yum_eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 636,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# load and view (part of) the dataset. Let's get a feel for what we're working with. \n",
    "from src.load_soup_database_data import load_soup_database_data\n",
    "from collections import defaultdict, Counter\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 637,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MyProject.komodoproject      soup_edges.csv\r\n",
      "README.md                    soup_ing copy.csv\r\n",
      "clean_salad_ingredient_list  soup_ing.csv\r\n",
      "\u001b[34mdata\u001b[m\u001b[m/                        soup_ingredients.txt\r\n",
      "eda-network-scratch.ipynb    \u001b[34msrc\u001b[m\u001b[m/\r\n",
      "salad_ingredients.csv        yum_eda.ipynb\r\n",
      "\u001b[34mscraper_data\u001b[m\u001b[m/                yum_eda_salad.ipynb\r\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 638,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/ttest42_copy.csv\", names = [\"recipeID\", \"name\", \"course\", \"ingredients\"])\n",
    "# ingredients, recipes = load_yumdata('data/yumdata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 639,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>recipeID</th>\n",
       "      <th>name</th>\n",
       "      <th>course</th>\n",
       "      <th>ingredients</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Eggs-in-hash-brown-nests-352693</td>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>russet potatoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Eggs-in-hash-brown-nests-352693</td>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggs-in-hash-brown-nests-352693</td>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>pepper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Eggs-in-hash-brown-nests-352693</td>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>large eggs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Eggs-in-hash-brown-nests-352693</td>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>nonstick spray</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          recipeID                      name  \\\n",
       "0  Eggs-in-hash-brown-nests-352693  Eggs in Hash Brown Nests   \n",
       "1  Eggs-in-hash-brown-nests-352693  Eggs in Hash Brown Nests   \n",
       "2  Eggs-in-hash-brown-nests-352693  Eggs in Hash Brown Nests   \n",
       "3  Eggs-in-hash-brown-nests-352693  Eggs in Hash Brown Nests   \n",
       "4  Eggs-in-hash-brown-nests-352693  Eggs in Hash Brown Nests   \n",
       "\n",
       "                 course      ingredients  \n",
       "0  Breakfast and Brunch  russet potatoes  \n",
       "1  Breakfast and Brunch             salt  \n",
       "2  Breakfast and Brunch           pepper  \n",
       "3  Breakfast and Brunch       large eggs  \n",
       "4  Breakfast and Brunch   nonstick spray  "
      ]
     },
     "execution_count": 639,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 640,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 178818 entries, 0 to 178817\n",
      "Data columns (total 4 columns):\n",
      "recipeID       178818 non-null object\n",
      "name           178818 non-null object\n",
      "course         178818 non-null object\n",
      "ingredients    178818 non-null object\n",
      "dtypes: object(4)\n",
      "memory usage: 5.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 641,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>recipeID</th>\n",
       "      <th>name</th>\n",
       "      <th>course</th>\n",
       "      <th>ingredients</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>178818</td>\n",
       "      <td>178818</td>\n",
       "      <td>178818</td>\n",
       "      <td>178818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>16095</td>\n",
       "      <td>14685</td>\n",
       "      <td>19</td>\n",
       "      <td>4503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Mole-Sauce-Closet-Cooking-55012</td>\n",
       "      <td>Pico de Gallo</td>\n",
       "      <td>Desserts</td>\n",
       "      <td>salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>130</td>\n",
       "      <td>220</td>\n",
       "      <td>24625</td>\n",
       "      <td>9096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               recipeID           name    course ingredients\n",
       "count                            178818         178818    178818      178818\n",
       "unique                            16095          14685        19        4503\n",
       "top     Mole-Sauce-Closet-Cooking-55012  Pico de Gallo  Desserts        salt\n",
       "freq                                130            220     24625        9096"
      ]
     },
     "execution_count": 641,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 642,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16095"
      ]
     },
     "execution_count": 642,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.recipeID.unique())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 643,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "178818"
      ]
     },
     "execution_count": 643,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 644,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/ipykernel/__main__.py:1: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "df['ID'] = df['recipeID'].str.extract('(\\d+)').astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 645,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "df['ID'] = df['ID'].values.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 646,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "del df['recipeID'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 647,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# df['recipeID'][0]\n",
    "# df['ID'].values.astype(int)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 648,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>course</th>\n",
       "      <th>ingredients</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>russet potatoes</td>\n",
       "      <td>352693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>salt</td>\n",
       "      <td>352693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>pepper</td>\n",
       "      <td>352693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>large eggs</td>\n",
       "      <td>352693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Eggs in Hash Brown Nests</td>\n",
       "      <td>Breakfast and Brunch</td>\n",
       "      <td>nonstick spray</td>\n",
       "      <td>352693</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name                course      ingredients      ID\n",
       "0  Eggs in Hash Brown Nests  Breakfast and Brunch  russet potatoes  352693\n",
       "1  Eggs in Hash Brown Nests  Breakfast and Brunch             salt  352693\n",
       "2  Eggs in Hash Brown Nests  Breakfast and Brunch           pepper  352693\n",
       "3  Eggs in Hash Brown Nests  Breakfast and Brunch       large eggs  352693\n",
       "4  Eggs in Hash Brown Nests  Breakfast and Brunch   nonstick spray  352693"
      ]
     },
     "execution_count": 648,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 649,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>course</th>\n",
       "      <th>ingredients</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>Bertolli® Classico Olive Oil</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>pancetta</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>onions</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>carrots</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chicken broth</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>Bertolli Organic Olive Oil, Basil &amp; Garlic Sauce</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>white cannellini beans</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Soups</td>\n",
       "      <td>pasta shell small</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>olive oil</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>onions</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>bell pepper</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>garlic</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>red curry paste</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>lower sodium chicken broth</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>coconut milk</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>large shrimp</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>ramen noodles</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>lime</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Coconut Curry Shrimp Ramen Bowl</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chopped cilantro</td>\n",
       "      <td>1924851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Quick &amp; Easy 4 Ingredient Broccoli Cheese Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>broccoli</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Quick &amp; Easy 4 Ingredient Broccoli Cheese Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>cream of chicken soup</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>Quick &amp; Easy 4 Ingredient Broccoli Cheese Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>milk</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Quick &amp; Easy 4 Ingredient Broccoli Cheese Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>shredded cheddar cheese</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1475</th>\n",
       "      <td>Chicken Noodle Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chicken stock</td>\n",
       "      <td>1639809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1476</th>\n",
       "      <td>Chicken Noodle Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>celery</td>\n",
       "      <td>1639809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1477</th>\n",
       "      <td>Chicken Noodle Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>large carrots</td>\n",
       "      <td>1639809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1478</th>\n",
       "      <td>Chicken Noodle Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>zucchini</td>\n",
       "      <td>1639809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1588</th>\n",
       "      <td>Beef and Guinness Stew</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chuck roast</td>\n",
       "      <td>2032475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1589</th>\n",
       "      <td>Beef and Guinness Stew</td>\n",
       "      <td>Soups</td>\n",
       "      <td>flour</td>\n",
       "      <td>2032475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Beef and Guinness Stew</td>\n",
       "      <td>Soups</td>\n",
       "      <td>salt</td>\n",
       "      <td>2032475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177867</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>white wine</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177868</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>acorn squash</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177869</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>yukon gold potatoes</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177870</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>carrots</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177871</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>plum tomatoes</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177872</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>white rice</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177873</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>frozen peas</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177874</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>frozen corn</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177875</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>fresh oregano</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177876</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chopped parsley</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177877</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>fresh lemon juice</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177878</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>safflower oil</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177879</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>leeks</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177880</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>onions</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177881</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>garlic</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177882</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>celery</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177883</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>fresh parsley</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177884</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>bay leaves</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177885</th>\n",
       "      <td>Really Good Vegetable Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>peppercorns</td>\n",
       "      <td>310168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178534</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>cooked ham</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178535</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>potatoes</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178536</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>celery</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178537</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>onions</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178538</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>chicken broth</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178539</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>milk</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178540</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>all-purpose flour</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178541</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>butter</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178542</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>salt</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178543</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>pepper</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178544</th>\n",
       "      <td>Ham and Poato Soup</td>\n",
       "      <td>Soups</td>\n",
       "      <td>spring onions</td>\n",
       "      <td>1187964</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1976 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  name course  \\\n",
       "380                                      Pasta Fagioli  Soups   \n",
       "381                                      Pasta Fagioli  Soups   \n",
       "382                                      Pasta Fagioli  Soups   \n",
       "383                                      Pasta Fagioli  Soups   \n",
       "384                                      Pasta Fagioli  Soups   \n",
       "385                                      Pasta Fagioli  Soups   \n",
       "386                                      Pasta Fagioli  Soups   \n",
       "387                                      Pasta Fagioli  Soups   \n",
       "743                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "744                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "745                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "746                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "747                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "748                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "749                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "750                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "751                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "752                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "753                    Coconut Curry Shrimp Ramen Bowl  Soups   \n",
       "819     Quick & Easy 4 Ingredient Broccoli Cheese Soup  Soups   \n",
       "820     Quick & Easy 4 Ingredient Broccoli Cheese Soup  Soups   \n",
       "821     Quick & Easy 4 Ingredient Broccoli Cheese Soup  Soups   \n",
       "822     Quick & Easy 4 Ingredient Broccoli Cheese Soup  Soups   \n",
       "1475                               Chicken Noodle Soup  Soups   \n",
       "1476                               Chicken Noodle Soup  Soups   \n",
       "1477                               Chicken Noodle Soup  Soups   \n",
       "1478                               Chicken Noodle Soup  Soups   \n",
       "1588                            Beef and Guinness Stew  Soups   \n",
       "1589                            Beef and Guinness Stew  Soups   \n",
       "1590                            Beef and Guinness Stew  Soups   \n",
       "...                                                ...    ...   \n",
       "177867                      Really Good Vegetable Soup  Soups   \n",
       "177868                      Really Good Vegetable Soup  Soups   \n",
       "177869                      Really Good Vegetable Soup  Soups   \n",
       "177870                      Really Good Vegetable Soup  Soups   \n",
       "177871                      Really Good Vegetable Soup  Soups   \n",
       "177872                      Really Good Vegetable Soup  Soups   \n",
       "177873                      Really Good Vegetable Soup  Soups   \n",
       "177874                      Really Good Vegetable Soup  Soups   \n",
       "177875                      Really Good Vegetable Soup  Soups   \n",
       "177876                      Really Good Vegetable Soup  Soups   \n",
       "177877                      Really Good Vegetable Soup  Soups   \n",
       "177878                      Really Good Vegetable Soup  Soups   \n",
       "177879                      Really Good Vegetable Soup  Soups   \n",
       "177880                      Really Good Vegetable Soup  Soups   \n",
       "177881                      Really Good Vegetable Soup  Soups   \n",
       "177882                      Really Good Vegetable Soup  Soups   \n",
       "177883                      Really Good Vegetable Soup  Soups   \n",
       "177884                      Really Good Vegetable Soup  Soups   \n",
       "177885                      Really Good Vegetable Soup  Soups   \n",
       "178534                              Ham and Poato Soup  Soups   \n",
       "178535                              Ham and Poato Soup  Soups   \n",
       "178536                              Ham and Poato Soup  Soups   \n",
       "178537                              Ham and Poato Soup  Soups   \n",
       "178538                              Ham and Poato Soup  Soups   \n",
       "178539                              Ham and Poato Soup  Soups   \n",
       "178540                              Ham and Poato Soup  Soups   \n",
       "178541                              Ham and Poato Soup  Soups   \n",
       "178542                              Ham and Poato Soup  Soups   \n",
       "178543                              Ham and Poato Soup  Soups   \n",
       "178544                              Ham and Poato Soup  Soups   \n",
       "\n",
       "                                             ingredients       ID  \n",
       "380                         Bertolli® Classico Olive Oil   298980  \n",
       "381                                             pancetta   298980  \n",
       "382                                               onions   298980  \n",
       "383                                              carrots   298980  \n",
       "384                                        chicken broth   298980  \n",
       "385     Bertolli Organic Olive Oil, Basil & Garlic Sauce   298980  \n",
       "386                               white cannellini beans   298980  \n",
       "387                                    pasta shell small   298980  \n",
       "743                                            olive oil  1924851  \n",
       "744                                               onions  1924851  \n",
       "745                                          bell pepper  1924851  \n",
       "746                                               garlic  1924851  \n",
       "747                                      red curry paste  1924851  \n",
       "748                           lower sodium chicken broth  1924851  \n",
       "749                                         coconut milk  1924851  \n",
       "750                                         large shrimp  1924851  \n",
       "751                                        ramen noodles  1924851  \n",
       "752                                                 lime  1924851  \n",
       "753                                     chopped cilantro  1924851  \n",
       "819                                             broccoli        4  \n",
       "820                                cream of chicken soup        4  \n",
       "821                                                 milk        4  \n",
       "822                              shredded cheddar cheese        4  \n",
       "1475                                       chicken stock  1639809  \n",
       "1476                                              celery  1639809  \n",
       "1477                                       large carrots  1639809  \n",
       "1478                                            zucchini  1639809  \n",
       "1588                                         chuck roast  2032475  \n",
       "1589                                               flour  2032475  \n",
       "1590                                                salt  2032475  \n",
       "...                                                  ...      ...  \n",
       "177867                                        white wine   310168  \n",
       "177868                                      acorn squash   310168  \n",
       "177869                               yukon gold potatoes   310168  \n",
       "177870                                           carrots   310168  \n",
       "177871                                     plum tomatoes   310168  \n",
       "177872                                        white rice   310168  \n",
       "177873                                       frozen peas   310168  \n",
       "177874                                       frozen corn   310168  \n",
       "177875                                     fresh oregano   310168  \n",
       "177876                                   chopped parsley   310168  \n",
       "177877                                 fresh lemon juice   310168  \n",
       "177878                                     safflower oil   310168  \n",
       "177879                                             leeks   310168  \n",
       "177880                                            onions   310168  \n",
       "177881                                            garlic   310168  \n",
       "177882                                            celery   310168  \n",
       "177883                                     fresh parsley   310168  \n",
       "177884                                        bay leaves   310168  \n",
       "177885                                       peppercorns   310168  \n",
       "178534                                        cooked ham  1187964  \n",
       "178535                                          potatoes  1187964  \n",
       "178536                                            celery  1187964  \n",
       "178537                                            onions  1187964  \n",
       "178538                                     chicken broth  1187964  \n",
       "178539                                              milk  1187964  \n",
       "178540                                 all-purpose flour  1187964  \n",
       "178541                                            butter  1187964  \n",
       "178542                                              salt  1187964  \n",
       "178543                                            pepper  1187964  \n",
       "178544                                     spring onions  1187964  \n",
       "\n",
       "[1976 rows x 4 columns]"
      ]
     },
     "execution_count": 649,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create data frame for soup courses\n",
    "soups_df = df[df['course'] == 'Soups']\n",
    "soups_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 650,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "192"
      ]
     },
     "execution_count": 650,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(soups_df.name.unique())\n",
    "# 192 unique soups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 651,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# del soups_df['course']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 652,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>ingredients</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>Bertolli® Classico Olive Oil</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>pancetta</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>onions</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>carrots</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Pasta Fagioli</td>\n",
       "      <td>chicken broth</td>\n",
       "      <td>298980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name                   ingredients      ID\n",
       "380  Pasta Fagioli  Bertolli® Classico Olive Oil  298980\n",
       "381  Pasta Fagioli                      pancetta  298980\n",
       "382  Pasta Fagioli                        onions  298980\n",
       "383  Pasta Fagioli                       carrots  298980\n",
       "384  Pasta Fagioli                 chicken broth  298980"
      ]
     },
     "execution_count": 652,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soups_df.drop('course', axis=1, inplace=True)\n",
    "# soups_df.drop('ID', axis=1, inplace=True)\n",
    "soups_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 653,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/ipykernel/__main__.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n"
     ]
    }
   ],
   "source": [
    "# or numerically this way \n",
    "# soups_df.drop(df.columns[-1], axis=1)\n",
    "soups_df['ingredients'] = soups_df['ingredients'].map(lambda x: x.lstrip('+-').rstrip('aAbBcC'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 654,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' Will need to strip characters. \\n \\xc2\\xae   \\xc2\\xae  \\n &   \\n ,\\n'"
      ]
     },
     "execution_count": 654,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# soups_df['ingredients'] \n",
    "''' Will need to strip characters. \n",
    " ®   \\xc2\\xae  \n",
    " &   \n",
    " ,\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 655,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "soups_df.to_csv('soup_edges.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 656,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "522"
      ]
     },
     "execution_count": 656,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many ingredients does our soup list contain?\n",
    "len(soups_df.ingredients.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 693,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'pepper': 137, 'salt': 135, 'chicken': 131, 'onions': 114, 'broth': 101, 'oil': 91, 'fresh': 74, 'olive': 71, 'garli': 68, 'carrots': 66, 'tomatoes': 53, 'black': 52, 'ground': 50, 'celery': 50, 'onion': 46, 'stock': 45, 'butter': 44, 'vegetable': 44, 'cheese': 41, 'cream': 41, 'water': 39, 'milk': 38, 'garlic': 37, 'potatoes': 35, 'thyme': 33, 'green': 31, 'leaves': 30, 'flour': 30, 'dried': 29, 'red': 29, 'cloves': 29, 'beans': 29, 'diced': 28, 'sodium': 27, 'bay': 27, 'kosher': 27, 'beef': 25, 'chopped': 24, 'yellow': 23, 'sauce': 22, 'parsley': 22, 'low': 22, 'white': 21, 'powder': 21, 'cilantro': 21, 'basil': 21, 'juice': 19, 'ginger': 19, 'corn': 18, 'coconut': 16, 'mushrooms': 16, 'ribs': 15, 'breasts': 15, 'unsalted': 15, 'lime': 14, 'heavy': 14, 'extra-virgin': 14, 'sweet': 14, 'leaf': 14, 'all-purpose': 13, 'sour': 13, 'freshly': 13, 'boneless': 13, 'skinless': 13, 'crushed': 13, 'paste': 13, 'shredded': 13, 'parmesan': 12, 'seasoning': 12, 'tomato': 12, 'spinach': 12, 'bell': 12, 'frozen': 12, 'lemon': 12, 'large': 11, 'bacon': 11, 'baby': 11, 'sea': 11, 'cheddar': 11, 'curry': 11, 'vinegar': 10, 'paprik': 10, 'cumin': 10, 'noodles': 10, 'oregano': 10, 'broccoli': 10, 'cayenne': 10, 'sliced': 9, 'rosemary': 9, 'sugar': 9, 'pumpkin': 9, 'cooked': 9, 'brown': 8, 'half': 8, 'zucchini': 8, 'rice': 8, 'cauliflower': 8, 'squash': 8, 'kale': 8, 'chilies': 8, 'cabbage': 7, 'butternut': 7, 'bread': 7, 'eggs': 7, 'cracked': 7, 'flakes': 7, 'smoked': 7, 'roasted': 7, 'minced': 7, 'jalapeno': 7, 'shiitake': 7, 'soy': 7, 'medium': 7, 'soup': 6, 'sharp': 6, 'egg': 6, 'wine': 6, 'coriander': 6, 'grated': 6, 'roma': 6, 'gold': 6, 'yogurt': 6, 'whole': 6, 'yukon': 6, 'lentils': 6, 'dill': 6, 'peas': 6, '&': 5, 'carrot': 5, 'light': 5, 'greek': 5, 'chili': 5, 'cucumber': 5, 'chives': 5, 'italian': 5, 'shrimp': 5, 'leeks': 5, 'potato': 5, 'ramen': 4, 'small': 4, 'chickpeas': 4, 'turmeri': 4, 'great': 4, 'cinnamon': 4, 'Srirach': 4, 'bones': 4, 'hot': 4, 'avocado': 4, 'cannellini': 4, 'meat': 4, 'florets': 4, 'miso': 4, 'maple': 4, 'syrup': 4, 'sherry': 4, 'northern': 4, 'low-fat': 4, 'plain': 4, 'ham': 4, 'reduced': 4, 'stew': 4, 'of': 4, 'plum': 4, 'rotisserie': 4, 'russet': 4, 'fat': 3, 'asparagus': 3, 'orzo': 3, 'past': 3, 'pur\\xc3\\xa9e': 3, 'sausage': 3, 'gluten-free': 3, 'dry': 3, 'apple': 3, 'canola': 3, 'root': 3, 'cider': 3, 'chuck': 3, 'roast': 3, 'navy': 3, 'apples': 3, 'evaporated': 3, 'and': 3, 'unsweetened': 3, 'shallots': 3, 'sage': 3, 'chips': 3, 'tortilla': 3, 'quino': 3, 'turkey': 3, 'kernels': 3, 'balsamic': 3, 'fat-free': 3, 'reduced-fat': 3, 'wedges': 3, 'slices': 3, 'old': 3, 'purple': 3, 'seeds': 3, 'tofu': 3, 'virgin': 3, 'bouillon': 3, 'kidney': 3, 'skim': 2, 'peanut': 2, 'jack': 2, 'almond': 2, 'reggiano': 2, 'cooking': 2, 'bok': 2, 'whipping': 2, 'pearl': 2, 'creamer': 2, 'yoghurt': 2, 'scallions': 2, 'yeast': 2, 'parsnips': 2, 'so': 2, 'peanuts': 2, 'clams': 2, 'allspice': 2, 'fish': 2, 'free': 2, 'organic': 2, 'nutritional': 2, 'vidalia': 2, 'tortellini': 2, 'peppercorns': 2, 'mint': 2, 'spaghetti': 2, 'ditalini': 2, 'sals': 2, 'fine': 2, 'Leaves': 2, 'Italian': 2, 'nutmeg': 2, 'kernel': 2, 'cubes': 2, 'Pepper': 2, 'beer': 2, 'peppers': 2, 'firm': 2, 'sausages': 2, 'sesame': 2, 'parmigiano': 2, 'canned': 2, 'english': 2, 'cherry': 2, 'ketchup': 2, 'Olive': 2, 'spring': 2, 'mustard': 2, 'wheat': 2, 'pasta': 2, 'choy': 2, 'Sauce': 2, 'vegetables': 2, 'homemade': 2, 'worcestershire': 2, 'cornmeal': 2, 'pie': 2, 'McCormick': 2, 'chinese': 1, 'stevi': 1, 'couscous': 1, 'turnips': 1, 'Classico': 1, 'farro': 1, 'tortillas': 1, 'baking': 1, 'button': 1, 'pecorino': 1, 'tarragon': 1, 'croutons': 1, 'Tabasco': 1, 'Maggi': 1, 'french': 1, 'crumbles': 1, 'Chinese': 1, 'buckwheat': 1, 'extra': 1, 'chunky': 1, 'Basil': 1, 'unbleached': 1, 'flat': 1, 'Thyme': 1, 'melon': 1, 'Bertolli': 1, 'thin': 1, 'process': 1, 'bananas': 1, 'drained': 1, 'nuts': 1, 'gruyere': 1, 'cardamom': 1, 'taco': 1, 'hocks': 1, 'pasteurized': 1, 'granary': 1, 'safflower': 1, 'crumbs': 1, 'style': 1, 'kalamat': 1, 'cremini': 1, '2%': 1, 'coffee': 1, 'feta': 1, 'food': 1, 'Bay': 1, 'stout': 1, 'day': 1, 'gemelli': 1, 'hoisin': 1, 'lemongrass': 1, 'granulated': 1, 'barley': 1, 'carcass': 1, 'Oil,': 1, 'romano': 1, 'walnuts': 1, 'base': 1, 'acorn': 1, 'non-fat': 1, 'bouquet': 1, 'Black': 1, 'spanish': 1, 'marrow': 1, 'brisket': 1, 'Garlic': 1, 'legs': 1, 'shell': 1, 'cubed': 1, 'vermicelli': 1, 'hazelnut': 1, 'browning': 1, '1%': 1, 'angel': 1, 'fillets': 1, 'aged': 1, 'gluten': 1, 'Oil': 1, 'snow': 1, 'mix': 1, 'crimini': 1, 'cherrystone': 1, 'mashed': 1, 'oyster': 1, 'beets': 1, 'oxtails': 1, 'sunset': 1, 'pancett': 1, 'coloring': 1, 'cube': 1, 'starch': 1, 'watermelon': 1, 'breast': 1, 'greens': 1, 'blanched': 1, 'dijon': 1, 'meatballs': 1, 'halves': 1, 'edamame': 1, 'nonfat': 1, 'instant': 1, 'grain': 1, 'pimentos': 1, 'cr': 1, 'bbq': 1, 'fire': 1, 'chile': 1, 'soba': 1, 'beansprouts': 1, 'wild': 1, 'dumplings': 1, 'in': 1, 'casings': 1, 'noodles,': 1, 'split': 1, 'thick-cut': 1, 'poblano': 1, 'boiled': 1, 'arctic': 1, 'McCormick\\xc2\\xae': 1, 'poultry': 1, 'lower': 1, 'udon': 1, 'swiss': 1, 'flavor': 1, 'microgreens': 1, 'collard': 1, 'spread': 1, 'mexicorn': 1, 'grating': 1, 'crum': 1, 'dark': 1, 'swanson': 1, 'wings': 1, 'garni': 1, 'thighs': 1, 'turmeric': 1, 'Guinness': 1, 'hair': 1, 'Beer': 1, 'almonds': 1, 'table': 1, 'Worcestershire': 1, 'lean': 1, 'wontons': 1, 'whites': 1, 'Gruy\\xc3\\xa8re': 1, 'granules': 1, 'shank': 1, 'marinara': 1, 'knorr': 1, 'char': 1, 'baguette': 1, 'rubbed': 1, 'hazelnuts': 1, 'cashew': 1, 'Bertolli\\xc2\\xae': 1, 'tart': 1, 'Organic': 1, 'herbs': 1, 'reduc': 1, 'caraway': 1})\n"
     ]
    }
   ],
   "source": [
    "soup_ing_phrases = soups_df.ingredients.str.cat(sep=' ')\n",
    "soup_ing_lst = soup_ing_phrases.split(' ')\n",
    "sc = Counter(soup_ing_lst)\n",
    "print sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 695,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('pepper', 137),\n",
       " ('salt', 135),\n",
       " ('chicken', 131),\n",
       " ('onions', 114),\n",
       " ('broth', 101),\n",
       " ('oil', 91),\n",
       " ('fresh', 74),\n",
       " ('olive', 71),\n",
       " ('garli', 68),\n",
       " ('carrots', 66),\n",
       " ('tomatoes', 53),\n",
       " ('black', 52),\n",
       " ('ground', 50),\n",
       " ('celery', 50),\n",
       " ('onion', 46),\n",
       " ('stock', 45),\n",
       " ('butter', 44),\n",
       " ('vegetable', 44),\n",
       " ('cheese', 41),\n",
       " ('cream', 41)]"
      ]
     },
     "execution_count": 695,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.most_common(20)"
   ]
  },
  {
   "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": 658,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>course</th>\n",
       "      <th>ingredients</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>tomatoes</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>avocado</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>purple onion</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>chopped cilantro</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>lime</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>salt</td>\n",
       "      <td>1061964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>garden peas</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>shallots</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>dill weed</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>mayonnaise</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>lemon zest</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>cooked bacon</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>shaved parmesan cheese</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>kosher salt</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>Salads</td>\n",
       "      <td>ground black pepper</td>\n",
       "      <td>1767618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>bow-tie pasta</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>romaine lettuce</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>medium tomatoes</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>bacon slices</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>ranch dressing</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>barbecue sauce</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>pepper</td>\n",
       "      <td>1577845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>cooked quinoa</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>olive oil</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>asparagus</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>garlic</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>salt</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>pepper</td>\n",
       "      <td>1099375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177416</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>bulgur wheat</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177417</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177418</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>lemon juice</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177419</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>salt</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177420</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>medium tomatoes</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177421</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>curly parsley</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177422</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>chopped fresh mint</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177423</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>Salads</td>\n",
       "      <td>purple onion</td>\n",
       "      <td>1237669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177558</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>mayonnaise</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177559</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>raisins</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177560</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>purple onion</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177561</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>sugar</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177562</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>vinegar</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177563</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>broccoli florets</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177564</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>bacon</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177565</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>sunflower kernels</td>\n",
       "      <td>1639807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177896</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>quinoa</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177897</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>water</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177898</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>wish-bone light balsamic basil vinaigrette dre...</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177899</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>granny smith apples</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177900</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>strawberries</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177901</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>cucumber</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177902</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>purple onion</td>\n",
       "      <td>297835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178805</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>broccoli</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178806</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>bacon</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178807</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>sharp cheddar cheese</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178808</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>purple onion</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178809</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>mayonnaise</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178810</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>granulated sugar</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178811</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>Salads</td>\n",
       "      <td>apple cider vinegar</td>\n",
       "      <td>1061091</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5792 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   name  course  \\\n",
       "502                            Avocado and Tomato Salad  Salads   \n",
       "503                            Avocado and Tomato Salad  Salads   \n",
       "504                            Avocado and Tomato Salad  Salads   \n",
       "505                            Avocado and Tomato Salad  Salads   \n",
       "506                            Avocado and Tomato Salad  Salads   \n",
       "507                            Avocado and Tomato Salad  Salads   \n",
       "508                            Avocado and Tomato Salad  Salads   \n",
       "509                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "510                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "511                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "512                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "513                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "514                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "515                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "516                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "517                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "518                    Fresh Spring Pea Salad with Dill  Salads   \n",
       "523                                     BLT Pasta Salad  Salads   \n",
       "524                                     BLT Pasta Salad  Salads   \n",
       "525                                     BLT Pasta Salad  Salads   \n",
       "526                                     BLT Pasta Salad  Salads   \n",
       "527                                     BLT Pasta Salad  Salads   \n",
       "528                                     BLT Pasta Salad  Salads   \n",
       "529                                     BLT Pasta Salad  Salads   \n",
       "537     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "538     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "539     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "540     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "541     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "542     Asparagus, Strawberry, and Quinoa Caprese Salad  Salads   \n",
       "...                                                 ...     ...   \n",
       "177416                                 Simple Tabbouleh  Salads   \n",
       "177417                                 Simple Tabbouleh  Salads   \n",
       "177418                                 Simple Tabbouleh  Salads   \n",
       "177419                                 Simple Tabbouleh  Salads   \n",
       "177420                                 Simple Tabbouleh  Salads   \n",
       "177421                                 Simple Tabbouleh  Salads   \n",
       "177422                                 Simple Tabbouleh  Salads   \n",
       "177423                                 Simple Tabbouleh  Salads   \n",
       "177558                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177559                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177560                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177561                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177562                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177563                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177564                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177565                      Creamy Broccoli-Bacon Salad  Salads   \n",
       "177896                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177897                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177898                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177899                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177900                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177901                      Balsamic Berry Quinoa Salad  Salads   \n",
       "177902                      Balsamic Berry Quinoa Salad  Salads   \n",
       "178805                          The Best Broccoli Salad  Salads   \n",
       "178806                          The Best Broccoli Salad  Salads   \n",
       "178807                          The Best Broccoli Salad  Salads   \n",
       "178808                          The Best Broccoli Salad  Salads   \n",
       "178809                          The Best Broccoli Salad  Salads   \n",
       "178810                          The Best Broccoli Salad  Salads   \n",
       "178811                          The Best Broccoli Salad  Salads   \n",
       "\n",
       "                                              ingredients       ID  \n",
       "502                                              tomatoes  1061964  \n",
       "503                                               avocado  1061964  \n",
       "504                                          purple onion  1061964  \n",
       "505                                      chopped cilantro  1061964  \n",
       "506                                                  lime  1061964  \n",
       "507                                extra-virgin olive oil  1061964  \n",
       "508                                                  salt  1061964  \n",
       "509                                           garden peas  1767618  \n",
       "510                                              shallots  1767618  \n",
       "511                                             dill weed  1767618  \n",
       "512                                            mayonnaise  1767618  \n",
       "513                                            lemon zest  1767618  \n",
       "514                                          cooked bacon  1767618  \n",
       "515                                shaved parmesan cheese  1767618  \n",
       "516                                extra-virgin olive oil  1767618  \n",
       "517                                           kosher salt  1767618  \n",
       "518                                   ground black pepper  1767618  \n",
       "523                                         bow-tie pasta  1577845  \n",
       "524                                       romaine lettuce  1577845  \n",
       "525                                       medium tomatoes  1577845  \n",
       "526                                          bacon slices  1577845  \n",
       "527                                        ranch dressing  1577845  \n",
       "528                                        barbecue sauce  1577845  \n",
       "529                                                pepper  1577845  \n",
       "537                                         cooked quinoa  1099375  \n",
       "538                                             olive oil  1099375  \n",
       "539                                             asparagus  1099375  \n",
       "540                                                garlic  1099375  \n",
       "541                                                  salt  1099375  \n",
       "542                                                pepper  1099375  \n",
       "...                                                   ...      ...  \n",
       "177416                                       bulgur wheat  1237669  \n",
       "177417                             extra-virgin olive oil  1237669  \n",
       "177418                                        lemon juice  1237669  \n",
       "177419                                               salt  1237669  \n",
       "177420                                    medium tomatoes  1237669  \n",
       "177421                                      curly parsley  1237669  \n",
       "177422                                 chopped fresh mint  1237669  \n",
       "177423                                       purple onion  1237669  \n",
       "177558                                         mayonnaise  1639807  \n",
       "177559                                            raisins  1639807  \n",
       "177560                                       purple onion  1639807  \n",
       "177561                                              sugar  1639807  \n",
       "177562                                            vinegar  1639807  \n",
       "177563                                   broccoli florets  1639807  \n",
       "177564                                              bacon  1639807  \n",
       "177565                                  sunflower kernels  1639807  \n",
       "177896                                             quinoa   297835  \n",
       "177897                                              water   297835  \n",
       "177898  wish-bone light balsamic basil vinaigrette dre...   297835  \n",
       "177899                                granny smith apples   297835  \n",
       "177900                                       strawberries   297835  \n",
       "177901                                           cucumber   297835  \n",
       "177902                                       purple onion   297835  \n",
       "178805                                           broccoli  1061091  \n",
       "178806                                              bacon  1061091  \n",
       "178807                               sharp cheddar cheese  1061091  \n",
       "178808                                       purple onion  1061091  \n",
       "178809                                         mayonnaise  1061091  \n",
       "178810                                   granulated sugar  1061091  \n",
       "178811                                apple cider vinegar  1061091  \n",
       "\n",
       "[5792 rows x 4 columns]"
      ]
     },
     "execution_count": 658,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create data frame for salad courses\n",
    "salads_df = df[df['course'] == 'Salads']\n",
    "salads_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 659,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>ingredients</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>tomatoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>avocado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>purple onion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>chopped cilantro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>lime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Avocado and Tomato Salad</td>\n",
       "      <td>salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>garden peas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>shallots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>dill weed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>mayonnaise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>lemon zest</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>cooked bacon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>shaved parmesan cheese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>kosher salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Fresh Spring Pea Salad with Dill</td>\n",
       "      <td>ground black pepper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>bow-tie pasta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>romaine lettuce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>medium tomatoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>bacon slices</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>ranch dressing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>barbecue sauce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>BLT Pasta Salad</td>\n",
       "      <td>pepper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>cooked quinoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>asparagus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>garlic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Asparagus, Strawberry, and Quinoa Caprese Salad</td>\n",
       "      <td>pepper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177416</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>bulgur wheat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177417</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>extra-virgin olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177418</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>lemon juice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177419</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>salt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177420</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>medium tomatoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177421</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>curly parsley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177422</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>chopped fresh mint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177423</th>\n",
       "      <td>Simple Tabbouleh</td>\n",
       "      <td>purple onion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177558</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>mayonnaise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177559</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>raisins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177560</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>purple onion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177561</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>sugar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177562</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>vinegar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177563</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>broccoli florets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177564</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>bacon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177565</th>\n",
       "      <td>Creamy Broccoli-Bacon Salad</td>\n",
       "      <td>sunflower kernels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177896</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>quinoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177897</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177898</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>wish-bone light balsamic basil vinaigrette dre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177899</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>granny smith apples</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177900</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>strawberries</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177901</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>cucumber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177902</th>\n",
       "      <td>Balsamic Berry Quinoa Salad</td>\n",
       "      <td>purple onion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178805</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>broccoli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178806</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>bacon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178807</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>sharp cheddar cheese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178808</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>purple onion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178809</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>mayonnaise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178810</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>granulated sugar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178811</th>\n",
       "      <td>The Best Broccoli Salad</td>\n",
       "      <td>apple cider vinegar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5792 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   name  \\\n",
       "502                            Avocado and Tomato Salad   \n",
       "503                            Avocado and Tomato Salad   \n",
       "504                            Avocado and Tomato Salad   \n",
       "505                            Avocado and Tomato Salad   \n",
       "506                            Avocado and Tomato Salad   \n",
       "507                            Avocado and Tomato Salad   \n",
       "508                            Avocado and Tomato Salad   \n",
       "509                    Fresh Spring Pea Salad with Dill   \n",
       "510                    Fresh Spring Pea Salad with Dill   \n",
       "511                    Fresh Spring Pea Salad with Dill   \n",
       "512                    Fresh Spring Pea Salad with Dill   \n",
       "513                    Fresh Spring Pea Salad with Dill   \n",
       "514                    Fresh Spring Pea Salad with Dill   \n",
       "515                    Fresh Spring Pea Salad with Dill   \n",
       "516                    Fresh Spring Pea Salad with Dill   \n",
       "517                    Fresh Spring Pea Salad with Dill   \n",
       "518                    Fresh Spring Pea Salad with Dill   \n",
       "523                                     BLT Pasta Salad   \n",
       "524                                     BLT Pasta Salad   \n",
       "525                                     BLT Pasta Salad   \n",
       "526                                     BLT Pasta Salad   \n",
       "527                                     BLT Pasta Salad   \n",
       "528                                     BLT Pasta Salad   \n",
       "529                                     BLT Pasta Salad   \n",
       "537     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "538     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "539     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "540     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "541     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "542     Asparagus, Strawberry, and Quinoa Caprese Salad   \n",
       "...                                                 ...   \n",
       "177416                                 Simple Tabbouleh   \n",
       "177417                                 Simple Tabbouleh   \n",
       "177418                                 Simple Tabbouleh   \n",
       "177419                                 Simple Tabbouleh   \n",
       "177420                                 Simple Tabbouleh   \n",
       "177421                                 Simple Tabbouleh   \n",
       "177422                                 Simple Tabbouleh   \n",
       "177423                                 Simple Tabbouleh   \n",
       "177558                      Creamy Broccoli-Bacon Salad   \n",
       "177559                      Creamy Broccoli-Bacon Salad   \n",
       "177560                      Creamy Broccoli-Bacon Salad   \n",
       "177561                      Creamy Broccoli-Bacon Salad   \n",
       "177562                      Creamy Broccoli-Bacon Salad   \n",
       "177563                      Creamy Broccoli-Bacon Salad   \n",
       "177564                      Creamy Broccoli-Bacon Salad   \n",
       "177565                      Creamy Broccoli-Bacon Salad   \n",
       "177896                      Balsamic Berry Quinoa Salad   \n",
       "177897                      Balsamic Berry Quinoa Salad   \n",
       "177898                      Balsamic Berry Quinoa Salad   \n",
       "177899                      Balsamic Berry Quinoa Salad   \n",
       "177900                      Balsamic Berry Quinoa Salad   \n",
       "177901                      Balsamic Berry Quinoa Salad   \n",
       "177902                      Balsamic Berry Quinoa Salad   \n",
       "178805                          The Best Broccoli Salad   \n",
       "178806                          The Best Broccoli Salad   \n",
       "178807                          The Best Broccoli Salad   \n",
       "178808                          The Best Broccoli Salad   \n",
       "178809                          The Best Broccoli Salad   \n",
       "178810                          The Best Broccoli Salad   \n",
       "178811                          The Best Broccoli Salad   \n",
       "\n",
       "                                              ingredients  \n",
       "502                                              tomatoes  \n",
       "503                                               avocado  \n",
       "504                                          purple onion  \n",
       "505                                      chopped cilantro  \n",
       "506                                                  lime  \n",
       "507                                extra-virgin olive oil  \n",
       "508                                                  salt  \n",
       "509                                           garden peas  \n",
       "510                                              shallots  \n",
       "511                                             dill weed  \n",
       "512                                            mayonnaise  \n",
       "513                                            lemon zest  \n",
       "514                                          cooked bacon  \n",
       "515                                shaved parmesan cheese  \n",
       "516                                extra-virgin olive oil  \n",
       "517                                           kosher salt  \n",
       "518                                   ground black pepper  \n",
       "523                                         bow-tie pasta  \n",
       "524                                       romaine lettuce  \n",
       "525                                       medium tomatoes  \n",
       "526                                          bacon slices  \n",
       "527                                        ranch dressing  \n",
       "528                                        barbecue sauce  \n",
       "529                                                pepper  \n",
       "537                                         cooked quinoa  \n",
       "538                                             olive oil  \n",
       "539                                             asparagus  \n",
       "540                                                garlic  \n",
       "541                                                  salt  \n",
       "542                                                pepper  \n",
       "...                                                   ...  \n",
       "177416                                       bulgur wheat  \n",
       "177417                             extra-virgin olive oil  \n",
       "177418                                        lemon juice  \n",
       "177419                                               salt  \n",
       "177420                                    medium tomatoes  \n",
       "177421                                      curly parsley  \n",
       "177422                                 chopped fresh mint  \n",
       "177423                                       purple onion  \n",
       "177558                                         mayonnaise  \n",
       "177559                                            raisins  \n",
       "177560                                       purple onion  \n",
       "177561                                              sugar  \n",
       "177562                                            vinegar  \n",
       "177563                                   broccoli florets  \n",
       "177564                                              bacon  \n",
       "177565                                  sunflower kernels  \n",
       "177896                                             quinoa  \n",
       "177897                                              water  \n",
       "177898  wish-bone light balsamic basil vinaigrette dre...  \n",
       "177899                                granny smith apples  \n",
       "177900                                       strawberries  \n",
       "177901                                           cucumber  \n",
       "177902                                       purple onion  \n",
       "178805                                           broccoli  \n",
       "178806                                              bacon  \n",
       "178807                               sharp cheddar cheese  \n",
       "178808                                       purple onion  \n",
       "178809                                         mayonnaise  \n",
       "178810                                   granulated sugar  \n",
       "178811                                apple cider vinegar  \n",
       "\n",
       "[5792 rows x 2 columns]"
      ]
     },
     "execution_count": 659,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the course and ID columns to get closer to a format the network needs. \n",
    "salads_df.drop({'course', 'ID'}, axis=1, inplace=True)\n",
    "salads_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 660,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "502                                                tomatoes\n",
       "503                                                 avocado\n",
       "504                                            purple onion\n",
       "505                                        chopped cilantro\n",
       "506                                                    lime\n",
       "507                                  extra virgin olive oil\n",
       "508                                                    salt\n",
       "509                                             garden peas\n",
       "510                                                shallots\n",
       "511                                               dill weed\n",
       "512                                              mayonnaise\n",
       "513                                              lemon zest\n",
       "514                                            cooked bacon\n",
       "515                                  shaved parmesan cheese\n",
       "516                                  extra virgin olive oil\n",
       "517                                             kosher salt\n",
       "518                                     ground black pepper\n",
       "523                                           bow tie pasta\n",
       "524                                         romaine lettuce\n",
       "525                                         medium tomatoes\n",
       "526                                            bacon slices\n",
       "527                                          ranch dressing\n",
       "528                                          barbecue sauce\n",
       "529                                                  pepper\n",
       "537                                           cooked quinoa\n",
       "538                                               olive oil\n",
       "539                                               asparagus\n",
       "540                                                  garlic\n",
       "541                                                    salt\n",
       "542                                                  pepper\n",
       "                                ...                        \n",
       "177416                                         bulgur wheat\n",
       "177417                               extra virgin olive oil\n",
       "177418                                          lemon juice\n",
       "177419                                                 salt\n",
       "177420                                      medium tomatoes\n",
       "177421                                        curly parsley\n",
       "177422                                   chopped fresh mint\n",
       "177423                                         purple onion\n",
       "177558                                           mayonnaise\n",
       "177559                                              raisins\n",
       "177560                                         purple onion\n",
       "177561                                                sugar\n",
       "177562                                              vinegar\n",
       "177563                                     broccoli florets\n",
       "177564                                                bacon\n",
       "177565                                    sunflower kernels\n",
       "177896                                               quinoa\n",
       "177897                                                water\n",
       "177898    wish bone light balsamic basil vinaigrette dre...\n",
       "177899                                  granny smith apples\n",
       "177900                                         strawberries\n",
       "177901                                             cucumber\n",
       "177902                                         purple onion\n",
       "178805                                             broccoli\n",
       "178806                                                bacon\n",
       "178807                                 sharp cheddar cheese\n",
       "178808                                         purple onion\n",
       "178809                                           mayonnaise\n",
       "178810                                     granulated sugar\n",
       "178811                                  apple cider vinegar\n",
       "Name: ingredients, dtype: object"
      ]
     },
     "execution_count": 660,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# clean up values in ingredients column\n",
    "salads_df.ingredients = salads_df.ingredients.str.strip().str.lower().str.replace('-', ' ')\n",
    "salads_df.ingredients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 661,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "purple onion\n",
      "chopped cilantro\n",
      "extra virgin olive oil\n",
      "garden peas\n",
      "dill weed\n",
      "lemon zest\n",
      "cooked bacon\n",
      "shaved parmesan cheese\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "ground black pepper\n",
      "bow tie pasta\n",
      "romaine lettuce\n",
      "medium tomatoes\n",
      "bacon slices\n",
      "ranch dressing\n",
      "barbecue sauce\n",
      "cooked quinoa\n",
      "olive oil\n",
      "mozzarella cheese\n",
      "balsamic vinaigrette\n",
      "fresh basil\n",
      "fresh lemon juice\n",
      "fine sea salt\n",
      "lemon juice\n",
      "lime juice\n",
      "sea salt\n",
      "fresh cilantro\n",
      "olive oil\n",
      "cracked black pepper\n",
      "purple onion\n",
      "olive oil\n",
      "kosher salt\n",
      "peeled shrimp\n",
      "medium tomatoes\n",
      "hass avocado\n",
      "jalapeno chilies\n",
      "chopped cilantro\n",
      "baby spinach\n",
      "romaine lettuce\n",
      "sliced almonds\n",
      "greek yogurt\n",
      "white vinegar\n",
      "poppy seeds\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "olive oil\n",
      "black beans\n",
      "corn kernels\n",
      "chili powder\n",
      "cherry tomatoes\n",
      "fresh mozzarella cheese\n",
      "fresh basil\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "boneless skinless chicken breasts\n",
      "lime juice\n",
      "grape tomatoes\n",
      "lemon juice\n",
      "sea salt\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "sea salt\n",
      "seedless cucumber\n",
      "hot sauce\n",
      "chopped cilantro\n",
      "corn husks\n",
      "red pepper\n",
      "fresh cilantro\n",
      "fresh lime juice\n",
      "spring greens\n",
      "fresh mozzarella\n",
      "plum tomatoes\n",
      "whole wheat bread toasted\n",
      "cooked quinoa\n",
      "grape tomatoes\n",
      "cooked bacon\n",
      "fresh basil\n",
      "olive oil\n",
      "red wine vinegar\n",
      "olive oil\n",
      "sea salt\n",
      "lemon juice\n",
      "hellmann' or best food real mayonnais\n",
      "red vinegar white white, wine,\n",
      "ground black pepper\n",
      "olive oil\n",
      "toasted sesame oil\n",
      "ume plum vinegar\n",
      "orange juice\n",
      "broccoli florets\n",
      "green bell pepper\n",
      "cherry tomatoes\n",
      "fresh mint\n",
      "extra virgin olive oil\n",
      "cracked black pepper\n",
      "lemon juice\n",
      "boiled eggs\n",
      "corn kernels\n",
      "green bell pepper\n",
      "pineapple chunks\n",
      "iceberg lettuce\n",
      "cilantro leaves\n",
      "mint leaves\n",
      "caesar salad dressing\n",
      "apple cider vinegar\n",
      "mustard sauce\n",
      "olive oil\n",
      "garlic cloves\n",
      "sour cream\n",
      "lemon juice\n",
      "fresh chives\n",
      "fresh parsley\n",
      "olive oil\n",
      "romaine lettuce\n",
      "cubed turkey\n",
      "cherry tomatoes\n",
      "hard boiled egg\n",
      "shredded cheddar cheese\n",
      "hellmann' or best food real mayonnais\n",
      "lime juice\n",
      "ground ginger\n",
      "slaw mix\n",
      "chopped fresh cilantro\n",
      "bow tie pasta\n",
      "fresh asparagus\n",
      "olive oil\n",
      "baby spinach\n",
      "artichoke hearts\n",
      "feta cheese crumbles\n",
      "cracked black pepper\n",
      "greek yogurt\n",
      "cilantro leaves\n",
      "lime juice\n",
      "olive oil\n",
      "sea salt\n",
      "balsamic vinegar\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "maple syrup\n",
      "ground black pepper\n",
      "worcestershire sauce\n",
      "garlic cloves\n",
      "dijon mustard\n",
      "freshly ground black pepper\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "white vinegar\n",
      "shredded cabbage\n",
      "cottage cheese\n",
      "crushed pineapple\n",
      "mandarin oranges\n",
      "cool whip\n",
      "romaine lettuce\n",
      "caesar salad dressing\n",
      "shredded parmesan cheese\n",
      "marinated artichoke hearts\n",
      "sliced green olives\n",
      "purple onion\n",
      "red wine vinegar\n",
      "olive oil\n",
      "garlic powder\n",
      "salmon fillets\n",
      "lemon juice\n",
      "fresh thyme\n",
      "lump crab meat\n",
      "flat leaf parsley\n",
      "lemon juice\n",
      "kosher salt\n",
      "ground black pepper\n",
      "cherry tomatoes\n",
      "extra virgin olive oil\n",
      "chopped garlic\n",
      "purple onion\n",
      "fresh parsley\n",
      "extra virgin olive oil\n",
      "chobani yogurt\n",
      "lime juice\n",
      "garlic cloves\n",
      "white vinegar\n",
      "fresh cilantro\n",
      "sea salt\n",
      "shredded cabbage\n",
      "red cabbage\n",
      "black sesame seeds\n",
      "sweet chili sauce\n",
      "sesame oil\n",
      "bow tie pasta\n",
      "soy vay® toasted sesame dressing & marinade\n",
      "red cabbage\n",
      "green peas\n",
      "rice vinegar\n",
      "hot chili oil\n",
      "fresh lemon juice\n",
      "dijon mustard\n",
      "garlic cloves\n",
      "worcestershire sauce\n",
      "extra virgin olive oil\n",
      "light tuna\n",
      "chopped celery\n",
      "purple onion\n",
      "broccoli florets\n",
      "hellmann's light mayonnaise\n",
      "red wine vinegar\n",
      "spinach leaves\n",
      "hard boiled egg\n",
      "fresh chives\n",
      "dijon mustard\n",
      "lemon juice\n",
      "black olives\n",
      "cherry tomatoes\n",
      "fresh mozzarella\n",
      "vinaigrette dressing\n",
      "fresh basil leaves\n",
      "ground black pepper\n",
      "roma tomatoes\n",
      "english cucumber\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "dijon mustard\n",
      "fine sea salt\n",
      "cracked black pepper\n",
      "large garlic cloves\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "hidden valley® greek yogurt original ranch® dressing mix\n",
      "plain greek yogurt\n",
      "broccoli slaw\n",
      "sunflower seeds\n",
      "seedless watermelon\n",
      "jalapeno chilies\n",
      "feta cheese\n",
      "lime juice\n",
      "kosher salt\n",
      "black pepper\n",
      "diced red onions\n",
      "olive oil\n",
      "lemon juice\n",
      "slaw mix\n",
      "large tomato\n",
      "fresh mozzarella\n",
      "basil leaves\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "orange juice\n",
      "apple cider vinegar\n",
      "fresh dill\n",
      "seasoned rice wine vinegar\n",
      "purple onion\n",
      "feta cheese\n",
      "tzatziki sauce\n",
      "seedless cucumber\n",
      "hass avocado\n",
      "black beans\n",
      "purple onion\n",
      "grape tomatoes\n",
      "mozzarella cheese\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "fresh cilantro\n",
      "nonfat yogurt plain\n",
      "lime juice\n",
      "red beets\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "red potato\n",
      "green bell pepper\n",
      "purple onion\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "reduced fat mayonnaise\n",
      "dijon mustard\n",
      "green onions\n",
      "sweet onion\n",
      "toasted pecans\n",
      "baby spinach\n",
      "white mushrooms\n",
      "purple onion\n",
      "large eggs\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "coarse salt\n",
      "freshly ground black pepper\n",
      "cooked chicken\n",
      "hard boiled egg\n",
      "greek seasoning\n",
      "greek yogurt\n",
      "cultured buttermilk\n",
      "sour cream\n",
      "garlic powder\n",
      "onion powder\n",
      "ground black pepper\n",
      "kosher salt\n",
      "white vinegar\n",
      "lemon juice\n",
      "fresh parsley\n",
      "broccoli slaw\n",
      "english cucumber\n",
      "lime juice\n",
      "large eggs\n",
      "dijon mustard\n",
      "sea salt\n",
      "cherry tomatoes\n",
      "purple onion\n",
      "seedless cucumber\n",
      "red bell pepper\n",
      "romaine lettuce\n",
      "fresh thyme\n",
      "fresh chives\n",
      "greek feta\n",
      "pitted kalamata olives\n",
      "olive oil\n",
      "red wine vinegar\n",
      "dried oregano\n",
      "ground black pepper\n",
      "roma tomatoes\n",
      "extra virgin olive oil\n",
      "rice vinegar\n",
      "toasted almonds\n",
      "cheddar cheese\n",
      "butternut squash\n",
      "extra virgin olive oil\n",
      "pecorino cheese\n",
      "napa cabbage\n",
      "red pepper\n",
      "purple onion\n",
      "fresh lime juice\n",
      "rice vinegar\n",
      "red pepper flakes\n",
      "fresh mint\n",
      "toasted cashews\n",
      "parmesan cheese\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "elbow macaroni\n",
      "cherry tomatoes\n",
      "feta cheese crumbles\n",
      "toasted sunflower seeds\n",
      "fresh lime juice\n",
      "olive oil\n",
      "kosher salt\n",
      "chile powder\n",
      "freshly ground black pepper\n",
      "fresh mint\n",
      "sliced almonds\n",
      "dried cranberries\n",
      "purple onion\n",
      "cider vinegar\n",
      "nonfat plain greek yogurt\n",
      "seedless cucumber\n",
      "purple onion\n",
      "fresh dill\n",
      "chopped fresh mint\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "soy vay® veri veri teriyaki® marinade & sauce\n",
      "creamy peanut butter\n",
      "rice vinegar\n",
      "cumin seed\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "broccoli florets\n",
      "purple onion\n",
      "slivered almonds\n",
      "light mayonnaise\n",
      "greek yogurt\n",
      "cider vinegar\n",
      "freshly ground black pepper\n",
      "cider vinegar\n",
      "grated lemon zest\n",
      "lemon juice\n",
      "dijon mustard\n",
      "fine sea salt\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "dried oregano\n",
      "kosher salt\n",
      "ground black pepper\n",
      "lemon juice\n",
      "olive oil\n",
      "olive oil\n",
      "lemon juice\n",
      "kosher salt\n",
      "kale leaves\n",
      "pitted cherries\n",
      "purple onion\n",
      "artichoke hearts\n",
      "walnut halves\n",
      "brussels sprouts\n",
      "dried cranberries\n",
      "goat cheese\n",
      "extra virgin olive oil\n",
      "apple cider vinegar\n",
      "sea salt\n",
      "seedless watermelon\n",
      "purple onion\n",
      "feta cheese crumbles\n",
      "fresh lime juice\n",
      "rice vinegar\n",
      "canola oil\n",
      "freshly ground pepper\n",
      "vidalia onion\n",
      "chopped fresh herbs\n",
      "shredded cabbage\n",
      "green onions\n",
      "ramen noodles\n",
      "slivered almonds\n",
      "salad oil\n",
      "ground black pepper\n",
      "baby arugula\n",
      "grated parmesan cheese\n",
      "olive oil\n",
      "lemon juice\n",
      "granulated garlic\n",
      "virgin olive oil\n",
      "balsamic vinegar\n",
      "garlic powder\n",
      "dried basil leaves\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "sea salt\n",
      "ground black pepper\n",
      "garlic cloves\n",
      "almond butter\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "hot water\n",
      "wild rice\n",
      "split peas\n",
      "goat cheese\n",
      "olive oil\n",
      "french bread\n",
      "kosher salt\n",
      "hothouse cucumber\n",
      "bell pepper\n",
      "purple onion\n",
      "basil leaves\n",
      "minced garlic\n",
      "dijon mustard\n",
      "champagne vinegar\n",
      "ground black pepper\n",
      "cooked chicken\n",
      "green onions\n",
      "grated parmesan cheese\n",
      "fresh basil\n",
      "ground black pepper\n",
      "fresh parsley\n",
      "extra virgin olive oil\n",
      "spinach leaves\n",
      "diced tomatoes\n",
      "pineapple chunks\n",
      "chia seeds\n",
      "olive oil\n",
      "lemon juice\n",
      "black pepper\n",
      "center cut bacon\n",
      "roma tomatoes\n",
      "light mayonnaise\n",
      "kosher salt\n",
      "black pepper\n",
      "romaine lettuce\n",
      "hass avocado\n",
      "broccoli slaw\n",
      "red cabbage\n",
      "maple syrup\n",
      "apple cider vinegar\n",
      "anchovy paste\n",
      "garlic cloves\n",
      "large egg yolks\n",
      "fresh lemon juice\n",
      "dijon mustard\n",
      "vegetable oil\n",
      "olive oil\n",
      "persian cucumber\n",
      "white cabbage\n",
      "white wine vinegar\n",
      "extra virgin olive oil\n",
      "slivered almonds\n",
      "dried cranberries\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "sea salt\n",
      "crab meat\n",
      "old bay seasoning\n",
      "lemon juice\n",
      "worcestershire sauce\n",
      "anchovy paste\n",
      "dijon mustard\n",
      "grated parmesan cheese\n",
      "ground black pepper\n",
      "large potatoes\n",
      "boiled eggs\n",
      "purple onion\n",
      "garlic salt\n",
      "salad greens\n",
      "fresh mozzarella\n",
      "basil pesto\n",
      "balsamic reduction\n",
      "seedless cucumber\n",
      "flat leaf parsley\n",
      "lemon juice\n",
      "olive oil\n",
      "red bell pepper\n",
      "yellow squash\n",
      "poppy seed dressing\n",
      "lump crab meat\n",
      "grape tomatoes\n",
      "hass avocado\n",
      "hot pepper\n",
      "corn kernels\n",
      "purple onion\n",
      "olive oil\n",
      "chopped cilantro\n",
      "roma tomatoes\n",
      "english cucumber\n",
      "purple onion\n",
      "leaf parsley\n",
      "olive oil\n",
      "sumac powder\n",
      "sea salt flakes\n",
      "rice vinegar\n",
      "crushed red pepper\n",
      "fresh dill\n",
      "balsamic vinegar\n",
      "dijon mustard\n",
      "ground pepper\n",
      "olive oil\n",
      "purple onion\n",
      "apple cider vinegar\n",
      "stevia powder\n",
      "white pepper\n",
      "red pepper flakes\n",
      "greek yogurt\n",
      "blue cheese\n",
      "cracked black pepper\n",
      "sour cream\n",
      "fresh tarragon\n",
      "garlic powder\n",
      "ground black pepper\n",
      "cooked chicken\n",
      "red grapes\n",
      "chopped celery\n",
      "toasted pecans\n",
      "green leaf lettuce\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "fine sea salt\n",
      "extra virgin olive oil\n",
      "black pepper\n",
      "mint leaves\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "dijon mustard\n",
      "italian seasoning\n",
      "freshly ground pepper\n",
      "frozen edamame beans\n",
      "dried cranberries\n",
      "green beans\n",
      "feta cheese\n",
      "olive oil\n",
      "black pepper\n",
      "fresh corn\n",
      "kosher salt\n",
      "purple onion\n",
      "black beans\n",
      "vegetable oil\n",
      "queso fresco\n",
      "chopped cilantro\n",
      "feta cheese crumbles\n",
      "fresh basil\n",
      "balsamic vinegar\n",
      "cracked black pepper\n",
      "green onions\n",
      "chopped celery\n",
      "red bell pepper\n",
      "dijon mustard\n",
      "tabasco pepper sauce\n",
      "black pepper\n",
      "green lentil\n",
      "butternut squash\n",
      "olive oil\n",
      "ground cumin\n",
      "spanish paprika\n",
      "coarse salt\n",
      "baby arugula\n",
      "crumbled goat cheese\n",
      "mint leaves\n",
      "red wine vinegar\n",
      "red cabbage\n",
      "fresh parsley\n",
      "celery ribs\n",
      "sunflower seeds\n",
      "olive oil\n",
      "lemon juice\n",
      "fresh ginger\n",
      "clover honey\n",
      "sea salt\n",
      "grape tomatoes\n",
      "basil leaves\n",
      "olive oil\n",
      "lemon juice\n",
      "dijon mustard\n",
      "sea salt\n",
      "poppy seeds\n",
      "white wine vinegar\n",
      "mustard powder\n",
      "kosher salt\n",
      "ground black pepper\n",
      "yellow onion\n",
      "canola oil\n",
      "olive oil\n",
      "chicken breast halves\n",
      "celery ribs\n",
      "plain yogurt\n",
      "fresh lemon juice\n",
      "lettuce leaves\n",
      "hellmann' or best food real mayonnais\n",
      "lemon juice\n",
      "green bell pepper\n",
      "olive oil\n",
      "lemon juice\n",
      "sea salt\n",
      "black pepper\n",
      "purple onion\n",
      "sugar pea\n",
      "spring mix\n",
      "roasted pumpkin seeds\n",
      "slaw mix\n",
      "diced onions\n",
      "kraft miracle whip dressing\n",
      "vegetable oil\n",
      "white vinegar\n",
      "kosher salt\n",
      "poppy seeds\n",
      "white tuna in water\n",
      "vidalia onion\n",
      "sour cream\n",
      "ground mustard\n",
      "hot sauce\n",
      "worcestershire sauce\n",
      "heavy cream\n",
      "romaine lettuce\n",
      "cherry tomatoes\n",
      "balsamic vinaigrette\n",
      "ground pepper\n",
      "sea salt\n",
      "green cabbage\n",
      "green bell pepper\n",
      "cider vinegar\n",
      "pasta shells\n",
      "black beans\n",
      "olive oil\n",
      "lime juice\n",
      "taco seasoning\n",
      "mexican cheese blend\n",
      "plain greek yogurt\n",
      "parmesan cheese\n",
      "worcestershire sauce\n",
      "dijon mustard\n",
      "lemon juice\n",
      "anchovy paste\n",
      "romaine lettuce\n",
      "sour cream\n",
      "lemon juice\n",
      "toasted walnuts\n",
      "seedless red grapes\n",
      "fresh lemon juice\n",
      "cherry tomatoes\n",
      "feta cheese\n",
      "fresh basil\n",
      "fresh mint\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "parmesan cheese\n",
      "purple onion\n",
      "hemp seeds\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "lemon zest\n",
      "sea salt\n",
      "black pepper\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "dijon mustard\n",
      "olive oil\n",
      "black pepper\n",
      "imitation crab meat\n",
      "old bay seasoning\n",
      "white wine vinegar\n",
      "dijon mustard\n",
      "kosher salt\n",
      "black pepper\n",
      "olive oil\n",
      "garlic cloves\n",
      "anchovy paste\n",
      "lemon juice\n",
      "dijon mustard\n",
      "worcestershire sauce\n",
      "parmigiano reggiano cheese\n",
      "ground black pepper\n",
      "pure maple syrup\n",
      "dijon mustard\n",
      "balsamic vinegar\n",
      "fresh dill\n",
      "fresh chives\n",
      "sour cream\n",
      "balsamic vinegar\n",
      "mozzarella cheese\n",
      "fresh basil leaves\n",
      "olive oil\n",
      "ground black pepper\n",
      "kosher salt\n",
      "baby arugula\n",
      "feta cheese crumbles\n",
      "ground black pepper\n",
      "diced tomatoes\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "small pasta\n",
      "snow pea pods\n",
      "red bell pepper\n",
      "olive oil\n",
      "red wine vinegar\n",
      "black pepper\n",
      "extra virgin olive oil\n",
      "kale leaves\n",
      "pecorino cheese\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "sea salt\n",
      "grape tomatoes\n",
      "sunflower seeds\n",
      "kosher salt\n",
      "dijon mustard\n",
      "garlic cloves\n",
      "fresh lemon juice\n",
      "ground black pepper\n",
      "extra light olive oil\n",
      "shredded parmesan cheese\n",
      "large potatoes\n",
      "dijon mustard\n",
      "apple cider vinegar\n",
      "olive oil\n",
      "brown sugar\n",
      "spring onions\n",
      "broccoli florets\n",
      "toasted slivered almonds\n",
      "purple onion\n",
      "frozen peas\n",
      "apple cider vinegar\n",
      "white wine vinegar\n",
      "dijon mustard\n",
      "kosher salt\n",
      "black pepper\n",
      "olive oil\n",
      "coconut milk\n",
      "garlic powder\n",
      "onion powder\n",
      "sea salt\n",
      "olive oil\n",
      "apple cider vinegar\n",
      "garlic cloves\n",
      "italian seasoning\n",
      "sea salt\n",
      "fingerling potatoes\n",
      "baby spinach\n",
      "sun dried tomatoes\n",
      "fresh chives\n",
      "dried parsley\n",
      "red wine vinegar\n",
      "whole grain dijon mustard\n",
      "maple syrup\n",
      "sea salt\n",
      "black pepper\n",
      "olive oil\n",
      "whole milk\n",
      "white vinegar\n",
      "fresh lemon juice\n",
      "black pepper\n",
      "slaw mix\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "white wine vinegar\n",
      "freshly ground pepper\n",
      "sea salt\n",
      "rice vinegar\n",
      "sesame seeds\n",
      "flat leaf parsley\n",
      "persian cucumber\n",
      "extra virgin olive oil\n",
      "european cucumber\n",
      "purple onion\n",
      "chopped parsley\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "ground black pepper\n",
      "cherry tomatoes\n",
      "toasted pine nuts\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "red pepper flakes\n",
      "pecorino romano cheese\n",
      "fresh lime juice\n",
      "extra virgin olive oil\n",
      "garlic powder\n",
      "sea salt\n",
      "ground pepper\n",
      "salad greens\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "ground black pepper\n",
      "fat free yogurt\n",
      "lemon juice\n",
      "garlic powder\n",
      "black pepper\n",
      "small tomatoes\n",
      "yellow bell pepper\n",
      "purple onion\n",
      "english cucumber\n",
      "fresh mint\n",
      "fresh parsley\n",
      "fresh cilantro\n",
      "olive oil\n",
      "kosher salt\n",
      "elbow macaroni\n",
      "center cut bacon\n",
      "reduced fat mayonnaise\n",
      "baby spinach\n",
      "purple onion\n",
      "sunflower kernels\n",
      "plain greek yogurt\n",
      "white vinegar\n",
      "chipotle chile\n",
      "fresh lime juice\n",
      "cilantro leaves\n",
      "ground cumin\n",
      "garlic powder\n",
      "dried leaves oregano\n",
      "kosher salt\n",
      "fresh spinach\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "garlic puree\n",
      "feta cheese crumbles\n",
      "orzo pasta\n",
      "olive oil\n",
      "baby spinach\n",
      "minced garlic\n",
      "italian vinaigrette\n",
      "cherry tomatoes\n",
      "feta cheese\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "dried oregano\n",
      "dried basil\n",
      "cherry tomatoes\n",
      "fresh mozzarella\n",
      "purple onion\n",
      "red miso\n",
      "lemon juice\n",
      "warm water\n",
      "cracked black pepper\n",
      "frozen corn\n",
      "purple onion\n",
      "red pepper\n",
      "fresh parsley\n",
      "ranch dressing\n",
      "italian salad dressing\n",
      "italian seasoning\n",
      "black pepper\n",
      "garlic powder\n",
      "olive oil\n",
      "grated parmesan cheese\n",
      "black pepper\n",
      "slaw mix\n",
      "purple onion\n",
      "broccoli florets\n",
      "garlic salt\n",
      "onion powder\n",
      "celery seed\n",
      "black pepper\n",
      "baby beets\n",
      "brown lentils\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "basil leaves\n",
      "goat milk feta\n",
      "balsamic vinegar\n",
      "seasoning salt\n",
      "slaw mix\n",
      "black eyed peas\n",
      "corn kernels\n",
      "purple onion\n",
      "cilantro leaves\n",
      "jalapeno chilies\n",
      "olive oil\n",
      "white vinegar\n",
      "red chili peppers\n",
      "lime juice\n",
      "black beans\n",
      "frozen corn\n",
      "vidalia onion\n",
      "water chestnuts\n",
      "lime juice\n",
      "balsamic vinegar\n",
      "butter lettuce\n",
      "large eggs\n",
      "thick cut bacon\n",
      "nonfat greek yogurt\n",
      "light mayonnaise\n",
      "diced celery\n",
      "onion powder\n",
      "worcestershire sauce\n",
      "broccoli florets\n",
      "ranch dressing\n",
      "shredded cheddar cheese\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "maple syrup\n",
      "baby spinach\n",
      "mozzarella cheese\n",
      "salad greens\n",
      "red pepper\n",
      "green onions\n",
      "frozen peas\n",
      "kraft mayonnaise\n",
      "kraft shredded sharp cheddar cheese\n",
      "oscar mayer fully cooked bacon\n",
      "bow tie pasta\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "grape tomatoes\n",
      "fresh parsley\n",
      "feta cheese crumbles\n",
      "olive oil\n",
      "purple onion\n",
      "italian salad dressing\n",
      "bell pepper\n",
      "feta cheese\n",
      "purple onion\n",
      "apple cider vinegar\n",
      "stevia powder\n",
      "white pepper\n",
      "red pepper flakes\n",
      "cooked chicken\n",
      "bbq sauce\n",
      "mixed salad greens\n",
      "crispy bacon\n",
      "black beans\n",
      "shredded pepper jack cheese\n",
      "hard boiled egg\n",
      "grape tomatoes\n",
      "ranch dressing\n",
      "barbecue sauce\n",
      "chicken breasts\n",
      "romaine lettuce leaves\n",
      "cherry tomatoes\n",
      "hard boiled egg\n",
      "ranch dressing\n",
      "dark brown sugar\n",
      "balsamic vinegar\n",
      "sea salt\n",
      "cracked black pepper\n",
      "extra virgin olive oil\n",
      "whipping cream\n",
      "frozen strawberries\n",
      "purple onion\n",
      "greek yogurt\n",
      "olive oil\n",
      "garlic powder\n",
      "dried oregano\n",
      "dried basil\n",
      "onion powder\n",
      "black pepper\n",
      "dijon mustard\n",
      "red wine vinegar\n",
      "black beans\n",
      "red kidney beans\n",
      "garbanzo beans\n",
      "grape tomatoes\n",
      "olive oil\n",
      "basil leaves\n",
      "lemon juice\n",
      "sea salt\n",
      "yellowfin tuna\n",
      "purple onion\n",
      "sun dried tomatoes\n",
      "elbow macaroni\n",
      "minced onion\n",
      "strawberry jam\n",
      "olive oil\n",
      "dijon mustard\n",
      "black pepper\n",
      "cheddar cheese\n",
      "green onions\n",
      "sour cream\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "ground black pepper\n",
      "sea salt\n",
      "fresh orange juice\n",
      "white sugar\n",
      "mustard powder\n",
      "black salt\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "flax seeds\n",
      "lettuce leaves\n",
      "mandarin orange segments\n",
      "green apples\n",
      "tuna in oil\n",
      "english cucumber\n",
      "purple onion\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "dried parsley\n",
      "dried basil\n",
      "dried minced onion\n",
      "hard boiled egg\n",
      "sea salt\n",
      "black pepper\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "parmesan cheese\n",
      "anchovy paste\n",
      "ground black pepper\n",
      "romaine lettuce\n",
      "green beans\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "fresh basil leaves\n",
      "grated parmesan cheese\n",
      "ground black pepper\n",
      "white sugar\n",
      "white wine vinegar\n",
      "dry mustard\n",
      "vegetable oil\n",
      "poppy seeds\n",
      "coarse sea salt\n",
      "light sour cream\n",
      "finely chopped onion\n",
      "fresh dill\n",
      "cooked shrimp\n",
      "celery ribs\n",
      "purple onion\n",
      "light mayonnaise\n",
      "fat free greek yogurt\n",
      "seasoning salt\n",
      "ground pepper\n",
      "fresh pineapple\n",
      "fresh mint\n",
      "jalapeno chilies\n",
      "lime juice\n",
      "green onions\n",
      "cumin seed\n",
      "green onions\n",
      "dried cranberries\n",
      "green apples\n",
      "fresh lemon juice\n",
      "chopped pecans\n",
      "sour cream\n",
      "cider vinegar\n",
      "lemon juice\n",
      "poppy seeds\n",
      "english cucumber\n",
      "plain greek yogurt\n",
      "fresh dill\n",
      "white vinegar\n",
      "white sugar\n",
      "romaine lettuce\n",
      "cooked chicken\n",
      "black beans\n",
      "purple onion\n",
      "shredded cheddar cheese\n",
      "tortilla chips\n",
      "chopped cilantro\n",
      "roasting chickens\n",
      "chopped celery\n",
      "onion tops\n",
      "fresh parsley\n",
      "lemon juice\n",
      "ground black pepper\n",
      "small potatoes\n",
      "garlic cloves\n",
      "curly parsley\n",
      "flaxseed oil\n",
      "fresh spinach leaves\n",
      "wish bone balsamic vinaigrette dressing\n",
      "sliced mushrooms\n",
      "purple onion\n",
      "bacon, crisp cooked and crumbled\n",
      "dill tips\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "black pepper\n",
      "shredded carrots\n",
      "purple onion\n",
      "white vinegar\n",
      "golden beets\n",
      "black radish\n",
      "wheat berries\n",
      "toasted pine nuts\n",
      "crumbled ricotta salata cheese\n",
      "olive oil\n",
      "balsamico bianco\n",
      "dijon mustard\n",
      "fresh herbs\n",
      "fat free greek yogurt\n",
      "feta cheese crumbles\n",
      "ground black pepper\n",
      "white beans\n",
      "purple onion\n",
      "lemon juice\n",
      "wine vinegar\n",
      "extra virgin olive oil\n",
      "herbes de provence\n",
      "freshly ground pepper\n",
      "boiling potatoes\n",
      "boiled eggs\n",
      "dill pickles\n",
      "yellow mustard\n",
      "ground beef\n",
      "shredded cheddar cheese\n",
      "salad dressing\n",
      "extra virgin olive oil\n",
      "fresh basil leaves\n",
      "fresh mint\n",
      "sugar pea\n",
      "green beans\n",
      "baby arugula\n",
      "spring greens\n",
      "goat cheese\n",
      "fresh mozzarella\n",
      "olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "sliced mushrooms\n",
      "sliced green onions\n",
      "mixed salad greens\n",
      "ground black pepper\n",
      "olive oil\n",
      "orzo pasta\n",
      "frozen shelled edamame\n",
      "olive oil\n",
      "grated parmesan cheese\n",
      "sun dried tomatoes in oil\n",
      "fresh basil\n",
      "garlic cloves\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "parmigiano reggiano cheese\n",
      "fresh lemon juice\n",
      "garlic cloves\n",
      "dijon mustard\n",
      "anchovy fillets\n",
      "extra virgin olive oil\n",
      "fat free greek yogurt\n",
      "fresh mozzarella cheese\n",
      "fresh basil leaves\n",
      "extra virgin olive oil\n",
      "coarse sea salt\n",
      "ground black pepper\n",
      "balsamic vinegar\n",
      "cooked quinoa\n",
      "green bell pepper\n",
      "roasted hazelnuts\n",
      "pomegranate seeds\n",
      "fresh cilantro\n",
      "olive oil\n",
      "white wine vinegar\n",
      "black beans\n",
      "cherry tomatoes\n",
      "romaine lettuce\n",
      "elbow macaroni\n",
      "sweet pickle relish\n",
      "pumpkin butter\n",
      "apple cider vinegar\n",
      "olive oil\n",
      "dijon mustard\n",
      "kosher salt\n",
      "black pepper\n",
      "red wine vinegar\n",
      "broccoli florets\n",
      "diced red onions\n",
      "sweet and sour sauce\n",
      "sesame oil\n",
      "black sesame seeds\n",
      "roasted cashews\n",
      "hard boiled egg\n",
      "green olives\n",
      "yellow mustard\n",
      "plain yogurt\n",
      "fresh parsley\n",
      "green onions\n",
      "fresh basil\n",
      "lemon juice\n",
      "red cabbage\n",
      "shredded carrots\n",
      "balsamic vinegar\n",
      "raw honey\n",
      "olive oil\n",
      "white vinegar\n",
      "celery ribs\n",
      "hard boiled egg\n",
      "yellow mustard\n",
      "celery seed\n",
      "kosher salt\n",
      "ground black pepper\n",
      "iceberg lettuce\n",
      "romaine lettuce\n",
      "purple onion\n",
      "toasted pecans\n",
      "goat cheese\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "orange juice\n",
      "black pepper\n",
      "medium tomatoes\n",
      "garlic cloves\n",
      "olive oil\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "balsamic vinegar\n",
      "mustard powder\n",
      "worcestershire sauce\n",
      "black pepper\n",
      "butter lettuce\n",
      "sweet corn\n",
      "taco meat\n",
      "cheddar cheese\n",
      "sliced black olives\n",
      "chopped cilantro\n",
      "sliced almonds\n",
      "cooked bacon\n",
      "shredded mozzarella cheese\n",
      "fresh mint\n",
      "red chili peppers\n",
      "greek yogurt\n",
      "lemon juice\n",
      "black pepper\n",
      "green cabbage\n",
      "sesame seeds\n",
      "rice vinegar\n",
      "sesame oil\n",
      "agave nectar\n",
      "chili garlic paste\n",
      "lime zest\n",
      "lime juice\n",
      "extra virgin olive oil\n",
      "raw honey\n",
      "sea salt\n",
      "fine sea salt\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "fresh mint\n",
      "ground black pepper\n",
      "flat leaf parsley\n",
      "hothouse cucumber\n",
      "green pepper\n",
      "green onions\n",
      "large eggs\n",
      "vegetable stock\n",
      "bulgur wheat\n",
      "olive oil\n",
      "plum tomatoes\n",
      "fresh mint\n",
      "lime juice\n",
      "olive oil\n",
      "romaine lettuce\n",
      "olive oil\n",
      "red wine vinegar\n",
      "chopped fresh herbs\n",
      "ground black pepper\n",
      "dijon mustard\n",
      "basil leaves\n",
      "white wine vinegar\n",
      "olive oil\n",
      "butternut squash\n",
      "olive oil\n",
      "freshly ground black pepper\n",
      "semi pearled farro\n",
      "ricotta salata\n",
      "sherry vinegar\n",
      "table salt\n",
      "granulated sugar\n",
      "purple onion\n",
      "purple onion\n",
      "olive oil\n",
      "red wine vinegar\n",
      "kosher salt\n",
      "ground black pepper\n",
      "butternut squash\n",
      "garlic cloves\n",
      "ground allspice\n",
      "olive oil\n",
      "purple onion\n",
      "chopped fresh cilantro\n",
      "lemon juice\n",
      "fresh corn\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "lettuce leaves\n",
      "feta cheese\n",
      "freshly ground pepper\n",
      "dried cranberries\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black beans\n",
      "cherry tomatoes\n",
      "bell pepper\n",
      "corn kernels\n",
      "green onions\n",
      "lime juice\n",
      "garlic cloves\n",
      "jalapeno chilies\n",
      "chili powder\n",
      "extra virgin olive oil\n",
      "green bell pepper\n",
      "white onion\n",
      "cherry tomatoes\n",
      "olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "italian seasoning\n",
      "smoked paprika\n",
      "feta cheese\n",
      "peppered bacon\n",
      "purple onion\n",
      "baby spinach\n",
      "bacon grease\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "ground pepper\n",
      "dried mixed herbs\n",
      "green beans\n",
      "red potato\n",
      "dijon mustard\n",
      "fresh lemon juice\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "freshly ground black pepper\n",
      "purple onion\n",
      "fresh lime juice\n",
      "olive oil\n",
      "kosher salt\n",
      "ground black pepper\n",
      "champagne vinegar\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "fresh orange juice\n",
      "freshly ground black pepper\n",
      "sunflower seeds\n",
      "lemon juice\n",
      "sea salt\n",
      "persian cucumber\n",
      "minced onion\n",
      "fresh parsley\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "crusty bread\n",
      "purple onion\n",
      "fresh basil\n",
      "olive oil\n",
      "mandarin oranges\n",
      "mini marshmallows\n",
      "sour cream\n",
      "diced tomatoes\n",
      "flat leaf parsley\n",
      "diced red onions\n",
      "olive oil\n",
      "ground black pepper\n",
      "lemon juice\n",
      "ground mustard\n",
      "celery seed\n",
      "garlic powder\n",
      "garlic cloves\n",
      "dried oregano\n",
      "dried thyme\n",
      "ground black pepper\n",
      "white wine vinegar\n",
      "olive oil\n",
      "sour cream\n",
      "lemon juice\n",
      "garlic powder\n",
      "worcestershire sauce\n",
      "crumbled blue cheese\n",
      "sweet onion\n",
      "baby spinach\n",
      "fresh blueberries\n",
      "raw almonds\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "red cabbage\n",
      "apple cider vinegar\n",
      "olive oil\n",
      "brown sugar\n",
      "sea salt\n",
      "ground black pepper\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "lemon juice\n",
      "grated parmesan cheese\n",
      "tuna packed in water\n",
      "purple onion\n",
      "chopped celery\n",
      "chopped pecans\n",
      "white pepper\n",
      "olive oil\n",
      "chopped cilantro\n",
      "black beans\n",
      "red bell pepper\n",
      "purple onion\n",
      "jalapeno chilies\n",
      "slaw mix\n",
      "diced onions\n",
      "vegetable oil\n",
      "white sugar\n",
      "white vinegar\n",
      "lobster tails\n",
      "avocado oil\n",
      "fresh lemon juice\n",
      "black pepper\n",
      "spring salad mix\n",
      "goat cheese\n",
      "chopped walnuts\n",
      "green onions\n",
      "wish bone raspberri hazelnut vinaigrett dress\n",
      "fresh basil\n",
      "red kidney beans\n",
      "extra virgin olive oil\n",
      "olive oil\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "freshly ground pepper\n",
      "olive oil\n",
      "sea salt\n",
      "balsamic vinegar\n",
      "purple onion\n",
      "red bell pepper\n",
      "hothouse cucumber\n",
      "fresh dill\n",
      "finely chopped fresh parsley\n",
      "fresh lemon juice\n",
      "extra virgin olive oil\n",
      "large garlic cloves\n",
      "ground black pepper\n",
      "dried cranberries\n",
      "vanilla yogurt\n",
      "flat leaf parsley\n",
      "fresh mint\n",
      "fresh tomatoes\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "medium tomatoes\n",
      "green bell pepper\n",
      "chopped onion\n",
      "fresh lime juice\n",
      "chopped fresh mint\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "hard boiled egg\n",
      "purple onion\n",
      "sliced almonds\n",
      "dijon mustard\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "freshly ground pepper\n",
      "chopped tomatoes\n",
      "garlic powder\n",
      "sea salt\n",
      "black pepper\n",
      "whole kernel corn\n",
      "purple onion\n",
      "black pepper\n",
      "cherry tomatoes\n",
      "whole kernel corn\n",
      "cheddar cheese\n",
      "green pepper\n",
      "purple onion\n",
      "cashew nuts\n",
      "lemon juice\n",
      "almond milk\n",
      "sea salt\n",
      "onion powder\n",
      "garlic powder\n",
      "dried parsley\n",
      "dried chives\n",
      "powdered sugar\n",
      "lemon zest\n",
      "lemon juice\n",
      "poppy seeds\n",
      "cool whip\n",
      "small curd cottage cheese\n",
      "fresh raspberries\n",
      "peach pie filling\n",
      "spring greens\n",
      "feta cheese\n",
      "grilled chicken\n",
      "lime juice\n",
      "olive oil\n",
      "minced garlic\n",
      "mint leaves\n",
      "cracked black pepper\n",
      "fine sea salt\n",
      "rosemary leaves\n",
      "garlic cloves\n",
      "crème fraîche\n",
      "white wine vinegar\n",
      "ground black pepper\n",
      "celery ribs\n",
      "roasted hazelnuts\n",
      "fresh mozzarella\n",
      "extra virgin olive oil\n",
      "coarse salt\n",
      "freshly ground pepper\n",
      "dry pasta\n",
      "cooked chicken breasts\n",
      "romaine lettuce\n",
      "cherry tomatoes\n",
      "caesar salad dressing\n",
      "grated parmesan cheese\n",
      "toasted pine nuts\n",
      "romaine lettuce\n",
      "feta cheese crumbles\n",
      "olive oil\n",
      "flat leaf parsley\n",
      "mint leaves\n",
      "english cucumber\n",
      "red cabbage\n",
      "green onions\n",
      "dried cranberries\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "stone ground mustard\n",
      "cracked black pepper\n",
      "tuna packed in olive oil\n",
      "garbanzo beans\n",
      "red bell pepper\n",
      "purple onion\n",
      "chopped parsley\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "canola oil\n",
      "apple cider vinegar\n",
      "mixed salad greens\n",
      "diced red onions\n",
      "unsalted sunflower kernels\n",
      "dried cranberries\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "white cabbage\n",
      "red bell pepper\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "apple cider vinegar\n",
      "kosher salt\n",
      "black pepper\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "dijon mustard\n",
      "himalayan salt\n",
      "parmesan cheese\n",
      "lemon juice\n",
      "olive oil\n",
      "green onions\n",
      "cooked chicken breasts\n",
      "lacinato kale\n",
      "apple cider vinegar\n",
      "dried thyme\n",
      "sunflower seeds\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "table salt\n",
      "sour cream\n",
      "white vinegar\n",
      "finely chopped onion\n",
      "granulated sugar\n",
      "ricotta salata\n",
      "shelled pistachios\n",
      "olive oil\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "apple cider vinegar\n",
      "raspberry sauce\n",
      "dijon mustard\n",
      "greek yogurt\n",
      "sour cream\n",
      "lemon juice\n",
      "white wine vinegar\n",
      "fresh dill\n",
      "garlic cloves\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "english cucumber\n",
      "feta cheese crumbles\n",
      "green olives\n",
      "fresh mint\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "sea salt\n",
      "black pepper\n",
      "fresh herbs\n",
      "green cabbage\n",
      "red cabbage\n",
      "large carrots\n",
      "safflower oil\n",
      "balsamic vinegar\n",
      "sunflower seeds\n",
      "small yellow onion\n",
      "light sour cream\n",
      "white distilled vinegar\n",
      "granulated sugar\n",
      "dried dillweed\n",
      "chicken breasts\n",
      "bbq sauce\n",
      "hearts of romaine\n",
      "frozen corn\n",
      "black beans\n",
      "green onions\n",
      "shredded cheddar cheese\n",
      "tortilla chips\n",
      "fresh cilantro\n",
      "lime juice\n",
      "white vinegar\n",
      "granulated sugar\n",
      "garlic cloves\n",
      "cayenne pepper\n",
      "black pepper\n",
      "ground cumin\n",
      "sweet onion\n",
      "white sugar\n",
      "white vinegar\n",
      "baby spinach\n",
      "goat cheese\n",
      "sliced almonds\n",
      "poppy seed dressing\n",
      "butternut squash\n",
      "olive oil\n",
      "sea salt\n",
      "freshly ground black pepper\n",
      "black eyed peas\n",
      "red bell pepper\n",
      "jalapeno chilies\n",
      "fresh marjoram\n",
      "flat leaf parsley\n",
      "goat cheese\n",
      "apple cider vinegar\n",
      "crushed red pepper flakes\n",
      "extra virgin olive oil\n",
      "canola oil\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "ground pepper\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "ground black pepper\n",
      "diced red onions\n",
      "fresh blueberries\n",
      "fresh mint\n",
      "feta cheese crumbles\n",
      "tuna packed in water\n",
      "chopped celery\n",
      "finely chopped onion\n",
      "paleo mayonnaise\n",
      "lemon juice\n",
      "celery salt\n",
      "onion powder\n",
      "garlic powder\n",
      "black pepper\n",
      "white wine vinegar\n",
      "dry mustard\n",
      "red beets\n",
      "feta cheese\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "green onions\n",
      "brussels sprouts\n",
      "parmigiano reggiano cheese\n",
      "sliced almonds\n",
      "extra virgin olive oil\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "gluten free bread\n",
      "hard boiled egg\n",
      "white vinegar\n",
      "creamy peanut butter\n",
      "rice vinegar\n",
      "reduced sodium soy sauce\n",
      "ground black pepper\n",
      "kosher salt\n",
      "garlic cloves\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "olive oil\n",
      "ground black pepper\n",
      "kosher salt\n",
      "feta cheese crumbles\n",
      "sliced black olives\n",
      "purple onion\n",
      "fresh basil\n",
      "lemon juice\n",
      "chopped almonds\n",
      "fat drippings\n",
      "red wine vinegar\n",
      "diced onions\n",
      "light mayonnaise\n",
      "greek yogurt\n",
      "lime juice\n",
      "white vinegar\n",
      "shredded cabbage\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "freshly ground black pepper\n",
      "feta cheese crumbles\n",
      "english cucumber\n",
      "grape tomatoes\n",
      "sliced kalamata olives\n",
      "purple onion\n",
      "fresh basil\n",
      "fresh parsley\n",
      "boneless skinless chicken breasts\n",
      "celery ribs\n",
      "purple onion\n",
      "seedless red grapes\n",
      "greek yogurt\n",
      "garlic powder\n",
      "ground black pepper\n",
      "sea salt\n",
      "whole wheat pita pockets\n",
      "romaine lettuce leaves\n",
      "english cucumber\n",
      "lime juice\n",
      "kosher salt\n",
      "ground pepper\n",
      "large tomato\n",
      "fresh parsley\n",
      "cooked brown rice\n",
      "spring onions\n",
      "olive oil\n",
      "curry powder\n",
      "lemon juice\n",
      "cherry tomatoes\n",
      "fresh basil\n",
      "baby spinach\n",
      "mozzarella cheese\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "wish bone italian dressing\n",
      "hellmann' or best food real mayonnais\n",
      "sliced green onions\n",
      "dijon mustard\n",
      "lemon juice\n",
      "ground black pepper\n",
      "black beans\n",
      "corn kernels\n",
      "red bell pepper\n",
      "cayenne pepper\n",
      "extra virgin olive oil\n",
      "lime zest\n",
      "fresh lime juice\n",
      "chopped fresh cilantro\n",
      "stone ground mustard\n",
      "chopped garlic\n",
      "freshly ground black pepper\n",
      "apple cider vinegar\n",
      "canola oil\n",
      "virgin olive oil\n",
      "red wine vinegar\n",
      "fresh lemon juice\n",
      "dry mustard\n",
      "worcestershire sauce\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "iceberg lettuce\n",
      "romaine lettuce\n",
      "blue cheese\n",
      "cooked bacon\n",
      "hard boiled egg\n",
      "medium tomatoes\n",
      "boneless skinless chicken breasts\n",
      "rice vinegar\n",
      "soy sauce\n",
      "granulated sugar\n",
      "toasted sesame seeds\n",
      "diced celery\n",
      "medium carrot\n",
      "pomegranate seeds\n",
      "dried cranberries\n",
      "dried currants\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "sea salt\n",
      "green onions\n",
      "fresh dill\n",
      "greek yogurt\n",
      "fresh lemon juice\n",
      "celery seed\n",
      "hearts of palm\n",
      "lime juice\n",
      "grape tomatoes\n",
      "green onions\n",
      "chopped cilantro\n",
      "sea salt\n",
      "bell pepper\n",
      "baby spinach\n",
      "granny smith apples\n",
      "gala apples\n",
      "pecan halves\n",
      "mandarin oranges\n",
      "dried cranberries\n",
      "balsamic vinaigrette salad dressing\n",
      "diced red onions\n",
      "toasted almonds\n",
      "soy vay® toasted sesame dressing & marinade\n",
      "olive oil\n",
      "black beans\n",
      "frozen sweet corn\n",
      "purple onion\n",
      "chunky salsa\n",
      "roma tomatoes\n",
      "jack cheese\n",
      "tortilla chips\n",
      "fresh cilantro\n",
      "cherry tomatoes\n",
      "yellow bell pepper\n",
      "purple onion\n",
      "romaine lettuce hearts\n",
      "apple cider vinegar\n",
      "extra virgin olive oil\n",
      "fresh parsley\n",
      "sea salt\n",
      "olive oil\n",
      "rice vinegar\n",
      "fresh herbs\n",
      "grated parmesan cheese\n",
      "feta cheese\n",
      "mint leaves\n",
      "anjou pears\n",
      "black sesame seeds\n",
      "sea salt\n",
      "cooked chicken\n",
      "chopped celery\n",
      "chopped walnuts\n",
      "purple onion\n",
      "large tomato\n",
      "white vinegar\n",
      "ground black pepper\n",
      "olive oil\n",
      "diced onions\n",
      "balsamic vinegar\n",
      "dijon mustard\n",
      "black pepper\n",
      "olive oil\n",
      "caraway seeds\n",
      "cumin seed\n",
      "lemon juice\n",
      "flat leaf parsley\n",
      "fresh mint\n",
      "feta cheese\n",
      "cherry tomatoes\n",
      "feta cheese\n",
      "fresh basil leaves\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "dijon mustard\n",
      "green grapes\n",
      "red grapes\n",
      "cream cheese\n",
      "sour cream\n",
      "sour cream\n",
      "red wine vinegar\n",
      "garlic powder\n",
      "crumbled blue cheese\n",
      "green onions\n",
      "fresh cilantro\n",
      "olive oil\n",
      "seasoned rice wine vinegar\n",
      "ground black pepper\n",
      "dried cherry\n",
      "olive oil\n",
      "sea salt\n",
      "ground black pepper\n",
      "sour cream\n",
      "frozen shelled edamame\n",
      "dried cranberries\n",
      "extra virgin olive oil\n",
      "feta cheese crumbles\n",
      "sweet pickle relish\n",
      "chopped onion\n",
      "ground black pepper\n",
      "sweet onion\n",
      "cannellini beans\n",
      "cooked quinoa\n",
      "black beans\n",
      "ear of corn\n",
      "grape tomatoes\n",
      "kosher salt\n",
      "black pepper\n",
      "chopped cilantro\n",
      "sea salt\n",
      "lime juice\n",
      "orange juice\n",
      "extra virgin olive oil\n",
      "roma tomatoes\n",
      "purple onion\n",
      "lime juice\n",
      "whole wheat fusilli\n",
      "grape tomatoes\n",
      "canned black beans\n",
      "shredded cheddar cheese\n",
      "diced red onions\n",
      "chopped fresh cilantro\n",
      "heirloom tomatoes\n",
      "fresh basil\n",
      "extra virgin olive oil\n",
      "aged balsamic vinegar\n",
      "sea salt\n",
      "ground black pepper\n",
      "crumbled blue cheese\n",
      "balsamic reduction\n",
      "grilled chicken breasts\n",
      "fresh mozzarella cheese\n",
      "fresh basil leaves\n",
      "bacon slices\n",
      "red wine vinegar\n",
      "sweet onion\n",
      "lime juice\n",
      "plain greek yogurt\n",
      "vegetable oil\n",
      "rice vinegar\n",
      "soy sauce\n",
      "ginger root\n",
      "onion salt\n",
      "sourdough bread\n",
      "olive oil\n",
      "grated parmesan cheese\n",
      "garlic powder\n",
      "black pepper\n",
      "salted butter\n",
      "dried thyme\n",
      "seedless green grape\n",
      "sliced almonds\n",
      "chopped celery\n",
      "mandarin oranges\n",
      "cucumber salad dressing\n",
      "pomegranate seeds\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "dijon mustard\n",
      "ground black pepper\n",
      "kosher salt\n",
      "virgin olive oil\n",
      "lemon juice\n",
      "wine vinegar\n",
      "dijon mustard\n",
      "freshly ground pepper\n",
      "pearl barley\n",
      "extra virgin olive oil\n",
      "mixed mushrooms\n",
      "fresh lemon juice\n",
      "kosher salt\n",
      "white wine vinegar\n",
      "fine sea salt\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "purple onion\n",
      "black olives\n",
      "feta cheese\n",
      "dried oregano\n",
      "olive oil\n",
      "granny smith apples\n",
      "crumbled cheese\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "minced garlic\n",
      "grated parmesan cheese\n",
      "green cabbage\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "feta cheese crumbles\n",
      "fresh thyme leaves\n",
      "vanilla pudding\n",
      "jell o gelatin\n",
      "cool whip\n",
      "mini marshmallows\n",
      "sour cream\n",
      "dried dill\n",
      "italian salad dressing\n",
      "cherry tomatoes\n",
      "purple onion\n",
      "artichoke hearts\n",
      "cheese tortellini\n",
      "goat cheese\n",
      "dill pickles\n",
      "worcestershire sauce\n",
      "smoked paprika\n",
      "ground black pepper\n",
      "plain yogurt\n",
      "olive oil\n",
      "pickled jalapenos\n",
      "romaine lettuce\n",
      "black pepper\n",
      "fresh lemon juice\n",
      "onion powder\n",
      "sea salt\n",
      "balsamic vinegar\n",
      "chicken breasts\n",
      "goat cheese\n",
      "toasted slivered almonds\n",
      "purple onion\n",
      "olive oil\n",
      "rice vinegar\n",
      "soy sauce\n",
      "sesame oil\n",
      "sesame seeds\n",
      "balsamic vinaigrette\n",
      "orange bell pepper\n",
      "green onions\n",
      "chopped cilantro\n",
      "roma tomatoes\n",
      "purple onion\n",
      "italian salad dressing\n",
      "boneless skinless chicken breasts\n",
      "fresh basil leaves\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "ground black pepper\n",
      "white distilled vinegar\n",
      "finely chopped onion\n",
      "freshly ground pepper\n",
      "lemon zest\n",
      "lemon juice\n",
      "olive oil\n",
      "black pepper\n",
      "bulgur wheat\n",
      "purple onion\n",
      "frozen whole kernel corn\n",
      "hellmann' or best food real mayonnais\n",
      "purple onion\n",
      "lime juice\n",
      "loosely packed fresh basil leaves\n",
      "slaw mix\n",
      "dijon mustard\n",
      "hass avocado\n",
      "crab meat\n",
      "purple onion\n",
      "chopped cilantro\n",
      "olive oil\n",
      "green beans\n",
      "chopped walnuts\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "chopped fresh mint\n",
      "parmesan cheese\n",
      "white pepper\n",
      "parmesan cheese\n",
      "fresh mozzarella\n",
      "diced chicken breast\n",
      "celery ribs\n",
      "black pepper\n",
      "sea salt\n",
      "green beans\n",
      "feta cheese\n",
      "balsamic vinaigrette\n",
      "olive oil\n",
      "lemon juice\n",
      "spicy brown mustard\n",
      "sweet pickle relish\n",
      "yukon gold potatoes\n",
      "kraft zesty italian dressing\n",
      "green onions\n",
      "fresh dill\n",
      "kraft homestyle real mayonnaise\n",
      "cream cheese\n",
      "sour cream\n",
      "seedless red grapes\n",
      "seedless green grape\n",
      "brown sugar\n",
      "chopped pecans\n",
      "feta cheese crumbles\n",
      "black olives\n",
      "roma tomatoes\n",
      "purple onion\n",
      "splenda no calorie sweetener\n",
      "mixed salad greens\n",
      "olive oil\n",
      "shredded parmesan cheese\n",
      "whole wheat rotini\n",
      "grape tomatoes\n",
      "feta cheese\n",
      "coconut oil\n",
      "garlic cloves\n",
      "ground black pepper\n",
      "boiled eggs\n",
      "medium tomatoes\n",
      "purple onion\n",
      "canola oil\n",
      "cayenne pepper\n",
      "lemon juice\n",
      "dijon mustard\n",
      "garlic cloves\n",
      "grated parmesan cheese\n",
      "granulated sugar\n",
      "curly kale\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "fresh basil\n",
      "kosher salt\n",
      "chopped celery\n",
      "red grapes\n",
      "dried cherry\n",
      "roasted pecans\n",
      "ground black pepper\n",
      "celery leaves\n",
      "lemon zest\n",
      "lemon juice\n",
      "large potatoes\n",
      "light mayonnaise\n",
      "large garlic cloves\n",
      "anchovy fillets\n",
      "large egg yolks\n",
      "lemon juice\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "parmigiano reggiano cheese\n",
      "worcestershire sauce\n",
      "kosher salt\n",
      "cracked black pepper\n",
      "elbow macaroni\n",
      "red bell pepper\n",
      "green onions\n",
      "cheddar cheese\n",
      "sour cream\n",
      "yellow mustard\n",
      "black pepper\n",
      "beefsteak tomatoes\n",
      "fresh lemon juice\n",
      "chopped cilantro\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "white wine vinegar\n",
      "feta cheese crumbles\n",
      "chopped walnuts\n",
      "purple onion\n",
      "fresh parsley\n",
      "fresh basil\n",
      "shredded carrots\n",
      "fresh mozzarella balls\n",
      "grape tomatoes\n",
      "fresh basil leaves\n",
      "extra virgin olive oil\n",
      "english cucumber\n",
      "greek yogurt\n",
      "feta cheese\n",
      "fresh dill\n",
      "dijon mustard\n",
      "kosher salt\n",
      "basil leaves\n",
      "white wine vinegar\n",
      "olive oil\n",
      "cooked brown rice\n",
      "black beans\n",
      "green pepper\n",
      "black beans\n",
      "red bell pepper\n",
      "green bell pepper\n",
      "purple onion\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "white onion\n",
      "white vinegar\n",
      "white sugar\n",
      "sea salt\n",
      "brussels sprouts\n",
      "parmigiano reggiano cheese\n",
      "toasted walnuts\n",
      "extra virgin olive oil\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "yellow mustard\n",
      "ground black pepper\n",
      "plain greek yogurt\n",
      "grated parmesan cheese\n",
      "virgin olive oil\n",
      "anchovy paste\n",
      "worcestershire sauce\n",
      "dijon mustard\n",
      "sea salt\n",
      "black pepper\n",
      "fresh lemon juice\n",
      "fish sauce\n",
      "fresh lime juice\n",
      "minced ginger\n",
      "chili pepper\n",
      "vegetable oil\n",
      "sirloin steak\n",
      "baby spinach leaves\n",
      "purple onion\n",
      "seedless red grapes\n",
      "chopped cilantro\n",
      "hot sauce\n",
      "black pepper\n",
      "broccoli florets\n",
      "sunflower seeds\n",
      "purple onion\n",
      "bacon pieces\n",
      "slaw mix\n",
      "granulated sugar\n",
      "kosher salt\n",
      "cider vinegar\n",
      "celery salt\n",
      "freshly ground black pepper\n",
      "green onions\n",
      "fresh parsley leaves\n",
      "mozzarella cheese\n",
      "cherry tomatoes\n",
      "fresh basil\n",
      "caesar salad dressing\n",
      "dijon mustard\n",
      "champagne vinegar\n",
      "dijon mustard\n",
      "lemon juice\n",
      "tarragon leaves\n",
      "olive oil\n",
      "boiling water\n",
      "frozen raspberries\n",
      "crushed pineapple\n",
      "whipped cream\n",
      "citrus vinaigrette\n",
      "orange slices\n",
      "mozzarella cheese\n",
      "feta cheese\n",
      "spinach leaves\n",
      "whole milk\n",
      "white vinegar\n",
      "english cucumber\n",
      "table salt\n",
      "sour cream\n",
      "garlic cloves\n",
      "white wine vinegar\n",
      "sweet paprika\n",
      "olive oil\n",
      "ground black pepper\n",
      "purple onion\n",
      "coconut sugar\n",
      "dried dill\n",
      "olive oil\n",
      "white vinegar\n",
      "sea salt\n",
      "romaine lettuce\n",
      "black beans\n",
      "orange bell pepper\n",
      "cherry tomatoes\n",
      "green onions\n",
      "fresh lime juice\n",
      "garlic cloves\n",
      "olive oil\n",
      "white wine vinegar\n",
      "white cabbage\n",
      "shredded carrots\n",
      "nonfat plain greek yogurt\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "dried minced onion\n",
      "waxy potatoes\n",
      "yellow onion\n",
      "white wine vinegar\n",
      "ground black pepper\n",
      "fresh parsley leaves\n",
      "bell pepper\n",
      "olive oil\n",
      "purple onion\n",
      "fresh parsley\n",
      "feta cheese crumbles\n",
      "lemon zest\n",
      "olive oil\n",
      "rice vinegar\n",
      "lemon juice\n",
      "chili flakes\n",
      "cherry tomatoes\n",
      "feta cheese\n",
      "vinaigrette dressing\n",
      "lemon juice\n",
      "ground black pepper\n",
      "apple cider vinegar\n",
      "olive oil\n",
      "raspberry jam\n",
      "lime juice\n",
      "jalapeno chilies\n",
      "garlic cloves\n",
      "kosher salt\n",
      "white wine vinegar\n",
      "extra virgin olive oil\n",
      "chopped fresh chives\n",
      "ground black pepper\n",
      "salad greens\n",
      "purple onion\n",
      "seasoned rice wine vinegar\n",
      "sesame seeds\n",
      "pecan halves\n",
      "brown sugar\n",
      "baby spinach leaves\n",
      "crumbled goat cheese\n",
      "balsamic vinaigrette\n",
      "red potato\n",
      "neutral oil\n",
      "dried basil\n",
      "dried oregano\n",
      "onion powder\n",
      "garlic powder\n",
      "fresh cilantro\n",
      "purple onion\n",
      "mixed salad greens\n",
      "roasted almonds\n",
      "dried cranberries\n",
      "balsamic vinaigrette\n",
      "plain greek yogurt\n",
      "boneless skinless chicken breasts\n",
      "chopped celery\n",
      "dried cranberries\n",
      "toasted walnuts\n",
      "mini phyllo dough shells\n",
      "freshly ground black pepper\n",
      "mozzarella cheese\n",
      "cherry tomatoes\n",
      "extra virgin olive oil\n",
      "fresh rosemary\n",
      "chopped fresh thyme\n",
      "kosher salt\n",
      "white wine vinegar\n",
      "ground black pepper\n",
      "fresh dill\n",
      "purple onion\n",
      "tuna packed in olive oil\n",
      "cannellini beans\n",
      "serrano chile\n",
      "tabasco pepper sauce\n",
      "ground black pepper\n",
      "olive oil\n",
      "elbow macaroni\n",
      "sweet relish\n",
      "hard boiled egg\n",
      "white onion\n",
      "lemon juice\n",
      "celery seed\n",
      "dried parsley\n",
      "elbow macaroni\n",
      "sweet onion\n",
      "white vinegar\n",
      "celery seed\n",
      "hard boiled egg\n",
      "extra large eggs\n",
      "mustard powder\n",
      "kosher salt\n",
      "light mayonnaise\n",
      "garlic powder\n",
      "onion powder\n",
      "fresh corn\n",
      "red pepper\n",
      "purple onion\n",
      "black beans\n",
      "lime juice\n",
      "olive oil\n",
      "minced garlic\n",
      "black pepper\n",
      "boneless skinless chicken breasts\n",
      "lemon juice\n",
      "dried oregano\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "diced tomatoes\n",
      "diced bell pepper\n",
      "purple onion\n",
      "black olives\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "fresh parsley\n",
      "black pepper\n",
      "shredded lettuce\n",
      "feta cheese\n",
      "lemon wedges\n",
      "cage free eggs\n",
      "fresh lemon juice\n",
      "minced onion\n",
      "sea salt\n",
      "chopped celery\n",
      "lettuce leaves\n",
      "olive oil\n",
      "garlic powder\n",
      "onion powder\n",
      "dried thyme\n",
      "dried dill\n",
      "dried basil\n",
      "dried oregano\n",
      "parmesan cheese\n",
      "soy vay® toasted sesame dressing & marinade\n",
      "macadamia nuts\n",
      "kosher salt\n",
      "butter lettuce\n",
      "sweet potatoes\n",
      "plain greek yogurt\n",
      "mixed spice\n",
      "sliced almonds\n",
      "white onion\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "mint leaves\n",
      "diced celery\n",
      "chopped pecans\n",
      "dried cranberries\n",
      "grated parmesan cheese\n",
      "sliced bread\n",
      "apple juice\n",
      "apple cider vinegar\n",
      "yellow mustard\n",
      "poppy seeds\n",
      "onion powder\n",
      "freshly ground black pepper\n",
      "broccoli florets\n",
      "purple onion\n",
      "chopped celery\n",
      "sunflower seeds\n",
      "crumbled bacon\n",
      "granulated sugar\n",
      "white vinegar\n",
      "hidden valley® original ranch® dressing\n",
      "light mayonnaise\n",
      "light sour cream\n",
      "black pepper\n",
      "garlic powder\n",
      "olive oil\n",
      "apple cider vinegar\n",
      "dried basil\n",
      "fresh raspberries\n",
      "chicken breasts\n",
      "balsamic vinaigrette\n",
      "baby spinach\n",
      "goat cheese\n",
      "shredded coleslaw mix\n",
      "white vinegar\n",
      "dry mustard\n",
      "granulated sugar\n",
      "kosher salt\n",
      "bow tie pasta\n",
      "wish bone light ranch dressing\n",
      "green bell pepper, sliced\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "parmesan cheese\n",
      "diced tomatoes\n",
      "diced onions\n",
      "chopped parsley\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "extra virgin olive oil\n",
      "white wine vinegar\n",
      "italian seasoning\n",
      "garlic powder\n",
      "ground black pepper\n",
      "fresh parsley\n",
      "red pepper flakes\n",
      "kirby cucumbers\n",
      "white rice vinegar\n",
      "soy sauce\n",
      "sesame oil\n",
      "white sugar\n",
      "black sesame seeds\n",
      "olive oil\n",
      "delicata squash\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "fresh oregano\n",
      "crushed red pepper flakes\n",
      "olive oil spray\n",
      "garlic powder\n",
      "sea salt\n",
      "italian seasoning\n",
      "parmesan cheese\n",
      "black pepper\n",
      "lemon juice\n",
      "ground black pepper\n",
      "olive oil\n",
      "grape tomatoes\n",
      "fresh thyme leaves\n",
      "pitted kalamata olives\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "red apples\n",
      "seedless red grapes\n",
      "lettuce leaves\n",
      "champagne vinegar\n",
      "white sugar\n",
      "ground cumin\n",
      "kosher salt\n",
      "olive oil\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "ground turmeric\n",
      "cayenne pepper\n",
      "ground black pepper\n",
      "kosher salt\n",
      "white tuna in water\n",
      "sweet onion\n",
      "chopped celery\n",
      "shredded carrots\n",
      "granny smith apples\n",
      "lemon juice\n",
      "hard boiled egg\n",
      "sweet relish\n",
      "baby spinach leaves\n",
      "purple onion\n",
      "snip fresh dill\n",
      "prepared mustard\n",
      "lemon juice\n",
      "garbanzo beans\n",
      "balsamico bianco\n",
      "baby spinach leaves\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "bibb lettuce\n",
      "diced red onions\n",
      "feta cheese crumbles\n",
      "poppy seed dressing\n",
      "rice vinegar\n",
      "soy sauce\n",
      "sesame oil\n",
      "toasted sesame seeds\n",
      "chili flakes\n",
      "frozen shelled edamame\n",
      "frozen whole kernel corn\n",
      "cherry tomatoes\n",
      "chopped fresh cilantro\n",
      "lime juice\n",
      "olive oil\n",
      "cooked chicken\n",
      "lime juice\n",
      "green onions\n",
      "chopped fresh cilantro\n",
      "sweet cherries\n",
      "mozzarella balls\n",
      "mint leaves\n",
      "vegetable oil\n",
      "fresh lemon juice\n",
      "apple cider vinegar\n",
      "sugar substitute\n",
      "poppy seeds\n",
      "dijon mustard\n",
      "black beans\n",
      "bell pepper\n",
      "white onion\n",
      "olive oil\n",
      "ground cumin\n",
      "fresh lemon juice\n",
      "rice vinegar\n",
      "kosher salt\n",
      "ground black pepper\n",
      "olive oil\n",
      "egg yolks\n",
      "whole grain mustard\n",
      "lemon juice\n",
      "olive oil\n",
      "corn kernels\n",
      "orange bell pepper\n",
      "green bell pepper\n",
      "purple onion\n",
      "orange zest\n",
      "fresh ginger\n",
      "seasoned rice wine vinegar\n",
      "sea salt\n",
      "vegetable oil\n",
      "white cabbage\n",
      "hellmann's® real mayonnaise\n",
      "granulated sugar\n",
      "white vinegar\n",
      "kosher salt\n",
      "ground pepper\n",
      "lemon juice\n",
      "ground black pepper\n",
      "chicken meat\n",
      "slivered almonds\n",
      "mixed salad greens\n",
      "grilled chicken breasts\n",
      "olive oil\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "chopped pecans\n",
      "green cabbage\n",
      "snow peas\n",
      "red bell pepper\n",
      "green onions\n",
      "slivered almonds\n",
      "soy vay® toasted sesame dressing & marinade\n",
      "cooked shrimp\n",
      "celery ribs\n",
      "low fat sour cream\n",
      "lime juice\n",
      "old bay seasoning\n",
      "boneless skinless chicken breasts\n",
      "seedless red grapes\n",
      "gala apples\n",
      "garlic cloves\n",
      "toasted sesame seeds\n",
      "light soy sauce\n",
      "sesame oil\n",
      "elbow macaroni\n",
      "apple cider vinegar\n",
      "2% reduced fat milk\n",
      "brown sugar\n",
      "green onions\n",
      "celery ribs\n",
      "boneless skinless chicken breast halves\n",
      "romaine lettuce\n",
      "wish bone creamy caesar dressing\n",
      "lemon juice\n",
      "sea salt\n",
      "dried oregano\n",
      "dried basil\n",
      "olive oil\n",
      "white onion\n",
      "lime zest\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "fresh cilantro\n",
      "yukon gold potatoes\n",
      "kraft zesty italian dressing\n",
      "green onions\n",
      "fresh dill\n",
      "kraft homestyle real mayonnaise\n",
      "kosher salt\n",
      "purple onion\n",
      "leaf lettuce\n",
      "lemon juice\n",
      "olive oil\n",
      "snip fresh dill\n",
      "ground black pepper\n",
      "feta cheese\n",
      "fresh dill\n",
      "lemon juice\n",
      "chicken breasts\n",
      "dried cranberries\n",
      "chopped celery\n",
      "feta cheese\n",
      "poppy seed dressing\n",
      "broccoli florets\n",
      "purple onion\n",
      "shredded carrots\n",
      "cooked bacon\n",
      "sunflower seeds\n",
      "apple cider vinegar\n",
      "crushed red pepper\n",
      "slaw mix\n",
      "yellow onion\n",
      "white sugar\n",
      "rice vinegar\n",
      "lemon juice\n",
      "kosher salt\n",
      "ground black pepper\n",
      "dijon mustard\n",
      "red wine vinegar\n",
      "extra virgin olive oil\n",
      "chopped parsley\n",
      "kosher salt\n",
      "grape tomatoes\n",
      "purple onion\n",
      "fresh dill\n",
      "italian salad dressing\n",
      "hothouse cucumber\n",
      "roma tomatoes\n",
      "red bell pepper\n",
      "purple onion\n",
      "garbanzo beans\n",
      "red wine vinegar\n",
      "olive oil\n",
      "dried oregano\n",
      "greek yogurt\n",
      "red wine vinegar\n",
      "sea salt\n",
      "balsamic vinegar\n",
      "ground pepper\n",
      "crushed garlic\n",
      "champagne vinegar\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "ground pepper\n",
      "red leaf lettuce\n",
      "romaine lettuce\n",
      "purple onion\n",
      "artichoke hearts\n",
      "roasted red peppers, drained\n",
      "toasted pine nuts\n",
      "red wine vinaigrette\n",
      "grated parmesan cheese\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "italian seasoning\n",
      "kosher salt\n",
      "cracked black pepper\n",
      "garlic powder\n",
      "basil leaves\n",
      "sea salt flakes\n",
      "parmesan cheese\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "hard boiled egg\n",
      "fresh lemon juice\n",
      "minced onion\n",
      "chopped celery\n",
      "lettuce leaves\n",
      "seedless watermelon\n",
      "fresh basil leaves\n",
      "coarse salt\n",
      "fresh lime\n",
      "greek yogurt\n",
      "avocado oil\n",
      "lemon juice\n",
      "pomegranate juice\n",
      "balsamic vinegar\n",
      "pomegranate balsamic vinegar\n",
      "large egg yolks\n",
      "garlic cloves\n",
      "sherry vinegar\n",
      "olive oil\n",
      "fennel fronds\n",
      "freshly ground pepper\n",
      "kosher salt\n",
      "low fat greek yogurt\n",
      "fresh lime juice\n",
      "fresh parsley\n",
      "fresh dill\n",
      "chopped fresh chives\n",
      "onion powder\n",
      "freshly ground black pepper\n",
      "purple onion\n",
      "dijon mustard\n",
      "greek yogurt\n",
      "sweet relish\n",
      "hard boiled egg\n",
      "light mayonnaise\n",
      "yellow mustard\n",
      "curly kale\n",
      "dried cranberries\n",
      "raw honey\n",
      "olive oil\n",
      "purple onion\n",
      "orange juice\n",
      "fresh lemon juice\n",
      "olive oil\n",
      "ume plum vinegar\n",
      "pearl couscous\n",
      "english cucumber\n",
      "olive oil\n",
      "lemon juice\n",
      "mint leaves\n",
      "green onions\n",
      "serrano chile\n",
      "pomegranate seeds\n",
      "salad dressing\n",
      "chopped tomatoes\n",
      "fresh mozzarella\n",
      "olive oil\n",
      "balsamico bianco\n",
      "white sugar\n",
      "kosher salt\n",
      "black pepper\n",
      "fresh spinach\n",
      "cooked bacon\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "garlic puree\n",
      "feta cheese crumbles\n",
      "english cucumber\n",
      "kosher salt\n",
      "seasoned rice wine vinegar\n",
      "reduced sodium soy sauce\n",
      "toasted sesame oil\n",
      "granulated sugar\n",
      "toasted sesame seeds\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "sour cream\n",
      "dried parsley\n",
      "dried dillweed\n",
      "onion powder\n",
      "garlic powder\n",
      "worcestershire sauce\n",
      "hellmann' or best food light mayonnais\n",
      "small capers, rins and drain\n",
      "grated lemon peel\n",
      "ground black pepper\n",
      "light tuna packed in olive oil\n",
      "chopped celery\n",
      "purple onion\n",
      "crushed garlic\n",
      "onion powder\n",
      "chopped parsley\n",
      "red bell pepper\n",
      "yellow bell pepper\n",
      "purple onion\n",
      "curry powder\n",
      "chopped fresh cilantro\n",
      "toasted slivered almonds\n",
      "dried cranberries\n",
      "salt and ground black pepper\n",
      "all purpose potatoes\n",
      "red bell pepper, sliced\n",
      "hellmann' or best food real mayonnais\n",
      "chopped fresh cilantro\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "black pepper\n",
      "parmesan cheese\n",
      "sunflower sprouts\n",
      "plum tomatoes\n",
      "olive oil\n",
      "lemon juice\n",
      "free range chicken breasts\n",
      "boneless skin on chicken thighs\n",
      "soy vay® veri veri teriyaki® marinade & sauce\n",
      "black pepper\n",
      "serrano chilies\n",
      "flat leaf parsley\n",
      "kosher salt\n",
      "rice vinegar\n",
      "sesame oil\n",
      "extra virgin olive oil\n",
      "english cucumber\n",
      "savoy cabbage\n",
      "red bell pepper\n",
      "herb dressing\n",
      "slivered almonds\n",
      "yukon gold potatoes\n",
      "purple onion\n",
      "pickle relish\n",
      "chopped parsley\n",
      "yellow mustard\n",
      "kosher salt\n",
      "ground black pepper\n",
      "hard boiled egg\n",
      "chicken breasts\n",
      "green onions\n",
      "extra virgin olive oil\n",
      "salad dressing\n",
      "fennel bulb\n",
      "lemon juice\n",
      "olive oil\n",
      "chopped fresh mint\n",
      "romaine lettuce\n",
      "wish bone red wine vinaigrett dress\n",
      "chopped pecans\n",
      "blue cheese\n",
      "lemon juice\n",
      "mustard powder\n",
      "black pepper\n",
      "fresh parsley\n",
      "chopped fresh chives\n",
      "black beans\n",
      "corn kernels\n",
      "red bell pepper\n",
      "chopped tomatoes\n",
      "chopped cilantro\n",
      "purple onion\n",
      "olive oil\n",
      "cayenne pepper\n",
      "lime juice\n",
      "celery ribs\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "freshly grated parmesan\n",
      "cannellini beans\n",
      "sliced almonds\n",
      "sea salt\n",
      "celery salt\n",
      "celery leaves\n",
      "i can't believe it's not butter! spray original\n",
      "corn on the cob\n",
      "cherry tomatoes\n",
      "purple onion\n",
      "loosely packed fresh basil leaves\n",
      "red wine vinegar\n",
      "olive oil\n",
      "lemon juice\n",
      "fresh parsley\n",
      "sea salt\n",
      "ground black pepper\n",
      "grape tomatoes\n",
      "purple onion\n",
      "garlic cloves\n",
      "white wine vinegar\n",
      "white vinegar\n",
      "olive oil\n",
      "honey dijon mustard\n",
      "whole grain dijon mustard\n",
      "salad greens\n",
      "cherry tomatoes\n",
      "balsamic vinaigrette salad dressing\n",
      "macadamia nuts\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "dijon mustard\n",
      "dried oregano\n",
      "kraft miracle whip light dressing\n",
      "white vinegar\n",
      "broccoli florets\n",
      "oscar mayer bacon\n",
      "purple onion\n",
      "dried parsley\n",
      "dried dill\n",
      "garlic powder\n",
      "onion powder\n",
      "dried basil\n",
      "chopped garlic\n",
      "savoy cabbage\n",
      "olive oil\n",
      "kosher salt\n",
      "sherry vinegar\n",
      "dijon mustard\n",
      "ground black pepper\n",
      "pecorino romano cheese\n",
      "medium potatoes\n",
      "sour cream\n",
      "sweet pickle relish\n",
      "dill weed\n",
      "whipped topping\n",
      "mini marshmallows\n",
      "grapeseed oil\n",
      "dry mustard\n",
      "agave nectar\n",
      "rice vinegar\n",
      "fresh green beans\n",
      "chopped walnuts\n",
      "diced red onions\n",
      "feta cheese crumbles\n",
      "extra virgin olive oil\n",
      "white wine vinegar\n",
      "fresh mint\n",
      "black pepper\n",
      "hard boiled egg\n",
      "lemon juice\n",
      "sea salt\n",
      "cracked black pepper\n",
      "dijon mustard\n",
      "ground cumin\n",
      "idaho potatoes\n",
      "cider vinegar\n",
      "black pepper\n",
      "diced celery\n",
      "finely chopped onion\n",
      "boiled eggs\n",
      "chopped parsley\n",
      "light mayonnaise\n",
      "greek yogurt\n",
      "lime juice\n",
      "olive oil\n",
      "fresh chives\n",
      "black pepper\n",
      "dijon mustard\n",
      "garlic cloves\n",
      "fresh lemon juice\n",
      "freshly ground black pepper\n",
      "olive oil\n",
      "shredded parmesan cheese\n",
      "large garlic cloves\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "red cabbage\n",
      "romaine lettuce\n",
      "medium carrot\n",
      "lemon juice\n",
      "olive oil\n",
      "sea salt\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "garlic cloves\n",
      "anchovy paste\n",
      "dijon mustard\n",
      "lemon juice\n",
      "extra virgin olive oil\n",
      "sea salt\n",
      "black pepper\n",
      "butternut squash\n",
      "purple onion\n",
      "brussels sprouts\n",
      "olive oil\n",
      "feta cheese crumbles\n",
      "chopped parsley\n",
      "feta cheese\n",
      "mint leaves\n",
      "balsamic vinegar\n",
      "green grapes\n",
      "diced red onions\n",
      "chopped pecans\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "dijon mustard\n",
      "freshly ground black pepper\n",
      "fresh asparagus\n",
      "grape tomatoes\n",
      "chopped walnuts\n",
      "feta cheese\n",
      "hass avocado\n",
      "purple onion\n",
      "olive oil\n",
      "kosher salt\n",
      "black pepper\n",
      "roasted garlic\n",
      "olive oil\n",
      "apple cider vinegar\n",
      "sea salt\n",
      "apple cider vinegar\n",
      "lemon juice\n",
      "cracked black pepper\n",
      "baby arugula\n",
      "freshly grated parmesan\n",
      "olive oil\n",
      "cracked black pepper\n",
      "lemon juice\n",
      "boneless chicken breast\n",
      "celery ribs\n",
      "hellmann's® real mayonnaise\n",
      "pickle relish\n",
      "fresh lime juice\n",
      "olive oil\n",
      "chopped fresh cilantro\n",
      "garlic cloves\n",
      "jalapeno chilies\n",
      "dijon mustard\n",
      "red wine vinegar\n",
      "extra virgin olive oil\n",
      "chopped fresh herbs\n",
      "fine sea salt\n",
      "ground black pepper\n",
      "extra virgin olive oil\n",
      "white wine vinegar\n",
      "garlic cloves\n",
      "red pepper flakes\n",
      "italian seasoning\n",
      "grated parmesan cheese\n",
      "freshly ground black pepper\n",
      "russet potatoes\n",
      "sour cream\n",
      "green onions\n",
      "sharp cheddar cheese\n",
      "ground black pepper\n",
      "roma tomatoes\n",
      "purple onion\n",
      "olive oil\n",
      "lemon juice\n",
      "dried oregano\n",
      "feta cheese crumbles\n",
      "black olives\n",
      "baby arugula\n",
      "crumbled gorgonzola\n",
      "extra virgin olive oil\n",
      "balsamic vinegar\n",
      "ground black pepper\n",
      "black beans\n",
      "corn on the cob\n",
      "purple onion\n",
      "red bell pepper\n",
      "chipotles in adobo\n",
      "fresh lime juice\n",
      "garlic cloves\n",
      "chopped celery\n",
      "chopped onion\n",
      "prepared mustard\n",
      "diced tomatoes\n",
      "black beans\n",
      "diced red onions\n",
      "cooked chicken\n",
      "fresh lemon juice\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "freshly ground black pepper\n",
      "vegetable oil\n",
      "red wine vinegar\n",
      "dried oregano\n",
      "yellow mustard\n",
      "dried minced garlic\n",
      "purple onion\n",
      "cider vinegar\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "ground black pepper\n",
      "fresh basil leaves\n",
      "persian cucumber\n",
      "sesame oil\n",
      "sesame seeds\n",
      "rice vinegar\n",
      "unsalted butter\n",
      "ear of corn\n",
      "fine sea salt\n",
      "fresh thyme leaves\n",
      "coconut flakes\n",
      "sliced almonds\n",
      "purple onion\n",
      "fresh lemon juice\n",
      "romaine lettuce\n",
      "feta cheese crumbles\n",
      "sliced almonds\n",
      "dried cranberries\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "brussels sprouts\n",
      "sliced almonds\n",
      "olive oil\n",
      "apple cider vinegar\n",
      "balsamic vinegar\n",
      "light soy sauce\n",
      "dijon mustard\n",
      "nonfat greek yogurt\n",
      "extra virgin olive oil\n",
      "diced red onions\n",
      "lime juice\n",
      "black beans\n",
      "frozen corn\n",
      "fresh corn\n",
      "queso fresco\n",
      "jalapeno chilies\n",
      "chopped cilantro\n",
      "olive oil\n",
      "chopped tomatoes\n",
      "purple onion\n",
      "lemon juice\n",
      "olive oil\n",
      "balsamic vinegar\n",
      "white sugar\n",
      "kosher salt\n",
      "ground black pepper\n",
      "ground black pepper\n",
      "purple onion\n",
      "apple cider vinegar\n",
      "honeydew melon\n",
      "coconut flakes\n",
      "whipped cream\n",
      "broccoli florets\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "lemon juice\n",
      "lemon zest\n",
      "dijon mustard\n",
      "ground black pepper\n",
      "vegetable oil\n",
      "lime juice\n",
      "olive oil\n",
      "romaine lettuce\n",
      "purple onion\n",
      "english cucumber\n",
      "cherry tomatoes\n",
      "sliced kalamata olives\n",
      "crumbled goat cheese\n",
      "ground black pepper\n",
      "olive oil\n",
      "apple cider vinegar\n",
      "lemon juice\n",
      "extra fine granulated sugar\n",
      "goat cheese\n",
      "baby spinach\n",
      "poppy seed dressing\n",
      "apple cider vinegar\n",
      "ground black pepper\n",
      "hard boiled egg\n",
      "orange segments\n",
      "celery ribs\n",
      "dijon mustard\n",
      "apple cider vinegar\n",
      "olive oil\n",
      "sea salt\n",
      "cracked black pepper\n",
      "dry pasta\n",
      "cherry tomatoes\n",
      "sliced kalamata olives\n",
      "feta cheese crumbles\n",
      "purple onion\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "lemon juice\n",
      "dried oregano\n",
      "garlic cloves\n",
      "cracked black pepper\n",
      "crushed red pepper flakes\n",
      "fat free greek yogurt\n",
      "roma tomatoes\n",
      "canned corn\n",
      "jalapeno chilies\n",
      "boneless skinless chicken breasts\n",
      "black mustard seeds\n",
      "ground coriander\n",
      "ground cumin\n",
      "carrot juice\n",
      "golden raisins\n",
      "red wine vinegar\n",
      "fresh cilantro\n",
      "nonfat yogurt plain\n",
      "crushed red pepper\n",
      "extra virgin olive oil\n",
      "freshly ground pepper\n",
      "hard boiled egg\n",
      "light mayonnaise\n",
      "dijon mustard\n",
      "green onions\n",
      "granulated white sugar\n",
      "pasta shell small\n",
      "grape tomatoes\n",
      "ranch dip\n",
      "olive oil\n",
      "ume plum vinegar\n",
      "toasted sesame oil\n",
      "sea salt\n",
      "sesame seeds\n",
      "sour cream\n",
      "dried dill\n",
      "cole slaw mix\n",
      "white vinegar\n",
      "dry mustard\n",
      "granulated sugar\n",
      "kosher salt\n",
      "vine tomatoes\n",
      "fresh mozzarella cheese\n",
      "fresh basil leaves\n",
      "olive oil\n",
      "aged balsamic vinegar\n",
      "kosher salt\n",
      "ground pepper\n",
      "frozen peas\n",
      "grated parmesan cheese\n",
      "italian salad dressing mix\n",
      "chili powder\n",
      "fresh orange juice\n",
      "fresh lemon juice\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "prepar pesto\n",
      "red wine vinegar\n",
      "purple onion\n",
      "parmesan cheese\n",
      "hard boiled egg\n",
      "diced celery\n",
      "celery ribs\n",
      "mini marshmallows\n",
      "yukon gold potatoes\n",
      "sour cream\n",
      "sliced green onions\n",
      "chopped celery\n",
      "chopped parsley\n",
      "dill pickles\n",
      "coarse salt\n",
      "freshly ground pepper\n",
      "chopped celery\n",
      "chopped pecans\n",
      "white pepper\n",
      "arborio rice\n",
      "crushed rosemary\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "baby arugula\n",
      "wild salmon\n",
      "red wine vinegar\n",
      "extra virgin olive oil\n",
      "shaved parmesan cheese\n",
      "cream cheese\n",
      "half & half\n",
      "blue cheese\n",
      "lemon juice\n",
      "granulated garlic\n",
      "purple onion\n",
      "fresh parsley\n",
      "garlic cloves\n",
      "dried oregano\n",
      "red wine vinegar\n",
      "extra virgin olive oil\n",
      "ground black pepper\n",
      "shredded cabbage\n",
      "green pepper\n",
      "fresh parsley\n",
      "cider vinegar\n",
      "olive oil\n",
      "olive oil\n",
      "heavy cream\n",
      "seedless cucumber\n",
      "white wine vinegar\n",
      "garlic cloves\n",
      "dill seed\n",
      "olive oil\n",
      "walnut oil\n",
      "red wine vinegar\n",
      "whole grain mustard\n",
      "agave nectar\n",
      "fine sea salt\n",
      "ground black pepper\n",
      "mild olive oil\n",
      "fresh basil\n",
      "fresh parsley\n",
      "beet greens\n",
      "chopped fresh thyme\n",
      "chopped fresh chives\n",
      "olive oil\n",
      "freshly ground pepper\n",
      "fresh chevre\n",
      "romaine lettuce\n",
      "mandarin oranges\n",
      "toasted pecans\n",
      "brussels sprouts\n",
      "dried cranberries\n",
      "parmigiano reggiano cheese\n",
      "kosher salt\n",
      "extra virgin olive oil\n",
      "cracked black pepper\n",
      "turkey breast\n",
      "roma tomatoes\n",
      "salad leaves\n",
      "shredded cheese\n",
      "center cut bacon\n",
      "seedless red grapes\n",
      "lemon juice\n",
      "slaw mix\n",
      "avocado oil\n",
      "white wine vinegar\n",
      "italian salad dressing mix\n",
      "garlic powder\n",
      "parmesan cheese\n",
      "sweet onion\n",
      "green bell pepper\n",
      "chopped fresh cilantro\n",
      "prepared mustard\n",
      "lemon juice\n",
      "balsamic vinegar\n",
      "grape tomatoes\n",
      "mozzarella cheese\n",
      "olive oil\n",
      "balsamic vinaigrette\n",
      "persian cucumber\n",
      "minced onion\n",
      "fresh parsley\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "albacore tuna in water\n",
      "dijon mustard\n",
      "greek yogurt\n",
      "seedless cucumber\n",
      "balsamic vinegar\n",
      "olive oil\n",
      "parsley flakes\n",
      "dried basil\n",
      "dried oregano\n",
      "yellow peppers\n",
      "red pepper\n",
      "grilled chicken\n",
      "lemon juice\n",
      "slaw mix\n",
      "sunflower seeds\n",
      "sliced almonds\n",
      "vegetable oil\n",
      "white vinegar\n",
      "granulated sugar\n",
      "fruit cocktail\n",
      "condensed milk\n",
      "fresh basil leaves\n",
      "italian parsley leaves\n",
      "grated lemon zest\n",
      "crushed red pepper flakes\n",
      "extra virgin olive oil\n",
      "fresh lemon juice\n",
      "freshly ground pepper\n",
      "kosher salt\n",
      "shredded cabbage\n",
      "white vinegar\n",
      "red wine vinegar\n",
      "ground pepper\n",
      "worcestershire sauce\n",
      "vegetable oil\n",
      "spring greens\n",
      "red apples\n",
      "crumbled goat cheese\n",
      "poppy seed dressing\n",
      "hellmann' or best food light mayonnais\n",
      "purple onion\n",
      "fresh dill\n",
      "lime juice\n",
      "frozen crabmeat, thaw and drain\n",
      "feta cheese\n",
      "cherry tomatoes\n",
      "green bell pepper\n",
      "sliced black olives\n",
      "greek dressing\n",
      "seedless watermelon\n",
      "feta cheese crumbles\n",
      "purple onion\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "kosher salt\n",
      "cooked chicken\n",
      "dried cranberries\n",
      "nonfat plain greek yogurt\n",
      "hellman's light mayonnaise\n",
      "lemon juice\n",
      "chopped parsley\n",
      "bulgur wheat\n",
      "lemon juice\n",
      "olive oil\n",
      "mint leaves\n",
      "flat leaf parsley\n",
      "ground black pepper\n",
      "cut up cooked chicken\n",
      "hellmann' or best food real mayonnais\n",
      "white wine vinegar\n",
      "dijon mustard\n",
      "sea salt\n",
      "extra virgin olive oil\n",
      "sweet chili sauce\n",
      "coconut milk\n",
      "fish sauce\n",
      "lime juice\n",
      "peanut butter\n",
      "red grapes\n",
      "green grapes\n",
      "cream cheese\n",
      "greek yogurt\n",
      "butterfinger candy bars\n",
      "jalapeno chilies\n",
      "green onions\n",
      "lime juice\n",
      "large eggs\n",
      "apple cider vinegar\n",
      "dijon mustard\n",
      "fresh basil\n",
      "garlic cloves\n",
      "sea salt\n",
      "balsamic vinegar\n",
      "extra virgin olive oil\n",
      "dijon mustard\n",
      "clove garlic, fine chop\n",
      "vegetable oil\n",
      "vidalia onion\n",
      "cider vinegar\n",
      "extra virgin olive oil\n",
      "lime juice\n",
      "orange juice\n",
      "minced garlic\n",
      "corn on the cob\n",
      "cherry tomatoes\n",
      "chopped fresh cilantro\n",
      "jalapeno chilies\n",
      "lime juice\n",
      "hellmann' or best food real mayonnais\n",
      "mini cucumbers\n",
      "sour cream\n",
      "chopped parsley\n",
      "black pepper\n",
      "elbow macaroni\n",
      "green pepper\n",
      "purple onion\n",
      "rotisserie chicken\n",
      "green grapes\n",
      "cashew nuts\n",
      "plain greek yogurt\n",
      "cherry tomatoes\n",
      "vegetable oil\n",
      "cider vinegar\n",
      "dried parsley\n",
      "dried basil\n",
      "dried oregano\n",
      "white sugar\n",
      "extra virgin olive oil\n",
      "fine sea salt\n",
      "green chile\n",
      "lemon zest\n",
      "green pumpkin seeds\n",
      "large eggs\n",
      "chopped onion\n",
      "red pepper\n",
      "curry powder\n",
      "light mayonnaise\n",
      "lemon juice\n",
      "white wine vinegar\n",
      "olive oil\n",
      "grated parmesan cheese\n",
      "shaved parmesan cheese\n",
      "cider vinegar\n",
      "dill weed\n",
      "anchovy paste\n",
      "garlic cloves\n",
      "sour cream\n",
      "chopped parsley\n",
      "lemon juice\n",
      "black pepper\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "green onions\n",
      "chopped fresh cilantro\n",
      "garlic salt\n",
      "cracked black pepper\n",
      "lemon juice\n",
      "olive oil\n",
      "black pepper\n",
      "shredded carrots\n",
      "pineapple juice\n",
      "granulated sugar\n",
      "cracked black pepper\n",
      "hard boiled egg\n",
      "dill pickles\n",
      "mint leaves\n",
      "purple onion\n",
      "black beans\n",
      "red pepper\n",
      "purple onion\n",
      "olive oil\n",
      "rice vinegar\n",
      "soy sauce\n",
      "sesame seeds\n",
      "sesame oil\n",
      "slaw mix\n",
      "sour cream\n",
      "cider vinegar\n",
      "seasoning salt\n",
      "black pepper\n",
      "ground mustard\n",
      "celery salt\n",
      "olive oil\n",
      "parmesan cheese\n",
      "lemon juice\n",
      "dijon mustard\n",
      "olive oil\n",
      "ground black pepper\n",
      "fresh parsley\n",
      "ranch dressing\n",
      "minced garlic\n",
      "fresh lime juice\n",
      "tabasco green pepper sauce\n",
      "balsamic vinegar\n",
      "pure maple syrup\n",
      "stone ground mustard\n",
      "ground cinnamon\n",
      "extra virgin olive oil\n",
      "sesame oil\n",
      "soy sauce\n",
      "rice vinegar\n",
      "chili flakes\n",
      "ranch dressing\n",
      "baby spinach\n",
      "white cannellini beans\n",
      "champagne vinegar\n",
      "sea salt\n",
      "crumbled cheese\n",
      "boiling water\n",
      "crushed pineapple\n",
      "blueberry pie filling\n",
      "cream cheese\n",
      "cool whip\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "dijon mustard\n",
      "crusty bread\n",
      "extra virgin olive oil\n",
      "minced garlic\n",
      "fresh rosemary\n",
      "red wine vinegar\n",
      "fresh lime juice\n",
      "olive oil\n",
      "cooked quinoa\n",
      "black beans\n",
      "frozen corn\n",
      "grape tomatoes\n",
      "hard boiled egg\n",
      "center cut bacon\n",
      "dijon mustard\n",
      "extra virgin olive oil\n",
      "red wine vinegar\n",
      "russet potatoes\n",
      "kosher salt\n",
      "extra virgin olive oil\n",
      "corn on the cob\n",
      "hellmann' or best food light mayonnais\n",
      "purple onion\n",
      "lime juice\n",
      "fresh basil leaves\n",
      "sweet potatoes\n",
      "spinach leaves\n",
      "mung beans\n",
      "sun dried tomatoes\n",
      "coconut oil\n",
      "boiling water\n",
      "bulgur wheat\n",
      "extra virgin olive oil\n",
      "lemon juice\n",
      "medium tomatoes\n",
      "curly parsley\n",
      "chopped fresh mint\n",
      "purple onion\n",
      "purple onion\n",
      "broccoli florets\n",
      "sunflower kernels\n",
      "wish bone light balsamic basil vinaigrette dressing\n",
      "granny smith apples\n",
      "purple onion\n",
      "sharp cheddar cheese\n",
      "purple onion\n",
      "granulated sugar\n",
      "apple cider vinegar\n"
     ]
    }
   ],
   "source": [
    "salads_df.ingredients.replace(to_replace={'!', '%', \"'\", '&', '\\xa8', ',', '\\xae', '2', '\\xc3', '\\xc2'}, value='', inplace=True)\n",
    "for i in salads_df.ingredients:\n",
    "    if i.isalpha() == False:\n",
    "        print i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 662,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tomatoes avocado purple onion chopped cilantro lime extra virgin olive oil salt garden peas shallots dill weed mayonnaise lemon zest cooked bacon shaved parmesan cheese extra virgin olive oil kosher salt ground black pepper bow tie pasta romaine lettuce medium tomatoes bacon slices ranch dressing barbecue sauce pepper cooked quinoa olive oil asparagus garlic salt pepper strawberries mozzarella cheese balsamic vinaigrette fresh basil eggs avocado fresh lemon juice fine sea salt cucumber avocado cilantro lemon juice lime juice sea salt cucumber tomatoes fresh cilantro olive oil lime salt cracked black pepper purple onion lime olive oil kosher salt peeled shrimp medium tomatoes hass avocado jalapeno chilies chopped cilantro baby spinach romaine lettuce bacon strawberries avocado sliced almonds greek yogurt mayonnaise white vinegar sugar poppy seeds salt pepper apple cider vinegar dijon mustard honey olive oil quinoa black beans salsa corn kernels chili powder avocado cherry tomatoes fresh mozzarella cheese fresh basil extra virgin olive oil balsamic vinegar salt pepper boneless skinless chicken breasts avocado lime juice onions grape tomatoes mayonnaise lemon juice garlic scallions sea salt arugula orange olive oil balsamic vinegar sea salt seedless cucumber scallions avocado mayonnaise lime salt hot sauce chopped cilantro corn husks bacon red pepper avocado fresh cilantro lime salt pepper watermelon strawberries blueberries raspberries cherries blackberries fresh lime juice spring greens fresh mozzarella plum tomatoes bacon whole wheat bread toasted avocado cooked quinoa arugula grape tomatoes burrata cooked bacon fresh basil olive oil sugar dijon honey red wine vinegar salt pepper basil olive oil sea salt pepper lemon juice potatoes hellmann' or best food real mayonnais red vinegar white white, wine, salt sugar ground black pepper celery onions eggs olive oil toasted sesame oil ume plum vinegar stevia orange juice broccoli florets cucumber green bell pepper cherry tomatoes dressing fresh mint extra virgin olive oil cracked black pepper lemon juice salt boiled eggs onions tomatoes corn kernels beets carrots cucumber green bell pepper pineapple chunks iceberg lettuce cilantro leaves mint leaves parsley lemon salt pepper caesar salad dressing apple cider vinegar mustard sauce honey olive oil garlic cloves mayonnaise sour cream lemon juice fresh chives fresh parsley garlic olive oil paprika salt pepper milk romaine lettuce cubed turkey cherry tomatoes avocado hard boiled egg shredded cheddar cheese hellmann' or best food real mayonnais lime juice sugar salt ground ginger slaw mix chopped fresh cilantro bow tie pasta fresh asparagus olive oil baby spinach peas artichoke hearts lemon feta cheese crumbles basil cracked black pepper salt avocado greek yogurt water cilantro leaves garlic salt lime juice kale olive oil sea salt lime balsamic vinegar purple onion orange extra virgin olive oil red wine vinegar maple syrup salt ground black pepper worcestershire sauce garlic cloves garlic dijon mustard salt freshly ground black pepper balsamic vinegar extra virgin olive oil mayonnaise milk white vinegar sugar shredded cabbage jello cottage cheese crushed pineapple mandarin oranges cool whip romaine lettuce caesar salad dressing shredded parmesan cheese marinated artichoke hearts sliced green olives purple onion lemon croutons salmon red wine vinegar sugar salt baguette butter olive oil garlic powder salmon fillets lemon juice fresh thyme pepper lump crab meat scallions flat leaf parsley lemon juice mayonnaise kosher salt ground black pepper cherry tomatoes extra virgin olive oil lemon chopped garlic purple onion fresh parsley salt pepper extra virgin olive oil chobani yogurt lime juice garlic cloves white vinegar fresh cilantro sea salt ramen shredded cabbage red cabbage carrots scallions black sesame seeds ponzu sweet chili sauce honey sesame oil bow tie pasta soy vay® toasted sesame dressing & marinade red cabbage green peas peanuts rice vinegar hot chili oil mayonnaise eggs fresh lemon juice dijon mustard garlic cloves worcestershire sauce oil extra virgin olive oil light tuna chopped celery purple onion broccoli florets hellmann's light mayonnaise red wine vinegar pepper spinach leaves hard boiled egg mayonnaise fresh chives scallions dijon mustard lemon juice black olives cherry tomatoes fresh mozzarella vinaigrette dressing fresh basil leaves salt ground black pepper roma tomatoes english cucumber purple onion avocado extra virgin olive oil lemon cilantro sea salt black pepper honey dijon mustard fine sea salt cracked black pepper large garlic cloves balsamic vinegar extra virgin olive oil hidden valley® greek yogurt original ranch® dressing mix plain greek yogurt milk broccoli slaw apples raisins sunflower seeds seedless watermelon mint jalapeno chilies feta cheese lime juice kosher salt black pepper asparagus potatoes eggs diced red onions olive oil lemon juice sugar salt pepper slaw mix mayonnaise sugar milk vinegar salt pepper large tomato fresh mozzarella basil leaves extra virgin olive oil balsamic vinegar salt pepper dates kale orange apples walnuts feta cheese crumbles extra virgin olive oil orange juice honey apple cider vinegar salt cucumber fresh dill seasoned rice wine vinegar salt pepper chicken lettuce tomatoes cucumber purple onion kalamata feta cheese tzatziki sauce seedless cucumber tomatoes hass avocado black beans purple onion cilantro lime salt pepper rotini grape tomatoes mozzarella cheese basil pesto olive oil balsamic vinegar salt pepper avocado fresh cilantro nonfat yogurt plain scallions garlic lime juice sugar salt red beets purple onion extra virgin olive oil vinegar salt cumin pepper red potato green bell pepper purple onion scallions dijon mustard extra virgin olive oil red wine vinegar reduced fat mayonnaise salt pepper eggs mayonnaise dijon mustard green onions salt pepper paprika spinach gorgonzola bacon sweet onion toasted pecans avocado baby spinach white mushrooms purple onion large eggs bacon red wine vinegar honey dijon mustard coarse salt freshly ground black pepper cooked chicken celery hard boiled egg relish mayonnaise greek seasoning greek yogurt mayonnaise cultured buttermilk sour cream garlic powder onion powder ground black pepper kosher salt white vinegar lemon juice fresh parsley noodles broccoli slaw english cucumber scallions lime juice eggs peanuts cauliflower celery onions parsley large eggs mayonnaise dijon mustard sea salt tomatoes cherry tomatoes purple onion seedless cucumber red bell pepper romaine lettuce fresh thyme fresh chives greek feta pitted kalamata olives olive oil red wine vinegar dried oregano salt ground black pepper cucumber roma tomatoes extra virgin olive oil rice vinegar salt pepper seasoning kale toasted almonds cheddar cheese butternut squash lemon extra virgin olive oil pecorino cheese mango napa cabbage red pepper purple onion fresh lime juice rice vinegar oil salt red pepper flakes fresh mint toasted cashews basil parmesan cheese clove lemon juice extra virgin olive oil elbow macaroni cherry tomatoes vegetables feta cheese crumbles scallions toasted sunflower seeds fresh lime juice olive oil kosher salt chile powder freshly ground black pepper fresh mint broccoli sliced almonds dried cranberries purple onion buttermilk mayonnaise cider vinegar sugar shallots nonfat plain greek yogurt seedless cucumber purple onion garlic lemon fresh dill chopped fresh mint kosher salt freshly ground black pepper spaghetti soy vay® veri veri teriyaki® marinade & sauce creamy peanut butter rice vinegar sriracha cucumber scallions broccoli garlic coriander cumin seed extra virgin olive oil lemon sea salt broccoli florets purple onion slivered almonds cranberries light mayonnaise greek yogurt cider vinegar honey salt freshly ground black pepper potatoes mayonnaise herbs cider vinegar onions grated lemon zest lemon juice sugar dijon mustard fine sea salt extra virgin olive oil ground black pepper garlic dried oregano kosher salt ground black pepper lemon juice olive oil farro olive oil lemon juice kosher salt kale leaves pitted cherries chickpeas purple onion artichoke hearts walnut halves bananas peaches strawberries blueberries brussels sprouts pecans dried cranberries goat cheese extra virgin olive oil apple cider vinegar honey sea salt greens seedless watermelon cucumber purple onion feta cheese crumbles honey fresh lime juice rice vinegar canola oil honey salt freshly ground pepper cucumber tomatoes vidalia onion chopped fresh herbs shredded cabbage green onions ramen noodles slivered almonds nuts salad oil vinegar sugar ground black pepper baby arugula grated parmesan cheese olive oil lemon juice salt pepper granulated garlic tomatoes onions virgin olive oil balsamic vinegar pepper garlic powder dried basil leaves extra virgin olive oil lemon juice honey sea salt ground black pepper garlic cloves almond butter lemon fresh lemon juice olive oil hot water salt asparagus wild rice split peas chives goat cheese olive oil french bread kosher salt tomatoes hothouse cucumber bell pepper purple onion basil leaves capers minced garlic dijon mustard champagne vinegar ground black pepper cooked chicken green onions grated parmesan cheese fresh basil mayonnaise ground black pepper salt lemon salt pepper garlic fresh parsley extra virgin olive oil spinach leaves diced tomatoes pineapple chunks onions chia seeds olive oil lemon juice black pepper salt center cut bacon roma tomatoes light mayonnaise kosher salt black pepper romaine lettuce hass avocado broccoli slaw red cabbage mayonnaise maple syrup apple cider vinegar anchovy paste garlic cloves large egg yolks fresh lemon juice dijon mustard vegetable oil olive oil persian cucumber radishes white cabbage dill white wine vinegar extra virgin olive oil salt chicken slivered almonds dried cranberries apples mesclun olive oil balsamic vinegar sea salt crab meat mayonnaise celery old bay seasoning dill salt pepper lemon juice garlic worcestershire sauce anchovy paste dijon mustard mayonnaise grated parmesan cheese salt ground black pepper large potatoes boiled eggs celery purple onion relish mayonnaise mustard garlic salt salt pepper bacon avocado salad greens tomatoes fresh mozzarella basil pesto balsamic reduction tomatoes seedless cucumber flat leaf parsley lemon juice olive oil salt pasta red bell pepper zucchini yellow squash broccoli poppy seed dressing lump crab meat grape tomatoes hass avocado hot pepper corn kernels purple onion lime olive oil chopped cilantro salt pepper roma tomatoes english cucumber purple onion scallions leaf parsley lemon olive oil sumac powder salt pepper pitas sea salt flakes sumac rice vinegar sugar crushed red pepper salt fresh dill cucumber balsamic vinegar dijon mustard shallots salt ground pepper olive oil cucumber purple onion apple cider vinegar stevia powder salt white pepper red pepper flakes buttermilk greek yogurt blue cheese cracked black pepper mayonnaise sour cream fresh tarragon salt garlic powder ground black pepper cooked chicken red grapes chopped celery toasted pecans croissants green leaf lettuce lime dijon mustard extra virgin olive oil honey ground black pepper fine sea salt watermelon extra virgin olive oil lime salt black pepper mint leaves feta cheese crumbles extra virgin olive oil balsamic vinegar shallots dijon mustard italian seasoning salt freshly ground pepper frozen edamame beans dried cranberries green beans feta cheese lemon olive oil black pepper fresh corn quinoa kosher salt purple onion pepper black beans lime vegetable oil honey cumin queso fresco chopped cilantro cucumber feta cheese crumbles fresh basil tomatoes balsamic vinegar cracked black pepper eggs green onions chopped celery red bell pepper dijon mustard mayonnaise cider tabasco pepper sauce paprika salt black pepper green lentil butternut squash olive oil ground cumin spanish paprika coarse salt baby arugula crumbled goat cheese mint leaves red wine vinegar cauliflower broccoli red cabbage carrots fresh parsley celery ribs almonds sunflower seeds olive oil lemon juice fresh ginger clover honey sea salt asparagus grape tomatoes avocado basil leaves olive oil lemon juice dijon mustard sea salt pepper poppy seeds sugar white wine vinegar mustard powder kosher salt ground black pepper yellow onion canola oil olive oil chicken breast halves grapes walnuts celery ribs apples mayonnaise plain yogurt fresh lemon juice salt pepper lettuce leaves hellmann' or best food real mayonnais lemon juice sugar salt cabbage carrots green bell pepper avocado olive oil lemon juice water sea salt black pepper fish mayonnaise pepper salt beets kalamata carrots purple onion sugar pea apples spring mix roasted pumpkin seeds slaw mix diced onions kraft miracle whip dressing vegetable oil sugar white vinegar kosher salt poppy seeds white tuna in water vidalia onion celery mayonnaise mayonnaise sour cream ketchup onions ground mustard hot sauce worcestershire sauce heavy cream parsley bacon romaine lettuce cherry tomatoes avocado balsamic vinaigrette ground pepper sea salt green cabbage onions green bell pepper carrots mayonnaise cider vinegar sugar pasta shells black beans corn cilantro tomatoes salsa olive oil lime juice taco seasoning garlic salt pepper mexican cheese blend avocado garlic plain greek yogurt parmesan cheese worcestershire sauce dijon mustard lemon juice anchovy paste salt pepper romaine lettuce croutons sour cream cucumber tomatoes onions lemon juice dill salt toasted walnuts celery seedless red grapes apples mayonnaise fresh lemon juice salt pepper lettuce cherry tomatoes feta cheese fresh basil fresh mint olive oil balsamic vinegar lettuce cauliflower bacon parmesan cheese dressing mayonnaise sugar kale tomatoes cucumber parsley mint scallions purple onion hemp seeds olive oil garlic fresh lemon juice lemon zest sea salt black pepper balsamic vinegar extra virgin olive oil dijon mustard honey garlic salt pepper mustard shallots olive oil sugar salt black pepper chives imitation crab meat mayonnaise celery old bay seasoning dill salt white wine vinegar dijon mustard honey kosher salt black pepper olive oil garlic cloves anchovy paste lemon juice dijon mustard worcestershire sauce mayonnaise parmigiano reggiano cheese salt ground black pepper pure maple syrup dijon mustard balsamic vinegar oil seasoning fresh dill fresh chives cucumber lemon sour cream salt pepper balsamic vinegar tomatoes mozzarella cheese fresh basil leaves olive oil ground black pepper kosher salt baby arugula feta cheese crumbles ground black pepper diced tomatoes balsamic vinegar extra virgin olive oil small pasta snow pea pods peas vinaigrette red bell pepper olive oil red wine vinegar shallots salt black pepper garlic lemon extra virgin olive oil parsley dill salt pepper kale leaves pecorino cheese lemon juice extra virgin olive oil ground black pepper sea salt avocado grape tomatoes sunflower seeds lime honey cilantro kosher salt mayonnaise dijon mustard garlic cloves fresh lemon juice salt ground black pepper extra light olive oil shredded parmesan cheese large potatoes bacon mustard dijon mustard apple cider vinegar olive oil brown sugar spring onions salt broccoli florets toasted slivered almonds bacon purple onion frozen peas mayonnaise apple cider vinegar honey white wine vinegar dijon mustard honey kosher salt black pepper olive oil coconut milk mayonnaise dill garlic powder onion powder sea salt olive oil lemon apple cider vinegar garlic cloves italian seasoning sea salt fingerling potatoes salt baby spinach shallots sun dried tomatoes fresh chives dried parsley red wine vinegar whole grain dijon mustard maple syrup sea salt black pepper olive oil onions sugar mayonnaise buttermilk whole milk white vinegar fresh lemon juice salt black pepper slaw mix garlic extra virgin olive oil lemon juice white wine vinegar freshly ground pepper sea salt cucumber rice vinegar sugar salt sesame seeds quinoa water flat leaf parsley persian cucumber tomatoes avocado extra virgin olive oil salt pepper european cucumber purple onion chopped parsley feta cheese crumbles extra virgin olive oil fresh lemon juice ground black pepper kale cherry tomatoes toasted pine nuts purple onion lemon extra virgin olive oil garlic salt pepper red pepper flakes pecorino romano cheese fresh lime juice extra virgin olive oil honey garlic powder sea salt ground pepper salad greens extra virgin olive oil balsamic vinegar ground black pepper cheese cucumber fat free yogurt lemon juice salt dill garlic powder black pepper small tomatoes yellow bell pepper purple onion english cucumber fresh mint fresh parsley fresh cilantro lemon olive oil kosher salt pepper elbow macaroni center cut bacon tomatoes reduced fat mayonnaise salt pepper baby spinach broccoli purple onion sunflower kernels raisins plain greek yogurt sugar white vinegar bacon chipotle chile fresh lime juice cilantro leaves mayonnaise buttermilk ground cumin garlic powder dried leaves oregano kosher salt fresh spinach purple onion mushrooms extra virgin olive oil balsamic vinegar garlic puree feta cheese crumbles orzo pasta olive oil baby spinach minced garlic italian vinaigrette cherry tomatoes feta cheese olive oil balsamic vinegar dried oregano dried basil salt pepper cucumber cherry tomatoes fresh mozzarella purple onion tahini red miso lemon juice warm water cracked black pepper frozen corn purple onion red pepper fresh parsley ranch dressing italian salad dressing italian seasoning salt black pepper sugar garlic powder mayonnaise olive oil vinegar water grated parmesan cheese salad cucumber tomatoes avocado salt pepper mayonnaise vinegar sugar black pepper salt carrots slaw mix bacon mayonnaise grapes purple onion sugar broccoli florets garlic salt onion powder oregano parsley basil thyme celery seed salt black pepper baby beets brown lentils balsamic vinegar olive oil pinenuts basil leaves goat milk feta pepper salt strawberries cucumber balsamic vinegar honey mayonnaise sugar vinegar seasoning salt pepper slaw mix black eyed peas corn kernels jicama cucumber orange purple onion cilantro leaves jalapeno chilies olive oil sugar white vinegar red chili peppers cumin lime juice salt pepper black beans tomatoes frozen corn vidalia onion water chestnuts cilantro lime juice balsamic vinegar butter lettuce lettuce vinegar large eggs thick cut bacon vinaigrette chicken avocado celery cilantro lime nonfat greek yogurt light mayonnaise cumin salt pepper eggs diced celery mayonnaise vinegar onion powder salt worcestershire sauce pepper broccoli florets ranch dressing shredded cheddar cheese bacon olive oil balsamic vinegar maple syrup baby spinach walnuts mozzarella cheese salad greens celery red pepper green onions frozen peas kraft mayonnaise kraft shredded sharp cheddar cheese oscar mayer fully cooked bacon bow tie pasta extra virgin olive oil lemon salt ground black pepper zucchini grape tomatoes fresh parsley feta cheese crumbles lettuce nuts gorgonzola fruit olive oil cucumber tomatoes purple onion italian salad dressing bell pepper feta cheese cucumber purple onion apple cider vinegar stevia powder salt white pepper red pepper flakes cooked chicken bbq sauce mixed salad greens crispy bacon black beans shredded pepper jack cheese hard boiled egg avocado corn grape tomatoes ranch dressing barbecue sauce chicken breasts romaine lettuce leaves cherry tomatoes avocado hard boiled egg bacon ranch dressing honey dark brown sugar mustard balsamic vinegar sea salt cracked black pepper extra virgin olive oil strawberries water whipping cream frozen strawberries cucumber purple onion greek yogurt lemon dill salt pepper garlic olive oil garlic powder dried oregano dried basil onion powder black pepper salt rosemary dijon mustard red wine vinegar black beans red kidney beans garbanzo beans corn orange grape tomatoes cilantro avocado lime olive oil salt pepper garlic avocado basil leaves pinenuts lemon juice garlic sea salt pesto yellowfin tuna purple onion sun dried tomatoes elbow macaroni mayonnaise minced onion celery carrots salt pepper strawberry jam olive oil vinegar dijon mustard salt black pepper potatoes oil cayenne pepper salt bacon lettuce tomatoes cheddar cheese green onions sour cream buttermilk chives garlic lemon juice extra virgin olive oil lemon juice honey ground black pepper sea salt fresh orange juice white sugar mustard powder black salt extra virgin olive oil lemon juice flax seeds lettuce leaves mandarin orange segments melon green apples pomegranate tuna in oil english cucumber avocado purple onion cilantro lemon juice extra virgin olive oil sea salt black pepper extra virgin olive oil balsamic vinegar garlic dried parsley dried basil dried minced onion salt hard boiled egg avocado bacon sea salt black pepper cumin lime extra virgin olive oil garlic baguette lemon juice parmesan cheese anchovy paste eggs ground black pepper salt romaine lettuce green beans salt purple onion balsamic vinegar olive oil fresh basil leaves grated parmesan cheese ground black pepper white sugar white wine vinegar salt dry mustard onions vegetable oil poppy seeds cucumber coarse sea salt light sour cream finely chopped onion fresh dill vinegar sugar cooked shrimp celery ribs purple onion light mayonnaise fat free greek yogurt seasoning salt salt ground pepper cucumber chives cantaloupe strawberries blueberries fresh pineapple kiwi liqueur fresh mint avocado jalapeno chilies cilantro lime juice green onions garlic buttermilk mayonnaise cumin seed pepper salt carrots raisins apples mayonnaise broccoli green onions dried cranberries green apples fresh lemon juice chopped pecans mayonnaise sour cream cider vinegar lemon juice sugar poppy seeds salt pepper english cucumber plain greek yogurt mayonnaise fresh dill white vinegar white sugar salt romaine lettuce cooked chicken corn black beans tomatoes avocado purple onion shredded cheddar cheese tortilla chips chopped cilantro roasting chickens chopped celery mayonnaise onion tops fresh parsley lemon juice ground black pepper small potatoes garlic cloves curly parsley flaxseed oil fresh spinach leaves wish bone balsamic vinaigrette dressing sliced mushrooms tomatoes croutons purple onion bacon, crisp cooked and crumbled eggs cucumber dill tips feta cheese crumbles extra virgin olive oil red wine vinegar salt black pepper shredded carrots raisins pineapple mayonnaise tomatoes cucumber purple onion water white vinegar sugar golden beets chioggia black radish watercress wheat berries spinach toasted pine nuts crumbled ricotta salata cheese olive oil lemon balsamico bianco garlic dijon mustard fresh herbs pepper salt cucumber leaves fat free greek yogurt feta cheese crumbles salt ground black pepper white beans purple onion lemon juice wine vinegar extra virgin olive oil herbes de provence salt freshly ground pepper boiling potatoes boiled eggs onions dill pickles mayonnaise yellow mustard salt tomatoes onions ground beef shredded cheddar cheese doritos lettuce salad dressing lemon honey extra virgin olive oil fresh basil leaves fresh mint sugar pea green beans carrots baby arugula burrata pistachios spring greens pears tomatoes goat cheese pecans fresh mozzarella tomatoes basil olive oil sea salt black pepper sliced mushrooms sliced green onions mixed salad greens ground black pepper olive oil salad orzo pasta asparagus frozen shelled edamame olive oil grated parmesan cheese sun dried tomatoes in oil fresh basil garlic cloves kosher salt freshly ground black pepper parmigiano reggiano cheese fresh lemon juice garlic cloves dijon mustard anchovy fillets extra virgin olive oil fat free greek yogurt tomatoes fresh mozzarella cheese fresh basil leaves extra virgin olive oil coarse sea salt ground black pepper balsamic vinegar cooked quinoa green bell pepper roasted hazelnuts pomegranate seeds fresh cilantro olive oil white wine vinegar lime water honey salt black beans avocado corn cherry tomatoes lime romaine lettuce elbow macaroni celery onions mayonnaise tuna salt pepper mayonnaise sweet pickle relish ketchup salt pepper pumpkin butter shallots apple cider vinegar olive oil dijon mustard kosher salt black pepper mayonnaise sugar red wine vinegar broccoli florets raisins diced red onions salad sweet and sour sauce broccoli sesame oil black sesame seeds roasted cashews scallions hard boiled egg green olives mayonnaise yellow mustard salt pepper plain yogurt milk fresh parsley green onions fresh basil garlic lemon juice salt red cabbage apples shredded carrots balsamic vinegar raw honey olive oil potatoes white vinegar celery ribs onions hard boiled egg mayonnaise yellow mustard celery seed kosher salt ground black pepper paprika iceberg lettuce romaine lettuce arugula strawberries purple onion toasted pecans goat cheese olive oil balsamic vinegar honey orange juice oregano black pepper salt medium tomatoes garlic cloves shallots olive oil kosher salt freshly ground black pepper balsamic vinegar mustard powder worcestershire sauce black pepper butter lettuce sweet corn avocado taco meat tomatoes cheddar cheese sliced black olives chopped cilantro doritos spinach greens avocado strawberries sliced almonds cooked bacon shredded mozzarella cheese dressing cucumber fresh mint red chili peppers greek yogurt lemon juice salt black pepper green cabbage sesame seeds peanuts rice vinegar sesame oil agave nectar chili garlic paste ginger lime zest lime juice avocado extra virgin olive oil raw honey garlic sea salt bulgar fine sea salt extra virgin olive oil fresh lemon juice garlic fresh mint ground black pepper flat leaf parsley tomatoes hothouse cucumber tuna mayonnaise celery green pepper green onions relish large eggs vegetable stock salt bulgur wheat olive oil lemon plum tomatoes scallions parsley fresh mint cilantro lime juice olive oil honey salt romaine lettuce olive oil red wine vinegar chopped fresh herbs salt ground black pepper dijon mustard shallots salt sugar basil leaves white wine vinegar olive oil butternut squash olive oil salt freshly ground black pepper semi pearled farro pepitas ricotta salata sherry vinegar water table salt granulated sugar purple onion cucumber tomatoes purple onion olive oil red wine vinegar kosher salt ground black pepper butternut squash garlic cloves ground allspice olive oil salt chickpeas purple onion chopped fresh cilantro lemon juice tahini water fresh corn purple onion scallions cilantro parsley extra virgin olive oil lime lettuce leaves feta cheese freshly ground pepper kale pinenuts dried cranberries lemon extra virgin olive oil sea salt quinoa black beans cherry tomatoes bell pepper corn kernels green onions avocado cilantro lime juice garlic cloves jalapeno chilies cumin chili powder salt extra virgin olive oil chickpeas cucumber green bell pepper white onion cherry tomatoes parsley lemon olive oil sea salt black pepper italian seasoning smoked paprika feta cheese eggs peppered bacon purple onion mushrooms baby spinach bacon grease red wine vinegar sugar dijon mustard salt extra virgin olive oil balsamic vinegar salt ground pepper dried mixed herbs green beans red potato dijon mustard fresh lemon juice extra virgin olive oil sea salt freshly ground black pepper purple onion parsley avocado garlic fresh lime juice olive oil kosher salt ground black pepper water champagne vinegar olive oil fresh lemon juice fresh orange juice honey garlic salt freshly ground black pepper broccoli cauliflower carrots sunflower seeds currant parsley lemon juice sea salt persian cucumber tomatoes minced onion fresh parsley extra virgin olive oil fresh lemon juice salt tomatoes crusty bread cucumber purple onion fresh basil olive oil salt pepper pineapple mandarin oranges strawberries mini marshmallows sour cream diced tomatoes cucumber flat leaf parsley diced red onions olive oil salt ground black pepper oil honey sugar vinegar lemon juice onions salt ground mustard celery seed garlic powder garlic cloves shallots dried oregano dried thyme salt ground black pepper white wine vinegar olive oil mayonnaise sour cream lemon juice milk garlic powder worcestershire sauce crumbled blue cheese chives cucumber sweet onion vinegar water salt pepper baby spinach fresh blueberries carrots raw almonds dates extra virgin olive oil lemon juice red cabbage carrots lettuce cucumber radishes apple cider vinegar olive oil brown sugar sea salt ground black pepper kale extra virgin olive oil kosher salt lemon juice grated parmesan cheese tuna packed in water celery purple onion mayonnaise salt chicken mayonnaise chopped celery chopped pecans cranberries salt white pepper olive oil lime chopped cilantro cumin salt pepper black beans red bell pepper purple onion corn jalapeno chilies slaw mix diced onions mayonnaise vegetable oil white sugar white vinegar salt lobster tails avocado cucumber teas avocado oil fresh lemon juice black pepper spring salad mix pears goat cheese chopped walnuts green onions wish bone raspberri hazelnut vinaigrett dress mango lime fresh basil salt pepper ginger parsley red kidney beans garlic tomatoes walnuts salt pepper extra virgin olive oil olive oil red wine vinegar water shallots dijon mustard freshly ground pepper kale olive oil sea salt lime balsamic vinegar grapefruit bulgur salt purple onion red bell pepper hothouse cucumber fresh dill finely chopped fresh parsley chickpeas fresh lemon juice extra virgin olive oil large garlic cloves ground black pepper cumin sugar apples grapes dried cranberries walnuts vanilla yogurt quinoa flat leaf parsley fresh mint fresh tomatoes scallions extra virgin olive oil lemon juice salad medium tomatoes scallions green bell pepper chopped onion honey vinegar cucumber salt avocado fresh lime juice chopped fresh mint feta cheese crumbles extra virgin olive oil hard boiled egg bacon purple onion mayonnaise sliced almonds grapes raisins honey dijon mustard balsamic vinegar olive oil shallots parsley salt freshly ground pepper cucumber chopped tomatoes bacon mayonnaise garlic powder sea salt black pepper whole kernel corn salt purple onion herbs black pepper cherry tomatoes whole kernel corn cheddar cheese mayonnaise green pepper purple onion fritos cashew nuts lemon juice almond milk sea salt onion powder garlic powder dried parsley dried chives strawberries kiwi powdered sugar lemon zest lemon juice milk poppy seeds jello cool whip small curd cottage cheese fresh raspberries strawberries grapes kiwi bananas peach pie filling spring greens watermelon pinenuts feta cheese grilled chicken lime juice honey olive oil minced garlic mint leaves cracked black pepper fine sea salt rosemary leaves garlic cloves sugar crème fraîche white wine vinegar ground black pepper celery ribs apples arugula roasted hazelnuts tomatoes fresh mozzarella basil extra virgin olive oil coarse salt freshly ground pepper dry pasta cooked chicken breasts romaine lettuce cherry tomatoes croutons caesar salad dressing grated parmesan cheese toasted pine nuts romaine lettuce broccoli avocado pistachios feta cheese crumbles vinaigrette wheat olive oil flat leaf parsley mint leaves tomatoes english cucumber lemon cauliflower red cabbage kale green onions dried cranberries walnuts olive oil fresh lemon juice stone ground mustard salt cracked black pepper tuna packed in olive oil garbanzo beans red bell pepper purple onion chopped parsley extra virgin olive oil fresh lemon juice salt pepper canola oil honey apple cider vinegar poppyseeds mixed salad greens diced red onions radishes unsalted sunflower kernels avocado dried cranberries tahini extra virgin olive oil lemon sea salt black pepper white cabbage red bell pepper purple onion extra virgin olive oil apple cider vinegar kosher salt black pepper extra virgin olive oil balsamic vinegar dijon mustard honey himalayan salt garlic lemon pecans parmesan cheese rosemary kale lemon juice olive oil green 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oil salt scallions mint leaves flat leaf parsley cucumber tomatoes ground black pepper cut up cooked chicken hellmann' or best food real mayonnais celery apples white wine vinegar dijon mustard sea salt honey extra virgin olive oil sweet chili sauce coconut milk fish sauce lime juice peanut butter garlic ginger red grapes green grapes cream cheese greek yogurt sugar butterfinger candy bars buttermilk mayonnaise jalapeno chilies garlic green onions lime juice cilantro pepper salt large eggs olives apple cider vinegar dijon mustard fresh basil garlic cloves sea salt strawberries balsamic vinegar extra virgin olive oil dijon mustard honey clove garlic, fine chop salt pepper vegetable oil vidalia onion cider vinegar honey dijon salt pepper cilantro extra virgin olive oil lime juice orange juice salt pepper minced garlic corn on the cob cherry tomatoes onions chopped fresh cilantro jalapeno chilies lime juice hellmann' or best food real mayonnais mini cucumbers sour cream dill chopped parsley salt black pepper elbow macaroni tuna mayonnaise green pepper purple onion celery pepper rotisserie chicken green grapes cashew nuts craisins plain greek yogurt seasoning lettuce cherry tomatoes vegetable oil cider vinegar dried parsley dried basil dried oregano salt white sugar carrots extra virgin olive oil fine sea salt green chile lemon zest cilantro green pumpkin seeds large eggs chopped onion red pepper salt curry powder light mayonnaise mango lemon juice white wine vinegar olive oil salt pepper lettuce grated parmesan cheese shaved parmesan cheese cucumber cider vinegar water sugar salt pepper dill weed anchovy paste garlic cloves mayonnaise sour cream chopped parsley tarragon chives lemon juice salt black pepper pasta tomatoes extra virgin olive oil lemon juice fresca green onions chopped fresh cilantro garlic salt cracked black pepper lemon juice olive oil honey mustard salt black pepper shredded carrots pineapple raisins pineapple juice granulated sugar mayonnaise salt cracked black pepper hard boiled egg potatoes dill pickles mayonnaise mustard salt pepper persimmon pomegranate lime mint leaves mango avocado purple onion lime black beans corn red pepper avocado purple onion scallions lime olive oil cilantro salt pepper mayonnaise rice vinegar soy sauce sugar salt sesame seeds sesame oil slaw mix mayonnaise sour cream cider vinegar sugar seasoning salt black pepper ground mustard celery salt bread olive oil spices salt parmesan cheese lemon juice dijon mustard olive oil carrots salt ground black pepper fresh parsley ranch dressing cilantro tomatillos minced garlic fresh lime juice tabasco green pepper sauce balsamic vinegar pure maple syrup stone ground mustard ground cinnamon extra virgin olive oil salt pepper sesame oil soy sauce honey rice vinegar ginger chili flakes ranch dressing leaves cilantro lime baby spinach white cannellini beans walnuts citrus champagne vinegar sea salt crumbled cheese boiling water blackberries crushed pineapple blueberry pie filling cream cheese sugar cool whip extra virgin olive oil red wine vinegar garlic parsley dijon mustard salt pepper crusty bread extra virgin olive oil salt minced garlic fresh rosemary red wine vinegar fresh lime juice olive oil cumin salt pepper cooked quinoa black beans frozen corn grape tomatoes cilantro hard boiled egg asparagus center cut bacon dijon mustard extra virgin olive oil red wine vinegar salt russet potatoes kosher salt lemon extra virgin olive oil scallions mint corn on the cob tomatoes hellmann' or best food light mayonnais purple onion lime juice fresh basil leaves sweet potatoes pumpkin spinach leaves mung beans sun dried tomatoes coconut oil herbs salt pepper boiling water bulgur wheat extra virgin olive oil lemon juice salt medium tomatoes curly parsley chopped fresh mint purple onion mayonnaise raisins purple onion sugar vinegar broccoli florets bacon sunflower kernels quinoa water wish bone light balsamic basil vinaigrette dressing granny smith apples strawberries cucumber purple onion broccoli bacon sharp cheddar cheese purple onion mayonnaise granulated sugar apple cider vinegar\n"
     ]
    }
   ],
   "source": [
    "# Create a bag of all the words in ingredient phrases. \n",
    "salad_ing_bow = salads_df.ingredients.str.cat(sep=' ')\n",
    "print salad_ing_bow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 663,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "set(['!', ' ', '%', \"'\", '&', '\\xa8', ',', '\\xae', '2', '\\xc3', '\\xc2', 'a', 'c', 'b', 'e', 'd', 'g', 'f', 'i', 'h', 'k', 'j', 'm', 'l', 'o', 'n', 'q', 'p', 's', 'r', 'u', 't', 'w', 'v', 'y', 'x', 'z'])\n"
     ]
    }
   ],
   "source": [
    "# Print a set of unique letters to check if some characters slipped through. Ex: hellmann' and teriyaki®. \n",
    "print set(salad_ing_bow)\n",
    "# Yep, still have some characters to remove. ['!', ' ', '%', \"'\", '&', '\\xa8', ',', '\\xae', '2', '\\xc3', '\\xc2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 664,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['!']\n",
      "[' ']\n",
      "['%']\n",
      "[\"'\"]\n",
      "['&']\n",
      "['\\xa8']\n",
      "[',']\n",
      "['\\xae']\n",
      "['2']\n",
      "['\\xc3']\n",
      "['\\xc2']\n"
     ]
    }
   ],
   "source": [
    "for c in set(salad_ing_bow):\n",
    "    if c.isalpha() == False:\n",
    "        nonalpha = []\n",
    "        nonalpha.append(c)\n",
    "        print nonalpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 665,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# tokenizer = RegexpTokenizer(r'\\w+')\n",
    "# tokenizer(salad_ing_bow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 666,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# s= filter(str.isalnum, salad_ing_bow)\n",
    "# print s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 667,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72999"
      ]
     },
     "execution_count": 667,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many individual words do ingredients in salads have?\n",
    "len(salad_ing_bow)  # 72802\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 605,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "502                              avocado and tomato salad\n",
       "503                              avocado and tomato salad\n",
       "504                              avocado and tomato salad\n",
       "505                              avocado and tomato salad\n",
       "506                              avocado and tomato salad\n",
       "507                              avocado and tomato salad\n",
       "508                              avocado and tomato salad\n",
       "509                      fresh spring pea salad with dill\n",
       "510                      fresh spring pea salad with dill\n",
       "511                      fresh spring pea salad with dill\n",
       "512                      fresh spring pea salad with dill\n",
       "513                      fresh spring pea salad with dill\n",
       "514                      fresh spring pea salad with dill\n",
       "515                      fresh spring pea salad with dill\n",
       "516                      fresh spring pea salad with dill\n",
       "517                      fresh spring pea salad with dill\n",
       "518                      fresh spring pea salad with dill\n",
       "523                                       blt pasta salad\n",
       "524                                       blt pasta salad\n",
       "525                                       blt pasta salad\n",
       "526                                       blt pasta salad\n",
       "527                                       blt pasta salad\n",
       "528                                       blt pasta salad\n",
       "529                                       blt pasta salad\n",
       "537       asparagus, strawberry, and quinoa caprese salad\n",
       "538       asparagus, strawberry, and quinoa caprese salad\n",
       "539       asparagus, strawberry, and quinoa caprese salad\n",
       "540       asparagus, strawberry, and quinoa caprese salad\n",
       "541       asparagus, strawberry, and quinoa caprese salad\n",
       "542       asparagus, strawberry, and quinoa caprese salad\n",
       "                               ...                       \n",
       "177416                                   simple tabbouleh\n",
       "177417                                   simple tabbouleh\n",
       "177418                                   simple tabbouleh\n",
       "177419                                   simple tabbouleh\n",
       "177420                                   simple tabbouleh\n",
       "177421                                   simple tabbouleh\n",
       "177422                                   simple tabbouleh\n",
       "177423                                   simple tabbouleh\n",
       "177558                        creamy broccoli bacon salad\n",
       "177559                        creamy broccoli bacon salad\n",
       "177560                        creamy broccoli bacon salad\n",
       "177561                        creamy broccoli bacon salad\n",
       "177562                        creamy broccoli bacon salad\n",
       "177563                        creamy broccoli bacon salad\n",
       "177564                        creamy broccoli bacon salad\n",
       "177565                        creamy broccoli bacon salad\n",
       "177896                        balsamic berry quinoa salad\n",
       "177897                        balsamic berry quinoa salad\n",
       "177898                        balsamic berry quinoa salad\n",
       "177899                        balsamic berry quinoa salad\n",
       "177900                        balsamic berry quinoa salad\n",
       "177901                        balsamic berry quinoa salad\n",
       "177902                        balsamic berry quinoa salad\n",
       "178805                            the best broccoli salad\n",
       "178806                            the best broccoli salad\n",
       "178807                            the best broccoli salad\n",
       "178808                            the best broccoli salad\n",
       "178809                            the best broccoli salad\n",
       "178810                            the best broccoli salad\n",
       "178811                            the best broccoli salad\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 605,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# clean up values in name column. \n",
    "salads_df.name = salads_df.name.str.strip().str.lower().str.replace('-', ' ')\n",
    "salads_df.name"
   ]
  },
  {
   "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": 606,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5792"
      ]
     },
     "execution_count": 606,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check if salad co-occurs with any other words in the courses list\n",
    "df['Salad'] = df.course.str.contains(\"Salad\")\n",
    "sum(df['Salad'])\n",
    "\n",
    "## 5792 occurances of salad in original recipe df. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 607,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5792"
      ]
     },
     "execution_count": 607,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that we have the same # of occurances as the total salad occurs in\n",
    "len(salads_df)\n",
    "# yep, 5792 salad recipes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 625,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "667"
      ]
     },
     "execution_count": 625,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many unique salad recipes?\n",
    "len(salads_df.name.unique()) # 667"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 626,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "502                                                tomatoes\n",
       "503                                                 avocado\n",
       "504                                            purple onion\n",
       "505                                        chopped cilantro\n",
       "506                                                    lime\n",
       "507                                  extra virgin olive oil\n",
       "508                                                    salt\n",
       "509                                             garden peas\n",
       "510                                                shallots\n",
       "511                                               dill weed\n",
       "512                                              mayonnaise\n",
       "513                                              lemon zest\n",
       "514                                            cooked bacon\n",
       "515                                  shaved parmesan cheese\n",
       "516                                  extra virgin olive oil\n",
       "517                                             kosher salt\n",
       "518                                     ground black pepper\n",
       "523                                           bow tie pasta\n",
       "524                                         romaine lettuce\n",
       "525                                         medium tomatoes\n",
       "526                                            bacon slices\n",
       "527                                          ranch dressing\n",
       "528                                          barbecue sauce\n",
       "529                                                  pepper\n",
       "537                                           cooked quinoa\n",
       "538                                               olive oil\n",
       "539                                               asparagus\n",
       "540                                                  garlic\n",
       "541                                                    salt\n",
       "542                                                  pepper\n",
       "                                ...                        \n",
       "177416                                         bulgur wheat\n",
       "177417                               extra virgin olive oil\n",
       "177418                                          lemon juice\n",
       "177419                                                 salt\n",
       "177420                                      medium tomatoes\n",
       "177421                                        curly parsley\n",
       "177422                                   chopped fresh mint\n",
       "177423                                         purple onion\n",
       "177558                                           mayonnaise\n",
       "177559                                              raisins\n",
       "177560                                         purple onion\n",
       "177561                                                sugar\n",
       "177562                                              vinegar\n",
       "177563                                     broccoli florets\n",
       "177564                                                bacon\n",
       "177565                                    sunflower kernels\n",
       "177896                                               quinoa\n",
       "177897                                                water\n",
       "177898    wish bone light balsamic basil vinaigrette dre...\n",
       "177899                                  granny smith apples\n",
       "177900                                         strawberries\n",
       "177901                                             cucumber\n",
       "177902                                         purple onion\n",
       "178805                                             broccoli\n",
       "178806                                                bacon\n",
       "178807                                 sharp cheddar cheese\n",
       "178808                                         purple onion\n",
       "178809                                           mayonnaise\n",
       "178810                                     granulated sugar\n",
       "178811                                  apple cider vinegar\n",
       "Name: ingredients, dtype: object"
      ]
     },
     "execution_count": 626,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "salad_ing = salads_df.ingredients\n",
    "salad_ing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 630,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "salad_ing\n",
    "salad_ing.to_csv('salad_ingredients.csv', index = False)"
   ]
  },
  {
   "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": 627,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "380                           Bertolli® Classico Olive Oil\n",
       "381                                                pancett\n",
       "382                                                 onions\n",
       "383                                                carrots\n",
       "384                                          chicken broth\n",
       "385       Bertolli Organic Olive Oil, Basil & Garlic Sauce\n",
       "386                                 white cannellini beans\n",
       "387                                      pasta shell small\n",
       "743                                              olive oil\n",
       "744                                                 onions\n",
       "745                                            bell pepper\n",
       "746                                                  garli\n",
       "747                                        red curry paste\n",
       "748                             lower sodium chicken broth\n",
       "749                                           coconut milk\n",
       "750                                           large shrimp\n",
       "751                                          ramen noodles\n",
       "752                                                   lime\n",
       "753                                       chopped cilantro\n",
       "819                                               broccoli\n",
       "820                                  cream of chicken soup\n",
       "821                                                   milk\n",
       "822                                shredded cheddar cheese\n",
       "1475                                         chicken stock\n",
       "1476                                                celery\n",
       "1477                                         large carrots\n",
       "1478                                              zucchini\n",
       "1588                                           chuck roast\n",
       "1589                                                 flour\n",
       "1590                                                  salt\n",
       "                                ...                       \n",
       "177867                                          white wine\n",
       "177868                                        acorn squash\n",
       "177869                                 yukon gold potatoes\n",
       "177870                                             carrots\n",
       "177871                                       plum tomatoes\n",
       "177872                                          white rice\n",
       "177873                                         frozen peas\n",
       "177874                                         frozen corn\n",
       "177875                                       fresh oregano\n",
       "177876                                     chopped parsley\n",
       "177877                                   fresh lemon juice\n",
       "177878                                       safflower oil\n",
       "177879                                               leeks\n",
       "177880                                              onions\n",
       "177881                                               garli\n",
       "177882                                              celery\n",
       "177883                                       fresh parsley\n",
       "177884                                          bay leaves\n",
       "177885                                         peppercorns\n",
       "178534                                          cooked ham\n",
       "178535                                            potatoes\n",
       "178536                                              celery\n",
       "178537                                              onions\n",
       "178538                                       chicken broth\n",
       "178539                                                milk\n",
       "178540                                   all-purpose flour\n",
       "178541                                              butter\n",
       "178542                                                salt\n",
       "178543                                              pepper\n",
       "178544                                       spring onions\n",
       "Name: ingredients, dtype: object"
      ]
     },
     "execution_count": 627,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup_ing = soups_df.ingredients\n",
    "soup_ing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 611,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "858"
      ]
     },
     "execution_count": 611,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print set(salad_ing)\n",
    "len(set(salad_ing))\n",
    "# Woa, 858 unique salad ingredients! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 612,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "set(['whole wheat rotini', 'red cabbage', 'hard boiled egg', 'dijon mustard', 'rosemary leaves', 'macadamia nuts', 'bell pepper', 'toasted pine nuts', 'green pepper', 'kraft miracle whip light dressing', 'milk', 'herbes de provence', 'blueberries', 'anjou pears', 'reduced sodium soy sauce', 'stevia powder', 'egg yolks', 'onion powder', 'crumbled bacon', 'cayenne pepper', 'mozzarella cheese', 'melon', 'sugar pea', 'celery leaves', 'dried cranberries', 'snip fresh dill', 'toasted cashews', 'light soy sauce', 'low fat greek yogurt', 'citrus', 'fennel fronds', 'garlic salt', 'farro', 'boiling water', 'jack cheese', 'extra large eggs', 'ramen', 'chopped fresh cilantro', 'peaches', '2% reduced fat milk', 'asparagus', 'jalapeno chilies', 'dried cherry', 'coarse sea salt', 'citrus vinaigrette', 'vanilla', 'orzo', 'shredded pepper jack cheese', 'seasoning', 'red grapes', 'bacon', 'canned black beans', 'currant', 'crab meat', 'chopped cilantro', 'wish bone light balsamic basil vinaigrette dressing', 'chopped fresh thyme', 'spaghetti', 'fresh mint', 'walnut oil', 'soy vay\\xc2\\xae veri veri teriyaki\\xc2\\xae marinade & sauce', 'brussels sprouts', 'tarragon', 'half & half', 'fresh tarragon', 'corn on the cob', 'chickpeas', 'wine vinegar', 'croutons', 'garden peas', 'dried minced onion', 'pumpkin butter', 'lacinato kale', 'chili powder', 'persian cucumber', 'raw almonds', 'kalamata', 'toasted pecans', 'basil pesto', 'water', 'raspberries', 'minced onion', 'fresh spinach', 'green bell pepper', 'orange bell pepper', 'pineapple juice', 'vinegar', 'clove garlic, fine chop', 'baby spinach leaves', 'fat free greek yogurt', 'leaves', 'stevia', 'pasta shells', 'thick cut bacon', 'cooked chicken', 'light tuna packed in olive oil', 'grated parmesan cheese', 'salad greens', 'stone ground mustard', 'sea salt', 'lemon wedges', 'dark brown sugar', 'diced bell pepper', 'vegetable oil', 'fresh oregano', 'peppered bacon', 'liqueur', 'fresh mozzarella balls', 'italian parsley leaves', 'feta cheese crumbles', 'chopped fresh chives', 'golden beets', 'boneless skinless chicken breast halves', 'lime', 'gala apples', 'honey dijon mustard', 'snow pea pods', 'virgin olive oil', 'fresh basil leaves', 'pears', 'spring greens', 'fritos', 'sweet onion', 'yoghurt', 'apple juice', 'butternut squash', 'black mustard seeds', 'mexican cheese blend', 'green peas', 'dressing', 'pasta', 'scallions', 'curly parsley', 'dill tips', 'greek dressing', 'frozen whole kernel corn', 'yellow squash', 'hidden valley\\xc2\\xae greek yogurt original ranch\\xc2\\xae dressing mix', 'garlic powder', 'granulated sugar', 'salad', 'red miso', 'cage free eggs', 'arborio rice', 'cr\\xc3\\xa8me fra\\xc3\\xaeche', 'dried currants', 'cucumber salad dressing', 'rotini', 'wish bone balsamic vinaigrette dressing', 'ramen noodles', 'kosher salt', 'grained', 'smoked paprika', 'ground mustard', 'dried basil leaves', 'delicata squash', 'ranch dip', 'fish sauce', 'cooked chicken breasts', 'honey', 'green beans', 'red apples', 'red bell pepper, sliced', 'onions', 'harissa', \"hellmann' or best food real mayonnais\", 'fresh tomatoes', 'nuts', 'romaine lettuce leaves', 'italian vinaigrette', 'bulgur wheat', 'boneless skinless chicken breasts', 'fresh rosemary', 'unsalted butter', 'balsamic vinaigrette', 'light sour cream', 'mozzarella balls', 'cardamom', 'fresh marjoram', 'orange zest', \"i can't believe it's not butter! spray original\", 'hidden valley\\xc2\\xae original ranch\\xc2\\xae dressing', 'black pepper', 'yellow mustard', 'medium tomatoes', 'salsa', 'cabbage', 'goat cheese', 'frozen peas', 'small tomatoes', 'pomegranate balsamic vinegar', 'seedless watermelon', 'mustard sauce', 'yellowfin tuna', 'hass avocado', 'spring salad mix', 'fingerling potatoes', 'bacon grease', 'mango', 'coconut flakes', 'herb dressing', 'tahini', 'diced tomatoes', 'finely chopped onion', 'peach pie filling', 'broccoli slaw', 'crushed red pepper flakes', 'shredded carrots', 'pasta shell small', 'wish bone creamy caesar dressing', 'red leaf lettuce', 'balsamic vinaigrette salad dressing', 'crushed pineapple', 'sirloin steak', 'boiled eggs', 'flat leaf parsley', 'low fat sour cream', 'dill pickles', 'frozen shelled edamame', 'plain yogurt', 'whole grain dijon mustard', 'fresh parsley leaves', 'balsamico bianco', 'mixed spice', 'seasoned rice wine vinegar', 'dillweed', 'raspberry jam', 'avocado', 'baby beets', 'strawberry jam', 'plain greek yogurt', 'kirby cucumbers', 'orange', 'peanuts', 'pesto', 'fresh parsley', 'hot chili oil', 'red bell pepper', 'pecans', 'blackberries', 'pineapple chunks', 'green olives', 'granny smith apples', 'sliced green olives', 'fennel bulb', 'frozen crabmeat, thaw and drain', 'powdered sugar', 'wish bone italian dressing', 'cool whip', 'crushed garlic', 'white cannellini beans', 'craisins', 'ketchup', 'bread', 'coriander', 'chopped onion', 'green bell pepper, sliced', 'cider vinegar', 'minced ginger', 'potatoes', 'sliced mushrooms', 'cider', 'sliced almonds', 'salad leaves', 'large carrots', 'teas', 'russet potatoes', 'whole wheat fusilli', 'cracked black pepper', 'tabasco green pepper sauce', 'parmesan cheese', 'lime zest', 'taco seasoning', 'sweet paprika', 'fish', 'grilled chicken breasts', 'sunflower kernels', 'fresh blueberries', 'pistachios', 'chipotle chile', 'chicken meat', 'pitted cherries', 'mixed mushrooms', 'dried dill', 'freshly ground black pepper', 'savoy cabbage', 'condensed milk', 'ground black pepper', 'black sesame seeds', 'tuna packed in olive oil', 'horseradish', 'crumbled goat cheese', 'pomegranate seeds', 'prepar pesto', 'butterfinger candy bars', 'wish bone light ranch dressing', 'mini phyllo dough shells', 'poppyseeds', 'cooked shrimp', 'coconut oil', 'chiles', 'walnuts', 'grapes', 'anchovy fillets', 'leaf lettuce', 'sliced bread', 'tarragon leaves', 'boneless skin on chicken thighs', 'chopped garlic', 'lemon zest', 'canned corn', 'vegetable stock', 'pepperoni', 'fresh raspberries', 'garlic', 'white distilled vinegar', 'cheese', 'toasted almonds', 'slivered almonds', 'champagne vinegar', 'toasted sesame oil', 'large egg yolks', 'lettuce', 'cherry tomatoes', 'ground beef', 'balsamic reduction', 'green onions', 'old bay seasoning', 'himalayan salt', 'sunflower sprouts', 'sun dried tomatoes', 'spinach', 'cantaloupe', 'large garlic cloves', 'almond milk', 'french bread', 'broccoli', 'ponzu', 'fresh thyme leaves', 'celery salt', 'whole milk', 'poppy seeds', 'black eyed peas', 'fresh chevre', 'chili garlic paste', 'fresh dill', 'salt and ground black pepper', 'shelled pistachios', 'snow peas', 'kale leaves', 'frozen raspberries', 'crumbled cheese', 'red pepper flakes', 'doritos', 'vine tomatoes', 'corn husks', 'bacon pieces', 'kraft homestyle real mayonnaise', 'frozen corn', 'creamy peanut butter', 'sweet relish', 'jell o gelatin', 'apples', 'boneless chicken breast', 'white rice vinegar', 'idaho potatoes', 'green lentil', 'kiwi', 'yellow bell pepper', 'gluten free bread', 'large tomato', 'dried basil', 'mixed salad greens', 'mandarin oranges', 'carrots', 'ginger', 'fresh ginger', 'lemon juice', 'lump crab meat', 'dried parsley', 'apple cider vinegar', 'roma tomatoes', 'mint', 'clove', 'nonfat greek yogurt', 'red pepper', 'artichoke hearts', 'roasting chickens', 'green pumpkin seeds', 'flax seeds', 'small capers, rins and drain', 'pinenuts', 'zucchini', 'tuna', 'coconut milk', 'shredded coleslaw mix', 'italian salad dressing mix', 'whole wheat pita pockets', 'eggs', 'salmon', 'crumbled blue cheese', 'shallots', 'dried thyme', 'honeydew melon', 'chile powder', 'watercress', 'poppy seed dressing', \"hellmann' or best food light mayonnais\", 'beets', 'red chili peppers', 'bbq sauce', 'heirloom tomatoes', 'crushed red pepper', 'cashew nuts', 'white beans', 'orange slices', 'fresh mozzarella', 'wild salmon', 'pineapple', 'salt', 'ground ginger', 'hearts of romaine', 'orzo pasta', 'greek seasoning', 'cooked brown rice', 'dill seed', 'worcestershire sauce', 'sage', 'roasted hazelnuts', 'sesame oil', 'cheese tortellini', 'burrata', 'fresh pineapple', 'queso fresco', 'chicken', 'bananas', 'large potatoes', 'fresh green beans', 'safflower oil', 'diced red onions', 'sumac powder', 'black salt', 'sugar', 'celery', 'split peas', 'raspberry sauce', 'bacon slices', 'rice', 'fresh orange juice', 'pumpkin', 'salted butter', 'free range chicken breasts', 'liquid', 'tortellini', 'tuna in oil', 'sweet chili sauce', 'watermelon', 'jicama', 'chobani yogurt', 'relish', 'roasted pecans', 'bacon, crisp cooked and crumbled', 'chunky salsa', 'greens', 'sun dried tomatoes in oil', 'pepitas', 'dijon', 'fresh thyme', 'cumin', 'walnut halves', 'crushed rosemary', 'agave nectar', 'european cucumber', 'sour cream', 'loosely packed fresh basil leaves', 'pickle relish', 'chili pepper', 'grilled chicken', 'kraft mayonnaise', 'peppercorns', 'spicy brown mustard', 'extra fine granulated sugar', 'noodles', 'tabasco pepper sauce', 'chicken breasts', 'white vinegar', 'anchovies', 'dried dillweed', 'clover honey', 'dried oregano', 'cilantro leaves', 'brown lentils', 'basil leaves', 'bibb lettuce', 'cooked bacon', 'pure maple syrup', 'edamame', 'anchovy paste', 'hothouse cucumber', 'cultured buttermilk', 'bulgur', 'cauliflower', 'tomatillos', 'roasted garlic', 'spinach leaves', 'reduced fat mayonnaise', 'white wine vinegar', 'cole slaw mix', 'all purpose potatoes', 'feta cheese', 'frozen edamame beans', 'barbecue sauce', 'orange segments', 'wheat berries', 'diced chicken breast', 'whole wheat bread toasted', 'marinated artichoke hearts', 'ranch dressing', 'orange juice', 'crumbled gorgonzola', 'ground coriander', 'extra virgin olive oil', 'freshly grated parmesan', 'toasted sunflower seeds', 'pickled jalapenos', 'garbanzo beans', 'green leaf lettuce', 'garlic puree', 'sweet pickle relish', 'coarse salt', 'salmon fillets', 'mandarin orange segments', 'peanut butter', 'shredded parmesan cheese', 'olive oil', 'kraft miracle whip dressing', 'large eggs', 'pimentos', 'mint leaves', 'arugula', 'medium potatoes', 'mustard powder', 'blueberry pie filling', 'oregano', 'corn kernels', 'semi pearled farro', 'shaved parmesan cheese', 'fresh spinach leaves', 'purple onion', 'chicken breast halves', 'olive oil spray', 'sliced green onions', 'white pepper', 'fresh asparagus', 'ume plum vinegar', 'iceberg lettuce', 'crispy bacon', 'small yellow onion', 'parsley', 'vanilla yogurt', 'buttermilk', 'slaw mix', 'fresh chives', 'grated lemon zest', 'center cut bacon', 'spices', 'basil', 'golden raisins', 'grated lemon peel', 'aged balsamic vinegar', 'coconut sugar', \"hellmann's light mayonnaise\", 'dill weed', 'small potatoes', 'cream cheese', 'roasted cashews', 'dates', 'fresh cilantro', 'dried leaves oregano', 'wild rice', 'black beans', 'hot water', 'chili flakes', 'seasoning salt', 'oscar mayer bacon', 'light mayonnaise', 'salad oil', 'leaf parsley', 'fruit cocktail', 'fresh basil', 'nonfat yogurt plain', 'red kidney beans', 'beansprouts', 'pudding', 'granulated garlic', 'broccoli florets', 'hot sauce', 'vidalia onion', 'sriracha', 'italian salad dressing', 'elbow macaroni', 'pitas', 'pearl barley', 'roasted red peppers, drained', 'chopped pecans', 'chopped almonds', 'yellow peppers', 'celery ribs', 'shredded cheese', 'caraway seeds', 'butter lettuce', 'yellow onion', 'almond butter', 'granulated white sugar', 'red beets', 'sliced black olives', 'green cabbage', 'rice vinegar', 'serrano chile', 'whipped topping', 'shredded mozzarella cheese', 'imitation crab meat', 'beefsteak tomatoes', 'pearl couscous', 'shredded lettuce', 'macaroni', 'ground cinnamon', 'spanish paprika', 'small curd cottage cheese', 'chopped celery', 'yukon gold potatoes', 'tomatoes', 'frozen sweet corn', 'oil', 'dried minced garlic', 'garlic cloves', 'pomegranate', 'roasted pumpkin seeds', 'sea salt flakes', 'fruit', 'cucumber', 'croissants', 'extra light olive oil', 'napa cabbage', 'ground cumin', 'butter', 'jello', 'sumac', 'mini marshmallows', 'cut up cooked chicken', 'lobster tails', 'udon', 'whole kernel corn', 'vinaigrette', 'sweet cherries', 'fat free yogurt', 'sweet potatoes', 'waxy potatoes', 'parsley flakes', 'kale', 'oscar mayer fully cooked bacon', 'serrano chilies', 'carrot juice', 'spring mix', 'sweet corn', 'light tuna', 'toasted walnuts', 'cilantro', 'green grapes', 'cumin seed', 'raw honey', 'cayenne', \"hellmann's\\xc2\\xae real mayonnaise\", 'frozen strawberries', 'pecorino cheese', 'cherries', 'nectarines', 'cranberries', 'diced celery', 'persimmon', 'cottage cheese', 'mung beans', 'chives', 'hemp seeds', 'ear of corn', 'plum tomatoes', 'grape tomatoes', 'hot pepper', 'white sugar', 'romaine lettuce', 'whipping cream', 'chopped parsley', 'maple syrup', 'red wine vinegar', 'thyme', 'fine sea salt', 'white cabbage', 'turkey breast', 'mild olive oil', 'crusty bread', 'red vinegar white white, wine,', 'fresh mozzarella cheese', 'splenda no calorie sweetener', 'cannellini beans', 'coco', 'chipotles in adobo', 'greek yogurt', 'chioggia', 'fresh corn', 'tortilla chips', 'fresca', 'chopped fresh herbs', 'taco meat', 'bow tie pasta', 'almonds', 'pecan halves', 'black radish', 'pitted kalamata olives', 'boiling potatoes', 'caesar salad dressing', 'ricotta salata', 'fresh herbs', 'kraft shredded sharp cheddar cheese', 'pomegranate juice', 'roasted almonds', 'spring onions', 'grapefruit', 'chopped walnuts', 'toasted sesame seeds', 'sharp cheddar cheese', 'crumbled ricotta salata cheese', 'nonfat plain greek yogurt', 'pepper', 'wheat', 'unsalted sunflower kernels', 'italian seasoning', 'corn', 'onion salt', 'tzatziki sauce', 'water chestnuts', 'white mushrooms', 'balsamic vinegar', 'hearts of palm', 'ground pepper', 'grapeseed oil', 'parmigiano reggiano cheese', 'quinoa', 'rosemary', 'canola oil', 'sherry vinegar', 'shrimp', 'seeds', 'beans', 'culantro', 'green chile', 'onion tops', 'shiitake', 'ground turmeric', 'kraft zesty italian dressing', 'paleo mayonnaise', 'ground allspice', 'ahi', 'celery seed', 'bulgar', 'mushrooms', 'sourdough bread', 'sliced kalamata olives', 'finely chopped fresh parsley', 'brown sugar', 'lettuce leaves', 'goat milk feta', 'warm water', 'cubed turkey', 'wish bone red wine vinaigrett dress', 'vegetables', 'albacore tuna in water', 'blue cheese', 'white tuna in water', 'seedless cucumber', 'cooked quinoa', 'fat drippings', 'dry mustard', 'white onion', 'avocado oil', 'tuna packed in water', 'sugar substitute', 'raisins', 'salad dressing', 'curly kale', 'strawberries', 'coleslaw', 'fresh lime juice', 'baby spinach', 'beet greens', 'red potato', 'wish bone raspberri hazelnut vinaigrett dress', 'baby arugula', 'cheddar cheese', 'pecorino romano cheese', 'freshly ground pepper', 'olives', 'paprika', 'dried mixed herbs', 'black olives', 'diced onions', 'mesclun', 'dill', 'sweet and sour sauce', 'green apples', 'mini cucumbers', 'sunflower seeds', 'vanilla pudding', 'dried chives', 'neutral oil', 'fresh lemon juice', 'fresh lime', 'romaine lettuce hearts', 'cream', 'baguette', 'chopped tomatoes', 'lemon', 'small pasta', 'prepared mustard', 'medium carrot', 'curry powder', 'mayonnaise', 'whipped cream', 'lime juice', 'rotisserie chicken', 'chia seeds', 'mustard', 'table salt', 'seedless red grapes', 'flaxseed oil', 'minced garlic', 'greek feta', 'peas', 'dry pasta', 'herbs', 'gorgonzola', 'peeled shrimp', 'seedless green grape', 'red wine vinaigrette', 'capers', 'ginger root', 'shredded cheddar cheese', 'whole grain mustard', 'radishes', 'soy vay\\xc2\\xae toasted sesame dressing & marinade', \"hellman's light mayonnaise\", 'chopped fresh mint', 'shredded cabbage', 'soy sauce', 'sesame seeds', 'vinaigrette dressing', 'heavy cream', 'toasted slivered almonds', 'english cucumber'])\n"
     ]
    }
   ],
   "source": [
    "# What are some of these ingredients?\n",
    "salad_ing_set = set(salad_ing)\n",
    "print salad_ing_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 629,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'set' object has no attribute 'to_csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-629-614e923cce31>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msalad_ing_set\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'salad_ingredients.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'set' object has no attribute 'to_csv'"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## NLP\n",
    "# 00. Lowercase all text\n",
    "# 0. Deal with punctuation\n",
    "# 1. Tokenize\n",
    "# 2. Remove stop words\n",
    "# 3. Stem/lemm\n",
    "# remove white spaces?\n",
    "# remove sparse terms?"
   ]
  },
  {
   "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": 617,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 618,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# salads_df.to_csv('salads_df.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 619,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-619-edffa2b9d273>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id_int'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "df_food_only['id_int'].unique().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 620,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['id_int' 'recipeName' 'attributes'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-620-4ddcaaf9352f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_food_only\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id_int'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ingredients'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'recipeName'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'attributes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2051\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\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[1;32m   2052\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2053\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2054\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2055\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2095\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2096\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2097\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2098\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2099\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/m/anaconda2/envs/ipykernel_py2/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m   1228\u001b[0m                 \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1229\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\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;32m-> 1230\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'%s not in index'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mobjarr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\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   1231\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1232\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['id_int' 'recipeName' 'attributes'] not in index\""
     ]
    }
   ],
   "source": [
    "df_food_only = df[['id_int', 'ingredients', 'recipeName', 'attributes']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 621,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-621-d5a43b8a1935>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mingredients\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mingredients\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\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[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "df_food_only.ingredients = df_food_only.ingredients.str.replace('\"', '')\n",
    "df_food_only.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 622,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-622-e0454e758efd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0;31m# print (df_food_only['attributes'].str.replace('course', ''))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0msoup_num\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'attributes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Soups'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# 483 soups\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "# for d in df_food_only['attributes']:\n",
    "    # print (df_food_only['attributes'].str.replace('course', ''))\n",
    "\n",
    "soup_num = df_food_only['attributes'].str.contains('Soups').sum()  # 483 soups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 623,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-623-15d65b4ab0dd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msoup_mask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'attributes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Soups'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "soup_mask = df_food_only['attributes'].str.contains('Soups')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 624,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-624-869cfb0198e9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "df_food_only.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_food_only' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-47-759a09aa0f8d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_food_only\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'attributes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\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      2\u001b[0m \u001b[0msmain\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'{\"course\":[\"Soups\",\"Main Dishes\"]}'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0msmain\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0msonly\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'{\"course\":[\"Soups\"]}'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0msonly\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df_food_only' is not defined"
     ]
    }
   ],
   "source": [
    "df_food_only['attributes'].unique()\n",
    "smain = '{\"course\":[\"Soups\",\"Main Dishes\"]}'\n",
    "print smain\n",
    "sonly = '{\"course\":[\"Soups\"]}'\n",
    "print sonly\n",
    "skid = '{\"course\":[\"Soups\"],\"cuisine\":[\"Kid-Friendly\"]}'\n",
    "print skid\n",
    "stext = 'Soup'\n",
    "\n",
    "# df_food_only['attributes'] = df_food_only['attributes'].replace(smain, stext)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
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