Food Entity Identification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk  \n",
    "from nltk.corpus import treebank\n",
    "from nltk.tag.stanford import StanfordNERTagger\n",
    "from nltk import ne_chunk, pos_tag, word_tokenize\n",
    "from nltk.tree import Tree\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import numpy as np\n",
    "import json\n",
    "import operator\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import csv\n",
    "import random\n",
    "import itertools\n",
    "from operator import itemgetter\n",
    "from collections import defaultdict\n",
    "import numpy as np\n",
    "#import scipy\n",
    "#import scipy.spatial.distance\n",
    "from numpy.linalg import svd\n",
    "import matplotlib.pyplot as plt\n",
    "#from sklearn.decomposition import PCA\n",
    "#from sklearn.manifold import TSNE\n",
    "import math\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#turn the file into json data\n",
    "def jFile(path, fileName, data):\n",
    "    filePathName = path + '/' + fileName +'.json'\n",
    "    with open (filePathName) as f:\n",
    "        for line in f:\n",
    "            data.append(json.loads(line))\n",
    "    return data\n",
    "\n",
    "#Modified Hiroshi's development to universal tag. Sentence Tagger\n",
    "def tagger(sentence):\n",
    "    sentence = sentence.replace('\\n',' ')\n",
    "    sentence = sentence.replace('\\/',' ')\n",
    "    tokens = nltk.word_tokenize(sentence)\n",
    "    tagged = nltk.pos_tag(tokens, tagset = 'universal')\n",
    "    return tagged\n",
    "\n",
    "#Name Entity Recognition\n",
    "def NERtagger (sentence):\n",
    "    nerTagger = StanfordNERTagger('/Users/JQ/Documents/NYU 2018 Spring/NLU/Project Yelp/stanford-ner-2018-02-27/classifiers/english.conll.4class.distsim.crf.ser.gz',\n",
    "                                  '/Users/JQ/Documents/NYU 2018 Spring/NLU/Project Yelp/stanford-ner-2018-02-27/stanford-ner.jar')\n",
    "    data = nerTagger.tag(nltk.word_tokenize(sentence))\n",
    "    return data\n",
    "\n",
    "\n",
    "\n",
    "#narrow down sentence into noun entities\n",
    "def nounEntityNarrow (sentence):\n",
    "    posList = tagger(sentence)\n",
    "    nerList = NERtagger(sentence)\n",
    "    potentialFoodList = []\n",
    "\n",
    "    for i in range(len(posList)):\n",
    "        if nerList[i][1] == 'O':\n",
    "            if posList[i][1]  == 'NOUN':\n",
    "                potentialFoodList.append(posList[i])\n",
    "\n",
    "    return potentialFoodList\n",
    "\n",
    "def sentenceBuilder(jsonData):\n",
    "    sentenceStorage = [] \n",
    "    for data in jsonData:\n",
    "        review = data['text']\n",
    "        review = review.replace(';','.')\n",
    "        sentences = nltk.sent_tokenize(review)\n",
    "        for eachS in sentences:\n",
    "            sentenceStorage.append(eachS)\n",
    "        \n",
    "    return sentenceStorage\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def euclidean(u, v):    \n",
    "    a=len(u)\n",
    "    b=len(v)\n",
    "    if a != b:\n",
    "        print(\"input vectors have different dimensions\")\n",
    "    s=0\n",
    "    for i in range(a):\n",
    "        s+=np.absolute(u[i]-v[i])**2\n",
    "    s=np.sqrt(s)\n",
    "    \n",
    "    return s\n",
    "\n",
    "def vector_length(u):\n",
    "    a=len(u)\n",
    "    s=0\n",
    "    for i in range(a):\n",
    "        s+=u[i]**2\n",
    "    s=np.sqrt(s)\n",
    "    return s\n",
    "\n",
    "def length_norm(u):\n",
    "    \"\"\"L2 norm of the 1d np.array `u`. Returns a float.\"\"\"\n",
    "    return u / vector_length(u)\n",
    " \n",
    "    \n",
    "def cosine(u, v):        \n",
    "    \n",
    "    \"\"\"Cosine distance between 1d np.arrays `u` and `v`, which must have \n",
    "    the same dimensionality. Returns a float.\"\"\"\n",
    "    return euclidean(length_norm(u),length_norm(v))\n",
    "\n",
    "def neighbors(word, mat, rownames, distfunc=cosine):    \n",
    "    \"\"\"Tool for finding the nearest neighbors of `word` in `mat` according \n",
    "    to `distfunc`. The comparisons are between row vectors.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    word : str\n",
    "        The anchor word. Assumed to be in `rownames`.\n",
    "        \n",
    "    mat : np.array\n",
    "        The vector-space model.\n",
    "        \n",
    "    rownames : list of str\n",
    "        The rownames of mat.\n",
    "            \n",
    "    distfunc : function mapping vector pairs to floats (default: `cosine`)\n",
    "        The measure of distance between vectors. Can also be `euclidean`, \n",
    "        `matching`, `jaccard`, as well as any other distance measure  \n",
    "        between 1d vectors.\n",
    "        \n",
    "    Raises\n",
    "    ------\n",
    "    ValueError\n",
    "        If word is not in rownames.\n",
    "    \n",
    "    Returns\n",
    "    -------    \n",
    "    list of tuples\n",
    "        The list is ordered by closeness to `word`. Each member is a pair \n",
    "        (word, distance) where word is a str and distance is a float.\n",
    "    \n",
    "    \"\"\"\n",
    "    if word not in rownames:\n",
    "        raise ValueError('%s is not in this VSM' % word)\n",
    "    w = mat[rownames.index(word)]\n",
    "    dists = [(rownames[i], distfunc(w, mat[i])) for i in range(len(mat))]\n",
    "    y = [x for x in dists if str(x[1]) != 'nan']\n",
    "            \n",
    "    return sorted(y, key=itemgetter(1), reverse=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def prob_norm(u):\n",
    "    \"\"\"Normalize 1d np.array `u` into a probability distribution. Assumes \n",
    "    that all the members of `u` are positive. Returns a 1d np.array of \n",
    "    the same dimensionality as `u`.\"\"\"\n",
    "    return u / np.sum(u)\n",
    "def pmi(mat, rownames=None, positive=True):\n",
    "    \"\"\"Pointwise Mutual Information with Positive on by default.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mat : 2d np.array\n",
    "       The matrix to operate on.\n",
    "           \n",
    "    rownames : list of str or None\n",
    "        Not used; it's an argument only for consistency with other methods \n",
    "        defined here.\n",
    "        \n",
    "    positive : bool (default: True)\n",
    "        Implements Positive PMI.\n",
    "        \n",
    "    Returns\n",
    "    -------    \n",
    "    (np.array, list of str)\n",
    "       The first member is the PMI-transformed version of `mat`, and the \n",
    "       second member is `rownames` (unchanged).\n",
    "    \n",
    "    \"\"\"    \n",
    "    # Joint probability table:\n",
    "    msum=np.sum(mat)\n",
    "    pmat=mat/msum\n",
    "    \n",
    "    colSum=0\n",
    "    rowSum=0\n",
    "    # Pre-compute column sums:\n",
    "    for i in range(pmat.shape[0]):\n",
    "        colSum += pmat[i,:]\n",
    "    # Vectorize this function so that it can be applied rowwise: \n",
    "    for i in range(pmat.shape[1]):\n",
    "        rowSum += pmat[:,i]\n",
    "    \n",
    "    p=np.zeros((pmat.shape[0],pmat.shape[1]))\n",
    "    for i in range(pmat.shape[0]):\n",
    "        for j in range(pmat.shape[1]):\n",
    "            p[i,j]=_pmi_log(pmat[i,j]/(rowSum[i]*colSum[j]),positive=True)\n",
    "    \n",
    "    return (p, rownames)\n",
    "\n",
    "def _pmi_log(x, positive=True):\n",
    "    \"\"\"With `positive=False`, return log(x) if possible, else 0.\n",
    "    With `positive=True`, log(x) is mapped to 0 where negative.\"\"\"\n",
    "\n",
    "    if positive == False:\n",
    "        try:\n",
    "            return np.log2(x)\n",
    "        except:\n",
    "            return 0\n",
    "    \n",
    "    if positive == True:\n",
    "        if x>1:\n",
    "            return np.log2(x)\n",
    "        else:\n",
    "            return 0\n",
    "            \n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def lsa(mat=None, rownames=None, k=100):\n",
    "    \"\"\"Latent Semantic Analysis using pure scipy.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mat : 2d np.array\n",
    "       The matrix to operate on.\n",
    "           \n",
    "    rownames : list of str or None\n",
    "        Not used; it's an argument only for consistency with other methods \n",
    "        defined here.\n",
    "        \n",
    "    k : int (default: 100)\n",
    "        Number of dimensions to truncate to.\n",
    "        \n",
    "    Returns\n",
    "    -------    \n",
    "    (np.array, list of str)\n",
    "        The first member is the SVD-reduced version of `mat` with \n",
    "        dimension (m x k), where m is the rowcount of mat and `k` is \n",
    "        either the user-supplied k or the column count of `mat`, whichever \n",
    "        is smaller. The second member is `rownames` (unchanged).\n",
    "\n",
    "    \"\"\"    \n",
    "    rowmat, singvals, colmat = svd(mat, full_matrices=False)\n",
    "    singvals = np.diag(singvals)\n",
    "    trunc = np.dot(rowmat[:, 0:k], singvals[0:k, 0:k])\n",
    "    return (trunc, rownames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "path= \"/Users/JQ/Downloads/done\"\n",
    "\n",
    "data = []\n",
    "data = jFile(path, '4JNXUYY8wbaaDmk3BPzlWw', data)\n",
    "    \n",
    "sentences = sentenceBuilder(data)\n",
    "count_model = CountVectorizer(ngram_range=(1,1))\n",
    "X = count_model.fit_transform(sentences)\n",
    "Xc = (X.T * X) # this is co-occurrence matrix in sparse csr format\n",
    "#Xc.setdiag(0) # sometimes you want to fill same word cooccurence to 0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nnounList = []\\nfor i in sentences:\\n    nounList.append(nounEntityNarrow(i))\\nprint(nounList)\\n'"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "nounList = []\n",
    "for i in sentences:\n",
    "    nounList.append(nounEntityNarrow(i))\n",
    "print(nounList)\n",
    "'''\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dishName =[]\n",
    "file = \"/Users/JQ/Downloads/results/final1.txt\"\n",
    "with open(file) as f:\n",
    "    dishName = [line.rstrip() for line in f]\n",
    "#for n, line in enumerate(dishName, 1):\n",
    "    \n",
    "dish_count = CountVectorizer(ngram_range=(1,1))\n",
    "Y = dish_count.fit_transform(dishName)\n",
    "Yc = (Y.T * Y)\n",
    "\n",
    "dishNameList = dish_count.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "566"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dishNameList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tempList=[]\n",
    "tempList2 = []\n",
    "for n in dishNameList:\n",
    "    tempList.append(tagger(n))\n",
    "for n in tempList:\n",
    "    if n[0][1] == 'NOUN':\n",
    "        tempList2.append(n[0][0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dishNameList=tempList2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "excludeList = ['and','for','with','without','of','in','good','best', 'great', 'or','the','meat','dish','appetizer','appetite','dessert',\n",
    "               'chops','dates','fork','pan','fed','chew','diet','restaurant','diner','dinner',\n",
    "               'brunch','summer','glasses','water','vitamin','sub','straw',\n",
    "               'ate','eat','gastronomy','fast','provisions','menu','nourishment','nutrition',\n",
    "               'breakfast','dog','lunch','entree','order','refreshments','hungry','appetizer']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for n in dishNameList:\n",
    "    if n in excludeList:\n",
    "        dishNameList.remove(n)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "foodMatrix =  np.zeros(shape=(len(dishNameList),len(dishNameList)))\n",
    "\n",
    "featureIndex=[]\n",
    "newDishNameList = []\n",
    "i=0\n",
    "for n in dishNameList:\n",
    "    if count_model.vocabulary_.get(n) != None:\n",
    "        featureIndex.append(count_model.vocabulary_.get(n))\n",
    "        newDishNameList.append(n)\n",
    "\n",
    "dishNameList=newDishNameList\n",
    "    \n",
    "Ac=Xc.copy()\n",
    "#print(Zc[696])\n",
    "#Zc[dish_count.vocabulary_.get('temperatures')]\n",
    "\n",
    "#for n in featureIndex:\n",
    " #   Ac=np.delete(Bc,1,axis=0)\n",
    "  #  Ac=np.delete(Ac,1,axis=1)\n",
    "    \n",
    "Zc=Ac[featureIndex,:][:,featureIndex]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(367, 367)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dish_count.vocabulary_.get('temperatures')\n",
    "np.shape(Zc)\n",
    "#len(newDishNameList)\n",
    "#len(featureIndex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "acorn | soup squash apple spices\n",
      "almond | trout soup cake grape\n",
      "almonds | trout brown beans butter\n",
      "anchovy | pate chicken fillet onion\n",
      "anise | fennel zucchini fava dough\n",
      "apple | chicken crepe cheese sandwich\n",
      "apricot | sweet pancake crepe feed\n",
      "artichoke | lemon soup sauce potato\n",
      "asparagus | salad steak soup cheese\n",
      "avocado | salmon salad turkey tomato\n",
      "bacon | salad egg cheese benedict\n",
      "bagel | salmon platter cream cheese\n",
      "bagels | toast zucchini fava dough\n",
      "bake | cheese steak zucchini fava\n",
      "banana | crepe waffle steak caramel\n",
      "barbecue | steak zucchini feast dough\n",
      "barley | steak zucchini feast dough\n",
      "basil | salad cheese tomato sauce\n",
      "batter | cod beer crepe toast\n",
      "bean | vanilla cream ice salad\n",
      "beans | steak potatoes trout chicken\n",
      "beef | hash corn benedict steak\n",
      "beer | wine food batter steak\n",
      "beet | salad lettuce butter cheese\n",
      "bell | pepper scallops celery julienne\n",
      "benedict | salmon egg beef bacon\n",
      "berry | waffle pancake hash toast\n",
      "biscuit | shrimp lemon bread crepe\n",
      "bitter | coffee sweet scallops cheese\n",
      "blackberry | tea ice muffin bread\n",
      "bland | sauce steak food dry\n",
      "blood | orange sorbet plate steak\n",
      "blt | sandwich chicken salad cheese\n",
      "blueberry | toast syrup cream benedict\n",
      "boil | fries steak butter fava\n",
      "bowl | soup onion fruit cheese\n",
      "box | fries waffle fish snack\n",
      "boysenberry | zucchini dip dough drink\n",
      "bran | muffin blackberry zucchini donut\n",
      "bread | butter cheese sauce soup\n",
      "brisket | pork sandwich beef bread\n",
      "broccoli | chicken crepe cheese sandwich\n",
      "broil | steaks onion muffin beef\n",
      "brown | hash butter sugar fruit\n",
      "brownie | benedict butter salmon zucchini\n",
      "brussels | sprouts squash scallops bacon\n",
      "buckwheat | crepe zucchini feast dough\n",
      "buffalo | zucchini dip dough drink\n",
      "buns | steak dry zucchini feast\n",
      "butter | bread steak sauce garlic\n",
      "cabbage | beef roll hash lobster\n",
      "cake | crab chocolate salad cream\n",
      "calorie | lobster sweet crepe scallops\n",
      "candy | syrup food soup onion\n",
      "cantaloupe | fruit mint syrup pineapple\n",
      "capers | salmon cheese cream salad\n",
      "caramel | cream chocolate sauce ice\n",
      "carrot | bread salad butter slaw\n",
      "casserole | bean onions zucchini feast\n",
      "cater | food salad fish zucchini\n",
      "cauliflower | spinach steak scallops potatoes\n",
      "caviar | chef plate fava dough\n",
      "celery | soup sauce salad tomato\n",
      "cereal | fruit egg dip dough\n",
      "chard | zucchini dip dough drink\n",
      "cheddar | bacon cheese lettuce onions\n",
      "cheese | soup sauce onion steak\n",
      "cheesecake | tomato salad strawberry bread\n",
      "chef | food steak butter recipe\n",
      "cherry | hash benedict plate juice\n",
      "chestnut | soup squash scallops cauliflower\n",
      "chick | pea butter salad blueberry\n",
      "chicken | sandwich crepe pate liver\n",
      "chili | food oil zucchini fava\n",
      "chip | potato fry fries chocolate\n",
      "chips | potato fries fish steak\n",
      "chives | cheese mushroom butter omelet\n",
      "chocolate | mousse cream cake bread\n",
      "chow | food zucchini fava dough\n",
      "chutney | apple crisp raisin zucchini\n",
      "cilantro | celery mayo chives zucchini\n",
      "cinnamon | crepe apple bacon waffle\n",
      "citron | butter salmon quinoa onion\n",
      "citrus | salmon salad spinach avocado\n",
      "clam | soup garlic shrimp zucchini\n",
      "cloves | garlic salmon honey cheese\n",
      "cobbler | rhubarb pear apple sweet\n",
      "coconut | crepe cream milk sorbet\n",
      "cod | fish steak sauce steaks\n",
      "coffee | food benedict bacon juice\n",
      "coleslaw | butter crab steak salad\n",
      "cone | fries sandwich hash cherry\n",
      "confit | duck soup steak salad\n",
      "cook | steak sauce steaks fish\n",
      "corn | beef hash toast scallops\n",
      "course | steak food wine butter\n",
      "crab | cake salad sandwich benedict\n",
      "crackers | lobster salad steak cheese\n",
      "cranberry | crepe juice sauce vodka\n",
      "cream | ice sauce vanilla crepe\n",
      "crepe | chicken cheese cream sauce\n",
      "crisp | fries butter cheese salad\n",
      "croissant | sandwich chocolate egg benedict\n",
      "crunch | sweet bread chocolate bacon\n",
      "crust | soup quiche beef cheese\n",
      "cucumber | soup pate slaw cake\n",
      "cuisine | food steak sauce mussels\n",
      "cupcake | zucchini dip dough drink\n",
      "curds | fries cheese egg bacon\n",
      "curry | parsnip soup zucchini fava\n",
      "custard | vanilla sugar toast egg\n",
      "dairy | chef crepe sundae kitchen\n",
      "dill | apple celery soup zucchini\n",
      "dine | food steak wine cuisine\n",
      "dip | bread sauce cheese steak\n",
      "donut | zucchini dip dough drink\n",
      "dough | butter sour beef chicken\n",
      "drink | food coffee bread wine\n",
      "dry | chicken steak bland cheese\n",
      "duck | confit orange steak fat\n",
      "egg | salad bacon benedict cheese\n",
      "eggplant | zucchini vegetable bread grain\n",
      "eyed | butter fries beans apple\n",
      "fat | duck steak confit butter\n",
      "fava | potatoes beans fish fava\n",
      "feast | vegetable zucchini fava dough\n",
      "feed | steak bread beef platter\n",
      "fennel | scallops onion cream marmalade\n",
      "fig | tart pork caramel cheese\n",
      "fillet | steak butter wine salmon\n",
      "fire | sauce food pork lemon\n",
      "fish | steak chips sauce salmon\n",
      "flan | custard bland caramel sweet\n",
      "flour | rice fries cake cheese\n",
      "food | steak wine bread soup\n",
      "freezer | butter refrigerator zucchini feast\n",
      "fries | steak chips potato sauce\n",
      "fruit | salad yogurt plate bowl\n",
      "fry | chip potato fries chips\n",
      "garlic | butter bread spinach cheese\n",
      "ginger | pear carrot grapefruit food\n",
      "gouda | mustard cheese omelet bread\n",
      "grain | mustard bread beef pate\n",
      "granola | fruit brown sweet yogurt\n",
      "grape | soup juice mint strawberry\n",
      "grapefruit | juice salad ginger salmon\n",
      "gravy | cheese mayo yam turkey\n",
      "greens | salad cheese chicken lemon\n",
      "grub | zucchini dip dough drink\n",
      "guacamole | lobster platter fava dough\n",
      "halibut | chicken salmon roast crepe\n",
      "ham | cheese crepe egg sandwich\n",
      "hamburger | egg fries steak crepe\n",
      "hash | beef corn toast benedict\n",
      "hazelnut | chocolate waffle crepe hash\n",
      "herbs | wine mussels butter cheese\n",
      "honey | garlic cheese pepper bread\n",
      "horseradish | sauce celery juice steak\n",
      "hunger | food course salad crab\n",
      "ice | cream vanilla chocolate sauce\n",
      "jam | butter bread toast cheese\n",
      "jicama | cake crab lemon salad\n",
      "jordan | zucchini dip dough drink\n",
      "jug | soda soup zucchini eyed\n",
      "juice | orange coffee lemon grapefruit\n",
      "julienne | bell zucchini fava dough\n",
      "junk | food onion soup bowl\n",
      "kale | salad bacon egg chicken\n",
      "ketchup | sauce jam fries chicken\n",
      "kettle | soup bowl chips fries\n",
      "kitchen | food crepe soup bread\n",
      "knife | steak butter bread loaf\n",
      "ladle | ginger zucchini feast dough\n",
      "lamb | benedict cheese course steak\n",
      "lard | pate chicken feast drink\n",
      "lemon | salmon butter sauce chicken\n",
      "lemonade | sweet fries zucchini fava\n",
      "lentils | salmon duck bacon sauce\n",
      "lettuce | salad butter apple cheese\n",
      "licorice | berry fish zucchini fava\n",
      "lime | juice spicy ginger sorbet\n",
      "liver | chicken pate mousse steak\n",
      "loaf | bread butter food steak\n",
      "lobster | roll shrimp salmon platter\n",
      "lox | benedict bagel cheese salmon\n",
      "macaroni | cheese steak spinach butter\n",
      "mango | crepe pineapple fruit blueberry\n",
      "maple | syrup bacon sauce waffle\n",
      "marmalade | cream scallops onion fennel\n",
      "mayo | sandwich steak onions bread\n",
      "mayonnaise | lobster sandwich bread mayo\n",
      "meatball | cheese tomato sauce dip\n",
      "meatloaf | bread sandwich plate zucchini\n",
      "melon | fruit confit sugar food\n",
      "meringue | potatoes plate soup kettle\n",
      "milk | cheese coffee sugar drink\n",
      "milkshake | vanilla zucchini fava dough\n",
      "mint | fruit syrup juice cantaloupe\n",
      "molasses | zucchini dip dough drink\n",
      "mousse | chocolate liver chicken pate\n",
      "mozzarella | cheese salad fig cream\n",
      "muffin | benedict sauce egg chocolate\n",
      "mug | onion coffee brown soup\n",
      "munch | bread butter carrot sauce\n",
      "mushroom | chicken crepe soup cheese\n",
      "mussels | sauce wine steak fries\n",
      "mustard | pate wine sauce bread\n",
      "mutton | zucchini dip dough drink\n",
      "napkin | bread loaf steak wine\n",
      "nectar | zucchini dip dough drink\n",
      "noodles | beef egg pasta cheese\n",
      "nosh | food course zucchini fava\n",
      "nut | honey raisin squash bread\n",
      "oatmeal | benedict fruit egg bacon\n",
      "oats | bagel cheese cream oatmeal\n",
      "oil | bread butter lemon sauce\n",
      "omelet | egg cheese mushroom ham\n",
      "onion | soup cheese steak salad\n",
      "onions | steak sauce wine cheese\n",
      "orange | juice duck coffee chocolate\n",
      "oyster | soup butter squash shrimp\n",
      "pancake | crepe lemon cream cinnamon\n",
      "papaya | dip yogurt lemon cream\n",
      "parsley | butter garlic mussels sauce\n",
      "parsnip | soup apple salmon shallots\n",
      "pasta | cheese salmon mushroom steak\n",
      "pastry | cream ice chocolate sauce\n",
      "pate | chicken liver mousse steak\n",
      "patty | lettuce fish cook sandwich\n",
      "pea | salmon scallops salad sauce\n",
      "peach | drink bowl tea crepe\n",
      "pear | salad cheese ginger steak\n",
      "peas | crepe sauce scallops cream\n",
      "pepper | steak salt honey sauce\n",
      "pepperoni | juice tomato crisp horseradish\n",
      "pickle | butter fries radish bread\n",
      "pickles | onions pate mustard tomato\n",
      "pie | quiche salmon sweet slice\n",
      "pilaf | rice fish zucchini fava\n",
      "pineapple | cantaloupe crepe juice syrup\n",
      "pita | bread zucchini feast dough\n",
      "pitcher | fruit drink wine course\n",
      "pizza | quiche cream zucchini tart\n",
      "plate | cheese steak bread food\n",
      "platter | salmon steak lobster salad\n",
      "pomegranate | juice quiche pancake pineapple\n",
      "pop | sauce steak cheese egg\n",
      "popcorn | cheddar box zucchini feast\n",
      "pork | sandwich bacon benedict steak\n",
      "pot | soup onion vegetable butter\n",
      "potato | chips fries steak chip\n",
      "potatoes | steak fries chicken hash\n",
      "poutine | steak fries bacon dry\n",
      "preserves | butter raspberry toast fruit\n",
      "pretzel | zucchini dip dough drink\n",
      "prime | steak sandwich rib food\n",
      "protein | chicken salad course pate\n",
      "pumpkin | bread soup tart cream\n",
      "punch | sauce food horseradish chives\n",
      "quiche | cheese steak bacon sandwich\n",
      "quinoa | salmon sauce butter scallops\n",
      "radish | butter salad bread apple\n",
      "ragout | lemon salmon zucchini fava\n",
      "raisin | bread honey salad butter\n",
      "raspberry | jam butter cream steak\n",
      "recipe | chef drink soup onion\n",
      "refrigerator | freezer sugar feed flour\n",
      "relish | avocado egg tomato turkey\n",
      "rhubarb | pear cobbler zucchini feast\n",
      "rib | prime steak sandwich sauce\n",
      "ribs | steak potatoes beef sauce\n",
      "rice | salmon potatoes lobster fish\n",
      "roast | chicken beef steak bacon\n",
      "roll | lobster sandwich chicken salad\n",
      "romaine | salad cheese lettuce egg\n",
      "rosemary | fruit chicken garlic drink\n",
      "saffron | soup cream fish oyster\n",
      "sage | steak tea steaks pear\n",
      "sake | steak zucchini feast dough\n",
      "salad | salmon cheese bacon steak\n",
      "salami | cheese pate asparagus jam\n",
      "salmon | salad benedict steak spinach\n",
      "salsa | lemon benedict butter relish\n",
      "salt | pepper steak butter bland\n",
      "sandwich | steak chicken prime salad\n",
      "sandwiches | fries steak sandwich steaks\n",
      "sauce | steak wine cheese butter\n",
      "sauerkraut | crisp onion sauce tart\n",
      "sausage | chicken hash toast bacon\n",
      "savory | sweet crepe cheese steak\n",
      "scallops | steak onion shrimp sauce\n",
      "seaweed | salad lobster tuna platter\n",
      "seed | pate mousse mustard food\n",
      "seeds | onions mustard prime sandwiches\n",
      "sesame | salmon avocado oil zucchini\n",
      "shallots | sauce lemon steak wine\n",
      "shoots | zucchini dip dough drink\n",
      "shrimp | scallops lobster crepe sauce\n",
      "slaw | bread carrot butter salad\n",
      "slice | bread steak bacon cheese\n",
      "snack | wine box butter fries\n",
      "soda | wine drink salmon bread\n",
      "sole | spinach potatoes steak fish\n",
      "sorbet | lemon strawberry orange chocolate\n",
      "soup | onion cheese steak salad\n",
      "sour | cream ice sauce sweet\n",
      "soy | sauce oil zucchini dough\n",
      "spaghetti | bowl cheese bread sauce\n",
      "spices | butter sauce fries cheese\n",
      "spicy | sauce horseradish sweet salmon\n",
      "spinach | garlic salad salmon cheese\n",
      "split | steak salad soup sandwich\n",
      "spoon | soup cheese food crepe\n",
      "sprinkles | chocolate ice dry cake\n",
      "sprouts | brussels scallops squash bacon\n",
      "squash | soup scallops quiche sprouts\n",
      "squid | zucchini dip dough drink\n",
      "steak | sauce fries butter sandwich\n",
      "steaks | steak fries wine food\n",
      "stew | beef pasta quiche wine\n",
      "stir | coffee butter garlic salad\n",
      "stomach | food sauce steak bread\n",
      "strawberry | waffle cream vanilla ice\n",
      "string | beans fries corn asparagus\n",
      "stringy | steak butter fries cheese\n",
      "sugar | brown cream fruit yogurt\n",
      "sundae | cream ice liver chicken\n",
      "supper | zucchini dip dough drink\n",
      "sushi | salad salmon bacon egg\n",
      "sustenance | bread zucchini feast dough\n",
      "sweet | sauce soup savory onion\n",
      "syrup | blueberry toast maple cream\n",
      "system | food zucchini fava dough\n",
      "taco | scallops zucchini fava dough\n",
      "tarragon | sauce steak wine salmon\n",
      "tart | chocolate apple cream caramel\n",
      "tea | ice coffee juice blackberry\n",
      "teapot | soup food butter apple\n",
      "thyme | salmon lemon spinach steak\n",
      "toast | blueberry hash cream benedict\n",
      "tofu | zucchini dip dough drink\n",
      "tomato | cheese sauce salad bread\n",
      "torte | ice cream chocolate bitter\n",
      "tortilla | fries steak feast dough\n",
      "trout | steak salmon fish butter\n",
      "tuna | salad sandwich steak lobster\n",
      "turkey | egg omelet avocado benedict\n",
      "turnip | salad zucchini feast dough\n",
      "utensils | bread zucchini feast dough\n",
      "vanilla | cream ice sauce chocolate\n",
      "veal | sauce food beef zucchini\n",
      "vegetable | platter salad butter salmon\n",
      "vinegar | bread salad carrot oil\n",
      "vodka | food drink cheese soup\n",
      "wafer | crunch crust biscuit spicy\n",
      "waffle | blueberry bacon cream banana\n",
      "walnut | spinach salad cheese chocolate\n",
      "wasabi | vodka mayo sauce chef\n",
      "watercress | cheese salad bread bitter\n",
      "watermelon | steak seeds pancake bacon\n",
      "wheat | bread toast loaf bacon\n",
      "whiskey | steak fries drink plate\n",
      "wine | steak sauce food butter\n",
      "yam | turkey gravy zucchini fava\n",
      "yogurt | fruit sugar brown salad\n",
      "yolk | egg sauce hash beef\n",
      "zucchini | tomato sauce squash cheese\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "index 367 is out of bounds for axis 0 with size 367",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-111-886147505d2c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m380\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m     \u001b[0msortedarray\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflipud\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margsort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\" | \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msortedarray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\" \"\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msortedarray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\" \"\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msortedarray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\" \"\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msortedarray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: index 367 is out of bounds for axis 0 with size 367"
     ]
    }
   ],
   "source": [
    "Zc.setdiag(0)\n",
    "B=Zc.toarray()\n",
    "matrix=[B,dishNameList]\n",
    "\n",
    "for n in range(380):\n",
    "    sortedarray=np.flipud(np.argsort(matrix[0][n]))\n",
    "    print(matrix[1][n]+\" | \" + matrix[1][sortedarray[0]]+\" \" +matrix[1][sortedarray[1]]+\" \" +matrix[1][sortedarray[2]]+\" \" +matrix[1][sortedarray[3]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/JQ/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:23: RuntimeWarning: invalid value encountered in true_divide\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('cheesecake', 0.0),\n",
       " ('basil', 0.85054719033781379),\n",
       " ('tomato', 0.8994451032707742),\n",
       " ('mustard', 0.92947855938788781),\n",
       " ('dip', 0.93163117041736954),\n",
       " ('mussels', 0.94253270359595331),\n",
       " ('meatball', 0.95464018986022436),\n",
       " ('plate', 0.98781114903512623),\n",
       " ('pasta', 0.99517197739462848),\n",
       " ('spaghetti', 1.0),\n",
       " ('tarragon', 1.0),\n",
       " ('butter', 1.00860889012407),\n",
       " ('avocado', 1.0092454577434316),\n",
       " ('quinoa', 1.0094505771271953),\n",
       " ('pear', 1.0116589590739602),\n",
       " ('greens', 1.0196192713847525),\n",
       " ('platter', 1.0202846634051681),\n",
       " ('spinach', 1.0276363696260065),\n",
       " ('cheddar', 1.0281979179214169),\n",
       " ('steak', 1.0283461007906729),\n",
       " ('capers', 1.028644896873969),\n",
       " ('onions', 1.0351383859350516),\n",
       " ('watercress', 1.0351743017013826),\n",
       " ('zucchini', 1.0370630033695887),\n",
       " ('garlic', 1.0381077576931439),\n",
       " ('vinegar', 1.0381300728610878),\n",
       " ('food', 1.0391541413884702),\n",
       " ('pop', 1.0416374503657078),\n",
       " ('citrus', 1.0493173257165875),\n",
       " ('pea', 1.052204333652341),\n",
       " ('slice', 1.054951582291537),\n",
       " ('egg', 1.0599420455619404),\n",
       " ('soda', 1.0599523667700566),\n",
       " ('walnut', 1.0605706251884561),\n",
       " ('pickles', 1.0692206113975424),\n",
       " ('oil', 1.0721285832964791),\n",
       " ('bacon', 1.0732834505858129),\n",
       " ('carrot', 1.0740382205031429),\n",
       " ('fillet', 1.0757340647708367),\n",
       " ('cheese', 1.0778037734351562),\n",
       " ('herbs', 1.0900573569917325),\n",
       " ('snack', 1.0936040178202668),\n",
       " ('salad', 1.0958677793985447),\n",
       " ('shallots', 1.0975226373415983),\n",
       " ('kale', 1.1015894698263122),\n",
       " ('ham', 1.1046059022394144),\n",
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       " ('lemon', 1.1068626846621761),\n",
       " ('course', 1.1100577030272281),\n",
       " ('mozzarella', 1.1153793318784178),\n",
       " ('crisp', 1.115853327326684),\n",
       " ('lettuce', 1.1170612038600465),\n",
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       " ('benedict', 1.1184585890769529),\n",
       " ('crackers', 1.1192565756978721),\n",
       " ('rice', 1.1192565756978721),\n",
       " ('munch', 1.1212576186103675),\n",
       " ('radish', 1.1224163755026022),\n",
       " ('eggplant', 1.1226752595324978),\n",
       " ('salmon', 1.1233984540222535),\n",
       " ('bread', 1.1258762898636316),\n",
       " ('asparagus', 1.1263670590869574),\n",
       " ('tuna', 1.1280410919055255),\n",
       " ('raisin', 1.1280988576125286),\n",
       " ('sweet', 1.130277376400235),\n",
       " ('bagel', 1.132467373954146),\n",
       " ('sauce', 1.1333330827558126),\n",
       " ('wheat', 1.1345939162978982),\n",
       " ('scallops', 1.1358500232681641),\n",
       " ('grain', 1.1359688045070169),\n",
       " ('flour', 1.137054624375387),\n",
       " ('romaine', 1.137054624375387),\n",
       " ('loaf', 1.1372249132041286),\n",
       " ('macaroni', 1.140098385384388),\n",
       " ('artichoke', 1.1428522798294138),\n",
       " ('trout', 1.1451372989526198),\n",
       " ('napkin', 1.1451941439515414),\n",
       " ('horseradish', 1.1509403554168536),\n",
       " ('beet', 1.1510635340607338),\n",
       " ('chicken', 1.1519803627197827),\n",
       " ('lentils', 1.1547005383792517),\n",
       " ('pita', 1.1547005383792517),\n",
       " ('sustenance', 1.1547005383792517),\n",
       " ('turnip', 1.1547005383792517),\n",
       " ('utensils', 1.1547005383792517),\n",
       " ('lamb', 1.1551985765298836),\n",
       " ('wine', 1.1564339728928241),\n",
       " ('stomach', 1.1581944741976011),\n",
       " ('drink', 1.1597078564498002),\n",
       " ('vegetable', 1.1600300405241342),\n",
       " ('bake', 1.1694205693275299),\n",
       " ('pumpkin', 1.1707889626377195),\n",
       " ('sushi', 1.1710937788859146),\n",
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       " ('beer', 1.1815941439205193),\n",
       " ('pork', 1.1841958494464386),\n",
       " ('caramel', 1.1845695026268594),\n",
       " ('chives', 1.1847848775199894),\n",
       " ('curds', 1.1847848775199894),\n",
       " ('wasabi', 1.1847848775199894),\n",
       " ('fruit', 1.1857549657916511),\n",
       " ('vodka', 1.1863420280034793),\n",
       " ('dry', 1.1868422196843351),\n",
       " ('split', 1.1875226281630991),\n",
       " ('peas', 1.1877936271365406),\n",
       " ('gravy', 1.1927488129570176),\n",
       " ('lox', 1.1927488129570176),\n",
       " ('salami', 1.1927488129570176),\n",
       " ('liver', 1.1941501607357397),\n",
       " ('seaweed', 1.1963648588153737),\n",
       " ('gouda', 1.196438362969459),\n",
       " ('blt', 1.2036581378439335),\n",
       " ('jam', 1.2047846644360942),\n",
       " ('broccoli', 1.2066987979751467),\n",
       " ('quiche', 1.2095640926882631),\n",
       " ('kitchen', 1.2095764365383366),\n",
       " ('sorbet', 1.2105690877331832),\n",
       " ('beans', 1.2113043686168967),\n",
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       " ('cuisine', 1.3230596567726178),\n",
       " ('vanilla', 1.3249572813337884),\n",
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       " ('strawberry', 1.3259617578560334),\n",
       " ('calorie', 1.3282687000770907),\n",
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       " ('nut', 1.3376028892470695),\n",
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       " ('almond', 1.3472564472258393),\n",
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       " ('kettle', 1.3562286437837463),\n",
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       " ('preserves', 1.359064449325206),\n",
       " ('marmalade', 1.3601213611330141),\n",
       " ('corn', 1.3601814813475537),\n",
       " ('seeds', 1.3604884422515373),\n",
       " ('yogurt', 1.3609948542031831),\n",
       " ('pancake', 1.3632564060675432),\n",
       " ('sole', 1.363329362015095),\n",
       " ('maple', 1.3648742674553533),\n",
       " ('confit', 1.3656023077941626),\n",
       " ('oyster', 1.3662601021279464),\n",
       " ('oatmeal', 1.3662601021279466),\n",
       " ('mango', 1.3662601021279468),\n",
       " ('hash', 1.3662942092776982),\n",
       " ('sundae', 1.3725699360553065),\n",
       " ('stew', 1.3764413335340719),\n",
       " ('chip', 1.3771071450528782),\n",
       " ('rosemary', 1.3773638226791323),\n",
       " ('orange', 1.3782766676639802),\n",
       " ('custard', 1.3801311186847085),\n",
       " ('sprouts', 1.3814204450410159),\n",
       " ('sage', 1.3826416176516352),\n",
       " ('almonds', 1.3865430300465931),\n",
       " ('cantaloupe', 1.3924391429663223),\n",
       " ('hazelnut', 1.3997144932363386),\n",
       " ('fry', 1.4000057108477797),\n",
       " ('acorn', 1.4142135623730951),\n",
       " ('anise', 1.4142135623730951),\n",
       " ('apricot', 1.4142135623730951),\n",
       " ('bagels', 1.4142135623730951),\n",
       " ('barbecue', 1.4142135623730951),\n",
       " ('barley', 1.4142135623730951),\n",
       " ('batter', 1.4142135623730951),\n",
       " ('bell', 1.4142135623730951),\n",
       " ('blood', 1.4142135623730951),\n",
       " ('boil', 1.4142135623730951),\n",
       " ('bran', 1.4142135623730951),\n",
       " ('buckwheat', 1.4142135623730951),\n",
       " ('buns', 1.4142135623730951),\n",
       " ('candy', 1.4142135623730951),\n",
       " ('casserole', 1.4142135623730951),\n",
       " ('caviar', 1.4142135623730951),\n",
       " ('cereal', 1.4142135623730951),\n",
       " ('chestnut', 1.4142135623730951),\n",
       " ('chili', 1.4142135623730951),\n",
       " ('chow', 1.4142135623730951),\n",
       " ('chutney', 1.4142135623730951),\n",
       " ('cilantro', 1.4142135623730951),\n",
       " ('clam', 1.4142135623730951),\n",
       " ('cobbler', 1.4142135623730951),\n",
       " ('coconut', 1.4142135623730951),\n",
       " ('cone', 1.4142135623730951),\n",
       " ('curry', 1.4142135623730951),\n",
       " ('dairy', 1.4142135623730951),\n",
       " ('dill', 1.4142135623730951),\n",
       " ('fava', 1.4142135623730951),\n",
       " ('feast', 1.4142135623730951),\n",
       " ('flan', 1.4142135623730951),\n",
       " ('freezer', 1.4142135623730951),\n",
       " ('granola', 1.4142135623730951),\n",
       " ('guacamole', 1.4142135623730951),\n",
       " ('jug', 1.4142135623730951),\n",
       " ('julienne', 1.4142135623730951),\n",
       " ('junk', 1.4142135623730951),\n",
       " ('ladle', 1.4142135623730951),\n",
       " ('lemonade', 1.4142135623730951),\n",
       " ('licorice', 1.4142135623730951),\n",
       " ('melon', 1.4142135623730951),\n",
       " ('meringue', 1.4142135623730951),\n",
       " ('milkshake', 1.4142135623730951),\n",
       " ('mug', 1.4142135623730951),\n",
       " ('nosh', 1.4142135623730951),\n",
       " ('papaya', 1.4142135623730951),\n",
       " ('patty', 1.4142135623730951),\n",
       " ('pilaf', 1.4142135623730951),\n",
       " ('pomegranate', 1.4142135623730951),\n",
       " ('popcorn', 1.4142135623730951),\n",
       " ('refrigerator', 1.4142135623730951),\n",
       " ('rhubarb', 1.4142135623730951),\n",
       " ('sake', 1.4142135623730951),\n",
       " ('salsa', 1.4142135623730951),\n",
       " ('string', 1.4142135623730951),\n",
       " ('system', 1.4142135623730951),\n",
       " ('taco', 1.4142135623730951),\n",
       " ('torte', 1.4142135623730951),\n",
       " ('tortilla', 1.4142135623730951),\n",
       " ('wafer', 1.4142135623730951),\n",
       " ('watermelon', 1.4142135623730951),\n",
       " ('whiskey', 1.4142135623730951),\n",
       " ('yam', 1.4142135623730951)]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbors(word='cheesecake', mat=matrix[0], rownames=matrix[1], distfunc=cosine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/JQ/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:44: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    }
   ],
   "source": [
    "ww_ppmi = pmi(mat=matrix[0], rownames=matrix[1], positive=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(367, 367)"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(ww_ppmi[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "finalList1=[]\n",
    "for n in range(367):\n",
    "    sortedarray=np.flipud(np.argsort(ww_ppmi[0][n]))\n",
    "    finalList1.append([dishNameList[n], \n",
    "                       dishNameList[sortedarray[0]],\n",
    "                       dishNameList[sortedarray[1]],\n",
    "                       dishNameList[sortedarray[2]],\n",
    "                       dishNameList[sortedarray[3]]])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['acorn', 'spices', 'squash', 'apple', 'soup'],\n",
       " ['almond', 'grape', 'trout', 'cake', 'caramel'],\n",
       " ['almonds', 'pumpkin', 'trout', 'sole', 'crunch'],\n",
       " ['anchovy', 'fillet', 'pate', 'beef', 'chicken'],\n",
       " ['anise', 'fennel', 'zucchini', 'fava', 'dough'],\n",
       " ['apple', 'chutney', 'dill', 'cobbler', 'acorn'],\n",
       " ['apricot', 'pancake', 'sweet', 'crepe', 'feed'],\n",
       " ['artichoke', 'sole', 'blt', 'bitter', 'bean'],\n",
       " ['asparagus', 'salami', 'string', 'pasta', 'horseradish'],\n",
       " ['avocado', 'sesame', 'relish', 'salsa', 'turkey'],\n",
       " ['bacon', 'watermelon', 'sushi', 'curds', 'romaine'],\n",
       " ['bagel', 'oats', 'lox', 'oatmeal', 'capers'],\n",
       " ['bagels', 'toast', 'zucchini', 'fava', 'dough'],\n",
       " ['bake', 'cheese', 'steak', 'zucchini', 'fava'],\n",
       " ['banana', 'whiskey', 'batter', 'waffle', 'caramel'],\n",
       " ['barbecue', 'steak', 'zucchini', 'feast', 'dough'],\n",
       " ['barley', 'steak', 'zucchini', 'feast', 'dough'],\n",
       " ['basil', 'zucchini', 'oil', 'ginger', 'parsley'],\n",
       " ['batter', 'beer', 'cod', 'banana', 'crisp'],\n",
       " ['bean', 'casserole', 'vanilla', 'custard', 'artichoke'],\n",
       " ['beans', 'fava', 'string', 'eyed', 'pepperoni'],\n",
       " ['beef', 'stew', 'veal', 'hash', 'corn'],\n",
       " ['beer', 'batter', 'ginger', 'peach', 'cod'],\n",
       " ['beet', 'lettuce', 'fennel', 'apple', 'carrot'],\n",
       " ['bell', 'julienne', 'celery', 'pepper', 'onions'],\n",
       " ['benedict', 'brownie', 'lox', 'salsa', 'biscuit'],\n",
       " ['berry', 'licorice', 'pepperoni', 'melon', 'wheat'],\n",
       " ['biscuit', 'wafer', 'crust', 'shrimp', 'lemon'],\n",
       " ['bitter', 'torte', 'watercress', 'pop', 'grapefruit'],\n",
       " ['blackberry', 'bran', 'tea', 'sage', 'muffin'],\n",
       " ['bland', 'flan', 'patty', 'sole', 'salt'],\n",
       " ['blood', 'sorbet', 'orange', 'prime', 'plate'],\n",
       " ['blt', 'spicy', 'artichoke', 'cherry', 'lamb'],\n",
       " ['blueberry', 'oats', 'syrup', 'toast', 'chick'],\n",
       " ['boil', 'fries', 'butter', 'steak', 'fava'],\n",
       " ['bowl', 'junk', 'spaghetti', 'kettle', 'teapot'],\n",
       " ['box', 'popcorn', 'snack', 'beans', 'waffle'],\n",
       " ['boysenberry', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['bran', 'blackberry', 'muffin', 'zucchini', 'donut'],\n",
       " ['bread', 'pita', 'sustenance', 'utensils', 'loaf'],\n",
       " ['brisket', 'pork', 'turkey', 'beef', 'prime'],\n",
       " ['broccoli', 'ginger', 'chicken', 'crepe', 'peas'],\n",
       " ['broil', 'slice', 'muffin', 'steaks', 'beef'],\n",
       " ['brown', 'mug', 'yogurt', 'granola', 'sugar'],\n",
       " ['brownie', 'benedict', 'salmon', 'butter', 'zucchini'],\n",
       " ['brussels', 'sprouts', 'squash', 'soda', 'cauliflower'],\n",
       " ['buckwheat', 'crepe', 'zucchini', 'feast', 'dough'],\n",
       " ['buffalo', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['buns', 'dry', 'steak', 'zucchini', 'feast'],\n",
       " ['butter', 'freezer', 'citron', 'boil', 'brownie'],\n",
       " ['cabbage', 'ginger', 'sour', 'roll', 'beef'],\n",
       " ['cake', 'crab', 'jicama', 'sprinkles', 'flour'],\n",
       " ['calorie', 'roll', 'lobster', 'pate', 'sweet'],\n",
       " ['candy', 'syrup', 'crust', 'food', 'chocolate'],\n",
       " ['cantaloupe', 'papaya', 'melon', 'pineapple', 'mint'],\n",
       " ['capers', 'lox', 'bagel', 'parsley', 'grapefruit'],\n",
       " ['caramel', 'flan', 'torte', 'tart', 'fig'],\n",
       " ['carrot', 'slaw', 'munch', 'hunger', 'relish'],\n",
       " ['casserole', 'bean', 'onions', 'zucchini', 'feast'],\n",
       " ['cater', 'fish', 'food', 'salad', 'zucchini'],\n",
       " ['cauliflower', 'chestnut', 'halibut', 'string', 'macaroni'],\n",
       " ['caviar', 'chef', 'plate', 'fava', 'dough'],\n",
       " ['celery', 'cilantro', 'dill', 'bell', 'pepperoni'],\n",
       " ['cereal', 'fruit', 'egg', 'dip', 'dough'],\n",
       " ['chard', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['cheddar', 'popcorn', 'lettuce', 'tomato', 'bacon'],\n",
       " ['cheese', 'bake', 'meatball', 'mozzarella', 'ham'],\n",
       " ['cheesecake', 'strawberry', 'tomato', 'pate', 'wine'],\n",
       " ['chef', 'caviar', 'recipe', 'wasabi', 'dairy'],\n",
       " ['cherry', 'cone', 'lime', 'rosemary', 'oil'],\n",
       " ['chestnut', 'cauliflower', 'squash', 'soup', 'scallops'],\n",
       " ['chick', 'pea', 'coffee', 'blueberry', 'toast'],\n",
       " ['chicken', 'lard', 'roast', 'broccoli', 'liver'],\n",
       " ['chili', 'oil', 'food', 'zucchini', 'fava'],\n",
       " ['chip', 'fry', 'potato', 'muffin', 'orange'],\n",
       " ['chips', 'potato', 'kettle', 'fish', 'salsa'],\n",
       " ['chives', 'cilantro', 'punch', 'grain', 'slice'],\n",
       " ['chocolate', 'hazelnut', 'sprinkles', 'torte', 'mousse'],\n",
       " ['chow', 'food', 'zucchini', 'fava', 'dough'],\n",
       " ['chutney', 'raisin', 'crisp', 'apple', 'zucchini'],\n",
       " ['cilantro', 'chives', 'mayo', 'celery', 'zucchini'],\n",
       " ['cinnamon', 'pancake', 'sugar', 'banana', 'waffle'],\n",
       " ['citron', 'quinoa', 'celery', 'pepper', 'honey'],\n",
       " ['citrus', 'tarragon', 'halibut', 'cloves', 'spices'],\n",
       " ['clam', 'shrimp', 'garlic', 'soup', 'zucchini'],\n",
       " ['cloves', 'honey', 'pea', 'citrus', 'garlic'],\n",
       " ['cobbler', 'rhubarb', 'pear', 'apple', 'sweet'],\n",
       " ['coconut', 'milk', 'sorbet', 'pineapple', 'spicy'],\n",
       " ['cod', 'batter', 'beer', 'fish', 'grain'],\n",
       " ['coffee', 'mug', 'stir', 'milk', 'snack'],\n",
       " ['coleslaw', 'crab', 'butter', 'bread', 'salad'],\n",
       " ['cone', 'cherry', 'fries', 'hash', 'sandwich'],\n",
       " ['confit', 'duck', 'fat', 'melon', 'lentils'],\n",
       " ['cook', 'patty', 'kitchen', 'lamb', 'chef'],\n",
       " ['corn', 'string', 'beef', 'hash', 'pea'],\n",
       " ['course', 'nosh', 'hunger', 'protein', 'pitcher'],\n",
       " ['crab', 'coleslaw', 'cake', 'jicama', 'hunger'],\n",
       " ['crackers', 'wheat', 'seaweed', 'mayo', 'platter'],\n",
       " ['cranberry', 'lime', 'vodka', 'juice', 'turkey'],\n",
       " ['cream', 'ice', 'saffron', 'sundae', 'vanilla'],\n",
       " ['crepe', 'buckwheat', 'apricot', 'pancake', 'banana'],\n",
       " ['crisp', 'chutney', 'sauerkraut', 'pepperoni', 'cucumber'],\n",
       " ['croissant', 'pomegranate', 'preserves', 'watercress', 'turkey'],\n",
       " ['crunch', 'wafer', 'almonds', 'ketchup', 'spicy'],\n",
       " ['crust', 'wafer', 'biscuit', 'custard', 'candy'],\n",
       " ['cucumber', 'jicama', 'slaw', 'crisp', 'crab'],\n",
       " ['cuisine', 'dine', 'food', 'croissant', 'mussels'],\n",
       " ['cupcake', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['curds', 'bacon', 'egg', 'fries', 'cheese'],\n",
       " ['curry', 'parsnip', 'soup', 'zucchini', 'fava'],\n",
       " ['custard', 'flan', 'crust', 'bean', 'vanilla'],\n",
       " ['dairy', 'sundae', 'kitchen', 'chef', 'waffle'],\n",
       " ['dill', 'celery', 'apple', 'soup', 'zucchini'],\n",
       " ['dine', 'cuisine', 'loaf', 'food', 'lettuce'],\n",
       " ['dip', 'papaya', 'eggplant', 'artichoke', 'cantaloupe'],\n",
       " ['donut', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['dough', 'sour', 'orange', 'chocolate', 'beef'],\n",
       " ['drink', 'soda', 'whiskey', 'pitcher', 'peach'],\n",
       " ['dry', 'buns', 'sprinkles', 'fire', 'patty'],\n",
       " ['duck', 'confit', 'fat', 'lentils', 'orange'],\n",
       " ['egg', 'cereal', 'yolk', 'sushi', 'curds'],\n",
       " ['eggplant', 'zucchini', 'grape', 'grain', 'vegetable'],\n",
       " ['eyed', 'beans', 'apple', 'fries', 'butter'],\n",
       " ['fat', 'gouda', 'duck', 'stringy', 'confit'],\n",
       " ['fava', 'beans', 'fish', 'potatoes', 'fava'],\n",
       " ['feast', 'vegetable', 'zucchini', 'fava', 'dough'],\n",
       " ['feed', 'refrigerator', 'grain', 'platter', 'beef'],\n",
       " ['fennel', 'anise', 'marmalade', 'teapot', 'mayonnaise'],\n",
       " ['fig', 'mozzarella', 'raisin', 'tart', 'pork'],\n",
       " ['fillet', 'anchovy', 'sorbet', 'sole', 'fish'],\n",
       " ['fire', 'pork', 'pancake', 'dry', 'lemon'],\n",
       " ['fish', 'pilaf', 'licorice', 'cater', 'fava'],\n",
       " ['flan', 'custard', 'caramel', 'bland', 'sweet'],\n",
       " ['flour', 'rice', 'walnut', 'cake', 'chocolate'],\n",
       " ['food', 'system', 'chow', 'nosh', 'chili'],\n",
       " ['freezer', 'refrigerator', 'butter', 'zucchini', 'feast'],\n",
       " ['fries', 'cone', 'lemonade', 'tortilla', 'boil'],\n",
       " ['fruit', 'cereal', 'granola', 'cantaloupe', 'yogurt'],\n",
       " ['fry', 'chip', 'potato', 'kettle', 'crunch'],\n",
       " ['garlic', 'cloves', 'clam', 'parsley', 'stir'],\n",
       " ['ginger', 'ladle', 'salami', 'grapefruit', 'pear'],\n",
       " ['gouda', 'fat', 'mustard', 'omelet', 'duck'],\n",
       " ['grain', 'feed', 'eggplant', 'watercress', 'chives'],\n",
       " ['granola', 'yogurt', 'fruit', 'sugar', 'brown'],\n",
       " ['grape', 'almond', 'eggplant', 'mango', 'mint'],\n",
       " ['grapefruit', 'ginger', 'walnut', 'juice', 'pineapple'],\n",
       " ['gravy', 'yam', 'mayo', 'chef', 'turkey'],\n",
       " ['greens', 'jicama', 'eggplant', 'lox', 'bitter'],\n",
       " ['grub', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['guacamole', 'platter', 'lobster', 'fava', 'dough'],\n",
       " ['halibut', 'tarragon', 'thyme', 'citrus', 'roast'],\n",
       " ['ham', 'omelet', 'gouda', 'seeds', 'cheese'],\n",
       " ['hamburger', 'yolk', 'bowl', 'prime', 'trout'],\n",
       " ['hash', 'beef', 'corn', 'cone', 'brown'],\n",
       " ['hazelnut', 'chocolate', 'waffle', 'pepper', 'honey'],\n",
       " ['herbs', 'spices', 'oil', 'mussels', 'citrus'],\n",
       " ['honey', 'nut', 'cloves', 'pepper', 'raisin'],\n",
       " ['horseradish', 'punch', 'pepperoni', 'salami', 'lime'],\n",
       " ['hunger', 'course', 'carrot', 'crab', 'food'],\n",
       " ['ice', 'torte', 'sundae', 'vanilla', 'tea'],\n",
       " ['jam', 'ketchup', 'raspberry', 'salami', 'blackberry'],\n",
       " ['jicama', 'cucumber', 'slaw', 'greens', 'crab'],\n",
       " ['jordan', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['jug', 'soda', 'soup', 'zucchini', 'eyed'],\n",
       " ['juice', 'orange', 'grapefruit', 'pomegranate', 'pepperoni'],\n",
       " ['julienne', 'bell', 'zucchini', 'fava', 'dough'],\n",
       " ['junk', 'bowl', 'food', 'onion', 'soup'],\n",
       " ['kale', 'box', 'sage', 'pop', 'bacon'],\n",
       " ['ketchup', 'wafer', 'jam', 'crunch', 'spicy'],\n",
       " ['kettle', 'meringue', 'bowl', 'vodka', 'tea'],\n",
       " ['kitchen', 'dairy', 'pumpkin', 'cook', 'chef'],\n",
       " ['knife', 'napkin', 'chives', 'loaf', 'grain'],\n",
       " ['ladle', 'ginger', 'zucchini', 'feast', 'dough'],\n",
       " ['lamb', 'protein', 'pasta', 'blt', 'cook'],\n",
       " ['lard', 'pate', 'chicken', 'feast', 'drink'],\n",
       " ['lemon', 'ragout', 'salsa', 'thyme', 'papaya'],\n",
       " ['lemonade', 'sweet', 'fries', 'zucchini', 'fava'],\n",
       " ['lentils', 'spicy', 'duck', 'confit', 'greens'],\n",
       " ['lettuce', 'romaine', 'patty', 'beet', 'cheddar'],\n",
       " ['licorice', 'berry', 'fish', 'zucchini', 'fava'],\n",
       " ['lime', 'pitcher', 'cranberry', 'rosemary', 'spicy'],\n",
       " ['liver', 'mousse', 'pate', 'protein', 'sundae'],\n",
       " ['loaf', 'napkin', 'wheat', 'knife', 'bread'],\n",
       " ['lobster', 'guacamole', 'roll', 'seaweed', 'mayonnaise'],\n",
       " ['lox', 'bagel', 'capers', 'greens', 'benedict'],\n",
       " ['macaroni', 'coconut', 'sorbet', 'sprouts', 'cauliflower'],\n",
       " ['mango', 'pineapple', 'sorbet', 'cantaloupe', 'grape'],\n",
       " ['maple', 'syrup', 'waffle', 'sausage', 'sprouts'],\n",
       " ['marmalade', 'fennel', 'lemon', 'brussels', 'scallops'],\n",
       " ['mayo', 'cilantro', 'gravy', 'wasabi', 'mayonnaise'],\n",
       " ['mayonnaise', 'mayo', 'fennel', 'lobster', 'roll'],\n",
       " ['meatball', 'tomato', 'cheese', 'sauce', 'dip'],\n",
       " ['meatloaf', 'plate', 'sandwich', 'bread', 'zucchini'],\n",
       " ['melon', 'cantaloupe', 'pineapple', 'berry', 'mint'],\n",
       " ['meringue', 'kettle', 'orange', 'potatoes', 'plate'],\n",
       " ['milk', 'coconut', 'spicy', 'honey', 'muffin'],\n",
       " ['milkshake', 'vanilla', 'zucchini', 'fava', 'dough'],\n",
       " ['mint', 'cantaloupe', 'grape', 'melon', 'yogurt'],\n",
       " ['molasses', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['mousse', 'seed', 'liver', 'chocolate', 'pate'],\n",
       " ['mozzarella', 'fig', 'cream', 'cheese', 'salad'],\n",
       " ['muffin', 'bran', 'blackberry', 'broil', 'milk'],\n",
       " ['mug', 'brown', 'coffee', 'onion', 'soup'],\n",
       " ['munch', 'carrot', 'bread', 'pate', 'garlic'],\n",
       " ['mushroom', 'chives', 'omelet', 'pasta', 'gouda'],\n",
       " ['mussels', 'herbs', 'coconut', 'cuisine', 'milk'],\n",
       " ['mustard', 'seed', 'grain', 'seeds', 'gouda'],\n",
       " ['mutton', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['napkin', 'knife', 'loaf', 'plate', 'bread'],\n",
       " ['nectar', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['noodles', 'pasta', 'beef', 'crisp', 'egg'],\n",
       " ['nosh', 'course', 'food', 'zucchini', 'fava'],\n",
       " ['nut', 'raisin', 'honey', 'oil', 'squash'],\n",
       " ['oatmeal', 'oats', 'bagel', 'sandwiches', 'fruit'],\n",
       " ['oats', 'oatmeal', 'bagel', 'blueberry', 'cream'],\n",
       " ['oil', 'soy', 'chili', 'sesame', 'nut'],\n",
       " ['omelet', 'gouda', 'turkey', 'chives', 'mushroom'],\n",
       " ['onion', 'soup', 'junk', 'mug', 'sauerkraut'],\n",
       " ['onions', 'casserole', 'bell', 'pickles', 'seeds'],\n",
       " ['orange', 'blood', 'juice', 'dough', 'meringue'],\n",
       " ['oyster', 'saffron', 'crust', 'squash', 'bowl'],\n",
       " ['pancake', 'apricot', 'watermelon', 'papaya', 'fire'],\n",
       " ['papaya', 'cantaloupe', 'yogurt', 'pancake', 'dip'],\n",
       " ['parsley', 'basil', 'radish', 'capers', 'shallots'],\n",
       " ['parsnip', 'curry', 'sole', 'shallots', 'pear'],\n",
       " ['pasta', 'stew', 'noodles', 'radish', 'lamb'],\n",
       " ['pastry', 'ice', 'vanilla', 'crust', 'parsley'],\n",
       " ['pate', 'lard', 'seed', 'liver', 'anchovy'],\n",
       " ['patty', 'cook', 'lettuce', 'bland', 'fish'],\n",
       " ['pea', 'chick', 'rice', 'cloves', 'peas'],\n",
       " ['peach', 'ginger', 'tea', 'beer', 'drink'],\n",
       " ['pear', 'rhubarb', 'cobbler', 'ginger', 'sage'],\n",
       " ['peas', 'thyme', 'pea', 'pasta', 'shrimp'],\n",
       " ['pepper', 'bell', 'sushi', 'salt', 'honey'],\n",
       " ['pepperoni', 'horseradish', 'berry', 'celery', 'juice'],\n",
       " ['pickle', 'radish', 'vinegar', 'butter', 'potato'],\n",
       " ['pickles', 'seeds', 'horseradish', 'mustard', 'grain'],\n",
       " ['pie', 'pot', 'slice', 'raspberry', 'quiche'],\n",
       " ['pilaf', 'rice', 'fish', 'zucchini', 'fava'],\n",
       " ['pineapple', 'mango', 'pomegranate', 'cantaloupe', 'coconut'],\n",
       " ['pita', 'bread', 'zucchini', 'feast', 'dough'],\n",
       " ['pitcher', 'rosemary', 'lime', 'shallots', 'vinegar'],\n",
       " ['pizza', 'zucchini', 'sundae', 'tart', 'caramel'],\n",
       " ['plate', 'caviar', 'meatloaf', 'meringue', 'whiskey'],\n",
       " ['platter', 'guacamole', 'granola', 'feed', 'seaweed'],\n",
       " ['pomegranate', 'pineapple', 'juice', 'pancake', 'croissant'],\n",
       " ['pop', 'thyme', 'bitter', 'muffin', 'split'],\n",
       " ['popcorn', 'box', 'cheddar', 'zucchini', 'feast'],\n",
       " ['pork', 'brisket', 'fire', 'fig', 'stringy'],\n",
       " ['pot', 'pie', 'tea', 'vegetable', 'sprouts'],\n",
       " ['potato', 'chip', 'chips', 'fry', 'string'],\n",
       " ['potatoes', 'fava', 'meringue', 'rice', 'ribs'],\n",
       " ['poutine', 'drink', 'dry', 'bacon', 'potato'],\n",
       " ['preserves', 'raspberry', 'croissant', 'savory', 'fruit'],\n",
       " ['pretzel', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['prime', 'rib', 'blood', 'seeds', 'hamburger'],\n",
       " ['protein', 'lamb', 'vegetable', 'course', 'beans'],\n",
       " ['pumpkin', 'almonds', 'kitchen', 'tart', 'sprouts'],\n",
       " ['punch', 'chives', 'horseradish', 'sauce', 'food'],\n",
       " ['quiche', 'pie', 'pizza', 'stew', 'pomegranate'],\n",
       " ['quinoa', 'citron', 'zucchini', 'eggplant', 'spicy'],\n",
       " ['radish', 'pickle', 'vinegar', 'pasta', 'parsley'],\n",
       " ['ragout', 'lemon', 'salmon', 'zucchini', 'fava'],\n",
       " ['raisin', 'chutney', 'nut', 'fig', 'honey'],\n",
       " ['raspberry', 'preserves', 'pie', 'jam', 'vodka'],\n",
       " ['recipe', 'chef', 'soda', 'vinegar', 'drink'],\n",
       " ['refrigerator', 'freezer', 'feed', 'sugar', 'food'],\n",
       " ['relish', 'salsa', 'avocado', 'grape', 'turkey'],\n",
       " ['rhubarb', 'cobbler', 'pear', 'zucchini', 'feast'],\n",
       " ['rib', 'prime', 'fat', 'cod', 'beans'],\n",
       " ['ribs', 'spicy', 'potatoes', 'drink', 'orange'],\n",
       " ['rice', 'pilaf', 'flour', 'walnut', 'pea'],\n",
       " ['roast', 'halibut', 'rosemary', 'thyme', 'pork'],\n",
       " ['roll', 'lobster', 'calorie', 'cabbage', 'mayonnaise'],\n",
       " ['romaine', 'lettuce', 'bacon', 'egg', 'salad'],\n",
       " ['rosemary', 'pitcher', 'lime', 'thyme', 'cherry'],\n",
       " ['saffron', 'oyster', 'fish', 'cream', 'soup'],\n",
       " ['sage', 'tea', 'blackberry', 'sorbet', 'pear'],\n",
       " ['sake', 'steak', 'zucchini', 'feast', 'dough'],\n",
       " ['salad', 'turnip', 'cater', 'romaine', 'kale'],\n",
       " ['salami', 'horseradish', 'ginger', 'celery', 'jam'],\n",
       " ['salmon', 'ragout', 'brownie', 'sesame', 'quinoa'],\n",
       " ['salsa', 'relish', 'vegetable', 'avocado', 'lemon'],\n",
       " ['salt', 'pepper', 'oil', 'grain', 'kettle'],\n",
       " ['sandwich', 'meatloaf', 'croissant', 'blt', 'prime'],\n",
       " ['sandwiches', 'seeds', 'oatmeal', 'kettle', 'turkey'],\n",
       " ['sauce', 'soy', 'punch', 'veal', 'meatball'],\n",
       " ['sauerkraut', 'sour', 'crisp', 'tart', 'sweet'],\n",
       " ['sausage', 'berry', 'spicy', 'yogurt', 'maple'],\n",
       " ['savory', 'preserves', 'milk', 'oatmeal', 'sweet'],\n",
       " ['scallops', 'taco', 'bell', 'sprouts', 'marmalade'],\n",
       " ['seaweed', 'crackers', 'tuna', 'lobster', 'platter'],\n",
       " ['seed', 'mustard', 'mousse', 'pate', 'food'],\n",
       " ['seeds', 'watermelon', 'pickles', 'mayo', 'pepper'],\n",
       " ['sesame', 'oil', 'avocado', 'salmon', 'zucchini'],\n",
       " ['shallots', 'tarragon', 'parsnip', 'pitcher', 'horseradish'],\n",
       " ['shoots', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['shrimp', 'clam', 'biscuit', 'seaweed', 'spices'],\n",
       " ['slaw', 'jicama', 'cucumber', 'carrot', 'fennel'],\n",
       " ['slice', 'broil', 'pie', 'chives', 'lime'],\n",
       " ['snack', 'box', 'drink', 'coffee', 'wine'],\n",
       " ['soda', 'jug', 'recipe', 'drink', 'brussels'],\n",
       " ['sole', 'parsnip', 'almonds', 'grape', 'artichoke'],\n",
       " ['sorbet', 'blood', 'torte', 'coconut', 'mango'],\n",
       " ['soup', 'clam', 'chestnut', 'jug', 'curry'],\n",
       " ['sour', 'dough', 'sauerkraut', 'beer', 'cabbage'],\n",
       " ['soy', 'oil', 'sauce', 'zucchini', 'dough'],\n",
       " ['spaghetti', 'bowl', 'bread', 'cheese', 'sauce'],\n",
       " ['spices', 'acorn', 'herbs', 'ginger', 'citrus'],\n",
       " ['spicy', 'wafer', 'lime', 'coconut', 'milk'],\n",
       " ['spinach', 'walnut', 'cauliflower', 'sole', 'garlic'],\n",
       " ['split', 'pomegranate', 'pitcher', 'pop', 'rosemary'],\n",
       " ['spoon', 'spicy', 'coffee', 'prime', 'soup'],\n",
       " ['sprinkles', 'walnut', 'dry', 'cake', 'chocolate'],\n",
       " ['sprouts', 'brussels', 'squash', 'pumpkin', 'string'],\n",
       " ['squash', 'acorn', 'chestnut', 'nut', 'sprouts'],\n",
       " ['squid', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['steak', 'barbecue', 'barley', 'sake', 'buns'],\n",
       " ['steaks', 'sage', 'broil', 'patty', 'cod'],\n",
       " ['stew', 'pasta', 'beef', 'beans', 'quiche'],\n",
       " ['stir', 'coffee', 'garlic', 'butter', 'egg'],\n",
       " ['stomach', 'pepper', 'split', 'food', 'tuna'],\n",
       " ['strawberry', 'cheesecake', 'sorbet', 'grape', 'mint'],\n",
       " ['string', 'beans', 'asparagus', 'corn', 'sprouts'],\n",
       " ['stringy', 'fat', 'pork', 'bland', 'crisp'],\n",
       " ['sugar', 'refrigerator', 'yogurt', 'granola', 'custard'],\n",
       " ['sundae', 'dairy', 'pizza', 'tart', 'caramel'],\n",
       " ['supper', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['sushi', 'pepper', 'tuna', 'bacon', 'egg'],\n",
       " ['sustenance', 'bread', 'zucchini', 'feast', 'dough'],\n",
       " ['sweet', 'lemonade', 'apricot', 'cobbler', 'flan'],\n",
       " ['syrup', 'maple', 'candy', 'mint', 'cantaloupe'],\n",
       " ['system', 'food', 'zucchini', 'fava', 'dough'],\n",
       " ['taco', 'scallops', 'zucchini', 'fava', 'dough'],\n",
       " ['tarragon', 'halibut', 'shallots', 'citrus', 'oil'],\n",
       " ['tart', 'fig', 'sauerkraut', 'pumpkin', 'sundae'],\n",
       " ['tea', 'blackberry', 'sage', 'peach', 'pot'],\n",
       " ['teapot', 'vodka', 'fennel', 'bowl', 'apple'],\n",
       " ['thyme', 'halibut', 'pop', 'rosemary', 'lemon'],\n",
       " ['toast', 'bagels', 'blueberry', 'preserves', 'wheat'],\n",
       " ['tofu', 'zucchini', 'dip', 'dough', 'drink'],\n",
       " ['tomato', 'meatball', 'wasabi', 'zucchini', 'pepperoni'],\n",
       " ['torte', 'sorbet', 'bitter', 'caramel', 'ice'],\n",
       " ['tortilla', 'fries', 'steak', 'feast', 'dough'],\n",
       " ['trout', 'almonds', 'almond', 'beans', 'string'],\n",
       " ['tuna', 'seaweed', 'sushi', 'cloves', 'crackers'],\n",
       " ['turkey', 'yam', 'gravy', 'relish', 'omelet'],\n",
       " ['turnip', 'salad', 'zucchini', 'feast', 'dough'],\n",
       " ['utensils', 'bread', 'zucchini', 'feast', 'dough'],\n",
       " ['vanilla', 'milkshake', 'bean', 'custard', 'ice'],\n",
       " ['veal', 'beef', 'food', 'sauce', 'zucchini'],\n",
       " ['vegetable', 'feast', 'salsa', 'pot', 'eggplant'],\n",
       " ['vinegar', 'pickle', 'pitcher', 'recipe', 'radish'],\n",
       " ['vodka', 'wasabi', 'teapot', 'cranberry', 'lime'],\n",
       " ['wafer', 'biscuit', 'ketchup', 'crunch', 'spicy'],\n",
       " ['waffle', 'dairy', 'hazelnut', 'berry', 'box'],\n",
       " ['walnut', 'sprinkles', 'flour', 'rice', 'grapefruit'],\n",
       " ['wasabi', 'vodka', 'mayo', 'chef', 'tomato'],\n",
       " ['watercress', 'bitter', 'grain', 'pear', 'celery'],\n",
       " ['watermelon', 'seeds', 'pancake', 'bacon', 'steak'],\n",
       " ['wheat', 'crackers', 'berry', 'loaf', 'bowl'],\n",
       " ['whiskey', 'banana', 'drink', 'plate', 'fries'],\n",
       " ['wine', 'beer', 'snack', 'soda', 'herbs'],\n",
       " ['yam', 'gravy', 'turkey', 'zucchini', 'fava'],\n",
       " ['yogurt', 'papaya', 'granola', 'mango', 'sugar'],\n",
       " ['yolk', 'hamburger', 'chives', 'muffin', 'crunch'],\n",
       " ['zucchini', 'eggplant', 'pizza', 'basil', 'quinoa']]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finalList1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/JQ/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:23: RuntimeWarning: invalid value encountered in true_divide\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('banana', 0.0),\n",
       " ('chocolate', 1.0817747917625984),\n",
       " ('waffle', 1.0879705638401431),\n",
       " ('cinnamon', 1.1038046052248818),\n",
       " ('blueberry', 1.1059321373801634),\n",
       " ('torte', 1.1589017639509596),\n",
       " ('strawberry', 1.1703568885306848),\n",
       " ('syrup', 1.1864294008765337),\n",
       " ('crepe', 1.1930259008409829),\n",
       " ('cream', 1.1944789506755065),\n",
       " ('pastry', 1.2079002620802306),\n",
       " ('sausage', 1.213472528573299),\n",
       " ('mango', 1.2244983919632006),\n",
       " ('hazelnut', 1.2247633932657376),\n",
       " ('toast', 1.2313224169687074),\n",
       " ('buckwheat', 1.2372768604155466),\n",
       " ('blood', 1.239407284801864),\n",
       " ('berry', 1.2412479248825059),\n",
       " ('maple', 1.2441991936890313),\n",
       " ('broil', 1.2484262717057732),\n",
       " ('vanilla', 1.2488360682843578),\n",
       " ('apricot', 1.250245913248905),\n",
       " ('caramel', 1.2540385253855126),\n",
       " ('bacon', 1.2656012199060396),\n",
       " ('jam', 1.2662363214497512),\n",
       " ('benedict', 1.2662520206815735),\n",
       " ('plate', 1.266618604269887),\n",
       " ('sugar', 1.2685980077594186),\n",
       " ('cake', 1.2687196284065696),\n",
       " ('crisp', 1.271204338804873),\n",
       " ('bean', 1.2728758047836846),\n",
       " ('mint', 1.274199879814792),\n",
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       " ('salad', 1.4014530988985896),\n",
       " ('parsnip', 1.4018514796998385),\n",
       " ('oil', 1.4019791573926423),\n",
       " ('raisin', 1.4031392215752292),\n",
       " ('parsley', 1.4031942712402308),\n",
       " ('horseradish', 1.4034406806870885),\n",
       " ('grapefruit', 1.4036983096673765),\n",
       " ('slaw', 1.4039715577594591),\n",
       " ('mustard', 1.4045057573526791),\n",
       " ('citron', 1.4048686306983276),\n",
       " ('mussels', 1.4058898750708286),\n",
       " ('carrot', 1.4060330570674764),\n",
       " ('pate', 1.4060573346936101),\n",
       " ('rice', 1.4060888171221362),\n",
       " ('cone', 1.4062864393704628),\n",
       " ('poutine', 1.4064136421997473),\n",
       " ('meatloaf', 1.4065495310794864),\n",
       " ('food', 1.406850661463112),\n",
       " ('tarragon', 1.4073941123449887),\n",
       " ('lettuce', 1.4077427786019963),\n",
       " ('cereal', 1.4080886659893967),\n",
       " ('kettle', 1.4081981036724507),\n",
       " ('lobster', 1.408427644785492),\n",
       " ('prime', 1.4085775337858986),\n",
       " ('liver', 1.4086638633761572),\n",
       " ('caviar', 1.4093506988822009),\n",
       " ('pita', 1.4096898830058813),\n",
       " ('sustenance', 1.4096898830058813),\n",
       " ('utensils', 1.4096898830058813),\n",
       " ('napkin', 1.4098017656087158),\n",
       " ('veal', 1.4098946280185933),\n",
       " ('dill', 1.4100682100861999),\n",
       " ('eyed', 1.4103457773245043),\n",
       " ('beet', 1.4111152330898613),\n",
       " ('chutney', 1.4111558131257007),\n",
       " ('teapot', 1.411253986600308),\n",
       " ('acorn', 1.4113297876836124),\n",
       " ('pepperoni', 1.411387796698879),\n",
       " ('ginger', 1.4114465893489017),\n",
       " ('mayonnaise', 1.4114662551798971),\n",
       " ('herbs', 1.4115086735044622),\n",
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       " ('feed', 1.4119139278505792),\n",
       " ('onion', 1.4121161046932453),\n",
       " ('soup', 1.4122731410944553),\n",
       " ('munch', 1.4124259581885839),\n",
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       " ('zucchini', 1.4125421936966758),\n",
       " ('basil', 1.4128787142075783),\n",
       " ('stringy', 1.4133650233924597),\n",
       " ('pickle', 1.4134273168704896),\n",
       " ('flour', 1.4135612508860917),\n",
       " ('snack', 1.4135629569593497),\n",
       " ('nut', 1.4135959066977346),\n",
       " ('cheddar', 1.4138211756461379),\n",
       " ('anise', 1.4142135623730951),\n",
       " ('bake', 1.4142135623730951),\n",
       " ('barbecue', 1.4142135623730951),\n",
       " ('barley', 1.4142135623730951),\n",
       " ('bell', 1.4142135623730951),\n",
       " ('boil', 1.4142135623730951),\n",
       " ('buns', 1.4142135623730951),\n",
       " ('casserole', 1.4142135623730951),\n",
       " ('chili', 1.4142135623730951),\n",
       " ('chow', 1.4142135623730951),\n",
       " ('cilantro', 1.4142135623730951),\n",
       " ('clam', 1.4142135623730951),\n",
       " ('cloves', 1.4142135623730951),\n",
       " ('curds', 1.4142135623730951),\n",
       " ('curry', 1.4142135623730951),\n",
       " ('freezer', 1.4142135623730951),\n",
       " ('guacamole', 1.4142135623730951),\n",
       " ('jug', 1.4142135623730951),\n",
       " ('julienne', 1.4142135623730951),\n",
       " ('junk', 1.4142135623730951),\n",
       " ('ladle', 1.4142135623730951),\n",
       " ('lard', 1.4142135623730951),\n",
       " ('meatball', 1.4142135623730951),\n",
       " ('nosh', 1.4142135623730951),\n",
       " ('popcorn', 1.4142135623730951),\n",
       " ('punch', 1.4142135623730951),\n",
       " ('ragout', 1.4142135623730951),\n",
       " ('rhubarb', 1.4142135623730951),\n",
       " ('romaine', 1.4142135623730951),\n",
       " ('sake', 1.4142135623730951),\n",
       " ('salami', 1.4142135623730951),\n",
       " ('seaweed', 1.4142135623730951),\n",
       " ('seed', 1.4142135623730951),\n",
       " ('sesame', 1.4142135623730951),\n",
       " ('soy', 1.4142135623730951),\n",
       " ('stir', 1.4142135623730951),\n",
       " ('sushi', 1.4142135623730951),\n",
       " ('system', 1.4142135623730951),\n",
       " ('taco', 1.4142135623730951),\n",
       " ('tortilla', 1.4142135623730951),\n",
       " ('turnip', 1.4142135623730951),\n",
       " ('wafer', 1.4142135623730951),\n",
       " ('wasabi', 1.4142135623730951)]"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbors(word='banana', mat=ww_ppmi[0], rownames=ww_ppmi[1], distfunc=cosine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gnmat_lsa = lsa(mat=ww_ppmi[0], rownames=ww_ppmi[1], k=np.shape(ww_ppmi[0])[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('salmon', 0.0),\n",
       " ('pea', 1.1309284082506996),\n",
       " ('tuna', 1.1528380320740592),\n",
       " ('lemon', 1.1565869439671277),\n",
       " ('citrus', 1.1723074377767881),\n",
       " ('spinach', 1.1889321808942666),\n",
       " ('avocado', 1.20068006563397),\n",
       " ('salad', 1.2017872135627914),\n",
       " ('halibut', 1.204768852749091),\n",
       " ('lox', 1.2057397548593738),\n",
       " ('bacon', 1.227467176125622),\n",
       " ('asparagus', 1.2342566652462743),\n",
       " ('kale', 1.2431781795475432),\n",
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       " ('bran', 1.4142135623730951),\n",
       " ('dill', 1.4142135623730951),\n",
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       " ('freezer', 1.4142135623730951),\n",
       " ('junk', 1.4142135623730951),\n",
       " ('lemonade', 1.4142135623730951),\n",
       " ('milkshake', 1.4142135623730951),\n",
       " ('nut', 1.4142135623730951),\n",
       " ('pita', 1.4142135623730951),\n",
       " ('snack', 1.4142135623730951),\n",
       " ('spaghetti', 1.4142135623730951),\n",
       " ('tortilla', 1.4142135623730951),\n",
       " ('wasabi', 1.4142135623730951),\n",
       " ('yam', 1.4142135623730951),\n",
       " ('anise', 1.4142135623730954),\n",
       " ('punch', 1.4142135623730954),\n",
       " ('system', 1.4142135623730954),\n",
       " ('bagels', 1.4142135623730956),\n",
       " ('meatball', 1.4142135623730956),\n",
       " ('sauerkraut', 1.4142135623730956),\n",
       " ('mug', 1.414213562373096),\n",
       " ('ladle', 1.4142135623730963),\n",
       " ('supper', 1.415053702534435),\n",
       " ('cupcake', 1.4179799753197155),\n",
       " ('shoots', 1.4188457710400637),\n",
       " ('pretzel', 1.4232319148337462),\n",
       " ('chard', 1.426759311113295),\n",
       " ('donut', 1.4416564072232376)]"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbors(word='salmon', mat=gnmat_lsa[0], rownames=gnmat_lsa[1], distfunc=cosine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "FinalNames=[]\n",
    "for n in range(len(dishNameList)):\n",
    "    a=[]\n",
    "    a=neighbors(word=gnmat_lsa[1][n], mat=gnmat_lsa[0], rownames=gnmat_lsa[1], distfunc=cosine)\n",
    "    pname=[]\n",
    "    for m in a:\n",
    "        if m[1]<1.2:\n",
    "            pname.append(m[0])\n",
    "    if len(pname) > 1:\n",
    "        if len(pname) > 6:\n",
    "            FinalNames.append(pname[0:6])\n",
    "        else:\n",
    "            FinalNames.append(pname)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def measure(listItems):\n",
    "    menuDiscriptions =[]\n",
    "    file = \"/Users/JQ/Downloads/4JNXUYY8wbaaDmk3BPzlWw.txt\"\n",
    "    with open(file) as f:\n",
    "        menuDiscriptions = [line.rstrip().lower() for line in f]\n",
    "    #check how many items are matching\n",
    "    mainDishMatch = []\n",
    "    fullPredictDishMatch = []\n",
    "    for n in listItems:\n",
    "        accuracyList=[]\n",
    "        for m in menuDiscriptions:\n",
    "            if n[0] in m:\n",
    "                i=len(n)\n",
    "                j=0\n",
    "                for x in n:\n",
    "                    if x in m:\n",
    "                        j=j+1\n",
    "                accuracyList.append([m,j/len(m.split())])\n",
    "        if len(accuracyList)>0:\n",
    "            a=sorted(accuracyList,key=itemgetter(1),reverse=True)\n",
    "            mainDishMatch.append([n,a[0][0],a[0][1]])\n",
    "                    \n",
    "    return mainDishMatch\n",
    "\n",
    "def fullMatch(listItems):\n",
    "    menuDiscriptions =[]\n",
    "    file = \"/Users/JQ/Downloads/4JNXUYY8wbaaDmk3BPzlWw.txt\"\n",
    "    with open(file) as f:\n",
    "        menuDiscriptions = [line.rstrip().lower() for line in f]\n",
    "    #check how many items are matching\n",
    "    mainDishMatch = []\n",
    "    for n in listItems:\n",
    "        accuracyList=[]\n",
    "        for m in menuDiscriptions:\n",
    "            i=len(n)\n",
    "            j=0\n",
    "            for x in n:\n",
    "                if x in m:\n",
    "                    j=j+1\n",
    "            if j == i:\n",
    "                accuracyList.append(m)\n",
    "        if len(accuracyList) > 0:\n",
    "            mainDishMatch.append([n,accuracyList])\n",
    "                    \n",
    "    return mainDishMatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[['chocolate', 'mousse'], 'chocolate mousse', 1.0],\n",
       " [['chocolate', 'mousse', 'and', 'coffee'], 'chocolate mousse', 1.0],\n",
       " [['garlic', 'spinach'], 'garlic spinach', 1.0],\n",
       " [['chocolate', 'mousse', 'dessert'], 'chocolate mousse', 1.0],\n",
       " [['bacon', 'cheese', 'and', 'egg', 'crepe'],\n",
       "  'egg, bacon & cheese crepe',\n",
       "  0.8],\n",
       " [['egg', 'cheese', 'and', 'bacon', 'crepe'],\n",
       "  'egg, bacon & cheese crepe',\n",
       "  0.8],\n",
       " [['benedict', 'and', 'egg', 'benedict'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.6666666666666666],\n",
       " [['chicken', 'and', 'apple', 'crepe'], 'chicken, brie & apple crepe', 0.6],\n",
       " [['chicken', 'apple', 'crepe'], 'chicken, brie & apple crepe', 0.6],\n",
       " [['cream', 'and', 'vanilla', 'ice', 'cream'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.5714285714285714],\n",
       " [['steak'], 'steak frites', 0.5],\n",
       " [['chocolate', 'tart'], 'chocolate mousse', 0.5],\n",
       " [['steak', 'sandwich'], 'steak frites', 0.5],\n",
       " [['egg', 'and', 'bacon'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['spinach', 'salad'], 'garlic spinach', 0.5],\n",
       " [['garlic'], 'garlic spinach', 0.5],\n",
       " [['mushroom'], 'sauteed mushrooms', 0.5],\n",
       " [['chocolate', 'cake'], 'chocolate mousse', 0.5],\n",
       " [['toast'], 'gluten-free toast', 0.5],\n",
       " [['macaroni'], 'macaroni gratin', 0.5],\n",
       " [['mushroom', 'omelet'], 'sauteed mushrooms', 0.5],\n",
       " [['hash'], 'hash browns', 0.5],\n",
       " [['spinach'], 'garlic spinach', 0.5],\n",
       " [['garlic', 'bread'], 'garlic spinach', 0.5],\n",
       " [['ham', 'and', 'cheese', 'crepe'], 'ham & cheese crepe add egg', 0.5],\n",
       " [['blueberry', 'syrup'], 'blueberry warm blueberry syrup', 0.5],\n",
       " [['garlic', 'and', 'bread'], 'garlic spinach', 0.5],\n",
       " [['chocolate', 'sauce'], 'chocolate mousse', 0.5],\n",
       " [['steak', 'and', 'salmon'], 'steak frites', 0.5],\n",
       " [['mushroom', 'soup'], 'sauteed mushrooms', 0.5],\n",
       " [['garlic', 'and', 'cream'], 'garlic spinach', 0.5],\n",
       " [['tea'], 'hot tea', 0.5],\n",
       " [['trout'], 'sauteed trout', 0.5],\n",
       " [['spinach', 'and', 'salmon'], 'garlic spinach', 0.5],\n",
       " [['steak', 'sauce'], 'steak frites', 0.5],\n",
       " [['steak', 'fries'], 'steak frites', 0.5],\n",
       " [['salmon', 'and', 'egg', 'salad', 'sandwich'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.5],\n",
       " [['toast', 'and', 'crepe'], 'gluten-free toast', 0.5],\n",
       " [['chocolate'], 'chocolate mousse', 0.5],\n",
       " [['mousse'], 'chocolate mousse', 0.5],\n",
       " [['chicken', 'mushroom', 'crepe'],\n",
       "  'chicken & mushroom crepe kale, brie',\n",
       "  0.5],\n",
       " [['chicken', 'and', 'mushroom', 'crepe'],\n",
       "  'chicken & mushroom crepe kale, brie',\n",
       "  0.5],\n",
       " [['mushroom', 'and', 'chicken'], 'sauteed mushrooms', 0.5],\n",
       " [['steak', 'and', 'potato', 'chips'], 'steak frites', 0.5],\n",
       " [['garlic', 'butter'], 'garlic spinach', 0.5],\n",
       " [['chocolate', 'bread'], 'chocolate mousse', 0.5],\n",
       " [['macaroni', 'and', 'cheese'], 'macaroni gratin', 0.5],\n",
       " [['spinach', 'salmon', 'salad'], 'garlic spinach', 0.5],\n",
       " [['chocolate', 'syrup'], 'chocolate mousse', 0.5],\n",
       " [['steak', 'and', 'fries'], 'steak frites', 0.5],\n",
       " [['chocolate', 'croissant'], 'chocolate mousse', 0.5],\n",
       " [['hash', 'fries'], 'hash browns', 0.5],\n",
       " [['mousse', 'and', 'pate'], 'chocolate mousse', 0.5],\n",
       " [['garlic', 'and', 'butter'], 'garlic spinach', 0.5],\n",
       " [['toast', 'and', 'bacon'], 'gluten-free toast', 0.5],\n",
       " [['garlic', 'parsley', 'butter'], 'garlic spinach', 0.5],\n",
       " [['cream', 'ice', 'cream'], 'chocolate waffle whipped cream', 0.5],\n",
       " [['mushroom', 'quiche'], 'sauteed mushrooms', 0.5],\n",
       " [['egg', 'benedict', 'and', 'banana', 'waffle'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['garlic', 'and', 'onions'], 'garlic spinach', 0.5],\n",
       " [['mushroom', 'crepe'], 'sauteed mushrooms', 0.5],\n",
       " [['steak', 'and', 'scallops'], 'steak frites', 0.5],\n",
       " [['spinach', 'and', 'artichoke'], 'garlic spinach', 0.5],\n",
       " [['mushroom', 'benedict'], 'sauteed mushrooms', 0.5],\n",
       " [['steak', 'and', 'lobster'], 'steak frites', 0.5],\n",
       " [['salmon', 'and', 'egg'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.5],\n",
       " [['steak', 'and', 'beef'], 'steak frites', 0.5],\n",
       " [['garlic', 'potato', 'chips'], 'garlic spinach', 0.5],\n",
       " [['toast', 'and', 'ham'], 'gluten-free toast', 0.5],\n",
       " [['mushroom', 'hash'], 'sauteed mushrooms', 0.5],\n",
       " [['egg', 'and', 'bacon', 'salad'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['bacon', 'and', 'egg'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['steak', 'and', 'salad'], 'steak frites', 0.5],\n",
       " [['salmon', 'egg', 'benedict'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.5],\n",
       " [['chocolate', 'and', 'bacon'], 'chocolate mousse', 0.5],\n",
       " [['hash', 'and', 'toast'], 'hash browns', 0.5],\n",
       " [['trout', 'and', 'mussels'], 'sauteed trout', 0.5],\n",
       " [['chocolate', 'hazelnut', 'waffle'], 'chocolate waffle whipped cream', 0.5],\n",
       " [['chocolate', 'caramel', 'tart'], 'chocolate mousse', 0.5],\n",
       " [['toast', 'and', 'quiche'], 'gluten-free toast', 0.5],\n",
       " [['toast', 'dessert'], 'gluten-free toast', 0.5],\n",
       " [['toast', 'and', 'tea'], 'gluten-free toast', 0.5],\n",
       " [['toast', 'and', 'jam'], 'gluten-free toast', 0.5],\n",
       " [['chocolate', 'sauce', 'and', 'ice', 'cream'],\n",
       "  'chocolate waffle whipped cream',\n",
       "  0.5],\n",
       " [['mushroom', 'pasta'], 'sauteed mushrooms', 0.5],\n",
       " [['trout', 'dish'], 'sauteed trout', 0.5],\n",
       " [['mushroom', 'sauce'], 'sauteed mushrooms', 0.5],\n",
       " [['egg', 'and', 'sauce'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['chocolate', 'hazelnut'], 'chocolate mousse', 0.5],\n",
       " [['steak', 'entree'], 'steak frites', 0.5],\n",
       " [['chocolate', 'caramel'], 'chocolate mousse', 0.5],\n",
       " [['chocolate', 'chips'], 'chocolate mousse', 0.5],\n",
       " [['trout', 'and', 'fish'], 'sauteed trout', 0.5],\n",
       " [['spinach', 'crepe'], 'garlic spinach', 0.5],\n",
       " [['spinach', 'omelet'], 'garlic spinach', 0.5],\n",
       " [['steak', 'juice'], 'steak frites', 0.5],\n",
       " [['chocolate', 'torte'], 'chocolate mousse', 0.5],\n",
       " [['macaroni', 'and', 'spinach'], 'macaroni gratin', 0.5],\n",
       " [['steak', 'and', 'trout'], 'steak frites', 0.5],\n",
       " [['ham', 'and', 'cheese', 'omelet'],\n",
       "  'ham & cheese omelette gruyere cheese',\n",
       "  0.5],\n",
       " [['trout', 'and', 'salmon'], 'sauteed trout', 0.5],\n",
       " [['spinach', 'and', 'bacon', 'salad'], 'garlic spinach', 0.5],\n",
       " [['garlic', 'and', 'lime'], 'garlic spinach', 0.5],\n",
       " [['steak', 'and', 'sauce'], 'steak frites', 0.5],\n",
       " [['mushroom', 'and', 'chicken', 'crepe'], 'sauteed mushrooms', 0.5],\n",
       " [['garlic', 'and', 'butter', 'sauce'], 'garlic spinach', 0.5],\n",
       " [['macaroni', 'and', 'mousse'], 'macaroni gratin', 0.5],\n",
       " [['toast', 'and', 'bacon', 'and', 'coffee'], 'gluten-free toast', 0.5],\n",
       " [['mushroom', 'sandwich'], 'sauteed mushrooms', 0.5],\n",
       " [['spinach', 'quiche'], 'garlic spinach', 0.5],\n",
       " [['chocolate', 'and', 'strawberry'], 'chocolate mousse', 0.5],\n",
       " [['garlic', 'parsley', 'sauce'], 'garlic spinach', 0.5],\n",
       " [['garlic', 'sauce'], 'garlic spinach', 0.5],\n",
       " [['spinach', 'and', 'salmon', 'salad'], 'garlic spinach', 0.5],\n",
       " [['spinach', 'lettuce'], 'garlic spinach', 0.5],\n",
       " [['chocolate', 'dessert'], 'chocolate mousse', 0.5],\n",
       " [['chocolate', 'chip', 'orange', 'muffin'], 'chocolate mousse', 0.5],\n",
       " [['spinach', 'and', 'asparagus', 'quiche'], 'garlic spinach', 0.5],\n",
       " [['steak', 'dish'], 'steak frites', 0.5],\n",
       " [['sauce', 'and', 'bacon'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['steak', 'benedict'], 'steak frites', 0.5],\n",
       " [['egg', 'benedict', 'and', 'waffle'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['chocolate', 'chip', 'and', 'bacon', 'waffle'],\n",
       "  'chocolate waffle whipped cream',\n",
       "  0.5],\n",
       " [['mousse', 'pate'], 'chocolate mousse', 0.5],\n",
       " [['steak', 'and', 'onions'], 'steak frites', 0.5],\n",
       " [['chicken', 'liver', 'mousse', 'pate'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.4444444444444444],\n",
       " [['egg', 'and', 'cheddar', 'sandwich'],\n",
       "  'bacon, egg & cheddar sandwich ciabatta bread, green goddess',\n",
       "  0.4444444444444444],\n",
       " [['pate', 'and', 'chicken', 'liver', 'mousse'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.4444444444444444],\n",
       " [['cinnamon', 'cream', 'cheese'],\n",
       "  'skinny crepe pancakes cinnamon cream cheese icing',\n",
       "  0.42857142857142855],\n",
       " [['vanilla', 'ice', 'cream'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['cream', 'and', 'blueberry', 'syrup'],\n",
       "  'french toast blueberries, whipped cream, blueberry syrup',\n",
       "  0.42857142857142855],\n",
       " [['vanilla', 'ice', 'cream', 'cake'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['vanilla', 'ice', 'cream', 'and', 'orange', 'marmalade'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['caramel', 'sauce', 'and', 'vanilla', 'ice', 'cream'],\n",
       "  'bananas foster caramel sauce, fresh whipped cream',\n",
       "  0.42857142857142855],\n",
       " [['cheese', 'and', 'mushroom', 'and', 'chicken', 'crepe'],\n",
       "  'cheeseburger hand-cut frites, add a fried egg',\n",
       "  0.42857142857142855],\n",
       " [['shrimp', 'and', 'scallops', 'crepe'],\n",
       "  'seafood crepe scallops, shrimp, peas & cream',\n",
       "  0.42857142857142855],\n",
       " [['caramel', 'sauce', 'and', 'cream'],\n",
       "  'bananas foster caramel sauce, fresh whipped cream',\n",
       "  0.42857142857142855],\n",
       " [['chicken', 'crepe'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['bacon', 'and', 'cheese'], 'egg, bacon & cheese crepe', 0.4],\n",
       " [['bacon', 'egg'], 'egg, bacon & cheese crepe', 0.4],\n",
       " [['apple', 'crepe'], 'skinny crepe pancakes caramelized apple', 0.4],\n",
       " [['chicken', 'and', 'broccoli', 'crepe'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['banana', 'waffle'], 'banana foster waffle whipped cream', 0.4],\n",
       " [['apple', 'pancake'], 'skinny crepe pancakes caramelized apple', 0.4],\n",
       " [['caramel', 'ice', 'cream'], 'caramelized apple fresh whipped cream', 0.4],\n",
       " [['chives', 'and', 'cheese'], 'mushroom omelette brie cheese, chives', 0.4],\n",
       " [['cheese', 'and', 'chives'], 'mushroom omelette brie cheese, chives', 0.4],\n",
       " [['caramel', 'cream'], 'caramelized apple fresh whipped cream', 0.4],\n",
       " [['cheese', 'and', 'bacon'], 'egg, bacon & cheese crepe', 0.4],\n",
       " [['chicken', 'apple', 'sausage'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['chicken', 'broccoli', 'crepe'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['apple', 'and', 'chicken', 'sandwich'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['chicken', 'apple'], 'chicken, brie & apple crepe', 0.4],\n",
       " [['cheese', 'crepe'], 'egg, bacon & cheese crepe', 0.4],\n",
       " [['bacon', 'and', 'crepe'], 'egg, bacon & cheese crepe', 0.4],\n",
       " [['salmon', 'and', 'avocado'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.375],\n",
       " [['onions', 'and', 'mustard', 'mayo'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.375],\n",
       " [['ham', 'and', 'cheese'],\n",
       "  'croque madame warm ham and cheese, fried egg',\n",
       "  0.375],\n",
       " [['salmon', 'and', 'avocado', 'salad'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.375],\n",
       " [['ham', 'and', 'cheese', 'sandwich'],\n",
       "  'croque madame warm ham and cheese, fried egg',\n",
       "  0.375],\n",
       " [['cheese', 'and', 'ham'],\n",
       "  'croque madame warm ham and cheese, fried egg',\n",
       "  0.375],\n",
       " [['egg', 'and', 'spinach'],\n",
       "  'artichoke & spinach benedict poached eggs, hollandaise sauce',\n",
       "  0.375],\n",
       " [['chips', 'and', 'avocado'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.375],\n",
       " [['kale', 'and', 'bacon', 'salad'],\n",
       "  'frisee, kale & warm bacon salad soft-poached egg',\n",
       "  0.375],\n",
       " [['liver', 'mousse', 'pate'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.3333333333333333],\n",
       " [['butter'], 'butter & preserves', 0.3333333333333333],\n",
       " [['apple', 'slaw'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['chicken', 'liver', 'pate'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.3333333333333333],\n",
       " [['onion', 'soup'],\n",
       "  'french onion soup the french classic',\n",
       "  0.3333333333333333],\n",
       " [['corn', 'beef', 'hash'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.3333333333333333],\n",
       " [['cheese'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['apple'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['bacon'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['cheese', 'and', 'pear'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['onion', 'soup', 'and', 'bread'],\n",
       "  'french onion soup the french classic',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'apple'], 'butter & preserves', 0.3333333333333333],\n",
       " [['apple', 'plate'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['egg', 'benedict'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'garlic', 'sauce'], 'butter & preserves', 0.3333333333333333],\n",
       " [['salmon', 'and', 'quinoa'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['salmon', 'benedict'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['fruit', 'salad'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'lettuce', 'salad'], 'butter & preserves', 0.3333333333333333],\n",
       " [['lemon', 'chicken'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['lemon'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['fruit', 'and', 'croissant'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'cream'], 'butter & preserves', 0.3333333333333333],\n",
       " [['corn', 'beef', 'and', 'hash'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.3333333333333333],\n",
       " [['chicken', 'liver', 'mousse'],\n",
       "  'chicken liver mousse burgundy red wine mustard, gluten-free toast',\n",
       "  0.3333333333333333],\n",
       " [['sauce', 'and', 'mussels'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['salmon', 'and', 'vegetable'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'sauce'], 'butter & preserves', 0.3333333333333333],\n",
       " [['lemon', 'sauce'],\n",
       "  'shrimp cocktail lemon dijonnaise, cocktail sauce',\n",
       "  0.3333333333333333],\n",
       " [['chicken', 'and', 'mushroom'],\n",
       "  'chicken grand-mere all-natural half chicken, bacon, mushrooms, pommes puree',\n",
       "  0.3333333333333333],\n",
       " [['lemon', 'and', 'herbs'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['apple', 'salad'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['butter', 'and', 'carrot', 'slaw'],\n",
       "  'butter & preserves',\n",
       "  0.3333333333333333],\n",
       " [['bacon', 'salad'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['kale', 'and', 'chicken', 'salad'],\n",
       "  'chicken & mushroom crepe kale, brie',\n",
       "  0.3333333333333333],\n",
       " [['berry'], 'mixed berry coupe', 0.3333333333333333],\n",
       " [['lemon', 'and', 'crackers'],\n",
       "  'asparagus lemon gremolata',\n",
       "  0.3333333333333333],\n",
       " [['sausage', 'and', 'toast'],\n",
       "  'spicy andouille sausage benedict hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'salt'], 'butter & preserves', 0.3333333333333333],\n",
       " [['avocado', 'salmon', 'salad'],\n",
       "  'spicy salmon tartare avocado, olives, gaufrettes',\n",
       "  0.3333333333333333],\n",
       " [['cheese', 'sauce'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['butter', 'and', 'syrup'], 'butter & preserves', 0.3333333333333333],\n",
       " [['bacon', 'and', 'toast'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['egg', 'benedict', 'bread'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'bread'], 'butter & preserves', 0.3333333333333333],\n",
       " [['salmon', 'and', 'steak'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['apple', 'juice'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['cheese', 'and', 'sauce'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['butter', 'and', 'carrot'], 'butter & preserves', 0.3333333333333333],\n",
       " [['sausage', 'and', 'cheese'],\n",
       "  'spicy andouille sausage benedict hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'corn', 'sauce'],\n",
       "  'butter & preserves',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'and', 'jam'], 'butter & preserves', 0.3333333333333333],\n",
       " [['butter', 'and', 'herbs'], 'butter & preserves', 0.3333333333333333],\n",
       " [['apple', 'cinnamon', 'waffle'],\n",
       "  'applewood smoked bacon',\n",
       "  0.3333333333333333],\n",
       " [['apple', 'waffle'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['lemon', 'salmon'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['berry', 'pancake'], 'mixed berry coupe', 0.3333333333333333],\n",
       " [['ginger', 'and', 'lime'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.3333333333333333],\n",
       " [['corn', 'hash', 'beef'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.3333333333333333],\n",
       " [['apple', 'tart'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['cheese', 'and', 'bread'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['salmon', 'and', 'roast', 'beef'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'lettuce'], 'butter & preserves', 0.3333333333333333],\n",
       " [['butter', 'and', 'peach', 'jam'], 'butter & preserves', 0.3333333333333333],\n",
       " [['salmon', 'and', 'spinach', 'salad'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'lettuce', 'and', 'apple', 'salad'],\n",
       "  'butter & preserves',\n",
       "  0.3333333333333333],\n",
       " [['onion', 'soup', 'and', 'salmon'],\n",
       "  'french onion soup the french classic',\n",
       "  0.3333333333333333],\n",
       " [['ham', 'and', 'spinach', 'crepe'],\n",
       "  'ham & cheese crepe add egg',\n",
       "  0.3333333333333333],\n",
       " [['fruit', 'and', 'yogurt'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.3333333333333333],\n",
       " [['cheese', 'and', 'herbs'], 'cheeseburger & frites', 0.3333333333333333],\n",
       " [['lemon', 'and', 'capers'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['lemon', 'marmalade'], 'asparagus lemon gremolata', 0.3333333333333333],\n",
       " [['butter', 'and', 'garlic'], 'butter & preserves', 0.3333333333333333],\n",
       " [['butter', 'and', 'slaw'], 'butter & preserves', 0.3333333333333333],\n",
       " [['chicken', 'mousse', 'pate'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.3333333333333333],\n",
       " [['berry', 'waffle'], 'mixed berry coupe', 0.3333333333333333],\n",
       " [['vanilla', 'custard'],\n",
       "  'vanilla creme brulee burnt vanilla custard',\n",
       "  0.3333333333333333],\n",
       " [['butter', 'cream'], 'butter & preserves', 0.3333333333333333],\n",
       " [['ginger', 'and', 'carrot', 'soup'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.3333333333333333],\n",
       " [['salmon', 'and', 'capers'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['salmon', 'and', 'blueberry'],\n",
       "  'smoked salmon eggs benedict chive hollandaise',\n",
       "  0.3333333333333333],\n",
       " [['lemon', 'tarragon', 'halibut'],\n",
       "  'asparagus lemon gremolata',\n",
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       "  'ham & cheese crepe cornichons, dijon mustard',\n",
       "  0.14285714285714285],\n",
       " [['mustard', 'and', 'ketchup'],\n",
       "  'ham & cheese crepe cornichons, dijon mustard',\n",
       "  0.14285714285714285],\n",
       " [['mustard', 'butter', 'sauce'],\n",
       "  'ham & cheese crepe cornichons, dijon mustard',\n",
       "  0.14285714285714285],\n",
       " [['wine', 'garlic', 'sauce'],\n",
       "  'filet mignon bordeaux butter, red wine reduction',\n",
       "  0.14285714285714285],\n",
       " [['duck', 'hash'],\n",
       "  'duck confit & charred zucchini red cabbage, sun-dried cherries, sunny-side up eggs, hash browns',\n",
       "  0.14285714285714285],\n",
       " [['fish'], 'gabi’s fish & frites sauce gribiche, malt vinegar', 0.125],\n",
       " [['oil'], 'caesar salad baguette croutons, grana padano, chili oil', 0.125],\n",
       " [['roll'], 'maine lobster roll brioche bun, gaufrette chips, salad', 0.125],\n",
       " [['lobster'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['chips'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.125],\n",
       " [['sandwich'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.125],\n",
       " [['pasta'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['pepper'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['lobster', 'sandwiches'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['vinegar'], 'gabi’s fish & frites sauce gribiche, malt vinegar', 0.125],\n",
       " [['chip'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.125],\n",
       " [['roast', 'chicken'],\n",
       "  'wild escargots de bourgogne oven-roasted snails, garlic-herb butter',\n",
       "  0.125],\n",
       " [['chili'], 'caesar salad baguette croutons, grana padano, chili oil', 0.125],\n",
       " [['tomato'], 'green egg white omelette sauce vert, roasted tomatoes', 0.125],\n",
       " [['tomato', 'soup'],\n",
       "  'green egg white omelette sauce vert, roasted tomatoes',\n",
       "  0.125],\n",
       " [['mayo'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.125],\n",
       " [['fish', 'and', 'steak'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['pasta', 'noodles'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['pickles'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['fish', 'and', 'fries'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['lobster', 'and', 'fish'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['vinegar', 'carrot'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['basil', 'sauce'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['basil', 'butter'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['pickles', 'and', 'onions', 'and', 'mustard', 'seeds'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['oil', 'and', 'lemon'],\n",
       "  'caesar salad baguette croutons, grana padano, chili oil',\n",
       "  0.125],\n",
       " [['pepper', 'honey'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['almond', 'cake'],\n",
       "  'trout almondine french green beans, brown butter, lemon',\n",
       "  0.125],\n",
       " [['fish', 'and', 'chips'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['lobster', 'sandwich'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['pasta', 'dish'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['mayo', 'sauce'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.125],\n",
       " [['tomato', 'juice'],\n",
       "  'green egg white omelette sauce vert, roasted tomatoes',\n",
       "  0.125],\n",
       " [['lobster', 'benedict'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['lobster', 'meat'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['vinegar', 'and', 'oil'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['basil'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['pepper', 'salt'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['pepper', 'sauce'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['roast', 'duck'],\n",
       "  'wild escargots de bourgogne oven-roasted snails, garlic-herb butter',\n",
       "  0.125],\n",
       " [['pickles', 'and', 'bread'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['lobster', 'and', 'slaw'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['oil', 'and', 'basil'],\n",
       "  'caesar salad baguette croutons, grana padano, chili oil',\n",
       "  0.125],\n",
       " [['roll', 'sandwich'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.125],\n",
       " [['oil', 'and', 'honey'],\n",
       "  'caesar salad baguette croutons, grana padano, chili oil',\n",
       "  0.125],\n",
       " [['pickle', 'dish'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['roast'],\n",
       "  'wild escargots de bourgogne oven-roasted snails, garlic-herb butter',\n",
       "  0.125],\n",
       " [['pepper', 'seeds'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['fish', 'and', 'chicken'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['bread'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.1111111111111111],\n",
       " [['bagel'],\n",
       "  'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       "  0.1111111111111111],\n",
       " [['beef'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['pate', 'plate'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['pate'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['beef', 'sandwich'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['oatmeal'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['pear'],\n",
       "  'chocolate mousse semi-sweet chocolate, whipped cream & chocolate pearls',\n",
       "  0.1111111111111111],\n",
       " [['beef', 'dish'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['beef', 'stew'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['pate', 'and', 'bread'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['liver'],\n",
       "  'chicken liver mousse burgundy red wine mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['bread', 'loaf'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.1111111111111111],\n",
       " [['peach', 'crepe'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['relish'],\n",
       "  'egg white omelette avocado & tomato relish, chicken sausage',\n",
       "  0.1111111111111111],\n",
       " [['milk'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['cheddar'],\n",
       "  'bacon, egg & cheddar sandwich ciabatta bread, green goddess',\n",
       "  0.1111111111111111],\n",
       " [['cherry'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['grain'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['peach'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['beef', 'brisket'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['oatmeal', 'and', 'apple', 'waffle'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['pate', 'and', 'mussels'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['raisin', 'chutney'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['raisin', 'bread'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['pate', 'and', 'salad'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['bread', 'plate'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.1111111111111111],\n",
       " [['bagel', 'and', 'lox'],\n",
       "  'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       "  0.1111111111111111],\n",
       " [['beef', 'benedict'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.1111111111111111],\n",
       " [['jam'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['savory'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['duck'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['turkey', 'sandwich'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['turkey'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['raspberry', 'preserves'],\n",
       "  'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       "  0.1],\n",
       " [['savory', 'ham'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['confit'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['jam', 'and', 'butter'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['cabbage'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['raspberry'],\n",
       "  'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       "  0.1],\n",
       " [['savory', 'crepe'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['duck', 'liver', 'pate'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['duck', 'and', 'pork'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['confit', 'benedict'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['raspberry', 'dessert'],\n",
       "  'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       "  0.1],\n",
       " [['jam', 'and', 'mustard'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['duck', 'and', 'fig'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['cabbage', 'salad'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['savory', 'chicken'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['raspberry', 'jam'],\n",
       "  'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       "  0.1],\n",
       " [['duck', 'meat'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['cucumber', 'soup'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['eggplant'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['turkey', 'and', 'mayo'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['turkey', 'omelet'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['savory', 'dish'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['turkey', 'meat'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['duck', 'benedict'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['order'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['mussels', 'and', 'salad'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'spinach'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'steak'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'fries'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'dessert'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'trout'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['mussels', 'and', 'lobster', 'roll'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'turkey'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'soup'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'drink'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['order', 'fruit'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['potato'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['juice'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['potato', 'chips'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['juice', 'and', 'tea'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['potato', 'chip'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['juice', 'and', 'pepper'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['potato', 'soup'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['juice', 'and', 'onions'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['potato', 'fries'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['celery'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['vodka'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['zucchini'],\n",
       "  'duck confit & charred zucchini red cabbage, sun-dried cherries, sunny-side up eggs, hash browns',\n",
       "  0.07142857142857142],\n",
       " [['celery', 'and', 'cilantro'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['celery', 'and', 'cream'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['celery', 'salad'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['thyme'],\n",
       "  'sparkling cocktails house sparkling brut & your choice of the following elixirs classic fresh orange, grapefruit juice, classic kirroyale, blood orange shrub & thyme',\n",
       "  0.041666666666666664]]"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posName =[]\n",
    "file = \"/Users/JQ/Downloads/results/final2.txt\"\n",
    "with open(file) as f:\n",
    "    posName = [line.rstrip() for line in f]\n",
    "posName1=[]\n",
    "for eachitem in posName:\n",
    "    posName1.append(eachitem.split())\n",
    "final=measure(posName1)\n",
    "sorted(final,key=itemgetter(2),reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[['beef', 'hash'],\n",
       "  ['corned beef hash & eggs poached eggs roasted red pepper',\n",
       "   'corned beef hash & poached eggs* roast red pepper']],\n",
       " [['chicken', 'pate', 'liver'],\n",
       "  ['chicken liver mousse pate burgundy red wine mustard, cornichons']],\n",
       " [['onion', 'soup'],\n",
       "  ['onion soup au gratin baked with gruyere cheese, gluten-free croutons',\n",
       "   'onion soup au gratin the french classic baked with gruyere cheese',\n",
       "   'onion soup au gratin the french classic baked with gruyere cheese',\n",
       "   'french onion soup the french classic']],\n",
       " [['pate', 'chicken', 'mustard', 'mousse', 'liver'],\n",
       "  ['chicken liver mousse pate burgundy red wine mustard, cornichons']],\n",
       " [['peas', 'scallops'], ['seafood crepe scallops, shrimp, peas & cream']],\n",
       " [['prime', 'sandwich'],\n",
       "  ['prime steak sandwich* caramelized onions & peppercorn mayo']],\n",
       " [['relish', 'avocado'],\n",
       "  ['egg white omelette avocado & tomato relish, chicken sausage']],\n",
       " [['sauce', 'cheese', 'tomato'],\n",
       "  ['baked goat cheese tomato sauce, warm herb garlic bread']],\n",
       " [['soup', 'onion'],\n",
       "  ['onion soup au gratin baked with gruyere cheese, gluten-free croutons',\n",
       "   'onion soup au gratin the french classic baked with gruyere cheese',\n",
       "   'onion soup au gratin the french classic baked with gruyere cheese',\n",
       "   'french onion soup the french classic']]]"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fullMatch(FinalNames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[['brown', 'sugar', 'fruit', 'yogurt', 'cantaloupe', 'mint'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.6666666666666666],\n",
       " [['fruit', 'sugar', 'brown', 'pineapple', 'yogurt', 'cantaloupe'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.6666666666666666],\n",
       " [['sugar', 'brown', 'fruit', 'mint', 'yogurt', 'cantaloupe'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.6666666666666666],\n",
       " [['yogurt', 'cantaloupe', 'melon', 'sugar', 'fruit', 'brown'],\n",
       "  'fresh fruit salad brown sugar yogurt',\n",
       "  0.6666666666666666],\n",
       " [['cream', 'ice', 'chocolate', 'vanilla', 'tart', 'caramel'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.5714285714285714],\n",
       " [['pate', 'chicken', 'mustard', 'mousse', 'liver'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.5555555555555556],\n",
       " [['chocolate', 'ice', 'cream', 'banana', 'caramel', 'cake'],\n",
       "  'chocolate waffle whipped cream',\n",
       "  0.5],\n",
       " [['egg', 'bacon', 'muffin', 'benedict', 'mushroom', 'ham'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.5],\n",
       " [['garlic', 'mussels', 'butter', 'lemon'], 'garlic spinach', 0.5],\n",
       " [['hash', 'toast', 'beef', 'omelet', 'cherry', 'yolk'], 'hash browns', 0.5],\n",
       " [['macaroni', 'brussels', 'string', 'milk', 'lentils', 'fillet'],\n",
       "  'macaroni gratin',\n",
       "  0.5],\n",
       " [['mousse', 'lard', 'pate', 'mustard', 'seed', 'liver'],\n",
       "  'chocolate mousse',\n",
       "  0.5],\n",
       " [['mushroom', 'ham', 'omelet', 'yolk', 'egg', 'cilantro'],\n",
       "  'sauteed mushrooms',\n",
       "  0.5],\n",
       " [['spinach', 'halibut', 'bland', 'cloves', 'lentils', 'cauliflower'],\n",
       "  'garlic spinach',\n",
       "  0.5],\n",
       " [['steak', 'steaks', 'fries'], 'steak frites', 0.5],\n",
       " [['tea', 'peach', 'bran', 'bowl'], 'hot tea', 0.5],\n",
       " [['toast', 'blueberry', 'maple', 'waffle', 'hash', 'benedict'],\n",
       "  'gluten-free toast',\n",
       "  0.5],\n",
       " [['trout', 'fava', 'pumpkin', 'beans', 'sole', 'cauliflower'],\n",
       "  'sauteed trout',\n",
       "  0.5],\n",
       " [['liver', 'seed', 'lard', 'pate', 'chicken', 'mousse'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.4444444444444444],\n",
       " [['bacon', 'egg', 'omelet', 'waffle', 'kale'],\n",
       "  'frisee, kale & warm bacon soft-poached egg',\n",
       "  0.42857142857142855],\n",
       " [['ice', 'cream', 'caramel', 'vanilla', 'chocolate', 'sorbet'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['tart', 'caramel', 'cream', 'mozzarella', 'ice', 'crisp'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['vanilla', 'ice', 'cream', 'caramel', 'flan', 'casserole'],\n",
       "  'gala apple tarte tatin vanilla ice cream',\n",
       "  0.42857142857142855],\n",
       " [['banana', 'chocolate', 'waffle', 'cinnamon', 'blueberry', 'torte'],\n",
       "  'banana foster waffle whipped cream',\n",
       "  0.4],\n",
       " [['caramel', 'ice', 'custard', 'chocolate', 'tart', 'cream'],\n",
       "  'caramelized apple fresh whipped cream',\n",
       "  0.4],\n",
       " [['omelet', 'ham', 'mushroom', 'yolk', 'hash', 'bacon'],\n",
       "  'mushroom omelette brie cheese, chives',\n",
       "  0.4],\n",
       " [['waffle', 'banana', 'blueberry', 'toast', 'sausage', 'crepe'],\n",
       "  'banana foster waffle whipped cream',\n",
       "  0.4],\n",
       " [['sandwich', 'mayo', 'prime', 'pork'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.375],\n",
       " [['apple', 'crisp', 'raisin'], 'applewood smoked bacon', 0.3333333333333333],\n",
       " [['asparagus', 'corn', 'beans', 'stew', 'spinach', 'cauliflower'],\n",
       "  'asparagus lemon gremolata',\n",
       "  0.3333333333333333],\n",
       " [['bean', 'milkshake', 'pastry', 'flan', 'vanilla'],\n",
       "  'french green beans',\n",
       "  0.3333333333333333],\n",
       " [['beans', 'potatoes', 'trout', 'cauliflower', 'asparagus'],\n",
       "  'french green beans',\n",
       "  0.3333333333333333],\n",
       " [['benedict', 'egg', 'croissant', 'muffin', 'toast', 'blueberry'],\n",
       "  'eggs benedict canadian bacon, hollandaise sauce',\n",
       "  0.3333333333333333],\n",
       " [['berry', 'strawberry'], 'mixed berry coupe', 0.3333333333333333],\n",
       " [['butter', 'bread', 'carrot', 'garlic', 'vinegar'],\n",
       "  'butter & preserves',\n",
       "  0.3333333333333333],\n",
       " [['cheese', 'sauce', 'tomato', 'salad'],\n",
       "  'cheeseburger & frites',\n",
       "  0.3333333333333333],\n",
       " [['chicken', 'pate', 'liver'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.3333333333333333],\n",
       " [['ham', 'mushroom', 'omelet', 'gouda', 'mustard', 'egg'],\n",
       "  'ham & cheese crepe add egg',\n",
       "  0.3333333333333333],\n",
       " [['lemon', 'salmon', 'garlic', 'roast'],\n",
       "  'asparagus lemon gremolata',\n",
       "  0.3333333333333333],\n",
       " [['melon', 'yogurt', 'mango', 'cantaloupe', 'mint', 'syrup'],\n",
       "  'ripe melon sun-dried cherries, vanilla syrup',\n",
       "  0.3333333333333333],\n",
       " [['mustard', 'pate', 'pickles', 'ham', 'onions', 'mousse'],\n",
       "  'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       "  0.3333333333333333],\n",
       " [['onion', 'soup'],\n",
       "  'french onion soup the french classic',\n",
       "  0.3333333333333333],\n",
       " [['preserves', 'jam', 'pie', 'yolk', 'bagels'],\n",
       "  'butter & preserves',\n",
       "  0.3333333333333333],\n",
       " [['sauce', 'cheese', 'tomato'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.3333333333333333],\n",
       " [['soup', 'onion'],\n",
       "  'french onion soup the french classic',\n",
       "  0.3333333333333333],\n",
       " [['sundae', 'kitchen', 'pizza', 'caramel', 'tart'],\n",
       "  'hot fudge sundae',\n",
       "  0.3333333333333333],\n",
       " [['tomato', 'sauce', 'cheese', 'zucchini', 'eggplant'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.3333333333333333],\n",
       " [['confit', 'duck', 'gouda', 'stringy', 'cabbage'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.3],\n",
       " [['blueberry', 'maple', 'toast', 'banana', 'waffle', 'bagel'],\n",
       "  'french toast blueberries, whipped cream, blueberry syrup',\n",
       "  0.2857142857142857],\n",
       " [['kale', 'romaine', 'bacon', 'snack', 'popcorn'],\n",
       "  'frisee, kale & warm bacon soft-poached egg',\n",
       "  0.2857142857142857],\n",
       " [['peas', 'scallops'],\n",
       "  'seafood crepe scallops, shrimp, peas & cream',\n",
       "  0.2857142857142857],\n",
       " [['scallops', 'sprouts', 'brussels', 'squash', 'cauliflower', 'peas'],\n",
       "  'seafood crepe scallops, shrimp, peas & cream',\n",
       "  0.2857142857142857],\n",
       " [['chip', 'fry', 'chips', 'sandwiches', 'noodles'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.25],\n",
       " [['chips', 'potato', 'fry', 'sandwiches', 'chip', 'cod'],\n",
       "  'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       "  0.25],\n",
       " [['lobster', 'roll', 'platter', 'seaweed', 'mayo', 'crackers'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.25],\n",
       " [['mayo', 'yam', 'lobster', 'sandwich', 'seaweed', 'pickles'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.25],\n",
       " [['pea', 'salmon', 'cloves', 'citrus', 'pilaf'], 'mashed peas & leeks', 0.25],\n",
       " [['pork', 'sandwich'], 'housemade pork sausage patties', 0.25],\n",
       " [['prime', 'sandwich'],\n",
       "  'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       "  0.25],\n",
       " [['roll', 'lobster', 'guacamole'],\n",
       "  'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       "  0.25],\n",
       " [['sage', 'bran', 'torte'], 'housemade pork sausage patties', 0.25],\n",
       " [['salmon', 'pea', 'tuna', 'lemon', 'citrus', 'spinach'],\n",
       "  'salmon, spinach & baby kale avocado, asian pear, candied pecans, pear vinaigrette',\n",
       "  0.25],\n",
       " [['sausage', 'waffle', 'ribs', 'licorice', 'cinnamon', 'blueberry'],\n",
       "  'housemade pork sausage patties',\n",
       "  0.25],\n",
       " [['syrup', 'sugar', 'mango', 'mint', 'cantaloupe', 'pineapple'],\n",
       "  'fruit coupe vanilla syrup',\n",
       "  0.25],\n",
       " [['avocado', 'tuna', 'relish', 'turkey'],\n",
       "  'egg white omelette avocado & tomato relish, chicken sausage',\n",
       "  0.2222222222222222],\n",
       " [['bagel', 'lox', 'blueberry', 'oatmeal', 'capers', 'oats'],\n",
       "  'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       "  0.2222222222222222],\n",
       " [['beef', 'hash'],\n",
       "  'corned beef hash & poached eggs* roast red pepper',\n",
       "  0.2222222222222222],\n",
       " [['capers', 'lox', 'greens', 'bagel'],\n",
       "  'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       "  0.2222222222222222],\n",
       " [['relish', 'avocado'],\n",
       "  'egg white omelette avocado & tomato relish, chicken sausage',\n",
       "  0.2222222222222222],\n",
       " [['cabbage', 'ladle', 'dough', 'broccoli', 'beer', 'confit'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.2],\n",
       " [['cake', 'crab', 'chocolate', 'walnut', 'cucumber', 'slaw'],\n",
       "  'skinny crepe pancakes caramelized apple',\n",
       "  0.2],\n",
       " [['chick', 'stir', 'brownie', 'cloves'], 'chicken, brie & apple crepe', 0.2],\n",
       " [['chives', 'hamburger', 'ham', 'gouda'],\n",
       "  'mushroom omelette brie cheese, chives',\n",
       "  0.2],\n",
       " [['crepe', 'waffle', 'banana'],\n",
       "  'skinny crepe pancakes caramelized apple',\n",
       "  0.2],\n",
       " [['duck', 'confit', 'fat'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.2],\n",
       " [['hazelnut', 'maple', 'batter', 'cinnamon', 'cloves', 'strawberry'],\n",
       "  'chocolate-hazelnut nutella, fresh whipped cream',\n",
       "  0.2],\n",
       " [['nut', 'chutney', 'soy', 'chili', 'sesame', 'carrot'],\n",
       "  'chocolate-hazelnut nutella, fresh whipped cream',\n",
       "  0.2],\n",
       " [['pancake', 'cantaloupe', 'yogurt', 'melon'],\n",
       "  'skinny crepe pancakes caramelized apple',\n",
       "  0.2],\n",
       " [['salad', 'tuna', 'cheese', 'lettuce', 'crab'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.2],\n",
       " [['turkey', 'gravy', 'salsa', 'benedict', 'avocado', 'ham'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.2],\n",
       " [['cheesecake', 'meatball', 'lard'],\n",
       "  'orange vanilla cheesecake macerated strawberries, mint',\n",
       "  0.16666666666666666],\n",
       " [['custard', 'caramel', 'pastry', 'milkshake'],\n",
       "  'vanilla creme brulee burnt vanilla custard',\n",
       "  0.16666666666666666],\n",
       " [['fry', 'potato', 'chip', 'chips', 'noodles', 'fries'],\n",
       "  'steak bearnaise bearnaise sauce, shallow-fry frites',\n",
       "  0.16666666666666666],\n",
       " [['ginger', 'juice'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.16666666666666666],\n",
       " [['grape', 'cantaloupe', 'yogurt', 'pineapple', 'mint', 'granola'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.16666666666666666],\n",
       " [['grapefruit', 'ladle', 'pomegranate', 'peach', 'beer', 'vodka'],\n",
       "  'ruby red grapefruit segments candied ginger',\n",
       "  0.16666666666666666],\n",
       " [['horseradish', 'celery', 'pitcher', 'salami'],\n",
       "  'oysters du jour mignonette sauce, horseradish',\n",
       "  0.16666666666666666],\n",
       " [['marmalade', 'anise', 'brussels', 'sprouts', 'papaya', 'scallops'],\n",
       "  'skinny crepe pancakes lemon lemon marmalade',\n",
       "  0.16666666666666666],\n",
       " [['mint', 'mango', 'pineapple', 'sugar', 'cantaloupe', 'melon'],\n",
       "  'orange vanilla cheesecake macerated strawberries, mint',\n",
       "  0.16666666666666666],\n",
       " [['muffin', 'egg', 'benedict', 'blackberry'],\n",
       "  'housemade english muffin butter & preserves',\n",
       "  0.16666666666666666],\n",
       " [['onions', 'pickles', 'mustard', 'spicy', 'ham', 'julienne'],\n",
       "  'quiche lorraine bacon, jarlsberg, caramelized onions',\n",
       "  0.16666666666666666],\n",
       " [['orange', 'juice', 'pineapple'],\n",
       "  'orange vanilla cheesecake macerated strawberries, mint',\n",
       "  0.16666666666666666],\n",
       " [['oyster', 'junk'],\n",
       "  'oysters du jour mignonette sauce, horseradish',\n",
       "  0.16666666666666666],\n",
       " [['radish', 'shallots', 'eyed', 'stew'],\n",
       "  'oysters du jour mignonette sauce, horseradish',\n",
       "  0.16666666666666666],\n",
       " [['shrimp', 'seaweed', 'crackers', 'guacamole', 'tuna', 'lobster'],\n",
       "  'shrimp cocktail lemon dijonnaise, cocktail sauce',\n",
       "  0.16666666666666666],\n",
       " [['sorbet', 'ice'],\n",
       "  'sorbet du jour seasonally inspired flflavors',\n",
       "  0.16666666666666666],\n",
       " [['spicy', 'ketchup', 'onions', 'crunch', 'coffee'],\n",
       "  'spicy salmon tartare avocado, olives, gaufrettes',\n",
       "  0.16666666666666666],\n",
       " [['dip', 'cantaloupe', 'yogurt'],\n",
       "  'fruit & berry bouquet vanilla mint & yogurt dipping sauces great to share',\n",
       "  0.15384615384615385],\n",
       " [['cinnamon', 'oatmeal', 'banana', 'apricot', 'pastry', 'sausage'],\n",
       "  'skinny crepe pancakes cinnamon cream cheese icing',\n",
       "  0.14285714285714285],\n",
       " [['corn', 'asparagus'],\n",
       "  'ham & cheese crepe cornichons, dijon mustard',\n",
       "  0.14285714285714285],\n",
       " [['greens', 'capers', 'watercress'],\n",
       "  'bacon, asparagus & brie quiche simple greens',\n",
       "  0.14285714285714285],\n",
       " [['oats', 'lox', 'bagel', 'waffle'],\n",
       "  'creamy breakfast pudding oats, fruit, berries, yogurt',\n",
       "  0.14285714285714285],\n",
       " [['rib', 'fava'],\n",
       "  'bone-in ribeye 22 oz with bearnaise sauce',\n",
       "  0.14285714285714285],\n",
       " [['wine', 'drink', 'cuisine'],\n",
       "  'filet mignon bordeaux butter, red wine reduction',\n",
       "  0.14285714285714285],\n",
       " [['almond', 'almonds', 'string'],\n",
       "  'trout almondine french green beans, brown butter, lemon',\n",
       "  0.125],\n",
       " [['basil', 'soy', 'chili', 'ladle', 'eggplant', 'meatball'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['boil', 'tortilla', 'eyed', 'lemonade', 'barley', 'sake'],\n",
       "  'avocado toast french green beans, hard-boiled egg, caesar',\n",
       "  0.125],\n",
       " [['chili', 'soy', 'sesame', 'chow', 'system', 'nut'],\n",
       "  'caesar salad baguette croutons, grana padano, chili oil',\n",
       "  0.125],\n",
       " [['dine', 'chow', 'system'],\n",
       "  'trout almondine french green beans, brown butter, lemon',\n",
       "  0.125],\n",
       " [['fish', 'potatoes', 'bland'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['pasta', 'potato'],\n",
       "  'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       "  0.125],\n",
       " [['pepper', 'julienne', 'tuna', 'honey'],\n",
       "  'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       "  0.125],\n",
       " [['pickle', 'boil', 'parsley', 'carrot'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['pickles', 'salami', 'onions', 'mustard', 'watermelon', 'watercress'],\n",
       "  'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       "  0.125],\n",
       " [['roast', 'thyme', 'tarragon', 'halibut', 'brisket', 'lemon'],\n",
       "  'wild escargots de bourgogne oven-roasted snails, garlic-herb butter',\n",
       "  0.125],\n",
       " [['vinegar', 'juice', 'butter'],\n",
       "  'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       "  0.125],\n",
       " [['bake', 'meatball', 'barbecue', 'barley', 'sake', 'spaghetti'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.1111111111111111],\n",
       " [['bread', 'butter', 'carrot', 'loaf', 'plate'],\n",
       "  'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       "  0.1111111111111111],\n",
       " [['cheddar', 'box', 'romaine', 'meatball'],\n",
       "  'bacon, egg & cheddar sandwich ciabatta bread, green goddess',\n",
       "  0.1111111111111111],\n",
       " [['cherry', 'rosemary', 'pitcher', 'hash', 'cranberry'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['grain', 'pickles'],\n",
       "  'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       "  0.1111111111111111],\n",
       " [['milk', 'spoon', 'macaroni', 'stir'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['oatmeal', 'cinnamon', 'granola', 'blueberry', 'bagel', 'cereal'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['peach', 'ladle', 'tea', 'grapefruit', 'coffee', 'vodka'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['pear', 'cobbler', 'torte', 'ladle', 'rhubarb'],\n",
       "  'chocolate mousse semi-sweet chocolate, whipped cream & chocolate pearls',\n",
       "  0.1111111111111111],\n",
       " [['platter', 'lobster', 'seaweed', 'crackers', 'tuna'],\n",
       "  'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       "  0.1111111111111111],\n",
       " [['pot', 'feast', 'junk'],\n",
       "  'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       "  0.1111111111111111],\n",
       " [['raisin', 'mozzarella', 'crisp', 'apple'],\n",
       "  '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       "  0.1111111111111111],\n",
       " [['slice', 'knife'],\n",
       "  'mac ‘n cheese fresh green beans and apple slices',\n",
       "  0.1111111111111111],\n",
       " [['sweet', 'sugar', 'fruit', 'savory', 'brown'],\n",
       "  'chocolate mousse semi-sweet chocolate, whipped cream & chocolate pearls',\n",
       "  0.1111111111111111],\n",
       " [['crisp', 'raisin', 'apple', 'tart'],\n",
       "  'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       "  0.1],\n",
       " [['cucumber', 'slaw', 'crab', 'jicama', 'cake'],\n",
       "  'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       "  0.1],\n",
       " [['eggplant', 'quinoa', 'basil', 'feast', 'tomato'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['jam', 'preserves', 'bran', 'sausage'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['raspberry', 'savory'],\n",
       "  'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       "  0.1],\n",
       " [['savory', 'raspberry', 'pie', 'sugar', 'sweet', 'apricot'],\n",
       "  'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       "  0.1],\n",
       " [['herbs', 'acorn', 'tarragon', 'salt', 'rosemary', 'soy'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['mussels', 'garlic'],\n",
       "  'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       "  0.08333333333333333],\n",
       " [['bell', 'citron', 'dill'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['bitter', 'caramel'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['juice', 'drink', 'vodka', 'lime', 'ginger', 'pineapple'],\n",
       "  'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       "  0.07692307692307693],\n",
       " [['potato', 'chips', 'fries', 'fry', 'pasta', 'kettle'],\n",
       "  'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast',\n",
       "  0.07692307692307693],\n",
       " [['blood', 'torte', 'dough', 'meringue', 'coconut', 'fillet'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['celery', 'horseradish', 'lime', 'julienne', 'pepperoni'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['vodka', 'juice', 'grapefruit', 'peach'],\n",
       "  'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       "  0.07142857142857142],\n",
       " [['zucchini', 'quinoa', 'tomato'],\n",
       "  'duck confit & charred zucchini red cabbage, sun-dried cherries, sunny-side up eggs, hash browns',\n",
       "  0.07142857142857142],\n",
       " [['thyme', 'roast', 'ragout', 'tarragon', 'citrus'],\n",
       "  'sparkling cocktails house sparkling brut & your choice of the following elixirs classic fresh orange, grapefruit juice, classic kirroyale, blood orange shrub & thyme',\n",
       "  0.041666666666666664]]"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final=measure(FinalNames)\n",
    "sorted(final,key=itemgetter(2),reverse=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1564625850340136"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i=0\n",
    "for n in final:\n",
    "    if n[2]>0.4:\n",
    "        i=i+1\n",
    "i/len(final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fruit coupe vanilla syrup',\n",
       " '1 egg scrambled hash browns & bacon',\n",
       " 'creme brulee french toast blueberries & whipped cream',\n",
       " 'chocolate waffle whipped cream',\n",
       " 'banana foster waffle whipped cream',\n",
       " 'cheeseburger & frites',\n",
       " 'grilled cheese sandwich & frites fresh green beans and apple slices',\n",
       " 'mac ‘n cheese fresh green beans and apple slices',\n",
       " 'pasta with butter or tomato sauce fresh green beans and apple slices',\n",
       " 'cheeseburger & frites fresh green beans and apple slices',\n",
       " 'chicken fingers & frites fresh green beans and apple slices',\n",
       " 'steak & frites fresh green beans and apple slices',\n",
       " 'hot fudge sundae',\n",
       " 'chocolate mousse',\n",
       " 'profiterole',\n",
       " 'onion soup au gratin baked with gruyere cheese, gluten-free croutons',\n",
       " 'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       " 'steamed artichoke shaved vegetables, lemon-dijon vinaigrette',\n",
       " 'oysters du jour shallot-black pepper mignonette, fresh horseradish',\n",
       " 'shrimp cocktail lemon dijonnaise, cocktail sauce',\n",
       " 'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       " 'chicken liver mousse burgundy red wine mustard, gluten-free toast',\n",
       " 'spicy salmon tartare avocado, olives, hand-cut gaufrette chips',\n",
       " 'chicken grand-mere all-natural half chicken, bacon, mushrooms, pommes puree',\n",
       " 'trout almondine french green beans, brown butter, lemon',\n",
       " 'atlantic salmon mashed peas & leeks, creme fraîche beurre blanc',\n",
       " 'classic skate wing asparagus, lemon-caper vinaigrette',\n",
       " 'steak classique maître d’hôtel butter, shallow-fry frites',\n",
       " 'steak bearnaise bearnaise sauce, shallow-fry frites',\n",
       " 'filet mignon bordeaux butter, red wine reduction, shallow-fry frites',\n",
       " 'bone-in filet truffle bearnaise sauce, shallow-fry frites',\n",
       " 'chocolate mousse whipped cream',\n",
       " 'vanilla creme brulee burnt vanilla custard',\n",
       " 'sorbet du jour seasonally inspired flflavors',\n",
       " 'housemade country pate cornichons, whole grain mustard, gluten-free toast',\n",
       " 'sparkling cocktails house sparkling brut & your choice of the following elixirs classic fresh orange, grapefruit juice, classic kirroyale, blood orange shrub & thyme',\n",
       " 'gabi bloody mary house bloody mary base, vodka, smoked bacon, gruyere cheese, olive, celery',\n",
       " 'french blonde freshly squeezed grapefruit juice, lillet blanc, elderflower liqueur, gin, lemon bitters',\n",
       " 'gabi’s house blend',\n",
       " 'cafe au lait',\n",
       " 'cappuccino or latte',\n",
       " 'espresso',\n",
       " 'hot chocolate housemade fudge',\n",
       " 'tea earl grey, king crimson herbal, blend 333 herbal, jasmine green',\n",
       " 'housemade brioche',\n",
       " 'butter & preserves',\n",
       " 'gluten-free toast',\n",
       " 'housemade pork sausage patties',\n",
       " 'applewood smoked bacon',\n",
       " 'sauteed trout',\n",
       " 'hash browns',\n",
       " 'housemade english muffin butter & preserves',\n",
       " '2 eggs your choice of applewood smoked bacon or housemade rustic pork patties, hash browns',\n",
       " 'omelette lorraine bacon, jarlsberg cheese, caramelized onions, hash browns',\n",
       " 'egg white omelette spinach, asparagus & peas',\n",
       " 'classic eggs benedict canadian bacon, poached eggs, hollandaise sauce',\n",
       " 'artichoke & spinach benedict poached eggs, hollandaise sauce',\n",
       " 'salmon & hash brown benedict hobbs smoked salmon, capers, red onions',\n",
       " 'steak n’ eggs your way hash browns, blistered tomatoes',\n",
       " 'duck confit & charred zucchini red cabbage, sun-dried cherries, sunny-side up eggs, hash browns',\n",
       " 'fruit & berry coupe',\n",
       " 'smoked salmon homemade brioche, creme fraîche, egg, capers',\n",
       " 'creme brulee french toast blueberries, chantilly cream',\n",
       " 'chocolate waffle hot fudge, whipped cream',\n",
       " 'banana foster waffle whipped cream',\n",
       " 'bacon, asparagus & brie quiche simple greens',\n",
       " 'onion soup au gratin the french classic baked with gruyere cheese',\n",
       " 'frisee, kale & warm bacon salad soft-poached egg',\n",
       " 'salmon, spinach & baby kale avocado, asian pear, candied pecans, pear vinaigrette',\n",
       " 'local tomato salad corsican feta, cucumber, red wine vinaigrette add chicken, add salmon, add steak',\n",
       " 'croque madame sandwich & frites warm ham & cheese, mornay sauce, fried egg',\n",
       " 'cheeseburger & frites cheddar, brie or blue cheese (au cheval add $1)',\n",
       " \"truffle & brie burger served with frites steak frites maître d'hôtel butter\",\n",
       " 'fresh fruit salad brown sugar yogurt',\n",
       " 'french toast blueberries, whipped cream, blueberry syrup',\n",
       " 'fruit & berry bouquet vanilla mint & yogurt dipping sauces great to share',\n",
       " 'corned beef hash & eggs poached eggs roasted red pepper',\n",
       " 'gala apple tarte tatin vanilla ice cream',\n",
       " 'berry brioche bread pudding raspberry caramel, vanilla bean ice cream',\n",
       " 'orange vanilla cheesecake macerated strawberries, mint',\n",
       " 'sorbet du jour seasonally inspired \\x1eavors',\n",
       " 'chocolate mousse semi-sweet chocolate, whipped cream & chocolate pearls',\n",
       " 'vanilla bean creme brulee burnt vanilla custard',\n",
       " 'classic pro\\x1fteroles fi\\x1flled with vanilla ice cream,',\n",
       " 'homemade double chocolate fudge',\n",
       " 'gabi’s house blend - regular or decaf',\n",
       " 'macchiato',\n",
       " 'cafe au lait',\n",
       " 'mocha',\n",
       " 'americano',\n",
       " 'cappuccino',\n",
       " 'espresso',\n",
       " 'latte',\n",
       " 'hot tea',\n",
       " 'cafe gabi baileys irish cream, grand marnier, frangelico',\n",
       " 'espresso martini',\n",
       " \"spiced ta'tea malahat spiced rum, earl grey simple syrup, whipped cream\",\n",
       " 'steamed artichoke shaved vegetables, lemon-dijon vinaigrette',\n",
       " 'wild escargots de bourgogne oven-roasted snails, garlic-herb butter',\n",
       " 'smoked salmon brioche, creme fraîche, egg, capers',\n",
       " 'baked goat cheese tomato sauce, warm herb garlic bread',\n",
       " 'crispy duck confit braised red cabbage, sun-dried cherries, calvados glaze',\n",
       " 'housemade country pate cornichons, whole grain mustard, warm toast',\n",
       " 'chicken liver mousse pate burgundy red wine mustard, cornichons',\n",
       " 'steak tartare banana pepper aioli, baby kale, baguette toast',\n",
       " 'onion soup au gratin the french classic baked with gruyere cheese',\n",
       " 'charcuterie & cheese platter a sampling of housemade charcuterie, rosette de lyon saucisson, olives, cornichons & mustards, three cheeses, dried fruits, grapes & nuts',\n",
       " 'spicy salmon tartare avocado, olives, gaufrettes',\n",
       " 'oysters du jour mignonette sauce, horseradish',\n",
       " 'shrimp cocktail lemon dijonnaise, cocktail sauce',\n",
       " 'scallops gratinees fennel-onion-mussel cream',\n",
       " 'mussels mariniere white wine & herbs, half order full order w/ frites',\n",
       " 'chilled seafood platter whole maine lobster\\xa0jumbo shrimp market oysters\\xa0spicy salmon tartare cocktail sauce, mignonette, gribiche, lemon and baguette chips',\n",
       " 'pommes puree',\n",
       " 'frites',\n",
       " 'mashed peas & leeks',\n",
       " 'asparagus lemon gremolata',\n",
       " 'french green beans',\n",
       " 'garlic spinach',\n",
       " 'sauteed mushrooms',\n",
       " 'macaroni gratin',\n",
       " 'trout almondine french green beans, brown butter, lemon',\n",
       " 'atlantic salmon mashed peas & leeks, creme fraîche beurre blanc',\n",
       " 'classic skate wing asparagus, lemon-caper vinaigrette',\n",
       " 'casareccia pasta spring vegetables, basil-hazelnut pesto, grana padano',\n",
       " 'chicken grand-mere all-natural half chicken, bacon, mushrooms, pommes puree',\n",
       " 'steak tartare & frites* banana pepper aioli, baby kale, baguette toast',\n",
       " '“hanger steak” butcher’s cut, bordeaux butter',\n",
       " 'filet mignon bordeaux butter, red wine reduction',\n",
       " 'filet mignon au poivre creme fraîche',\n",
       " 'new york strip 16 oz with bordelaise sauce',\n",
       " 'bone-in filet truffl\\x1de bearnaise',\n",
       " 'bone-in ribeye 22 oz with bearnaise sauce',\n",
       " 'steak frites',\n",
       " 'salad maison arugula, savory eggplant jam, pepper drops, sherry vinaigrette',\n",
       " 'frisee, kale & warm bacon soft-poached egg',\n",
       " 'caesar salad baguette croutons, grana padano, chili oil',\n",
       " 'salmon, spinach & baby kale avocado, asian pear, candied pecans, pear vinaigrette',\n",
       " 'frisee, kale & warm bacon soft-poached egg',\n",
       " 'cobb salad turkey, avocado, egg, tomato, cucumber, bacon, blue cheese',\n",
       " 'salmon, spinach & baby kale avocado, asian pear, candied pecans, pear vinaigrette',\n",
       " 'cheeseburger jarlsberg, brie, blue - add bacon or egg for',\n",
       " 'truffle & brie burger cracked black pepper, brioche bun',\n",
       " 'avocado toast french green beans, hard-boiled egg, caesar',\n",
       " 'warm chicken & brie caramelized onions, green apple',\n",
       " 'croque monsieur ham, gruyere cheese, mornay sauce',\n",
       " 'prime steak sandwich* caramelized onions & peppercorn mayo',\n",
       " 'cubano mojo-marinated roast pork, ham, swiss, pickles, dijon',\n",
       " 'maine lobster roll brioche bun, gaufrette chips, salad',\n",
       " 'ham & cheese crepe cornichons, dijon mustard',\n",
       " 'chicken & mushroom crepe kale, brie',\n",
       " 'seafood crepe scallops, shrimp, peas & cream',\n",
       " 'quiche lorraine bacon, jarlsberg, caramelized onions',\n",
       " 'atlantic salmon mashed peas & leeks, creme fraîche beurre blanc',\n",
       " 'trout almondine french green beans, brown butter, lemon',\n",
       " 'gabi’s fish & frites sauce gribiche, malt vinegar',\n",
       " 'poisson du jour fresh \\x1fsh daily',\n",
       " 'organic vanilla yogurt parfait peach, blueberry or cherry compote',\n",
       " 'ripe melon sun-dried cherries, vanilla syrup',\n",
       " 'ruby red grapefruit segments candied ginger',\n",
       " 'mixed berry coupe',\n",
       " 'fresh fruit salad brown sugar, yogurt',\n",
       " 'fruit & berry bouquet vanilla, mint & yogurt dipping sauces, great to share',\n",
       " '10 grain oatmeal brown sugar, california raisins, warm milk',\n",
       " 'creamy breakfast pudding oats, fruit, berries, yogurt',\n",
       " 'breakfast trio vanilla & peach yogurt, fruit & berry salad, breakfast pudding',\n",
       " 'french onion soup the french classic',\n",
       " 'frisee, kale & warm bacon salad soft-poached egg',\n",
       " 'cheeseburger hand-cut frites, add a fried egg',\n",
       " 'croque madame warm ham and cheese, fried egg',\n",
       " 'steak frites hand-cut frites, maître d’hôtel butter',\n",
       " 'blueberry warm blueberry syrup',\n",
       " 'caramelized apple fresh whipped cream',\n",
       " 'bananas foster caramel sauce, fresh whipped cream',\n",
       " 'chocolate-hazelnut nutella, fresh whipped cream',\n",
       " 'skinny crepe pancakes lemon lemon marmalade',\n",
       " 'skinny crepe pancakes cinnamon cream cheese icing',\n",
       " 'skinny crepe pancakes caramelized apple',\n",
       " 'chicken, brie & apple crepe',\n",
       " 'ham & cheese crepe add egg',\n",
       " 'egg, bacon & cheese crepe',\n",
       " 'three eggs with your choice of crispy date-glazed bacon or sausage, hash browns',\n",
       " 'ham & cheese omelette gruyere cheese',\n",
       " 'spinach & goat cheese omelette sauteed green beans',\n",
       " 'mushroom omelette brie cheese, chives',\n",
       " 'green egg white omelette sauce vert, roasted tomatoes',\n",
       " 'egg white omelette avocado & tomato relish, chicken sausage',\n",
       " 'grilled prime steak & eggs platter* with three eggs your way, hash browns',\n",
       " 'eggs benedict canadian bacon, hollandaise sauce',\n",
       " 'gluten-free eggs benedict poached eggs, chick pea croutons, hollandaise vert',\n",
       " 'spicy andouille sausage benedict hollandaise sauce',\n",
       " 'smoked salmon eggs benedict chive hollandaise',\n",
       " 'bacon, egg & cheddar sandwich ciabatta bread, green goddess',\n",
       " 'smoked salmon platter toasted bagel, cream cheese, capers, chives',\n",
       " 'french toast blueberries, blueberry syrup, whipped cream',\n",
       " 'corned beef hash & poached eggs* roast red pepper',\n",
       " 'classic quiche lorraine bacon, jarlsberg cheese, caramelized onions',\n",
       " 'spicy sausage & potato hash bell peppers, raclette cheese, sunny-side up eggs, toast']"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "menuDiscriptions =[]\n",
    "file = \"/Users/JQ/Downloads/4JNXUYY8wbaaDmk3BPzlWw.txt\"\n",
    "with open(file) as f:\n",
    "    menuDiscriptions = [line.rstrip().lower() for line in f]\n",
    "menuDiscriptions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1288, 1288)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(matrix[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1288"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dishNameList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "language_info": {
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