
       "airport_shuttles                                        4    0.002905\n",
       "crisis_intervention_services                            4    0.002905\n",
       "b2b_apparel                                             4    0.002905\n",
       "middle_school                                           4    0.002905\n",
       "hat_shop                                                4    0.002905\n",
       "packing_supply                                          4    0.002905\n",
       "glass_manufacturer                                      4    0.002905\n",
       "alcohol_and_drug_treatment_centers                      4    0.002905\n",
       "medical_center                                          4    0.002905\n",
       "go_kart_club                                            4    0.002905\n",
       "bartender                                               4    0.002905\n",
       "emissions_inspection                                    4    0.002905\n",
       "surfing                                                 4    0.002905\n",
       "filipino_restaurant                                     4    0.002905\n",
       "sky_diving                                              4    0.002905\n",
       "commercial_refrigeration                                4    0.002905\n",
       "ethiopian_restaurant                                    4    0.002905\n",
       "dog_walkers                                             4    0.002905\n",
       "portuguese_restaurant                                   4    0.002905\n",
       "mining                                                  4    0.002905\n",
       "diagnostic_services                                     4    0.002905\n",
       "diving_center                                           3    0.002178\n",
       "lighthouse                                              3    0.002178\n",
       "cuban_restaurant                                        3    0.002178\n",
       "dialysis_clinic                                         3    0.002178\n",
       "inn                                                     3    0.002178\n",
       "massage_therapy                                         3    0.002178\n",
       "comfort_food_restaurant                                 3    0.002178\n",
       "newspaper_and_magazines_store                           3    0.002178\n",
       "forest                                                  3    0.002178\n",
       "logging_services                                        3    0.002178\n",
       "used_car_dealer                                         3    0.002178\n",
       "cave                                                    3    0.002178\n",
       "bankruptcy_law                                          3    0.002178\n",
       "makeup_artist                                           3    0.002178\n",
       "personal_assistant                                      3    0.002178\n",
       "specialty_grocery_store                                 3    0.002178\n",
       "champagne_bar                                           3    0.002178\n",
       "shoe_repair                                             3    0.002178\n",
       "taiwanese_restaurant                                    3    0.002178\n",
       "health_food_restaurant                                  3    0.002178\n",
       "abuse_and_addiction_treatment                           3    0.002178\n",
       "health_spa                                              3    0.002178\n",
       "ip_and_internet_law                                     3    0.002178\n",
       "dj_service                                              3    0.002178\n",
       "hotel_bar                                               3    0.002178\n",
       "southern_restaurant                                     3    0.002178\n",
       "family_counselor                                        3    0.002178\n",
       "volleyball_court                                        3    0.002178\n",
       "allergist                                               3    0.002178\n",
       "drive_in_theater                                        3    0.002178\n",
       "copywriting_service                                     3    0.002178\n",
       "theaters_and_performance_venues                         3    0.002178\n",
       "kosher_restaurant                                       3    0.002178\n",
       "hospice                                                 3    0.002178\n",
       "lumber_store                                            3    0.002178\n",
       "trailer_rentals                                         3    0.002178\n",
       "fishing_club                                            3    0.002178\n",
       "custom_clothing                                         3    0.002178\n",
       "astrologer                                              3    0.002178\n",
       "sex_therapist                                           3    0.002178\n",
       "shredding_services                                      3    0.002178\n",
       "night_market                                            3    0.002178\n",
       "caribbean_restaurant                                    3    0.002178\n",
       "bus_tours                                               3    0.002178\n",
       "ski_resort                                              3    0.002178\n",
       "merchandising_service                                   3    0.002178\n",
       "contemporary_art_museum                                 3    0.002178\n",
       "fondue_restaurant                                       3    0.002178\n",
       "island                                                  2    0.001452\n",
       "malaysian_restaurant                                    2    0.001452\n",
       "water_heater_installation_repair                        2    0.001452\n",
       "motorcycle_manufacturer                                 2    0.001452\n",
       "ukrainian_restaurant                                    2    0.001452\n",
       "tai_chi_studio                                          2    0.001452\n",
       "oral_surgeon                                            2    0.001452\n",
       "massage_school                                          2    0.001452\n",
       "gluten_free_restaurant                                  2    0.001452\n",
       "restaurant_equipment_and_supply                         2    0.001452\n",
       "egyptian_restaurant                                     2    0.001452\n",
       "animal_rescue_service                                   2    0.001452\n",
       "genealogists                                            2    0.001452\n",
       "nursing_school                                          2    0.001452\n",
       "structural_engineer                                     2    0.001452\n",
       "golf_instructor                                         2    0.001452\n",
       "secretarial_services                                    2    0.001452\n",
       "hot_air_balloons_tour                                   2    0.001452\n",
       "home_theater_systems_stores                             2    0.001452\n",
       "esports_league                                          2    0.001452\n",
       "nanny_services                                          2    0.001452\n",
       "gutter_service                                          2    0.001452\n",
       "rheumatologist                                          2    0.001452\n",
       "oncologist                                              2    0.001452\n",
       "personal_injury_law                                     2    0.001452\n",
       "metal_plating_service                                   2    0.001452\n",
       "massage                                                 2    0.001452\n",
       "live_and_raw_food_restaurant                            2    0.001452\n",
       "eastern_european_restaurant                             2    0.001452\n",
       "chilean_restaurant                                      2    0.001452\n",
       "bags_luggage_company                                    2    0.001452\n",
       "mountain_bike_trails                                    2    0.001452\n",
       "surgical_center                                         2    0.001452\n",
       "women's_health_clinic                                   2    0.001452\n",
       "outlet_store                                            2    0.001452\n",
       "afghan_restaurant                                       2    0.001452\n",
       "cosmetology_school                                      2    0.001452\n",
       "track_stadium                                           2    0.001452\n",
       "weight_loss_center                                      2    0.001452\n",
       "commercial_vehicle_dealer                               2    0.001452\n",
       "salsa_club                                              2    0.001452\n",
       "sandblasting_service                                    2    0.001452\n",
       "social_media_company                                    2    0.001452\n",
       "bank_equipment_service                                  2    0.001452\n",
       "tax_law                                                 2    0.001452\n",
       "gastroenterologist                                      2    0.001452\n",
       "atv_recreation_park                                     2    0.001452\n",
       "medical_law                                             2    0.001452\n",
       "atms                                                    2    0.001452\n",
       "swimwear_store                                          2    0.001452\n",
       "plastic_fabrication_company                             2    0.001452\n",
       "driving_range                                           2    0.001452\n",
       "sightseeing_tour_agency                                 2    0.001452\n",
       "esports_team                                            1    0.000726\n",
       "natural_hot_springs                                     1    0.000726\n",
       "sikh_temple                                             1    0.000726\n",
       "masonry_concrete                                        1    0.000726\n",
       "noodles_restaurant                                      1    0.000726\n",
       "british_restaurant                                      1    0.000726\n",
       "bulgarian_restaurant                                    1    0.000726\n",
       "party_and_event_planning                                1    0.000726\n",
       "automobile_registration_service                         1    0.000726\n",
       "chimney_sweep                                           1    0.000726\n",
       "bartending_school                                       1    0.000726\n",
       "jamaican_restaurant                                     1    0.000726\n",
       "vehicle_shipping                                        1    0.000726\n",
       "cambodian_restaurant                                    1    0.000726\n",
       "community_museum                                        1    0.000726\n",
       "colombian_restaurant                                    1    0.000726\n",
       "reflexology                                             1    0.000726\n",
       "anglican_church                                         1    0.000726\n",
       "swiss_restaurant                                        1    0.000726\n",
       "automotive_services_and_repair                          1    0.000726\n",
       "powder_coating_service                                  1    0.000726\n",
       "skin_care                                               1    0.000726\n",
       "tree_services                                           1    0.000726\n",
       "disc_golf_course                                        1    0.000726\n",
       "georgian_restaurant                                     1    0.000726\n",
       "automotive_storage_facility                             1    0.000726\n",
       "waxing                                                  1    0.000726\n",
       "automotive_wheel_polishing_service                      1    0.000726\n",
       "haunted_house                                           1    0.000726\n",
       "auto_body_shop                                          1    0.000726\n",
       "machine_shop                                            1    0.000726\n",
       "episcopal_church                                        1    0.000726\n",
       "czech_restaurant                                        1    0.000726\n",
       "architectural_tours                                     1    0.000726\n",
       "atv_rentals_and_tours                                   1    0.000726\n",
       "geological_services                                     1    0.000726\n",
       "food_tours                                              1    0.000726\n",
       "whiskey_bar                                             1    0.000726\n",
       "computer_museum                                         1    0.000726\n",
       "azerbaijani_restaurant                                  1    0.000726\n",
       "sports_and_fitness_instruction                          1    0.000726\n",
       "baseball_field                                          1    0.000726\n",
       "jet_skis_rental                                         1    0.000726\n",
       "dairy_farm                                              1    0.000726\n",
       "endodontist                                             1    0.000726\n",
       "kiteboarding                                            1    0.000726\n",
       "duty_free_shop                                          1    0.000726\n",
       "heliports                                               1    0.000726\n",
       "collection_agencies                                     1    0.000726\n",
       "singaporean_restaurant                                  1    0.000726\n",
       "dui_law                                                 1    0.000726\n",
       "motorcycle_rentals                                      1    0.000726\n",
       "tobacco_company                                         1    0.000726\n",
       "cannabis_clinic                                         1    0.000726\n",
       "hair_supply_stores                                      1    0.000726\n",
       "mongolian_restaurant                                    1    0.000726\n",
       "personal_chef                                           1    0.000726\n",
       "magician                                                1    0.000726\n",
       "senegalese_restaurant                                   1    0.000726\n",
       "sports_museum                                           1    0.000726\n",
       "general_dentistry                                       1    0.000726\n",
       "boat_parts_and_accessories                              1    0.000726\n",
       "waterfall                                               1    0.000726\n",
       "kurdish_restaurant                                      1    0.000726\n",
       "civilization_museum                                     1    0.000726\n",
       "urologist                                               1    0.000726\n",
       "tatar_restaurant                                        1    0.000726\n",
       "bingo_hall                                              1    0.000726\n",
       "mattress_manufacturing                                  1    0.000726\n",
       "jehovahs_witness_kingdom_hall                           1    0.000726\n",
       "scandinavian_restaurant                                 1    0.000726\n",
       "mission                                                 1    0.000726\n",
       "motorsports_store                                       1    0.000726\n",
       "credit_union                                            1    0.000726\n",
       "image_consultant                                        1    0.000726\n",
       "fort                                                    1    0.000726\n",
       "venezuelan_restaurant                                   1    0.000726\n",
       "trophy_shop                                             1    0.000726\n",
       "ski_and_snowboard_shop                                  1    0.000726\n",
       "kids_recreation_and_party                               1    0.000726\n",
       "handyman                                                1    0.000726\n",
       "gymnastics_center                                       1    0.000726\n",
       "rugby_pitch                                             1    0.000726\n",
       "patio_covers                                            1    0.000726\n",
       "polynesian_restaurant                                   1    0.000726\n",
       "escrow_services                                         1    0.000726\n",
       "vending_machine_supplier                                1    0.000726\n",
       "romanian_restaurant                                     1    0.000726\n",
       "poke                                                    1    0.000726\n",
       "theme_restaurant                                        1    0.000726\n",
       "asian_fusion_restaurant                                 1    0.000726\n",
       "squash_court                                            1    0.000726\n",
       "honduran_restaurant                                     1    0.000726\n",
       "tiki_bar                                                1    0.000726\n",
       "psychiatrist                                            1    0.000726\n",
       "prosthodontist                                          1    0.000726\n",
       "scuba_diving_instruction                                1    0.000726\n",
       "cajun_creole_restaurant                                 1    0.000726\n",
       "motel                                                   1    0.000726\n",
       "emergency_roadside_service                              1    0.000726\n",
       "home_staging                                            1    0.000726\n",
       "reptile_shop                                            1    0.000726\n",
       "pulmonologist                                           1    0.000726"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_count = places['category_main'].value_counts(dropna=False).sort_values(ascending=False)\n",
    "category_frequency = pd.DataFrame({'count': category_count, 'percentage': category_count / len(places) * 100})\n",
    "pd.set_option('display.max_rows', 1000)\n",
    "category_frequency"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Restaurants and cuisines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>category_main</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>restaurant</th>\n",
       "      <td>1291</td>\n",
       "      <td>16.473140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>italian_restaurant</th>\n",
       "      <td>970</td>\n",
       "      <td>12.377185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>german_restaurant</th>\n",
       "      <td>865</td>\n",
       "      <td>11.037387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pizza_restaurant</th>\n",
       "      <td>590</td>\n",
       "      <td>7.528391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fast_food_restaurant</th>\n",
       "      <td>506</td>\n",
       "      <td>6.456552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vietnamese_restaurant</th>\n",
       "      <td>319</td>\n",
       "      <td>4.070435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>burger_restaurant</th>\n",
       "      <td>295</td>\n",
       "      <td>3.764195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sushi_restaurant</th>\n",
       "      <td>287</td>\n",
       "      <td>3.662116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indian_restaurant</th>\n",
       "      <td>256</td>\n",
       "      <td>3.266556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>greek_restaurant</th>\n",
       "      <td>223</td>\n",
       "      <td>2.845477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chinese_restaurant</th>\n",
       "      <td>221</td>\n",
       "      <td>2.819957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asian_restaurant</th>\n",
       "      <td>188</td>\n",
       "      <td>2.398877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turkish_restaurant</th>\n",
       "      <td>162</td>\n",
       "      <td>2.067118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thai_restaurant</th>\n",
       "      <td>156</td>\n",
       "      <td>1.990558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vegetarian_restaurant</th>\n",
       "      <td>141</td>\n",
       "      <td>1.799158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breakfast_and_brunch_restaurant</th>\n",
       "      <td>126</td>\n",
       "      <td>1.607758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bar_and_grill_restaurant</th>\n",
       "      <td>124</td>\n",
       "      <td>1.582238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>japanese_restaurant</th>\n",
       "      <td>112</td>\n",
       "      <td>1.429118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mexican_restaurant</th>\n",
       "      <td>97</td>\n",
       "      <td>1.237719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seafood_restaurant</th>\n",
       "      <td>82</td>\n",
       "      <td>1.046319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>middle_eastern_restaurant</th>\n",
       "      <td>77</td>\n",
       "      <td>0.982519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>korean_restaurant</th>\n",
       "      <td>74</td>\n",
       "      <td>0.944239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>barbecue_restaurant</th>\n",
       "      <td>74</td>\n",
       "      <td>0.944239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>french_restaurant</th>\n",
       "      <td>71</td>\n",
       "      <td>0.905959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mediterranean_restaurant</th>\n",
       "      <td>53</td>\n",
       "      <td>0.676279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lebanese_restaurant</th>\n",
       "      <td>52</td>\n",
       "      <td>0.663519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chicken_restaurant</th>\n",
       "      <td>48</td>\n",
       "      <td>0.612479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>european_restaurant</th>\n",
       "      <td>32</td>\n",
       "      <td>0.408320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>american_restaurant</th>\n",
       "      <td>31</td>\n",
       "      <td>0.395560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>african_restaurant</th>\n",
       "      <td>18</td>\n",
       "      <td>0.229680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arabian_restaurant</th>\n",
       "      <td>16</td>\n",
       "      <td>0.204160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>austrian_restaurant</th>\n",
       "      <td>15</td>\n",
       "      <td>0.191400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_wholesale</th>\n",
       "      <td>15</td>\n",
       "      <td>0.191400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spanish_restaurant</th>\n",
       "      <td>14</td>\n",
       "      <td>0.178640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hawaiian_restaurant</th>\n",
       "      <td>14</td>\n",
       "      <td>0.178640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peruvian_restaurant</th>\n",
       "      <td>13</td>\n",
       "      <td>0.165880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soup_restaurant</th>\n",
       "      <td>13</td>\n",
       "      <td>0.165880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buffet_restaurant</th>\n",
       "      <td>12</td>\n",
       "      <td>0.153120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>persian_iranian_restaurant</th>\n",
       "      <td>12</td>\n",
       "      <td>0.153120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hot_dog_restaurant</th>\n",
       "      <td>10</td>\n",
       "      <td>0.127600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>halal_restaurant</th>\n",
       "      <td>8</td>\n",
       "      <td>0.102080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>argentine_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.089320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>russian_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.089320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latin_american_restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.089320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pakistani_restaurant</th>\n",
       "      <td>6</td>\n",
       "      <td>0.076560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syrian_restaurant</th>\n",
       "      <td>6</td>\n",
       "      <td>0.076560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moroccan_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indonesian_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dim_sum_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>polish_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>israeli_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>texmex_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brazilian_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>himalayan_nepalese_restaurant</th>\n",
       "      <td>5</td>\n",
       "      <td>0.063800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fish_and_chips_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.051040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>filipino_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.051040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ethiopian_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.051040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>portuguese_restaurant</th>\n",
       "      <td>4</td>\n",
       "      <td>0.051040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cuban_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comfort_food_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taiwanese_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health_food_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southern_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kosher_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>caribbean_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fondue_restaurant</th>\n",
       "      <td>3</td>\n",
       "      <td>0.038280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>malaysian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ukrainian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gluten_free_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_equipment_and_supply</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>egyptian_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>live_and_raw_food_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eastern_european_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chilean_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>afghan_restaurant</th>\n",
       "      <td>2</td>\n",
       "      <td>0.025520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>noodles_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>british_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bulgarian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jamaican_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cambodian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>colombian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swiss_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>georgian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>czech_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>azerbaijani_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>singaporean_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mongolian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>senegalese_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kurdish_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tatar_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>scandinavian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>venezuelan_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>polynesian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>romanian_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theme_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asian_fusion_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>honduran_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cajun_creole_restaurant</th>\n",
       "      <td>1</td>\n",
       "      <td>0.012760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 count  percentage\n",
       "category_main                                     \n",
       "restaurant                        1291   16.473140\n",
       "italian_restaurant                 970   12.377185\n",
       "german_restaurant                  865   11.037387\n",
       "pizza_restaurant                   590    7.528391\n",
       "fast_food_restaurant               506    6.456552\n",
       "vietnamese_restaurant              319    4.070435\n",
       "burger_restaurant                  295    3.764195\n",
       "sushi_restaurant                   287    3.662116\n",
       "indian_restaurant                  256    3.266556\n",
       "greek_restaurant                   223    2.845477\n",
       "chinese_restaurant                 221    2.819957\n",
       "asian_restaurant                   188    2.398877\n",
       "turkish_restaurant                 162    2.067118\n",
       "thai_restaurant                    156    1.990558\n",
       "vegetarian_restaurant              141    1.799158\n",
       "breakfast_and_brunch_restaurant    126    1.607758\n",
       "bar_and_grill_restaurant           124    1.582238\n",
       "japanese_restaurant                112    1.429118\n",
       "mexican_restaurant                  97    1.237719\n",
       "seafood_restaurant                  82    1.046319\n",
       "middle_eastern_restaurant           77    0.982519\n",
       "korean_restaurant                   74    0.944239\n",
       "barbecue_restaurant                 74    0.944239\n",
       "french_restaurant                   71    0.905959\n",
       "mediterranean_restaurant            53    0.676279\n",
       "lebanese_restaurant                 52    0.663519\n",
       "chicken_restaurant                  48    0.612479\n",
       "european_restaurant                 32    0.408320\n",
       "american_restaurant                 31    0.395560\n",
       "african_restaurant                  18    0.229680\n",
       "arabian_restaurant                  16    0.204160\n",
       "austrian_restaurant                 15    0.191400\n",
       "restaurant_wholesale                15    0.191400\n",
       "spanish_restaurant                  14    0.178640\n",
       "hawaiian_restaurant                 14    0.178640\n",
       "peruvian_restaurant                 13    0.165880\n",
       "soup_restaurant                     13    0.165880\n",
       "buffet_restaurant                   12    0.153120\n",
       "persian_iranian_restaurant          12    0.153120\n",
       "hot_dog_restaurant                  10    0.127600\n",
       "halal_restaurant                     8    0.102080\n",
       "argentine_restaurant                 7    0.089320\n",
       "russian_restaurant                   7    0.089320\n",
       "latin_american_restaurant            7    0.089320\n",
       "pakistani_restaurant                 6    0.076560\n",
       "syrian_restaurant                    6    0.076560\n",
       "moroccan_restaurant                  5    0.063800\n",
       "indonesian_restaurant                5    0.063800\n",
       "dim_sum_restaurant                   5    0.063800\n",
       "polish_restaurant                    5    0.063800\n",
       "israeli_restaurant                   5    0.063800\n",
       "texmex_restaurant                    5    0.063800\n",
       "brazilian_restaurant                 5    0.063800\n",
       "himalayan_nepalese_restaurant        5    0.063800\n",
       "fish_and_chips_restaurant            4    0.051040\n",
       "filipino_restaurant                  4    0.051040\n",
       "ethiopian_restaurant                 4    0.051040\n",
       "portuguese_restaurant                4    0.051040\n",
       "cuban_restaurant                     3    0.038280\n",
       "comfort_food_restaurant              3    0.038280\n",
       "taiwanese_restaurant                 3    0.038280\n",
       "health_food_restaurant               3    0.038280\n",
       "southern_restaurant                  3    0.038280\n",
       "kosher_restaurant                    3    0.038280\n",
       "caribbean_restaurant                 3    0.038280\n",
       "fondue_restaurant                    3    0.038280\n",
       "malaysian_restaurant                 2    0.025520\n",
       "ukrainian_restaurant                 2    0.025520\n",
       "gluten_free_restaurant               2    0.025520\n",
       "restaurant_equipment_and_supply      2    0.025520\n",
       "egyptian_restaurant                  2    0.025520\n",
       "live_and_raw_food_restaurant         2    0.025520\n",
       "eastern_european_restaurant          2    0.025520\n",
       "chilean_restaurant                   2    0.025520\n",
       "afghan_restaurant                    2    0.025520\n",
       "noodles_restaurant                   1    0.012760\n",
       "british_restaurant                   1    0.012760\n",
       "bulgarian_restaurant                 1    0.012760\n",
       "jamaican_restaurant                  1    0.012760\n",
       "cambodian_restaurant                 1    0.012760\n",
       "colombian_restaurant                 1    0.012760\n",
       "swiss_restaurant                     1    0.012760\n",
       "georgian_restaurant                  1    0.012760\n",
       "czech_restaurant                     1    0.012760\n",
       "azerbaijani_restaurant               1    0.012760\n",
       "singaporean_restaurant               1    0.012760\n",
       "mongolian_restaurant                 1    0.012760\n",
       "senegalese_restaurant                1    0.012760\n",
       "kurdish_restaurant                   1    0.012760\n",
       "tatar_restaurant                     1    0.012760\n",
       "scandinavian_restaurant              1    0.012760\n",
       "venezuelan_restaurant                1    0.012760\n",
       "polynesian_restaurant                1    0.012760\n",
       "romanian_restaurant                  1    0.012760\n",
       "theme_restaurant                     1    0.012760\n",
       "asian_fusion_restaurant              1    0.012760\n",
       "honduran_restaurant                  1    0.012760\n",
       "cajun_creole_restaurant              1    0.012760"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restaurant_categories = category_count[category_count.index.str.contains('restaurant').fillna(False)]\n",
    "restaurant_total = restaurant_categories.sum()\n",
    "restaurant_frequency = pd.DataFrame({'count': restaurant_categories, 'percentage': restaurant_categories / restaurant_total * 100})\n",
    "restaurant_frequency"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confidence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/v/XWW/J4PM7jmpoavf322+revXuTNQcAABAsGrTSNHr0aI0ePVoul0tZWVnO49GjR+sHP/iB8vPztWDBAuvXe++99zRy5EglJibK5XJpzZo1fvvHjx8vl8vlt/Xr18+vxufzacqUKYqJiVFkZKRGjRqlQ4cO+dVUVFQoMzNTHo9HHo9HmZmZOnnypF/NwYMHNXLkSEVGRiomJkZTp05VVVVVQ6YHAAC0YQ0KTbW1taqtrdU111yj8vJy53Ftba18Pp/27t2rESNGWL/emTNndOONN2rx4sUXrRk2bJhKS0udbd26dX77p0+frtWrVysnJ0cFBQU6ffq0RowY4Xf5cNy4cSoqKlJubq5yc3NVVFSkzMxMZ39NTY3uuusunTlzRgUFBcrJydHrr7+umTNnNmB2AABAW9agy3PnHThwoEkOPnz4cA0fPvySNW63W/Hx8fXu83q9Wrp0qVasWKEhQ4ZIkl555RUlJSVp/fr1Gjp0qPbs2aPc3Fxt27ZNffv2lSQtWbJE6enp2rt3r5KTk5WXl6fdu3erpKREiYmJkqQFCxZo/PjxmjdvnqKioprkfAEAQOvVqNAkSW+//bbefvttZ8Xpy/7whz9cdmPnvfvuu4qNjdXXvvY1DRw4UPPmzVNsbKwkqbCwUNXV1crIyHDqExMTlZqaqi1btmjo0KHaunWrPB6PE5gkqV+/fvJ4PNqyZYuSk5O1detWpaamOoFJkoYOHSqfz6fCwkLdfvvt9fbm8/nk8/mcx5WVlU123gAAILg06tNzjz76qDIyMvT222/r2LFjqqio8NuayvDhw7Vy5Uq98847WrBggXbs2KE77rjDCSplZWUKDw9XdHS03/Pi4uJUVlbm1JwPWV8WGxvrVxMXF+e3Pzo6WuHh4U5NfebPn+/cJ+XxeJSUlHRZ5wsAAIJXo1aann/+eS1btszvvqDmMHbsWOfPqampuuWWW9StWzetXbtW99xzz0WfZ4yRy+VyHn/5z5dTc6HZs2drxowZzuPKykqCEwAAbVSjVpqqqqrUv3//pu7lKyUkJKhbt27at2+fJCk+Pl5VVVV1VrfKy8udlaP4+HgdOXKkzmsdPXrUr+bCFaWKigpVV1fXWYH6MrfbraioKL8NAAC0TY0KTffdd59WrVrV1L18pePHj6ukpEQJCQmSpLS0NIWFhSk/P9+pKS0tVXFxsRPq0tPT5fV6tX37dqfm/fffl9fr9aspLi5WaWmpU5OXlye32620tLSWODUAABDkGnV57ty5c3rxxRe1fv16feMb31BYWJjf/oULF1q9zunTp/Xxxx87jw8cOKCioiJ17txZnTt31ty5c3XvvfcqISFBn376qX75y18qJiZG3/ve9yRJHo9HEyZM0MyZM9WlSxd17txZs2bNUp8+fZxP0/Xu3VvDhg1Tdna2XnjhBUnS/fffrxEjRig5OVmSlJGRoZSUFGVmZurJJ5/UiRMnNGvWLGVnZ7N6BAAAJDUyNH300Ue66aabJEnFxcV++y51D9CFPvjgA79Ppp2/PygrK0vPPfecdu7cqZdfflknT55UQkKCbr/9dr322mvq1KmT85xFixYpNDRUY8aM0dmzZzV48GAtW7ZMISEhTs3KlSs1depU51N2o0aN8vtuqJCQEK1du1YTJ07UgAEDFBERoXHjxumpp56ynxQAANCmuYwxJtBNtBWVlZXyeDzyer2sUAFoNqOzJqr9AP8P4pzbvEJrlj8boI6A1s32/btR9zQBAABcaRp1ee7222+/5GW4d955p9ENAQAABKNGhabz9zOdV11draKiIhUXFysrK6sp+gIAAAgqjQpNixYtqnd87ty5On369GU1BAAAEIya9J6mf//3f2/S350DAAAIFk0amrZu3ar27ds35UsCAAAEhUZdnrvwd9+MMSotLdUHH3yghx9+uEkaAwAACCaNCk0ej8fvcbt27ZScnKzf/OY3zhdIAgAAtCWNCk0vvfRSU/cBAAAQ1BoVms4rLCzUnj175HK5lJKSom9+85tN1RcAAEBQaVRoKi8v1w9+8AO9++67+trXviZjjLxer26//Xbl5OToqquuauo+AQAAAqpRn56bMmWKKisrtWvXLp04cUIVFRUqLi5WZWWlpk6d2tQ9AgAABFyjVppyc3O1fv169e7d2xlLSUnRM888w43gAACgTWrUSlNtba3CwsLqjIeFham2tvaymwIAAAg2jQpNd9xxh6ZNm6bPPvvMGTt8+LB+/vOfa/DgwU3WHAAAQLBoVGhavHixTp06pe7du+u6667T17/+dfXo0UOnTp3S73//+6buEQAAIOAadU9TUlKS/vrXvyo/P19///vfZYxRSkqKhgwZ0tT9AQAABIUGrTS98847SklJUWVlpSTpzjvv1JQpUzR16lTdeuutuuGGG7Rp06ZmaRQAACCQGhSann76aWVnZysqKqrOPo/HowceeEALFy5ssuYAAACCRYNC09/+9jcNGzbsovszMjJUWFh42U0BAAAEmwaFpiNHjtT7VQPnhYaG6ujRo5fdFAAAQLBpUGi6+uqrtXPnzovu/+ijj5SQkHDZTQEAAASbBoWm7373u/r1r3+tc+fO1dl39uxZPfLIIxoxYkSTNQcAABAsGvSVA7/61a/0xhtvqFevXpo8ebKSk5Plcrm0Z88ePfPMM6qpqdGcOXOaq1cAAICAaVBoiouL05YtW/Szn/1Ms2fPljFGkuRyuTR06FA9++yziouLa5ZGAQAAAqnBX27ZrVs3rVu3ThUVFfr4449ljFHPnj0VHR3dHP0BAAAEhUZ9I7gkRUdH69Zbb23KXgAAAIJWo357DgAA4EpDaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALBAaAIAALAQ0ND03nvvaeTIkUpMTJTL5dKaNWv89htjNHfuXCUmJioiIkKDBg3Srl27/Gp8Pp+mTJmimJgYRUZGatSoUTp06JBfTUVFhTIzM+XxeOTxeJSZmamTJ0/61Rw8eFAjR45UZGSkYmJiNHXqVFVVVTXHaQMAgFYooKHpzJkzuvHGG7V48eJ69z/xxBNauHChFi9erB07dig+Pl533nmnTp065dRMnz5dq1evVk5OjgoKCnT69GmNGDFCNTU1Ts24ceNUVFSk3Nxc5ebmqqioSJmZmc7+mpoa3XXXXTpz5owKCgqUk5Oj119/XTNnzmy+kwcAAK1KaCAPPnz4cA0fPrzefcYYPf3005ozZ47uueceSdLy5csVFxenVatW6YEHHpDX69XSpUu1YsUKDRkyRJL0yiuvKCkpSevXr9fQoUO1Z88e5ebmatu2berbt68kacmSJUpPT9fevXuVnJysvLw87d69WyUlJUpMTJQkLViwQOPHj9e8efMUFRVVb48+n08+n895XFlZ2WRzAwAAgkvQ3tN04MABlZWVKSMjwxlzu90aOHCgtmzZIkkqLCxUdXW1X01iYqJSU1Odmq1bt8rj8TiBSZL69esnj8fjV5OamuoEJkkaOnSofD6fCgsLL9rj/PnznUt+Ho9HSUlJTXPyAAAg6ARtaCorK5MkxcXF+Y3HxcU5+8rKyhQeHq7o6OhL1sTGxtZ5/djYWL+aC48THR2t8PBwp6Y+s2fPltfrdbaSkpIGniUAAGgtAnp5zobL5fJ7bIypM3ahC2vqq29MzYXcbrfcbvclewEAAG1D0K40xcfHS1KdlZ7y8nJnVSg+Pl5VVVWqqKi4ZM2RI0fqvP7Ro0f9ai48TkVFhaqrq+usQAEAgCtT0IamHj16KD4+Xvn5+c5YVVWVNm7cqP79+0uS0tLSFBYW5ldTWlqq4uJipyY9PV1er1fbt293at5//315vV6/muLiYpWWljo1eXl5crvdSktLa9bzBAAArUNAL8+dPn1aH3/8sfP4wIEDKioqUufOnXXNNddo+vTpeuyxx9SzZ0/17NlTjz32mDp06KBx48ZJkjwejyZMmKCZM2eqS5cu6ty5s2bNmqU+ffo4n6br3bu3hg0bpuzsbL3wwguSpPvvv18jRoxQcnKyJCkjI0MpKSnKzMzUk08+qRMnTmjWrFnKzs6+6CfnAADAlSWgoemDDz7Q7bff7jyeMWOGJCkrK0vLli3Tgw8+qLNnz2rixImqqKhQ3759lZeXp06dOjnPWbRokUJDQzVmzBidPXtWgwcP1rJlyxQSEuLUrFy5UlOnTnU+ZTdq1Ci/74YKCQnR2rVrNXHiRA0YMEAREREaN26cnnrqqeaeAgAA0Eq4jDEm0E20FZWVlfJ4PPJ6vaxQAWg2o7Mmqv2ATL+xc5tXaM3yZwPUEdC62b5/B+09TQAAAMGE0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGCB0AQAAGAhqEPT3Llz5XK5/Lb4+HhnvzFGc+fOVWJioiIiIjRo0CDt2rXL7zV8Pp+mTJmimJgYRUZGatSoUTp06JB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     "metadata": {},
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   ],
   "source": [
    "sns.histplot(data=places, x='confidence');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Brands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>Getränke Hoffmann</th>\n",
       "      <td>156</td>\n",
       "      <td>0.113281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rossmann</th>\n",
       "      <td>152</td>\n",
       "      <td>0.110376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dm-drogerie markt Deutschland</th>\n",
       "      <td>114</td>\n",
       "      <td>0.082782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KiK</th>\n",
       "      <td>111</td>\n",
       "      <td>0.080604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berliner Sparkasse</th>\n",
       "      <td>92</td>\n",
       "      <td>0.066807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PENNY</th>\n",
       "      <td>91</td>\n",
       "      <td>0.066080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solidmind Group GmbH</th>\n",
       "      <td>89</td>\n",
       "      <td>0.064628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lohnsteuerhilfeverein Vereinigte Lohnsteuerhilfe e.V. (VLH)</th>\n",
       "      <td>86</td>\n",
       "      <td>0.062450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shell</th>\n",
       "      <td>85</td>\n",
       "      <td>0.061723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalEnergies</th>\n",
       "      <td>78</td>\n",
       "      <td>0.056640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McDonald's</th>\n",
       "      <td>76</td>\n",
       "      <td>0.055188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apollo</th>\n",
       "      <td>72</td>\n",
       "      <td>0.052283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaufland</th>\n",
       "      <td>62</td>\n",
       "      <td>0.045022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bertha - Deine Tank-App</th>\n",
       "      <td>61</td>\n",
       "      <td>0.044296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>o2cando</th>\n",
       "      <td>59</td>\n",
       "      <td>0.042843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studienkreis GmbH</th>\n",
       "      <td>57</td>\n",
       "      <td>0.041391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Domino's Pizza Deutschland</th>\n",
       "      <td>53</td>\n",
       "      <td>0.038486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vodafone Deutschland</th>\n",
       "      <td>52</td>\n",
       "      <td>0.037760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ernsting's family</th>\n",
       "      <td>50</td>\n",
       "      <td>0.036308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deichmann</th>\n",
       "      <td>49</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fressnapf Deutschland</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schülerhilfe</th>\n",
       "      <td>48</td>\n",
       "      <td>0.034856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MÄC-GEIZ</th>\n",
       "      <td>47</td>\n",
       "      <td>0.034129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNIONHILFSWERK</th>\n",
       "      <td>45</td>\n",
       "      <td>0.032677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freenet</th>\n",
       "      <td>42</td>\n",
       "      <td>0.030499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telekom Shop</th>\n",
       "      <td>42</td>\n",
       "      <td>0.030499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woolworth</th>\n",
       "      <td>40</td>\n",
       "      <td>0.029046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lohnsteuerberatungsverbund e. V. -Lohnsteuerhilfeverein-</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INFARM</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Call a Pizza</th>\n",
       "      <td>38</td>\n",
       "      <td>0.027594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAT HAPPY</th>\n",
       "      <td>37</td>\n",
       "      <td>0.026868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEERS</th>\n",
       "      <td>37</td>\n",
       "      <td>0.026868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opel</th>\n",
       "      <td>37</td>\n",
       "      <td>0.026868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Takko Fashion</th>\n",
       "      <td>36</td>\n",
       "      <td>0.026142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tchibo</th>\n",
       "      <td>35</td>\n",
       "      <td>0.025416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blume2000</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barmenia Versicherungen</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fielmann</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amplifon Deutschland GmbH</th>\n",
       "      <td>33</td>\n",
       "      <td>0.023963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATU</th>\n",
       "      <td>32</td>\n",
       "      <td>0.023237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LINDNER Esskultur</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAS FUTTERHAUS</th>\n",
       "      <td>31</td>\n",
       "      <td>0.022511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Musikschule Fröhlich</th>\n",
       "      <td>30</td>\n",
       "      <td>0.021785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Douglas Cosmetics</th>\n",
       "      <td>30</td>\n",
       "      <td>0.021785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ryd</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berliner Bäder</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JYSK Deutschland</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hunkemöller</th>\n",
       "      <td>27</td>\n",
       "      <td>0.019606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contipark</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H&amp;M</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sixt</th>\n",
       "      <td>26</td>\n",
       "      <td>0.018880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reformhaus</th>\n",
       "      <td>25</td>\n",
       "      <td>0.018154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIND</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autohaus König</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seeger - Das Gesundheitshaus</th>\n",
       "      <td>24</td>\n",
       "      <td>0.017428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNPOINT</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>essanelle Ihr Friseur</th>\n",
       "      <td>23</td>\n",
       "      <td>0.016702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subway Deutschland</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robin Look</th>\n",
       "      <td>22</td>\n",
       "      <td>0.015975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alnatura</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volkswagen</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DERTOUR Reisebüro</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUI</th>\n",
       "      <td>21</td>\n",
       "      <td>0.015249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Storebox - Dein Lager nebenan</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matratzen Concord</th>\n",
       "      <td>20</td>\n",
       "      <td>0.014523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BioMarkt Verbund</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Duden Institute für Lerntherapie</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toyota Deutschland Partner</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>von Poll Immobilien GmbH</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Yorker</th>\n",
       "      <td>19</td>\n",
       "      <td>0.013797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MediaMarktSaturn</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEPOT</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jacques' Wein-Depot</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NKD</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ibis</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friseure Vandéll Berlin</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Siemens Home</th>\n",
       "      <td>18</td>\n",
       "      <td>0.013071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C&amp;A</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christ Juweliere und Uhrmacher</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boels Rental</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProCurand Unternehmensgruppe</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rituals Cosmetics</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBI</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eyes + more</th>\n",
       "      <td>17</td>\n",
       "      <td>0.012345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thomas Philipps</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>point S</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DinnebierGruppe</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDEKA</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAUHAUS Deutschland</th>\n",
       "      <td>16</td>\n",
       "      <td>0.011619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NORDSEE</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sparda-Bank Berlin</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TK Maxx</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thalia Buchhandlung - Thalia.de</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pandora</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MFO Matratzen</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOMICIL Seniorenresidenzen</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brillen.de</th>\n",
       "      <td>15</td>\n",
       "      <td>0.010892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Junge Die Bäckerei</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KFC</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEDIMAX</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Agip Deutschland</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RENO</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hempel GesundheitsPartner GmbH</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Starbucks Deutschland</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JEANS FRITZ</th>\n",
       "      <td>14</td>\n",
       "      <td>0.010166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeeman</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRK Kreisverband Berlin-Zentrum e.V.</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lernstudio Barbarossa</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calzedonia</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Getränkeland</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EURO GIDA Berlin</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FitX</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GALERIA.de</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HairExpress</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Optiker Bode</th>\n",
       "      <td>13</td>\n",
       "      <td>0.009440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skyvell</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abend App</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WORLD OF PIZZA</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAASE - Feine Kost</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nissan</th>\n",
       "      <td>12</td>\n",
       "      <td>0.008714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brillux</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lioncare Wohnen und Pflege GmbH</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ReSales</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yves Rocher Germany</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dean&amp;david</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee Fellows</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heinz von Heiden GmbH Massivhäuser</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturn Deutschland</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VERO MODA</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esprit</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Siemes Schuhcenter</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Audi Deutschland</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAG Personal &amp; Perspektiven - Deutschland</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reisebüro Wörlitz Tourist</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marc O'Polo</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bodystreet Berlin</th>\n",
       "      <td>11</td>\n",
       "      <td>0.007988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Randstad Deutschland</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DR SMILE</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Securitas Deutschland</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>toom Baumarkt</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEAT</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engbers</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lernwerk</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EP:</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diagnostikum Berlin</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unicorn Workspaces</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TÜV Rheinland Mobility</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schlau Großhandel</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEVK</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dunkin' Donuts</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäckerei Dreißig</th>\n",
       "      <td>10</td>\n",
       "      <td>0.007262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REWE To Go</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lars Cordes hairdesign</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pulled Pork Paradise</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KS Autoglas Zentrum</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HORNBACH</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>burgerme</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STUDIOLINE PHOTOGRAPHY</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peek &amp; Cloppenburg</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pro Seniore</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Multipolster</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KULT OLYMP&amp;HADES</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little John Bikes</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regus</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nomination</th>\n",
       "      <td>9</td>\n",
       "      <td>0.006535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GALERIA Reisen</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joker Spielhalle</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ad-AUTO DIENST</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ulla Popken</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz Deutschland</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WeWork</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aral AG</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POCO Einrichtungsmärkte</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lasermed Group</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hammer Fachmarkt</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Decathlon Deutschland</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THE BARN</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Design Offices</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTIMISSIMI</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tommy Hilfiger</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Søstrene Grene</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäckerei &amp; Konditorei Plentz</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stop+go Die Autowerkstatt</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JD Sports</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEININGER Hotels</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galeria Restaurant</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brammibal's Donuts</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yoko Sushi Deutschland</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOSS</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Obsidian Hörgeräte</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lohi - Lohnsteuerhilfe</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAS RADHAUS GMBH</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TALLY WEiJL</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autohaus Böttche</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PORTAS</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peter Pane Burgergrill &amp; Bar</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>go asia supermarkt</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Numastays</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avis Deutschland</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Herzengel</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foot Locker Europe</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Home Instead</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Super Cut</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maison 123</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autohaus Wegener</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Claire's</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOM TAILOR</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schilderdienst STK GmbH</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EcoCare</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L'Osteria</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IKEA</th>\n",
       "      <td>7</td>\n",
       "      <td>0.005083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sawade Berlin</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sabelus XXL Apotheken</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kamm2Cut</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFBM</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grillbar</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GameStop Deutschland</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Wolfskin</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BioTechUSA</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q-Park Deutschland</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nike</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fürst Donnersmarck-Stiftung</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24colours</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMS-Lounge</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying Tiger Copenhagen</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URLocation</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ampido</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mein Gesundheitsmanager - Die Online Kurse zert. nach §20 SGB V</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DoggyRade</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B·A·D GmbH</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exchange AG</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kolula</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mister Spex</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Küche&amp;Co</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäcker Kühnbaum</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ltur</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kiehl's</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIKO</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burchard Führer Seniorenpflege</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gerhard Borchert Baustoff-Fachhandel GmbH</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desigual</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bauking Baustoffhandel</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JACK &amp; JONES</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LBS Nord</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wintec Autoglas</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWAROVSKI</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burgermeister</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NH Hotels</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KMG Kliniken</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROLLER</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kreuzburger</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shurgard Self-Storage</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KPM - Königliche Porzellan-Manufaktur Berlin</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John Reed Fitness</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercure Hotels</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TeeGschwendner</th>\n",
       "      <td>6</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEGA eG</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bobbi Brown Cosmetics</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reifen Helm</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BabyOne</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marco Farino</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CleanCar</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schwesterherz &amp; Küchenliebe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mcdonalds Potsdam/Brandenburg</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNIQLO Europe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AWG Mode</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Five Guys</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vapiano Deutschland</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aktuell Lohnsteuerhilfeverein e.V. Deutschland</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rent24</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kroschke Gruppe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz Berlin</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kursana</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scotch &amp; Soda</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Curry Wolf</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pflanzen-Kölle</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B&amp;O Gruppe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UVR Berlin</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Figaros</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LebensWelt gGmbH</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wego Systembaustoffe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XTiP Sportwetten</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galeria Markthalle</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weinladen Schmidt Berlin</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park One GmbH</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaplan Europe</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICE AESTHETIC Business</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immergrün</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fliesen-Zentrum</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frittenwerk</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tamaris</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hagebau</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAVYBOOT</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Promnitz - Therapie Fitness Akademie</th>\n",
       "      <td>5</td>\n",
       "      <td>0.003631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lacoste</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pizza &amp; Burger Bulls</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poke Mana Germany</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COS</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUTLERS</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cpi العربية</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHANEL</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UCI Kinos Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEMENTS</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kusmi Tea</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETERNA</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Globus Baumarkt</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Korian</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Curry 36</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pizza Max Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gregory's Germany</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ViVental</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HALLHUBER</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIEPA Personal</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Triumph</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fast Forward</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Longchamp</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diptyque</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medneo GmbH</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quick Reifendiscount</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASB Regionalverband Berlin-Nordwest e.V.</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CARAS Gourmet</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boesner</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JobImpulse</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tuesday coworking</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAGERBOX</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEG'D</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GINA LAURA</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volvo Car Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reformhaus Demski</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calvin Klein</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maje</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hörgeräte-Akustik Flemming &amp; Klingbeil GmbH &amp; Co. KG</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZARA</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Immobilien Service Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timberland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sportschulen Randori-Pro</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Görtz</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bofrost Karriere</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>expert</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aesop</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L'OCCITANE en Provence</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YUZU</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUSH Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auto-Technik Dähne GmbH</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TÜV NORD Mobilität</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Plameco</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HELMA-Gruppe</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>persona service AG &amp; Co. KG</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunglass Hut</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSB Schimmel Automobile GmbH</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCM_Root Page</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Intersport Olympia</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holiday Inn</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Häagen-Dazs</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lindt</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Selgros Cash &amp; Carry Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUDNI</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buchbox Buchhandlung</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Müller Deutschland</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECCO Shoes</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thomas Sabo</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wrapublic</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Localfit - Fitnessclub</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIEBESKIND BERLIN</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pneuhage Reifen und Autoservice</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tanzschule Peter Steirl Berlin-Brandenburg</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>schön reisen - ihr reisebüro</th>\n",
       "      <td>4</td>\n",
       "      <td>0.002905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berufsfortbildungswerk Gemeinnützige Bildungseinrichtung des DGB GmbH bfw</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zadig &amp; Voltaire</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mr.Croissant Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ace &amp; Tate</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preussen Apotheke</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ralph Lauren</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MediosApotheke</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blanco01010101</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hausdesdampfes.de</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nord-Ostsee Automobile</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Satellite Office</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SuperDry</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SportScheck</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VonLuck</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reifen.com</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mitte Meer</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manpower Deutschland</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEEKDAY</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IWCWatches</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Okaïdi</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kranepuhl's Optimale Möbelmärkte</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyberport</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruppin-Zahntechnik GmbH</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goldcut Friseure</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PICKNWEIGHT</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Klub Kitchen</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dispo-Tf Education GmbH</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScanHaus Marlow GmbH - Das Fertighaus</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leysieffer</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seminaris Hotels</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emilio adani</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHG Handelszentren</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chupenga Burritos &amp; Salads</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beets&amp;Roots</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Augenoptik Hagemann</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELIXIA BERLIN</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schubis Eisblock</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Akkus Blumen &amp; Pflanzen</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hakiki</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deutsche Ärzte Finanz</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mömax Deutschland</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meister Möhring e.K. - Bäckerei &amp; Konditorei</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHO - Noodlebar</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCHIESSER</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SchillerBurger</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Americanfood4u.de</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bildungszentrum &amp; Fahrschule Orange</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KARL LAGERFELD</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flowers for All</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiener Conditorei Caffeehaus</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RFT Kabel</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vitra</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mini-Lernkreis</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vinh-Loi Asien Supermarkt</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gartencenter Holland</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STA Travel</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rehaform - Ihr Sanitätshaus</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTERSPORT Voswinkel</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Modepark Röther</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Orient-Barbershop</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goimpulse</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fior di Cetara</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELKA - Sprachkurse für Senioren</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MitteLicht Berlin Mitte</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maredo Steakhaus</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Granit</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>myToys</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buchhandlung Ludwig</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galerie Max Hetzler</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Body Shop</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SIRPLUS</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Loveco</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acne Studios</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sozialstation Impuls</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ride.bln</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bembé Parkett</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cadadia - Suppenbar, Cafe &amp; Catering</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BBQ Baumann Bildung &amp; Qualifizierung</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee Circle</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reise-Center SRW GmbH Bernau</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEMEX Deutschland</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALEX</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiesenstein</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bulgari</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Salvatore Ferragamo</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temial</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harry-Brot</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dior</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Green Rabbit</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lunettes Selection</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HSR - Der Hydraulik-Service</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comcave.College GmbH</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harley-Davidson</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Visit Coffee Roastery</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sticks'n'Sushi</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theater Strahl Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JalouCity</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beef GrillClub by Hasir</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESCADA</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holiday Inn Express</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Esthelogue</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schachtschneider Automobile</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>advita Pflege</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wulle</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baufi24</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BoConcept</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1. FC Union Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berlitz Deutschland</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GANT</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sonderpreis Baumarkt</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LetMeRepair mobile</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transit</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albers Wettboerse</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KaNa Barbers of Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O'Donnell Moonshine</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRAVIS</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beispielseite 21-10</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goodies Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autoland AG</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Novotel</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Möbel Kraft</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lux-Augenoptik</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maracay Coffee</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tanzschule Traumtänzer</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adidas</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruder Küchen und Hausgeräte GmbH</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spaces</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Piepenbrock</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Möbel Höffner</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fossil</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Süsse Sünde</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kfzteile24</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Broke + Schön Shop Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCHWABENHAUS GmbH &amp; Co. KG</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berlin Burrito Company</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gucci</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senzera - waxing &amp; beauty</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porsche Zentren in Berlin</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bershka</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amaroo - Feel at home: Zimmer &amp; Ferienwohnungen in Potsdam</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primark</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STORM Boutique Fitness</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cushman &amp; Wakefield</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRAZIÖS</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCS Berlin Weiterbildung und Coaching</th>\n",
       "      <td>3</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eye Couture - Augenoptik</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Orchestra</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HARK</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Eisfrau</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mona Ihr Friseur</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blickfang Beelitz</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yourfone-Shops</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TỤDO - TEA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HANS IM GLÜCK - Burgergrill &amp; Bar</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>What do you fancy love?</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schindler Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TIMEPARTNER</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hyundai Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeCrew GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tribak</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moxy Hotels</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimmerli of Switzerland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WORKERFASHION.com</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comma fashion</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WAX IN THE CITY</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEA Waldviertler</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Libitina Bestattungen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jim Block</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TITAN</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LEGO</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäckerei VOLLKERN</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friedrich Rohwedder GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hotel Indigo</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>porta Möbel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kuhl Augenoptik</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beulex - Ausbeulen ohne Lackieren und mehr</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wrangler Europe</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GARTEC Garten-Technik-Zentrum Berlin-Brandenburg GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A&amp;O HOTELS and HOSTELS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kartar Food</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MietWerk Potsdam</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Princess Cheesecake</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rosewater's - Kosmetik &amp; Beauty Shop</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prada</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VivaNeo</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>heldundhilde</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holy Flat</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deutscher Orden Ordenswerke</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BrillenMaxBar</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Online Grammatiktrainer der DeutschAkademie</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FZBB Fahrschulzentrum Berlin-Brandenburg GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rameder Montagepoint</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8greenbottles</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT.DERM GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MauerBlümchen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaffeekirsche Roastery</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Schwimmerei Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEARDY BOYS BERLIN</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kobold Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steiff</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19grams Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Camper</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benedict Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wunderwerk Fashion</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fühlbar Schön Kosmetik</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PicturePeople-Fotostudios</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sconto Möbelmarkt</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIT BLN - High Intensity Training Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Urban Supply</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My-esports GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nanu-Nana</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sichtwechsel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der Fischladen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haut- und Lasercentrum Berlin &amp; Potsdam</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAZ Ticketeria</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louis Vuitton</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preuß-Eksner Hörgeräte Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yogafürdich</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISABEL MARANT</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dolce &amp; Gabbana</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dieHairRichter - Friseur &amp; Kosmetikstudio</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sandeck Schuhe</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kame Japanese Bakery</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Läderach Chocolatier Suisse</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLUE TOMATO</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Pilates Movement Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hackett London</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABC Workspaces</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greta &amp; Luis</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EQUIVA Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Linnenbecker</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mystica Fantasy Shop</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Röststätte Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIU EYEWEAR</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAKRIDS BY BÜLOW</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M·A·C Cosmetics</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123fahrschule.de - Zentrale</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landgard Fachhandel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUMAS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Westend Bestattungen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valentino</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MyShoes</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crowne Plaza Hotels &amp; Resorts</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Süßfein Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mein real</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denimholics</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAT BERLIN</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mango</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hair Sweet Hair</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MedColl e.V.</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jo Malone London</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grünbein Switzerland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Loxam GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mama trattoria</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HY STUDIO</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vilux Cosmetic</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Cure Nailstudio Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Attingo Datenrettung Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICTS Germany</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B-I-B Immobilien + Lösungen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALENCIAGA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tönjes Holding AG</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Five Elephant Coffee &amp; Cake</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D-Lüx Möbel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O'Neill</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Konzept Steuerberatung</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contora Office Solutions</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kirchliche Flüchtlingsarbeit im Havelland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phorms Education</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hampton by Hilton</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G&amp;S Hörgeräte GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soupkultur</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahlsen Outlet</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Online Kanzlei</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Optic Ortel Hören &amp; Sehen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mani in Pasta</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEG Zentraleinkauf Holz + Kunststoff eG</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUHN Maßkonfektion</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swiss Sense</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roth-Finanz</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAINT LAURENT</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dregeno</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASL Auto-Service Lichtblau GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pirtek Potsdam / Berlin - Süd</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park Plaza Hotels &amp; Resorts</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zweirad Stadler</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOVOTERGUM Physiotherapie</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PIANO CANO Klavier- &amp; Musikschule in Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TheosGym</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KICKZ</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autodienst Hoppegarten GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIBAV Hausbau Berlin-Brandenburg</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAS Mauerwerkstrockenlegung GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GUESS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LEWA Qualifizierungs GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eigenheim Union 1898 AG</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sprachenzentrum Berlinek</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MUJI Deutschland</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&amp; Other Stories</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW Autohaus Reier</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michael Kors</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skagen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AltiAir Lounge - Privat Health Club</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massimo Dutti</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLSAINTS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Erkan Möbel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>faktura</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greenline</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ölmühle an der Havel</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AproSports</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vitalymp</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vans</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netgo</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUST Fashion</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minimum einrichten</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vincent Vegan</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Radwelt Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P &amp; T Paper and Tea</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tele Pizza</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOD BANK</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green Yoga</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michaela Rackelmann</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ampelmann Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barcomi's Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Closed</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McMakler</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zalando Outlet Store</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aroma Thaimassage Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESHK Friseur Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kfz-Prüfstelle Karakaya</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GESOWORX</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autograph Collection</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mister*lady</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max Delbrück Center</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Selfie Nails &amp; Beauty</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theodor Poeschke Bestattungen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heimwerk Baumarkt Handelsgesellschaft Winterfeldt</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLUNCK Pâtisserie</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Villeroy &amp; Boch</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yeay - Ice Cream</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S3Velo</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Südmetall Otto Leonhard GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swatch</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autohaus Golbeck</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pepe Jeans London</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bottega Veneta</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Masson Friseure</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Die Brodstätte Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEPHORA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DiaExpert Nah.Qualifiziert.Bewegend</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armani Exchange</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LASCANA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>European City Parks</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verkehrsrecht-christall</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SenVital Senioren- und Pflegezentren</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lala Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lululemon</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scandic</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MYKITA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WIKING Sicherheit und Service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wundervino</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66 Monkeys City Apartments</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HEMA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RudiCubes</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charlotte Tilbury</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CODOS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUMA</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aktivoptik</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bata Bar &amp; Billiards</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heinz Hammer</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unser Café</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tipster Sportwetten</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JOHN &amp; JANE'S</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASICS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moncler</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASP Begleitung</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atelier Creuzberg</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Balayi Brautmoden</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monki</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. Martens</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aconax Steuerberatungsgesellschaft mbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trippen</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burnout Trade</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hollister Co.</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORSAY</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hermès</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RICCARDO CARTILLONE - BERLIN</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Autovermietung-Potsdam.de</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fernblau</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ba&amp;sh</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FrischeParadies</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peRCom Store</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Optik Hallmann</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samsonite</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carhartt Work In Progress</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOODLES NOODLES &amp; NOODLES CORP.</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NYX Professional Makeup</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cancun Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miss Hair  Extensions Only</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Standupclub Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>El Colmado</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pimkie</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AOK Sachsen-Anhalt</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Karstadt</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chopard</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlantis Berlin Wassersport &amp; Mee(h)r</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pylones Germany &amp; Austria</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vagabond Shoemakers</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dodo Beach Record Store</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SKECHERS</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kiesel GmbH</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMC-TEC Notebook Reparatur Service</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ofen-Kaminbau-Klosterfelde</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Down Town Sports</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAP-Märkte Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Raiffeisen-Märkte Köthen-Bernburg</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haushahn Aufzüge</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dollar Car Rental</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soul Sushi</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arcus.plan AG</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shimano-Road</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My Perfect Face</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johanniter-Akademie Berlin/Brandenburg</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ho Lo  Restaurant Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KOPFZENTRUM</th>\n",
       "      <td>2</td>\n",
       "      <td>0.001452</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     count  percentage\n",
       "brand_name                                                            \n",
       "None                                                129674   94.163865\n",
       "REWE                                                   216    0.156850\n",
       "Lidl Deutschland                                       200    0.145232\n",
       "ALDI Nord                                              182    0.132161\n",
       "Getränke Hoffmann                                      156    0.113281\n",
       "Rossmann                                               152    0.110376\n",
       "dm-drogerie markt Deutschland                          114    0.082782\n",
       "KiK                                                    111    0.080604\n",
       "Berliner Sparkasse                                      92    0.066807\n",
       "PENNY                                                   91    0.066080\n",
       "Solidmind Group GmbH                                    89    0.064628\n",
       "Lohnsteuerhilfeverein Vereinigte Lohnsteuerhilf...      86    0.062450\n",
       "Shell                                                   85    0.061723\n",
       "TotalEnergies                                           78    0.056640\n",
       "McDonald's                                              76    0.055188\n",
       "Apollo                                                  72    0.052283\n",
       "Kaufland                                                62    0.045022\n",
       "Bertha - Deine Tank-App                                 61    0.044296\n",
       "o2cando                                                 59    0.042843\n",
       "Studienkreis GmbH                                       57    0.041391\n",
       "Domino's Pizza Deutschland                              53    0.038486\n",
       "Vodafone Deutschland                                    52    0.037760\n",
       "Ernsting's family                                       50    0.036308\n",
       "Deichmann                                               49    0.035582\n",
       "Fressnapf Deutschland                                   48    0.034856\n",
       "Schülerhilfe                                            48    0.034856\n",
       "MÄC-GEIZ                                                47    0.034129\n",
       "UNIONHILFSWERK                                          45    0.032677\n",
       "freenet                                                 42    0.030499\n",
       "Telekom Shop                                            42    0.030499\n",
       "Woolworth                                               40    0.029046\n",
       "Lohnsteuerberatungsverbund e. V. -Lohnsteuerhil...      38    0.027594\n",
       "INFARM                                                  38    0.027594\n",
       "Call a Pizza                                            38    0.027594\n",
       "EAT HAPPY                                               37    0.026868\n",
       "GEERS                                                   37    0.026868\n",
       "Opel                                                    37    0.026868\n",
       "Takko Fashion                                           36    0.026142\n",
       "Tchibo                                                  35    0.025416\n",
       "Blume2000                                               33    0.023963\n",
       "Barmenia Versicherungen                                 33    0.023963\n",
       "Fielmann                                                33    0.023963\n",
       "Amplifon Deutschland GmbH                               33    0.023963\n",
       "ATU                                                     32    0.023237\n",
       "LINDNER Esskultur                                       31    0.022511\n",
       "DAS FUTTERHAUS                                          31    0.022511\n",
       "Musikschule Fröhlich                                    30    0.021785\n",
       "Douglas Cosmetics                                       30    0.021785\n",
       "ryd                                                     27    0.019606\n",
       "Berliner Bäder                                          27    0.019606\n",
       "JYSK Deutschland                                        27    0.019606\n",
       "Hunkemöller                                             27    0.019606\n",
       "Contipark                                               26    0.018880\n",
       "H&M                                                     26    0.018880\n",
       "Sixt                                                    26    0.018880\n",
       "Reformhaus                                              25    0.018154\n",
       "KIND                                                    24    0.017428\n",
       "Autohaus König                                          24    0.017428\n",
       "Seeger - Das Gesundheitshaus                            24    0.017428\n",
       "SUNPOINT                                                23    0.016702\n",
       "essanelle Ihr Friseur                                   23    0.016702\n",
       "Subway Deutschland                                      22    0.015975\n",
       "Robin Look                                              22    0.015975\n",
       "Alnatura                                                21    0.015249\n",
       "Volkswagen                                              21    0.015249\n",
       "DERTOUR Reisebüro                                       21    0.015249\n",
       "TUI                                                     21    0.015249\n",
       "Storebox - Dein Lager nebenan                           20    0.014523\n",
       "Matratzen Concord                                       20    0.014523\n",
       "BioMarkt Verbund                                        19    0.013797\n",
       "Duden Institute für Lerntherapie                        19    0.013797\n",
       "Toyota Deutschland Partner                              19    0.013797\n",
       "von Poll Immobilien GmbH                                19    0.013797\n",
       "New Yorker                                              19    0.013797\n",
       "MediaMarktSaturn                                        18    0.013071\n",
       "DEPOT                                                   18    0.013071\n",
       "Jacques' Wein-Depot                                     18    0.013071\n",
       "NKD                                                     18    0.013071\n",
       "ibis                                                    18    0.013071\n",
       "Friseure Vandéll Berlin                                 18    0.013071\n",
       "Siemens Home                                            18    0.013071\n",
       "C&A                                                     17    0.012345\n",
       "Christ Juweliere und Uhrmacher                          17    0.012345\n",
       "Boels Rental                                            17    0.012345\n",
       "ProCurand Unternehmensgruppe                            17    0.012345\n",
       "Rituals Cosmetics                                       17    0.012345\n",
       "OBI                                                     17    0.012345\n",
       "eyes + more                                             17    0.012345\n",
       "Thomas Philipps                                         16    0.011619\n",
       "Action                                                  16    0.011619\n",
       "point S                                                 16    0.011619\n",
       "DinnebierGruppe                                         16    0.011619\n",
       "EDEKA                                                   16    0.011619\n",
       "BAUHAUS Deutschland                                     16    0.011619\n",
       "NORDSEE                                                 15    0.010892\n",
       "Sparda-Bank Berlin                                      15    0.010892\n",
       "TK Maxx                                                 15    0.010892\n",
       "Thalia Buchhandlung - Thalia.de                         15    0.010892\n",
       "Pandora                                                 15    0.010892\n",
       "MFO Matratzen                                           15    0.010892\n",
       "DOMICIL Seniorenresidenzen                              15    0.010892\n",
       "brillen.de                                              15    0.010892\n",
       "Junge Die Bäckerei                                      14    0.010166\n",
       "KFC                                                     14    0.010166\n",
       "MEDIMAX                                                 14    0.010166\n",
       "Agip Deutschland                                        14    0.010166\n",
       "RENO                                                    14    0.010166\n",
       "Hempel GesundheitsPartner GmbH                          14    0.010166\n",
       "Starbucks Deutschland                                   14    0.010166\n",
       "JEANS FRITZ                                             14    0.010166\n",
       "Zeeman                                                  13    0.009440\n",
       "DRK Kreisverband Berlin-Zentrum e.V.                    13    0.009440\n",
       "Lernstudio Barbarossa                                   13    0.009440\n",
       "Calzedonia                                              13    0.009440\n",
       "Getränkeland                                            13    0.009440\n",
       "EURO GIDA Berlin                                        13    0.009440\n",
       "FitX                                                    13    0.009440\n",
       "GALERIA.de                                              13    0.009440\n",
       "HairExpress                                             13    0.009440\n",
       "Optiker Bode                                            13    0.009440\n",
       "Skyvell                                                 12    0.008714\n",
       "Abend App                                               12    0.008714\n",
       "WORLD OF PIZZA                                          12    0.008714\n",
       "HAASE - Feine Kost                                      12    0.008714\n",
       "Nissan                                                  12    0.008714\n",
       "Brillux                                                 11    0.007988\n",
       "Lioncare Wohnen und Pflege GmbH                         11    0.007988\n",
       "ReSales                                                 11    0.007988\n",
       "Yves Rocher Germany                                     11    0.007988\n",
       "dean&david                                              11    0.007988\n",
       "Coffee Fellows                                          11    0.007988\n",
       "Heinz von Heiden GmbH Massivhäuser                      11    0.007988\n",
       "Saturn Deutschland                                      11    0.007988\n",
       "VERO MODA                                               11    0.007988\n",
       "Esprit                                                  11    0.007988\n",
       "Siemes Schuhcenter                                      11    0.007988\n",
       "Audi Deutschland                                        11    0.007988\n",
       "ZAG Personal & Perspektiven - Deutschland               11    0.007988\n",
       "Reisebüro Wörlitz Tourist                               11    0.007988\n",
       "Marc O'Polo                                             11    0.007988\n",
       "Bodystreet Berlin                                       11    0.007988\n",
       "Randstad Deutschland                                    10    0.007262\n",
       "DR SMILE                                                10    0.007262\n",
       "Securitas Deutschland                                   10    0.007262\n",
       "toom Baumarkt                                           10    0.007262\n",
       "SEAT                                                    10    0.007262\n",
       "engbers                                                 10    0.007262\n",
       "Lernwerk                                                10    0.007262\n",
       "EP:                                                     10    0.007262\n",
       "Diagnostikum Berlin                                     10    0.007262\n",
       "Unicorn Workspaces                                      10    0.007262\n",
       "TÜV Rheinland Mobility                                  10    0.007262\n",
       "Schlau Großhandel                                       10    0.007262\n",
       "DEVK                                                    10    0.007262\n",
       "Dunkin' Donuts                                          10    0.007262\n",
       "Bäckerei Dreißig                                        10    0.007262\n",
       "REWE To Go                                               9    0.006535\n",
       "Lars Cordes hairdesign                                   9    0.006535\n",
       "Pulled Pork Paradise                                     9    0.006535\n",
       "KS Autoglas Zentrum                                      9    0.006535\n",
       "HORNBACH                                                 9    0.006535\n",
       "burgerme                                                 9    0.006535\n",
       "STUDIOLINE PHOTOGRAPHY                                   9    0.006535\n",
       "Peek & Cloppenburg                                       9    0.006535\n",
       "Pro Seniore                                              9    0.006535\n",
       "Multipolster                                             9    0.006535\n",
       "KULT OLYMP&HADES                                         9    0.006535\n",
       "Little John Bikes                                        9    0.006535\n",
       "Regus                                                    9    0.006535\n",
       "Nomination                                               9    0.006535\n",
       "GALERIA Reisen                                           8    0.005809\n",
       "Joker Spielhalle                                         8    0.005809\n",
       "ad-AUTO DIENST                                           8    0.005809\n",
       "Ulla Popken                                              8    0.005809\n",
       "Mercedes-Benz Deutschland                                8    0.005809\n",
       "WeWork                                                   8    0.005809\n",
       "Aral AG                                                  8    0.005809\n",
       "POCO Einrichtungsmärkte                                  8    0.005809\n",
       "Lasermed Group                                           8    0.005809\n",
       "Hammer Fachmarkt                                         8    0.005809\n",
       "Decathlon Deutschland                                    8    0.005809\n",
       "THE BARN                                                 7    0.005083\n",
       "Design Offices                                           7    0.005083\n",
       "INTIMISSIMI                                              7    0.005083\n",
       "Tommy Hilfiger                                           7    0.005083\n",
       "Søstrene Grene                                           7    0.005083\n",
       "Bäckerei & Konditorei Plentz                             7    0.005083\n",
       "Stop+go Die Autowerkstatt                                7    0.005083\n",
       "JD Sports                                                7    0.005083\n",
       "MEININGER Hotels                                         7    0.005083\n",
       "Galeria Restaurant                                       7    0.005083\n",
       "Brammibal's Donuts                                       7    0.005083\n",
       "Yoko Sushi Deutschland                                   7    0.005083\n",
       "BOSS                                                     7    0.005083\n",
       "Obsidian Hörgeräte                                       7    0.005083\n",
       "Lohi - Lohnsteuerhilfe                                   7    0.005083\n",
       "DAS RADHAUS GMBH                                         7    0.005083\n",
       "TALLY WEiJL                                              7    0.005083\n",
       "Autohaus Böttche                                         7    0.005083\n",
       "PORTAS                                                   7    0.005083\n",
       "Peter Pane Burgergrill & Bar                             7    0.005083\n",
       "go asia supermarkt                                       7    0.005083\n",
       "Numastays                                                7    0.005083\n",
       "Avis Deutschland                                         7    0.005083\n",
       "Herzengel                                                7    0.005083\n",
       "Foot Locker Europe                                       7    0.005083\n",
       "Home Instead                                             7    0.005083\n",
       "Super Cut                                                7    0.005083\n",
       "Maison 123                                               7    0.005083\n",
       "Autohaus Wegener                                         7    0.005083\n",
       "Claire's                                                 7    0.005083\n",
       "TOM TAILOR                                               7    0.005083\n",
       "Schilderdienst STK GmbH                                  7    0.005083\n",
       "EcoCare                                                  7    0.005083\n",
       "L'Osteria                                                7    0.005083\n",
       "IKEA                                                     7    0.005083\n",
       "Sawade Berlin                                            6    0.004357\n",
       "Sabelus XXL Apotheken                                    6    0.004357\n",
       "Kamm2Cut                                                 6    0.004357\n",
       "GFBM                                                     6    0.004357\n",
       "grillbar                                                 6    0.004357\n",
       "GameStop Deutschland                                     6    0.004357\n",
       "Jack Wolfskin                                            6    0.004357\n",
       "BioTechUSA                                               6    0.004357\n",
       "Q-Park Deutschland                                       6    0.004357\n",
       "Nike                                                     6    0.004357\n",
       "Fürst Donnersmarck-Stiftung                              6    0.004357\n",
       "24colours                                                6    0.004357\n",
       "EMS-Lounge                                               6    0.004357\n",
       "Flying Tiger Copenhagen                                  6    0.004357\n",
       "URLocation                                               6    0.004357\n",
       "ampido                                                   6    0.004357\n",
       "Mein Gesundheitsmanager - Die Online Kurse zert...       6    0.004357\n",
       "DoggyRade                                                6    0.004357\n",
       "B·A·D GmbH                                               6    0.004357\n",
       "Exchange AG                                              6    0.004357\n",
       "kolula                                                   6    0.004357\n",
       "Mister Spex                                              6    0.004357\n",
       "Küche&Co                                                 6    0.004357\n",
       "Bäcker Kühnbaum                                          6    0.004357\n",
       "ltur                                                     6    0.004357\n",
       "Kiehl's                                                  6    0.004357\n",
       "KIKO                                                     6    0.004357\n",
       "Burchard Führer Seniorenpflege                           6    0.004357\n",
       "Gerhard Borchert Baustoff-Fachhandel GmbH                6    0.004357\n",
       "Desigual                                                 6    0.004357\n",
       "Bauking Baustoffhandel                                   6    0.004357\n",
       "JACK & JONES                                             6    0.004357\n",
       "LBS Nord                                                 6    0.004357\n",
       "Wintec Autoglas                                          6    0.004357\n",
       "SWAROVSKI                                                6    0.004357\n",
       "Burgermeister                                            6    0.004357\n",
       "NH Hotels                                                6    0.004357\n",
       "KMG Kliniken                                             6    0.004357\n",
       "ROLLER                                                   6    0.004357\n",
       "Kreuzburger                                              6    0.004357\n",
       "Shurgard Self-Storage                                    6    0.004357\n",
       "KPM - Königliche Porzellan-Manufaktur Berlin             6    0.004357\n",
       "John Reed Fitness                                        6    0.004357\n",
       "Mercure Hotels                                           6    0.004357\n",
       "TeeGschwendner                                           6    0.004357\n",
       "MEGA eG                                                  5    0.003631\n",
       "Bobbi Brown Cosmetics                                    5    0.003631\n",
       "Reifen Helm                                              5    0.003631\n",
       "BabyOne                                                  5    0.003631\n",
       "Marco Farino                                             5    0.003631\n",
       "CleanCar                                                 5    0.003631\n",
       "Schwesterherz & Küchenliebe                              5    0.003631\n",
       "Mcdonalds Potsdam/Brandenburg                            5    0.003631\n",
       "UNIQLO Europe                                            5    0.003631\n",
       "AWG Mode                                                 5    0.003631\n",
       "Five Guys                                                5    0.003631\n",
       "Vapiano Deutschland                                      5    0.003631\n",
       "Aktuell Lohnsteuerhilfeverein e.V. Deutschland           5    0.003631\n",
       "rent24                                                   5    0.003631\n",
       "Kroschke Gruppe                                          5    0.003631\n",
       "Mercedes-Benz Berlin                                     5    0.003631\n",
       "Kursana                                                  5    0.003631\n",
       "Scotch & Soda                                            5    0.003631\n",
       "Curry Wolf                                               5    0.003631\n",
       "Pflanzen-Kölle                                           5    0.003631\n",
       "B&O Gruppe                                               5    0.003631\n",
       "UVR Berlin                                               5    0.003631\n",
       "Die Figaros                                              5    0.003631\n",
       "LebensWelt gGmbH                                         5    0.003631\n",
       "Wego Systembaustoffe                                     5    0.003631\n",
       "XTiP Sportwetten                                         5    0.003631\n",
       "Galeria Markthalle                                       5    0.003631\n",
       "Weinladen Schmidt Berlin                                 5    0.003631\n",
       "Park One GmbH                                            5    0.003631\n",
       "Kaplan Europe                                            5    0.003631\n",
       "ICE AESTHETIC Business                                   5    0.003631\n",
       "immergrün                                                5    0.003631\n",
       "Fliesen-Zentrum                                          5    0.003631\n",
       "Frittenwerk                                              5    0.003631\n",
       "Tamaris                                                  5    0.003631\n",
       "hagebau                                                  5    0.003631\n",
       "NAVYBOOT                                                 5    0.003631\n",
       "Promnitz - Therapie Fitness Akademie                     5    0.003631\n",
       "Lacoste                                                  4    0.002905\n",
       "Pizza & Burger Bulls                                     4    0.002905\n",
       "Poke Mana Germany                                        4    0.002905\n",
       "COS                                                      4    0.002905\n",
       "BUTLERS                                                  4    0.002905\n",
       "cpi العربية                                              4    0.002905\n",
       "CHANEL                                                   4    0.002905\n",
       "UCI Kinos Deutschland                                    4    0.002905\n",
       "ELEMENTS                                                 4    0.002905\n",
       "Kusmi Tea                                                4    0.002905\n",
       "ETERNA                                                   4    0.002905\n",
       "Globus Baumarkt                                          4    0.002905\n",
       "Korian                                                   4    0.002905\n",
       "Curry 36                                                 4    0.002905\n",
       "Pizza Max Deutschland                                    4    0.002905\n",
       "Gregory's Germany                                        4    0.002905\n",
       "ViVental                                                 4    0.002905\n",
       "HALLHUBER                                                4    0.002905\n",
       "DIEPA Personal                                           4    0.002905\n",
       "Triumph                                                  4    0.002905\n",
       "Fast Forward                                             4    0.002905\n",
       "Longchamp                                                4    0.002905\n",
       "diptyque                                                 4    0.002905\n",
       "medneo GmbH                                              4    0.002905\n",
       "Quick Reifendiscount                                     4    0.002905\n",
       "ASB Regionalverband Berlin-Nordwest e.V.                 4    0.002905\n",
       "CARAS Gourmet                                            4    0.002905\n",
       "boesner                                                  4    0.002905\n",
       "JobImpulse                                               4    0.002905\n",
       "tuesday coworking                                        4    0.002905\n",
       "LAGERBOX                                                 4    0.002905\n",
       "VEG'D                                                    4    0.002905\n",
       "GINA LAURA                                               4    0.002905\n",
       "Volvo Car Deutschland                                    4    0.002905\n",
       "Reformhaus Demski                                        4    0.002905\n",
       "Calvin Klein                                             4    0.002905\n",
       "Maje                                                     4    0.002905\n",
       "Hörgeräte-Akustik Flemming & Klingbeil GmbH & C...       4    0.002905\n",
       "ZARA                                                     4    0.002905\n",
       "Immobilien Service Deutschland                           4    0.002905\n",
       "Timberland                                               4    0.002905\n",
       "Sportschulen Randori-Pro                                 4    0.002905\n",
       "Görtz                                                    4    0.002905\n",
       "bofrost Karriere                                         4    0.002905\n",
       "expert                                                   4    0.002905\n",
       "Aesop                                                    4    0.002905\n",
       "L'OCCITANE en Provence                                   4    0.002905\n",
       "YUZU                                                     4    0.002905\n",
       "LUSH Deutschland                                         4    0.002905\n",
       "Auto-Technik Dähne GmbH                                  4    0.002905\n",
       "TÜV NORD Mobilität                                       4    0.002905\n",
       "Plameco                                                  4    0.002905\n",
       "HELMA-Gruppe                                             4    0.002905\n",
       "persona service AG & Co. KG                              4    0.002905\n",
       "Sunglass Hut                                             4    0.002905\n",
       "CSB Schimmel Automobile GmbH                             4    0.002905\n",
       "MCM_Root Page                                            4    0.002905\n",
       "Intersport Olympia                                       4    0.002905\n",
       "Holiday Inn                                              4    0.002905\n",
       "Häagen-Dazs                                              4    0.002905\n",
       "Lindt                                                    4    0.002905\n",
       "Selgros Cash & Carry Deutschland                         4    0.002905\n",
       "BUDNI                                                    4    0.002905\n",
       "Buchbox Buchhandlung                                     4    0.002905\n",
       "Müller Deutschland                                       4    0.002905\n",
       "ECCO Shoes                                               4    0.002905\n",
       "Thomas Sabo                                              4    0.002905\n",
       "Wrapublic                                                4    0.002905\n",
       "Localfit - Fitnessclub                                   4    0.002905\n",
       "LIEBESKIND BERLIN                                        4    0.002905\n",
       "Pneuhage Reifen und Autoservice                          4    0.002905\n",
       "Tanzschule Peter Steirl Berlin-Brandenburg               4    0.002905\n",
       "schön reisen - ihr reisebüro                             4    0.002905\n",
       "Berufsfortbildungswerk Gemeinnützige Bildungsei...       3    0.002178\n",
       "Zadig & Voltaire                                         3    0.002178\n",
       "Mr.Croissant Berlin                                      3    0.002178\n",
       "Ace & Tate                                               3    0.002178\n",
       "Preussen Apotheke                                        3    0.002178\n",
       "Ralph Lauren                                             3    0.002178\n",
       "MediosApotheke                                           3    0.002178\n",
       "Blanco01010101                                           3    0.002178\n",
       "Hausdesdampfes.de                                        3    0.002178\n",
       "Nord-Ostsee Automobile                                   3    0.002178\n",
       "Satellite Office                                         3    0.002178\n",
       "SuperDry                                                 3    0.002178\n",
       "SportScheck                                              3    0.002178\n",
       "VonLuck                                                  3    0.002178\n",
       "reifen.com                                               3    0.002178\n",
       "Mitte Meer                                               3    0.002178\n",
       "Manpower Deutschland                                     3    0.002178\n",
       "WEEKDAY                                                  3    0.002178\n",
       "IWCWatches                                               3    0.002178\n",
       "Okaïdi                                                   3    0.002178\n",
       "Kranepuhl's Optimale Möbelmärkte                         3    0.002178\n",
       "Cyberport                                                3    0.002178\n",
       "Ruppin-Zahntechnik GmbH                                  3    0.002178\n",
       "Goldcut Friseure                                         3    0.002178\n",
       "PICKNWEIGHT                                              3    0.002178\n",
       "The Klub Kitchen                                         3    0.002178\n",
       "dispo-Tf Education GmbH                                  3    0.002178\n",
       "ScanHaus Marlow GmbH - Das Fertighaus                    3    0.002178\n",
       "Leysieffer                                               3    0.002178\n",
       "Seminaris Hotels                                         3    0.002178\n",
       "emilio adani                                             3    0.002178\n",
       "BHG Handelszentren                                       3    0.002178\n",
       "Chupenga Burritos & Salads                               3    0.002178\n",
       "Beets&Roots                                              3    0.002178\n",
       "Augenoptik Hagemann                                      3    0.002178\n",
       "ELIXIA BERLIN                                            3    0.002178\n",
       "Schubis Eisblock                                         3    0.002178\n",
       "Akkus Blumen & Pflanzen                                  3    0.002178\n",
       "Hakiki                                                   3    0.002178\n",
       "Deutsche Ärzte Finanz                                    3    0.002178\n",
       "mömax Deutschland                                        3    0.002178\n",
       "Meister Möhring e.K. - Bäckerei & Konditorei             3    0.002178\n",
       "PHO - Noodlebar                                          3    0.002178\n",
       "SCHIESSER                                                3    0.002178\n",
       "SchillerBurger                                           3    0.002178\n",
       "Americanfood4u.de                                        3    0.002178\n",
       "Bildungszentrum & Fahrschule Orange                      3    0.002178\n",
       "KARL LAGERFELD                                           3    0.002178\n",
       "Flowers for All                                          3    0.002178\n",
       "Wiener Conditorei Caffeehaus                             3    0.002178\n",
       "RFT Kabel                                                3    0.002178\n",
       "Vitra                                                    3    0.002178\n",
       "Mini-Lernkreis                                           3    0.002178\n",
       "Vinh-Loi Asien Supermarkt                                3    0.002178\n",
       "Gartencenter Holland                                     3    0.002178\n",
       "STA Travel                                               3    0.002178\n",
       "Rehaform - Ihr Sanitätshaus                              3    0.002178\n",
       "INTERSPORT Voswinkel                                     3    0.002178\n",
       "Modepark Röther                                          3    0.002178\n",
       "Orient-Barbershop                                        3    0.002178\n",
       "Goimpulse                                                3    0.002178\n",
       "Fior di Cetara                                           3    0.002178\n",
       "ELKA - Sprachkurse für Senioren                          3    0.002178\n",
       "MitteLicht Berlin Mitte                                  3    0.002178\n",
       "Maredo Steakhaus                                         3    0.002178\n",
       "Granit                                                   3    0.002178\n",
       "myToys                                                   3    0.002178\n",
       "Buchhandlung Ludwig                                      3    0.002178\n",
       "Galerie Max Hetzler                                      3    0.002178\n",
       "The Body Shop                                            3    0.002178\n",
       "SIRPLUS                                                  3    0.002178\n",
       "Loveco                                                   3    0.002178\n",
       "Acne Studios                                             3    0.002178\n",
       "Sozialstation Impuls                                     3    0.002178\n",
       "ride.bln                                                 3    0.002178\n",
       "Bembé Parkett                                            3    0.002178\n",
       "Cadadia - Suppenbar, Cafe & Catering                     3    0.002178\n",
       "BBQ Baumann Bildung & Qualifizierung                     3    0.002178\n",
       "Coffee Circle                                            3    0.002178\n",
       "Reise-Center SRW GmbH Bernau                             3    0.002178\n",
       "CEMEX Deutschland                                        3    0.002178\n",
       "ALEX                                                     3    0.002178\n",
       "Wiesenstein                                              3    0.002178\n",
       "Bulgari                                                  3    0.002178\n",
       "Salvatore Ferragamo                                      3    0.002178\n",
       "Temial                                                   3    0.002178\n",
       "Harry-Brot                                               3    0.002178\n",
       "Dior                                                     3    0.002178\n",
       "Little Green Rabbit                                      3    0.002178\n",
       "Lunettes Selection                                       3    0.002178\n",
       "HSR - Der Hydraulik-Service                              3    0.002178\n",
       "Comcave.College GmbH                                     3    0.002178\n",
       "Harley-Davidson                                          3    0.002178\n",
       "The Visit Coffee Roastery                                3    0.002178\n",
       "Sticks'n'Sushi                                           3    0.002178\n",
       "Theater Strahl Berlin                                    3    0.002178\n",
       "JalouCity                                                3    0.002178\n",
       "Beef GrillClub by Hasir                                  3    0.002178\n",
       "ESCADA                                                   3    0.002178\n",
       "Holiday Inn Express                                      3    0.002178\n",
       "Esthelogue                                               3    0.002178\n",
       "Schachtschneider Automobile                              3    0.002178\n",
       "advita Pflege                                            3    0.002178\n",
       "Wulle                                                    3    0.002178\n",
       "Baufi24                                                  3    0.002178\n",
       "BoConcept                                                3    0.002178\n",
       "1. FC Union Berlin                                       3    0.002178\n",
       "Berlitz Deutschland                                      3    0.002178\n",
       "GANT                                                     3    0.002178\n",
       "Sonderpreis Baumarkt                                     3    0.002178\n",
       "LetMeRepair mobile                                       3    0.002178\n",
       "Transit                                                  3    0.002178\n",
       "Albers Wettboerse                                        3    0.002178\n",
       "KaNa Barbers of Berlin                                   3    0.002178\n",
       "O'Donnell Moonshine                                      3    0.002178\n",
       "GRAVIS                                                   3    0.002178\n",
       "Beispielseite 21-10                                      3    0.002178\n",
       "Goodies Berlin                                           3    0.002178\n",
       "Autoland AG                                              3    0.002178\n",
       "Novotel                                                  3    0.002178\n",
       "Möbel Kraft                                              3    0.002178\n",
       "lux-Augenoptik                                           3    0.002178\n",
       "Maracay Coffee                                           3    0.002178\n",
       "Tanzschule Traumtänzer                                   3    0.002178\n",
       "adidas                                                   3    0.002178\n",
       "Ruder Küchen und Hausgeräte GmbH                         3    0.002178\n",
       "Spaces                                                   3    0.002178\n",
       "Piepenbrock                                              3    0.002178\n",
       "Möbel Höffner                                            3    0.002178\n",
       "Fossil                                                   3    0.002178\n",
       "Süsse Sünde                                              3    0.002178\n",
       "kfzteile24                                               3    0.002178\n",
       "Broke + Schön Shop Berlin                                3    0.002178\n",
       "SCHWABENHAUS GmbH & Co. KG                               3    0.002178\n",
       "Berlin Burrito Company                                   3    0.002178\n",
       "Gucci                                                    3    0.002178\n",
       "Senzera - waxing & beauty                                3    0.002178\n",
       "Porsche Zentren in Berlin                                3    0.002178\n",
       "Bershka                                                  3    0.002178\n",
       "Amaroo - Feel at home: Zimmer & Ferienwohnungen...       3    0.002178\n",
       "Primark                                                  3    0.002178\n",
       "STORM Boutique Fitness                                   3    0.002178\n",
       "Cushman & Wakefield                                      3    0.002178\n",
       "GRAZIÖS                                                  3    0.002178\n",
       "PCS Berlin Weiterbildung und Coaching                    3    0.002178\n",
       "Eye Couture - Augenoptik                                 2    0.001452\n",
       "Orchestra                                                2    0.001452\n",
       "HARK                                                     2    0.001452\n",
       "Die Eisfrau                                              2    0.001452\n",
       "Mona Ihr Friseur                                         2    0.001452\n",
       "Blickfang Beelitz                                        2    0.001452\n",
       "Yourfone-Shops                                           2    0.001452\n",
       "TỤDO - TEA                                               2    0.001452\n",
       "HANS IM GLÜCK - Burgergrill & Bar                        2    0.001452\n",
       "What do you fancy love?                                  2    0.001452\n",
       "Schindler Deutschland                                    2    0.001452\n",
       "TIMEPARTNER                                              2    0.001452\n",
       "Hyundai Deutschland                                      2    0.001452\n",
       "TimeCrew GmbH                                            2    0.001452\n",
       "Tribak                                                   2    0.001452\n",
       "Moxy Hotels                                              2    0.001452\n",
       "Zimmerli of Switzerland                                  2    0.001452\n",
       "WORKERFASHION.com                                        2    0.001452\n",
       "comma fashion                                            2    0.001452\n",
       "WAX IN THE CITY                                          2    0.001452\n",
       "GEA Waldviertler                                         2    0.001452\n",
       "Libitina Bestattungen                                    2    0.001452\n",
       "Jim Block                                                2    0.001452\n",
       "TITAN                                                    2    0.001452\n",
       "LEGO                                                     2    0.001452\n",
       "Bäckerei VOLLKERN                                        2    0.001452\n",
       "Friedrich Rohwedder GmbH                                 2    0.001452\n",
       "Hotel Indigo                                             2    0.001452\n",
       "porta Möbel                                              2    0.001452\n",
       "Kuhl Augenoptik                                          2    0.001452\n",
       "Beulex - Ausbeulen ohne Lackieren und mehr               2    0.001452\n",
       "Wrangler Europe                                          2    0.001452\n",
       "GARTEC Garten-Technik-Zentrum Berlin-Brandenbur...       2    0.001452\n",
       "A&O HOTELS and HOSTELS                                   2    0.001452\n",
       "Kartar Food                                              2    0.001452\n",
       "MietWerk Potsdam                                         2    0.001452\n",
       "Princess Cheesecake                                      2    0.001452\n",
       "Rosewater's - Kosmetik & Beauty Shop                     2    0.001452\n",
       "Prada                                                    2    0.001452\n",
       "VivaNeo                                                  2    0.001452\n",
       "heldundhilde                                             2    0.001452\n",
       "Holy Flat                                                2    0.001452\n",
       "Deutscher Orden Ordenswerke                              2    0.001452\n",
       "BrillenMaxBar                                            2    0.001452\n",
       "Online Grammatiktrainer der DeutschAkademie              2    0.001452\n",
       "FZBB Fahrschulzentrum Berlin-Brandenburg GmbH            2    0.001452\n",
       "Rameder Montagepoint                                     2    0.001452\n",
       "8greenbottles                                            2    0.001452\n",
       "MT.DERM GmbH                                             2    0.001452\n",
       "MauerBlümchen                                            2    0.001452\n",
       "Kaffeekirsche Roastery                                   2    0.001452\n",
       "Die Schwimmerei Berlin                                   2    0.001452\n",
       "BEARDY BOYS BERLIN                                       2    0.001452\n",
       "Kobold Deutschland                                       2    0.001452\n",
       "Steiff                                                   2    0.001452\n",
       "19grams Berlin                                           2    0.001452\n",
       "Camper                                                   2    0.001452\n",
       "Benedict Berlin                                          2    0.001452\n",
       "wunderwerk Fashion                                       2    0.001452\n",
       "Fühlbar Schön Kosmetik                                   2    0.001452\n",
       "PicturePeople-Fotostudios                                2    0.001452\n",
       "Sconto Möbelmarkt                                        2    0.001452\n",
       "HIT BLN - High Intensity Training Berlin                 2    0.001452\n",
       "Urban Supply                                             2    0.001452\n",
       "My-esports GmbH                                          2    0.001452\n",
       "Nanu-Nana                                                2    0.001452\n",
       "sichtwechsel                                             2    0.001452\n",
       "Der Fischladen                                           2    0.001452\n",
       "Haut- und Lasercentrum Berlin & Potsdam                  2    0.001452\n",
       "MAZ Ticketeria                                           2    0.001452\n",
       "Louis Vuitton                                            2    0.001452\n",
       "Preuß-Eksner Hörgeräte Berlin                            2    0.001452\n",
       "yogafürdich                                              2    0.001452\n",
       "ISABEL MARANT                                            2    0.001452\n",
       "Dolce & Gabbana                                          2    0.001452\n",
       "dieHairRichter - Friseur & Kosmetikstudio                2    0.001452\n",
       "Sandeck Schuhe                                           2    0.001452\n",
       "Kame Japanese Bakery                                     2    0.001452\n",
       "Läderach Chocolatier Suisse                              2    0.001452\n",
       "BLUE TOMATO                                              2    0.001452\n",
       "The Pilates Movement Berlin                              2    0.001452\n",
       "Hackett London                                           2    0.001452\n",
       "ABC Workspaces                                           2    0.001452\n",
       "Greta & Luis                                             2    0.001452\n",
       "EQUIVA Deutschland                                       2    0.001452\n",
       "Linnenbecker                                             2    0.001452\n",
       "Mystica Fantasy Shop                                     2    0.001452\n",
       "Röststätte Berlin                                        2    0.001452\n",
       "VIU EYEWEAR                                              2    0.001452\n",
       "LAKRIDS BY BÜLOW                                         2    0.001452\n",
       "M·A·C Cosmetics                                          2    0.001452\n",
       "123fahrschule.de - Zentrale                              2    0.001452\n",
       "Landgard Fachhandel                                      2    0.001452\n",
       "LUMAS                                                    2    0.001452\n",
       "Westend Bestattungen                                     2    0.001452\n",
       "Valentino                                                2    0.001452\n",
       "MyShoes                                                  2    0.001452\n",
       "Crowne Plaza Hotels & Resorts                            2    0.001452\n",
       "Süßfein Berlin                                           2    0.001452\n",
       "mein real                                                2    0.001452\n",
       "Denimholics                                              2    0.001452\n",
       "EAT BERLIN                                               2    0.001452\n",
       "Mango                                                    2    0.001452\n",
       "Hair Sweet Hair                                          2    0.001452\n",
       "MedColl e.V.                                             2    0.001452\n",
       "Jo Malone London                                         2    0.001452\n",
       "Grünbein Switzerland                                     2    0.001452\n",
       "Loxam GmbH                                               2    0.001452\n",
       "mama trattoria                                           2    0.001452\n",
       "HY STUDIO                                                2    0.001452\n",
       "Vilux Cosmetic                                           2    0.001452\n",
       "The Cure Nailstudio Berlin                               2    0.001452\n",
       "Attingo Datenrettung Deutschland                         2    0.001452\n",
       "ICTS Germany                                             2    0.001452\n",
       "B-I-B Immobilien + Lösungen                              2    0.001452\n",
       "BALENCIAGA                                               2    0.001452\n",
       "Tönjes Holding AG                                        2    0.001452\n",
       "Five Elephant Coffee & Cake                              2    0.001452\n",
       "D-Lüx Möbel                                              2    0.001452\n",
       "O'Neill                                                  2    0.001452\n",
       "Konzept Steuerberatung                                   2    0.001452\n",
       "Contora Office Solutions                                 2    0.001452\n",
       "Kirchliche Flüchtlingsarbeit im Havelland                2    0.001452\n",
       "Phorms Education                                         2    0.001452\n",
       "Hampton by Hilton                                        2    0.001452\n",
       "G&S Hörgeräte GmbH                                       2    0.001452\n",
       "Soupkultur                                               2    0.001452\n",
       "Bahlsen Outlet                                           2    0.001452\n",
       "Online Kanzlei                                           2    0.001452\n",
       "Optic Ortel Hören & Sehen                                2    0.001452\n",
       "Mani in Pasta                                            2    0.001452\n",
       "ZEG Zentraleinkauf Holz + Kunststoff eG                  2    0.001452\n",
       "KUHN Maßkonfektion                                       2    0.001452\n",
       "Swiss Sense                                              2    0.001452\n",
       "Roth-Finanz                                              2    0.001452\n",
       "SAINT LAURENT                                            2    0.001452\n",
       "Dregeno                                                  2    0.001452\n",
       "ASL Auto-Service Lichtblau GmbH                          2    0.001452\n",
       "Pirtek Potsdam / Berlin - Süd                            2    0.001452\n",
       "Park Plaza Hotels & Resorts                              2    0.001452\n",
       "Zweirad Stadler                                          2    0.001452\n",
       "NOVOTERGUM Physiotherapie                                2    0.001452\n",
       "PIANO CANO Klavier- & Musikschule in Berlin              2    0.001452\n",
       "TheosGym                                                 2    0.001452\n",
       "KICKZ                                                    2    0.001452\n",
       "Autodienst Hoppegarten GmbH                              2    0.001452\n",
       "FIBAV Hausbau Berlin-Brandenburg                         2    0.001452\n",
       "BAS Mauerwerkstrockenlegung GmbH                         2    0.001452\n",
       "GUESS                                                    2    0.001452\n",
       "LEWA Qualifizierungs GmbH                                2    0.001452\n",
       "Eigenheim Union 1898 AG                                  2    0.001452\n",
       "Sprachenzentrum Berlinek                                 2    0.001452\n",
       "MUJI Deutschland                                         2    0.001452\n",
       "& Other Stories                                          2    0.001452\n",
       "BMW Autohaus Reier                                       2    0.001452\n",
       "Michael Kors                                             2    0.001452\n",
       "Skagen                                                   2    0.001452\n",
       "AltiAir Lounge - Privat Health Club                      2    0.001452\n",
       "Massimo Dutti                                            2    0.001452\n",
       "ALLSAINTS                                                2    0.001452\n",
       "Erkan Möbel                                              2    0.001452\n",
       "faktura                                                  2    0.001452\n",
       "Greenline                                                2    0.001452\n",
       "Ölmühle an der Havel                                     2    0.001452\n",
       "AproSports                                               2    0.001452\n",
       "Vitalymp                                                 2    0.001452\n",
       "Vans                                                     2    0.001452\n",
       "Netgo                                                    2    0.001452\n",
       "AUST Fashion                                             2    0.001452\n",
       "minimum einrichten                                       2    0.001452\n",
       "Apple                                                    2    0.001452\n",
       "Vincent Vegan                                            2    0.001452\n",
       "Radwelt Berlin                                           2    0.001452\n",
       "P & T Paper and Tea                                      2    0.001452\n",
       "Tele Pizza                                               2    0.001452\n",
       "GOOD BANK                                                2    0.001452\n",
       "Green Yoga                                               2    0.001452\n",
       "Michaela Rackelmann                                      2    0.001452\n",
       "Ampelmann Berlin                                         2    0.001452\n",
       "Barcomi's Berlin                                         2    0.001452\n",
       "Closed                                                   2    0.001452\n",
       "McMakler                                                 2    0.001452\n",
       "Zalando Outlet Store                                     2    0.001452\n",
       "Aroma Thaimassage Berlin                                 2    0.001452\n",
       "ESHK Friseur Berlin                                      2    0.001452\n",
       "Kfz-Prüfstelle Karakaya                                  2    0.001452\n",
       "GESOWORX                                                 2    0.001452\n",
       "Autograph Collection                                     2    0.001452\n",
       "mister*lady                                              2    0.001452\n",
       "Max Delbrück Center                                      2    0.001452\n",
       "Selfie Nails & Beauty                                    2    0.001452\n",
       "Theodor Poeschke Bestattungen                            2    0.001452\n",
       "Heimwerk Baumarkt Handelsgesellschaft Winterfeldt        2    0.001452\n",
       "BLUNCK Pâtisserie                                        2    0.001452\n",
       "Villeroy & Boch                                          2    0.001452\n",
       "Yeay - Ice Cream                                         2    0.001452\n",
       "S3Velo                                                   2    0.001452\n",
       "Südmetall Otto Leonhard GmbH                             2    0.001452\n",
       "Swatch                                                   2    0.001452\n",
       "Autohaus Golbeck                                         2    0.001452\n",
       "Pepe Jeans London                                        2    0.001452\n",
       "Bottega Veneta                                           2    0.001452\n",
       "Masson Friseure                                          2    0.001452\n",
       "Die Brodstätte Berlin                                    2    0.001452\n",
       "SEPHORA                                                  2    0.001452\n",
       "DiaExpert Nah.Qualifiziert.Bewegend                      2    0.001452\n",
       "Armani Exchange                                          2    0.001452\n",
       "LASCANA                                                  2    0.001452\n",
       "European City Parks                                      2    0.001452\n",
       "verkehrsrecht-christall                                  2    0.001452\n",
       "SenVital Senioren- und Pflegezentren                     2    0.001452\n",
       "lala Berlin                                              2    0.001452\n",
       "lululemon                                                2    0.001452\n",
       "Scandic                                                  2    0.001452\n",
       "MYKITA                                                   2    0.001452\n",
       "WIKING Sicherheit und Service                            2    0.001452\n",
       "wundervino                                               2    0.001452\n",
       "66 Monkeys City Apartments                               2    0.001452\n",
       "HEMA                                                     2    0.001452\n",
       "RudiCubes                                                2    0.001452\n",
       "Charlotte Tilbury                                        2    0.001452\n",
       "CODOS                                                    2    0.001452\n",
       "PUMA                                                     2    0.001452\n",
       "Aktivoptik                                               2    0.001452\n",
       "Bata Bar & Billiards                                     2    0.001452\n",
       "Heinz Hammer                                             2    0.001452\n",
       "Unser Café                                               2    0.001452\n",
       "Tipster Sportwetten                                      2    0.001452\n",
       "JOHN & JANE'S                                            2    0.001452\n",
       "ASICS                                                    2    0.001452\n",
       "Moncler                                                  2    0.001452\n",
       "ASP Begleitung                                           2    0.001452\n",
       "Atelier Creuzberg                                        2    0.001452\n",
       "Balayi Brautmoden                                        2    0.001452\n",
       "Monki                                                    2    0.001452\n",
       "Dr. Martens                                              2    0.001452\n",
       "aconax Steuerberatungsgesellschaft mbH                   2    0.001452\n",
       "Trippen                                                  2    0.001452\n",
       "Burnout Trade                                            2    0.001452\n",
       "Hollister Co.                                            2    0.001452\n",
       "ORSAY                                                    2    0.001452\n",
       "Hermès                                                   2    0.001452\n",
       "RICCARDO CARTILLONE - BERLIN                             2    0.001452\n",
       "Autovermietung-Potsdam.de                                2    0.001452\n",
       "Fernblau                                                 2    0.001452\n",
       "ba&sh                                                    2    0.001452\n",
       "FrischeParadies                                          2    0.001452\n",
       "peRCom Store                                             2    0.001452\n",
       "Optik Hallmann                                           2    0.001452\n",
       "Samsonite                                                2    0.001452\n",
       "Carhartt Work In Progress                                2    0.001452\n",
       "NOODLES NOODLES & NOODLES CORP.                          2    0.001452\n",
       "NYX Professional Makeup                                  2    0.001452\n",
       "Cancun Berlin                                            2    0.001452\n",
       "Miss Hair  Extensions Only                               2    0.001452\n",
       "Standupclub Berlin                                       2    0.001452\n",
       "El Colmado                                               2    0.001452\n",
       "Pimkie                                                   2    0.001452\n",
       "AOK Sachsen-Anhalt                                       2    0.001452\n",
       "Karstadt                                                 2    0.001452\n",
       "Chopard                                                  2    0.001452\n",
       "Atlantis Berlin Wassersport & Mee(h)r                    2    0.001452\n",
       "Pylones Germany & Austria                                2    0.001452\n",
       "Vagabond Shoemakers                                      2    0.001452\n",
       "Dodo Beach Record Store                                  2    0.001452\n",
       "SKECHERS                                                 2    0.001452\n",
       "Kiesel GmbH                                              2    0.001452\n",
       "TMC-TEC Notebook Reparatur Service                       2    0.001452\n",
       "Ofen-Kaminbau-Klosterfelde                               2    0.001452\n",
       "Down Town Sports                                         2    0.001452\n",
       "CAP-Märkte Berlin                                        2    0.001452\n",
       "Raiffeisen-Märkte Köthen-Bernburg                        2    0.001452\n",
       "Haushahn Aufzüge                                         2    0.001452\n",
       "Dollar Car Rental                                        2    0.001452\n",
       "Soul Sushi                                               2    0.001452\n",
       "arcus.plan AG                                            2    0.001452\n",
       "Shimano-Road                                             2    0.001452\n",
       "My Perfect Face                                          2    0.001452\n",
       "Johanniter-Akademie Berlin/Brandenburg                   2    0.001452\n",
       "Ho Lo  Restaurant Berlin                                 2    0.001452\n",
       "KOPFZENTRUM                                              2    0.001452"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brand_count = places['brand_name'].value_counts(dropna=False).sort_values(ascending=False)\n",
    "category_frequency = pd.DataFrame({'count': brand_count, 'percentage': brand_count / len(places) * 100})\n",
    "category_frequency[category_frequency['count'] > 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supermarket brands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>None</th>\n",
       "      <td>1135</td>\n",
       "      <td>56.636727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REWE</th>\n",
       "      <td>215</td>\n",
       "      <td>10.728543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lidl Deutschland</th>\n",
       "      <td>200</td>\n",
       "      <td>9.980040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALDI Nord</th>\n",
       "      <td>182</td>\n",
       "      <td>9.081836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaufland</th>\n",
       "      <td>62</td>\n",
       "      <td>3.093812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PENNY</th>\n",
       "      <td>54</td>\n",
       "      <td>2.694611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LINDNER Esskultur</th>\n",
       "      <td>31</td>\n",
       "      <td>1.546906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BioMarkt Verbund</th>\n",
       "      <td>16</td>\n",
       "      <td>0.798403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDEKA</th>\n",
       "      <td>15</td>\n",
       "      <td>0.748503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EURO GIDA Berlin</th>\n",
       "      <td>13</td>\n",
       "      <td>0.648703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAASE - Feine Kost</th>\n",
       "      <td>10</td>\n",
       "      <td>0.499002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thomas Philipps</th>\n",
       "      <td>9</td>\n",
       "      <td>0.449102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KiK</th>\n",
       "      <td>8</td>\n",
       "      <td>0.399202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rossmann</th>\n",
       "      <td>7</td>\n",
       "      <td>0.349301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>go asia supermarkt</th>\n",
       "      <td>7</td>\n",
       "      <td>0.349301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galeria Markthalle</th>\n",
       "      <td>5</td>\n",
       "      <td>0.249501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alnatura</th>\n",
       "      <td>4</td>\n",
       "      <td>0.199601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SIRPLUS</th>\n",
       "      <td>3</td>\n",
       "      <td>0.149701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fior di Cetara</th>\n",
       "      <td>3</td>\n",
       "      <td>0.149701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FrischeParadies</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REWE To Go</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vinh-Loi Asien Supermarkt</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAP-Märkte Berlin</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mitte Meer</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mein real</th>\n",
       "      <td>2</td>\n",
       "      <td>0.099800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           count  percentage\n",
       "brand_name                                  \n",
       "None                        1135   56.636727\n",
       "REWE                         215   10.728543\n",
       "Lidl Deutschland             200    9.980040\n",
       "ALDI Nord                    182    9.081836\n",
       "Kaufland                      62    3.093812\n",
       "PENNY                         54    2.694611\n",
       "LINDNER Esskultur             31    1.546906\n",
       "BioMarkt Verbund              16    0.798403\n",
       "EDEKA                         15    0.748503\n",
       "EURO GIDA Berlin              13    0.648703\n",
       "HAASE - Feine Kost            10    0.499002\n",
       "Thomas Philipps                9    0.449102\n",
       "KiK                            8    0.399202\n",
       "Rossmann                       7    0.349301\n",
       "go asia supermarkt             7    0.349301\n",
       "Galeria Markthalle             5    0.249501\n",
       "Alnatura                       4    0.199601\n",
       "SIRPLUS                        3    0.149701\n",
       "Fior di Cetara                 3    0.149701\n",
       "FrischeParadies                2    0.099800\n",
       "REWE To Go                     2    0.099800\n",
       "Vinh-Loi Asien Supermarkt      2    0.099800\n",
       "CAP-Märkte Berlin              2    0.099800\n",
       "Mitte Meer                     2    0.099800\n",
       "mein real                      2    0.099800"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supermarkets = places[places['category_main'].isin(['supermarket', 'grocery_store', 'discount_store'])]\n",
    "supermarket_brand_count = supermarkets['brand_name'].value_counts(dropna=False).sort_values(ascending=False)\n",
    "supermarket_brand_frequency = pd.DataFrame({'count': supermarket_brand_count, 'percentage': supermarket_brand_count / len(supermarkets) * 100})\n",
    "supermarket_brand_frequency[supermarket_brand_frequency['count'] > 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Brand coverage for REWE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "brand_name\n",
       "REWE             214\n",
       "None              21\n",
       "REWE To Go         2\n",
       "toom Baumarkt      1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supermarkets[supermarkets['name'].str.contains('REWE')]['brand_name'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Brand coverage for EDEKA seems especially bad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "brand_name\n",
       "None     155\n",
       "EDEKA     13\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supermarkets[supermarkets['name'].str.contains('EDEKA')]['brand_name'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Annotate some popular supermarket brands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for keyword in 'REWE', 'ALDI', 'EDEKA':\n",
    "    places.loc[places['name'].str.contains(keyword), 'keyword'] = keyword"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Categories and brands seem to be inconsistent even for the biggest supermarket brands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "keyword  category_main                       brand_name   \n",
       "ALDI     discount_store                      NaN                1\n",
       "         food_beverage_service_distribution  NaN                1\n",
       "         grocery_store                       ALDI Nord        182\n",
       "                                             NaN               33\n",
       "         shopping                            NaN                1\n",
       "         supermarket                         NaN                4\n",
       "         wholesale_grocer                    NaN                1\n",
       "         NaN                                 NaN              136\n",
       "EDEKA    discount_store                      NaN                2\n",
       "         grocery_store                       EDEKA              5\n",
       "                                             NaN               61\n",
       "         retail                              NaN                2\n",
       "         shopping                            EDEKA              1\n",
       "                                             NaN               13\n",
       "         shopping_center                     NaN                2\n",
       "         supermarket                         EDEKA              8\n",
       "                                             NaN               92\n",
       "         NaN                                 NaN              188\n",
       "REWE     business                            NaN                1\n",
       "         convenience_store                   REWE To Go         1\n",
       "         flea_market                         NaN                1\n",
       "         gas_station                         REWE To Go         6\n",
       "         grocery_store                       REWE               2\n",
       "                                             REWE To Go         2\n",
       "                                             NaN               10\n",
       "         shopping                            REWE               1\n",
       "                                             NaN                3\n",
       "         supermarket                         REWE             212\n",
       "                                             toom Baumarkt      1\n",
       "                                             NaN               11\n",
       "         NaN                                 NaN               41\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "places.dropna(subset='keyword').groupby(['keyword', 'category_main', 'brand_name'], dropna=False).size()"
   ]
  }
 ],
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