{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy\n",
    "from scipy import stats\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import davies_bouldin_score\n",
    "import seaborn as sns\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from collections import Counter\n",
    "from nltk.corpus import stopwords\n",
    "import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features = ['Category',\n",
    "'Item',\n",
    "'Serving Size',\n",
    "'Calories',\n",
    "'Calories from Fat',\n",
    "'Total Fat',\n",
    "'Saturated Fat',\n",
    "'Trans Fat',\n",
    "'Cholesterol',\n",
    "'Sodium',\n",
    "'Carbohydrates',\n",
    "'Dietary Fiber',\n",
    "'Sugars',\n",
    "'Protein',\n",
    "'Vitamin A (% Daily Value)',\n",
    "'Vitamin C (% Daily Value)',\n",
    "'Calcium (% Daily Value)',\n",
    "'Iron (% Daily Value)']\n",
    "\n",
    "dataset = pd.read_csv('menu.csv',header=0,usecols=features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Item</th>\n",
       "      <th>Serving Size</th>\n",
       "      <th>Calories</th>\n",
       "      <th>Calories from Fat</th>\n",
       "      <th>Total Fat</th>\n",
       "      <th>Saturated Fat</th>\n",
       "      <th>Trans Fat</th>\n",
       "      <th>Cholesterol</th>\n",
       "      <th>Sodium</th>\n",
       "      <th>Carbohydrates</th>\n",
       "      <th>Dietary Fiber</th>\n",
       "      <th>Sugars</th>\n",
       "      <th>Protein</th>\n",
       "      <th>Vitamin A (% Daily Value)</th>\n",
       "      <th>Vitamin C (% Daily Value)</th>\n",
       "      <th>Calcium (% Daily Value)</th>\n",
       "      <th>Iron (% Daily Value)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Egg McMuffin</td>\n",
       "      <td>4.8 oz (136 g)</td>\n",
       "      <td>300</td>\n",
       "      <td>120</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>260</td>\n",
       "      <td>750</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Egg White Delight</td>\n",
       "      <td>4.8 oz (135 g)</td>\n",
       "      <td>250</td>\n",
       "      <td>70</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>770</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin</td>\n",
       "      <td>3.9 oz (111 g)</td>\n",
       "      <td>370</td>\n",
       "      <td>200</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45</td>\n",
       "      <td>780</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin with Egg</td>\n",
       "      <td>5.7 oz (161 g)</td>\n",
       "      <td>450</td>\n",
       "      <td>250</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "      <td>860</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin with Egg Whites</td>\n",
       "      <td>5.7 oz (161 g)</td>\n",
       "      <td>400</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50</td>\n",
       "      <td>880</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Category                              Item    Serving Size  Calories  \\\n",
       "0  Breakfast                      Egg McMuffin  4.8 oz (136 g)       300   \n",
       "1  Breakfast                 Egg White Delight  4.8 oz (135 g)       250   \n",
       "2  Breakfast                  Sausage McMuffin  3.9 oz (111 g)       370   \n",
       "3  Breakfast         Sausage McMuffin with Egg  5.7 oz (161 g)       450   \n",
       "4  Breakfast  Sausage McMuffin with Egg Whites  5.7 oz (161 g)       400   \n",
       "\n",
       "   Calories from Fat  Total Fat  Saturated Fat  Trans Fat  Cholesterol  \\\n",
       "0                120       13.0            5.0        0.0          260   \n",
       "1                 70        8.0            3.0        0.0           25   \n",
       "2                200       23.0            8.0        0.0           45   \n",
       "3                250       28.0           10.0        0.0          285   \n",
       "4                210       23.0            8.0        0.0           50   \n",
       "\n",
       "   Sodium  Carbohydrates  Dietary Fiber  Sugars  Protein  \\\n",
       "0     750             31              4       3       17   \n",
       "1     770             30              4       3       18   \n",
       "2     780             29              4       2       14   \n",
       "3     860             30              4       2       21   \n",
       "4     880             30              4       2       21   \n",
       "\n",
       "   Vitamin A (% Daily Value)  Vitamin C (% Daily Value)  \\\n",
       "0                         10                          0   \n",
       "1                          6                          0   \n",
       "2                          8                          0   \n",
       "3                         15                          0   \n",
       "4                          6                          0   \n",
       "\n",
       "   Calcium (% Daily Value)  Iron (% Daily Value)  \n",
       "0                       25                    15  \n",
       "1                       25                     8  \n",
       "2                       25                    10  \n",
       "3                       30                    15  \n",
       "4                       25                    10  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dataset.drop([\"Category\",\"Item\",\"Serving Size\"],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([ 82,  82, 135]), array([ 1,  2, 12]))\n",
      "Category                                   Chicken & Fish\n",
      "Item                         Chicken McNuggets (40 piece)\n",
      "Serving Size                              22.8 oz (646 g)\n",
      "Calories                                             1880\n",
      "Calories from Fat                                    1060\n",
      "Total Fat                                             118\n",
      "Saturated Fat                                          20\n",
      "Trans Fat                                               1\n",
      "Cholesterol                                           265\n",
      "Sodium                                               3600\n",
      "Carbohydrates                                         118\n",
      "Dietary Fiber                                           6\n",
      "Sugars                                                  1\n",
      "Protein                                                87\n",
      "Vitamin A (% Daily Value)                               0\n",
      "Vitamin C (% Daily Value)                              15\n",
      "Calcium (% Daily Value)                                 8\n",
      "Iron (% Daily Value)                                   25\n",
      "Name: 82, dtype: object\n"
     ]
    }
   ],
   "source": [
    "z = np.abs(stats.zscore(df))\n",
    "print(np.where(z > 7))\n",
    "\n",
    "print(dataset.iloc[82])\n",
    "dataset = dataset.drop([82],axis=0)\n",
    "df = df.drop([82],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Calories</th>\n",
       "      <th>Calories from Fat</th>\n",
       "      <th>Total Fat</th>\n",
       "      <th>Saturated Fat</th>\n",
       "      <th>Trans Fat</th>\n",
       "      <th>Cholesterol</th>\n",
       "      <th>Sodium</th>\n",
       "      <th>Carbohydrates</th>\n",
       "      <th>Dietary Fiber</th>\n",
       "      <th>Sugars</th>\n",
       "      <th>Protein</th>\n",
       "      <th>Vitamin A (% Daily Value)</th>\n",
       "      <th>Vitamin C (% Daily Value)</th>\n",
       "      <th>Calcium (% Daily Value)</th>\n",
       "      <th>Iron (% Daily Value)</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.281865</td>\n",
       "      <td>-0.030612</td>\n",
       "      <td>-0.060316</td>\n",
       "      <td>-0.181297</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>2.381337</td>\n",
       "      <td>0.488727</td>\n",
       "      <td>-0.574834</td>\n",
       "      <td>1.542477</td>\n",
       "      <td>-0.925115</td>\n",
       "      <td>0.376316</td>\n",
       "      <td>-0.142577</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>0.845334</td>\n",
       "      <td>Breakfast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.507601</td>\n",
       "      <td>-0.468647</td>\n",
       "      <td>-0.454811</td>\n",
       "      <td>-0.561506</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>-0.336969</td>\n",
       "      <td>0.525441</td>\n",
       "      <td>-0.610597</td>\n",
       "      <td>1.542477</td>\n",
       "      <td>-0.925115</td>\n",
       "      <td>0.471683</td>\n",
       "      <td>-0.306517</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>0.038283</td>\n",
       "      <td>Breakfast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.034165</td>\n",
       "      <td>0.670245</td>\n",
       "      <td>0.728672</td>\n",
       "      <td>0.389017</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>-0.105624</td>\n",
       "      <td>0.543798</td>\n",
       "      <td>-0.646360</td>\n",
       "      <td>1.542477</td>\n",
       "      <td>-0.959981</td>\n",
       "      <td>0.090213</td>\n",
       "      <td>-0.224547</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>0.268869</td>\n",
       "      <td>Breakfast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.395343</td>\n",
       "      <td>1.108280</td>\n",
       "      <td>1.123166</td>\n",
       "      <td>0.769227</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>2.670519</td>\n",
       "      <td>0.690654</td>\n",
       "      <td>-0.610597</td>\n",
       "      <td>1.542477</td>\n",
       "      <td>-0.959981</td>\n",
       "      <td>0.757787</td>\n",
       "      <td>0.062348</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.527005</td>\n",
       "      <td>0.845334</td>\n",
       "      <td>Breakfast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.169607</td>\n",
       "      <td>0.757852</td>\n",
       "      <td>0.728672</td>\n",
       "      <td>0.389017</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>-0.047788</td>\n",
       "      <td>0.727368</td>\n",
       "      <td>-0.610597</td>\n",
       "      <td>1.542477</td>\n",
       "      <td>-0.959981</td>\n",
       "      <td>0.757787</td>\n",
       "      <td>-0.306517</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>0.268869</td>\n",
       "      <td>Breakfast</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Calories  Calories from Fat  Total Fat  Saturated Fat  Trans Fat  \\\n",
       "0 -0.281865          -0.030612  -0.060316      -0.181297  -0.470098   \n",
       "1 -0.507601          -0.468647  -0.454811      -0.561506  -0.470098   \n",
       "2  0.034165           0.670245   0.728672       0.389017  -0.470098   \n",
       "3  0.395343           1.108280   1.123166       0.769227  -0.470098   \n",
       "4  0.169607           0.757852   0.728672       0.389017  -0.470098   \n",
       "\n",
       "   Cholesterol    Sodium  Carbohydrates  Dietary Fiber    Sugars   Protein  \\\n",
       "0     2.381337  0.488727      -0.574834       1.542477 -0.925115  0.376316   \n",
       "1    -0.336969  0.525441      -0.610597       1.542477 -0.925115  0.471683   \n",
       "2    -0.105624  0.543798      -0.646360       1.542477 -0.959981  0.090213   \n",
       "3     2.670519  0.690654      -0.610597       1.542477 -0.959981  0.757787   \n",
       "4    -0.047788  0.727368      -0.610597       1.542477 -0.959981  0.757787   \n",
       "\n",
       "   Vitamin A (% Daily Value)  Vitamin C (% Daily Value)  \\\n",
       "0                  -0.142577                  -0.322415   \n",
       "1                  -0.306517                  -0.322415   \n",
       "2                  -0.224547                  -0.322415   \n",
       "3                   0.062348                  -0.322415   \n",
       "4                  -0.306517                  -0.322415   \n",
       "\n",
       "   Calcium (% Daily Value)  Iron (% Daily Value)   Category  \n",
       "0                 0.233469              0.845334  Breakfast  \n",
       "1                 0.233469              0.038283  Breakfast  \n",
       "2                 0.233469              0.268869  Breakfast  \n",
       "3                 0.527005              0.845334  Breakfast  \n",
       "4                 0.233469              0.268869  Breakfast  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalized_df=(df-df.mean())/df.std()\n",
    "normalized_df[\"Category\"] = dataset[[\"Category\"]]\n",
    "normalized_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "259"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f600524f4e0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = df.corr()\n",
    "sns.heatmap(corr,linewidths=.5, cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f600316bda0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 873.35x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotData = normalized_df[[\"Category\",\"Calories\",\"Total Fat\",\"Carbohydrates\",\"Protein\"]]\n",
    "\n",
    "sns.set(style=\"ticks\")\n",
    "sns.pairplot(plotData, hue=\"Category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = dataset[\"Total Fat\"]\n",
    "y = dataset[\"Carbohydrates\"]\n",
    "z = dataset[\"Protein\"]\n",
    "c = dataset[\"Calories\"]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.scatter(x, y, z, c=c, cmap='viridis', linewidth=0.5);\n",
    "\n",
    "ax.view_init(25,55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f60029d1828>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 873.35x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotData = normalized_df[[\"Category\",\"Calories\",\"Cholesterol\",\"Sodium\",\"Sugars\"]]\n",
    "\n",
    "sns.set(style=\"ticks\")\n",
    "sns.pairplot(plotData, hue=\"Category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = dataset[\"Cholesterol\"]\n",
    "y = dataset[\"Sodium\"]\n",
    "z = dataset[\"Sugars\"]\n",
    "c = dataset[\"Calories\"]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.scatter(x, y, z, c=c, cmap='viridis', linewidth=0.5);\n",
    "\n",
    "ax.view_init(25,70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: invalid value encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n",
      "/home/adam/.local/lib/python3.7/site-packages/sklearn/metrics/cluster/unsupervised.py:342: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  score = (intra_dists[:, None] + intra_dists) / centroid_distances\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.5049080375531603,\n",
       " 0.7119836969199111,\n",
       " 0.7948672957175776,\n",
       " 0.6875017452313921,\n",
       " 0.7471688293648517,\n",
       " 0.8004439020548009,\n",
       " 0.8456648391141388,\n",
       " 0.8551351151369286,\n",
       " 0.8758372445617372,\n",
       " 0.860844717359679,\n",
       " 0.8133113914631832,\n",
       " 0.8442599641151366,\n",
       " 0.8883714867016513,\n",
       " 0.8650423460864235,\n",
       " 0.9050236711697273,\n",
       " 0.8853383144007435,\n",
       " 0.8505738885779925,\n",
       " 0.8743270495979744,\n",
       " 0.8699230945528857]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points = dataset.drop(['Category','Item','Serving Size'],axis=1)\n",
    "points\n",
    "\n",
    "dbScoreList = []\n",
    "\n",
    "for i in range(2,21):\n",
    "    clusterCount = i\n",
    "    kmeans = KMeans(n_clusters=i)\n",
    "    clusters = kmeans.fit_predict(points)\n",
    "\n",
    "    dbScore = davies_bouldin_score(points,clusters)\n",
    "    dbScoreList.append(dbScore)\n",
    "\n",
    "\n",
    "clusterList = list(clusters)\n",
    "dbScoreList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2,\n",
       "       1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 2, 2, 3, 0, 3, 3, 2, 2,\n",
       "       1, 2, 2, 1, 3, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2,\n",
       "       2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 3, 0, 2, 1, 0, 3, 2, 2, 3, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3,\n",
       "       3, 0, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 0, 0, 3, 3, 0, 3, 0, 0, 3, 3, 0, 0, 0, 0, 3, 3, 0, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 0, 3, 3, 0, 3,\n",
       "       3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusterCount = 4\n",
    "kmeans = KMeans(n_clusters=4)\n",
    "clusters = kmeans.fit_predict(points)\n",
    "clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Item</th>\n",
       "      <th>Serving Size</th>\n",
       "      <th>Calories</th>\n",
       "      <th>Calories from Fat</th>\n",
       "      <th>Total Fat</th>\n",
       "      <th>Saturated Fat</th>\n",
       "      <th>Trans Fat</th>\n",
       "      <th>Cholesterol</th>\n",
       "      <th>Sodium</th>\n",
       "      <th>Carbohydrates</th>\n",
       "      <th>Dietary Fiber</th>\n",
       "      <th>Sugars</th>\n",
       "      <th>Protein</th>\n",
       "      <th>Vitamin A (% Daily Value)</th>\n",
       "      <th>Vitamin C (% Daily Value)</th>\n",
       "      <th>Calcium (% Daily Value)</th>\n",
       "      <th>Iron (% Daily Value)</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Egg McMuffin</td>\n",
       "      <td>4.8 oz (136 g)</td>\n",
       "      <td>300</td>\n",
       "      <td>120</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>260</td>\n",
       "      <td>750</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Egg White Delight</td>\n",
       "      <td>4.8 oz (135 g)</td>\n",
       "      <td>250</td>\n",
       "      <td>70</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>770</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin</td>\n",
       "      <td>3.9 oz (111 g)</td>\n",
       "      <td>370</td>\n",
       "      <td>200</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45</td>\n",
       "      <td>780</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin with Egg</td>\n",
       "      <td>5.7 oz (161 g)</td>\n",
       "      <td>450</td>\n",
       "      <td>250</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "      <td>860</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McMuffin with Egg Whites</td>\n",
       "      <td>5.7 oz (161 g)</td>\n",
       "      <td>400</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50</td>\n",
       "      <td>880</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Steak &amp; Egg McMuffin</td>\n",
       "      <td>6.5 oz (185 g)</td>\n",
       "      <td>430</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>300</td>\n",
       "      <td>960</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Biscuit (Regular Biscuit)</td>\n",
       "      <td>5.3 oz (150 g)</td>\n",
       "      <td>460</td>\n",
       "      <td>230</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1300</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Biscuit (Large Biscuit)</td>\n",
       "      <td>5.8 oz (164 g)</td>\n",
       "      <td>520</td>\n",
       "      <td>270</td>\n",
       "      <td>30.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1410</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Biscuit with Egg Whites (R...</td>\n",
       "      <td>5.4 oz (153 g)</td>\n",
       "      <td>410</td>\n",
       "      <td>180</td>\n",
       "      <td>20.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1300</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Biscuit with Egg Whites (L...</td>\n",
       "      <td>5.9 oz (167 g)</td>\n",
       "      <td>470</td>\n",
       "      <td>220</td>\n",
       "      <td>25.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1420</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit (Regular Biscuit)</td>\n",
       "      <td>4.1 oz (117 g)</td>\n",
       "      <td>430</td>\n",
       "      <td>240</td>\n",
       "      <td>27.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1080</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit (Large Biscuit)</td>\n",
       "      <td>4.6 oz (131 g)</td>\n",
       "      <td>480</td>\n",
       "      <td>280</td>\n",
       "      <td>31.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1190</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit with Egg (Regular Biscuit)</td>\n",
       "      <td>5.7 oz (163 g)</td>\n",
       "      <td>510</td>\n",
       "      <td>290</td>\n",
       "      <td>33.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1170</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit with Egg (Large Biscuit)</td>\n",
       "      <td>6.2 oz (177 g)</td>\n",
       "      <td>570</td>\n",
       "      <td>330</td>\n",
       "      <td>37.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1280</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit with Egg Whites (Regular Biscuit)</td>\n",
       "      <td>5.9 oz (167 g)</td>\n",
       "      <td>460</td>\n",
       "      <td>250</td>\n",
       "      <td>27.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1180</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage Biscuit with Egg Whites (Large Biscuit)</td>\n",
       "      <td>6.4 oz (181 g)</td>\n",
       "      <td>520</td>\n",
       "      <td>280</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1290</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Southern Style Chicken Biscuit (Regular Biscuit)</td>\n",
       "      <td>5 oz (143 g)</td>\n",
       "      <td>410</td>\n",
       "      <td>180</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1180</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Southern Style Chicken Biscuit (Large Biscuit)</td>\n",
       "      <td>5.5 oz (157 g)</td>\n",
       "      <td>470</td>\n",
       "      <td>220</td>\n",
       "      <td>24.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1290</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Steak &amp; Egg Biscuit (Regular Biscuit)</td>\n",
       "      <td>7.1 oz (201 g)</td>\n",
       "      <td>540</td>\n",
       "      <td>290</td>\n",
       "      <td>32.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>280</td>\n",
       "      <td>1470</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese McGriddles</td>\n",
       "      <td>6.1 oz (174 g)</td>\n",
       "      <td>460</td>\n",
       "      <td>190</td>\n",
       "      <td>21.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1250</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese McGriddles with Egg Whites</td>\n",
       "      <td>6.3 oz (178 g)</td>\n",
       "      <td>400</td>\n",
       "      <td>140</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1250</td>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage McGriddles</td>\n",
       "      <td>5 oz (141 g)</td>\n",
       "      <td>420</td>\n",
       "      <td>200</td>\n",
       "      <td>22.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1030</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage, Egg &amp; Cheese McGriddles</td>\n",
       "      <td>7.1 oz (201 g)</td>\n",
       "      <td>550</td>\n",
       "      <td>280</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>265</td>\n",
       "      <td>1320</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Sausage, Egg &amp; Cheese McGriddles with Egg Whites</td>\n",
       "      <td>7.2 oz (205 g)</td>\n",
       "      <td>500</td>\n",
       "      <td>230</td>\n",
       "      <td>26.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50</td>\n",
       "      <td>1320</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Bagel</td>\n",
       "      <td>6.9 oz (197 g)</td>\n",
       "      <td>620</td>\n",
       "      <td>280</td>\n",
       "      <td>31.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>275</td>\n",
       "      <td>1480</td>\n",
       "      <td>57</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Bacon, Egg &amp; Cheese Bagel with Egg Whites</td>\n",
       "      <td>7.1 oz (201 g)</td>\n",
       "      <td>570</td>\n",
       "      <td>230</td>\n",
       "      <td>25.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>60</td>\n",
       "      <td>1480</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Steak, Egg &amp; Cheese Bagel</td>\n",
       "      <td>8.5 oz (241 g)</td>\n",
       "      <td>670</td>\n",
       "      <td>310</td>\n",
       "      <td>35.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>295</td>\n",
       "      <td>1510</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Big Breakfast (Regular Biscuit)</td>\n",
       "      <td>9.5 oz (269 g)</td>\n",
       "      <td>740</td>\n",
       "      <td>430</td>\n",
       "      <td>48.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>555</td>\n",
       "      <td>1560</td>\n",
       "      <td>51</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Big Breakfast (Large Biscuit)</td>\n",
       "      <td>10 oz (283 g)</td>\n",
       "      <td>800</td>\n",
       "      <td>470</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>555</td>\n",
       "      <td>1680</td>\n",
       "      <td>56</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>Big Breakfast with Egg Whites (Regular Biscuit)</td>\n",
       "      <td>9.6 oz (272 g)</td>\n",
       "      <td>640</td>\n",
       "      <td>330</td>\n",
       "      <td>37.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1590</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Coffee &amp; Tea</td>\n",
       "      <td>Frappé Chocolate Chip (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>630</td>\n",
       "      <td>240</td>\n",
       "      <td>26.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Coffee &amp; Tea</td>\n",
       "      <td>Frappé Chocolate Chip (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>760</td>\n",
       "      <td>280</td>\n",
       "      <td>31.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>95</td>\n",
       "      <td>200</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Blueberry Pomegranate Smoothie (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>220</td>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Blueberry Pomegranate Smoothie (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>260</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Blueberry Pomegranate Smoothie (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>340</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>65</td>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
       "      <td>70</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Banana Smoothie (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>210</td>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Banana Smoothie (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>250</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>58</td>\n",
       "      <td>3</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Banana Smoothie (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>330</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>74</td>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Mango Pineapple Smoothie (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>210</td>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Mango Pineapple Smoothie (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>260</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Mango Pineapple Smoothie (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>340</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>78</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "      <td>4</td>\n",
       "      <td>50</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Vanilla Shake (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>530</td>\n",
       "      <td>140</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>160</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Vanilla Shake (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>660</td>\n",
       "      <td>170</td>\n",
       "      <td>19.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75</td>\n",
       "      <td>200</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>14</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Vanilla Shake (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>820</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90</td>\n",
       "      <td>260</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Shake (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>550</td>\n",
       "      <td>150</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>160</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Shake (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>690</td>\n",
       "      <td>180</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75</td>\n",
       "      <td>210</td>\n",
       "      <td>114</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Strawberry Shake (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>850</td>\n",
       "      <td>210</td>\n",
       "      <td>24.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90</td>\n",
       "      <td>260</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>123</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Chocolate Shake (Small)</td>\n",
       "      <td>12 fl oz cup</td>\n",
       "      <td>560</td>\n",
       "      <td>150</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>240</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Chocolate Shake (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>700</td>\n",
       "      <td>180</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75</td>\n",
       "      <td>300</td>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Chocolate Shake (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>850</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>85</td>\n",
       "      <td>380</td>\n",
       "      <td>141</td>\n",
       "      <td>2</td>\n",
       "      <td>120</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Shamrock Shake (Medium)</td>\n",
       "      <td>16 fl oz cup</td>\n",
       "      <td>660</td>\n",
       "      <td>170</td>\n",
       "      <td>19.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75</td>\n",
       "      <td>210</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>14</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>Shamrock Shake (Large)</td>\n",
       "      <td>22 fl oz cup</td>\n",
       "      <td>820</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90</td>\n",
       "      <td>260</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>115</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with M&amp;M’s Candies (Small)</td>\n",
       "      <td>10.9 oz (310 g)</td>\n",
       "      <td>650</td>\n",
       "      <td>210</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>50</td>\n",
       "      <td>180</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with M&amp;M’s Candies (Medium)</td>\n",
       "      <td>16.2 oz (460 g)</td>\n",
       "      <td>930</td>\n",
       "      <td>290</td>\n",
       "      <td>33.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75</td>\n",
       "      <td>260</td>\n",
       "      <td>139</td>\n",
       "      <td>2</td>\n",
       "      <td>128</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with M&amp;M’s Candies (Snack)</td>\n",
       "      <td>7.3 oz (207 g)</td>\n",
       "      <td>430</td>\n",
       "      <td>140</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35</td>\n",
       "      <td>120</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with Oreo Cookies (Small)</td>\n",
       "      <td>10.1 oz (285 g)</td>\n",
       "      <td>510</td>\n",
       "      <td>150</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>45</td>\n",
       "      <td>280</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with Oreo Cookies (Medium)</td>\n",
       "      <td>13.4 oz (381 g)</td>\n",
       "      <td>690</td>\n",
       "      <td>200</td>\n",
       "      <td>23.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55</td>\n",
       "      <td>380</td>\n",
       "      <td>106</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with Oreo Cookies (Snack)</td>\n",
       "      <td>6.7 oz (190 g)</td>\n",
       "      <td>340</td>\n",
       "      <td>100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>190</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with Reese's Peanut Butter Cups (Medium)</td>\n",
       "      <td>14.2 oz (403 g)</td>\n",
       "      <td>810</td>\n",
       "      <td>290</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>400</td>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>103</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Smoothies &amp; Shakes</td>\n",
       "      <td>McFlurry with Reese's Peanut Butter Cups (Snack)</td>\n",
       "      <td>7.1 oz (202 g)</td>\n",
       "      <td>410</td>\n",
       "      <td>150</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>200</td>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>259 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Category                                               Item  \\\n",
       "0             Breakfast                                       Egg McMuffin   \n",
       "1             Breakfast                                  Egg White Delight   \n",
       "2             Breakfast                                   Sausage McMuffin   \n",
       "3             Breakfast                          Sausage McMuffin with Egg   \n",
       "4             Breakfast                   Sausage McMuffin with Egg Whites   \n",
       "5             Breakfast                               Steak & Egg McMuffin   \n",
       "6             Breakfast      Bacon, Egg & Cheese Biscuit (Regular Biscuit)   \n",
       "7             Breakfast        Bacon, Egg & Cheese Biscuit (Large Biscuit)   \n",
       "8             Breakfast  Bacon, Egg & Cheese Biscuit with Egg Whites (R...   \n",
       "9             Breakfast  Bacon, Egg & Cheese Biscuit with Egg Whites (L...   \n",
       "10            Breakfast                  Sausage Biscuit (Regular Biscuit)   \n",
       "11            Breakfast                    Sausage Biscuit (Large Biscuit)   \n",
       "12            Breakfast         Sausage Biscuit with Egg (Regular Biscuit)   \n",
       "13            Breakfast           Sausage Biscuit with Egg (Large Biscuit)   \n",
       "14            Breakfast  Sausage Biscuit with Egg Whites (Regular Biscuit)   \n",
       "15            Breakfast    Sausage Biscuit with Egg Whites (Large Biscuit)   \n",
       "16            Breakfast   Southern Style Chicken Biscuit (Regular Biscuit)   \n",
       "17            Breakfast     Southern Style Chicken Biscuit (Large Biscuit)   \n",
       "18            Breakfast              Steak & Egg Biscuit (Regular Biscuit)   \n",
       "19            Breakfast                     Bacon, Egg & Cheese McGriddles   \n",
       "20            Breakfast     Bacon, Egg & Cheese McGriddles with Egg Whites   \n",
       "21            Breakfast                                 Sausage McGriddles   \n",
       "22            Breakfast                   Sausage, Egg & Cheese McGriddles   \n",
       "23            Breakfast   Sausage, Egg & Cheese McGriddles with Egg Whites   \n",
       "24            Breakfast                          Bacon, Egg & Cheese Bagel   \n",
       "25            Breakfast          Bacon, Egg & Cheese Bagel with Egg Whites   \n",
       "26            Breakfast                          Steak, Egg & Cheese Bagel   \n",
       "27            Breakfast                    Big Breakfast (Regular Biscuit)   \n",
       "28            Breakfast                      Big Breakfast (Large Biscuit)   \n",
       "29            Breakfast    Big Breakfast with Egg Whites (Regular Biscuit)   \n",
       "..                  ...                                                ...   \n",
       "230        Coffee & Tea                     Frappé Chocolate Chip (Medium)   \n",
       "231        Coffee & Tea                      Frappé Chocolate Chip (Large)   \n",
       "232  Smoothies & Shakes             Blueberry Pomegranate Smoothie (Small)   \n",
       "233  Smoothies & Shakes            Blueberry Pomegranate Smoothie (Medium)   \n",
       "234  Smoothies & Shakes             Blueberry Pomegranate Smoothie (Large)   \n",
       "235  Smoothies & Shakes                 Strawberry Banana Smoothie (Small)   \n",
       "236  Smoothies & Shakes                Strawberry Banana Smoothie (Medium)   \n",
       "237  Smoothies & Shakes                 Strawberry Banana Smoothie (Large)   \n",
       "238  Smoothies & Shakes                   Mango Pineapple Smoothie (Small)   \n",
       "239  Smoothies & Shakes                  Mango Pineapple Smoothie (Medium)   \n",
       "240  Smoothies & Shakes                   Mango Pineapple Smoothie (Large)   \n",
       "241  Smoothies & Shakes                              Vanilla Shake (Small)   \n",
       "242  Smoothies & Shakes                             Vanilla Shake (Medium)   \n",
       "243  Smoothies & Shakes                              Vanilla Shake (Large)   \n",
       "244  Smoothies & Shakes                           Strawberry Shake (Small)   \n",
       "245  Smoothies & Shakes                          Strawberry Shake (Medium)   \n",
       "246  Smoothies & Shakes                           Strawberry Shake (Large)   \n",
       "247  Smoothies & Shakes                            Chocolate Shake (Small)   \n",
       "248  Smoothies & Shakes                           Chocolate Shake (Medium)   \n",
       "249  Smoothies & Shakes                            Chocolate Shake (Large)   \n",
       "250  Smoothies & Shakes                            Shamrock Shake (Medium)   \n",
       "251  Smoothies & Shakes                             Shamrock Shake (Large)   \n",
       "252  Smoothies & Shakes                McFlurry with M&M’s Candies (Small)   \n",
       "253  Smoothies & Shakes               McFlurry with M&M’s Candies (Medium)   \n",
       "254  Smoothies & Shakes                McFlurry with M&M’s Candies (Snack)   \n",
       "255  Smoothies & Shakes                 McFlurry with Oreo Cookies (Small)   \n",
       "256  Smoothies & Shakes                McFlurry with Oreo Cookies (Medium)   \n",
       "257  Smoothies & Shakes                 McFlurry with Oreo Cookies (Snack)   \n",
       "258  Smoothies & Shakes  McFlurry with Reese's Peanut Butter Cups (Medium)   \n",
       "259  Smoothies & Shakes   McFlurry with Reese's Peanut Butter Cups (Snack)   \n",
       "\n",
       "        Serving Size  Calories  Calories from Fat  Total Fat  Saturated Fat  \\\n",
       "0     4.8 oz (136 g)       300                120       13.0            5.0   \n",
       "1     4.8 oz (135 g)       250                 70        8.0            3.0   \n",
       "2     3.9 oz (111 g)       370                200       23.0            8.0   \n",
       "3     5.7 oz (161 g)       450                250       28.0           10.0   \n",
       "4     5.7 oz (161 g)       400                210       23.0            8.0   \n",
       "5     6.5 oz (185 g)       430                210       23.0            9.0   \n",
       "6     5.3 oz (150 g)       460                230       26.0           13.0   \n",
       "7     5.8 oz (164 g)       520                270       30.0           14.0   \n",
       "8     5.4 oz (153 g)       410                180       20.0           11.0   \n",
       "9     5.9 oz (167 g)       470                220       25.0           12.0   \n",
       "10    4.1 oz (117 g)       430                240       27.0           12.0   \n",
       "11    4.6 oz (131 g)       480                280       31.0           13.0   \n",
       "12    5.7 oz (163 g)       510                290       33.0           14.0   \n",
       "13    6.2 oz (177 g)       570                330       37.0           15.0   \n",
       "14    5.9 oz (167 g)       460                250       27.0           12.0   \n",
       "15    6.4 oz (181 g)       520                280       32.0           13.0   \n",
       "16      5 oz (143 g)       410                180       20.0            8.0   \n",
       "17    5.5 oz (157 g)       470                220       24.0            9.0   \n",
       "18    7.1 oz (201 g)       540                290       32.0           16.0   \n",
       "19    6.1 oz (174 g)       460                190       21.0            9.0   \n",
       "20    6.3 oz (178 g)       400                140       15.0            7.0   \n",
       "21      5 oz (141 g)       420                200       22.0            8.0   \n",
       "22    7.1 oz (201 g)       550                280       31.0           12.0   \n",
       "23    7.2 oz (205 g)       500                230       26.0           10.0   \n",
       "24    6.9 oz (197 g)       620                280       31.0           11.0   \n",
       "25    7.1 oz (201 g)       570                230       25.0            9.0   \n",
       "26    8.5 oz (241 g)       670                310       35.0           13.0   \n",
       "27    9.5 oz (269 g)       740                430       48.0           17.0   \n",
       "28     10 oz (283 g)       800                470       52.0           18.0   \n",
       "29    9.6 oz (272 g)       640                330       37.0           14.0   \n",
       "..               ...       ...                ...        ...            ...   \n",
       "230     16 fl oz cup       630                240       26.0           17.0   \n",
       "231     22 fl oz cup       760                280       31.0           20.0   \n",
       "232     12 fl oz cup       220                  5        0.5            0.0   \n",
       "233     16 fl oz cup       260                  5        1.0            0.0   \n",
       "234     22 fl oz cup       340                 10        1.0            0.5   \n",
       "235     12 fl oz cup       210                  5        0.5            0.0   \n",
       "236     16 fl oz cup       250                  5        1.0            0.0   \n",
       "237     22 fl oz cup       330                 10        1.0            0.5   \n",
       "238     12 fl oz cup       210                  5        0.5            0.0   \n",
       "239     16 fl oz cup       260                 10        1.0            0.0   \n",
       "240     22 fl oz cup       340                 10        1.0            0.5   \n",
       "241     12 fl oz cup       530                140       15.0           10.0   \n",
       "242     16 fl oz cup       660                170       19.0           12.0   \n",
       "243     22 fl oz cup       820                210       23.0           15.0   \n",
       "244     12 fl oz cup       550                150       16.0           10.0   \n",
       "245     16 fl oz cup       690                180       20.0           13.0   \n",
       "246     22 fl oz cup       850                210       24.0           15.0   \n",
       "247     12 fl oz cup       560                150       16.0           10.0   \n",
       "248     16 fl oz cup       700                180       20.0           12.0   \n",
       "249     22 fl oz cup       850                210       23.0           15.0   \n",
       "250     16 fl oz cup       660                170       19.0           12.0   \n",
       "251     22 fl oz cup       820                210       23.0           15.0   \n",
       "252  10.9 oz (310 g)       650                210       23.0           14.0   \n",
       "253  16.2 oz (460 g)       930                290       33.0           20.0   \n",
       "254   7.3 oz (207 g)       430                140       15.0           10.0   \n",
       "255  10.1 oz (285 g)       510                150       17.0            9.0   \n",
       "256  13.4 oz (381 g)       690                200       23.0           12.0   \n",
       "257   6.7 oz (190 g)       340                100       11.0            6.0   \n",
       "258  14.2 oz (403 g)       810                290       32.0           15.0   \n",
       "259   7.1 oz (202 g)       410                150       16.0            8.0   \n",
       "\n",
       "     Trans Fat  Cholesterol  Sodium  Carbohydrates  Dietary Fiber  Sugars  \\\n",
       "0          0.0          260     750             31              4       3   \n",
       "1          0.0           25     770             30              4       3   \n",
       "2          0.0           45     780             29              4       2   \n",
       "3          0.0          285     860             30              4       2   \n",
       "4          0.0           50     880             30              4       2   \n",
       "5          1.0          300     960             31              4       3   \n",
       "6          0.0          250    1300             38              2       3   \n",
       "7          0.0          250    1410             43              3       4   \n",
       "8          0.0           35    1300             36              2       3   \n",
       "9          0.0           35    1420             42              3       4   \n",
       "10         0.0           30    1080             34              2       2   \n",
       "11         0.0           30    1190             39              3       3   \n",
       "12         0.0          250    1170             36              2       2   \n",
       "13         0.0          250    1280             42              3       3   \n",
       "14         0.0           35    1180             34              2       3   \n",
       "15         0.0           35    1290             40              3       3   \n",
       "16         0.0           30    1180             41              2       3   \n",
       "17         0.0           30    1290             46              3       4   \n",
       "18         1.0          280    1470             38              2       3   \n",
       "19         0.0          250    1250             48              2      15   \n",
       "20         0.0           35    1250             47              2      16   \n",
       "21         0.0           35    1030             44              2      15   \n",
       "22         0.0          265    1320             48              2      15   \n",
       "23         0.0           50    1320             46              2      15   \n",
       "24         0.5          275    1480             57              3       7   \n",
       "25         0.5           60    1480             55              3       8   \n",
       "26         1.5          295    1510             56              3       7   \n",
       "27         0.0          555    1560             51              3       3   \n",
       "28         0.0          555    1680             56              4       3   \n",
       "29         0.0           35    1590             50              3       3   \n",
       "..         ...          ...     ...            ...            ...     ...   \n",
       "230        1.0           80     160             91              1      81   \n",
       "231        1.5           95     200            111              1      99   \n",
       "232        0.0            5      40             50              3      44   \n",
       "233        0.0            5      50             62              4      54   \n",
       "234        0.0            5      65             79              5      70   \n",
       "235        0.0            5      50             47              3      44   \n",
       "236        0.0            5      60             58              3      54   \n",
       "237        0.0            5      80             74              4      70   \n",
       "238        0.0            5      40             50              1      46   \n",
       "239        0.0            5      45             61              1      56   \n",
       "240        0.0            5      60             78              2      72   \n",
       "241        1.0           60     160             86              0      63   \n",
       "242        1.0           75     200            109              0      81   \n",
       "243        1.0           90     260            135              0     101   \n",
       "244        1.0           60     160             90              0      79   \n",
       "245        1.0           75     210            114              0     100   \n",
       "246        1.0           90     260            140              0     123   \n",
       "247        1.0           60     240             91              1      77   \n",
       "248        1.0           75     300            114              2      97   \n",
       "249        1.0           85     380            141              2     120   \n",
       "250        1.0           75     210            109              0      93   \n",
       "251        1.0           90     260            135              0     115   \n",
       "252        0.5           50     180             96              1      89   \n",
       "253        1.0           75     260            139              2     128   \n",
       "254        0.0           35     120             64              1      59   \n",
       "255        0.5           45     280             80              1      64   \n",
       "256        1.0           55     380            106              1      85   \n",
       "257        0.0           30     190             53              1      43   \n",
       "258        1.0           60     400            114              2     103   \n",
       "259        0.0           30     200             57              1      51   \n",
       "\n",
       "     Protein  Vitamin A (% Daily Value)  Vitamin C (% Daily Value)  \\\n",
       "0         17                         10                          0   \n",
       "1         18                          6                          0   \n",
       "2         14                          8                          0   \n",
       "3         21                         15                          0   \n",
       "4         21                          6                          0   \n",
       "5         26                         15                          2   \n",
       "6         19                         10                          8   \n",
       "7         19                         15                          8   \n",
       "8         20                          2                          8   \n",
       "9         20                          6                          8   \n",
       "10        11                          0                          0   \n",
       "11        11                          4                          0   \n",
       "12        18                          6                          0   \n",
       "13        18                         10                          0   \n",
       "14        18                          0                          0   \n",
       "15        18                          4                          0   \n",
       "16        17                          0                          2   \n",
       "17        17                          4                          2   \n",
       "18        25                         10                          2   \n",
       "19        19                         10                         10   \n",
       "20        20                          2                         10   \n",
       "21        11                          0                          0   \n",
       "22        20                         10                          0   \n",
       "23        21                          2                          0   \n",
       "24        30                         20                         15   \n",
       "25        30                         10                         15   \n",
       "26        33                         20                          4   \n",
       "27        28                         15                          2   \n",
       "28        28                         15                          2   \n",
       "29        26                          0                          2   \n",
       "..       ...                        ...                        ...   \n",
       "230        9                         15                          0   \n",
       "231       12                         20                          0   \n",
       "232        2                          0                          2   \n",
       "233        3                          0                          4   \n",
       "234        4                          0                          4   \n",
       "235        3                          0                         30   \n",
       "236        4                          0                         35   \n",
       "237        5                          0                         45   \n",
       "238        2                         30                         20   \n",
       "239        3                         40                         25   \n",
       "240        4                         50                         30   \n",
       "241       11                         20                          0   \n",
       "242       14                         25                          0   \n",
       "243       18                         30                          0   \n",
       "244       12                         20                          0   \n",
       "245       15                         25                          0   \n",
       "246       18                         30                          0   \n",
       "247       12                         20                          0   \n",
       "248       15                         25                          0   \n",
       "249       19                         30                          0   \n",
       "250       14                         25                          0   \n",
       "251       18                         30                          0   \n",
       "252       13                         15                          0   \n",
       "253       20                         25                          0   \n",
       "254        9                         10                          0   \n",
       "255       12                         15                          0   \n",
       "256       15                         20                          0   \n",
       "257        8                         10                          0   \n",
       "258       21                         20                          0   \n",
       "259       10                         10                          0   \n",
       "\n",
       "     Calcium (% Daily Value)  Iron (% Daily Value)  Cluster  \n",
       "0                         25                    15        2  \n",
       "1                         25                     8        2  \n",
       "2                         25                    10        2  \n",
       "3                         30                    15        2  \n",
       "4                         25                    10        2  \n",
       "5                         30                    20        2  \n",
       "6                         15                    15        2  \n",
       "7                         20                    20        1  \n",
       "8                         15                    10        2  \n",
       "9                         15                    15        1  \n",
       "10                         6                    15        2  \n",
       "11                         8                    15        2  \n",
       "12                        10                    20        2  \n",
       "13                        10                    20        1  \n",
       "14                         8                    15        2  \n",
       "15                         8                    15        2  \n",
       "16                         6                    15        2  \n",
       "17                         8                    15        2  \n",
       "18                        20                    25        1  \n",
       "19                        20                    15        2  \n",
       "20                        15                    10        2  \n",
       "21                         8                    10        2  \n",
       "22                        20                    15        1  \n",
       "23                        20                    10        2  \n",
       "24                        20                    20        1  \n",
       "25                        20                    15        1  \n",
       "26                        25                    25        1  \n",
       "27                        15                    25        1  \n",
       "28                        15                    30        1  \n",
       "29                        10                    15        1  \n",
       "..                       ...                   ...      ...  \n",
       "230                       30                     4        0  \n",
       "231                       35                     6        0  \n",
       "232                        6                     2        3  \n",
       "233                        8                     2        3  \n",
       "234                       10                     2        3  \n",
       "235                        8                     2        3  \n",
       "236                        8                     4        3  \n",
       "237                       10                     4        3  \n",
       "238                        8                     2        3  \n",
       "239                        8                     2        3  \n",
       "240                       10                     2        3  \n",
       "241                       40                     0        0  \n",
       "242                       50                     0        0  \n",
       "243                       60                     0        0  \n",
       "244                       40                     0        0  \n",
       "245                       50                     0        0  \n",
       "246                       70                     0        0  \n",
       "247                       40                     8        0  \n",
       "248                       50                    10        0  \n",
       "249                       60                    15        0  \n",
       "250                       50                     0        0  \n",
       "251                       60                     0        0  \n",
       "252                       45                     8        0  \n",
       "253                       70                    10        0  \n",
       "254                       30                     4        0  \n",
       "255                       40                     8        0  \n",
       "256                       50                    10        0  \n",
       "257                       25                     6        3  \n",
       "258                       60                     6        0  \n",
       "259                       30                     4        0  \n",
       "\n",
       "[259 rows x 19 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataPlusClusters = dataset\n",
    "dataPlusClusters['Cluster'] = clusters\n",
    "dataPlusClusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Hotcakes',\n",
      " 'Cinnamon Melts',\n",
      " 'Chicken McNuggets (6 piece)',\n",
      " 'Filet-O-Fish',\n",
      " 'Large French Fries',\n",
      " 'Caramel Latte (Large)',\n",
      " 'Hazelnut Latte (Large)',\n",
      " 'French Vanilla Latte (Large)',\n",
      " 'Mocha (Medium)',\n",
      " 'Mocha (Large)',\n",
      " 'Mocha with Nonfat Milk (Large)',\n",
      " 'Caramel Mocha (Medium)',\n",
      " 'Caramel Mocha (Large)',\n",
      " 'Nonfat Caramel Mocha (Large)',\n",
      " 'Hot Chocolate (Small)',\n",
      " 'Hot Chocolate (Medium)',\n",
      " 'Hot Chocolate (Large)',\n",
      " 'Hot Chocolate with Nonfat Milk (Large)',\n",
      " 'Iced Mocha (Large)',\n",
      " 'Iced Mocha with Nonfat Milk (Large)',\n",
      " 'Iced Caramel Mocha (Large)',\n",
      " 'Iced Nonfat Caramel Mocha (Large)',\n",
      " 'Frappé Mocha (Small)',\n",
      " 'Frappé Mocha (Medium)',\n",
      " 'Frappé Mocha (Large)',\n",
      " 'Frappé Caramel (Small)',\n",
      " 'Frappé Caramel (Medium)',\n",
      " 'Frappé Caramel (Large)',\n",
      " 'Frappé Chocolate Chip (Small)',\n",
      " 'Frappé Chocolate Chip (Medium)',\n",
      " 'Frappé Chocolate Chip (Large)',\n",
      " 'Vanilla Shake (Small)',\n",
      " 'Vanilla Shake (Medium)',\n",
      " 'Vanilla Shake (Large)',\n",
      " 'Strawberry Shake (Small)',\n",
      " 'Strawberry Shake (Medium)',\n",
      " 'Strawberry Shake (Large)',\n",
      " 'Chocolate Shake (Small)',\n",
      " 'Chocolate Shake (Medium)',\n",
      " 'Chocolate Shake (Large)',\n",
      " 'Shamrock Shake (Medium)',\n",
      " 'Shamrock Shake (Large)',\n",
      " 'McFlurry with M&M’s Candies (Small)',\n",
      " 'McFlurry with M&M’s Candies (Medium)',\n",
      " 'McFlurry with M&M’s Candies (Snack)',\n",
      " 'McFlurry with Oreo Cookies (Small)',\n",
      " 'McFlurry with Oreo Cookies (Medium)',\n",
      " \"McFlurry with Reese's Peanut Butter Cups (Medium)\",\n",
      " \"McFlurry with Reese's Peanut Butter Cups (Snack)\"]\n",
      "----------------------------------------------------------\n",
      "['Bacon, Egg & Cheese Biscuit (Large Biscuit)',\n",
      " 'Bacon, Egg & Cheese Biscuit with Egg Whites (Large Biscuit)',\n",
      " 'Sausage Biscuit with Egg (Large Biscuit)',\n",
      " 'Steak & Egg Biscuit (Regular Biscuit)',\n",
      " 'Sausage, Egg & Cheese McGriddles',\n",
      " 'Bacon, Egg & Cheese Bagel',\n",
      " 'Bacon, Egg & Cheese Bagel with Egg Whites',\n",
      " 'Steak, Egg & Cheese Bagel',\n",
      " 'Big Breakfast (Regular Biscuit)',\n",
      " 'Big Breakfast (Large Biscuit)',\n",
      " 'Big Breakfast with Egg Whites (Regular Biscuit)',\n",
      " 'Big Breakfast with Egg Whites (Large Biscuit)',\n",
      " 'Big Breakfast with Hotcakes (Regular Biscuit)',\n",
      " 'Big Breakfast with Hotcakes (Large Biscuit)',\n",
      " 'Big Breakfast with Hotcakes and Egg Whites (Regular Biscuit)',\n",
      " 'Big Breakfast with Hotcakes and Egg Whites (Large Biscuit)',\n",
      " 'Quarter Pounder with Bacon & Cheese',\n",
      " 'Double Quarter Pounder with Cheese',\n",
      " 'Bacon Clubhouse Burger',\n",
      " 'Premium Crispy Chicken Club Sandwich',\n",
      " 'Premium Crispy Chicken Ranch BLT Sandwich',\n",
      " 'Bacon Clubhouse Crispy Chicken Sandwich',\n",
      " 'Bacon Clubhouse Grilled Chicken Sandwich',\n",
      " 'Premium McWrap Chicken & Bacon (Crispy Chicken)',\n",
      " 'Premium McWrap Chicken & Ranch (Crispy Chicken)',\n",
      " 'Premium McWrap Southwest Chicken (Crispy Chicken)',\n",
      " 'Chicken McNuggets (20 piece)']\n",
      "----------------------------------------------------------\n",
      "['Egg McMuffin',\n",
      " 'Egg White Delight',\n",
      " 'Sausage McMuffin',\n",
      " 'Sausage McMuffin with Egg',\n",
      " 'Sausage McMuffin with Egg Whites',\n",
      " 'Steak & Egg McMuffin',\n",
      " 'Bacon, Egg & Cheese Biscuit (Regular Biscuit)',\n",
      " 'Bacon, Egg & Cheese Biscuit with Egg Whites (Regular Biscuit)',\n",
      " 'Sausage Biscuit (Regular Biscuit)',\n",
      " 'Sausage Biscuit (Large Biscuit)',\n",
      " 'Sausage Biscuit with Egg (Regular Biscuit)',\n",
      " 'Sausage Biscuit with Egg Whites (Regular Biscuit)',\n",
      " 'Sausage Biscuit with Egg Whites (Large Biscuit)',\n",
      " 'Southern Style Chicken Biscuit (Regular Biscuit)',\n",
      " 'Southern Style Chicken Biscuit (Large Biscuit)',\n",
      " 'Bacon, Egg & Cheese McGriddles',\n",
      " 'Bacon, Egg & Cheese McGriddles with Egg Whites',\n",
      " 'Sausage McGriddles',\n",
      " 'Sausage, Egg & Cheese McGriddles with Egg Whites',\n",
      " 'Hotcakes and Sausage',\n",
      " 'Sausage Burrito',\n",
      " 'Big Mac',\n",
      " 'Quarter Pounder with Cheese',\n",
      " 'Quarter Pounder with Bacon Habanero Ranch',\n",
      " 'Quarter Pounder Deluxe',\n",
      " 'Cheeseburger',\n",
      " 'Double Cheeseburger',\n",
      " 'McDouble',\n",
      " 'Bacon McDouble',\n",
      " 'Daily Double',\n",
      " 'Jalapeño Double',\n",
      " 'McRib',\n",
      " 'Premium Crispy Chicken Classic Sandwich',\n",
      " 'Premium Grilled Chicken Classic Sandwich',\n",
      " 'Premium Grilled Chicken Club Sandwich',\n",
      " 'Premium Grilled Chicken Ranch BLT Sandwich',\n",
      " 'Southern Style Crispy Chicken Sandwich',\n",
      " 'McChicken',\n",
      " 'Bacon Cheddar McChicken',\n",
      " 'Bacon Buffalo Ranch McChicken',\n",
      " 'Buffalo Ranch McChicken',\n",
      " 'Premium McWrap Chicken & Bacon (Grilled Chicken)',\n",
      " 'Premium McWrap Chicken & Ranch (Grilled Chicken)',\n",
      " 'Premium McWrap Southwest Chicken (Grilled Chicken)',\n",
      " 'Premium McWrap Chicken Sweet Chili (Crispy Chicken)',\n",
      " 'Premium McWrap Chicken Sweet Chili (Grilled Chicken)',\n",
      " 'Chicken McNuggets (10 piece)',\n",
      " 'Premium Bacon Ranch Salad with Crispy Chicken',\n",
      " 'Premium Bacon Ranch Salad with Grilled Chicken',\n",
      " 'Premium Southwest Salad with Crispy Chicken',\n",
      " 'Premium Southwest Salad with Grilled Chicken',\n",
      " 'Chipotle BBQ Snack Wrap (Crispy Chicken)',\n",
      " 'Chipotle BBQ Snack Wrap (Grilled Chicken)',\n",
      " 'Honey Mustard Snack Wrap (Crispy Chicken)',\n",
      " 'Honey Mustard Snack Wrap (Grilled Chicken)',\n",
      " 'Ranch Snack Wrap (Crispy Chicken)',\n",
      " 'Ranch Snack Wrap (Grilled Chicken)']\n",
      "----------------------------------------------------------\n",
      "['Hash Brown',\n",
      " 'Fruit & Maple Oatmeal',\n",
      " 'Fruit & Maple Oatmeal without Brown Sugar',\n",
      " 'Hamburger',\n",
      " 'Chicken McNuggets (4 piece)',\n",
      " 'Premium Bacon Ranch Salad (without Chicken)',\n",
      " 'Premium Southwest Salad (without Chicken)',\n",
      " 'Small French Fries',\n",
      " 'Medium French Fries',\n",
      " 'Kids French Fries',\n",
      " 'Side Salad',\n",
      " 'Apple Slices',\n",
      " \"Fruit 'n Yogurt Parfait\",\n",
      " 'Baked Apple Pie',\n",
      " 'Chocolate Chip Cookie',\n",
      " 'Oatmeal Raisin Cookie',\n",
      " 'Kids Ice Cream Cone',\n",
      " 'Hot Fudge Sundae',\n",
      " 'Hot Caramel Sundae',\n",
      " 'Strawberry Sundae',\n",
      " 'Coca-Cola Classic (Small)',\n",
      " 'Coca-Cola Classic (Medium)',\n",
      " 'Coca-Cola Classic (Large)',\n",
      " 'Coca-Cola Classic (Child)',\n",
      " 'Diet Coke (Small)',\n",
      " 'Diet Coke (Medium)',\n",
      " 'Diet Coke (Large)',\n",
      " 'Diet Coke (Child)',\n",
      " 'Dr Pepper (Small)',\n",
      " 'Dr Pepper (Medium)',\n",
      " 'Dr Pepper (Large)',\n",
      " 'Dr Pepper (Child)',\n",
      " 'Diet Dr Pepper (Small)',\n",
      " 'Diet Dr Pepper (Medium)',\n",
      " 'Diet Dr Pepper (Large)',\n",
      " 'Diet Dr Pepper (Child)',\n",
      " 'Sprite (Small)',\n",
      " 'Sprite (Medium)',\n",
      " 'Sprite (Large)',\n",
      " 'Sprite (Child)',\n",
      " '1% Low Fat Milk Jug',\n",
      " 'Fat Free Chocolate Milk Jug',\n",
      " 'Minute Maid 100% Apple Juice Box',\n",
      " 'Minute Maid Orange Juice (Small)',\n",
      " 'Minute Maid Orange Juice (Medium)',\n",
      " 'Minute Maid Orange Juice (Large)',\n",
      " 'Dasani Water Bottle',\n",
      " 'Iced Tea (Small)',\n",
      " 'Iced Tea (Medium)',\n",
      " 'Iced Tea (Large)',\n",
      " 'Iced Tea (Child)',\n",
      " 'Sweet Tea (Small)',\n",
      " 'Sweet Tea (Medium)',\n",
      " 'Sweet Tea (Large)',\n",
      " 'Sweet Tea (Child)',\n",
      " 'Coffee (Small)',\n",
      " 'Coffee (Medium)',\n",
      " 'Coffee (Large)',\n",
      " 'Latte (Small)',\n",
      " 'Latte (Medium)',\n",
      " 'Latte (Large)',\n",
      " 'Caramel Latte (Small)',\n",
      " 'Caramel Latte (Medium)',\n",
      " 'Hazelnut Latte (Small)',\n",
      " 'Hazelnut Latte (Medium)',\n",
      " 'French Vanilla Latte (Small)',\n",
      " 'French Vanilla Latte (Medium)',\n",
      " 'Latte with Sugar Free French Vanilla Syrup (Small)',\n",
      " 'Latte with Sugar Free French Vanilla Syrup (Medium)',\n",
      " 'Latte with Sugar Free French Vanilla Syrup (Large)',\n",
      " 'Nonfat Latte (Small)',\n",
      " 'Nonfat Latte (Medium)',\n",
      " 'Nonfat Latte (Large)',\n",
      " 'Nonfat Caramel Latte (Small)',\n",
      " 'Nonfat Caramel Latte (Medium)',\n",
      " 'Nonfat Caramel Latte (Large)',\n",
      " 'Nonfat Hazelnut Latte (Small)',\n",
      " 'Nonfat Hazelnut Latte (Medium)',\n",
      " 'Nonfat Hazelnut Latte (Large)',\n",
      " 'Nonfat French Vanilla Latte (Small)',\n",
      " 'Nonfat French Vanilla Latte (Medium)',\n",
      " 'Nonfat French Vanilla Latte (Large)',\n",
      " 'Nonfat Latte with Sugar Free French Vanilla Syrup (Small)',\n",
      " 'Nonfat Latte with Sugar Free French Vanilla Syrup (Medium)',\n",
      " 'Nonfat Latte with Sugar Free French Vanilla Syrup (Large)',\n",
      " 'Mocha (Small)',\n",
      " 'Mocha with Nonfat Milk (Small)',\n",
      " 'Mocha with Nonfat Milk (Medium)',\n",
      " 'Caramel Mocha (Small)',\n",
      " 'Nonfat Caramel Mocha (Small)',\n",
      " 'Nonfat Caramel Mocha (Medium)',\n",
      " 'Hot Chocolate with Nonfat Milk (Small)',\n",
      " 'Hot Chocolate with Nonfat Milk (Medium)',\n",
      " 'Regular Iced Coffee (Small)',\n",
      " 'Regular Iced Coffee (Medium)',\n",
      " 'Regular Iced Coffee (Large)',\n",
      " 'Caramel Iced Coffee (Small)',\n",
      " 'Caramel Iced Coffee (Medium)',\n",
      " 'Caramel Iced Coffee (Large)',\n",
      " 'Hazelnut Iced Coffee (Small)',\n",
      " 'Hazelnut Iced Coffee (Medium)',\n",
      " 'Hazelnut Iced Coffee (Large)',\n",
      " 'French Vanilla Iced Coffee (Small)',\n",
      " 'French Vanilla Iced Coffee (Medium)',\n",
      " 'French Vanilla Iced Coffee (Large)',\n",
      " 'Iced Coffee with Sugar Free French Vanilla Syrup (Small)',\n",
      " 'Iced Coffee with Sugar Free French Vanilla Syrup (Medium)',\n",
      " 'Iced Coffee with Sugar Free French Vanilla Syrup (Large)',\n",
      " 'Iced Mocha (Small)',\n",
      " 'Iced Mocha (Medium)',\n",
      " 'Iced Mocha with Nonfat Milk (Small)',\n",
      " 'Iced Mocha with Nonfat Milk (Medium)',\n",
      " 'Iced Caramel Mocha (Small)',\n",
      " 'Iced Caramel Mocha (Medium)',\n",
      " 'Iced Nonfat Caramel Mocha (Small)',\n",
      " 'Iced Nonfat Caramel Mocha (Medium)',\n",
      " 'Blueberry Pomegranate Smoothie (Small)',\n",
      " 'Blueberry Pomegranate Smoothie (Medium)',\n",
      " 'Blueberry Pomegranate Smoothie (Large)',\n",
      " 'Strawberry Banana Smoothie (Small)',\n",
      " 'Strawberry Banana Smoothie (Medium)',\n",
      " 'Strawberry Banana Smoothie (Large)',\n",
      " 'Mango Pineapple Smoothie (Small)',\n",
      " 'Mango Pineapple Smoothie (Medium)',\n",
      " 'Mango Pineapple Smoothie (Large)',\n",
      " 'McFlurry with Oreo Cookies (Snack)']\n",
      "----------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for i in range(clusterCount):\n",
    "    foodText = list(dataPlusClusters[dataPlusClusters['Cluster'] == i]['Item'])\n",
    "    pprint.pprint(foodText)\n",
    "    print(\"----------------------------------------------------------\")\n",
    "    #print(topFoods(foodText,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Calories</th>\n",
       "      <th>Calories from Fat</th>\n",
       "      <th>Total Fat</th>\n",
       "      <th>Saturated Fat</th>\n",
       "      <th>Trans Fat</th>\n",
       "      <th>Cholesterol</th>\n",
       "      <th>Sodium</th>\n",
       "      <th>Carbohydrates</th>\n",
       "      <th>Dietary Fiber</th>\n",
       "      <th>Sugars</th>\n",
       "      <th>Protein</th>\n",
       "      <th>Vitamin A (% Daily Value)</th>\n",
       "      <th>Vitamin C (% Daily Value)</th>\n",
       "      <th>Calcium (% Daily Value)</th>\n",
       "      <th>Iron (% Daily Value)</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>0.214754</td>\n",
       "      <td>0.232210</td>\n",
       "      <td>0.176380</td>\n",
       "      <td>0.389017</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>-0.279133</td>\n",
       "      <td>-0.520905</td>\n",
       "      <td>0.355008</td>\n",
       "      <td>-0.396851</td>\n",
       "      <td>0.748492</td>\n",
       "      <td>-0.291258</td>\n",
       "      <td>-0.142577</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.527005</td>\n",
       "      <td>-0.422890</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1.388580</td>\n",
       "      <td>1.108280</td>\n",
       "      <td>1.044267</td>\n",
       "      <td>2.099960</td>\n",
       "      <td>3.042075</td>\n",
       "      <td>0.472739</td>\n",
       "      <td>-0.539262</td>\n",
       "      <td>1.749771</td>\n",
       "      <td>-1.043294</td>\n",
       "      <td>2.038564</td>\n",
       "      <td>-0.195890</td>\n",
       "      <td>0.267273</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.820540</td>\n",
       "      <td>-0.653476</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>0.846814</td>\n",
       "      <td>0.670245</td>\n",
       "      <td>0.728672</td>\n",
       "      <td>1.719750</td>\n",
       "      <td>1.871351</td>\n",
       "      <td>0.299230</td>\n",
       "      <td>-0.594333</td>\n",
       "      <td>1.141797</td>\n",
       "      <td>-1.043294</td>\n",
       "      <td>1.445828</td>\n",
       "      <td>-0.386626</td>\n",
       "      <td>0.267273</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.527005</td>\n",
       "      <td>-0.653476</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.440490</td>\n",
       "      <td>0.407424</td>\n",
       "      <td>0.413076</td>\n",
       "      <td>0.579122</td>\n",
       "      <td>-0.470098</td>\n",
       "      <td>-0.452642</td>\n",
       "      <td>-0.208837</td>\n",
       "      <td>0.676876</td>\n",
       "      <td>0.896035</td>\n",
       "      <td>0.086023</td>\n",
       "      <td>-0.672729</td>\n",
       "      <td>-0.388487</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>-0.881968</td>\n",
       "      <td>0.845334</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>0.395343</td>\n",
       "      <td>0.407424</td>\n",
       "      <td>0.413076</td>\n",
       "      <td>1.149436</td>\n",
       "      <td>1.871351</td>\n",
       "      <td>0.125721</td>\n",
       "      <td>-0.658582</td>\n",
       "      <td>0.605350</td>\n",
       "      <td>-1.043294</td>\n",
       "      <td>0.957693</td>\n",
       "      <td>-0.577361</td>\n",
       "      <td>0.062348</td>\n",
       "      <td>-0.322415</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>-0.653476</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Calories  Calories from Fat  Total Fat  Saturated Fat  Trans Fat  \\\n",
       "259  0.214754           0.232210   0.176380       0.389017  -0.470098   \n",
       "228  1.388580           1.108280   1.044267       2.099960   3.042075   \n",
       "227  0.846814           0.670245   0.728672       1.719750   1.871351   \n",
       "39   0.440490           0.407424   0.413076       0.579122  -0.470098   \n",
       "226  0.395343           0.407424   0.413076       1.149436   1.871351   \n",
       "\n",
       "     Cholesterol    Sodium  Carbohydrates  Dietary Fiber    Sugars   Protein  \\\n",
       "259    -0.279133 -0.520905       0.355008      -0.396851  0.748492 -0.291258   \n",
       "228     0.472739 -0.539262       1.749771      -1.043294  2.038564 -0.195890   \n",
       "227     0.299230 -0.594333       1.141797      -1.043294  1.445828 -0.386626   \n",
       "39     -0.452642 -0.208837       0.676876       0.896035  0.086023 -0.672729   \n",
       "226     0.125721 -0.658582       0.605350      -1.043294  0.957693 -0.577361   \n",
       "\n",
       "     Vitamin A (% Daily Value)  Vitamin C (% Daily Value)  \\\n",
       "259                  -0.142577                  -0.322415   \n",
       "228                   0.267273                  -0.322415   \n",
       "227                   0.267273                  -0.322415   \n",
       "39                   -0.388487                  -0.322415   \n",
       "226                   0.062348                  -0.322415   \n",
       "\n",
       "     Calcium (% Daily Value)  Iron (% Daily Value)  Cluster  \n",
       "259                 0.527005             -0.422890        0  \n",
       "228                 0.820540             -0.653476        0  \n",
       "227                 0.527005             -0.653476        0  \n",
       "39                 -0.881968              0.845334        0  \n",
       "226                 0.233469             -0.653476        0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dataPlusClusters.head(5)\n",
    "#sortedData = dataPlusClusters.sort_values(by=['Cluster'])\n",
    "#sortedData\n",
    "len(clusters)\n",
    "normalized_df = normalized_df.drop([\"Category\"],axis=1)\n",
    "normalized_df[\"Cluster\"] = clusters\n",
    "normalized_df = normalized_df.sort_values(by=['Cluster'])\n",
    "normalized_df.head(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f60002ebe10>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "sns.heatmap(normalized_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}