restaurant-recs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reference: https://medium.com/radon-dev/item-item-collaborative-filtering-with-binary-or-unary-data-e8f0b465b2c3\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from scipy import sparse\n",
    "\n",
    "data = pd.read_csv('tripadvisor_restaurant_sample.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Restaurant ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Country</th>\n",
       "      <th>Cuisine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1415</th>\n",
       "      <td>1047386</td>\n",
       "      <td>Slice Place</td>\n",
       "      <td>Boston</td>\n",
       "      <td>MA</td>\n",
       "      <td>United States</td>\n",
       "      <td>Pizza &amp; Pasta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>4161169</td>\n",
       "      <td>Hien Vuong Restaurant</td>\n",
       "      <td>Boston</td>\n",
       "      <td>MA</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>1830226</td>\n",
       "      <td>Finagle-A-Bagel</td>\n",
       "      <td>Boston</td>\n",
       "      <td>MA</td>\n",
       "      <td>United States</td>\n",
       "      <td>American, Bagels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>5043831</td>\n",
       "      <td>Rebecca's Cafe</td>\n",
       "      <td>Boston</td>\n",
       "      <td>MA</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>4940207</td>\n",
       "      <td>La Frontera</td>\n",
       "      <td>Boston</td>\n",
       "      <td>MA</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Restaurant ID                   Name    City State        Country  \\\n",
       "1415       1047386            Slice Place  Boston    MA  United States   \n",
       "1416       4161169  Hien Vuong Restaurant  Boston    MA  United States   \n",
       "1420       1830226        Finagle-A-Bagel  Boston    MA  United States   \n",
       "1422       5043831         Rebecca's Cafe  Boston    MA  United States   \n",
       "1423       4940207            La Frontera  Boston    MA  United States   \n",
       "\n",
       "               Cuisine  \n",
       "1415     Pizza & Pasta  \n",
       "1416               NaN  \n",
       "1420  American, Bagels  \n",
       "1422               NaN  \n",
       "1423               NaN  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restaurants = data[['Restaurant ID', 'Name', 'City', 'State', 'Country', 'Cuisine']]\n",
    "restaurants.head()\n",
    "\n",
    "boston_restaurants = restaurants[restaurants['City'] == 'Boston']\n",
    "boston_restaurants.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "array([0, 0, 1, 1, 0, 1, 1, 1, 0, 1])"
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     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.randint(2, size=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(528, 6)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(boston_restaurants)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Slice Place</th>\n",
       "      <th>Hien Vuong Restaurant</th>\n",
       "      <th>Finagle-A-Bagel</th>\n",
       "      <th>Rebecca's Cafe</th>\n",
       "      <th>La Frontera</th>\n",
       "      <th>Babushka Deli Incorporated</th>\n",
       "      <th>South Street Pizza</th>\n",
       "      <th>Amazing Geisha Wings</th>\n",
       "      <th>Ankara Cafe 2\n",
       "- CLOSED</th>\n",
       "      <th>Max Brenner - Boston</th>\n",
       "      <th>...</th>\n",
       "      <th>Nud POB Thai Restaurant</th>\n",
       "      <th>Boat House Deli</th>\n",
       "      <th>Haymarket Pizza</th>\n",
       "      <th>Newcombs</th>\n",
       "      <th>Tresca</th>\n",
       "      <th>Cranberry Cafe</th>\n",
       "      <th>Tacos El Charro Mexican Restaurant</th>\n",
       "      <th>Canary Square</th>\n",
       "      <th>Dot 2 Dot Cafe</th>\n",
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      "text/plain": [
       "   Slice Place  Hien Vuong Restaurant  Finagle-A-Bagel  Rebecca's Cafe  \\\n",
       "0            0                      1                1               1   \n",
       "1            1                      1                0               0   \n",
       "2            1                      0                1               0   \n",
       "3            1                      0                0               1   \n",
       "4            0                      0                0               1   \n",
       "\n",
       "   La Frontera  Babushka Deli Incorporated  South Street Pizza  \\\n",
       "0            0                           1                   0   \n",
       "1            1                           0                   0   \n",
       "2            0                           0                   0   \n",
       "3            1                           0                   1   \n",
       "4            1                           1                   1   \n",
       "\n",
       "   Amazing Geisha Wings  Ankara Cafe 2\\n- CLOSED  Max Brenner - Boston  \\\n",
       "0                     1                        1                     0   \n",
       "1                     0                        1                     1   \n",
       "2                     1                        1                     0   \n",
       "3                     1                        1                     1   \n",
       "4                     1                        1                     1   \n",
       "\n",
       "    ...     Nud POB Thai Restaurant  Boat House Deli  Haymarket Pizza  \\\n",
       "0   ...                           0                0                0   \n",
       "1   ...                           1                0                1   \n",
       "2   ...                           1                0                0   \n",
       "3   ...                           0                1                1   \n",
       "4   ...                           1                0                1   \n",
       "\n",
       "   Newcombs  Tresca  Cranberry Cafe  Tacos El Charro Mexican Restaurant  \\\n",
       "0         1       0               1                                   1   \n",
       "1         0       0               1                                   0   \n",
       "2         0       1               1                                   0   \n",
       "3         1       0               0                                   0   \n",
       "4         0       0               1                                   0   \n",
       "\n",
       "   Canary Square  Dot 2 Dot Cafe  user_id  \n",
       "0              1               0        1  \n",
       "1              1               1        2  \n",
       "2              1               1        3  \n",
       "3              1               1        4  \n",
       "4              0               0        5  \n",
       "\n",
       "[5 rows x 483 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_user_data = []\n",
    "unique_restaurants_count = len(boston_restaurants['Name'].unique()) # accounts for chains like Dunkin Donuts\n",
    "\n",
    "# Generate fake user data\n",
    "for i in range(0, 100):\n",
    "    new_arr = np.random.randint(2, size=unique_restaurants_count)\n",
    "    fake_user_data.append(new_arr)\n",
    "\n",
    "user_df = pd.DataFrame(fake_user_data)\n",
    "user_df.columns = boston_restaurants['Name'].unique()\n",
    "\n",
    "user_ids = pd.Series(np.arange(1,101))\n",
    "user_df['user_id'] = user_ids\n",
    "user_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
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       "      <th>Slice Place</th>\n",
       "      <th>Hien Vuong Restaurant</th>\n",
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      "text/plain": [
       "   Slice Place  Hien Vuong Restaurant  Finagle-A-Bagel  Rebecca's Cafe  \\\n",
       "0            0                      1                1               1   \n",
       "1            1                      1                0               0   \n",
       "2            1                      0                1               0   \n",
       "3            1                      0                0               1   \n",
       "4            0                      0                0               1   \n",
       "\n",
       "   La Frontera  Babushka Deli Incorporated  South Street Pizza  \\\n",
       "0            0                           1                   0   \n",
       "1            1                           0                   0   \n",
       "2            0                           0                   0   \n",
       "3            1                           0                   1   \n",
       "4            1                           1                   1   \n",
       "\n",
       "   Amazing Geisha Wings  Ankara Cafe 2\\n- CLOSED  Max Brenner - Boston  \\\n",
       "0                     1                        1                     0   \n",
       "1                     0                        1                     1   \n",
       "2                     1                        1                     0   \n",
       "3                     1                        1                     1   \n",
       "4                     1                        1                     1   \n",
       "\n",
       "        ...        Deadwood Cafe and Brewery  Nud POB Thai Restaurant  \\\n",
       "0       ...                                0                        0   \n",
       "1       ...                                1                        1   \n",
       "2       ...                                0                        1   \n",
       "3       ...                                0                        0   \n",
       "4       ...                                1                        1   \n",
       "\n",
       "   Boat House Deli  Haymarket Pizza  Newcombs  Tresca  Cranberry Cafe  \\\n",
       "0                0                0         1       0               1   \n",
       "1                0                1         0       0               1   \n",
       "2                0                0         0       1               1   \n",
       "3                1                1         1       0               0   \n",
       "4                0                1         0       0               1   \n",
       "\n",
       "   Tacos El Charro Mexican Restaurant  Canary Square  Dot 2 Dot Cafe  \n",
       "0                                   1              1               0  \n",
       "1                                   0              1               1  \n",
       "2                                   0              1               1  \n",
       "3                                   0              1               1  \n",
       "4                                   0              0               0  \n",
       "\n",
       "[5 rows x 482 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_items = user_df.drop('user_id', 1)\n",
    "data_items.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------\n",
    "# ITEM-ITEM CALCULATIONS\n",
    "#------------------------\n",
    "\n",
    "# magnitude = sqrt(x2 + y2 + z2 + ...)\n",
    "magnitude = np.sqrt(np.square(data_items).sum(axis=1))\n",
    "\n",
    "# unitvector = (x / magnitude, y / magnitude, z / magnitude, ...)\n",
    "data_items = data_items.divide(magnitude, axis='index')\n",
    "\n",
    "def calculate_similarity(data_items):\n",
    "    \"\"\"Calculate the column-wise cosine similarity for a sparse\n",
    "    matrix. Return a new dataframe matrix with similarities.\n",
    "    \"\"\"\n",
    "    data_sparse = sparse.csr_matrix(data_items)\n",
    "    similarities = cosine_similarity(data_sparse.transpose())\n",
    "    sim = pd.DataFrame(data=similarities, index= data_items.columns, columns= data_items.columns)\n",
    "    return sim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Slice Place</th>\n",
       "      <th>Hien Vuong Restaurant</th>\n",
       "      <th>Finagle-A-Bagel</th>\n",
       "      <th>Rebecca's Cafe</th>\n",
       "      <th>La Frontera</th>\n",
       "      <th>Babushka Deli Incorporated</th>\n",
       "      <th>South Street Pizza</th>\n",
       "      <th>Amazing Geisha Wings</th>\n",
       "      <th>Ankara Cafe 2\n",
       "- CLOSED</th>\n",
       "      <th>Max Brenner - Boston</th>\n",
       "      <th>...</th>\n",
       "      <th>Deadwood Cafe and Brewery</th>\n",
       "      <th>Nud POB Thai Restaurant</th>\n",
       "      <th>Boat House Deli</th>\n",
       "      <th>Haymarket Pizza</th>\n",
       "      <th>Newcombs</th>\n",
       "      <th>Tresca</th>\n",
       "      <th>Cranberry Cafe</th>\n",
       "      <th>Tacos El Charro Mexican Restaurant</th>\n",
       "      <th>Canary Square</th>\n",
       "      <th>Dot 2 Dot Cafe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Slice Place</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.534755</td>\n",
       "      <td>0.407488</td>\n",
       "      <td>0.548650</td>\n",
       "      <td>0.271837</td>\n",
       "      <td>0.414737</td>\n",
       "      <td>0.541861</td>\n",
       "      <td>0.571780</td>\n",
       "      <td>0.521899</td>\n",
       "      <td>0.632912</td>\n",
       "      <td>...</td>\n",
       "      <td>0.497853</td>\n",
       "      <td>0.430769</td>\n",
       "      <td>0.593959</td>\n",
       "      <td>0.554405</td>\n",
       "      <td>0.448618</td>\n",
       "      <td>0.512356</td>\n",
       "      <td>0.457233</td>\n",
       "      <td>0.421503</td>\n",
       "      <td>0.611564</td>\n",
       "      <td>0.606241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hien Vuong Restaurant</th>\n",
       "      <td>0.534755</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.540655</td>\n",
       "      <td>0.560245</td>\n",
       "      <td>0.407537</td>\n",
       "      <td>0.406188</td>\n",
       "      <td>0.550638</td>\n",
       "      <td>0.507355</td>\n",
       "      <td>0.588779</td>\n",
       "      <td>0.535810</td>\n",
       "      <td>...</td>\n",
       "      <td>0.441310</td>\n",
       "      <td>0.512056</td>\n",
       "      <td>0.474976</td>\n",
       "      <td>0.529287</td>\n",
       "      <td>0.496793</td>\n",
       "      <td>0.539340</td>\n",
       "      <td>0.526563</td>\n",
       "      <td>0.490254</td>\n",
       "      <td>0.568586</td>\n",
       "      <td>0.525301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finagle-A-Bagel</th>\n",
       "      <td>0.407488</td>\n",
       "      <td>0.540655</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.408026</td>\n",
       "      <td>0.501636</td>\n",
       "      <td>0.457770</td>\n",
       "      <td>0.505783</td>\n",
       "      <td>0.480197</td>\n",
       "      <td>0.560904</td>\n",
       "      <td>0.455215</td>\n",
       "      <td>...</td>\n",
       "      <td>0.407492</td>\n",
       "      <td>0.524339</td>\n",
       "      <td>0.420400</td>\n",
       "      <td>0.537423</td>\n",
       "      <td>0.609728</td>\n",
       "      <td>0.530029</td>\n",
       "      <td>0.594975</td>\n",
       "      <td>0.456847</td>\n",
       "      <td>0.484553</td>\n",
       "      <td>0.324999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rebecca's Cafe</th>\n",
       "      <td>0.548650</td>\n",
       "      <td>0.560245</td>\n",
       "      <td>0.408026</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.416410</td>\n",
       "      <td>0.481673</td>\n",
       "      <td>0.557169</td>\n",
       "      <td>0.593508</td>\n",
       "      <td>0.562973</td>\n",
       "      <td>0.665572</td>\n",
       "      <td>...</td>\n",
       "      <td>0.437272</td>\n",
       "      <td>0.558018</td>\n",
       "      <td>0.405317</td>\n",
       "      <td>0.574086</td>\n",
       "      <td>0.507898</td>\n",
       "      <td>0.530586</td>\n",
       "      <td>0.439906</td>\n",
       "      <td>0.505874</td>\n",
       "      <td>0.596452</td>\n",
       "      <td>0.460525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>La Frontera</th>\n",
       "      <td>0.271837</td>\n",
       "      <td>0.407537</td>\n",
       "      <td>0.501636</td>\n",
       "      <td>0.416410</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.537705</td>\n",
       "      <td>0.476115</td>\n",
       "      <td>0.415777</td>\n",
       "      <td>0.474138</td>\n",
       "      <td>0.547934</td>\n",
       "      <td>...</td>\n",
       "      <td>0.431588</td>\n",
       "      <td>0.539372</td>\n",
       "      <td>0.353413</td>\n",
       "      <td>0.403070</td>\n",
       "      <td>0.409607</td>\n",
       "      <td>0.414514</td>\n",
       "      <td>0.466045</td>\n",
       "      <td>0.442144</td>\n",
       "      <td>0.410190</td>\n",
       "      <td>0.235037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Babushka Deli Incorporated</th>\n",
       "      <td>0.414737</td>\n",
       "      <td>0.406188</td>\n",
       "      <td>0.457770</td>\n",
       "      <td>0.481673</td>\n",
       "      <td>0.537705</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.457530</td>\n",
       "      <td>0.538694</td>\n",
       "      <td>0.458531</td>\n",
       "      <td>0.543127</td>\n",
       "      <td>...</td>\n",
       "      <td>0.379414</td>\n",
       "      <td>0.543185</td>\n",
       "      <td>0.468529</td>\n",
       "      <td>0.422254</td>\n",
       "      <td>0.454274</td>\n",
       "      <td>0.328548</td>\n",
       "      <td>0.514005</td>\n",
       "      <td>0.467287</td>\n",
       "      <td>0.454228</td>\n",
       "      <td>0.326616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Street Pizza</th>\n",
       "      <td>0.541861</td>\n",
       "      <td>0.550638</td>\n",
       "      <td>0.505783</td>\n",
       "      <td>0.557169</td>\n",
       "      <td>0.476115</td>\n",
       "      <td>0.457530</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.546447</td>\n",
       "      <td>0.513051</td>\n",
       "      <td>0.587859</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516984</td>\n",
       "      <td>0.600172</td>\n",
       "      <td>0.442550</td>\n",
       "      <td>0.554213</td>\n",
       "      <td>0.620064</td>\n",
       "      <td>0.600885</td>\n",
       "      <td>0.472647</td>\n",
       "      <td>0.354015</td>\n",
       "      <td>0.617609</td>\n",
       "      <td>0.541448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazing Geisha Wings</th>\n",
       "      <td>0.571780</td>\n",
       "      <td>0.507355</td>\n",
       "      <td>0.480197</td>\n",
       "      <td>0.593508</td>\n",
       "      <td>0.415777</td>\n",
       "      <td>0.538694</td>\n",
       "      <td>0.546447</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.643935</td>\n",
       "      <td>0.691699</td>\n",
       "      <td>...</td>\n",
       "      <td>0.508860</td>\n",
       "      <td>0.513895</td>\n",
       "      <td>0.495724</td>\n",
       "      <td>0.527428</td>\n",
       "      <td>0.480278</td>\n",
       "      <td>0.499794</td>\n",
       "      <td>0.511304</td>\n",
       "      <td>0.479628</td>\n",
       "      <td>0.564010</td>\n",
       "      <td>0.535502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ankara Cafe 2\\n- CLOSED</th>\n",
       "      <td>0.521899</td>\n",
       "      <td>0.588779</td>\n",
       "      <td>0.560904</td>\n",
       "      <td>0.562973</td>\n",
       "      <td>0.474138</td>\n",
       "      <td>0.458531</td>\n",
       "      <td>0.513051</td>\n",
       "      <td>0.643935</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.503876</td>\n",
       "      <td>...</td>\n",
       "      <td>0.470796</td>\n",
       "      <td>0.637130</td>\n",
       "      <td>0.458180</td>\n",
       "      <td>0.564955</td>\n",
       "      <td>0.503112</td>\n",
       "      <td>0.503530</td>\n",
       "      <td>0.544115</td>\n",
       "      <td>0.498936</td>\n",
       "      <td>0.475963</td>\n",
       "      <td>0.475229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max Brenner - Boston</th>\n",
       "      <td>0.632912</td>\n",
       "      <td>0.535810</td>\n",
       "      <td>0.455215</td>\n",
       "      <td>0.665572</td>\n",
       "      <td>0.547934</td>\n",
       "      <td>0.543127</td>\n",
       "      <td>0.587859</td>\n",
       "      <td>0.691699</td>\n",
       "      <td>0.503876</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.526764</td>\n",
       "      <td>0.587136</td>\n",
       "      <td>0.436721</td>\n",
       "      <td>0.590278</td>\n",
       "      <td>0.505758</td>\n",
       "      <td>0.604778</td>\n",
       "      <td>0.480992</td>\n",
       "      <td>0.510742</td>\n",
       "      <td>0.515470</td>\n",
       "      <td>0.584689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dunkin Donuts</th>\n",
       "      <td>0.527993</td>\n",
       "      <td>0.581987</td>\n",
       "      <td>0.574598</td>\n",
       "      <td>0.511361</td>\n",
       "      <td>0.521119</td>\n",
       "      <td>0.503126</td>\n",
       "      <td>0.503828</td>\n",
       "      <td>0.464167</td>\n",
       "      <td>0.562399</td>\n",
       "      <td>0.569462</td>\n",
       "      <td>...</td>\n",
       "      <td>0.448039</td>\n",
       "      <td>0.524444</td>\n",
       "      <td>0.464387</td>\n",
       "      <td>0.536650</td>\n",
       "      <td>0.487852</td>\n",
       "      <td>0.470367</td>\n",
       "      <td>0.458498</td>\n",
       "      <td>0.392437</td>\n",
       "      <td>0.519949</td>\n",
       "      <td>0.479253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boston Sail Loft Restaurant</th>\n",
       "      <td>0.446294</td>\n",
       "      <td>0.481643</td>\n",
       "      <td>0.554491</td>\n",
       "      <td>0.469710</td>\n",
       "      <td>0.409687</td>\n",
       "      <td>0.503845</td>\n",
       "      <td>0.431710</td>\n",
       "      <td>0.562038</td>\n",
       "      <td>0.528174</td>\n",
       "      <td>0.456944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.354330</td>\n",
       "      <td>0.429884</td>\n",
       "      <td>0.457153</td>\n",
       "      <td>0.477914</td>\n",
       "      <td>0.551334</td>\n",
       "      <td>0.400905</td>\n",
       "      <td>0.517986</td>\n",
       "      <td>0.454484</td>\n",
       "      <td>0.443411</td>\n",
       "      <td>0.385630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trident Booksellers &amp; Cafe</th>\n",
       "      <td>0.566738</td>\n",
       "      <td>0.517568</td>\n",
       "      <td>0.530350</td>\n",
       "      <td>0.567209</td>\n",
       "      <td>0.398185</td>\n",
       "      <td>0.461115</td>\n",
       "      <td>0.612312</td>\n",
       "      <td>0.573444</td>\n",
       "      <td>0.636461</td>\n",
       "      <td>0.524179</td>\n",
       "      <td>...</td>\n",
       "      <td>0.413889</td>\n",
       "      <td>0.593849</td>\n",
       "      <td>0.427473</td>\n",
       "      <td>0.425172</td>\n",
       "      <td>0.532742</td>\n",
       "      <td>0.668531</td>\n",
       "      <td>0.533321</td>\n",
       "      <td>0.524184</td>\n",
       "      <td>0.541015</td>\n",
       "      <td>0.481220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bohemios</th>\n",
       "      <td>0.587965</td>\n",
       "      <td>0.515265</td>\n",
       "      <td>0.468716</td>\n",
       "      <td>0.567258</td>\n",
       "      <td>0.381135</td>\n",
       "      <td>0.424920</td>\n",
       "      <td>0.540598</td>\n",
       "      <td>0.536770</td>\n",
       "      <td>0.502295</td>\n",
       "      <td>0.545162</td>\n",
       "      <td>...</td>\n",
       "      <td>0.372133</td>\n",
       "      <td>0.542002</td>\n",
       "      <td>0.546531</td>\n",
       "      <td>0.467812</td>\n",
       "      <td>0.483397</td>\n",
       "      <td>0.442862</td>\n",
       "      <td>0.532012</td>\n",
       "      <td>0.405144</td>\n",
       "      <td>0.595133</td>\n",
       "      <td>0.515872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wrapme</th>\n",
       "      <td>0.495428</td>\n",
       "      <td>0.526514</td>\n",
       "      <td>0.541302</td>\n",
       "      <td>0.536923</td>\n",
       "      <td>0.510876</td>\n",
       "      <td>0.488962</td>\n",
       "      <td>0.582009</td>\n",
       "      <td>0.526839</td>\n",
       "      <td>0.510211</td>\n",
       "      <td>0.606510</td>\n",
       "      <td>...</td>\n",
       "      <td>0.421162</td>\n",
       "      <td>0.621458</td>\n",
       "      <td>0.456939</td>\n",
       "      <td>0.468056</td>\n",
       "      <td>0.514281</td>\n",
       "      <td>0.556365</td>\n",
       "      <td>0.542297</td>\n",
       "      <td>0.468811</td>\n",
       "      <td>0.471101</td>\n",
       "      <td>0.468352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Boston Chinese Restaurant</th>\n",
       "      <td>0.482247</td>\n",
       "      <td>0.449489</td>\n",
       "      <td>0.375107</td>\n",
       "      <td>0.520139</td>\n",
       "      <td>0.464849</td>\n",
       "      <td>0.423631</td>\n",
       "      <td>0.555626</td>\n",
       "      <td>0.509778</td>\n",
       "      <td>0.497728</td>\n",
       "      <td>0.542795</td>\n",
       "      <td>...</td>\n",
       "      <td>0.457435</td>\n",
       "      <td>0.552126</td>\n",
       "      <td>0.495826</td>\n",
       "      <td>0.552621</td>\n",
       "      <td>0.411701</td>\n",
       "      <td>0.419137</td>\n",
       "      <td>0.443725</td>\n",
       "      <td>0.398510</td>\n",
       "      <td>0.527482</td>\n",
       "      <td>0.397956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghalal Restaurant</th>\n",
       "      <td>0.518044</td>\n",
       "      <td>0.425151</td>\n",
       "      <td>0.475283</td>\n",
       "      <td>0.476130</td>\n",
       "      <td>0.509648</td>\n",
       "      <td>0.485977</td>\n",
       "      <td>0.473394</td>\n",
       "      <td>0.452168</td>\n",
       "      <td>0.473630</td>\n",
       "      <td>0.557341</td>\n",
       "      <td>...</td>\n",
       "      <td>0.435149</td>\n",
       "      <td>0.570999</td>\n",
       "      <td>0.519066</td>\n",
       "      <td>0.487965</td>\n",
       "      <td>0.515112</td>\n",
       "      <td>0.500903</td>\n",
       "      <td>0.381607</td>\n",
       "      <td>0.444098</td>\n",
       "      <td>0.550228</td>\n",
       "      <td>0.467767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Great Wok Restaurants</th>\n",
       "      <td>0.591004</td>\n",
       "      <td>0.468134</td>\n",
       "      <td>0.437033</td>\n",
       "      <td>0.554863</td>\n",
       "      <td>0.613685</td>\n",
       "      <td>0.533349</td>\n",
       "      <td>0.617665</td>\n",
       "      <td>0.565166</td>\n",
       "      <td>0.545955</td>\n",
       "      <td>0.586726</td>\n",
       "      <td>...</td>\n",
       "      <td>0.468675</td>\n",
       "      <td>0.493267</td>\n",
       "      <td>0.494532</td>\n",
       "      <td>0.507822</td>\n",
       "      <td>0.500385</td>\n",
       "      <td>0.500576</td>\n",
       "      <td>0.463649</td>\n",
       "      <td>0.493038</td>\n",
       "      <td>0.542319</td>\n",
       "      <td>0.473184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University House of Pizza\\n- CLOSED</th>\n",
       "      <td>0.572636</td>\n",
       "      <td>0.440222</td>\n",
       "      <td>0.493582</td>\n",
       "      <td>0.549819</td>\n",
       "      <td>0.376375</td>\n",
       "      <td>0.437202</td>\n",
       "      <td>0.490855</td>\n",
       "      <td>0.559972</td>\n",
       "      <td>0.430917</td>\n",
       "      <td>0.549236</td>\n",
       "      <td>...</td>\n",
       "      <td>0.456416</td>\n",
       "      <td>0.567846</td>\n",
       "      <td>0.513357</td>\n",
       "      <td>0.456670</td>\n",
       "      <td>0.471221</td>\n",
       "      <td>0.431114</td>\n",
       "      <td>0.460234</td>\n",
       "      <td>0.395585</td>\n",
       "      <td>0.602557</td>\n",
       "      <td>0.440241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Upstairs Grill\\n- CLOSED</th>\n",
       "      <td>0.497115</td>\n",
       "      <td>0.486835</td>\n",
       "      <td>0.473007</td>\n",
       "      <td>0.569898</td>\n",
       "      <td>0.548220</td>\n",
       "      <td>0.489549</td>\n",
       "      <td>0.646119</td>\n",
       "      <td>0.542721</td>\n",
       "      <td>0.619411</td>\n",
       "      <td>0.548825</td>\n",
       "      <td>...</td>\n",
       "      <td>0.504920</td>\n",
       "      <td>0.505808</td>\n",
       "      <td>0.470503</td>\n",
       "      <td>0.465373</td>\n",
       "      <td>0.589820</td>\n",
       "      <td>0.477860</td>\n",
       "      <td>0.464629</td>\n",
       "      <td>0.549297</td>\n",
       "      <td>0.558750</td>\n",
       "      <td>0.429614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boston Kabob Company</th>\n",
       "      <td>0.504206</td>\n",
       "      <td>0.455748</td>\n",
       "      <td>0.602765</td>\n",
       "      <td>0.504434</td>\n",
       "      <td>0.562804</td>\n",
       "      <td>0.540552</td>\n",
       "      <td>0.403402</td>\n",
       "      <td>0.498019</td>\n",
       "      <td>0.594545</td>\n",
       "      <td>0.527557</td>\n",
       "      <td>...</td>\n",
       "      <td>0.443637</td>\n",
       "      <td>0.632492</td>\n",
       "      <td>0.479106</td>\n",
       "      <td>0.467410</td>\n",
       "      <td>0.439964</td>\n",
       "      <td>0.465938</td>\n",
       "      <td>0.531570</td>\n",
       "      <td>0.480055</td>\n",
       "      <td>0.493566</td>\n",
       "      <td>0.434606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Momogoose Foodtruck</th>\n",
       "      <td>0.461363</td>\n",
       "      <td>0.545925</td>\n",
       "      <td>0.562386</td>\n",
       "      <td>0.517957</td>\n",
       "      <td>0.553122</td>\n",
       "      <td>0.576117</td>\n",
       "      <td>0.580091</td>\n",
       "      <td>0.527131</td>\n",
       "      <td>0.510631</td>\n",
       "      <td>0.548962</td>\n",
       "      <td>...</td>\n",
       "      <td>0.493738</td>\n",
       "      <td>0.545803</td>\n",
       "      <td>0.479965</td>\n",
       "      <td>0.489345</td>\n",
       "      <td>0.574607</td>\n",
       "      <td>0.537198</td>\n",
       "      <td>0.505715</td>\n",
       "      <td>0.594416</td>\n",
       "      <td>0.529910</td>\n",
       "      <td>0.514367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harry's Bar and Grille</th>\n",
       "      <td>0.538053</td>\n",
       "      <td>0.504737</td>\n",
       "      <td>0.511025</td>\n",
       "      <td>0.479266</td>\n",
       "      <td>0.440498</td>\n",
       "      <td>0.355047</td>\n",
       "      <td>0.473197</td>\n",
       "      <td>0.429374</td>\n",
       "      <td>0.506051</td>\n",
       "      <td>0.480973</td>\n",
       "      <td>...</td>\n",
       "      <td>0.367635</td>\n",
       "      <td>0.527359</td>\n",
       "      <td>0.446502</td>\n",
       "      <td>0.501553</td>\n",
       "      <td>0.469503</td>\n",
       "      <td>0.554656</td>\n",
       "      <td>0.517355</td>\n",
       "      <td>0.548263</td>\n",
       "      <td>0.506074</td>\n",
       "      <td>0.459555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Village Sushi &amp; Grill</th>\n",
       "      <td>0.526283</td>\n",
       "      <td>0.594693</td>\n",
       "      <td>0.589394</td>\n",
       "      <td>0.525581</td>\n",
       "      <td>0.453872</td>\n",
       "      <td>0.436905</td>\n",
       "      <td>0.574361</td>\n",
       "      <td>0.496484</td>\n",
       "      <td>0.480864</td>\n",
       "      <td>0.557087</td>\n",
       "      <td>...</td>\n",
       "      <td>0.459065</td>\n",
       "      <td>0.571486</td>\n",
       "      <td>0.419135</td>\n",
       "      <td>0.473667</td>\n",
       "      <td>0.547211</td>\n",
       "      <td>0.466849</td>\n",
       "      <td>0.589782</td>\n",
       "      <td>0.477481</td>\n",
       "      <td>0.552183</td>\n",
       "      <td>0.561140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green Bean Mobile Cafe</th>\n",
       "      <td>0.628967</td>\n",
       "      <td>0.507832</td>\n",
       "      <td>0.480653</td>\n",
       "      <td>0.532683</td>\n",
       "      <td>0.512884</td>\n",
       "      <td>0.492133</td>\n",
       "      <td>0.620034</td>\n",
       "      <td>0.599893</td>\n",
       "      <td>0.495099</td>\n",
       "      <td>0.656084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.554992</td>\n",
       "      <td>0.546913</td>\n",
       "      <td>0.476902</td>\n",
       "      <td>0.528315</td>\n",
       "      <td>0.553390</td>\n",
       "      <td>0.481724</td>\n",
       "      <td>0.525140</td>\n",
       "      <td>0.474827</td>\n",
       "      <td>0.470933</td>\n",
       "      <td>0.532734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meridian 155</th>\n",
       "      <td>0.573429</td>\n",
       "      <td>0.545024</td>\n",
       "      <td>0.462820</td>\n",
       "      <td>0.480601</td>\n",
       "      <td>0.492965</td>\n",
       "      <td>0.453380</td>\n",
       "      <td>0.614969</td>\n",
       "      <td>0.491910</td>\n",
       "      <td>0.510625</td>\n",
       "      <td>0.567095</td>\n",
       "      <td>...</td>\n",
       "      <td>0.507686</td>\n",
       "      <td>0.511525</td>\n",
       "      <td>0.502573</td>\n",
       "      <td>0.450598</td>\n",
       "      <td>0.501707</td>\n",
       "      <td>0.539121</td>\n",
       "      <td>0.490063</td>\n",
       "      <td>0.374205</td>\n",
       "      <td>0.602568</td>\n",
       "      <td>0.573775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Camino Real Colombian Restaurant</th>\n",
       "      <td>0.544647</td>\n",
       "      <td>0.513642</td>\n",
       "      <td>0.437971</td>\n",
       "      <td>0.485371</td>\n",
       "      <td>0.404630</td>\n",
       "      <td>0.561433</td>\n",
       "      <td>0.538036</td>\n",
       "      <td>0.579331</td>\n",
       "      <td>0.440646</td>\n",
       "      <td>0.603895</td>\n",
       "      <td>...</td>\n",
       "      <td>0.392632</td>\n",
       "      <td>0.501833</td>\n",
       "      <td>0.567620</td>\n",
       "      <td>0.450531</td>\n",
       "      <td>0.474620</td>\n",
       "      <td>0.547380</td>\n",
       "      <td>0.389445</td>\n",
       "      <td>0.498625</td>\n",
       "      <td>0.558348</td>\n",
       "      <td>0.446915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Speedy Chen's</th>\n",
       "      <td>0.455685</td>\n",
       "      <td>0.466117</td>\n",
       "      <td>0.558372</td>\n",
       "      <td>0.537232</td>\n",
       "      <td>0.480880</td>\n",
       "      <td>0.374956</td>\n",
       "      <td>0.508712</td>\n",
       "      <td>0.488056</td>\n",
       "      <td>0.447983</td>\n",
       "      <td>0.443688</td>\n",
       "      <td>...</td>\n",
       "      <td>0.433261</td>\n",
       "      <td>0.546848</td>\n",
       "      <td>0.487177</td>\n",
       "      <td>0.421787</td>\n",
       "      <td>0.497895</td>\n",
       "      <td>0.515796</td>\n",
       "      <td>0.541817</td>\n",
       "      <td>0.467241</td>\n",
       "      <td>0.542959</td>\n",
       "      <td>0.442509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Street Thai</th>\n",
       "      <td>0.434821</td>\n",
       "      <td>0.421855</td>\n",
       "      <td>0.406178</td>\n",
       "      <td>0.435176</td>\n",
       "      <td>0.510849</td>\n",
       "      <td>0.464276</td>\n",
       "      <td>0.474608</td>\n",
       "      <td>0.514309</td>\n",
       "      <td>0.576780</td>\n",
       "      <td>0.602221</td>\n",
       "      <td>...</td>\n",
       "      <td>0.407535</td>\n",
       "      <td>0.599691</td>\n",
       "      <td>0.349528</td>\n",
       "      <td>0.487299</td>\n",
       "      <td>0.474252</td>\n",
       "      <td>0.476824</td>\n",
       "      <td>0.467059</td>\n",
       "      <td>0.326739</td>\n",
       "      <td>0.425082</td>\n",
       "      <td>0.486711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toni Ann's</th>\n",
       "      <td>0.462367</td>\n",
       "      <td>0.516291</td>\n",
       "      <td>0.368576</td>\n",
       "      <td>0.507933</td>\n",
       "      <td>0.473816</td>\n",
       "      <td>0.424562</td>\n",
       "      <td>0.400781</td>\n",
       "      <td>0.415266</td>\n",
       "      <td>0.477496</td>\n",
       "      <td>0.513658</td>\n",
       "      <td>...</td>\n",
       "      <td>0.315306</td>\n",
       "      <td>0.504810</td>\n",
       "      <td>0.404464</td>\n",
       "      <td>0.511671</td>\n",
       "      <td>0.392177</td>\n",
       "      <td>0.507328</td>\n",
       "      <td>0.407037</td>\n",
       "      <td>0.426337</td>\n",
       "      <td>0.434312</td>\n",
       "      <td>0.467779</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",
       "      <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>Boston Chops</th>\n",
       "      <td>0.578239</td>\n",
       "      <td>0.500556</td>\n",
       "      <td>0.464706</td>\n",
       "      <td>0.560526</td>\n",
       "      <td>0.262097</td>\n",
       "      <td>0.380107</td>\n",
       "      <td>0.448133</td>\n",
       "      <td>0.463098</td>\n",
       "      <td>0.574858</td>\n",
       "      <td>0.498341</td>\n",
       "      <td>...</td>\n",
       "      <td>0.368906</td>\n",
       "      <td>0.431156</td>\n",
       "      <td>0.410579</td>\n",
       "      <td>0.476341</td>\n",
       "      <td>0.531593</td>\n",
       "      <td>0.468130</td>\n",
       "      <td>0.433442</td>\n",
       "      <td>0.380595</td>\n",
       "      <td>0.442985</td>\n",
       "      <td>0.520202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chicken Lou's\\n- CLOSED</th>\n",
       "      <td>0.579815</td>\n",
       "      <td>0.532839</td>\n",
       "      <td>0.581396</td>\n",
       "      <td>0.520596</td>\n",
       "      <td>0.436798</td>\n",
       "      <td>0.436493</td>\n",
       "      <td>0.517363</td>\n",
       "      <td>0.552984</td>\n",
       "      <td>0.499018</td>\n",
       "      <td>0.597748</td>\n",
       "      <td>...</td>\n",
       "      <td>0.560439</td>\n",
       "      <td>0.502623</td>\n",
       "      <td>0.504669</td>\n",
       "      <td>0.476465</td>\n",
       "      <td>0.500527</td>\n",
       "      <td>0.545017</td>\n",
       "      <td>0.489841</td>\n",
       "      <td>0.522381</td>\n",
       "      <td>0.566521</td>\n",
       "      <td>0.520243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Euno</th>\n",
       "      <td>0.557178</td>\n",
       "      <td>0.623689</td>\n",
       "      <td>0.559016</td>\n",
       "      <td>0.577544</td>\n",
       "      <td>0.580599</td>\n",
       "      <td>0.503594</td>\n",
       "      <td>0.664298</td>\n",
       "      <td>0.598331</td>\n",
       "      <td>0.569420</td>\n",
       "      <td>0.636819</td>\n",
       "      <td>...</td>\n",
       "      <td>0.562871</td>\n",
       "      <td>0.648404</td>\n",
       "      <td>0.511198</td>\n",
       "      <td>0.482663</td>\n",
       "      <td>0.450665</td>\n",
       "      <td>0.634065</td>\n",
       "      <td>0.527859</td>\n",
       "      <td>0.543559</td>\n",
       "      <td>0.583631</td>\n",
       "      <td>0.482931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Funtea Cafe</th>\n",
       "      <td>0.392537</td>\n",
       "      <td>0.497234</td>\n",
       "      <td>0.459736</td>\n",
       "      <td>0.437247</td>\n",
       "      <td>0.416981</td>\n",
       "      <td>0.470443</td>\n",
       "      <td>0.396957</td>\n",
       "      <td>0.502904</td>\n",
       "      <td>0.319109</td>\n",
       "      <td>0.477942</td>\n",
       "      <td>...</td>\n",
       "      <td>0.481151</td>\n",
       "      <td>0.357899</td>\n",
       "      <td>0.419072</td>\n",
       "      <td>0.446548</td>\n",
       "      <td>0.354977</td>\n",
       "      <td>0.360204</td>\n",
       "      <td>0.450667</td>\n",
       "      <td>0.364490</td>\n",
       "      <td>0.459550</td>\n",
       "      <td>0.357351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Longwood</th>\n",
       "      <td>0.488934</td>\n",
       "      <td>0.481183</td>\n",
       "      <td>0.511394</td>\n",
       "      <td>0.510260</td>\n",
       "      <td>0.542663</td>\n",
       "      <td>0.565549</td>\n",
       "      <td>0.505799</td>\n",
       "      <td>0.502635</td>\n",
       "      <td>0.560815</td>\n",
       "      <td>0.561898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.393138</td>\n",
       "      <td>0.485368</td>\n",
       "      <td>0.444792</td>\n",
       "      <td>0.536407</td>\n",
       "      <td>0.509464</td>\n",
       "      <td>0.433045</td>\n",
       "      <td>0.476458</td>\n",
       "      <td>0.464656</td>\n",
       "      <td>0.559919</td>\n",
       "      <td>0.418140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China Pagoda</th>\n",
       "      <td>0.446037</td>\n",
       "      <td>0.454432</td>\n",
       "      <td>0.483514</td>\n",
       "      <td>0.542191</td>\n",
       "      <td>0.453195</td>\n",
       "      <td>0.453567</td>\n",
       "      <td>0.557029</td>\n",
       "      <td>0.532045</td>\n",
       "      <td>0.575526</td>\n",
       "      <td>0.543497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.471331</td>\n",
       "      <td>0.574307</td>\n",
       "      <td>0.370029</td>\n",
       "      <td>0.496516</td>\n",
       "      <td>0.521005</td>\n",
       "      <td>0.506698</td>\n",
       "      <td>0.470288</td>\n",
       "      <td>0.469273</td>\n",
       "      <td>0.416437</td>\n",
       "      <td>0.410938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bricco Salumeria &amp; Pasta Shop</th>\n",
       "      <td>0.627759</td>\n",
       "      <td>0.549492</td>\n",
       "      <td>0.525044</td>\n",
       "      <td>0.506654</td>\n",
       "      <td>0.487259</td>\n",
       "      <td>0.506034</td>\n",
       "      <td>0.581316</td>\n",
       "      <td>0.567874</td>\n",
       "      <td>0.500824</td>\n",
       "      <td>0.684705</td>\n",
       "      <td>...</td>\n",
       "      <td>0.518481</td>\n",
       "      <td>0.570456</td>\n",
       "      <td>0.508719</td>\n",
       "      <td>0.529442</td>\n",
       "      <td>0.523497</td>\n",
       "      <td>0.510112</td>\n",
       "      <td>0.637718</td>\n",
       "      <td>0.507496</td>\n",
       "      <td>0.562261</td>\n",
       "      <td>0.583898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tasca Tapas Restaurant</th>\n",
       "      <td>0.481246</td>\n",
       "      <td>0.492249</td>\n",
       "      <td>0.541279</td>\n",
       "      <td>0.381769</td>\n",
       "      <td>0.577491</td>\n",
       "      <td>0.376254</td>\n",
       "      <td>0.535326</td>\n",
       "      <td>0.488932</td>\n",
       "      <td>0.551092</td>\n",
       "      <td>0.469091</td>\n",
       "      <td>...</td>\n",
       "      <td>0.437748</td>\n",
       "      <td>0.494803</td>\n",
       "      <td>0.489634</td>\n",
       "      <td>0.574024</td>\n",
       "      <td>0.456142</td>\n",
       "      <td>0.586331</td>\n",
       "      <td>0.381700</td>\n",
       "      <td>0.399689</td>\n",
       "      <td>0.527851</td>\n",
       "      <td>0.403424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pizza Pie-er</th>\n",
       "      <td>0.531170</td>\n",
       "      <td>0.477418</td>\n",
       "      <td>0.443393</td>\n",
       "      <td>0.529991</td>\n",
       "      <td>0.454927</td>\n",
       "      <td>0.476305</td>\n",
       "      <td>0.600630</td>\n",
       "      <td>0.576555</td>\n",
       "      <td>0.519432</td>\n",
       "      <td>0.619730</td>\n",
       "      <td>...</td>\n",
       "      <td>0.430702</td>\n",
       "      <td>0.596037</td>\n",
       "      <td>0.458934</td>\n",
       "      <td>0.538742</td>\n",
       "      <td>0.468759</td>\n",
       "      <td>0.591518</td>\n",
       "      <td>0.512915</td>\n",
       "      <td>0.365976</td>\n",
       "      <td>0.536984</td>\n",
       "      <td>0.478497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basho Japanese Brasserie</th>\n",
       "      <td>0.553854</td>\n",
       "      <td>0.523769</td>\n",
       "      <td>0.453558</td>\n",
       "      <td>0.594042</td>\n",
       "      <td>0.393476</td>\n",
       "      <td>0.378960</td>\n",
       "      <td>0.449398</td>\n",
       "      <td>0.466442</td>\n",
       "      <td>0.485683</td>\n",
       "      <td>0.497069</td>\n",
       "      <td>...</td>\n",
       "      <td>0.432554</td>\n",
       "      <td>0.526409</td>\n",
       "      <td>0.423999</td>\n",
       "      <td>0.558098</td>\n",
       "      <td>0.492225</td>\n",
       "      <td>0.509674</td>\n",
       "      <td>0.561482</td>\n",
       "      <td>0.440243</td>\n",
       "      <td>0.566741</td>\n",
       "      <td>0.481890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China House</th>\n",
       "      <td>0.533001</td>\n",
       "      <td>0.541310</td>\n",
       "      <td>0.494827</td>\n",
       "      <td>0.477830</td>\n",
       "      <td>0.465088</td>\n",
       "      <td>0.417176</td>\n",
       "      <td>0.525347</td>\n",
       "      <td>0.595692</td>\n",
       "      <td>0.604490</td>\n",
       "      <td>0.600343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.501728</td>\n",
       "      <td>0.582836</td>\n",
       "      <td>0.494140</td>\n",
       "      <td>0.448110</td>\n",
       "      <td>0.414199</td>\n",
       "      <td>0.518129</td>\n",
       "      <td>0.496030</td>\n",
       "      <td>0.445507</td>\n",
       "      <td>0.577165</td>\n",
       "      <td>0.483940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wagamama</th>\n",
       "      <td>0.511843</td>\n",
       "      <td>0.486945</td>\n",
       "      <td>0.573590</td>\n",
       "      <td>0.534534</td>\n",
       "      <td>0.416042</td>\n",
       "      <td>0.589221</td>\n",
       "      <td>0.614795</td>\n",
       "      <td>0.559378</td>\n",
       "      <td>0.527939</td>\n",
       "      <td>0.511114</td>\n",
       "      <td>...</td>\n",
       "      <td>0.434113</td>\n",
       "      <td>0.524201</td>\n",
       "      <td>0.507199</td>\n",
       "      <td>0.558505</td>\n",
       "      <td>0.532352</td>\n",
       "      <td>0.412093</td>\n",
       "      <td>0.538847</td>\n",
       "      <td>0.484042</td>\n",
       "      <td>0.577819</td>\n",
       "      <td>0.421185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Smoken' Joe's</th>\n",
       "      <td>0.549773</td>\n",
       "      <td>0.597650</td>\n",
       "      <td>0.516322</td>\n",
       "      <td>0.674540</td>\n",
       "      <td>0.451814</td>\n",
       "      <td>0.437775</td>\n",
       "      <td>0.624030</td>\n",
       "      <td>0.628704</td>\n",
       "      <td>0.633005</td>\n",
       "      <td>0.612686</td>\n",
       "      <td>...</td>\n",
       "      <td>0.530655</td>\n",
       "      <td>0.592615</td>\n",
       "      <td>0.477918</td>\n",
       "      <td>0.524609</td>\n",
       "      <td>0.478695</td>\n",
       "      <td>0.570925</td>\n",
       "      <td>0.556898</td>\n",
       "      <td>0.595836</td>\n",
       "      <td>0.626036</td>\n",
       "      <td>0.492922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Locale Boston</th>\n",
       "      <td>0.446519</td>\n",
       "      <td>0.474042</td>\n",
       "      <td>0.461079</td>\n",
       "      <td>0.542393</td>\n",
       "      <td>0.494380</td>\n",
       "      <td>0.498236</td>\n",
       "      <td>0.499944</td>\n",
       "      <td>0.571331</td>\n",
       "      <td>0.458182</td>\n",
       "      <td>0.578627</td>\n",
       "      <td>...</td>\n",
       "      <td>0.356451</td>\n",
       "      <td>0.596212</td>\n",
       "      <td>0.456578</td>\n",
       "      <td>0.491900</td>\n",
       "      <td>0.518857</td>\n",
       "      <td>0.525295</td>\n",
       "      <td>0.530914</td>\n",
       "      <td>0.517880</td>\n",
       "      <td>0.514208</td>\n",
       "      <td>0.478185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Molina's Restaurant</th>\n",
       "      <td>0.567965</td>\n",
       "      <td>0.460523</td>\n",
       "      <td>0.471637</td>\n",
       "      <td>0.529410</td>\n",
       "      <td>0.465407</td>\n",
       "      <td>0.569424</td>\n",
       "      <td>0.507419</td>\n",
       "      <td>0.540502</td>\n",
       "      <td>0.507088</td>\n",
       "      <td>0.617325</td>\n",
       "      <td>...</td>\n",
       "      <td>0.524516</td>\n",
       "      <td>0.690231</td>\n",
       "      <td>0.427103</td>\n",
       "      <td>0.441347</td>\n",
       "      <td>0.488890</td>\n",
       "      <td>0.518399</td>\n",
       "      <td>0.440313</td>\n",
       "      <td>0.487114</td>\n",
       "      <td>0.556443</td>\n",
       "      <td>0.484292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Green Turtle Inn</th>\n",
       "      <td>0.505415</td>\n",
       "      <td>0.496890</td>\n",
       "      <td>0.444555</td>\n",
       "      <td>0.505784</td>\n",
       "      <td>0.537112</td>\n",
       "      <td>0.470144</td>\n",
       "      <td>0.574148</td>\n",
       "      <td>0.494606</td>\n",
       "      <td>0.537454</td>\n",
       "      <td>0.487605</td>\n",
       "      <td>...</td>\n",
       "      <td>0.563206</td>\n",
       "      <td>0.535716</td>\n",
       "      <td>0.523549</td>\n",
       "      <td>0.556973</td>\n",
       "      <td>0.422505</td>\n",
       "      <td>0.446310</td>\n",
       "      <td>0.407513</td>\n",
       "      <td>0.366671</td>\n",
       "      <td>0.513415</td>\n",
       "      <td>0.412485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lo Conte's Italian Cuisine</th>\n",
       "      <td>0.571983</td>\n",
       "      <td>0.527482</td>\n",
       "      <td>0.518593</td>\n",
       "      <td>0.610926</td>\n",
       "      <td>0.424161</td>\n",
       "      <td>0.465435</td>\n",
       "      <td>0.550831</td>\n",
       "      <td>0.506196</td>\n",
       "      <td>0.489122</td>\n",
       "      <td>0.604467</td>\n",
       "      <td>...</td>\n",
       "      <td>0.555061</td>\n",
       "      <td>0.584033</td>\n",
       "      <td>0.452779</td>\n",
       "      <td>0.486601</td>\n",
       "      <td>0.576943</td>\n",
       "      <td>0.520196</td>\n",
       "      <td>0.463243</td>\n",
       "      <td>0.446403</td>\n",
       "      <td>0.546068</td>\n",
       "      <td>0.508644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Upper Crust</th>\n",
       "      <td>0.467576</td>\n",
       "      <td>0.579281</td>\n",
       "      <td>0.490907</td>\n",
       "      <td>0.431462</td>\n",
       "      <td>0.522149</td>\n",
       "      <td>0.387758</td>\n",
       "      <td>0.488131</td>\n",
       "      <td>0.480064</td>\n",
       "      <td>0.576355</td>\n",
       "      <td>0.529433</td>\n",
       "      <td>...</td>\n",
       "      <td>0.566454</td>\n",
       "      <td>0.499683</td>\n",
       "      <td>0.435608</td>\n",
       "      <td>0.640767</td>\n",
       "      <td>0.508750</td>\n",
       "      <td>0.530550</td>\n",
       "      <td>0.510000</td>\n",
       "      <td>0.429651</td>\n",
       "      <td>0.496089</td>\n",
       "      <td>0.414708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abby's Place of Brighton</th>\n",
       "      <td>0.536723</td>\n",
       "      <td>0.460828</td>\n",
       "      <td>0.421102</td>\n",
       "      <td>0.493281</td>\n",
       "      <td>0.427599</td>\n",
       "      <td>0.384075</td>\n",
       "      <td>0.549194</td>\n",
       "      <td>0.503608</td>\n",
       "      <td>0.404225</td>\n",
       "      <td>0.636461</td>\n",
       "      <td>...</td>\n",
       "      <td>0.540857</td>\n",
       "      <td>0.489104</td>\n",
       "      <td>0.434905</td>\n",
       "      <td>0.378073</td>\n",
       "      <td>0.461012</td>\n",
       "      <td>0.470729</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>0.522579</td>\n",
       "      <td>0.480693</td>\n",
       "      <td>0.366088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cafe Jaffa</th>\n",
       "      <td>0.562538</td>\n",
       "      <td>0.519905</td>\n",
       "      <td>0.488347</td>\n",
       "      <td>0.615759</td>\n",
       "      <td>0.483913</td>\n",
       "      <td>0.548553</td>\n",
       "      <td>0.603390</td>\n",
       "      <td>0.500381</td>\n",
       "      <td>0.607018</td>\n",
       "      <td>0.523270</td>\n",
       "      <td>...</td>\n",
       "      <td>0.547020</td>\n",
       "      <td>0.653198</td>\n",
       "      <td>0.491126</td>\n",
       "      <td>0.533743</td>\n",
       "      <td>0.621697</td>\n",
       "      <td>0.510975</td>\n",
       "      <td>0.549326</td>\n",
       "      <td>0.387968</td>\n",
       "      <td>0.550272</td>\n",
       "      <td>0.528108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deadwood Cafe and Brewery</th>\n",
       "      <td>0.497853</td>\n",
       "      <td>0.441310</td>\n",
       "      <td>0.407492</td>\n",
       "      <td>0.437272</td>\n",
       "      <td>0.431588</td>\n",
       "      <td>0.379414</td>\n",
       "      <td>0.516984</td>\n",
       "      <td>0.508860</td>\n",
       "      <td>0.470796</td>\n",
       "      <td>0.526764</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.476453</td>\n",
       "      <td>0.386898</td>\n",
       "      <td>0.444586</td>\n",
       "      <td>0.381273</td>\n",
       "      <td>0.345010</td>\n",
       "      <td>0.415766</td>\n",
       "      <td>0.387552</td>\n",
       "      <td>0.488758</td>\n",
       "      <td>0.385822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nud POB Thai Restaurant</th>\n",
       "      <td>0.430769</td>\n",
       "      <td>0.512056</td>\n",
       "      <td>0.524339</td>\n",
       "      <td>0.558018</td>\n",
       "      <td>0.539372</td>\n",
       "      <td>0.543185</td>\n",
       "      <td>0.600172</td>\n",
       "      <td>0.513895</td>\n",
       "      <td>0.637130</td>\n",
       "      <td>0.587136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.476453</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.447623</td>\n",
       "      <td>0.511020</td>\n",
       "      <td>0.558582</td>\n",
       "      <td>0.581251</td>\n",
       "      <td>0.635796</td>\n",
       "      <td>0.459490</td>\n",
       "      <td>0.546906</td>\n",
       "      <td>0.520587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boat House Deli</th>\n",
       "      <td>0.593959</td>\n",
       "      <td>0.474976</td>\n",
       "      <td>0.420400</td>\n",
       "      <td>0.405317</td>\n",
       "      <td>0.353413</td>\n",
       "      <td>0.468529</td>\n",
       "      <td>0.442550</td>\n",
       "      <td>0.495724</td>\n",
       "      <td>0.458180</td>\n",
       "      <td>0.436721</td>\n",
       "      <td>...</td>\n",
       "      <td>0.386898</td>\n",
       "      <td>0.447623</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.472217</td>\n",
       "      <td>0.438403</td>\n",
       "      <td>0.442460</td>\n",
       "      <td>0.448144</td>\n",
       "      <td>0.447141</td>\n",
       "      <td>0.558990</td>\n",
       "      <td>0.449644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haymarket Pizza</th>\n",
       "      <td>0.554405</td>\n",
       "      <td>0.529287</td>\n",
       "      <td>0.537423</td>\n",
       "      <td>0.574086</td>\n",
       "      <td>0.403070</td>\n",
       "      <td>0.422254</td>\n",
       "      <td>0.554213</td>\n",
       "      <td>0.527428</td>\n",
       "      <td>0.564955</td>\n",
       "      <td>0.590278</td>\n",
       "      <td>...</td>\n",
       "      <td>0.444586</td>\n",
       "      <td>0.511020</td>\n",
       "      <td>0.472217</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.555785</td>\n",
       "      <td>0.542213</td>\n",
       "      <td>0.480635</td>\n",
       "      <td>0.378991</td>\n",
       "      <td>0.563777</td>\n",
       "      <td>0.445317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Newcombs</th>\n",
       "      <td>0.448618</td>\n",
       "      <td>0.496793</td>\n",
       "      <td>0.609728</td>\n",
       "      <td>0.507898</td>\n",
       "      <td>0.409607</td>\n",
       "      <td>0.454274</td>\n",
       "      <td>0.620064</td>\n",
       "      <td>0.480278</td>\n",
       "      <td>0.503112</td>\n",
       "      <td>0.505758</td>\n",
       "      <td>...</td>\n",
       "      <td>0.381273</td>\n",
       "      <td>0.558582</td>\n",
       "      <td>0.438403</td>\n",
       "      <td>0.555785</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.509647</td>\n",
       "      <td>0.535260</td>\n",
       "      <td>0.472283</td>\n",
       "      <td>0.501153</td>\n",
       "      <td>0.501017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tresca</th>\n",
       "      <td>0.512356</td>\n",
       "      <td>0.539340</td>\n",
       "      <td>0.530029</td>\n",
       "      <td>0.530586</td>\n",
       "      <td>0.414514</td>\n",
       "      <td>0.328548</td>\n",
       "      <td>0.600885</td>\n",
       "      <td>0.499794</td>\n",
       "      <td>0.503530</td>\n",
       "      <td>0.604778</td>\n",
       "      <td>...</td>\n",
       "      <td>0.345010</td>\n",
       "      <td>0.581251</td>\n",
       "      <td>0.442460</td>\n",
       "      <td>0.542213</td>\n",
       "      <td>0.509647</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.391962</td>\n",
       "      <td>0.520085</td>\n",
       "      <td>0.521855</td>\n",
       "      <td>0.521740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cranberry Cafe</th>\n",
       "      <td>0.457233</td>\n",
       "      <td>0.526563</td>\n",
       "      <td>0.594975</td>\n",
       "      <td>0.439906</td>\n",
       "      <td>0.466045</td>\n",
       "      <td>0.514005</td>\n",
       "      <td>0.472647</td>\n",
       "      <td>0.511304</td>\n",
       "      <td>0.544115</td>\n",
       "      <td>0.480992</td>\n",
       "      <td>...</td>\n",
       "      <td>0.415766</td>\n",
       "      <td>0.635796</td>\n",
       "      <td>0.448144</td>\n",
       "      <td>0.480635</td>\n",
       "      <td>0.535260</td>\n",
       "      <td>0.391962</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.507191</td>\n",
       "      <td>0.484962</td>\n",
       "      <td>0.505649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tacos El Charro Mexican Restaurant</th>\n",
       "      <td>0.421503</td>\n",
       "      <td>0.490254</td>\n",
       "      <td>0.456847</td>\n",
       "      <td>0.505874</td>\n",
       "      <td>0.442144</td>\n",
       "      <td>0.467287</td>\n",
       "      <td>0.354015</td>\n",
       "      <td>0.479628</td>\n",
       "      <td>0.498936</td>\n",
       "      <td>0.510742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.387552</td>\n",
       "      <td>0.459490</td>\n",
       "      <td>0.447141</td>\n",
       "      <td>0.378991</td>\n",
       "      <td>0.472283</td>\n",
       "      <td>0.520085</td>\n",
       "      <td>0.507191</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.475296</td>\n",
       "      <td>0.349912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canary Square</th>\n",
       "      <td>0.611564</td>\n",
       "      <td>0.568586</td>\n",
       "      <td>0.484553</td>\n",
       "      <td>0.596452</td>\n",
       "      <td>0.410190</td>\n",
       "      <td>0.454228</td>\n",
       "      <td>0.617609</td>\n",
       "      <td>0.564010</td>\n",
       "      <td>0.475963</td>\n",
       "      <td>0.515470</td>\n",
       "      <td>...</td>\n",
       "      <td>0.488758</td>\n",
       "      <td>0.546906</td>\n",
       "      <td>0.558990</td>\n",
       "      <td>0.563777</td>\n",
       "      <td>0.501153</td>\n",
       "      <td>0.521855</td>\n",
       "      <td>0.484962</td>\n",
       "      <td>0.475296</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.492701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dot 2 Dot Cafe</th>\n",
       "      <td>0.606241</td>\n",
       "      <td>0.525301</td>\n",
       "      <td>0.324999</td>\n",
       "      <td>0.460525</td>\n",
       "      <td>0.235037</td>\n",
       "      <td>0.326616</td>\n",
       "      <td>0.541448</td>\n",
       "      <td>0.535502</td>\n",
       "      <td>0.475229</td>\n",
       "      <td>0.584689</td>\n",
       "      <td>...</td>\n",
       "      <td>0.385822</td>\n",
       "      <td>0.520587</td>\n",
       "      <td>0.449644</td>\n",
       "      <td>0.445317</td>\n",
       "      <td>0.501017</td>\n",
       "      <td>0.521740</td>\n",
       "      <td>0.505649</td>\n",
       "      <td>0.349912</td>\n",
       "      <td>0.492701</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>482 rows × 482 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Slice Place  Hien Vuong Restaurant  \\\n",
       "Slice Place                             1.000000               0.534755   \n",
       "Hien Vuong Restaurant                   0.534755               1.000000   \n",
       "Finagle-A-Bagel                         0.407488               0.540655   \n",
       "Rebecca's Cafe                          0.548650               0.560245   \n",
       "La Frontera                             0.271837               0.407537   \n",
       "Babushka Deli Incorporated              0.414737               0.406188   \n",
       "South Street Pizza                      0.541861               0.550638   \n",
       "Amazing Geisha Wings                    0.571780               0.507355   \n",
       "Ankara Cafe 2\\n- CLOSED                 0.521899               0.588779   \n",
       "Max Brenner - Boston                    0.632912               0.535810   \n",
       "Dunkin Donuts                           0.527993               0.581987   \n",
       "Boston Sail Loft Restaurant             0.446294               0.481643   \n",
       "Trident Booksellers & Cafe              0.566738               0.517568   \n",
       "Bohemios                                0.587965               0.515265   \n",
       "Wrapme                                  0.495428               0.526514   \n",
       "South Boston Chinese Restaurant         0.482247               0.449489   \n",
       "Ghalal Restaurant                       0.518044               0.425151   \n",
       "Great Wok Restaurants                   0.591004               0.468134   \n",
       "University House of Pizza\\n- CLOSED     0.572636               0.440222   \n",
       "Upstairs Grill\\n- CLOSED                0.497115               0.486835   \n",
       "Boston Kabob Company                    0.504206               0.455748   \n",
       "Momogoose Foodtruck                     0.461363               0.545925   \n",
       "Harry's Bar and Grille                  0.538053               0.504737   \n",
       "Village Sushi & Grill                   0.526283               0.594693   \n",
       "Green Bean Mobile Cafe                  0.628967               0.507832   \n",
       "Meridian 155                            0.573429               0.545024   \n",
       "Camino Real Colombian Restaurant        0.544647               0.513642   \n",
       "New Speedy Chen's                       0.455685               0.466117   \n",
       "Street Thai                             0.434821               0.421855   \n",
       "Toni Ann's                              0.462367               0.516291   \n",
       "...                                          ...                    ...   \n",
       "Boston Chops                            0.578239               0.500556   \n",
       "Chicken Lou's\\n- CLOSED                 0.579815               0.532839   \n",
       "Euno                                    0.557178               0.623689   \n",
       "Funtea Cafe                             0.392537               0.497234   \n",
       "Longwood                                0.488934               0.481183   \n",
       "China Pagoda                            0.446037               0.454432   \n",
       "Bricco Salumeria & Pasta Shop           0.627759               0.549492   \n",
       "Tasca Tapas Restaurant                  0.481246               0.492249   \n",
       "Pizza Pie-er                            0.531170               0.477418   \n",
       "Basho Japanese Brasserie                0.553854               0.523769   \n",
       "China House                             0.533001               0.541310   \n",
       "Wagamama                                0.511843               0.486945   \n",
       "Smoken' Joe's                           0.549773               0.597650   \n",
       "Locale Boston                           0.446519               0.474042   \n",
       "Molina's Restaurant                     0.567965               0.460523   \n",
       "The Green Turtle Inn                    0.505415               0.496890   \n",
       "Lo Conte's Italian Cuisine              0.571983               0.527482   \n",
       "The Upper Crust                         0.467576               0.579281   \n",
       "Abby's Place of Brighton                0.536723               0.460828   \n",
       "Cafe Jaffa                              0.562538               0.519905   \n",
       "Deadwood Cafe and Brewery               0.497853               0.441310   \n",
       "Nud POB Thai Restaurant                 0.430769               0.512056   \n",
       "Boat House Deli                         0.593959               0.474976   \n",
       "Haymarket Pizza                         0.554405               0.529287   \n",
       "Newcombs                                0.448618               0.496793   \n",
       "Tresca                                  0.512356               0.539340   \n",
       "Cranberry Cafe                          0.457233               0.526563   \n",
       "Tacos El Charro Mexican Restaurant      0.421503               0.490254   \n",
       "Canary Square                           0.611564               0.568586   \n",
       "Dot 2 Dot Cafe                          0.606241               0.525301   \n",
       "\n",
       "                                     Finagle-A-Bagel  Rebecca's Cafe  \\\n",
       "Slice Place                                 0.407488        0.548650   \n",
       "Hien Vuong Restaurant                       0.540655        0.560245   \n",
       "Finagle-A-Bagel                             1.000000        0.408026   \n",
       "Rebecca's Cafe                              0.408026        1.000000   \n",
       "La Frontera                                 0.501636        0.416410   \n",
       "Babushka Deli Incorporated                  0.457770        0.481673   \n",
       "South Street Pizza                          0.505783        0.557169   \n",
       "Amazing Geisha Wings                        0.480197        0.593508   \n",
       "Ankara Cafe 2\\n- CLOSED                     0.560904        0.562973   \n",
       "Max Brenner - Boston                        0.455215        0.665572   \n",
       "Dunkin Donuts                               0.574598        0.511361   \n",
       "Boston Sail Loft Restaurant                 0.554491        0.469710   \n",
       "Trident Booksellers & Cafe                  0.530350        0.567209   \n",
       "Bohemios                                    0.468716        0.567258   \n",
       "Wrapme                                      0.541302        0.536923   \n",
       "South Boston Chinese Restaurant             0.375107        0.520139   \n",
       "Ghalal Restaurant                           0.475283        0.476130   \n",
       "Great Wok Restaurants                       0.437033        0.554863   \n",
       "University House of Pizza\\n- CLOSED         0.493582        0.549819   \n",
       "Upstairs Grill\\n- CLOSED                    0.473007        0.569898   \n",
       "Boston Kabob Company                        0.602765        0.504434   \n",
       "Momogoose Foodtruck                         0.562386        0.517957   \n",
       "Harry's Bar and Grille                      0.511025        0.479266   \n",
       "Village Sushi & Grill                       0.589394        0.525581   \n",
       "Green Bean Mobile Cafe                      0.480653        0.532683   \n",
       "Meridian 155                                0.462820        0.480601   \n",
       "Camino Real Colombian Restaurant            0.437971        0.485371   \n",
       "New Speedy Chen's                           0.558372        0.537232   \n",
       "Street Thai                                 0.406178        0.435176   \n",
       "Toni Ann's                                  0.368576        0.507933   \n",
       "...                                              ...             ...   \n",
       "Boston Chops                                0.464706        0.560526   \n",
       "Chicken Lou's\\n- CLOSED                     0.581396        0.520596   \n",
       "Euno                                        0.559016        0.577544   \n",
       "Funtea Cafe                                 0.459736        0.437247   \n",
       "Longwood                                    0.511394        0.510260   \n",
       "China Pagoda                                0.483514        0.542191   \n",
       "Bricco Salumeria & Pasta Shop               0.525044        0.506654   \n",
       "Tasca Tapas Restaurant                      0.541279        0.381769   \n",
       "Pizza Pie-er                                0.443393        0.529991   \n",
       "Basho Japanese Brasserie                    0.453558        0.594042   \n",
       "China House                                 0.494827        0.477830   \n",
       "Wagamama                                    0.573590        0.534534   \n",
       "Smoken' Joe's                               0.516322        0.674540   \n",
       "Locale Boston                               0.461079        0.542393   \n",
       "Molina's Restaurant                         0.471637        0.529410   \n",
       "The Green Turtle Inn                        0.444555        0.505784   \n",
       "Lo Conte's Italian Cuisine                  0.518593        0.610926   \n",
       "The Upper Crust                             0.490907        0.431462   \n",
       "Abby's Place of Brighton                    0.421102        0.493281   \n",
       "Cafe Jaffa                                  0.488347        0.615759   \n",
       "Deadwood Cafe and Brewery                   0.407492        0.437272   \n",
       "Nud POB Thai Restaurant                     0.524339        0.558018   \n",
       "Boat House Deli                             0.420400        0.405317   \n",
       "Haymarket Pizza                             0.537423        0.574086   \n",
       "Newcombs                                    0.609728        0.507898   \n",
       "Tresca                                      0.530029        0.530586   \n",
       "Cranberry Cafe                              0.594975        0.439906   \n",
       "Tacos El Charro Mexican Restaurant          0.456847        0.505874   \n",
       "Canary Square                               0.484553        0.596452   \n",
       "Dot 2 Dot Cafe                              0.324999        0.460525   \n",
       "\n",
       "                                     La Frontera  Babushka Deli Incorporated  \\\n",
       "Slice Place                             0.271837                    0.414737   \n",
       "Hien Vuong Restaurant                   0.407537                    0.406188   \n",
       "Finagle-A-Bagel                         0.501636                    0.457770   \n",
       "Rebecca's Cafe                          0.416410                    0.481673   \n",
       "La Frontera                             1.000000                    0.537705   \n",
       "Babushka Deli Incorporated              0.537705                    1.000000   \n",
       "South Street Pizza                      0.476115                    0.457530   \n",
       "Amazing Geisha Wings                    0.415777                    0.538694   \n",
       "Ankara Cafe 2\\n- CLOSED                 0.474138                    0.458531   \n",
       "Max Brenner - Boston                    0.547934                    0.543127   \n",
       "Dunkin Donuts                           0.521119                    0.503126   \n",
       "Boston Sail Loft Restaurant             0.409687                    0.503845   \n",
       "Trident Booksellers & Cafe              0.398185                    0.461115   \n",
       "Bohemios                                0.381135                    0.424920   \n",
       "Wrapme                                  0.510876                    0.488962   \n",
       "South Boston Chinese Restaurant         0.464849                    0.423631   \n",
       "Ghalal Restaurant                       0.509648                    0.485977   \n",
       "Great Wok Restaurants                   0.613685                    0.533349   \n",
       "University House of Pizza\\n- CLOSED     0.376375                    0.437202   \n",
       "Upstairs Grill\\n- CLOSED                0.548220                    0.489549   \n",
       "Boston Kabob Company                    0.562804                    0.540552   \n",
       "Momogoose Foodtruck                     0.553122                    0.576117   \n",
       "Harry's Bar and Grille                  0.440498                    0.355047   \n",
       "Village Sushi & Grill                   0.453872                    0.436905   \n",
       "Green Bean Mobile Cafe                  0.512884                    0.492133   \n",
       "Meridian 155                            0.492965                    0.453380   \n",
       "Camino Real Colombian Restaurant        0.404630                    0.561433   \n",
       "New Speedy Chen's                       0.480880                    0.374956   \n",
       "Street Thai                             0.510849                    0.464276   \n",
       "Toni Ann's                              0.473816                    0.424562   \n",
       "...                                          ...                         ...   \n",
       "Boston Chops                            0.262097                    0.380107   \n",
       "Chicken Lou's\\n- CLOSED                 0.436798                    0.436493   \n",
       "Euno                                    0.580599                    0.503594   \n",
       "Funtea Cafe                             0.416981                    0.470443   \n",
       "Longwood                                0.542663                    0.565549   \n",
       "China Pagoda                            0.453195                    0.453567   \n",
       "Bricco Salumeria & Pasta Shop           0.487259                    0.506034   \n",
       "Tasca Tapas Restaurant                  0.577491                    0.376254   \n",
       "Pizza Pie-er                            0.454927                    0.476305   \n",
       "Basho Japanese Brasserie                0.393476                    0.378960   \n",
       "China House                             0.465088                    0.417176   \n",
       "Wagamama                                0.416042                    0.589221   \n",
       "Smoken' Joe's                           0.451814                    0.437775   \n",
       "Locale Boston                           0.494380                    0.498236   \n",
       "Molina's Restaurant                     0.465407                    0.569424   \n",
       "The Green Turtle Inn                    0.537112                    0.470144   \n",
       "Lo Conte's Italian Cuisine              0.424161                    0.465435   \n",
       "The Upper Crust                         0.522149                    0.387758   \n",
       "Abby's Place of Brighton                0.427599                    0.384075   \n",
       "Cafe Jaffa                              0.483913                    0.548553   \n",
       "Deadwood Cafe and Brewery               0.431588                    0.379414   \n",
       "Nud POB Thai Restaurant                 0.539372                    0.543185   \n",
       "Boat House Deli                         0.353413                    0.468529   \n",
       "Haymarket Pizza                         0.403070                    0.422254   \n",
       "Newcombs                                0.409607                    0.454274   \n",
       "Tresca                                  0.414514                    0.328548   \n",
       "Cranberry Cafe                          0.466045                    0.514005   \n",
       "Tacos El Charro Mexican Restaurant      0.442144                    0.467287   \n",
       "Canary Square                           0.410190                    0.454228   \n",
       "Dot 2 Dot Cafe                          0.235037                    0.326616   \n",
       "\n",
       "                                     South Street Pizza  Amazing Geisha Wings  \\\n",
       "Slice Place                                    0.541861              0.571780   \n",
       "Hien Vuong Restaurant                          0.550638              0.507355   \n",
       "Finagle-A-Bagel                                0.505783              0.480197   \n",
       "Rebecca's Cafe                                 0.557169              0.593508   \n",
       "La Frontera                                    0.476115              0.415777   \n",
       "Babushka Deli Incorporated                     0.457530              0.538694   \n",
       "South Street Pizza                             1.000000              0.546447   \n",
       "Amazing Geisha Wings                           0.546447              1.000000   \n",
       "Ankara Cafe 2\\n- CLOSED                        0.513051              0.643935   \n",
       "Max Brenner - Boston                           0.587859              0.691699   \n",
       "Dunkin Donuts                                  0.503828              0.464167   \n",
       "Boston Sail Loft Restaurant                    0.431710              0.562038   \n",
       "Trident Booksellers & Cafe                     0.612312              0.573444   \n",
       "Bohemios                                       0.540598              0.536770   \n",
       "Wrapme                                         0.582009              0.526839   \n",
       "South Boston Chinese Restaurant                0.555626              0.509778   \n",
       "Ghalal Restaurant                              0.473394              0.452168   \n",
       "Great Wok Restaurants                          0.617665              0.565166   \n",
       "University House of Pizza\\n- CLOSED            0.490855              0.559972   \n",
       "Upstairs Grill\\n- CLOSED                       0.646119              0.542721   \n",
       "Boston Kabob Company                           0.403402              0.498019   \n",
       "Momogoose Foodtruck                            0.580091              0.527131   \n",
       "Harry's Bar and Grille                         0.473197              0.429374   \n",
       "Village Sushi & Grill                          0.574361              0.496484   \n",
       "Green Bean Mobile Cafe                         0.620034              0.599893   \n",
       "Meridian 155                                   0.614969              0.491910   \n",
       "Camino Real Colombian Restaurant               0.538036              0.579331   \n",
       "New Speedy Chen's                              0.508712              0.488056   \n",
       "Street Thai                                    0.474608              0.514309   \n",
       "Toni Ann's                                     0.400781              0.415266   \n",
       "...                                                 ...                   ...   \n",
       "Boston Chops                                   0.448133              0.463098   \n",
       "Chicken Lou's\\n- CLOSED                        0.517363              0.552984   \n",
       "Euno                                           0.664298              0.598331   \n",
       "Funtea Cafe                                    0.396957              0.502904   \n",
       "Longwood                                       0.505799              0.502635   \n",
       "China Pagoda                                   0.557029              0.532045   \n",
       "Bricco Salumeria & Pasta Shop                  0.581316              0.567874   \n",
       "Tasca Tapas Restaurant                         0.535326              0.488932   \n",
       "Pizza Pie-er                                   0.600630              0.576555   \n",
       "Basho Japanese Brasserie                       0.449398              0.466442   \n",
       "China House                                    0.525347              0.595692   \n",
       "Wagamama                                       0.614795              0.559378   \n",
       "Smoken' Joe's                                  0.624030              0.628704   \n",
       "Locale Boston                                  0.499944              0.571331   \n",
       "Molina's Restaurant                            0.507419              0.540502   \n",
       "The Green Turtle Inn                           0.574148              0.494606   \n",
       "Lo Conte's Italian Cuisine                     0.550831              0.506196   \n",
       "The Upper Crust                                0.488131              0.480064   \n",
       "Abby's Place of Brighton                       0.549194              0.503608   \n",
       "Cafe Jaffa                                     0.603390              0.500381   \n",
       "Deadwood Cafe and Brewery                      0.516984              0.508860   \n",
       "Nud POB Thai Restaurant                        0.600172              0.513895   \n",
       "Boat House Deli                                0.442550              0.495724   \n",
       "Haymarket Pizza                                0.554213              0.527428   \n",
       "Newcombs                                       0.620064              0.480278   \n",
       "Tresca                                         0.600885              0.499794   \n",
       "Cranberry Cafe                                 0.472647              0.511304   \n",
       "Tacos El Charro Mexican Restaurant             0.354015              0.479628   \n",
       "Canary Square                                  0.617609              0.564010   \n",
       "Dot 2 Dot Cafe                                 0.541448              0.535502   \n",
       "\n",
       "                                     Ankara Cafe 2\\n- CLOSED  \\\n",
       "Slice Place                                         0.521899   \n",
       "Hien Vuong Restaurant                               0.588779   \n",
       "Finagle-A-Bagel                                     0.560904   \n",
       "Rebecca's Cafe                                      0.562973   \n",
       "La Frontera                                         0.474138   \n",
       "Babushka Deli Incorporated                          0.458531   \n",
       "South Street Pizza                                  0.513051   \n",
       "Amazing Geisha Wings                                0.643935   \n",
       "Ankara Cafe 2\\n- CLOSED                             1.000000   \n",
       "Max Brenner - Boston                                0.503876   \n",
       "Dunkin Donuts                                       0.562399   \n",
       "Boston Sail Loft Restaurant                         0.528174   \n",
       "Trident Booksellers & Cafe                          0.636461   \n",
       "Bohemios                                            0.502295   \n",
       "Wrapme                                              0.510211   \n",
       "South Boston Chinese Restaurant                     0.497728   \n",
       "Ghalal Restaurant                                   0.473630   \n",
       "Great Wok Restaurants                               0.545955   \n",
       "University House of Pizza\\n- CLOSED                 0.430917   \n",
       "Upstairs Grill\\n- CLOSED                            0.619411   \n",
       "Boston Kabob Company                                0.594545   \n",
       "Momogoose Foodtruck                                 0.510631   \n",
       "Harry's Bar and Grille                              0.506051   \n",
       "Village Sushi & Grill                               0.480864   \n",
       "Green Bean Mobile Cafe                              0.495099   \n",
       "Meridian 155                                        0.510625   \n",
       "Camino Real Colombian Restaurant                    0.440646   \n",
       "New Speedy Chen's                                   0.447983   \n",
       "Street Thai                                         0.576780   \n",
       "Toni Ann's                                          0.477496   \n",
       "...                                                      ...   \n",
       "Boston Chops                                        0.574858   \n",
       "Chicken Lou's\\n- CLOSED                             0.499018   \n",
       "Euno                                                0.569420   \n",
       "Funtea Cafe                                         0.319109   \n",
       "Longwood                                            0.560815   \n",
       "China Pagoda                                        0.575526   \n",
       "Bricco Salumeria & Pasta Shop                       0.500824   \n",
       "Tasca Tapas Restaurant                              0.551092   \n",
       "Pizza Pie-er                                        0.519432   \n",
       "Basho Japanese Brasserie                            0.485683   \n",
       "China House                                         0.604490   \n",
       "Wagamama                                            0.527939   \n",
       "Smoken' Joe's                                       0.633005   \n",
       "Locale Boston                                       0.458182   \n",
       "Molina's Restaurant                                 0.507088   \n",
       "The Green Turtle Inn                                0.537454   \n",
       "Lo Conte's Italian Cuisine                          0.489122   \n",
       "The Upper Crust                                     0.576355   \n",
       "Abby's Place of Brighton                            0.404225   \n",
       "Cafe Jaffa                                          0.607018   \n",
       "Deadwood Cafe and Brewery                           0.470796   \n",
       "Nud POB Thai Restaurant                             0.637130   \n",
       "Boat House Deli                                     0.458180   \n",
       "Haymarket Pizza                                     0.564955   \n",
       "Newcombs                                            0.503112   \n",
       "Tresca                                              0.503530   \n",
       "Cranberry Cafe                                      0.544115   \n",
       "Tacos El Charro Mexican Restaurant                  0.498936   \n",
       "Canary Square                                       0.475963   \n",
       "Dot 2 Dot Cafe                                      0.475229   \n",
       "\n",
       "                                     Max Brenner - Boston       ...        \\\n",
       "Slice Place                                      0.632912       ...         \n",
       "Hien Vuong Restaurant                            0.535810       ...         \n",
       "Finagle-A-Bagel                                  0.455215       ...         \n",
       "Rebecca's Cafe                                   0.665572       ...         \n",
       "La Frontera                                      0.547934       ...         \n",
       "Babushka Deli Incorporated                       0.543127       ...         \n",
       "South Street Pizza                               0.587859       ...         \n",
       "Amazing Geisha Wings                             0.691699       ...         \n",
       "Ankara Cafe 2\\n- CLOSED                          0.503876       ...         \n",
       "Max Brenner - Boston                             1.000000       ...         \n",
       "Dunkin Donuts                                    0.569462       ...         \n",
       "Boston Sail Loft Restaurant                      0.456944       ...         \n",
       "Trident Booksellers & Cafe                       0.524179       ...         \n",
       "Bohemios                                         0.545162       ...         \n",
       "Wrapme                                           0.606510       ...         \n",
       "South Boston Chinese Restaurant                  0.542795       ...         \n",
       "Ghalal Restaurant                                0.557341       ...         \n",
       "Great Wok Restaurants                            0.586726       ...         \n",
       "University House of Pizza\\n- CLOSED              0.549236       ...         \n",
       "Upstairs Grill\\n- CLOSED                         0.548825       ...         \n",
       "Boston Kabob Company                             0.527557       ...         \n",
       "Momogoose Foodtruck                              0.548962       ...         \n",
       "Harry's Bar and Grille                           0.480973       ...         \n",
       "Village Sushi & Grill                            0.557087       ...         \n",
       "Green Bean Mobile Cafe                           0.656084       ...         \n",
       "Meridian 155                                     0.567095       ...         \n",
       "Camino Real Colombian Restaurant                 0.603895       ...         \n",
       "New Speedy Chen's                                0.443688       ...         \n",
       "Street Thai                                      0.602221       ...         \n",
       "Toni Ann's                                       0.513658       ...         \n",
       "...                                                   ...       ...         \n",
       "Boston Chops                                     0.498341       ...         \n",
       "Chicken Lou's\\n- CLOSED                          0.597748       ...         \n",
       "Euno                                             0.636819       ...         \n",
       "Funtea Cafe                                      0.477942       ...         \n",
       "Longwood                                         0.561898       ...         \n",
       "China Pagoda                                     0.543497       ...         \n",
       "Bricco Salumeria & Pasta Shop                    0.684705       ...         \n",
       "Tasca Tapas Restaurant                           0.469091       ...         \n",
       "Pizza Pie-er                                     0.619730       ...         \n",
       "Basho Japanese Brasserie                         0.497069       ...         \n",
       "China House                                      0.600343       ...         \n",
       "Wagamama                                         0.511114       ...         \n",
       "Smoken' Joe's                                    0.612686       ...         \n",
       "Locale Boston                                    0.578627       ...         \n",
       "Molina's Restaurant                              0.617325       ...         \n",
       "The Green Turtle Inn                             0.487605       ...         \n",
       "Lo Conte's Italian Cuisine                       0.604467       ...         \n",
       "The Upper Crust                                  0.529433       ...         \n",
       "Abby's Place of Brighton                         0.636461       ...         \n",
       "Cafe Jaffa                                       0.523270       ...         \n",
       "Deadwood Cafe and Brewery                        0.526764       ...         \n",
       "Nud POB Thai Restaurant                          0.587136       ...         \n",
       "Boat House Deli                                  0.436721       ...         \n",
       "Haymarket Pizza                                  0.590278       ...         \n",
       "Newcombs                                         0.505758       ...         \n",
       "Tresca                                           0.604778       ...         \n",
       "Cranberry Cafe                                   0.480992       ...         \n",
       "Tacos El Charro Mexican Restaurant               0.510742       ...         \n",
       "Canary Square                                    0.515470       ...         \n",
       "Dot 2 Dot Cafe                                   0.584689       ...         \n",
       "\n",
       "                                     Deadwood Cafe and Brewery  \\\n",
       "Slice Place                                           0.497853   \n",
       "Hien Vuong Restaurant                                 0.441310   \n",
       "Finagle-A-Bagel                                       0.407492   \n",
       "Rebecca's Cafe                                        0.437272   \n",
       "La Frontera                                           0.431588   \n",
       "Babushka Deli Incorporated                            0.379414   \n",
       "South Street Pizza                                    0.516984   \n",
       "Amazing Geisha Wings                                  0.508860   \n",
       "Ankara Cafe 2\\n- CLOSED                               0.470796   \n",
       "Max Brenner - Boston                                  0.526764   \n",
       "Dunkin Donuts                                         0.448039   \n",
       "Boston Sail Loft Restaurant                           0.354330   \n",
       "Trident Booksellers & Cafe                            0.413889   \n",
       "Bohemios                                              0.372133   \n",
       "Wrapme                                                0.421162   \n",
       "South Boston Chinese Restaurant                       0.457435   \n",
       "Ghalal Restaurant                                     0.435149   \n",
       "Great Wok Restaurants                                 0.468675   \n",
       "University House of Pizza\\n- CLOSED                   0.456416   \n",
       "Upstairs Grill\\n- CLOSED                              0.504920   \n",
       "Boston Kabob Company                                  0.443637   \n",
       "Momogoose Foodtruck                                   0.493738   \n",
       "Harry's Bar and Grille                                0.367635   \n",
       "Village Sushi & Grill                                 0.459065   \n",
       "Green Bean Mobile Cafe                                0.554992   \n",
       "Meridian 155                                          0.507686   \n",
       "Camino Real Colombian Restaurant                      0.392632   \n",
       "New Speedy Chen's                                     0.433261   \n",
       "Street Thai                                           0.407535   \n",
       "Toni Ann's                                            0.315306   \n",
       "...                                                        ...   \n",
       "Boston Chops                                          0.368906   \n",
       "Chicken Lou's\\n- CLOSED                               0.560439   \n",
       "Euno                                                  0.562871   \n",
       "Funtea Cafe                                           0.481151   \n",
       "Longwood                                              0.393138   \n",
       "China Pagoda                                          0.471331   \n",
       "Bricco Salumeria & Pasta Shop                         0.518481   \n",
       "Tasca Tapas Restaurant                                0.437748   \n",
       "Pizza Pie-er                                          0.430702   \n",
       "Basho Japanese Brasserie                              0.432554   \n",
       "China House                                           0.501728   \n",
       "Wagamama                                              0.434113   \n",
       "Smoken' Joe's                                         0.530655   \n",
       "Locale Boston                                         0.356451   \n",
       "Molina's Restaurant                                   0.524516   \n",
       "The Green Turtle Inn                                  0.563206   \n",
       "Lo Conte's Italian Cuisine                            0.555061   \n",
       "The Upper Crust                                       0.566454   \n",
       "Abby's Place of Brighton                              0.540857   \n",
       "Cafe Jaffa                                            0.547020   \n",
       "Deadwood Cafe and Brewery                             1.000000   \n",
       "Nud POB Thai Restaurant                               0.476453   \n",
       "Boat House Deli                                       0.386898   \n",
       "Haymarket Pizza                                       0.444586   \n",
       "Newcombs                                              0.381273   \n",
       "Tresca                                                0.345010   \n",
       "Cranberry Cafe                                        0.415766   \n",
       "Tacos El Charro Mexican Restaurant                    0.387552   \n",
       "Canary Square                                         0.488758   \n",
       "Dot 2 Dot Cafe                                        0.385822   \n",
       "\n",
       "                                     Nud POB Thai Restaurant  Boat House Deli  \\\n",
       "Slice Place                                         0.430769         0.593959   \n",
       "Hien Vuong Restaurant                               0.512056         0.474976   \n",
       "Finagle-A-Bagel                                     0.524339         0.420400   \n",
       "Rebecca's Cafe                                      0.558018         0.405317   \n",
       "La Frontera                                         0.539372         0.353413   \n",
       "Babushka Deli Incorporated                          0.543185         0.468529   \n",
       "South Street Pizza                                  0.600172         0.442550   \n",
       "Amazing Geisha Wings                                0.513895         0.495724   \n",
       "Ankara Cafe 2\\n- CLOSED                             0.637130         0.458180   \n",
       "Max Brenner - Boston                                0.587136         0.436721   \n",
       "Dunkin Donuts                                       0.524444         0.464387   \n",
       "Boston Sail Loft Restaurant                         0.429884         0.457153   \n",
       "Trident Booksellers & Cafe                          0.593849         0.427473   \n",
       "Bohemios                                            0.542002         0.546531   \n",
       "Wrapme                                              0.621458         0.456939   \n",
       "South Boston Chinese Restaurant                     0.552126         0.495826   \n",
       "Ghalal Restaurant                                   0.570999         0.519066   \n",
       "Great Wok Restaurants                               0.493267         0.494532   \n",
       "University House of Pizza\\n- CLOSED                 0.567846         0.513357   \n",
       "Upstairs Grill\\n- CLOSED                            0.505808         0.470503   \n",
       "Boston Kabob Company                                0.632492         0.479106   \n",
       "Momogoose Foodtruck                                 0.545803         0.479965   \n",
       "Harry's Bar and Grille                              0.527359         0.446502   \n",
       "Village Sushi & Grill                               0.571486         0.419135   \n",
       "Green Bean Mobile Cafe                              0.546913         0.476902   \n",
       "Meridian 155                                        0.511525         0.502573   \n",
       "Camino Real Colombian Restaurant                    0.501833         0.567620   \n",
       "New Speedy Chen's                                   0.546848         0.487177   \n",
       "Street Thai                                         0.599691         0.349528   \n",
       "Toni Ann's                                          0.504810         0.404464   \n",
       "...                                                      ...              ...   \n",
       "Boston Chops                                        0.431156         0.410579   \n",
       "Chicken Lou's\\n- CLOSED                             0.502623         0.504669   \n",
       "Euno                                                0.648404         0.511198   \n",
       "Funtea Cafe                                         0.357899         0.419072   \n",
       "Longwood                                            0.485368         0.444792   \n",
       "China Pagoda                                        0.574307         0.370029   \n",
       "Bricco Salumeria & Pasta Shop                       0.570456         0.508719   \n",
       "Tasca Tapas Restaurant                              0.494803         0.489634   \n",
       "Pizza Pie-er                                        0.596037         0.458934   \n",
       "Basho Japanese Brasserie                            0.526409         0.423999   \n",
       "China House                                         0.582836         0.494140   \n",
       "Wagamama                                            0.524201         0.507199   \n",
       "Smoken' Joe's                                       0.592615         0.477918   \n",
       "Locale Boston                                       0.596212         0.456578   \n",
       "Molina's Restaurant                                 0.690231         0.427103   \n",
       "The Green Turtle Inn                                0.535716         0.523549   \n",
       "Lo Conte's Italian Cuisine                          0.584033         0.452779   \n",
       "The Upper Crust                                     0.499683         0.435608   \n",
       "Abby's Place of Brighton                            0.489104         0.434905   \n",
       "Cafe Jaffa                                          0.653198         0.491126   \n",
       "Deadwood Cafe and Brewery                           0.476453         0.386898   \n",
       "Nud POB Thai Restaurant                             1.000000         0.447623   \n",
       "Boat House Deli                                     0.447623         1.000000   \n",
       "Haymarket Pizza                                     0.511020         0.472217   \n",
       "Newcombs                                            0.558582         0.438403   \n",
       "Tresca                                              0.581251         0.442460   \n",
       "Cranberry Cafe                                      0.635796         0.448144   \n",
       "Tacos El Charro Mexican Restaurant                  0.459490         0.447141   \n",
       "Canary Square                                       0.546906         0.558990   \n",
       "Dot 2 Dot Cafe                                      0.520587         0.449644   \n",
       "\n",
       "                                     Haymarket Pizza  Newcombs    Tresca  \\\n",
       "Slice Place                                 0.554405  0.448618  0.512356   \n",
       "Hien Vuong Restaurant                       0.529287  0.496793  0.539340   \n",
       "Finagle-A-Bagel                             0.537423  0.609728  0.530029   \n",
       "Rebecca's Cafe                              0.574086  0.507898  0.530586   \n",
       "La Frontera                                 0.403070  0.409607  0.414514   \n",
       "Babushka Deli Incorporated                  0.422254  0.454274  0.328548   \n",
       "South Street Pizza                          0.554213  0.620064  0.600885   \n",
       "Amazing Geisha Wings                        0.527428  0.480278  0.499794   \n",
       "Ankara Cafe 2\\n- CLOSED                     0.564955  0.503112  0.503530   \n",
       "Max Brenner - Boston                        0.590278  0.505758  0.604778   \n",
       "Dunkin Donuts                               0.536650  0.487852  0.470367   \n",
       "Boston Sail Loft Restaurant                 0.477914  0.551334  0.400905   \n",
       "Trident Booksellers & Cafe                  0.425172  0.532742  0.668531   \n",
       "Bohemios                                    0.467812  0.483397  0.442862   \n",
       "Wrapme                                      0.468056  0.514281  0.556365   \n",
       "South Boston Chinese Restaurant             0.552621  0.411701  0.419137   \n",
       "Ghalal Restaurant                           0.487965  0.515112  0.500903   \n",
       "Great Wok Restaurants                       0.507822  0.500385  0.500576   \n",
       "University House of Pizza\\n- CLOSED         0.456670  0.471221  0.431114   \n",
       "Upstairs Grill\\n- CLOSED                    0.465373  0.589820  0.477860   \n",
       "Boston Kabob Company                        0.467410  0.439964  0.465938   \n",
       "Momogoose Foodtruck                         0.489345  0.574607  0.537198   \n",
       "Harry's Bar and Grille                      0.501553  0.469503  0.554656   \n",
       "Village Sushi & Grill                       0.473667  0.547211  0.466849   \n",
       "Green Bean Mobile Cafe                      0.528315  0.553390  0.481724   \n",
       "Meridian 155                                0.450598  0.501707  0.539121   \n",
       "Camino Real Colombian Restaurant            0.450531  0.474620  0.547380   \n",
       "New Speedy Chen's                           0.421787  0.497895  0.515796   \n",
       "Street Thai                                 0.487299  0.474252  0.476824   \n",
       "Toni Ann's                                  0.511671  0.392177  0.507328   \n",
       "...                                              ...       ...       ...   \n",
       "Boston Chops                                0.476341  0.531593  0.468130   \n",
       "Chicken Lou's\\n- CLOSED                     0.476465  0.500527  0.545017   \n",
       "Euno                                        0.482663  0.450665  0.634065   \n",
       "Funtea Cafe                                 0.446548  0.354977  0.360204   \n",
       "Longwood                                    0.536407  0.509464  0.433045   \n",
       "China Pagoda                                0.496516  0.521005  0.506698   \n",
       "Bricco Salumeria & Pasta Shop               0.529442  0.523497  0.510112   \n",
       "Tasca Tapas Restaurant                      0.574024  0.456142  0.586331   \n",
       "Pizza Pie-er                                0.538742  0.468759  0.591518   \n",
       "Basho Japanese Brasserie                    0.558098  0.492225  0.509674   \n",
       "China House                                 0.448110  0.414199  0.518129   \n",
       "Wagamama                                    0.558505  0.532352  0.412093   \n",
       "Smoken' Joe's                               0.524609  0.478695  0.570925   \n",
       "Locale Boston                               0.491900  0.518857  0.525295   \n",
       "Molina's Restaurant                         0.441347  0.488890  0.518399   \n",
       "The Green Turtle Inn                        0.556973  0.422505  0.446310   \n",
       "Lo Conte's Italian Cuisine                  0.486601  0.576943  0.520196   \n",
       "The Upper Crust                             0.640767  0.508750  0.530550   \n",
       "Abby's Place of Brighton                    0.378073  0.461012  0.470729   \n",
       "Cafe Jaffa                                  0.533743  0.621697  0.510975   \n",
       "Deadwood Cafe and Brewery                   0.444586  0.381273  0.345010   \n",
       "Nud POB Thai Restaurant                     0.511020  0.558582  0.581251   \n",
       "Boat House Deli                             0.472217  0.438403  0.442460   \n",
       "Haymarket Pizza                             1.000000  0.555785  0.542213   \n",
       "Newcombs                                    0.555785  1.000000  0.509647   \n",
       "Tresca                                      0.542213  0.509647  1.000000   \n",
       "Cranberry Cafe                              0.480635  0.535260  0.391962   \n",
       "Tacos El Charro Mexican Restaurant          0.378991  0.472283  0.520085   \n",
       "Canary Square                               0.563777  0.501153  0.521855   \n",
       "Dot 2 Dot Cafe                              0.445317  0.501017  0.521740   \n",
       "\n",
       "                                     Cranberry Cafe  \\\n",
       "Slice Place                                0.457233   \n",
       "Hien Vuong Restaurant                      0.526563   \n",
       "Finagle-A-Bagel                            0.594975   \n",
       "Rebecca's Cafe                             0.439906   \n",
       "La Frontera                                0.466045   \n",
       "Babushka Deli Incorporated                 0.514005   \n",
       "South Street Pizza                         0.472647   \n",
       "Amazing Geisha Wings                       0.511304   \n",
       "Ankara Cafe 2\\n- CLOSED                    0.544115   \n",
       "Max Brenner - Boston                       0.480992   \n",
       "Dunkin Donuts                              0.458498   \n",
       "Boston Sail Loft Restaurant                0.517986   \n",
       "Trident Booksellers & Cafe                 0.533321   \n",
       "Bohemios                                   0.532012   \n",
       "Wrapme                                     0.542297   \n",
       "South Boston Chinese Restaurant            0.443725   \n",
       "Ghalal Restaurant                          0.381607   \n",
       "Great Wok Restaurants                      0.463649   \n",
       "University House of Pizza\\n- CLOSED        0.460234   \n",
       "Upstairs Grill\\n- CLOSED                   0.464629   \n",
       "Boston Kabob Company                       0.531570   \n",
       "Momogoose Foodtruck                        0.505715   \n",
       "Harry's Bar and Grille                     0.517355   \n",
       "Village Sushi & Grill                      0.589782   \n",
       "Green Bean Mobile Cafe                     0.525140   \n",
       "Meridian 155                               0.490063   \n",
       "Camino Real Colombian Restaurant           0.389445   \n",
       "New Speedy Chen's                          0.541817   \n",
       "Street Thai                                0.467059   \n",
       "Toni Ann's                                 0.407037   \n",
       "...                                             ...   \n",
       "Boston Chops                               0.433442   \n",
       "Chicken Lou's\\n- CLOSED                    0.489841   \n",
       "Euno                                       0.527859   \n",
       "Funtea Cafe                                0.450667   \n",
       "Longwood                                   0.476458   \n",
       "China Pagoda                               0.470288   \n",
       "Bricco Salumeria & Pasta Shop              0.637718   \n",
       "Tasca Tapas Restaurant                     0.381700   \n",
       "Pizza Pie-er                               0.512915   \n",
       "Basho Japanese Brasserie                   0.561482   \n",
       "China House                                0.496030   \n",
       "Wagamama                                   0.538847   \n",
       "Smoken' Joe's                              0.556898   \n",
       "Locale Boston                              0.530914   \n",
       "Molina's Restaurant                        0.440313   \n",
       "The Green Turtle Inn                       0.407513   \n",
       "Lo Conte's Italian Cuisine                 0.463243   \n",
       "The Upper Crust                            0.510000   \n",
       "Abby's Place of Brighton                   0.394621   \n",
       "Cafe Jaffa                                 0.549326   \n",
       "Deadwood Cafe and Brewery                  0.415766   \n",
       "Nud POB Thai Restaurant                    0.635796   \n",
       "Boat House Deli                            0.448144   \n",
       "Haymarket Pizza                            0.480635   \n",
       "Newcombs                                   0.535260   \n",
       "Tresca                                     0.391962   \n",
       "Cranberry Cafe                             1.000000   \n",
       "Tacos El Charro Mexican Restaurant         0.507191   \n",
       "Canary Square                              0.484962   \n",
       "Dot 2 Dot Cafe                             0.505649   \n",
       "\n",
       "                                     Tacos El Charro Mexican Restaurant  \\\n",
       "Slice Place                                                    0.421503   \n",
       "Hien Vuong Restaurant                                          0.490254   \n",
       "Finagle-A-Bagel                                                0.456847   \n",
       "Rebecca's Cafe                                                 0.505874   \n",
       "La Frontera                                                    0.442144   \n",
       "Babushka Deli Incorporated                                     0.467287   \n",
       "South Street Pizza                                             0.354015   \n",
       "Amazing Geisha Wings                                           0.479628   \n",
       "Ankara Cafe 2\\n- CLOSED                                        0.498936   \n",
       "Max Brenner - Boston                                           0.510742   \n",
       "Dunkin Donuts                                                  0.392437   \n",
       "Boston Sail Loft Restaurant                                    0.454484   \n",
       "Trident Booksellers & Cafe                                     0.524184   \n",
       "Bohemios                                                       0.405144   \n",
       "Wrapme                                                         0.468811   \n",
       "South Boston Chinese Restaurant                                0.398510   \n",
       "Ghalal Restaurant                                              0.444098   \n",
       "Great Wok Restaurants                                          0.493038   \n",
       "University House of Pizza\\n- CLOSED                            0.395585   \n",
       "Upstairs Grill\\n- CLOSED                                       0.549297   \n",
       "Boston Kabob Company                                           0.480055   \n",
       "Momogoose Foodtruck                                            0.594416   \n",
       "Harry's Bar and Grille                                         0.548263   \n",
       "Village Sushi & Grill                                          0.477481   \n",
       "Green Bean Mobile Cafe                                         0.474827   \n",
       "Meridian 155                                                   0.374205   \n",
       "Camino Real Colombian Restaurant                               0.498625   \n",
       "New Speedy Chen's                                              0.467241   \n",
       "Street Thai                                                    0.326739   \n",
       "Toni Ann's                                                     0.426337   \n",
       "...                                                                 ...   \n",
       "Boston Chops                                                   0.380595   \n",
       "Chicken Lou's\\n- CLOSED                                        0.522381   \n",
       "Euno                                                           0.543559   \n",
       "Funtea Cafe                                                    0.364490   \n",
       "Longwood                                                       0.464656   \n",
       "China Pagoda                                                   0.469273   \n",
       "Bricco Salumeria & Pasta Shop                                  0.507496   \n",
       "Tasca Tapas Restaurant                                         0.399689   \n",
       "Pizza Pie-er                                                   0.365976   \n",
       "Basho Japanese Brasserie                                       0.440243   \n",
       "China House                                                    0.445507   \n",
       "Wagamama                                                       0.484042   \n",
       "Smoken' Joe's                                                  0.595836   \n",
       "Locale Boston                                                  0.517880   \n",
       "Molina's Restaurant                                            0.487114   \n",
       "The Green Turtle Inn                                           0.366671   \n",
       "Lo Conte's Italian Cuisine                                     0.446403   \n",
       "The Upper Crust                                                0.429651   \n",
       "Abby's Place of Brighton                                       0.522579   \n",
       "Cafe Jaffa                                                     0.387968   \n",
       "Deadwood Cafe and Brewery                                      0.387552   \n",
       "Nud POB Thai Restaurant                                        0.459490   \n",
       "Boat House Deli                                                0.447141   \n",
       "Haymarket Pizza                                                0.378991   \n",
       "Newcombs                                                       0.472283   \n",
       "Tresca                                                         0.520085   \n",
       "Cranberry Cafe                                                 0.507191   \n",
       "Tacos El Charro Mexican Restaurant                             1.000000   \n",
       "Canary Square                                                  0.475296   \n",
       "Dot 2 Dot Cafe                                                 0.349912   \n",
       "\n",
       "                                     Canary Square  Dot 2 Dot Cafe  \n",
       "Slice Place                               0.611564        0.606241  \n",
       "Hien Vuong Restaurant                     0.568586        0.525301  \n",
       "Finagle-A-Bagel                           0.484553        0.324999  \n",
       "Rebecca's Cafe                            0.596452        0.460525  \n",
       "La Frontera                               0.410190        0.235037  \n",
       "Babushka Deli Incorporated                0.454228        0.326616  \n",
       "South Street Pizza                        0.617609        0.541448  \n",
       "Amazing Geisha Wings                      0.564010        0.535502  \n",
       "Ankara Cafe 2\\n- CLOSED                   0.475963        0.475229  \n",
       "Max Brenner - Boston                      0.515470        0.584689  \n",
       "Dunkin Donuts                             0.519949        0.479253  \n",
       "Boston Sail Loft Restaurant               0.443411        0.385630  \n",
       "Trident Booksellers & Cafe                0.541015        0.481220  \n",
       "Bohemios                                  0.595133        0.515872  \n",
       "Wrapme                                    0.471101        0.468352  \n",
       "South Boston Chinese Restaurant           0.527482        0.397956  \n",
       "Ghalal Restaurant                         0.550228        0.467767  \n",
       "Great Wok Restaurants                     0.542319        0.473184  \n",
       "University House of Pizza\\n- CLOSED       0.602557        0.440241  \n",
       "Upstairs Grill\\n- CLOSED                  0.558750        0.429614  \n",
       "Boston Kabob Company                      0.493566        0.434606  \n",
       "Momogoose Foodtruck                       0.529910        0.514367  \n",
       "Harry's Bar and Grille                    0.506074        0.459555  \n",
       "Village Sushi & Grill                     0.552183        0.561140  \n",
       "Green Bean Mobile Cafe                    0.470933        0.532734  \n",
       "Meridian 155                              0.602568        0.573775  \n",
       "Camino Real Colombian Restaurant          0.558348        0.446915  \n",
       "New Speedy Chen's                         0.542959        0.442509  \n",
       "Street Thai                               0.425082        0.486711  \n",
       "Toni Ann's                                0.434312        0.467779  \n",
       "...                                            ...             ...  \n",
       "Boston Chops                              0.442985        0.520202  \n",
       "Chicken Lou's\\n- CLOSED                   0.566521        0.520243  \n",
       "Euno                                      0.583631        0.482931  \n",
       "Funtea Cafe                               0.459550        0.357351  \n",
       "Longwood                                  0.559919        0.418140  \n",
       "China Pagoda                              0.416437        0.410938  \n",
       "Bricco Salumeria & Pasta Shop             0.562261        0.583898  \n",
       "Tasca Tapas Restaurant                    0.527851        0.403424  \n",
       "Pizza Pie-er                              0.536984        0.478497  \n",
       "Basho Japanese Brasserie                  0.566741        0.481890  \n",
       "China House                               0.577165        0.483940  \n",
       "Wagamama                                  0.577819        0.421185  \n",
       "Smoken' Joe's                             0.626036        0.492922  \n",
       "Locale Boston                             0.514208        0.478185  \n",
       "Molina's Restaurant                       0.556443        0.484292  \n",
       "The Green Turtle Inn                      0.513415        0.412485  \n",
       "Lo Conte's Italian Cuisine                0.546068        0.508644  \n",
       "The Upper Crust                           0.496089        0.414708  \n",
       "Abby's Place of Brighton                  0.480693        0.366088  \n",
       "Cafe Jaffa                                0.550272        0.528108  \n",
       "Deadwood Cafe and Brewery                 0.488758        0.385822  \n",
       "Nud POB Thai Restaurant                   0.546906        0.520587  \n",
       "Boat House Deli                           0.558990        0.449644  \n",
       "Haymarket Pizza                           0.563777        0.445317  \n",
       "Newcombs                                  0.501153        0.501017  \n",
       "Tresca                                    0.521855        0.521740  \n",
       "Cranberry Cafe                            0.484962        0.505649  \n",
       "Tacos El Charro Mexican Restaurant        0.475296        0.349912  \n",
       "Canary Square                             1.000000        0.492701  \n",
       "Dot 2 Dot Cafe                            0.492701        1.000000  \n",
       "\n",
       "[482 rows x 482 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Build the similarity matrix\n",
    "data_matrix = calculate_similarity(data_items)\n",
    "data_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Super 88 Market Food Court        1.000000\n",
       "Ashburton Cafe                    0.676163\n",
       "Ro-Lin's Breakfast and Lunch      0.670952\n",
       "Cafe Brazil                       0.654836\n",
       "Hau Giang Restaurant              0.646549\n",
       "Upper Crust                       0.636060\n",
       "Great Wok Restaurants             0.635334\n",
       "California Pizza Kitchen          0.633151\n",
       "Torch\\n- CLOSED                   0.630748\n",
       "Dominic's Restaurant\\n- CLOSED    0.629318\n",
       "Espresso Love - Boston            0.628396\n",
       "Name: Super 88 Market Food Court, dtype: float64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_matrix.loc['Super 88 Market Food Court'].nlargest(11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Slice Place' 'Finagle-A-Bagel' \"Rebecca's Cafe\" 'La Frontera'\n",
      " 'Babushka Deli Incorporated' 'Ankara Cafe 2\\n- CLOSED'\n",
      " 'Max Brenner - Boston' 'Trident Booksellers & Cafe' 'Wrapme'\n",
      " 'Ghalal Restaurant' 'Great Wok Restaurants'\n",
      " 'University House of Pizza\\n- CLOSED' 'Boston Kabob Company'\n",
      " 'Momogoose Foodtruck' \"Harry's Bar and Grille\" 'Green Bean Mobile Cafe'\n",
      " 'Camino Real Colombian Restaurant' \"New Speedy Chen's\" 'Street Thai'\n",
      " \"Toni Ann's\" \"McDonald's\" 'Mulligans' 'Cote' \"Canestaro's\"\n",
      " 'Capitol Coffee House' 'Breakfast restaurants' \"Dunkin' Donuts\"\n",
      " 'Temptations Cafe' 'Chung Wah Restaurant' 'Forest Hills Pizza'\n",
      " 'Five Guys' \"Sculler's Green Room\" 'Trattoria Newbury'\n",
      " 'Derne Street Deli' 'dbar' 'Boston and Maine Fish Co.'\n",
      " \"Kelly's Cork N Bull\\n- CLOSED\" 'Sheesha Lounge' 'Van Shabu & Bar'\n",
      " 'Cafe Gigu' 'Mamma Maria' 'Black Rose' 'Chau Chow City Restaurant'\n",
      " 'The Mission Bar & Grill' \"Mario's Sub & Salads\" 'Ashburton Cafe'\n",
      " 'Blue Inc' \"Dominic's Restaurant\\n- CLOSED\" 'Amory Restaurant'\n",
      " \"Cornwall's\" 'Piperi Mediterranean Grill' 'Teriyaki House'\n",
      " 'Sugar Bowl Cafe' '6B Lounge' 'Minibar' 'YoMa' 'South End Buttery' 'Tico'\n",
      " \"Ron's Gourmet Ice Cream\" 'Padaria Brasil Bakery'\n",
      " 'OAK Long Bar + Kitchen' \"Costello's\" 'Sbarro Italian Eatery'\n",
      " 'Coffee Central' 'Pizzeria Regina' 'La Chiva Restaurant'\n",
      " 'Surf City Squeeze' 'Flames Restaurant' \"Papa John's\" 'Starbucks'\n",
      " \"Ro-Lin's Breakfast and Lunch\" 'Super 88 Market Food Court' 'Gyu Kaku'\n",
      " 'Symphony Sushi' 'J.P. Seafood Cafe' \"Thompson's Chowder House\"\n",
      " 'Regina Pizzeria' 'Torch\\n- CLOSED' 'Citra A Fresh Cafe' 'Prima e Dopo'\n",
      " 'Douzo' 'La Hacienda' 'Enso Sushi' 'Stone Hearth Pizza' \"P.F. Chang's\"\n",
      " 'Pavement Coffeehouse' 'Mandarin House' 'Great Chef Chinese Food Orient'\n",
      " 'Asia Wok' 'Hau Giang Restaurant' 'First Bite Cafe' 'Hard Rock Cafe'\n",
      " 'Pizza Hut - Brookline Ave.\\n- CLOSED' 'Pho Basil' \"Bricktop's\"\n",
      " 'Harrison Cafe' 'Four Winds' 'Pairings' 'Legal Sea Foods-Long Wharf'\n",
      " 'Unique Food' 'West End Pizza' 'High Quailty Sea Food' 'Finagele Abagel'\n",
      " 'Kennedy Fried Chicken' 'Taco Bell' 'Osaka Sushi Express' \"Lucky's\"\n",
      " \"D'Angelo\" 'The Real Deal' 'Espresso Love - Boston'\n",
      " \"Sal's Ristorante & Pizzeria\" 'Ecco Pizzeria' 'Van Lin' 'City Table'\n",
      " 'Country Kitchen' \"Little Steve's Pizzeria\" 'Trade' 'North Street Grille'\n",
      " 'The DosaMobile' 'Caffe Paradiso' \"Estelle's\" 'Uptown Cafe\\n- CLOSED'\n",
      " 'India Samraat Restaurant' 'Legal Test Kitchen - Logan Terminal A'\n",
      " 'Great Chef Chinese Food on Chelsea St.\\n- CLOSED' 'Cafe Polonia'\n",
      " \"Maria's Pastry Shop\" 'Daily Grill - Boston\\n- CLOSED' 'Bo-Shek'\n",
      " \"Rosie's Bakery\" \"Bruegger's\" 'New York Pizza' 'Rowes Wharf Sea Grille'\n",
      " 'The Coffee Trike' 'Green T Coffee Shop' 'Muygn Dogn' \"Papa Gino's\"\n",
      " \"Bethany's\" \"Billy Tse's Restaurant\" 'Bourbon Street Cafe'\n",
      " 'Brickhouse Pizza & Grille' 'Sepal' 'Boloco Atlantic Wharf' 'Storyville'\n",
      " 'Il Mondo' 'Pin Bochinche' 'Arbat Restaurant Inc'\n",
      " 'Wolfgang Puck Gourmet Express' \"L'Espalier\" \"Nick Varano's Famous Deli\"\n",
      " 'Thai Place' 'Mi Pueblito' 'Noodle St' 'Hoy Hing Restaurant'\n",
      " 'Yacht StarShip' 'Howl at the Moon' 'Otto Pizza - BU Campus'\n",
      " 'Merengue Restaurant' \"Quincy's Place\" \"Ray's Soul Kitchen\"\n",
      " 'Hi-Fi Pizza Pie' \"Ben & Jerry's\" 'Brinkleys Restaurant & Pub'\n",
      " 'Same Old Place' 'Aqua Bar and Grill\\n- CLOSED' 'PPFood' 'Ufood Grill'\n",
      " \"Caravera's Ristorante\" \"Slugger's Dugout\\n- CLOSED\"\n",
      " \"Crazy Dough's Pizza\" 'Dolce Vita' 'Wan Convenience Store'\n",
      " 'Taqueria Jalisco' 'Bento Express' 'Newbury Street Coffee'\n",
      " \"Al's Pizza And Grill\" 'Ghazal Fine Indian Cuisine'\n",
      " 'The Old Bank\\n- CLOSED' 'The Crown Inn' 'The Bar' 'Roast Beast'\n",
      " 'Bills Bar and Lounge' 'Cafe Brazil' 'Little Dig' 'Stir' 'Zo Boston'\n",
      " 'Vee Vee' 'Pikaichi' 'Paradise Rock Club & Lounge' 'The Salty Pig'\n",
      " 'Coda Bar & Kitchen' 'Marco Polo Incorporated' 'Sausage Guy'\n",
      " \"Ashley's Breakfast Shop\" 'Troquet' \"Buccieri's Cafe\" 'House of Siam'\n",
      " 'South End Pita' 'Rustic Kitchen Park Square' 'Chipotle'\n",
      " 'UMass Boston Dining' \"Jose McIntyre's\" 'Fenway Coffee House'\n",
      " 'Comitato Tricolore Per Gli' 'Court Cafe' 'Restaurant Laura' 'Penang'\n",
      " 'Pollos A La Brasa Betos' 'La Verdad Taqueria Mexicana\\n- CLOSED'\n",
      " 'Thinking Cup' 'Delicias Restaurant' 'Honey Dew Donuts' 'jm Curley'\n",
      " 'New York Fried Chicken' 'Back Deck' 'ba le restaurant' 'Central 37'\n",
      " 'La Famiglia Spagnuolo' 'Amsterdam Cafe' \"Fiorella's Express\"\n",
      " 'Gather Restaurant' 'Fazenda Coffee Roasters' 'Bastille Kitchen'\n",
      " 'Kingston Station' 'Hanmaru' 'WiNGZ & TiNGZ' 'When Pigs Fly'\n",
      " 'Warehouse Bar & Grille' 'Boston Common Coffee Company'\n",
      " 'Boston Beer Works' 'McCormack Cafe' 'Ueno Sushi' 'Cafe Mirror'\n",
      " 'Jasmine Bistro' 'Tamo Bar' 'MOBY Dick' 'Owl Station Bar & Bistro'\n",
      " 'Boston Chops' 'Longwood' 'China Pagoda' 'Bricco Salumeria & Pasta Shop'\n",
      " 'Wagamama' \"Smoken' Joe's\" 'Locale Boston' 'The Green Turtle Inn'\n",
      " \"Lo Conte's Italian Cuisine\" 'The Upper Crust' \"Abby's Place of Brighton\"\n",
      " 'Cafe Jaffa' 'Nud POB Thai Restaurant' 'Haymarket Pizza' 'Newcombs'\n",
      " 'Cranberry Cafe' 'Tacos El Charro Mexican Restaurant']\n",
      "Tasty Caribbean                     0.033245\n",
      "Master McGrath                      0.033245\n",
      "Pizza Pie-er                        0.033225\n",
      "Flames Restaurant II                0.033186\n",
      "Molina's Restaurant                 0.033180\n",
      "Baseball Tavern                     0.033173\n",
      "Rooftop at Revere                   0.033156\n",
      "Rod Thai Cuisine                    0.033152\n",
      "The Mill Inn                        0.033148\n",
      "Mrs. Murphy's Kitchen               0.033147\n",
      "Mr. Dooley's Boston Tavern          0.033143\n",
      "Village Sushi & Grill               0.033142\n",
      "Vanille Fine Pastries               0.033123\n",
      "Mangiamo Pizza                      0.033100\n",
      "Remington's                         0.033094\n",
      "William's Tavern                    0.033085\n",
      "Swan's Cafe\\n- CLOSED               0.033067\n",
      "Purple Cactus Burrito & Wrap Bar    0.033064\n",
      "Buskers Burger Bar                  0.033063\n",
      "Mission Sushi & Wok                 0.033062\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#------------------------\n",
    "# USER-ITEM CALCULATIONS\n",
    "#------------------------\n",
    "\n",
    "user = 85 # The id of the user for whom we want to generate recommendations\n",
    "user_index = user_df[user_df['user_id'] == user].index.tolist()[0] # Get the frame index\n",
    "\n",
    "# Get the restaurants the user has visited\n",
    "known_user_visits = data_items.iloc[user_index]\n",
    "known_user_visits = known_user_visits[known_user_visits > 0].index.values\n",
    "\n",
    "# Users visits for all restaurants as a sparse vector\n",
    "user_rating_vector = data_items.iloc[user_index]\n",
    "\n",
    "# Calculate the score.\n",
    "score = data_matrix.dot(user_rating_vector).div(data_matrix.sum(axis=1))\n",
    "\n",
    "# Remove the known likes from the recommendation\n",
    "score = score.drop(known_user_visits)\n",
    "\n",
    "# Print the known likes and the top 20 recommendations\n",
    "print(known_user_visits)\n",
    "print(score.nlargest(20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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