project_mvp-william_grennan.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f582a335",
   "metadata": {},
   "source": [
    "Product Workflow:\n",
    "1. Split each flavor review into 5 star reviews and 1 or 2 star reviews\n",
    "2. Build top 10 review adjectives for each flavor and score (220 total adjectives across 480 flavors)\n",
    "3. Convert to sparse matrix\n",
    "4. Use sparse matrix to create cosine similarity for high scoring reviews and low scoring reviews\n",
    "5. Keep top 5 most relevent product recommendations (will likely include the opposite scored flavor)\n",
    "\n",
    "\n",
    "Review table can be used to look for favored or disliked flavors and get the top recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "cb82e087",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /Users/bill/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
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       "True"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.decomposition import NMF\n",
    "from sklearn.naive_bayes import GaussianNB, MultinomialNB\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from nltk.stem.lancaster import LancasterStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "import nltk, random, re\n",
    "import spacy\n",
    "from collections import Counter\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "9705f456",
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en_core_web_sm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bdfe4d70",
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews = pd.read_csv('reviews.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1d236d1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "flavors = pd.read_csv('products.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "751eb374",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>brand</th>\n",
       "      <th>key</th>\n",
       "      <th>author</th>\n",
       "      <th>date</th>\n",
       "      <th>stars</th>\n",
       "      <th>title</th>\n",
       "      <th>helpful_yes</th>\n",
       "      <th>helpful_no</th>\n",
       "      <th>text</th>\n",
       "      <th>taste</th>\n",
       "      <th>ingredients</th>\n",
       "      <th>texture</th>\n",
       "      <th>likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>Ilovebennjerry</td>\n",
       "      <td>2017-04-15</td>\n",
       "      <td>3</td>\n",
       "      <td>Not enough brownies!</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Super good, don't get me wrong. But I came for...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>Sweettooth909</td>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>5</td>\n",
       "      <td>I’m OBSESSED with this pint!</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I decided to try it out although I’m not a hug...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>LaTanga71</td>\n",
       "      <td>2018-04-26</td>\n",
       "      <td>3</td>\n",
       "      <td>My favorite...More Caramel Please</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>My caramel core begins to disappear about half...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>chicago220</td>\n",
       "      <td>2018-01-14</td>\n",
       "      <td>5</td>\n",
       "      <td>Obsessed!!!</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Why are people complaining about the blonde br...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>Kassidyk</td>\n",
       "      <td>2020-07-24</td>\n",
       "      <td>1</td>\n",
       "      <td>Worst Ice Cream Ever!</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>This ice cream is worst ice cream I’ve ever ta...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "  brand   key          author        date  stars  \\\n",
       "0    bj  0_bj  Ilovebennjerry  2017-04-15      3   \n",
       "1    bj  0_bj   Sweettooth909  2020-01-05      5   \n",
       "2    bj  0_bj       LaTanga71  2018-04-26      3   \n",
       "3    bj  0_bj      chicago220  2018-01-14      5   \n",
       "4    bj  0_bj        Kassidyk  2020-07-24      1   \n",
       "\n",
       "                               title  helpful_yes  helpful_no  \\\n",
       "0               Not enough brownies!         10.0         3.0   \n",
       "1       I’m OBSESSED with this pint!          3.0         0.0   \n",
       "2  My favorite...More Caramel Please          5.0         2.0   \n",
       "3                        Obsessed!!!         24.0         1.0   \n",
       "4              Worst Ice Cream Ever!          1.0         5.0   \n",
       "\n",
       "                                                text  taste  ingredients  \\\n",
       "0  Super good, don't get me wrong. But I came for...    NaN          NaN   \n",
       "1  I decided to try it out although I’m not a hug...    NaN          NaN   \n",
       "2  My caramel core begins to disappear about half...    NaN          NaN   \n",
       "3  Why are people complaining about the blonde br...    NaN          NaN   \n",
       "4  This ice cream is worst ice cream I’ve ever ta...    NaN          NaN   \n",
       "\n",
       "   texture likes  \n",
       "0      NaN   NaN  \n",
       "1      NaN   NaN  \n",
       "2      NaN   NaN  \n",
       "3      NaN   NaN  \n",
       "4      NaN   NaN  "
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "d1541dc4",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>brand</th>\n",
       "      <th>key</th>\n",
       "      <th>name</th>\n",
       "      <th>subhead</th>\n",
       "      <th>description</th>\n",
       "      <th>rating</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>ingredients</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bj</td>\n",
       "      <td>0_bj</td>\n",
       "      <td>Salted Caramel Core</td>\n",
       "      <td>Sweet Cream Ice Cream with Blonde Brownies &amp; a...</td>\n",
       "      <td>Find your way to the ultimate ice cream experi...</td>\n",
       "      <td>3.7</td>\n",
       "      <td>208</td>\n",
       "      <td>CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bj</td>\n",
       "      <td>1_bj</td>\n",
       "      <td>Netflix &amp; Chilll'd™</td>\n",
       "      <td>Peanut Butter Ice Cream with Sweet &amp; Salty Pre...</td>\n",
       "      <td>There’s something for everyone to watch on Net...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>127</td>\n",
       "      <td>CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bj</td>\n",
       "      <td>2_bj</td>\n",
       "      <td>Chip Happens</td>\n",
       "      <td>A Cold Mess of Chocolate Ice Cream with Fudge ...</td>\n",
       "      <td>Sometimes “chip” happens and everything’s a me...</td>\n",
       "      <td>4.7</td>\n",
       "      <td>130</td>\n",
       "      <td>CREAM, LIQUID SUGAR (SUGAR, WATER), SKIM MILK,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bj</td>\n",
       "      <td>3_bj</td>\n",
       "      <td>Cannoli</td>\n",
       "      <td>Mascarpone Ice Cream with Fudge-Covered Pastry...</td>\n",
       "      <td>As a Limited Batch that captured the rapture o...</td>\n",
       "      <td>3.6</td>\n",
       "      <td>70</td>\n",
       "      <td>CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bj</td>\n",
       "      <td>4_bj</td>\n",
       "      <td>Gimme S’more!™</td>\n",
       "      <td>Toasted Marshmallow Ice Cream with Chocolate C...</td>\n",
       "      <td>It’s a gimme: there’s always room for s’more. ...</td>\n",
       "      <td>4.5</td>\n",
       "      <td>281</td>\n",
       "      <td>CREAM, SKIM MILK, WATER, LIQUID SUGAR (SUGAR, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "  brand   key                 name  \\\n",
       "0    bj  0_bj  Salted Caramel Core   \n",
       "1    bj  1_bj  Netflix & Chilll'd™   \n",
       "2    bj  2_bj         Chip Happens   \n",
       "3    bj  3_bj              Cannoli   \n",
       "4    bj  4_bj       Gimme S’more!™   \n",
       "\n",
       "                                             subhead  \\\n",
       "0  Sweet Cream Ice Cream with Blonde Brownies & a...   \n",
       "1  Peanut Butter Ice Cream with Sweet & Salty Pre...   \n",
       "2  A Cold Mess of Chocolate Ice Cream with Fudge ...   \n",
       "3  Mascarpone Ice Cream with Fudge-Covered Pastry...   \n",
       "4  Toasted Marshmallow Ice Cream with Chocolate C...   \n",
       "\n",
       "                                         description  rating  rating_count  \\\n",
       "0  Find your way to the ultimate ice cream experi...     3.7           208   \n",
       "1  There’s something for everyone to watch on Net...     4.0           127   \n",
       "2  Sometimes “chip” happens and everything’s a me...     4.7           130   \n",
       "3  As a Limited Batch that captured the rapture o...     3.6            70   \n",
       "4  It’s a gimme: there’s always room for s’more. ...     4.5           281   \n",
       "\n",
       "                                         ingredients  \n",
       "0  CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...  \n",
       "1  CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...  \n",
       "2  CREAM, LIQUID SUGAR (SUGAR, WATER), SKIM MILK,...  \n",
       "3  CREAM, SKIM MILK, LIQUID SUGAR (SUGAR, WATER),...  \n",
       "4  CREAM, SKIM MILK, WATER, LIQUID SUGAR (SUGAR, ...  "
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavors.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "cc92820a",
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews['spacy_doc'] = list(nlp.pipe(reviews.text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 536,
   "id": "e136e230",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_list(counter_a):\n",
    "    return \" \".join([a for a,_ in counter_a.most_common(15)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "id": "7041dfc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "flavor_adj = {}\n",
    "\n",
    "for flavor in reviews.key:\n",
    "    high_ratings = []\n",
    "    low_ratings = []\n",
    "    for doc in reviews[(reviews.key == flavor) & (reviews.stars == 5)].spacy_doc:\n",
    "        for token in doc:\n",
    "            if token.pos_ == 'ADJ':\n",
    "                high_ratings.append(token.text.lower())\n",
    "    flavor_name = flavors[flavors.key==flavor].name.values[0]\n",
    "    flavor_adj[flavor_name+' high'] = make_list(Counter(high_ratings))\n",
    "    for doc in reviews[(reviews.key == flavor) & (reviews.stars.isin((1,2)))].spacy_doc:\n",
    "        for token in doc:\n",
    "            if token.pos_ == 'ADJ':\n",
    "                low_ratings.append(token.text.lower())\n",
    "    flavor_adj[flavor_name+' low'] = make_list(Counter(low_ratings))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 539,
   "id": "9f6bc2f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Salted Caramel Core high': 'sweet blonde favorite salty perfect best more good delicious amazing first great much different bad',\n",
       " 'Salted Caramel Core low': 'salty disappointed other excited first last great blonde good worst bad half delicious much few',\n",
       " \"Netflix & Chilll'd™ high\": 'salty sweet perfect best amazing favorite good great more delicious other soft first enough little',\n",
       " \"Netflix & Chilll'd™ low\": 'salty sweet pretzel worst only good disappointed better mushy disgusting harder more creamy pure soft',\n",
       " 'Chip Happens high': 'salty sweet perfect permanent best good crunchy favorite amazing delicious limited great new more sad',\n",
       " 'Chip Happens low': 'good salty excited late crunchy many sweet horrible better disappointed special ample terrible dark first',\n",
       " 'Cannoli high': 'delicious new good sweet favorite perfect best glad first big crunchy other different awesome classic',\n",
       " 'Cannoli low': 'excited good favorite better sweet great strange little wrong horrible big strong italian weird artificial',\n",
       " 'Gimme S’more!™ high': 'favorite best good permanent limited new more perfect amazing better delicious great other local sweet',\n",
       " 'Gimme S’more!™ low': 'favorite good original disappointing old best enough more better disappointed sweet new excited bad regular',\n",
       " 'Peanut Butter Half Baked® high': 'baked better original huge amazing glad much standard such slight big weak strong classic great',\n",
       " 'Peanut Butter Half Baked® low': '',\n",
       " 'Berry Sweet Mascarpone high': 'only other new great favorite good natural adorable heavenly soft shortbread esque rich crunchy best',\n",
       " 'Berry Sweet Mascarpone low': '',\n",
       " 'Chocolate Peanut Butter Split high': 'best many permanent good chunky easier other glad new available local better perfect mini multiple',\n",
       " 'Chocolate Peanut Butter Split low': '',\n",
       " \"Justice ReMix'd ™ high\": 'spicy permanent good favorite cinnamon delicious regular best sweet new amazing limited perfect hot little',\n",
       " \"Justice ReMix'd ™ low\": 'cinnamon spicy disgusting strong worst hot vile nauseous better favorite disappointed wrong competitive other black',\n",
       " 'Boots on the Moooo’n™ high': 'regular good favorite new best other sweet permanent more limited amazing smooth crunchy sad little',\n",
       " 'Boots on the Moooo’n™ low': 'excited new last major enjoyable weird real wet soft high fantastic common much favorite',\n",
       " 'Americone Dream® high': 'favorite good perfect best great delicious amazing waffle sweet crunchy little worth yummy nice wrong',\n",
       " 'Americone Dream® low': 'more good fantastic better sweet plain dark freezing boring most other favorite strangely bland stale',\n",
       " 'Bourbon Pecan Pie high': 'great pecan enough subtle superb amazing huge heartbreaking limited long first sweet short delicious nice',\n",
       " 'Bourbon Pecan Pie low': 'close good southern pecan much better',\n",
       " 'Brewed to Matter™ high': 'favorite perfect other best delicious exclusive available good more worried new next nice only old',\n",
       " 'Brewed to Matter™ low': 'enough fancy frozen cold unpleasant big prominent other good',\n",
       " 'Caramel Chocolate Cheesecake high': 'best favorite new good delicious perfect amazing little great many more much sweet creamy absolute',\n",
       " 'Caramel Chocolate Cheesecake low': 'good disappointed awful sad amazing little first favorite other great wrong soft terrible many sweet',\n",
       " 'Cherry Garcia® high': 'favorite good delicious best other creamy amazing perfect sweet many first great local worth happy',\n",
       " 'Cherry Garcia® low': 'favorite last disappointed plain good least more first only happy maraschino few disappionted local occasional',\n",
       " \"Chillin' the Roast™ high\": 'favorite new delicious good strong sweet more perfect little amazing cold true best nice bold',\n",
       " \"Chillin' the Roast™ low\": 'cold good first new bad bitter strong disappointed excited other favorite amazing weird local worst',\n",
       " 'Chocolate Chip Cookie Dough high': 'few bad same wrong perfect last close good enough great honest',\n",
       " 'Chocolate Chip Cookie Dough low': 'disappointed bad other good first more few weird wrong sure disappointing horrible whole strange disgusting',\n",
       " 'Chocolate Fudge Brownie high': 'best good perfect rich delicious favorite chewy amazing better more few only many sweet new',\n",
       " 'Chocolate Fudge Brownie low': 'hard last favorite good dry other disappointing crusty few bad soft same worth delicious absolute',\n",
       " 'Chocolate Shake It™ high': 'new amazing delicious more favorite creamy good smooth great best first yummy perfect other awesome',\n",
       " 'Chocolate Shake It™ low': 'good bland more disappointing sweet other sure many better different only overall few bad new',\n",
       " 'Chocolate Therapy® high': 'rich best perfect favorite good amazing other dark delicious great new first only few right',\n",
       " 'Chocolate Therapy® low': 'dark crazy lighter huge bad same upset',\n",
       " 'Chubby Hubby® high': 'favorite sweet best salty perfect many crunchy great few little first good hard more only',\n",
       " 'Chubby Hubby® low': 'salty same old first excited new chewy favorite whole few disappointing crunchy chubby dry big',\n",
       " 'Chunky Monkey® high': 'favorite perfect best good great chunky delicious other sweet more many few amazing happy lactose',\n",
       " 'Chunky Monkey® low': \"few first little nice cool more favorite only local next plain ol' available new adventurous\",\n",
       " 'Cinnamon Buns® high': 'favorite best cinnamon more other whole hard amazing first delicious frozen absolute little free good',\n",
       " 'Cinnamon Buns® low': 'cinnamon disappointed new delicious other cheap enough dry soft sure bad great gritty ok liquified',\n",
       " 'Coffee Coffee BuzzBuzzBuzz!® high': 'best strong more favorite good other many only great hard last local amazing nice dark',\n",
       " 'Coffee Coffee BuzzBuzzBuzz!® low': 'bad awful old appetizing',\n",
       " 'Coffee Toffee Bar Crunch high': 'favorite best delicious more other perfect good sad great only local negative absolute big amazing',\n",
       " 'Coffee Toffee Bar Crunch low': 'new favorite good bad other disappointed - non sad original same first old better gmo',\n",
       " 'Cold Brew Caramel Latte high': 'sweet best perfect good favorite cold more exclusive creamy first leery unfamiliar strict glad only',\n",
       " 'Cold Brew Caramel Latte low': 'only icecream right potent',\n",
       " 'Everything But The...® high': 'favorite good best white different new big perfect only first delicious more great amazing much',\n",
       " 'Everything But The...® low': 'new favorite rusty few more other white good metallic bad less little disappointed local best',\n",
       " 'Glampfire Trail Mix™ high': 'favorite salty perfect best sweet new more good last nice rich regular other pretzel local',\n",
       " 'Glampfire Trail Mix™ low': 'last good wrong right salty disappointing local other main pretzel soooo sure particular appetizing new',\n",
       " 'Half Baked® high': 'favorite best good perfect delicious baked amazing worth great little other half sweet creamy more',\n",
       " 'Half Baked® low': 'last favorite baked dry few hard chalky good disappointed other awful more first past stale',\n",
       " 'Ice Cream Sammie high': 'best new other good favorite last more better local many enough big old amazing delicious',\n",
       " 'Ice Cream Sammie low': '',\n",
       " 'Milk & Cookies high': 'best favorite perfect new good local other only amazing delicious more better great first long',\n",
       " 'Milk & Cookies low': 'disappointed delicious great favorite disappointing dramatic plain icecream unacceptable first good bland near simple sweet',\n",
       " 'Mint Chocolate Cookie high': 'favorite best good amazing perfect great little whole big other delicious many better most more',\n",
       " 'Mint Chocolate Cookie low': 'disappointed favorite big good excited strong last chunk half baked single small first great odd',\n",
       " 'Minter Wonderland™ high': 'dark perfect rich favorite more amazing best great other only local available exclusive last smooth',\n",
       " 'Minter Wonderland™ low': 'more excited disappointed much',\n",
       " 'New York Super Fudge Chunk® high': 'favorite best good more white other super rich few amazing only great favourite hard several',\n",
       " 'New York Super Fudge Chunk® low': 'different many sorry great',\n",
       " 'Oat of This Swirled™ high': 'favorite oatmeal new good amazing best perfect brown delicious more other great happy sweet first',\n",
       " 'Oat of This Swirled™ low': 'oatmeal brown good many great more disappointed excited new large only less other enough favorite',\n",
       " 'Peanut Butter Cup high': 'favorite best good perfect first amazing many sweet last delicious heavy full absolute only generous',\n",
       " 'Peanut Butter Cup low': 'good full smaller lovely half gritty artificial big worst whole grainy several',\n",
       " 'Peanut Butter World® high': 'best favorite other perfect good first more new only whole rich amazing salty wonderful special',\n",
       " 'Peanut Butter World® low': 'most second first countless perfect new true sorry happy inedible chocolate unnecessary disappointed',\n",
       " 'Phish Food® high': 'favorite good little best amazing perfect delicious sweet more first absolute creamy better sure much',\n",
       " 'Phish Food® low': 'bland rich fudgy chunky sweet much huge straight',\n",
       " 'Pistachio Pistachio high': 'favorite delicious good best great perfect first other huge amazing creamy new hard more several',\n",
       " 'Pistachio Pistachio low': 'bitter disappointed same little first icecream strong high favorite local bad plain soft extra horrible',\n",
       " 'Pumpkin Cheesecake high': 'good amazing pumpkin best favorite perfect limited delicious last more permanent few creamy other local',\n",
       " 'Pumpkin Cheesecake low': 'last sure pumpkin amazing more first light available local able familiar boring occasional impressed repetitive',\n",
       " 'Red, White & Blueberry high': 'delicious sweet new awesome favorite fresh good sure better little overwhelming best other leery short',\n",
       " 'Red, White & Blueberry low': 'great little sweet tasteless few more blue excited disappointed other gritty amazing red short same',\n",
       " \"S'mores high\": 'favorite best hard delicious other more new good perfect great sad amazing rich only sweet',\n",
       " \"S'mores low\": 'excited disappointed few favorite disappointing plain more wrong other non existent much ample amazing perfect',\n",
       " 'Salted Caramel Almond high': 'favorite exclusive much sweet perfect only best happy sure whole more crunchy first most amazing',\n",
       " 'Salted Caramel Almond low': 'sure small gritty pleasing crazy more great wonderful',\n",
       " 'Strawberry Cheesecake high': 'favorite good best amazing delicious sweet perfect great more little real worth creamy whole other',\n",
       " 'Strawberry Cheesecake low': 'sweet same thick weird disappointed excited first overjoyed tasty empty main favorite cheesecake graham big',\n",
       " 'The Tonight Dough® high': 'favorite good best delicious amazing perfect great other many worth different little sweet more only',\n",
       " 'The Tonight Dough® low': 'last few favorite great good gross bad much new more horrible artificial worth disgusting disappointing',\n",
       " 'Triple Caramel Chunk® high': 'other last amazing first great nice sinful favorite past particular good best hard least kind',\n",
       " 'Triple Caramel Chunk® low': 'more few absent closer plain light brown vague great tasteless',\n",
       " 'Urban Bourbon™ high': 'new good favorite sweet perfect great best little amazing more dark other skeptical first few',\n",
       " 'Urban Bourbon™ low': 'sweet many good much new first great same other few second tiny huge bad enough',\n",
       " 'Vanilla high': 'best great creamy sweet full favorite simple savory available better dense rich natural intense boring',\n",
       " 'Vanilla low': 'thick',\n",
       " 'Vanilla Caramel Fudge high': 'favorite many only local perfect new simple best creamiest right amazing available smooth creamy greatest',\n",
       " 'Vanilla Caramel Fudge low': 'little bad awful complete disappointed',\n",
       " 'Boom Chocolatta™ Cookie Core high': 'best favorite good other amazing hard first delicious perfect new more right few local fantastic',\n",
       " 'Boom Chocolatta™ Cookie Core low': 'disappointing huge small disappointed bland particular acrid wasteful def less other narrow smaller full first',\n",
       " 'Chocolate Chip Cookie Dough Core high': 'best more good awesome local amazing new online last yummy excellent long hugest honest yummiest',\n",
       " 'Chocolate Chip Cookie Dough Core low': 'good grainy regular disappointed excited other same brown gritty terrible bad original favorite great new',\n",
       " 'Sweet Like Sugar Cookie Dough Core high': 'best sweet favorite delicious new good amazing perfect more great almond subtle better only first',\n",
       " 'Sweet Like Sugar Cookie Dough Core low': 'sweet good more much worst disappointed entire pure',\n",
       " 'Wake & \" No Bake \" Cookie Dough Core high': 'delicious little favorite good best happy great amazing regular perfect more big different chewy sure',\n",
       " 'Wake & \" No Bake \" Cookie Dough Core low': 'good bland gritty hard new dry other excited little much small grainy stale more terrible',\n",
       " 'Brownie Batter Core high': 'good favorite best perfect amazing last many close decadent first other much great more only',\n",
       " 'Brownie Batter Core low': 'good disappointed favorite great excited more half sweet first disappointing few hard amazing right usual',\n",
       " 'Cookies & Cream Cheesecake Core high': 'best happy delicious good little more great favorite amazing half pregnant bad excellent sweet few',\n",
       " 'Cookies & Cream Cheesecake Core low': 'good great little disappointed disappointing bad excited much last icy major small whole few seasoned',\n",
       " 'Karamel Sutra® Core high': 'best favorite other good only free amazing perfect new able first more decadent great rich',\n",
       " 'Karamel Sutra® Core low': 'more first same chocololate nice sized whole last amazing half happy sad upset good remarkable',\n",
       " 'Peanut Butter Fudge Core high': 'favorite good more perfect best few rich only mini huge first new amazing disappointing better',\n",
       " 'Peanut Butter Fudge Core low': 'yummy total whole entire disappointed little',\n",
       " 'White Chocolate Raspberry Truffle Ice Cream high': 'white best creamy delicious perfect rich amazing good great other sweet new favorite more smooth',\n",
       " 'White Chocolate Raspberry Truffle Ice Cream low': 'white dark ersatz right',\n",
       " 'Banana Peanut Butter Chip Ice Cream high': 'best favorite perfect amazing good delicious better only many great absolute more other creamy local',\n",
       " 'Banana Peanut Butter Chip Ice Cream low': 'excited much special only white mistaken nonexistent stronger more same great',\n",
       " 'Bourbon Praline Pecan Ice Cream high': 'best favorite new good great sweet delicious more perfect creamy little praline limited other strong',\n",
       " 'Bourbon Praline Pecan Ice Cream low': 'sweet strong favorite much disappointing other sure disappointed few first more original excited less new',\n",
       " 'Bourbon Vanilla Bean Truffle Ice Cream high': 'best good favorite delicious sweet new big truffle perfect right amazing more great creamy rich',\n",
       " 'Bourbon Vanilla Bean Truffle Ice Cream low': 'great much first huge disappointed strong sweet bad excited new many hesitant necessary small complete',\n",
       " 'Butter Pecan Ice Cream high': 'creamy great good best favorite delicious rich sweet smooth perfect right other more whole spoonful',\n",
       " 'Butter Pecan Ice Cream low': 'bland favorite old delicious first creamy last disappointing worst second same disappointed good better sure',\n",
       " 'Caramel Soft Dipped Ice Cream Bar high': 'good delicious new amazing wonderful best favorite only publix average extraordinary great glad soft perfect',\n",
       " 'Caramel Soft Dipped Ice Cream Bar low': '',\n",
       " 'Caramel Cone Ice Cream high': 'delicious good best favorite creamy sweet perfect crunchy rich amazing other free smooth new first',\n",
       " 'Caramel Cone Ice Cream low': 'crunchy perfect sad more actual delicious waffle small different mushy lumpy first available least favourite',\n",
       " 'Caramel Cone Ice Cream Bar high': 'good delicious perfect hard best other more right new only smooth little multiple available hot',\n",
       " 'Caramel Cone Ice Cream Bar low': 'creamy rich thelast other premium',\n",
       " 'Cherry Vanilla Ice Cream high': 'favorite perfect best smooth natural new hard amazing wonderful nice delicious good other able different',\n",
       " 'Cherry Vanilla Ice Cream low': 'single favorite local whole good total major different second',\n",
       " 'Chocolate Ice Cream high': 'creamy rich great smooth delicious best good sweet other more perfect hard whole favorite real',\n",
       " 'Chocolate Ice Cream low': 'long favorite ingredient minimal surprised disappointed',\n",
       " 'Chocolate Soft Dipped Ice Cream Bar high': 'soft creamy different amazing fond hard addictive double short grateful decadent high new favorite delicious',\n",
       " 'Chocolate Soft Dipped Ice Cream Bar low': 'soft dark rich creamy fake only real bitter new other cheap thick low second excited',\n",
       " 'Chocolate Chip Cookie Dough Ice Cream high': 'best rich good delicious greatest creamy most great more different little amazing delectable exquisite religious',\n",
       " 'Chocolate Chip Cookie Dough Ice Cream low': 'real favorite new lacking creamy blank sure worth bad sizable solid good more different fake',\n",
       " 'Chocolate Chocolate Chip Ice Cream high': 'favorite more perfect best good creamy other only difficult amazing hard rich better sad little',\n",
       " 'Chocolate Chocolate Chip Ice Cream low': 'good fine sweet sandy many large pleasant full akin better brown belgian new',\n",
       " 'Chocolate Dark Chocolate Ice Cream Bar high': 'best dark smooth delicious amazing local available better favorite high thick yummy more delighted real',\n",
       " 'Chocolate Dark Chocolate Ice Cream Bar low': 'dark many disappointing sad',\n",
       " 'Chocolate Fudge Non-Dairy Bar high': 'non amazing real free more allergic best first old frozen new good only favorite lactose',\n",
       " 'Chocolate Fudge Non-Dairy Bar low': '',\n",
       " 'Chocolate Peanut Butter Ice Cream high': 'creamy delicious smooth favorite perfect best amazing more rich good other new hard sweet whole',\n",
       " 'Chocolate Peanut Butter Ice Cream low': 'last same hard bad other different big smooth favorite sweet lighter disappointing old delicious good',\n",
       " 'Chocolate Salted Fudge Truffle Non-Dairy high': 'non - dairy free best good rich amazing other delicious perfect smooth lactose creamy intolerant',\n",
       " 'Chocolate Salted Fudge Truffle Non-Dairy low': 'underwhelming sure excited new disappointed better true good only 5he truffle nasty non',\n",
       " 'Chocolate Sea Salt Caramel HEAVEN Light Ice Cream high': 'light delicious other perfect smooth creamy regular local low fantastic whole skeptical more sweet pleasant',\n",
       " 'Chocolate Sea Salt Caramel HEAVEN Light Ice Cream low': 'sweet good normal other light discernible able little creamy closer artificial',\n",
       " 'Coconut Caramel Non-Dairy high': 'free non hard amazing - creamy delicious new diary best much regular top lactose lower',\n",
       " 'Coconut Caramel Non-Dairy low': '',\n",
       " 'Coconut Caramel Chocolate TRIO CRISPY LAYERS high': 'favorite perfect only more wonderful new first best salty whole few amazing delicious belgian awesome',\n",
       " 'Coconut Caramel Chocolate TRIO CRISPY LAYERS low': 'coconut little crunchy great good belgian whole',\n",
       " 'Coconut Caramel Dark Chocolate Non-Dairy Bar high': 'non free - delicious great creamy dairy good best friendly many dark local decadent perfect',\n",
       " 'Coconut Caramel Dark Chocolate Non-Dairy Bar low': 'non - dairy regular more same dark fine thick minimal harder favorite ok little different',\n",
       " 'Coffee Ice Cream high': 'best creamy rich perfect smooth good great favorite delicious other amazing sweet right free whole',\n",
       " 'Coffee Ice Cream low': 'new good soft last disappointed sure bad old single more semi firm solid subtle unhappy',\n",
       " 'Coffee Almond Crunch Ice Cream Bar high': 'perfect favorite available best great local other crunchy creamy only sweet larger absent delicious bigger',\n",
       " 'Coffee Almond Crunch Ice Cream Bar low': 'smallest huge normal gritty discernible good few much strong original cheap other delicious last upset',\n",
       " 'Coffee Chip Ice Cream high': 'best favorite java many only better good hard more other delicious popular big several amazing',\n",
       " 'Coffee Chip Ice Cream low': 'new same favorite better other creamy good rich bad original plain old few different bland',\n",
       " 'Coffee Vanilla Chocolate TRIO CRISPY LAYERS high': 'best favorite belgian perfect more amazing new good other crunchy sure sweet delicious first nice',\n",
       " 'Coffee Vanilla Chocolate TRIO CRISPY LAYERS low': 'new mild creamy icy disappointing few worried disappointed sad crunchy frozen mouthful overall nice other',\n",
       " 'Cold Brew Espresso Chip HEAVEN Light Ice Cream high': 'light creamy sweet good regular perfect more new best rich sad glad most excellent delicious',\n",
       " 'Cold Brew Espresso Chip HEAVEN Light Ice Cream low': 'bitter non detectable unpleasant creamy bland good worst overall',\n",
       " 'Cookies and Cream Ice Cream high': 'great best more better enough creamy good favorite pure perfect bigger amazing rich heavenly little',\n",
       " 'Cookies and Cream Ice Cream low': 'classic small disgusting',\n",
       " 'Double Belgian Chocolate Chip Ice Cream high': 'rich creamy best smooth delicious belgian perfect good sweet amazing great little favorite dark other',\n",
       " 'Double Belgian Chocolate Chip Ice Cream low': 'hard creamy only substantial close nutritional good fine suspect disappointed natural multiple green best few',\n",
       " 'Dulce de Leche Cookie Squares high': 'more best favorite perfect few new awesome same soft rich amazing good little heavy most',\n",
       " 'Dulce de Leche Cookie Squares low': 'excited new same loyal much other non - existent sweet plain intense little hesitant favorite',\n",
       " 'Dulce de Leche Ice Cream high': 'creamy sweet rich delicious best smooth good great perfect favorite other amazing right real enough',\n",
       " 'Dulce de Leche Ice Cream low': 'new more rich sweet better much little long sour whole different honest favorite',\n",
       " 'Green Tea Ice Cream high': 'green favorite perfect best sweet good more bigger hard only smooth new many local creamy',\n",
       " 'Green Tea Ice Cream low': 'green plain disappointed enough sure non - favorite horrible vague scant sweet excited weird better',\n",
       " 'Honey Salted Caramel Almond Ice Cream high': 'best good delicious favorite perfect local right sweet small amazing enough other wonderful new more',\n",
       " 'Honey Salted Caramel Almond Ice Cream low': '',\n",
       " 'Irish Cream Cookie Squares high': 'best good rich more decadent amazing irish local big small interesting absolute creamy basic first',\n",
       " 'Irish Cream Cookie Squares low': '',\n",
       " 'Irish Cream Brownie Ice Cream high': 'irish more great perfect amazing delicious creamy first favorite best little bigger local only right',\n",
       " 'Irish Cream Brownie Ice Cream low': 'irish old bad close popular more favorite wrong delicious limited sufficient cold disappointed prominent coffee-',\n",
       " 'Lemon Sorbet high': 'refreshing perfect sweet delicious creamy smooth best light better tart favorite able amazing hot only',\n",
       " 'Lemon Sorbet low': 'best perfect odd other huge impossible own superior most icecream',\n",
       " 'Lemon Raspberry White Chocolate TRIO CRISPY LAYERS high': 'white best sweet perfect favorite more delicious good whole entire amazing nice enough other right',\n",
       " 'Lemon Raspberry White Chocolate TRIO CRISPY LAYERS low': 'sweet favorite white tart amazing little true last disappointed more strong noticeable complete creative wrong',\n",
       " 'Mango Ice Cream high': 'best creamy favorite perfect new absolute amazing sweet more real good other smooth better first',\n",
       " 'Mango Ice Cream low': 'original better new light disgusting',\n",
       " 'Mango Sorbet high': 'good great only more hard local real hungry lactose smooth better other sweet secondary angry',\n",
       " 'Mango Sorbet low': 'good second more actual',\n",
       " 'Mint Chip Ice Cream high': 'available favorite perfect other good sweet smooth only delicious subtle such strong homemade natural hard',\n",
       " 'Mint Chip Ice Cream low': 'many sure rich better great huge best less real enough american disappointed organic sweet new',\n",
       " 'Peanut Butter Cookie Squares high': 'new more perfect delicious whole most ashamed entire other rich fabulous favorite bulk fresh awesome',\n",
       " 'Peanut Butter Cookie Squares low': 'big excited special dry unimpressed little disappointing',\n",
       " 'Peanut Butter Chip HEAVEN Light Ice Cream high': 'fat full more bad delicious low good many same high light fantastic rich impressed enough',\n",
       " 'Peanut Butter Chip HEAVEN Light Ice Cream low': 'light little more excited occasional worst only sure other first good chalky better reminiscent regular',\n",
       " 'Peanut Butter Chocolate Fudge Non-Dairy high': 'best non - dairy free better delicious many hard amazing good rich other able right',\n",
       " 'Peanut Butter Chocolate Fudge Non-Dairy low': 'commendable non sweet half baked better richer generous',\n",
       " 'Peanut Butter Chocolate Fudge Non-Dairy Bar high': 'non - dairy delicious amazing good best other better creamy decadent hard smooth perfect real',\n",
       " 'Peanut Butter Chocolate Fudge Non-Dairy Bar low': 'long healthy nutritional entirely',\n",
       " 'Peppermint Bark Ice Cream high': 'available better favorite great other last limited good best local seasonal much round smooth serious',\n",
       " 'Peppermint Bark Ice Cream low': '',\n",
       " 'Peppermint Bark Ice Cream Bar high': 'available dark crunchy white delicious good new limited normal tasty solid wonderful amazing round many',\n",
       " 'Peppermint Bark Ice Cream Bar low': '',\n",
       " 'Pineapple Coconut Ice Cream high': 'best favorite good creamy delicious perfect only larger bigger great hard new right smooth local',\n",
       " 'Pineapple Coconut Ice Cream low': 'other sad disappointed great more excited tiny expensive fresh less suntan least displeased dense high',\n",
       " 'Pistachio Ice Cream high': 'best favorite perfect great good available hard sad delicious happy local rich only many worth',\n",
       " 'Pistachio Ice Cream low': 'green disappointed whole good only tiny same little small poor soggy roasted new real disappointing',\n",
       " 'Raspberry Sorbet high': 'favorite sweet hard other best sweeter healthy old only local next frustrating better delicious okay',\n",
       " 'Raspberry Sorbet low': '',\n",
       " 'Rocky Road Ice Cream high': 'best rocky favorite other perfect more only many creamy smooth good amazing little absolute local',\n",
       " 'Rocky Road Ice Cream low': 'disgusting rocky sweet whole other okay msrxhmallow last overpriced right delicious nice free disappointing actual',\n",
       " 'Rosé & Cream Ice Cream high': 'creamy good new sweet delicious refreshing amazing first whole entire great other last more exact',\n",
       " 'Rosé & Cream Ice Cream low': 'good happy favorite little stronger perfect safe generic non - lethal ingredient sorry regular rose',\n",
       " 'Ruby Cacao Ice Cream Bar high': 'sweet unique tangy smooth limited amazing first permanent overwhelming creamy delicious best rich enough subtle',\n",
       " 'Ruby Cacao Ice Cream Bar low': 'sour good sweet excited other milky first disappointed outer gross bland awful light tasteless white',\n",
       " 'Ruby Cacao Crackle Pistachio Sweet Cream TRIO CRISPY LAYERS high': 'sweet perfect good more limited nice favorite unique smooth available last great delicious permanent much',\n",
       " 'Ruby Cacao Crackle Pistachio Sweet Cream TRIO CRISPY LAYERS low': 'sweet good disappointed only sour weird bitter bad red terrible interesting unusual indescribable after same',\n",
       " 'Rum Raisin Ice Cream high': 'best creamy favorite other good sweet great bigger perfect only more amazing strong first whole',\n",
       " 'Rum Raisin Ice Cream low': 'favorite sweet disappointed same original few last local many more disappointing small bad great better',\n",
       " 'Rum Tres Leches Ice Cream high': 'best good great sweet favorite more first delicious amazing surprised same new enough local balanced',\n",
       " 'Rum Tres Leches Ice Cream low': 'good great best excited little amazing disappointed hard new first weird overall same sweet ok',\n",
       " 'Salted Caramel Chocolate TRIO CRISPY LAYERS high': 'best belgian salty perfect amazing other whole good new absolute favorite smooth addicted most stellar',\n",
       " 'Salted Caramel Chocolate TRIO CRISPY LAYERS low': 'other creamy hard good excited bland only poor icy decadent disappointing amazing entire bad more',\n",
       " 'Strawberry Ice Cream high': 'creamy best great real delicious good favorite rich smooth other natural sweet fresh more better',\n",
       " 'Strawberry Ice Cream low': 'natural pink cold tiny creamy many dang light sandy disappointed milky normal cheaper good artificial',\n",
       " 'Strawberry Waffle Cone HEAVEN Light Ice Cream high': 'light good new regular best great creamy favorite low full original excited less fluffier bigger',\n",
       " 'Strawberry Waffle Cone HEAVEN Light Ice Cream low': 'lower die hard high light bland same',\n",
       " 'Triple Chocolate TRIO CRISPY LAYERS high': 'new best white favorite other delicious amazing dark creamy belgian obsessed much awesome rich more',\n",
       " 'Triple Chocolate TRIO CRISPY LAYERS low': 'other white more creamy good bitter icy favorite nondairy disappointing correct super premium reminiscent several',\n",
       " 'Vanilla Cookie Squares high': 'perfect delicious rich new first dark smooth good best local crunchy heavenly other right favorite',\n",
       " 'Vanilla Cookie Squares low': 'much grainy excited new favorite disappointed hard dark next disappointing',\n",
       " 'Vanilla Ice Cream high': 'creamy good great smooth rich perfect delicious best favorite amazing other more many real nice',\n",
       " 'Vanilla Ice Cream low': 'creamy same new old rich disappointed more other dense last original few best favorite different',\n",
       " 'Vanilla Soft Dipped Ice Cream Bar high': 'soft amazing dark difficult actual true next own plain boring much hesitant frozen wrong delicious',\n",
       " 'Vanilla Soft Dipped Ice Cream Bar low': 'bitter wrong creamy good originial disappointed thick outer traditional',\n",
       " 'Vanilla Bean Ice Cream high': 'creamy best good delicious great rich other smooth amazing sweet perfect yummy nice real favorite',\n",
       " 'Vanilla Bean Ice Cream low': 'new creamy same special best old rich other superior original previous american select more icy',\n",
       " 'Vanilla Blackberry Chocolate TRIO CRISPY LAYERS high': 'best favorite sweet new creamy delicious other more amazing perfect blackberry smooth rich many enough',\n",
       " 'Vanilla Blackberry Chocolate TRIO CRISPY LAYERS low': 'much more disappointing other belgian little bad single annoying preferred enough thin actual decadent better',\n",
       " 'Vanilla Caramel White Chocolate TRIO CRISPY LAYERS high': 'white delicious favorite best sweet good great new hard amazing only rich perfect smooth big',\n",
       " 'Vanilla Caramel White Chocolate TRIO CRISPY LAYERS low': '',\n",
       " 'Vanilla Chocolate Chip Ice Cream high': 'favorite best creamy local able other sad only many difficult dark delicious perfect wonderful simple',\n",
       " 'Vanilla Chocolate Chip Ice Cream low': 'creamy first off usual high icy sure texture definite close sad extra other cheap rich',\n",
       " 'Vanilla Milk Chocolate Ice Cream Bar high': 'creamy good delicious rich amazing perfect smooth great yummy hard new high nice best more',\n",
       " 'Vanilla Milk Chocolate Ice Cream Bar low': 'thick smaller different creamy old dark wonderful evident disappointed unsettled sad special individual closer nutritional',\n",
       " 'Vanilla Milk Chocolate Almond Ice Cream Bar high': 'delicious good great best perfect creamy many last thick other hard amazing same negative bad',\n",
       " 'Vanilla Milk Chocolate Almond Ice Cream Bar low': 'creamy smaller same disappointed rich good last different other favorite more new thin few thinner',\n",
       " 'Vanilla Swiss Almond Ice Cream high': 'creamy favorite delicious good perfect best great right smooth swiss rich sweet other more amazing',\n",
       " 'Vanilla Swiss Almond Ice Cream low': 'favorite good sour last few new swiss many old same key lower delicious sweeter traditional',\n",
       " 'Whiskey Hazelnut Latte Ice Cream high': 'new best amazing last sure first particular crunchy entire gone phenomenal nice major addicted unexpected',\n",
       " 'Whiskey Hazelnut Latte Ice Cream low': 'whisky loud clear more',\n",
       " 'White Chocolate Raspberry Ice Cream Bar high': 'perfect best good white favorite greatest dark more delicious surprised much little thick creamy sweet',\n",
       " 'White Chocolate Raspberry Ice Cream Bar low': 'white dark usual high many terrible worst disgusting artificial milky cheapest',\n",
       " 'ALPHONSO MANGO SORBETTO high': 'good best favorite delicious sweet great perfect other first new fresh frozen amazing smooth free',\n",
       " 'ALPHONSO MANGO SORBETTO low': 'sweet real more delicious horrible good fresh several perfect tart much right big last vobrant',\n",
       " 'BANANA CARAMEL CRUNCH high': 'good best perfect sure more amazing big soft creamy favorite first great indulgent frozen other',\n",
       " 'BANANA CARAMEL CRUNCH low': 'artificial particular high good excited strong unbearable true other amazing',\n",
       " 'BELGIAN CHOCOLATE GELATO high': 'favorite smooth hard whole more creamy glad enough dark rich first great amazing belgian best',\n",
       " 'BELGIAN CHOCOLATE GELATO low': '',\n",
       " 'BLACK RASPBERRY CHOCOLATE CHIP GELATO high': 'more black favorite good perfect best amazing delicious other dark sweet hard great absolute creamy',\n",
       " 'BLACK RASPBERRY CHOCOLATE CHIP GELATO low': 'disappointed other bad whole black first disappointing special surprised great sure disgusting single only same',\n",
       " 'BLACK RASPBERRY VANILLA PARFAIT high': 'delicious best good whole new great amazing little crunchy favorite more perfect black creamy smooth',\n",
       " 'BLACK RASPBERRY VANILLA PARFAIT low': 'black sorry happy heavy definite disappointed soggy little long only surprised many strong same good',\n",
       " 'CARAMEL APPLE PIE GELATO high': 'best good favorite more amazing perfect seasonal free other creamy sad special available few whole',\n",
       " 'CARAMEL APPLE PIE GELATO low': 'overwhelming okay good few expensive more able unusual high sophisticated stringent free earliest available many',\n",
       " 'CARAMEL COOKIE CRUNCH GELATO high': 'good best perfect favorite delicious sweet amazing creamy smooth free little other first more great',\n",
       " 'CARAMEL COOKIE CRUNCH GELATO low': 'bad disappointed other first few good tiny favorite last past different same little wrong great',\n",
       " 'CARIBBEAN COCONUT GELATO high': 'best creamy perfect good favorite great more amazing sweet delicious first smooth whole rich caribbean',\n",
       " 'CARIBBEAN COCONUT GELATO low': 'first amazing bad creamy disappointed good coconut smooth gritty other coconutty excited more sweet plastic',\n",
       " 'CHOCOLATE CHERRY CHEESECAKE high': 'best amazing good more perfect delicious new creamy favorite sweet first whole awesome real impressed',\n",
       " 'CHOCOLATE CHERRY CHEESECAKE low': 'great hard good sorry bottom general whole sure like bad light entire heavy other delicious',\n",
       " 'CHOCOLATE CHIP COOKIE DOUGH GELATO high': 'best favorite delicious more sweet other good only bigger sure hard great light enough second',\n",
       " 'CHOCOLATE CHIP COOKIE DOUGH GELATO low': 'more disappointed other same good entire whole disappointing enough few bad great small sorry tiny',\n",
       " 'CHOCOLATE PEANUT BUTTER CUP GELATO high': 'good smooth delicious best perfect favorite creamy rich more amazing little natural other entire first',\n",
       " 'CHOCOLATE PEANUT BUTTER CUP GELATO low': 'sorry few first excited old sparse bad favorite other second silly different small sweeter sad',\n",
       " 'COCONUT ALMOND CHOCOLATE GELATO high': 'favorite best good new delicious perfect more many other hard great amazing light creamy first',\n",
       " 'COCONUT ALMOND CHOCOLATE GELATO low': 'spoonful bland huge',\n",
       " 'COCONUT CHOCOLATE COOKIE high': 'free good best delicious new other favorite smooth more creamy frozen many wonderful happy sweet',\n",
       " 'COCONUT CHOCOLATE COOKIE low': 'only hard hot disappointed more flat excited crisp outside delicious great huge looky new other',\n",
       " 'COFFEE CHOCOLATE CHIP GELATO high': 'favorite best good perfect great little first smooth delicious other creamy yummy free many sweet',\n",
       " 'COFFEE CHOCOLATE CHIP GELATO low': 'good single disappointing disappointed excited odd plain high entire first wrong delicious sure sorry worst',\n",
       " 'COFFEE COOKIE CRUMBLE high': 'more great good amazing rich new yummy sweet little happy entire other layered divine legit',\n",
       " 'COFFEE COOKIE CRUMBLE low': 'white disappointing favorite entire single excited yummy crunchy bold subtle own creamy thickest soft almond',\n",
       " 'COLD BREW COFFEE SORBETTO high': 'free best creamy delicious good smooth rich amazing favorite cold more non lactose many other',\n",
       " 'COLD BREW COFFEE SORBETTO low': 'free other disappointed vegan excited disappointing whole sweet good first about better huge cold local',\n",
       " 'DARK CHOCOLATE CHERRY high': 'dark best other new good first little more delicious perfect full favorite rich amazing better',\n",
       " 'DARK CHOCOLATE CHERRY low': 'dark good more last whole bottom truffle solid disappointed free disgusting black worst frozen amazing',\n",
       " 'DARK CHOCOLATE SORBETTO high': 'free amazing good dark delicious great creamy wonderful best better happy perfect allergic real regular',\n",
       " 'DARK CHOCOLATE SORBETTO low': 'free disappointing original many dark disappointed vegan first wrong special best low strong several sorry',\n",
       " 'DOUBLE DARK CHOCOLATE GELATO high': 'rich little favorite delicious dark more sweet perfect few first amazing creamy great other good',\n",
       " 'DOUBLE DARK CHOCOLATE GELATO low': 'dark disappointed annoying hard real unwelcomed major ok darker other plastic reusable recyclable little more',\n",
       " 'FUDGE BROWNIE GELATO high': 'best creamy only delicious amazing rich local first able good other sweet free perfect disappointed',\n",
       " 'FUDGE BROWNIE GELATO low': 'mediocre enough small nonexistent artificial weird most',\n",
       " 'HAZELNUT CHOCOLATE CHIP GELATO high': 'favorite amazing best hard other good local delicious more perfect happy available few sorry many',\n",
       " 'HAZELNUT CHOCOLATE CHIP GELATO low': 'first many hard bitter great sorry delicious spoonful crunchy second whole strange hazlenut figured safe',\n",
       " 'KEY LIME PIE GELATO high': 'key favorite best more perfect creamy delicious good other amazing available great special sad local',\n",
       " 'KEY LIME PIE GELATO low': 'key disappointed good excited favorite first disappointing other more great natural tangy original new huge',\n",
       " 'LEMON BERRY PIE high': 'good perfect delicious best entire able glad sweet new rich other more favorite tart wrong',\n",
       " 'LEMON BERRY PIE low': 'coconut much favorite second eighth excited disappointed few thin sufficient frustrated good first huge artificial',\n",
       " 'MADAGASCAN VANILLA BEAN GELATO high': 'great good creamy favorite best delicious smooth amazing other sweet worth simple rich better perfect',\n",
       " 'MADAGASCAN VANILLA BEAN GELATO low': 'favorite same other new sorry original more old disappointed best free boring plain bland tahitian',\n",
       " 'MEDITERRANEAN MINT GELATO high': 'favorite good creamy perfect great best delicious little amazing other worth refreshing smooth pricey whole',\n",
       " 'MEDITERRANEAN MINT GELATO low': 'more good bad different sorry past favorite big delicious other much sweet strong thick hard',\n",
       " 'MINT FUDGE COOKIE high': 'best amazing favorite whole delicious good other more hot hard new glad perfect great superb',\n",
       " 'MINT FUDGE COOKIE low': 'good funny little sweet bitter',\n",
       " 'OLD WORLD EGGNOG GELATO high': 'good delicious great enough eggnog first happy strong sure few special amazing many favorite more',\n",
       " 'OLD WORLD EGGNOG GELATO low': 'worst faint simple plain sure boring',\n",
       " 'ORGANIC BROWN BUTTER CARAMEL high': 'best new rich creamy brown great sweet amazing smooth perfect pet tantalized decadent delicious delicate',\n",
       " 'ORGANIC BROWN BUTTER CARAMEL low': 'brown single first organic good trash clear plastic other only tiny third little much last',\n",
       " 'ORGANIC CHOCOLATE MOUSSE GELATO high': 'first perfect best smooth awesome little thick much general rich sweet right free great amazing',\n",
       " 'ORGANIC CHOCOLATE MOUSSE GELATO low': 'gummy cheap bad unbearable sorry more',\n",
       " 'ORGANIC GINGER MATCHA GELATO high': 'delicious new sweet perfect good clean organic great more free delicate creamy delicous first smaller',\n",
       " 'ORGANIC GINGER MATCHA GELATO low': 'familiar ceremonial',\n",
       " 'ORGANIC OAK-AGED VANILLA GELATO high': 'best favorite delicious good great aged few frozen balanced other smooth fine own entire prominent',\n",
       " 'ORGANIC OAK-AGED VANILLA GELATO low': 'appropriate',\n",
       " 'PACIFIC COAST PISTACHIO GELATO high': 'good great best sweet favorite other amazing delicious creamy smooth worth rich first perfect hard',\n",
       " 'PACIFIC COAST PISTACHIO GELATO low': 'more good disappointing bad sicilian sure different sorry bland other same terrible favorite new only',\n",
       " 'PEANUT BUTTER FUDGE SORBETTO high': 'free good amazing other best delicious creamy rich non more sweet smooth frozen favorite first',\n",
       " 'PEANUT BUTTER FUDGE SORBETTO low': 'broken original funky smooth horrible thick disappointed sweet more few strange nice better best impossible',\n",
       " 'PEANUT BUTTER VANILLA FUDGE high': 'best other good perfect favorite amazing delicious new soft creamy glad little entire spoonful different',\n",
       " 'PEANUT BUTTER VANILLA FUDGE low': 'disappointed new excited wrong light much delicious separate great single own less mild other dry',\n",
       " 'PEPPERMINT BARK GELATO high': 'best available seasonal other good perfect favorite great amazing more last incredible delicious able hard',\n",
       " 'PEPPERMINT BARK GELATO low': 'chalky much best hard ok great waxy white better concerned other consistent able disappointed light',\n",
       " 'PUMPKIN PIE high': 'pumpkin good best amazing seasonal glad favorite only last great real more available better bad',\n",
       " 'PUMPKIN PIE low': 'sweet pumpkin perfect good last layered disappointed great new horrible bad tahitian free more disappointing',\n",
       " 'RASPBERRY CHEESECAKE GELATO high': 'best favorite more perfect delicious good sweet first new free better creamy happy smooth absolute',\n",
       " 'RASPBERRY CHEESECAKE GELATO low': 'new favorite hard good disappointing disappointed other weird sure sour wonderful small actual tart smooth',\n",
       " 'ROMAN RASPBERRY SORBETTO high': 'sweet best favorite more amazing fresh delicious great perfect first good free frozen other tart',\n",
       " 'ROMAN RASPBERRY SORBETTO low': 'good bad tart delicious nutritional much sweet homemade disgusting sour bitter other free old favorite',\n",
       " 'SALTED CARAMEL TRUFFLE high': 'good best delicious amazing other perfect new favorite first great sweet only more little much',\n",
       " 'SALTED CARAMEL TRUFFLE low': 'outer visible layered sorry additional free disgusting worst biggest new further great best better cheap',\n",
       " 'SEA SALT CARAMEL GELATO high': 'best amazing smooth delicious more first good creamy favorite little perfect great spoonful few other',\n",
       " 'SEA SALT CARAMEL GELATO low': 'few last best whole favorite disappointed entire much more recent other several dark sorry excellent',\n",
       " 'SOUTHERN BUTTER PECAN GELATO high': 'best favorite rich creamy smooth sweet more good amazing full first great other little perfect',\n",
       " 'SOUTHERN BUTTER PECAN GELATO low': 'other sweet fake brown southern first few good natural disappointing pecan bad hard more enough',\n",
       " 'STRAWBERRY HIBISCUS SORBETTO high': 'refreshing sweet fresh delicious new light amazing local next italian free non - dairy tasty',\n",
       " 'STRAWBERRY HIBISCUS SORBETTO low': 'lower excited warm perfect refreshing good fine like several present disappointing disappointed great additional little',\n",
       " 'VANILLA BLUEBERRY CRUMBLE GELATO high': 'favorite more delicious perfect amazing best whole sweet crumble smooth little soft mushy available close',\n",
       " 'VANILLA BLUEBERRY CRUMBLE GELATO low': 'disappointed excited crumble high more different lovely okay much other disappointing hard waxy same random',\n",
       " 'VANILLA CARAMEL SWIRL GELATO high': 'good best more delicious favorite other several first amazing right new wrong boring whole bad',\n",
       " 'VANILLA CARAMEL SWIRL GELATO low': 'creamy delicious sorry plain more disappointed carmal real little recent further ubiquitous many lackluster meager',\n",
       " 'VANILLA FUDGE COOKIE high': 'good best amazing delicious favorite great other sweet first smooth new whole more perfect hard',\n",
       " 'VANILLA FUDGE COOKIE low': 'additional entire same excited able new more less better good disappointed obese sure similar half',\n",
       " 'Natural Vanilla high': 'natural good creamy great best favorite delicious perfect other smooth sweet rich amazing real only',\n",
       " 'Natural Vanilla low': 'natural good other real better simple old only frozen vegetable different disappointed more great last',\n",
       " 'Homemade Vanilla high': 'creamy great good homemade perfect favorite smooth best rich other nice affordable delicious only sweet',\n",
       " 'Homemade Vanilla low': 'homemade icecream cheap good many amazing natural tasted original limited creamy bland definite initial old',\n",
       " 'Extra Creamy Vanilla high': 'creamy great amazing extra delicious best good favorite rich free other first smooth more super',\n",
       " 'Extra Creamy Vanilla low': 'natural extra best healthy misleading little creamier other more dense less same disgusting real terrible',\n",
       " 'Chocolate high': 'good great best creamy rich delicious other favorite smooth affordable sweet soft perfect only classic',\n",
       " 'Chocolate low': 'good real natural better new old last other creamy artificial smaller impossible disappointed sorry hard',\n",
       " 'Natural Strawberry high': 'creamy good best favorite real delicious natural great fresh other sweet smooth many amazing perfect',\n",
       " 'Natural Strawberry low': 'bad enough new few disappointing whole same first bland possible good certain second dissatisfied ridiculous',\n",
       " 'Mint Chocolate Chip high': 'creamy favorite best good great delicious refreshing other sweet rich right green many natural perfect',\n",
       " 'Mint Chocolate Chip low': 'favorite good disappointed sure last other bitter single smaller little only least okay refreshing hard',\n",
       " 'Vanilla Chocolate Strawberry high': 'good great creamy perfect best natural favorite amazing little other rich delicious affordable wrong whole',\n",
       " 'Vanilla Chocolate Strawberry low': 'less last obvious apparent top actual unchanged many better natural few inconsistent other smoother more',\n",
       " 'Delights Creamy Chocolate high': 'good creamy great other low best delicious more little perfect whole regular better sweet hard',\n",
       " 'Delights Creamy Chocolate low': 'creamy great good first sure full hard same other horrible second disappointed few dry soft',\n",
       " 'Delights Mint Chip high': 'low good favorite regular other great free high sweet hard few creamy smooth perfect best',\n",
       " 'Delights Mint Chip low': 'full good hard other least great disappointed better same horrible solid low 2nd first large',\n",
       " 'Delights Cookies & Cream high': 'low good amazing real delicious more creamy high other sweet better full healthy guilty best',\n",
       " 'Delights Cookies & Cream low': 'other low great good creamy real disappointed frozen full more few high healthy fake disappointing',\n",
       " 'Delights Vanilla Bean high': 'creamy delicious good great smooth favorite best other free amazing little perfect low natural hot',\n",
       " 'Delights Vanilla Bean low': 'hard great few better excited lower good worst disappointed full most nice sure different other',\n",
       " 'French Vanilla high': 'great french best delicious good creamy favorite other perfect smooth real natural nice plain simple',\n",
       " 'French Vanilla low': 'french cheap rich artificial up down much little least good wrong frozen bland only other',\n",
       " 'CarbSmart™ Vanilla high': 'good low great delicious best smart creamy regular carb sweet smooth amazing favorite different other',\n",
       " 'CarbSmart™ Vanilla low': 'net low new more high old sure smart disappointed little other many fat sad big',\n",
       " 'Lactose Free Vanilla high': 'free lactose more delicious good real intolerant great best able other glad better favorite wonderful',\n",
       " 'Lactose Free Vanilla low': 'free lactose good sick few sure last same frozen creamy awful black little other confusing',\n",
       " 'No Sugar Added Vanilla high': 'good creamy great hard free healthy amazing affordable frozen same best favorite perfect alternative friendly',\n",
       " 'No Sugar Added Vanilla low': 'ridiculous disappointed new',\n",
       " 'OREO® high': 'good favorite great best creamy delicious perfect other soft sweet whole amazing affordable yummy only',\n",
       " 'OREO® low': 'more disappointed good single other tiny little late actual better depressed disappointing sweet worth plain',\n",
       " 'OREO® & CHIPS AHOY!® 2in1 high': 'free good great ahoy delicious new perfect creamy favorite best other more excited yummy awesome',\n",
       " 'OREO® & CHIPS AHOY!® 2in1 low': 'disappointed artificial whole second good countless temporary single standalone online dissatisfied disappointing most same okay',\n",
       " 'Vanilla Caramel high': 'creamy smooth good delicious perfect best sweet other french worth salty great better amazing flavorful',\n",
       " 'Vanilla Caramel low': 'hopeful new original more fave good best',\n",
       " 'Vanilla Caramel Gelato Indulgences high': 'smooth creamy sweet other perfect delicious best more great rich good own free amazing favorite',\n",
       " 'Vanilla Caramel Gelato Indulgences low': 'other bad excited creamy sweet free available long happy last horrible bitter good real excellent',\n",
       " 'Chocolate Mint high': 'favorite best new last other overwhelming rich dark only delicious regular huge disappointed right nice',\n",
       " 'Chocolate Mint low': 'new regular better other strong same sure serious particular good horrid present many white little',\n",
       " 'Peach high': 'best favorite peach other refreshing better good natural little fresh perfect sad great juicy creamy',\n",
       " 'Peach low': 'peach other frozen real good awful same more authentic favorite huge natural disappointed worst great',\n",
       " 'Vanilla Fudge Twirl high': 'favorite best able first other phenomenal disappointing free major right great excellent absolute wonderful divine',\n",
       " 'Vanilla Fudge Twirl low': 'disappointed gritty second wrong several plain simple whole last',\n",
       " 'CarbSmart™ Chocolate high': 'low best great regular delicious friendly sweet amazing carb real only many other good sure',\n",
       " 'CarbSmart™ Chocolate low': 'low many net good new higher diabetic glycemic old more disappointed major lower creamy much',\n",
       " 'CarbSmart™ Peanut Butter high': 'low good more delicious best nice great hard new happy real other favorite awesome regular',\n",
       " 'CarbSmart™ Peanut Butter low': 'low good disappointed favorite great new more first real last original best bland few other',\n",
       " 'Lactose Free Chocolate high': 'free lactose amazing best rich creamy delicious intolerant regular good able real hard other more',\n",
       " 'Lactose Free Chocolate low': 'free local same sick smooth creamy american artificial rich delicious',\n",
       " 'No Sugar Added Vanilla Chocolate Strawberry high': 'creamy good great favorite real natural rich smooth best different easy other fake artificial refreshing',\n",
       " 'No Sugar Added Vanilla Chocolate Strawberry low': 'bad free less happy third right excited pink gross deceiving disappointed necessary frozen tasty least',\n",
       " 'Non-Dairy Vanilla Peanut Butter high': 'non free - dairy more other great delicious good creamy best amazing real many excited',\n",
       " 'Non-Dairy Vanilla Peanut Butter low': 'free',\n",
       " 'Raspberry Cheesecake Gelato Indulgences high': 'creamy best perfect smooth first great silky yummy favorite creamiest more whole better fabulous amazing',\n",
       " 'Raspberry Cheesecake Gelato Indulgences low': 'disappointing sweet careful best bitter cold unflavorful dextrose brown inedible',\n",
       " \"REESE'S high\": 'good great favorite best delicious sweet perfect other creamy amazing affordable hard frozen wonderful big',\n",
       " \"REESE'S low\": 'more disappointed excited entire better good sweet real reese least frozen whole delicious other small',\n",
       " \"REESE'S & REESE'S PIECES 2in1 high\": 'free perfect great favorite good delicious best big amazing own reese yummy sure new more',\n",
       " \"REESE'S & REESE'S PIECES 2in1 low\": 'more disappointed excited disappointing single good favorite sad little other few hard great mini entire',\n",
       " 'No Sugar Added Caramel Swirl high': 'sweet regular great creamy low perfect salty free delicious diabetic sure rich crunchy first awesome',\n",
       " 'No Sugar Added Caramel Swirl low': '',\n",
       " 'SNICKERS® high': 'good favorite best delicious great perfect amazing creamy worth happy pricey better yummy sweet other',\n",
       " 'SNICKERS® low': 'more other good great weird real light wrong metallic delicious bad local nearest open wonderful',\n",
       " \"SNICKERS® & M&M'S® 2in1 high\": 'free delicious amazing perfect more great other creamy best full good yummy whole past crunchy',\n",
       " \"SNICKERS® & M&M'S® 2in1 low\": 'great good terrible small icecream awful first little displeased mini sure such wrong excellent other',\n",
       " 'CarbSmart™ Almond Bar high': 'low good great sweet other many more regular net carb perfect real excellent keto delicious',\n",
       " 'CarbSmart™ Almond Bar low': 'net many good more great old carb low deceiving different lower misleading greater tasted disappointed',\n",
       " 'HEATH & Waffle Cone 2in1 high': 'free great sweet perfect delicious more amazing good heath favorite rich creamy yummy awesome big',\n",
       " 'HEATH & Waffle Cone 2in1 low': 'good disappointed wrong better natural frozen little old big excited disappointing much fat small first',\n",
       " 'No Sugar Added Butter Pecan high': 'free great delicious hard diabetic sweet regular awesome huge long average needless dead rich only',\n",
       " 'No Sugar Added Butter Pecan low': 'artificial upset full frozen allergic',\n",
       " 'CarbSmart™ Vanilla Bar high': 'great good regular smart perfect low carb other full excellent best hard high few better',\n",
       " 'CarbSmart™ Vanilla Bar low': 'sure higher carb smart great bad few smaller same faithful bitter favorite low new good',\n",
       " 'HEATH high': 'good best yummy different favorite perfect frozen delicious great rich smooth own reasonable more excited',\n",
       " 'HEATH low': 'small favorite frozen disappointed other new last attached local first yea cool sad disabled limited',\n",
       " 'Butter Pecan high': 'creamy good delicious smooth great best natural perfect hot rich right new sorry most other',\n",
       " 'Butter Pecan low': 'frozen natural other less disappointed bad more few simple cheap real last different better same',\n",
       " 'CarbSmart™ Fudge Bar high': 'low sweet creamy smart good amazing tasty delicious smooth perfect best other carb nice bad',\n",
       " 'CarbSmart™ Fudge Bar low': 'new creamy old misleading net most artificial great carb smart sudden rich bitter more smooth',\n",
       " 'CarbSmart™ Mint Fudge Bar high': 'low creamy more great delicious excited delish refreshing new happy carb smart surprised mint tired',\n",
       " 'CarbSmart™ Mint Fudge Bar low': 'original smart excellent strange rich bland superfluous major addicted excited new such',\n",
       " 'OREO® Snack Cups 10ct high': 'minimal communal favorite great',\n",
       " 'OREO® Snack Cups 10ct low': '',\n",
       " \"REESE'S Chocolate high\": 'good great favorite creamy best perfect delicious amazing smooth more whole affordable little hard only',\n",
       " \"REESE'S Chocolate low\": 'more disappointed good plain other frozen hard excited little big better tasteless few smaller regular',\n",
       " 'Waffle Cone high': 'best waffle more favorite absolute supple softer perfect few entire other newer good local addictive',\n",
       " 'Waffle Cone low': 'different new sad full true tasty original much disappointed single equal disappointing old bland more',\n",
       " 'Creamsicle high': 'good orange favorite perfect creamy awesome great better refreshing many able first light more strong',\n",
       " 'Creamsicle low': 'orange bad pale first off short excited yucky horrid enough happy needless whole tasty less',\n",
       " 'New York Style Cheesecake high': 'good only more small great few delicious excited last little bad favorite amazing half next',\n",
       " 'New York Style Cheesecake low': 'good weird much little disappointed whole only first total other dang guilty more expensive horrible',\n",
       " 'Rocky Road high': 'rocky favorite simple other black enough best new little more yummy rich icecream gelatin different',\n",
       " 'Rocky Road low': 'rocky last gross good weird disappointed worst black fake frozen worth different favorite terrible delicious',\n",
       " 'Cherry Vanilla high': 'good other favorite great real sweet soft more similar full nice loyal regular last hard',\n",
       " 'Cherry Vanilla low': 'natural frozen weird several soft same lucky first different horrible old favorite other surprised disappointed',\n",
       " 'Cookies & Cream high': 'good delicious great favorite affordable creamy bad softened delightful better larger frozen absolute only satisfied',\n",
       " 'Cookies & Cream low': 'good bland horrified same nasty fake surprised full tasteless real few',\n",
       " 'Non-Dairy OREO® Cookies & Cream high': 'non - dairy more good free delicious other best great real regular amazing lactose new',\n",
       " 'Non-Dairy OREO® Cookies & Cream low': 'non other excited good natural - dairy regular great more sure few lactose high fructose',\n",
       " 'Coffee high': 'other best great favorite good better old excellent delicious lower fat creamy sweet frozen only',\n",
       " 'Coffee low': 'new frozen old good natural favorite disappointed only different other terrible many simple bitter wrong',\n",
       " 'Vanilla Chocolate high': 'creamy good delicious best great affordable smooth perfect natural rich favorite amazing other real nice',\n",
       " 'Vanilla Chocolate low': 'half light horrible creamy weak better sure strong weird frozen',\n",
       " 'Chocolate Chip high': 'good favorite delicious creamy excellent simple perfect easy dark large best more tasty aboid icy',\n",
       " 'Chocolate Chip low': 'few frozen awful whole natural many favorite dry main strange good old fashioned disappointed gross',\n",
       " 'Extra Creamy Chocolate high': 'good free great full regular more favorite rich extra intolerant many other delightful chalky bland',\n",
       " 'Extra Creamy Chocolate low': 'original same clean good disappointing local nice close similar bland faint cheap gummy new unfortunate',\n",
       " 'Black Raspberry Chocolate high': 'best delicious more good great black right amazing only first perfect different natural yummy sure',\n",
       " 'Black Raspberry Chocolate low': 'black more good frozen sugary terrible half single mine whole huge different sweet awful rural',\n",
       " 'Chocolate Truffle high': 'best dark creamy amazing rich delicious more sweet other good truffle few big scrumptious right',\n",
       " 'Chocolate Truffle low': 'favorite truffle good disappointed single entire poor dreadful other unnatural sudden different dark regular sure',\n",
       " 'Salted Caramel high': 'great salty perfect best lower other good delicious sweet hesitant first most several picky nutritional',\n",
       " 'Salted Caramel low': 'few excited favorite sad much better creamy artificial fond free true aweful only',\n",
       " 'Ice Cream Cake high': 'more favorite best other great half perfect carvel few only crunchy good new delicious happy',\n",
       " 'Ice Cream Cake low': 'disappointed other disappointing best single plain thin common appetizing festive reluctant special deeper ok better',\n",
       " 'Coconut Fudge high': 'perfect best little good many delicious sweet great favorite smooth least creamy big national plentiful',\n",
       " 'Coconut Fudge low': 'excited brown natural',\n",
       " 'Chocolate Peanut Butter high': 'creamy best good great favorite perfect rich delicious affordable more smooth many other sweet better',\n",
       " 'Chocolate Peanut Butter low': 'dark last favorite excited disappointed bad huge good rich sure same second plain different single',\n",
       " 'Natural Vanilla Snack Cups 10ct high': 'great perfect delicious favorite free convenient creamy natural hot wonderful more easy small other sure',\n",
       " 'Natural Vanilla Snack Cups 10ct low': 'more few same hard watery much bad grainy smooth frozen',\n",
       " 'Butterscotch Blondie high': 'favorite soft addicted other beautiful marvelous hot sure amazing delightful new more creamy best magical',\n",
       " 'Butterscotch Blondie low': 'butterscotch disappointed good entire single different soft fluffy smooth present most sweet artificial weird own',\n",
       " 'Chocolate Snack Cups 10ct high': 'perfect free great delicious little amazing convenient right frozen surprised sized creamy easy most large',\n",
       " 'Chocolate Snack Cups 10ct low': '',\n",
       " 'CINNABON® high': 'good little cinnamon great sweet much whole favorite best delicious amazing lighter tasty smooth creamy',\n",
       " 'CINNABON® low': 'new disappointing enough first subsequent more different last few better mediocre vast white occasional favorable',\n",
       " 'CarbSmart™ Caramel Swirl Bar high': 'low creamy good best able smooth delicious keto rich more tasty same satisfying better intermittent',\n",
       " 'CarbSmart™ Caramel Swirl Bar low': '',\n",
       " \"Layered Dessert S'mores high\": 'new favorite few good great perfect previous campfire sweet nice tasty same fair rare deliciousness',\n",
       " \"Layered Dessert S'mores low\": 'good excited odd marshmallow disappointed disappointing gross strong awful new better bad great yummy weird',\n",
       " 'Layered Dessert Peach Cobbler high': 'peach best good little natural real amazing delicious limited regular few creamy favorite available orange',\n",
       " 'Layered Dessert Peach Cobbler low': 'peach first artificial much regular other only shortbread orange ok ill good actual cobble raw',\n",
       " 'Layered Dessert Brownie Cheesecake high': 'delicious favorite wonderful wild flavorful rich decadent healthy best many nice non - vanilla alone',\n",
       " 'Layered Dessert Brownie Cheesecake low': 'good little terrible delicious bland disappointed disappointing surprised weird more other carbsmart first proper sad'}"
      ]
     },
     "execution_count": 539,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ebaad3c",
   "metadata": {},
   "source": [
    "general comments on ice cream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "id": "7e8c175a",
   "metadata": {},
   "outputs": [],
   "source": [
    "high_ratings = []\n",
    "low_ratings = []\n",
    "for doc in reviews[(reviews.stars == 5)].spacy_doc:\n",
    "    for token in doc:\n",
    "        if token.pos_ == 'ADJ':\n",
    "            high_ratings.append(token.text.lower())\n",
    "for doc in reviews[(reviews.stars.isin((1,2)))].spacy_doc:\n",
    "    for token in doc:\n",
    "        if token.pos_ == 'ADJ':\n",
    "            low_ratings.append(token.text.lower())\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "id": "92188b99",
   "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>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core high</th>\n",
       "      <td>sweet blonde favorite salty perfect best more ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core low</th>\n",
       "      <td>salty disappointed other excited first last gr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ high</th>\n",
       "      <td>salty sweet perfect best amazing favorite good...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ low</th>\n",
       "      <td>salty sweet pretzel worst only good disappoint...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chip Happens high</th>\n",
       "      <td>salty sweet perfect permanent best good crunch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert S'mores low</th>\n",
       "      <td>good excited odd marshmallow disappointed disa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler high</th>\n",
       "      <td>peach best good little natural real amazing de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler low</th>\n",
       "      <td>peach first artificial much regular other only...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake high</th>\n",
       "      <td>delicious favorite wonderful wild flavorful ri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake low</th>\n",
       "      <td>good little terrible delicious bland disappoin...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>480 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                      text\n",
       "Salted Caramel Core high                 sweet blonde favorite salty perfect best more ...\n",
       "Salted Caramel Core low                  salty disappointed other excited first last gr...\n",
       "Netflix & Chilll'd™ high                 salty sweet perfect best amazing favorite good...\n",
       "Netflix & Chilll'd™ low                  salty sweet pretzel worst only good disappoint...\n",
       "Chip Happens high                        salty sweet perfect permanent best good crunch...\n",
       "...                                                                                    ...\n",
       "Layered Dessert S'mores low              good excited odd marshmallow disappointed disa...\n",
       "Layered Dessert Peach Cobbler high       peach best good little natural real amazing de...\n",
       "Layered Dessert Peach Cobbler low        peach first artificial much regular other only...\n",
       "Layered Dessert Brownie Cheesecake high  delicious favorite wonderful wild flavorful ri...\n",
       "Layered Dessert Brownie Cheesecake low   good little terrible delicious bland disappoin...\n",
       "\n",
       "[480 rows x 1 columns]"
      ]
     },
     "execution_count": 564,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj_cv_1 = pd.DataFrame(pd.DataFrame(flavor_adj, index=list(flavor_adj)).iloc[0])\n",
    "adj_cv_1.columns = ['text']\n",
    "adj_cv_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "id": "a3bff24d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2nd</th>\n",
       "      <th>5he</th>\n",
       "      <th>able</th>\n",
       "      <th>aboid</th>\n",
       "      <th>about</th>\n",
       "      <th>absent</th>\n",
       "      <th>absolute</th>\n",
       "      <th>acrid</th>\n",
       "      <th>actual</th>\n",
       "      <th>addicted</th>\n",
       "      <th>...</th>\n",
       "      <th>wild</th>\n",
       "      <th>wonderful</th>\n",
       "      <th>worried</th>\n",
       "      <th>worst</th>\n",
       "      <th>worth</th>\n",
       "      <th>wrong</th>\n",
       "      <th>yea</th>\n",
       "      <th>yucky</th>\n",
       "      <th>yummiest</th>\n",
       "      <th>yummy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core low</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ low</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chip Happens high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert S'mores low</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler low</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake low</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>480 rows × 605 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         2nd  5he  able  aboid  about  absent  \\\n",
       "Salted Caramel Core high                   0    0     0      0      0       0   \n",
       "Salted Caramel Core low                    0    0     0      0      0       0   \n",
       "Netflix & Chilll'd™ high                   0    0     0      0      0       0   \n",
       "Netflix & Chilll'd™ low                    0    0     0      0      0       0   \n",
       "Chip Happens high                          0    0     0      0      0       0   \n",
       "...                                      ...  ...   ...    ...    ...     ...   \n",
       "Layered Dessert S'mores low                0    0     0      0      0       0   \n",
       "Layered Dessert Peach Cobbler high         0    0     0      0      0       0   \n",
       "Layered Dessert Peach Cobbler low          0    0     0      0      0       0   \n",
       "Layered Dessert Brownie Cheesecake high    0    0     0      0      0       0   \n",
       "Layered Dessert Brownie Cheesecake low     0    0     0      0      0       0   \n",
       "\n",
       "                                         absolute  acrid  actual  addicted  \\\n",
       "Salted Caramel Core high                        0      0       0         0   \n",
       "Salted Caramel Core low                         0      0       0         0   \n",
       "Netflix & Chilll'd™ high                        0      0       0         0   \n",
       "Netflix & Chilll'd™ low                         0      0       0         0   \n",
       "Chip Happens high                               0      0       0         0   \n",
       "...                                           ...    ...     ...       ...   \n",
       "Layered Dessert S'mores low                     0      0       0         0   \n",
       "Layered Dessert Peach Cobbler high              0      0       0         0   \n",
       "Layered Dessert Peach Cobbler low               0      0       1         0   \n",
       "Layered Dessert Brownie Cheesecake high         0      0       0         0   \n",
       "Layered Dessert Brownie Cheesecake low          0      0       0         0   \n",
       "\n",
       "                                         ...  wild  wonderful  worried  worst  \\\n",
       "Salted Caramel Core high                 ...     0          0        0      0   \n",
       "Salted Caramel Core low                  ...     0          0        0      1   \n",
       "Netflix & Chilll'd™ high                 ...     0          0        0      0   \n",
       "Netflix & Chilll'd™ low                  ...     0          0        0      1   \n",
       "Chip Happens high                        ...     0          0        0      0   \n",
       "...                                      ...   ...        ...      ...    ...   \n",
       "Layered Dessert S'mores low              ...     0          0        0      0   \n",
       "Layered Dessert Peach Cobbler high       ...     0          0        0      0   \n",
       "Layered Dessert Peach Cobbler low        ...     0          0        0      0   \n",
       "Layered Dessert Brownie Cheesecake high  ...     1          1        0      0   \n",
       "Layered Dessert Brownie Cheesecake low   ...     0          0        0      0   \n",
       "\n",
       "                                         worth  wrong  yea  yucky  yummiest  \\\n",
       "Salted Caramel Core high                     0      0    0      0         0   \n",
       "Salted Caramel Core low                      0      0    0      0         0   \n",
       "Netflix & Chilll'd™ high                     0      0    0      0         0   \n",
       "Netflix & Chilll'd™ low                      0      0    0      0         0   \n",
       "Chip Happens high                            0      0    0      0         0   \n",
       "...                                        ...    ...  ...    ...       ...   \n",
       "Layered Dessert S'mores low                  0      0    0      0         0   \n",
       "Layered Dessert Peach Cobbler high           0      0    0      0         0   \n",
       "Layered Dessert Peach Cobbler low            0      0    0      0         0   \n",
       "Layered Dessert Brownie Cheesecake high      0      0    0      0         0   \n",
       "Layered Dessert Brownie Cheesecake low       0      0    0      0         0   \n",
       "\n",
       "                                         yummy  \n",
       "Salted Caramel Core high                     0  \n",
       "Salted Caramel Core low                      0  \n",
       "Netflix & Chilll'd™ high                     0  \n",
       "Netflix & Chilll'd™ low                      0  \n",
       "Chip Happens high                            0  \n",
       "...                                        ...  \n",
       "Layered Dessert S'mores low                  1  \n",
       "Layered Dessert Peach Cobbler high           0  \n",
       "Layered Dessert Peach Cobbler low            0  \n",
       "Layered Dessert Brownie Cheesecake high      0  \n",
       "Layered Dessert Brownie Cheesecake low       0  \n",
       "\n",
       "[480 rows x 605 columns]"
      ]
     },
     "execution_count": 566,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj_cv = CountVectorizer()\n",
    "flavor_adj_cv = adj_cv.fit_transform(adj_cv_1.text)\n",
    "adj_cv_df = pd.DataFrame(flavor_adj_cv.todense(), index=list(flavor_adj), columns=adj_cv.get_feature_names_out())\n",
    "adj_cv_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "id": "a8678946",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cosine_matrix = cosine_similarity(adj_cv_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "id": "bb761b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def map_flavor_name(x):\n",
    "    return list(flavor_adj)[x]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e37e578d",
   "metadata": {},
   "source": [
    "convert products to top five similarily reviewed products by cosine similarity through adjectives used for 5 star reviews vs 1-3 star reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "id": "a1272fa7",
   "metadata": {
    "scrolled": false
   },
   "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>five</th>\n",
       "      <th>four</th>\n",
       "      <th>three</th>\n",
       "      <th>two</th>\n",
       "      <th>one</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core high</th>\n",
       "      <td>VANILLA FUDGE COOKIE high</td>\n",
       "      <td>The Tonight Dough® high</td>\n",
       "      <td>Netflix &amp; Chilll'd™ high</td>\n",
       "      <td>Everything But The...® high</td>\n",
       "      <td>SALTED CARAMEL TRUFFLE high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Salted Caramel Core low</th>\n",
       "      <td>Mint Chocolate Cookie low</td>\n",
       "      <td>New York Style Cheesecake high</td>\n",
       "      <td>Cookies &amp; Cream Cheesecake Core low</td>\n",
       "      <td>CARAMEL COOKIE CRUNCH GELATO low</td>\n",
       "      <td>Salted Caramel Core high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ high</th>\n",
       "      <td>Oat of This Swirled™ high</td>\n",
       "      <td>ROMAN RASPBERRY SORBETTO high</td>\n",
       "      <td>Salted Caramel Core high</td>\n",
       "      <td>SALTED CARAMEL TRUFFLE high</td>\n",
       "      <td>CARAMEL COOKIE CRUNCH GELATO high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netflix &amp; Chilll'd™ low</th>\n",
       "      <td>OREO® high</td>\n",
       "      <td>OREO® low</td>\n",
       "      <td>Chubby Hubby® high</td>\n",
       "      <td>Green Tea Ice Cream high</td>\n",
       "      <td>Sweet Like Sugar Cookie Dough Core low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chip Happens high</th>\n",
       "      <td>Oat of This Swirled™ high</td>\n",
       "      <td>Coffee Vanilla Chocolate TRIO CRISPY LAYERS high</td>\n",
       "      <td>S'mores high</td>\n",
       "      <td>Boots on the Moooo’n™ high</td>\n",
       "      <td>Gimme S’more!™ high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert S'mores low</th>\n",
       "      <td>Chocolate Chip Cookie Dough Core low</td>\n",
       "      <td>Rum Tres Leches Ice Cream low</td>\n",
       "      <td>The Tonight Dough® low</td>\n",
       "      <td>Gimme S’more!™ low</td>\n",
       "      <td>Chillin' the Roast™ low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler high</th>\n",
       "      <td>Natural Strawberry high</td>\n",
       "      <td>Vanilla Chocolate high</td>\n",
       "      <td>SEA SALT CARAMEL GELATO high</td>\n",
       "      <td>CHOCOLATE PEANUT BUTTER CUP GELATO high</td>\n",
       "      <td>Natural Vanilla high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Peach Cobbler low</th>\n",
       "      <td>French Vanilla low</td>\n",
       "      <td>ORGANIC BROWN BUTTER CARAMEL low</td>\n",
       "      <td>New York Style Cheesecake low</td>\n",
       "      <td>Brownie Batter Core high</td>\n",
       "      <td>Peanut Butter Chip HEAVEN Light Ice Cream low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake high</th>\n",
       "      <td>Chocolate Fudge Brownie high</td>\n",
       "      <td>Peanut Butter Chocolate Fudge Non-Dairy high</td>\n",
       "      <td>Coconut Caramel Dark Chocolate Non-Dairy Bar high</td>\n",
       "      <td>COLD BREW COFFEE SORBETTO high</td>\n",
       "      <td>Vanilla Ice Cream high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Layered Dessert Brownie Cheesecake low</th>\n",
       "      <td>CarbSmart™ Peanut Butter low</td>\n",
       "      <td>REESE'S &amp; REESE'S PIECES 2in1 low</td>\n",
       "      <td>New York Style Cheesecake low</td>\n",
       "      <td>Chocolate Chip Cookie Dough low</td>\n",
       "      <td>Caramel Chocolate Cheesecake low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>480 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                         five  \\\n",
       "Salted Caramel Core high                            VANILLA FUDGE COOKIE high   \n",
       "Salted Caramel Core low                             Mint Chocolate Cookie low   \n",
       "Netflix & Chilll'd™ high                            Oat of This Swirled™ high   \n",
       "Netflix & Chilll'd™ low                                            OREO® high   \n",
       "Chip Happens high                                   Oat of This Swirled™ high   \n",
       "...                                                                       ...   \n",
       "Layered Dessert S'mores low              Chocolate Chip Cookie Dough Core low   \n",
       "Layered Dessert Peach Cobbler high                    Natural Strawberry high   \n",
       "Layered Dessert Peach Cobbler low                          French Vanilla low   \n",
       "Layered Dessert Brownie Cheesecake high          Chocolate Fudge Brownie high   \n",
       "Layered Dessert Brownie Cheesecake low           CarbSmart™ Peanut Butter low   \n",
       "\n",
       "                                                                                     four  \\\n",
       "Salted Caramel Core high                                          The Tonight Dough® high   \n",
       "Salted Caramel Core low                                    New York Style Cheesecake high   \n",
       "Netflix & Chilll'd™ high                                    ROMAN RASPBERRY SORBETTO high   \n",
       "Netflix & Chilll'd™ low                                                         OREO® low   \n",
       "Chip Happens high                        Coffee Vanilla Chocolate TRIO CRISPY LAYERS high   \n",
       "...                                                                                   ...   \n",
       "Layered Dessert S'mores low                                 Rum Tres Leches Ice Cream low   \n",
       "Layered Dessert Peach Cobbler high                                 Vanilla Chocolate high   \n",
       "Layered Dessert Peach Cobbler low                        ORGANIC BROWN BUTTER CARAMEL low   \n",
       "Layered Dessert Brownie Cheesecake high      Peanut Butter Chocolate Fudge Non-Dairy high   \n",
       "Layered Dessert Brownie Cheesecake low                  REESE'S & REESE'S PIECES 2in1 low   \n",
       "\n",
       "                                                                                     three  \\\n",
       "Salted Caramel Core high                                          Netflix & Chilll'd™ high   \n",
       "Salted Caramel Core low                                Cookies & Cream Cheesecake Core low   \n",
       "Netflix & Chilll'd™ high                                          Salted Caramel Core high   \n",
       "Netflix & Chilll'd™ low                                                 Chubby Hubby® high   \n",
       "Chip Happens high                                                             S'mores high   \n",
       "...                                                                                    ...   \n",
       "Layered Dessert S'mores low                                         The Tonight Dough® low   \n",
       "Layered Dessert Peach Cobbler high                            SEA SALT CARAMEL GELATO high   \n",
       "Layered Dessert Peach Cobbler low                            New York Style Cheesecake low   \n",
       "Layered Dessert Brownie Cheesecake high  Coconut Caramel Dark Chocolate Non-Dairy Bar high   \n",
       "Layered Dessert Brownie Cheesecake low                       New York Style Cheesecake low   \n",
       "\n",
       "                                                                             two  \\\n",
       "Salted Caramel Core high                             Everything But The...® high   \n",
       "Salted Caramel Core low                         CARAMEL COOKIE CRUNCH GELATO low   \n",
       "Netflix & Chilll'd™ high                             SALTED CARAMEL TRUFFLE high   \n",
       "Netflix & Chilll'd™ low                                 Green Tea Ice Cream high   \n",
       "Chip Happens high                                     Boots on the Moooo’n™ high   \n",
       "...                                                                          ...   \n",
       "Layered Dessert S'mores low                                   Gimme S’more!™ low   \n",
       "Layered Dessert Peach Cobbler high       CHOCOLATE PEANUT BUTTER CUP GELATO high   \n",
       "Layered Dessert Peach Cobbler low                       Brownie Batter Core high   \n",
       "Layered Dessert Brownie Cheesecake high           COLD BREW COFFEE SORBETTO high   \n",
       "Layered Dessert Brownie Cheesecake low           Chocolate Chip Cookie Dough low   \n",
       "\n",
       "                                                                                   one  \n",
       "Salted Caramel Core high                                   SALTED CARAMEL TRUFFLE high  \n",
       "Salted Caramel Core low                                       Salted Caramel Core high  \n",
       "Netflix & Chilll'd™ high                             CARAMEL COOKIE CRUNCH GELATO high  \n",
       "Netflix & Chilll'd™ low                         Sweet Like Sugar Cookie Dough Core low  \n",
       "Chip Happens high                                                  Gimme S’more!™ high  \n",
       "...                                                                                ...  \n",
       "Layered Dessert S'mores low                                    Chillin' the Roast™ low  \n",
       "Layered Dessert Peach Cobbler high                                Natural Vanilla high  \n",
       "Layered Dessert Peach Cobbler low        Peanut Butter Chip HEAVEN Light Ice Cream low  \n",
       "Layered Dessert Brownie Cheesecake high                         Vanilla Ice Cream high  \n",
       "Layered Dessert Brownie Cheesecake low                Caramel Chocolate Cheesecake low  \n",
       "\n",
       "[480 rows x 5 columns]"
      ]
     },
     "execution_count": 568,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id = pd.DataFrame(cosine_matrix.argsort()[:,-6:-1], index=flavor_adj, columns=['five','four','three','two','one'])\n",
    "\n",
    "reco_flavor_id.one = reco_flavor_id.one.apply(map_flavor_name)\n",
    "reco_flavor_id.two = reco_flavor_id.two.apply(map_flavor_name)\n",
    "reco_flavor_id.three = reco_flavor_id.three.apply(map_flavor_name)\n",
    "reco_flavor_id.four = reco_flavor_id.four.apply(map_flavor_name)\n",
    "reco_flavor_id.five = reco_flavor_id.five.apply(map_flavor_name)\n",
    "\n",
    "reco_flavor_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "id": "b34b2028",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "five      Butter Pecan Ice Cream high\n",
       "four             Natural Vanilla high\n",
       "three                      OREO® high\n",
       "two      Chocolate Peanut Butter high\n",
       "one             Homemade Vanilla high\n",
       "Name: Chocolate high, dtype: object"
      ]
     },
     "execution_count": 569,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id.loc['Chocolate high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 582,
   "id": "b068c0bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'best favorite other perfect good first more new only whole rich amazing salty wonderful special'"
      ]
     },
     "execution_count": 582,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Peanut Butter World® high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "id": "cfa038ed",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'best favorite other good only free amazing perfect new able first more decadent great rich'"
      ]
     },
     "execution_count": 584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Karamel Sutra® Core high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 585,
   "id": "cd60ef56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'favorite perfect only more wonderful new first best salty whole few amazing delicious belgian awesome'"
      ]
     },
     "execution_count": 585,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Coconut Caramel Chocolate TRIO CRISPY LAYERS high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 586,
   "id": "595f540e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'creamy delicious smooth favorite perfect best amazing more rich good other new hard sweet whole'"
      ]
     },
     "execution_count": 586,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Chocolate Peanut Butter Ice Cream high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 587,
   "id": "823d3349",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'favorite best hard delicious other more new good perfect great sad amazing rich only sweet'"
      ]
     },
     "execution_count": 587,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['S\\'mores high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "id": "952d3f07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "five                     Chocolate Shake It™ high\n",
       "four     Banana Peanut Butter Chip Ice Cream high\n",
       "three                 SALTED CARAMEL TRUFFLE high\n",
       "two                           Gimme S’more!™ high\n",
       "one       Sweet Like Sugar Cookie Dough Core high\n",
       "Name: Milk & Cookies high, dtype: object"
      ]
     },
     "execution_count": 572,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id.loc['Milk & Cookies high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "id": "2b8a5fdc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "five                                   Milk & Cookies high\n",
       "four                                          S'mores high\n",
       "three               Chocolate Peanut Butter Ice Cream high\n",
       "two                               Karamel Sutra® Core high\n",
       "one      Coconut Caramel Chocolate TRIO CRISPY LAYERS high\n",
       "Name: Peanut Butter World® high, dtype: object"
      ]
     },
     "execution_count": 573,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id.loc['Peanut Butter World® high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "id": "aebb3c0a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "five     Rum Raisin Ice Cream high\n",
       "four          Natural Vanilla high\n",
       "three        Coffee Ice Cream high\n",
       "two          Homemade Vanilla high\n",
       "one                 Chocolate high\n",
       "Name: OREO® high, dtype: object"
      ]
     },
     "execution_count": 574,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id.loc['OREO® high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "id": "247d9c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'best favorite other perfect good first more new only whole rich amazing salty wonderful special'"
      ]
     },
     "execution_count": 575,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Peanut Butter World® high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "id": "3ccc3148",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'favorite best good perfect first amazing many sweet last delicious heavy full absolute only generous'"
      ]
     },
     "execution_count": 576,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flavor_adj['Peanut Butter Cup high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 578,
   "id": "8cf58f9d",
   "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>2nd</th>\n",
       "      <th>5he</th>\n",
       "      <th>able</th>\n",
       "      <th>aboid</th>\n",
       "      <th>about</th>\n",
       "      <th>absent</th>\n",
       "      <th>absolute</th>\n",
       "      <th>acrid</th>\n",
       "      <th>actual</th>\n",
       "      <th>addicted</th>\n",
       "      <th>...</th>\n",
       "      <th>wild</th>\n",
       "      <th>wonderful</th>\n",
       "      <th>worried</th>\n",
       "      <th>worst</th>\n",
       "      <th>worth</th>\n",
       "      <th>wrong</th>\n",
       "      <th>yea</th>\n",
       "      <th>yucky</th>\n",
       "      <th>yummiest</th>\n",
       "      <th>yummy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Peanut Butter Cup high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peanut Butter World® high</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 605 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           2nd  5he  able  aboid  about  absent  absolute  \\\n",
       "Peanut Butter Cup high       0    0     0      0      0       0         1   \n",
       "Peanut Butter World® high    0    0     0      0      0       0         0   \n",
       "\n",
       "                           acrid  actual  addicted  ...  wild  wonderful  \\\n",
       "Peanut Butter Cup high         0       0         0  ...     0          0   \n",
       "Peanut Butter World® high      0       0         0  ...     0          1   \n",
       "\n",
       "                           worried  worst  worth  wrong  yea  yucky  yummiest  \\\n",
       "Peanut Butter Cup high           0      0      0      0    0      0         0   \n",
       "Peanut Butter World® high        0      0      0      0    0      0         0   \n",
       "\n",
       "                           yummy  \n",
       "Peanut Butter Cup high         0  \n",
       "Peanut Butter World® high      0  \n",
       "\n",
       "[2 rows x 605 columns]"
      ]
     },
     "execution_count": 578,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj_cv_df.loc[['Peanut Butter Cup high','Peanut Butter World® high']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 588,
   "id": "03c78307",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "five     Double Belgian Chocolate Chip Ice Cream high\n",
       "four                                 Half Baked® high\n",
       "three             PACIFIC COAST PISTACHIO GELATO high\n",
       "two                                    SNICKERS® high\n",
       "one               MADAGASCAN VANILLA BEAN GELATO high\n",
       "Name: Vanilla Caramel high, dtype: object"
      ]
     },
     "execution_count": 588,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reco_flavor_id.loc['Vanilla Caramel high']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "id": "35acca73",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Salted Caramel Core high\n",
      "Salted Caramel Core low\n",
      "Netflix & Chilll'd™ high\n",
      "Netflix & Chilll'd™ low\n",
      "Chip Happens high\n",
      "Chip Happens low\n",
      "Cannoli high\n",
      "Cannoli low\n",
      "Gimme S’more!™ high\n",
      "Gimme S’more!™ low\n",
      "Peanut Butter Half Baked® high\n",
      "Peanut Butter Half Baked® low\n",
      "Berry Sweet Mascarpone high\n",
      "Berry Sweet Mascarpone low\n",
      "Chocolate Peanut Butter Split high\n",
      "Chocolate Peanut Butter Split low\n",
      "Justice ReMix'd ™ high\n",
      "Justice ReMix'd ™ low\n",
      "Boots on the Moooo’n™ high\n",
      "Boots on the Moooo’n™ low\n",
      "Americone Dream® high\n",
      "Americone Dream® low\n",
      "Bourbon Pecan Pie high\n",
      "Bourbon Pecan Pie low\n",
      "Brewed to Matter™ high\n",
      "Brewed to Matter™ low\n",
      "Caramel Chocolate Cheesecake high\n",
      "Caramel Chocolate Cheesecake low\n",
      "Cherry Garcia® high\n",
      "Cherry Garcia® low\n",
      "Chillin' the Roast™ high\n",
      "Chillin' the Roast™ low\n",
      "Chocolate Chip Cookie Dough high\n",
      "Chocolate Chip Cookie Dough low\n",
      "Chocolate Fudge Brownie high\n",
      "Chocolate Fudge Brownie low\n",
      "Chocolate Shake It™ high\n",
      "Chocolate Shake It™ low\n",
      "Chocolate Therapy® high\n",
      "Chocolate Therapy® low\n",
      "Chubby Hubby® high\n",
      "Chubby Hubby® low\n",
      "Chunky Monkey® high\n",
      "Chunky Monkey® low\n",
      "Cinnamon Buns® high\n",
      "Cinnamon Buns® low\n",
      "Coffee Coffee BuzzBuzzBuzz!® high\n",
      "Coffee Coffee BuzzBuzzBuzz!® low\n",
      "Coffee Toffee Bar Crunch high\n",
      "Coffee Toffee Bar Crunch low\n",
      "Cold Brew Caramel Latte high\n",
      "Cold Brew Caramel Latte low\n",
      "Everything But The...® high\n",
      "Everything But The...® low\n",
      "Glampfire Trail Mix™ high\n",
      "Glampfire Trail Mix™ low\n",
      "Half Baked® high\n",
      "Half Baked® low\n",
      "Ice Cream Sammie high\n",
      "Ice Cream Sammie low\n",
      "Milk & Cookies high\n",
      "Milk & Cookies low\n",
      "Mint Chocolate Cookie high\n",
      "Mint Chocolate Cookie low\n",
      "Minter Wonderland™ high\n",
      "Minter Wonderland™ low\n",
      "New York Super Fudge Chunk® high\n",
      "New York Super Fudge Chunk® low\n",
      "Oat of This Swirled™ high\n",
      "Oat of This Swirled™ low\n",
      "Peanut Butter Cup high\n",
      "Peanut Butter Cup low\n",
      "Peanut Butter World® high\n",
      "Peanut Butter World® low\n",
      "Phish Food® high\n",
      "Phish Food® low\n",
      "Pistachio Pistachio high\n",
      "Pistachio Pistachio low\n",
      "Pumpkin Cheesecake high\n",
      "Pumpkin Cheesecake low\n",
      "Red, White & Blueberry high\n",
      "Red, White & Blueberry low\n",
      "S'mores high\n",
      "S'mores low\n",
      "Salted Caramel Almond high\n",
      "Salted Caramel Almond low\n",
      "Strawberry Cheesecake high\n",
      "Strawberry Cheesecake low\n",
      "The Tonight Dough® high\n",
      "The Tonight Dough® low\n",
      "Triple Caramel Chunk® high\n",
      "Triple Caramel Chunk® low\n",
      "Urban Bourbon™ high\n",
      "Urban Bourbon™ low\n",
      "Vanilla high\n",
      "Vanilla low\n",
      "Vanilla Caramel Fudge high\n",
      "Vanilla Caramel Fudge low\n",
      "Boom Chocolatta™ Cookie Core high\n",
      "Boom Chocolatta™ Cookie Core low\n",
      "Chocolate Chip Cookie Dough Core high\n",
      "Chocolate Chip Cookie Dough Core low\n",
      "Sweet Like Sugar Cookie Dough Core high\n",
      "Sweet Like Sugar Cookie Dough Core low\n",
      "Wake & \" No Bake \" Cookie Dough Core high\n",
      "Wake & \" No Bake \" Cookie Dough Core low\n",
      "Brownie Batter Core high\n",
      "Brownie Batter Core low\n",
      "Cookies & Cream Cheesecake Core high\n",
      "Cookies & Cream Cheesecake Core low\n",
      "Karamel Sutra® Core high\n",
      "Karamel Sutra® Core low\n",
      "Peanut Butter Fudge Core high\n",
      "Peanut Butter Fudge Core low\n",
      "White Chocolate Raspberry Truffle Ice Cream high\n",
      "White Chocolate Raspberry Truffle Ice Cream low\n",
      "Banana Peanut Butter Chip Ice Cream high\n",
      "Banana Peanut Butter Chip Ice Cream low\n",
      "Bourbon Praline Pecan Ice Cream high\n",
      "Bourbon Praline Pecan Ice Cream low\n",
      "Bourbon Vanilla Bean Truffle Ice Cream high\n",
      "Bourbon Vanilla Bean Truffle Ice Cream low\n",
      "Butter Pecan Ice Cream high\n",
      "Butter Pecan Ice Cream low\n",
      "Caramel Soft Dipped Ice Cream Bar high\n",
      "Caramel Soft Dipped Ice Cream Bar low\n",
      "Caramel Cone Ice Cream high\n",
      "Caramel Cone Ice Cream low\n",
      "Caramel Cone Ice Cream Bar high\n",
      "Caramel Cone Ice Cream Bar low\n",
      "Cherry Vanilla Ice Cream high\n",
      "Cherry Vanilla Ice Cream low\n",
      "Chocolate Ice Cream high\n",
      "Chocolate Ice Cream low\n",
      "Chocolate Soft Dipped Ice Cream Bar high\n",
      "Chocolate Soft Dipped Ice Cream Bar low\n",
      "Chocolate Chip Cookie Dough Ice Cream high\n",
      "Chocolate Chip Cookie Dough Ice Cream low\n",
      "Chocolate Chocolate Chip Ice Cream high\n",
      "Chocolate Chocolate Chip Ice Cream low\n",
      "Chocolate Dark Chocolate Ice Cream Bar high\n",
      "Chocolate Dark Chocolate Ice Cream Bar low\n",
      "Chocolate Fudge Non-Dairy Bar high\n",
      "Chocolate Fudge Non-Dairy Bar low\n",
      "Chocolate Peanut Butter Ice Cream high\n",
      "Chocolate Peanut Butter Ice Cream low\n",
      "Chocolate Salted Fudge Truffle Non-Dairy high\n",
      "Chocolate Salted Fudge Truffle Non-Dairy low\n",
      "Chocolate Sea Salt Caramel HEAVEN Light Ice Cream high\n",
      "Chocolate Sea Salt Caramel HEAVEN Light Ice Cream low\n",
      "Coconut Caramel Non-Dairy high\n",
      "Coconut Caramel Non-Dairy low\n",
      "Coconut Caramel Chocolate TRIO CRISPY LAYERS high\n",
      "Coconut Caramel Chocolate TRIO CRISPY LAYERS low\n",
      "Coconut Caramel Dark Chocolate Non-Dairy Bar high\n",
      "Coconut Caramel Dark Chocolate Non-Dairy Bar low\n",
      "Coffee Ice Cream high\n",
      "Coffee Ice Cream low\n",
      "Coffee Almond Crunch Ice Cream Bar high\n",
      "Coffee Almond Crunch Ice Cream Bar low\n",
      "Coffee Chip Ice Cream high\n",
      "Coffee Chip Ice Cream low\n",
      "Coffee Vanilla Chocolate TRIO CRISPY LAYERS high\n",
      "Coffee Vanilla Chocolate TRIO CRISPY LAYERS low\n",
      "Cold Brew Espresso Chip HEAVEN Light Ice Cream high\n",
      "Cold Brew Espresso Chip HEAVEN Light Ice Cream low\n",
      "Cookies and Cream Ice Cream high\n",
      "Cookies and Cream Ice Cream low\n",
      "Double Belgian Chocolate Chip Ice Cream high\n",
      "Double Belgian Chocolate Chip Ice Cream low\n",
      "Dulce de Leche Cookie Squares high\n",
      "Dulce de Leche Cookie Squares low\n",
      "Dulce de Leche Ice Cream high\n",
      "Dulce de Leche Ice Cream low\n",
      "Green Tea Ice Cream high\n",
      "Green Tea Ice Cream low\n",
      "Honey Salted Caramel Almond Ice Cream high\n",
      "Honey Salted Caramel Almond Ice Cream low\n",
      "Irish Cream Cookie Squares high\n",
      "Irish Cream Cookie Squares low\n",
      "Irish Cream Brownie Ice Cream high\n",
      "Irish Cream Brownie Ice Cream low\n",
      "Lemon Sorbet high\n",
      "Lemon Sorbet low\n",
      "Lemon Raspberry White Chocolate TRIO CRISPY LAYERS high\n",
      "Lemon Raspberry White Chocolate TRIO CRISPY LAYERS low\n",
      "Mango Ice Cream high\n",
      "Mango Ice Cream low\n",
      "Mango Sorbet high\n",
      "Mango Sorbet low\n",
      "Mint Chip Ice Cream high\n",
      "Mint Chip Ice Cream low\n",
      "Peanut Butter Cookie Squares high\n",
      "Peanut Butter Cookie Squares low\n",
      "Peanut Butter Chip HEAVEN Light Ice Cream high\n",
      "Peanut Butter Chip HEAVEN Light Ice Cream low\n",
      "Peanut Butter Chocolate Fudge Non-Dairy high\n",
      "Peanut Butter Chocolate Fudge Non-Dairy low\n",
      "Peanut Butter Chocolate Fudge Non-Dairy Bar high\n",
      "Peanut Butter Chocolate Fudge Non-Dairy Bar low\n",
      "Peppermint Bark Ice Cream high\n",
      "Peppermint Bark Ice Cream low\n",
      "Peppermint Bark Ice Cream Bar high\n",
      "Peppermint Bark Ice Cream Bar low\n",
      "Pineapple Coconut Ice Cream high\n",
      "Pineapple Coconut Ice Cream low\n",
      "Pistachio Ice Cream high\n",
      "Pistachio Ice Cream low\n",
      "Raspberry Sorbet high\n",
      "Raspberry Sorbet low\n",
      "Rocky Road Ice Cream high\n",
      "Rocky Road Ice Cream low\n",
      "Rosé & Cream Ice Cream high\n",
      "Rosé & Cream Ice Cream low\n",
      "Ruby Cacao Ice Cream Bar high\n",
      "Ruby Cacao Ice Cream Bar low\n",
      "Ruby Cacao Crackle Pistachio Sweet Cream TRIO CRISPY LAYERS high\n",
      "Ruby Cacao Crackle Pistachio Sweet Cream TRIO CRISPY LAYERS low\n",
      "Rum Raisin Ice Cream high\n",
      "Rum Raisin Ice Cream low\n",
      "Rum Tres Leches Ice Cream high\n",
      "Rum Tres Leches Ice Cream low\n",
      "Salted Caramel Chocolate TRIO CRISPY LAYERS high\n",
      "Salted Caramel Chocolate TRIO CRISPY LAYERS low\n",
      "Strawberry Ice Cream high\n",
      "Strawberry Ice Cream low\n",
      "Strawberry Waffle Cone HEAVEN Light Ice Cream high\n",
      "Strawberry Waffle Cone HEAVEN Light Ice Cream low\n",
      "Triple Chocolate TRIO CRISPY LAYERS high\n",
      "Triple Chocolate TRIO CRISPY LAYERS low\n",
      "Vanilla Cookie Squares high\n",
      "Vanilla Cookie Squares low\n",
      "Vanilla Ice Cream high\n",
      "Vanilla Ice Cream low\n",
      "Vanilla Soft Dipped Ice Cream Bar high\n",
      "Vanilla Soft Dipped Ice Cream Bar low\n",
      "Vanilla Bean Ice Cream high\n",
      "Vanilla Bean Ice Cream low\n",
      "Vanilla Blackberry Chocolate TRIO CRISPY LAYERS high\n",
      "Vanilla Blackberry Chocolate TRIO CRISPY LAYERS low\n",
      "Vanilla Caramel White Chocolate TRIO CRISPY LAYERS high\n",
      "Vanilla Caramel White Chocolate TRIO CRISPY LAYERS low\n",
      "Vanilla Chocolate Chip Ice Cream high\n",
      "Vanilla Chocolate Chip Ice Cream low\n",
      "Vanilla Milk Chocolate Ice Cream Bar high\n",
      "Vanilla Milk Chocolate Ice Cream Bar low\n",
      "Vanilla Milk Chocolate Almond Ice Cream Bar high\n",
      "Vanilla Milk Chocolate Almond Ice Cream Bar low\n",
      "Vanilla Swiss Almond Ice Cream high\n",
      "Vanilla Swiss Almond Ice Cream low\n",
      "Whiskey Hazelnut Latte Ice Cream high\n",
      "Whiskey Hazelnut Latte Ice Cream low\n",
      "White Chocolate Raspberry Ice Cream Bar high\n",
      "White Chocolate Raspberry Ice Cream Bar low\n",
      "ALPHONSO MANGO SORBETTO high\n",
      "ALPHONSO MANGO SORBETTO low\n",
      "BANANA CARAMEL CRUNCH high\n",
      "BANANA CARAMEL CRUNCH low\n",
      "BELGIAN CHOCOLATE GELATO high\n",
      "BELGIAN CHOCOLATE GELATO low\n",
      "BLACK RASPBERRY CHOCOLATE CHIP GELATO high\n",
      "BLACK RASPBERRY CHOCOLATE CHIP GELATO low\n",
      "BLACK RASPBERRY VANILLA PARFAIT high\n",
      "BLACK RASPBERRY VANILLA PARFAIT low\n",
      "CARAMEL APPLE PIE GELATO high\n",
      "CARAMEL APPLE PIE GELATO low\n",
      "CARAMEL COOKIE CRUNCH GELATO high\n",
      "CARAMEL COOKIE CRUNCH GELATO low\n",
      "CARIBBEAN COCONUT GELATO high\n",
      "CARIBBEAN COCONUT GELATO low\n",
      "CHOCOLATE CHERRY CHEESECAKE high\n",
      "CHOCOLATE CHERRY CHEESECAKE low\n",
      "CHOCOLATE CHIP COOKIE DOUGH GELATO high\n",
      "CHOCOLATE CHIP COOKIE DOUGH GELATO low\n",
      "CHOCOLATE PEANUT BUTTER CUP GELATO high\n",
      "CHOCOLATE PEANUT BUTTER CUP GELATO low\n",
      "COCONUT ALMOND CHOCOLATE GELATO high\n",
      "COCONUT ALMOND CHOCOLATE GELATO low\n",
      "COCONUT CHOCOLATE COOKIE high\n",
      "COCONUT CHOCOLATE COOKIE low\n",
      "COFFEE CHOCOLATE CHIP GELATO high\n",
      "COFFEE CHOCOLATE CHIP GELATO low\n",
      "COFFEE COOKIE CRUMBLE high\n",
      "COFFEE COOKIE CRUMBLE low\n",
      "COLD BREW COFFEE SORBETTO high\n",
      "COLD BREW COFFEE SORBETTO low\n",
      "DARK CHOCOLATE CHERRY high\n",
      "DARK CHOCOLATE CHERRY low\n",
      "DARK CHOCOLATE SORBETTO high\n",
      "DARK CHOCOLATE SORBETTO low\n",
      "DOUBLE DARK CHOCOLATE GELATO high\n",
      "DOUBLE DARK CHOCOLATE GELATO low\n",
      "FUDGE BROWNIE GELATO high\n",
      "FUDGE BROWNIE GELATO low\n",
      "HAZELNUT CHOCOLATE CHIP GELATO high\n",
      "HAZELNUT CHOCOLATE CHIP GELATO low\n",
      "KEY LIME PIE GELATO high\n",
      "KEY LIME PIE GELATO low\n",
      "LEMON BERRY PIE high\n",
      "LEMON BERRY PIE low\n",
      "MADAGASCAN VANILLA BEAN GELATO high\n",
      "MADAGASCAN VANILLA BEAN GELATO low\n",
      "MEDITERRANEAN MINT GELATO high\n",
      "MEDITERRANEAN MINT GELATO low\n",
      "MINT FUDGE COOKIE high\n",
      "MINT FUDGE COOKIE low\n",
      "OLD WORLD EGGNOG GELATO high\n",
      "OLD WORLD EGGNOG GELATO low\n",
      "ORGANIC BROWN BUTTER CARAMEL high\n",
      "ORGANIC BROWN BUTTER CARAMEL low\n",
      "ORGANIC CHOCOLATE MOUSSE GELATO high\n",
      "ORGANIC CHOCOLATE MOUSSE GELATO low\n",
      "ORGANIC GINGER MATCHA GELATO high\n",
      "ORGANIC GINGER MATCHA GELATO low\n",
      "ORGANIC OAK-AGED VANILLA GELATO high\n",
      "ORGANIC OAK-AGED VANILLA GELATO low\n",
      "PACIFIC COAST PISTACHIO GELATO high\n",
      "PACIFIC COAST PISTACHIO GELATO low\n",
      "PEANUT BUTTER FUDGE SORBETTO high\n",
      "PEANUT BUTTER FUDGE SORBETTO low\n",
      "PEANUT BUTTER VANILLA FUDGE high\n",
      "PEANUT BUTTER VANILLA FUDGE low\n",
      "PEPPERMINT BARK GELATO high\n",
      "PEPPERMINT BARK GELATO low\n",
      "PUMPKIN PIE high\n",
      "PUMPKIN PIE low\n",
      "RASPBERRY CHEESECAKE GELATO high\n",
      "RASPBERRY CHEESECAKE GELATO low\n",
      "ROMAN RASPBERRY SORBETTO high\n",
      "ROMAN RASPBERRY SORBETTO low\n",
      "SALTED CARAMEL TRUFFLE high\n",
      "SALTED CARAMEL TRUFFLE low\n",
      "SEA SALT CARAMEL GELATO high\n",
      "SEA SALT CARAMEL GELATO low\n",
      "SOUTHERN BUTTER PECAN GELATO high\n",
      "SOUTHERN BUTTER PECAN GELATO low\n",
      "STRAWBERRY HIBISCUS SORBETTO high\n",
      "STRAWBERRY HIBISCUS SORBETTO low\n",
      "VANILLA BLUEBERRY CRUMBLE GELATO high\n",
      "VANILLA BLUEBERRY CRUMBLE GELATO low\n",
      "VANILLA CARAMEL SWIRL GELATO high\n",
      "VANILLA CARAMEL SWIRL GELATO low\n",
      "VANILLA FUDGE COOKIE high\n",
      "VANILLA FUDGE COOKIE low\n",
      "Natural Vanilla high\n",
      "Natural Vanilla low\n",
      "Homemade Vanilla high\n",
      "Homemade Vanilla low\n",
      "Extra Creamy Vanilla high\n",
      "Extra Creamy Vanilla low\n",
      "Chocolate high\n",
      "Chocolate low\n",
      "Natural Strawberry high\n",
      "Natural Strawberry low\n",
      "Mint Chocolate Chip high\n",
      "Mint Chocolate Chip low\n",
      "Vanilla Chocolate Strawberry high\n",
      "Vanilla Chocolate Strawberry low\n",
      "Delights Creamy Chocolate high\n",
      "Delights Creamy Chocolate low\n",
      "Delights Mint Chip high\n",
      "Delights Mint Chip low\n",
      "Delights Cookies & Cream high\n",
      "Delights Cookies & Cream low\n",
      "Delights Vanilla Bean high\n",
      "Delights Vanilla Bean low\n",
      "French Vanilla high\n",
      "French Vanilla low\n",
      "CarbSmart™ Vanilla high\n",
      "CarbSmart™ Vanilla low\n",
      "Lactose Free Vanilla high\n",
      "Lactose Free Vanilla low\n",
      "No Sugar Added Vanilla high\n",
      "No Sugar Added Vanilla low\n",
      "OREO® high\n",
      "OREO® low\n",
      "OREO® & CHIPS AHOY!® 2in1 high\n",
      "OREO® & CHIPS AHOY!® 2in1 low\n",
      "Vanilla Caramel high\n",
      "Vanilla Caramel low\n",
      "Vanilla Caramel Gelato Indulgences high\n",
      "Vanilla Caramel Gelato Indulgences low\n",
      "Chocolate Mint high\n",
      "Chocolate Mint low\n",
      "Peach high\n",
      "Peach low\n",
      "Vanilla Fudge Twirl high\n",
      "Vanilla Fudge Twirl low\n",
      "CarbSmart™ Chocolate high\n",
      "CarbSmart™ Chocolate low\n",
      "CarbSmart™ Peanut Butter high\n",
      "CarbSmart™ Peanut Butter low\n",
      "Lactose Free Chocolate high\n",
      "Lactose Free Chocolate low\n",
      "No Sugar Added Vanilla Chocolate Strawberry high\n",
      "No Sugar Added Vanilla Chocolate Strawberry low\n",
      "Non-Dairy Vanilla Peanut Butter high\n",
      "Non-Dairy Vanilla Peanut Butter low\n",
      "Raspberry Cheesecake Gelato Indulgences high\n",
      "Raspberry Cheesecake Gelato Indulgences low\n",
      "REESE'S high\n",
      "REESE'S low\n",
      "REESE'S & REESE'S PIECES 2in1 high\n",
      "REESE'S & REESE'S PIECES 2in1 low\n",
      "No Sugar Added Caramel Swirl high\n",
      "No Sugar Added Caramel Swirl low\n",
      "SNICKERS® high\n",
      "SNICKERS® low\n",
      "SNICKERS® & M&M'S® 2in1 high\n",
      "SNICKERS® & M&M'S® 2in1 low\n",
      "CarbSmart™ Almond Bar high\n",
      "CarbSmart™ Almond Bar low\n",
      "HEATH & Waffle Cone 2in1 high\n",
      "HEATH & Waffle Cone 2in1 low\n",
      "No Sugar Added Butter Pecan high\n",
      "No Sugar Added Butter Pecan low\n",
      "CarbSmart™ Vanilla Bar high\n",
      "CarbSmart™ Vanilla Bar low\n",
      "HEATH high\n",
      "HEATH low\n",
      "Butter Pecan high\n",
      "Butter Pecan low\n",
      "CarbSmart™ Fudge Bar high\n",
      "CarbSmart™ Fudge Bar low\n",
      "CarbSmart™ Mint Fudge Bar high\n",
      "CarbSmart™ Mint Fudge Bar low\n",
      "OREO® Snack Cups 10ct high\n",
      "OREO® Snack Cups 10ct low\n",
      "REESE'S Chocolate high\n",
      "REESE'S Chocolate low\n",
      "Waffle Cone high\n",
      "Waffle Cone low\n",
      "Creamsicle high\n",
      "Creamsicle low\n",
      "New York Style Cheesecake high\n",
      "New York Style Cheesecake low\n",
      "Rocky Road high\n",
      "Rocky Road low\n",
      "Cherry Vanilla high\n",
      "Cherry Vanilla low\n",
      "Cookies & Cream high\n",
      "Cookies & Cream low\n",
      "Non-Dairy OREO® Cookies & Cream high\n",
      "Non-Dairy OREO® Cookies & Cream low\n",
      "Coffee high\n",
      "Coffee low\n",
      "Vanilla Chocolate high\n",
      "Vanilla Chocolate low\n",
      "Chocolate Chip high\n",
      "Chocolate Chip low\n",
      "Extra Creamy Chocolate high\n",
      "Extra Creamy Chocolate low\n",
      "Black Raspberry Chocolate high\n",
      "Black Raspberry Chocolate low\n",
      "Chocolate Truffle high\n",
      "Chocolate Truffle low\n",
      "Salted Caramel high\n",
      "Salted Caramel low\n",
      "Ice Cream Cake high\n",
      "Ice Cream Cake low\n",
      "Coconut Fudge high\n",
      "Coconut Fudge low\n",
      "Chocolate Peanut Butter high\n",
      "Chocolate Peanut Butter low\n",
      "Natural Vanilla Snack Cups 10ct high\n",
      "Natural Vanilla Snack Cups 10ct low\n",
      "Butterscotch Blondie high\n",
      "Butterscotch Blondie low\n",
      "Chocolate Snack Cups 10ct high\n",
      "Chocolate Snack Cups 10ct low\n",
      "CINNABON® high\n",
      "CINNABON® low\n",
      "CarbSmart™ Caramel Swirl Bar high\n",
      "CarbSmart™ Caramel Swirl Bar low\n",
      "Layered Dessert S'mores high\n",
      "Layered Dessert S'mores low\n",
      "Layered Dessert Peach Cobbler high\n",
      "Layered Dessert Peach Cobbler low\n",
      "Layered Dessert Brownie Cheesecake high\n",
      "Layered Dessert Brownie Cheesecake low\n"
     ]
    }
   ],
   "source": [
    "for flavor in reco_flavor_id.index:\n",
    "    print(flavor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 580,
   "id": "8c24c497",
   "metadata": {},
   "outputs": [],
   "source": [
    "reco_flavor_id.to_csv('reco_table.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df7bb0e1",
   "metadata": {},
   "source": [
    "# Section 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4713d729",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = reviews.text\n",
    "y = reviews.stars\n",
    "\n",
    "X = X.apply(lambda x: re.sub('[\\W\\d]',' ',x))\n",
    "X = X.apply(lambda x: re.sub('  ',' ',x))\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "4582c0da",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Super good don t get me wrong But I came for the caramel and brownies not the sweet cream The packaging made it seem like brownies were packed and bountiful crying frowny emoji I d say the taste of this was amazing but the ratio of brownie to sweet cream was disappointing Liked it regardless but probably won t buy again simply because it didn t live up to its promising package I ll find another one that has a better ratio and wayyy more yummy chewy brownies Overall good flavor texture idea and brownies Not so great caramel sweet cream brownie RATIO Just add more brownies Please ',\n",
       " 'I decided to try it out although I m not a huge caramel fan and the first buy was ok didn t like the caramel too much and for some reason that specific pint barely had any brownies Like there were some on top but from the middle to the bottom Zilch Nada Nothing It was disappointing But for some reason I bought it again and I really do believe it was just that point bcuz the second one was glorious  I had a big brownie chunk in EVERY bite Plus the caramel didn t bother me as much and I took a liking to it Conclusion I m on my fifth pint of the week and I m going back to get my daily pint cus I m kinda sick and need some happiness ',\n",
       " 'My caramel core begins to disappear about half way through I only buy this for the caramel core The first time I purchased this I was not even aware that there were blonde bits in there You had me a salted caramel core well this is the fourth pint that I have purchased and the caramel is plentiful at the top then it begins to get sparse about half way down at  s of the way down its gone It works out in my husbands favor because he doesn t care for the caramel so he gets to finish my pint while having a full pint of his choice Please please please its called salted caramel core for a reason Let the caramel flow through the core P S You could put a little extra in there I totally would not mind ',\n",
       " 'Why are people complaining about the blonde brownies If you don t like blonde brownies get ice cream with fudge brownies I LOVE the blonde brownies and cannot get enough of them This ice cream is by far my favorite I have driven to multiple stores to try and find it  and when I do I stock up I ve tried other flavors when I can t find this one and none of them even come close to making me as happy as this does I d say sometimes the caramel to brownie ratio is a little off at times more brownies please  but I ll still always enjoy it nevertheless ',\n",
       " 'This ice cream is worst ice cream I ve ever tasted I was beyond excited when I picked it up today and couldn t wait to get home and try it First the sweet cream ice cream has no flavour But that s fine I could get past that but the salted caramel core is what s really wrong It s disgusting and so salty it s actually inedible I ve had ice cream before that I have really enjoyed but never to the point where I physically can not stomach it I love salted caramel but this is just another level I actually came here to read the reviews and see how others thought of it just in case mine was a bad batch Never again ',\n",
       " 'I bought this last night to go with Louisiana Crunch cake because I was craving that salty and sweet flavor Unfortunately I was not thrilled with the salted caramel core of this ice cream Usually when you have salted caramel the salt enhances the flavor of the caramel The salt in this core OVERWHELMED everything even the cake It was disappointing to not enjoy my dessert and I doubt I ll be finishing this pint of ice cream which is a shame because you should never have to throw away ice cream ',\n",
       " 'This is definitely my favorite flavor but recently it does not have enough blonde brownie chunks I ll go through at least half of the pint with just  or  chunks It looks like plain ice cream with a salted caramel core This has happened a lot lately and it s so dissapointing I ve gotten to the point where I simply stopped buying it Today purchased two because they were on sale It started the way it should be with plenty of yummy chunks Before I even got halfway as I was serving myself no more chunks After some digging around I found  more way at the bottom Please fix this I love this ice cream but it s pointless without the chunks ',\n",
       " 'I am not a chocolate person at all and this was my very first time trying Ben  Jerry s  Shame on me I m  lol so I was so excited to find a Caramel Ice Cream with BLONDE Brownie chunks instead of fudge I really wanted to like this ice cream but I just couldn t The Salted Caramel is a little too salty In fact I couldn t even eat the core I just ate around it I didn t really like the Sweet Cream Ice Cream it didn t really have a taste to me  Maybe Vanilla would be better  The only thing I loved about this Ice Cream were the Blonde Brownie Chunks They were so delicious I would love for this Ice Cream Recipe to be worked on maybe I ll give it a try again in the future ',\n",
       " 'I LOVE caramel so much so that I could eat it off a spoon which was exactly what I was planning to do when I bought this ice cream Unfortunately this caramel core is way too salty I actually eat around it I m not a fan of the sweet cream ice cream flavor either vanilla would ve worked better The blondie pieces were delicious but overall I m disappointed I really wanted to love this since I love Ben  Jerry s but this was not up to par with their other flavors ',\n",
       " 'I love all the Ben  Jerry s flavor But recently I been so disappointed of my favorite flavor salted core caramel It has no core',\n",
       " 'The ice cream really didn t taste like anything significant and then the caramel which carried the whole dessert ended half way through the cup  very disappointed ',\n",
       " 'The core was absolutely delicious for about a scoop of icecream Then there was no core for the entire rest of the pint Huge disappointment ',\n",
       " 'I ve seen this flavor multiple times at the grocery store the past few months and been tempted finally pulled the trigger last week ',\n",
       " 'I feel like a dork writing a review for ice cream but usually a pint only lasts us   days in our home and we were so disappointed with this one and it s still in the freezer a month later untouched In addition I love anything caramel but the salted caramel core was so overbearing I honestly don t know how this made it on to be a final flavor after the taste testers tried it It s just too salty We scooped the caramel into the sink but then the rest was just a little boring I will still be a loyal B J fan but will be super hesitant when it comes to their caramel line ',\n",
       " 'Hello I just bought my th and th pints of salted caramel core while awaiting Hurricane Dorian to arrive I will have to say that my son and I greatly enjoyed the first  Plenty of salty caramel yum and plenty of brownie bits that were chewy to the bite However these last  pints that I just purchased do have plenty of caramel and brownie bits but they aren t chewy They are more crumbly to the bite I m not sure if the first  were a fluke or these last  weren t right Is the brownie supposed to be chewy or crumbly These last  were disappointing for us and makes me question whether we should buy this kind again ',\n",
       " 'So it s the middle of June and I made an impromptu decision to get a small thing of ice cream during my shopping trip I initially was thinking of going for a strawberry or peach flavor but then I saw this pint and had a double take I d never try this flavor prior and man I do not regret it I love this pint I love sweet cream and blonde brownie so this was a win win I like how to salted caramel is in the center so I have the ability to control how much I want in each bite I do agree that the salted caramel is a bit on the salty side but like I said I have the control to put as little as I want in my scoop ',\n",
       " 'I ll be completely honest I m not generally a fan of caramel it s just too sweet for me but I gave this flavor a shot because of the sweet cream ice cream As it turns out the saltiness of the caramel core perfectly balances out the sweetness I was pleasantly surprised by how much I enjoyed the salted caramel core The blonde brownie chunks were also a nice touch and not too overwhelming I feel like the ratio of mix ins to chunks was nicely balanced ',\n",
       " 'Okay I was expecting an almost too salty weirdly over sweet ice cream but man was I wrong  No seriously  I started eating this ice cream and was transported to the first time I had gooey caramel pop corn  the ice cream was like eating sweet corn creamy and smooth and the chewy bits supposed to be brownie tasted like caramel pop corn that had gotten chewy and sweet soaked in ice cream  then the salty caramel center was too good to even say but together the best caramel pop corn ice cream I have ever had  even though I don t know if that s what they were going for lol  my favorite flavor so far',\n",
       " 'This was my st pint of Salted Caramel Core but not my first Ben and Jerry s Core pint My first impression was that my core was HUGE It was literally overflowing when I opened the pint Wow And the caramel itself was delicious salty sweet and gooey The sweet cream ice cream was very rich and cut through the sweet of the core nicely My only issue was the blonde brownie bits It s not that they weren t plentiful I just really didn t like the taste of them which is sad because the rest of the pint was KILLER The chocolate brownies in the other flavors are amazingly good so I was disappointed that these blonde ones weren t very good and I ate around them So all in all it was a good pint with amazing caramel good ice cream and funky brownies ',\n",
       " 'This is my all time favorite flavor For me it s the perfect combination of sweet and salty and its upsetting to see so many people hate on it I think vanilla would be too over powering but everyone s taste buds are different I do agree the blonde brownie bits have been lacking  but I m an eat the entire pint kinda gal  oops sit down to a good movie and this is my go to snack to grab wish it came in a dairy free option but I live in WI so I suffer through being lactose intolerant all the time So in short it is sweet and salty flavor I always have a partial scoop of ice cream to core spoonful I eat and I guess I m the weirdo that runs outta caramel before ice cream  oops xD',\n",
       " 'I love carmel so much and as soon as I saw carmel core I grabbed it off the shelf The carmel tastes great and I love the ice cream and blonde brownie pieces in it  The only thing that is wrong with it is how much carmel they gave me It was   carmel and   ice cream It wasn t a good balance and I probably won t get it again ',\n",
       " 'I always wanted a flavor of ice cream that was tailored to the way my taste buds worked Most ice cream flavors from other companies that have cookie dough in it is chocolate based but Ben  Jerry s has cornered the market this cookie dough is caramel and butter and cookie based or blondie if that s the correct term  I ve been buying it almost every weekend at college for a year Please keep this flavor it makes me so happy The fact that there s a cookie dough flavor that is chocolate free is one of a kind and not many ice companies make that ',\n",
       " 'I was so excited to try the core pints The picture they show online makes it look like a decent size and width The reality the core of my salted caramel pint was the width of a pencil eraser tip Incredibly disappointing and   not as advertised I feel duped ',\n",
       " 'I bought this on sale and was excited to try it While the ice cream is light and blondies are a nice treat I wish there was more of a salted caramel core Mine did not go down even halfway which is a pity because I love salted caramel ',\n",
       " 'I had to buy this to since they were all out of mint at the store  lots of Carmel Core which was a plus but no blondie chunks  Any were so tiny  very disappointed because Ben and jerrys rocks ',\n",
       " 'I love this but where did my core go       ',\n",
       " 'I know sweet cream ice cream probably wouldn t be a big seller but I wish B J would make more flavors with a sweet cream base or just a plain sweet cream ice cream When the flavor was st introduced I used to get this regularly but it got to a point I was throwing away most of the caramel because it was too salty I will still occasionally purchase as there are no other flavors with sweet cream ',\n",
       " 'Bought this recently because my local target has stopped carrying Blondie Ambition which was my favorite I love the sweet cream ice cream my container didn t seem to have very many blondie chunks which was disappointing see previous and the salted caramel core was overly salty It was okay I might buy it again but would rather have Blondie Ambition ',\n",
       " 'I really wanted to like this flavor but it was quite disappointing Halfway into the pint the core pretty much disappeared There was way too much at the top and it wasn t dispersed evenly throughout the ice cream The caramel was also way too salty for my tastes Also wished there were more brownie pieces only found a few in the entire pint ',\n",
       " 'Couldn t find any in my pint But the rest is fabulous don t change a thing ',\n",
       " 'I had a major craving for ice cream so of course I had to go to the store for some Ben and Jerry s I was really excited about this flavor but after a few bites I was gagging It was too salty and there were barely any brownie chunks  I m really sad this ice cream is going to go waste but I m not happy with my purchase at all ',\n",
       " 'Just bought this last night and like some of the other reviews there were only a few flecks of blondie Mine was nothing like the photos And so the combination of just ice cream and such salty caramel was disappointing and unbalanced I don t know if the core extended to the bottom since I didn t eat enough to find out ',\n",
       " 'I never thought I would not like a Ben  Jerry s flavor but it s happened  When my store didn t have my favorite flavor I thought I would try the Salted Caramel Core  the description sounded great Unfortunately the caramel was way too salty  I ended up scooping it all out The vanilla ice cream was good but the brownie pieces had no flavor I ve never been disappointed by Ben  Jerry s before but I guess there s a first for everything  ',\n",
       " 'The salted caramel core tastes like someone went a little too salt happy There was just too much core in ratio with the ice cream an in addition to the bad core to ice cream ratio the core was just too salty to handle Please fix the core because the ice cream itself with the blonde brownie bits are delicious ',\n",
       " 'I was excited for this ice cream because I love blondies and caramel but it was the one flavor I ve tried that I strongly dislike The core didn t go deep at all and it was SO salty that it made me feel kind of sick The brownies were dry and sparce and I barely could taste them The base was alright I guess Really dissapointed I think this flavor needs to be fixed or just stopped being made ',\n",
       " 'I ve been hooked on this flavor for more than  weeks now I wish I d have known about it sooner lol The Salted Caramel Core is very good and the Blonde Brownies make this product over the top I do have one complaint though I buy maybe  pints or more a week and everytime I open one and start eating them they are all different as far as how many brownie peices there are or the caramel Sometimes there s a ton of salted caramel at the top which can be overwhelming and then it s gone half way down Other times it s normal until you get about halfway and there nothing but the sweet cream ice cream with no caramel or brownies It s always different however I m still in love with this flavor and I highly recommend it Please B J see if y all can get them all the same lol',\n",
       " 'I always wanted a flavor of ice cream that was taylored to the way my taste buds worked Most ice cream flavors from other companies that have cookie dough in it is chocolate based but this cookie dough is caramel and butter and cookie based or boo die if that s the correct term I ve been buying it almost every weekend at college for a year Please keep this flavor it makes me so happy The fact that there s a cookie dough flavor that is chocolate free is one of a kind and not many ice companies make that ',\n",
       " 'The blondie mix ins and sweet cream ice cream were nice but I really wasn t a fan of the caramel core because it was far too salty You ve got multiple reviews saying that it s too salty please don t skim over those reviews Please consider tweaking the recipe on this one so it s less salty ',\n",
       " 'I usually love salted caramel foods and I adore Ben  Jerry s decadent ice creams The ice cream was excellent the brownie pieces were yummy but the caramel tasted way too salty The salt is supposed to compliment the caramel not overpower it I m pretty disappointed ',\n",
       " 'I love anything caramel I was super excited when I saw the whole core was salted caramel However it was way too salty I even tried mixing it with the sweet cream ice cream and it was still too salty It could also use more of the brownie which was certainly delicious ',\n",
       " 'I JUST LOVE this ice cream  if I eat ice cream it must always be B J salted caramel core I think I m addicted It s a perfect combination between sweet and salty plus delicious caramel and chewy chunks I noticed that some pints don t have that much chunks but the vanilla ice cream itself is pretty yummy and honestly I cannot stay mad for long haha If B J s ever discontinue this flavor I think it could be the end of my world ',\n",
       " 'I bought this ice cream simply based on the fact that I was craving caramel But with this wonderful ice cream you get so much more Not only is the Ice cream and blonde Brownies perfect  but the caramel is just so good You almost want to save the caramel as long as you can because how perfect the flavor is It s the perfect amounts of sweet and salty ',\n",
       " 'There must have been some sort of mistake with the amount of salt mixed into the caramel Nobody would but that much saint into a desert The pint it s still on our freezer On a side note Cherry Garcia is the best ice cream ever made ',\n",
       " 'Tried this flavor for the first time about two weeks ago it was delicious But today I m extremely disappointed The core is so salty in this pint I had other people try and they also agreed it was too salty Don t think I m buying again ',\n",
       " 'I am a lover of all things caramel and while the ice cream and the blonde bites were delicious I found myself eating around the core because it was just too salty Tasted like caramel flavored salt Very disappointed in this flavor ',\n",
       " 'Salted caramel core is in my top three My eating tactic is to scoop the ice cream from the outside and then smash the back of the spoon into the core so when I take a bite the first thing I m hit with is salty and then it s sweet ',\n",
       " 'My daughter picked up this flavor for me to try because I love Carmel I have to say this is the worst flavor I have ever had The blonde fudge was bland but the salted Carmel was the worst It was so salty that I couldn t eat it ',\n",
       " 'I love Ben  Jerry and was excited about the Salted Caramel Core BUT the caramel is WAY to salty I even tried to eat it with more ice cream But the salty flavor is too powerful Disappointed I know Ben  Jerry could do better ',\n",
       " 'Tried this for the very first time today The caramel core was extremely salty Way to salty to actually enjoy the caramel Left a bad after taste On a positive note the core was gooey and easy to scoop out with a spoon ',\n",
       " 'I really can t stand the flavors with chunks of cookie brownie It seems like I m eating something stale I m in the minority but I stopped going to a convenience store near me because all they carried were those types ',\n",
       " 'I had high hopes for this flavor but the carmel core was way too salty I was hoping for a sweeter kraft caramel taste The blonde brownie bites were just okay  not much traditional brownie flavor Won t buy again ',\n",
       " 'I absolutely love Ben and Jerrys ice cream but this one was horrible The picture looks like there will be tons and brownies and there were only  tiny bites in the whole pint The caramel core was overly salty too ',\n",
       " 'So this used to be one of my favourite flavours The Caramel is very salty and the blondie bits are very chewy but i love that The disappointment comes in the fact that the first few times i got this the core went right through to the very bottom A thick gooey caramel all they way to the last bite Each time I have gotten this since I have found the caramel to end sooner and sooner in the pint This last container the caramel went about half way through  Please bring back the core ',\n",
       " 'I enjoyed the of flavor of the ice cream But I was expecting much more caramel When the label reads Salted Caramel Core  I expected the caramel to be from the top to the bottom At least that s what I think of the core to be Like an apple core it s in the middle from top to bottom The core is the center of things ',\n",
       " 'the caramel tastes like salty death I think I have sodium poisoning from one bite Gross as heck like why would you do this to people Who let this pass the taste test  Fr fr are y alls tongues blind ',\n",
       " 'I found the salted caramel core shortly after discovering Karamel Sutra Needless to say I fell in love The flavors were amazing and the gooey salted caramel and blondie chunks went perfect together Until the last   yes I said   Pints I bought all fell short They either had very few brownie chunks the core stopped halfway through or there was a pocket of air at the bottom where caramel should have been I give up I want my salted caramel but not at   pt to be left unhappy ',\n",
       " 'I tried this ice cream when it first came out didn t care for it It seemed as though it was missing something and I really didn t like the salted caramel I like the Karamel Sutra much better ',\n",
       " 'The sweet cream and blondie chunks were delicious but the core was almost too salty to eat The taste of salt was completely overpowering the caramel flavor Good overall just needs less salt ',\n",
       " 'The core just tastes like salt with no caramel flavour The ice cream was floury  the blonde brownie pieces had no taste Worst flavour I ve ever had Very disappointed  ',\n",
       " 'I purchase this flavor A LOT Probably too much honestly I have lived this for a while Recently the punts seem to be lacking be caramel core to the bottom of the pint and the blondies are missing There s like  spoons of the caramel and  pieces of blondie Like I said before I live this flavor I just hope the manufacturing can go back to when I first found this flavor and fell in love ',\n",
       " 'The ice cream is disappointingly tasteless  why not use vanilla The caramel us too salty and intense  why not swirled The brownie bites were few and far between ',\n",
       " 'I love Ben and Jerrys The brownies and ice cream were very good The caramel was just overwhelmingly salty I couldn t even eat it Maybe it s just not for me  ',\n",
       " 'I had looked forward to trying this flavor but found the core saltier than the ocean As someone who loves caramel this is the worst caramel I have ever tried I',\n",
       " 'Typically I love salted caramel desserts or caramel in general  so when I saw this ice cream I was eager to try it That caramel core nearly knocked me over with its saltiness  For me it overpowered the combined flavor of sweet cream brownies and caramel I agree with the other reviewers vanilla ice cream might have been a better balance However I do like the blondies So close   ',\n",
       " 'the flavors are great and they work well together Unfortunately they do not work well with the core concept The caramel would be much better if it were evenly distributed throughout the ice cream rather than isolated in one huge pool The blondies could pack a bit more flavor as well So far I have yet to have a variety of Ben  Jerry s core flavors that would not taste better if the flavors were evenly distributed They almost taste like a cheap Ben  Jerry s knockoff ',\n",
       " 'I bought this favor couple of days ago and thought what could be bad about a salted caramel core Everything was great except the core was so salty that it drowned out the other favors I do mean salty the   mg are in the caramel core It left a nasty taste in my mouth Anybody who needs to watch there salt intake shouldn t eat this ice cream favor ',\n",
       " 'I bought this the other day and was so excited but when I tried it the core was way too salty I love salted caramel and all the other reviews rave about the core so I m pretty confused  Maybe I got a bad pint but it was like salt with an essence of caramel Sooo overpoweringly salty first time I ve avoided a swirl or core  ',\n",
       " 'I don t even understand how anyone could have anything bad to say about this ice cream The sweat cream base is just the right about of sweet The salted caramel core is almost bitter on it s own but when paired together they are such a great couple plus the blondie bites I am a digger and I never run out of these delicious gems I will cry If they discontinue this one For someone that doesn t want an overly sweet ice cream this is perfect ',\n",
       " 'Honestly have no idea why people are complaining about this There couldn t have been a better pairing of delicious succulent sweet cream ice cream paired with blonde brownies and topped off with savoring salted caramel to make your taste buds smile with such joy I ve been buying a pint every week for the past  months and haven t had the urge to try a different flavor Please don t ever discontinue this flavor it makes belly very happy',\n",
       " 'My husband was away for the evening and I felt like a little R R so I headed to the store for some trusty B J I decided to go for a flavor I d never tried The description sounded so delicious And delicious it was Until I discovered the core was no more than a dollop on top At about an inch deep it just vanished leaving me with nothing but the ice cream and blondies  pretty good stuff but I m disappointed at the lack of core ',\n",
       " 'That Salted Carmel Core is WAY WAY too Salty I tired this when it firs came out and I hate it because it was too salty but I decided to give it another try to see if the formula had been tweaked  and nope it has not So So SO salty Like others below I scooped out the core and ate around what I could ',\n",
       " 'This flavor is magnificent The sweet cream ice cream works perfectly with the caramel and blondies And the blondies are particularly great  soft and flavorful I m always scared that this flavor will go to the graveyard Please Ben and Jerry s don t discontinue salted caramel core ',\n",
       " 'I wanted to try something new and thought this looked delicious It was REALLY good but less than half way down the core literally disappeared I mean the ice cream and blonde chi class were good But I really bought it for the caramel core and kind of feel like I got jipped ',\n",
       " 'I LOVE this flavor  I have been addicted to this since     It surpasses anything like it I love salted caramel ice cream However it s hard finding one WITHOUT chocolate  Chocolate overwhelms the salted caramel for me However salted caramel core gets it right  The blondie bites are the cherry on top Please don t ever discontinue this flavor  If I could afford to purchase every pint I would  ',\n",
       " 'I really wanted to like this ice cream because I m a die hard B J s fan However it just wasn t that great The ice cream base was very yummy it wasn t an overpowering flavor and the blondie chucks were very good But the center tasted like pure table salt and sugar mixed It really was over the top salts to the point where I just ended up eating around it  I wish I would have gotten another flavor if I had known ',\n",
       " 'This was my favorite Ben and Jerry s flavor I still love the sweet cream ice cream and I adore the caramel core but something happened to the blonde brownie pieces They used to be soft and chewy perfect texture and delicious The texture has changed now they are hard and crumbly very disappointing Thought it was a fluke but the last maybe  pints I ve had from different stores have all had the same issue ',\n",
       " 'I bought this last night and was very excited to try Brownie was great but caramel was so salty that I couldn t even eat it It was like someone poured a salt shaker s worth of salt into it Did anyone else have this experience ',\n",
       " 'I ve already told my husband that I just might cry if this flavor is ever discontinued And we would need another freezer so I can stock up on pints To the reviewers saying this mix would be better with vanilla ice cream you need to check your taste buds The sweet cream complements the salted caramel core so wonderfully Although I will agree with others  more blonde brownie chunks please ',\n",
       " 'This is truly my favorite ice cream flavor I have introduced several friends to it and they love it just as much I introduced my husband to it when we were dating and we actually had salted caramel core pints at our wedding instead of cake The salted caramel is perfect for salted caramel lovers and the blonde brownies are the best addition I would    recommend this goodness ',\n",
       " 'This was the best ice cream I ve ever tasted The salted Carmel mixed with the sweet cream ice cream is Devine When you hit a blonde piece it s the most delicious mouth watering bite I would recommend this ice cream to everyone I know I could live off of this for the rest of my life and be content I stalked up on these pints during quarantine Ben and Jerry please sponsor me ',\n",
       " 'The core concept is great because you get a lot of one key component I normally love salted caramel However the caramel core in this ice cream is so salty I can t eat it It isn t even a matter of mixing it together with the other ingredients to maybe make it taste better than it does in isolation The salt just overpowers everything ',\n",
       " 'I m tempted to give a bad review to see if they reach out to me to make it right by giving free ice cream  ',\n",
       " 'I got a pint of this ice cream and i had to throw it out It had an awful taste and the brownies were really gross and chewy I spit it out and it left an awful after taste I checked the date on the carton and it s good until    so I m not sure what happened but the ice cream was the worst I ve ever eaten Won t get that again ',\n",
       " 'I m very surprised by the low reviews on this flavor It is absolutely delicious The caramel core is what makes this one so special You can enjoy it all the way down to the end of the pint It could use more blondie chunks bigger ones too but this didn t detract enough for me to take away any stars I LOVE this flavor ',\n",
       " 'I love the flavor combo of this ice cream but I just wanted more brownie pieces I found myself trying to dig out what few pieces were in middle of my pint Just a little disappointed I just wanted more  The overall taste of the ice cream was on point I don t think a little more brownie chunks will mess that up Thanks ',\n",
       " 'Ok so this was my first core Ben and Jerry s It was awesome I love the experience of mixing the ice cream with the caramel But where were the blondies They were few and far between each bite I was very excited about it everytime I managed to find a small piece Also are the blondies made by Greyston Bakery ',\n",
       " 'My husband brought it home a few months ago and now im addicted It s so good i as in hospital having brain surgery and it s all I wanted I give up meals so i can eat it I don t like chocolate so it s so hard to find blonde brownies and salted carmel without chocolate If I had a last meal it would be it ',\n",
       " 'This one is my favorite out of the cores I m a lover of caramel and a lover of blondie brownies so of course this is a win I can t see how the average rating is only   I don t get it I don t know what people are tasting because this is delicious PLEASE don t get rid of this flavor  I NEED it ',\n",
       " 'Been buying this since it came out and lately the core has been less and less each time I buy it The core only goes   inch and then none Wish the core would go to the bottom of the container Please keep the same ingredient but more core caramel Would give it five stars with more caramel ',\n",
       " 'I LOVE this flavour Salted caramel and blonde brownies are my favourite thing and to find them in ice cream was a dream come true The only thing I wish was different I know Salted Caramel is the name of the flavour but it really was too salty  so much so that I found it kind of off putting ',\n",
       " 'Tastes great and has so much potential but the  pints of ice cream that I bought all had a core of caramel with a couple of blonde brownies but nothing like I expected It fell short of my expectations and I can t justify spending  a pint for ice cream that isn t chock full of gooey goodness ',\n",
       " 'This was a dream come true when I found it in stores I was so excited  I barely made it home BUT  disappointment hit me in the face when I almost died at how salty the caramel is Wow Not enough brownies I guess I ll keep searching for my perfect flavor I wish you could Exchange icecream ',\n",
       " 'My favorite flavour from ben jerry s The salted caramel tastes amazing with the cream ice cream and i love the blondie brownies too I live in europe and they do not have this flavour in finland which makes me so sad  But every time i come to the states i buy it because it tastes so good ',\n",
       " 'We have been buying this ice cream since it first debuted It was our family favorite hoewever the last  pints we ve bought have had hard crunchy blondie bits instead of the soft chewy pieces we knew and loved This is such a disappointment and sadly will make us stop buying this ',\n",
       " 'Truly I m in recovery from anorexia nervosa and you better believe that I ve inhaled a pint of this ice cream every single day  The perfect ratio of salted caramel to smooth vanilla ice cream and the brownie bits provide a nice touch of goodness Ben and Jerry s  Anorexia  ',\n",
       " 'I got this a few days ago just to try I really loved it  The blondie brownies are so yummy I really enjoyed the ice cream overall However the salted caramel core was a little too salty for the ice cream I couldn t really eat all the caramel with the ice cream like I wanted too',\n",
       " 'This ice cream Y all This ice cream The perfectly salted gooey caramel the chewy chunks of blondie  ermahgerd The worst part of this is we can barely find it anymore BEN AND JERRY I swear to you if you get rid of this in the middle of a pandemic  I will never forgive you ',\n",
       " 'I am writing this review as I enjoy a pint of this very ice cream It is delicious and the flavors go very well together The only problem was though that the caramel was waaay too salty so I ended up eating around it Nontheless it was really good and I hope to buy it again ',\n",
       " 'I think the sweet cream and caramel are great but I have bought this a couple times and the brownies just are off on taste I feel like choc brownies would be better or to even leave them out Far from gross but not as good as other ice cream which is a bummer with the price ',\n",
       " 'By far my favorite pint ever Not to mention SUPER addicting  The blond brownies are the beeeeessst and with caramel Truly my only companion in this quarantine so i stocked up World War IV could break out and as long as I have my daily B J pints I d survive just fine ',\n",
       " 'I bought this for the caramel core the first time and it was great The second time with was a dollop of caramel on top The third time an even smaller dollop If you like just vanillia ice cream a little bit of caramel this is the ice cream for you I am very disappointed ',\n",
       " 'I bought this about a month ago and have gotten two more containers since I would not say it s a flavor for everyone but I love it I love salted Carmel The salt pairs nicely with the sweet ice cream and blondies But if you don t like salty sweetness this is not for you ',\n",
       " 'I am allergic to coco beans so finding a tasty ice cream with out any chocolate can become quite the hassle When I thankfully came across this ice cream I was over the moon The only problem I have with it is that I can t find it in any stores when I go search for it ',\n",
       " 'First time buying a pint of salted caramel core I was so excited I immediately noticed a lack of blonde brownies and about half way through the pint the caramel core disappeared It looks nothing like the picture There was a total of maybe  or  blondie pieces ',\n",
       " 'Salted caramel  blonde brownies  B J ice cream  what I plan to replace my blood with If you LOVE sweet  salty this was made for you If you haven t tried salted caramel with blondies Do It Now You have not lived  I weep for you you poor unfortunate soul ',\n",
       " 'The first time I tried this I thought it was wayyy too salty I gave it another try a few weeks later and I love it now The trick is to have a tiny bite of caramel with the ice cream since sometimes the core has a lot of caramel and sometimes it just has a little ',\n",
       " 'I usually get salted caramel core when none of my favorite flavors are available Even though it s a last resort for me I still enjoy the sweetness of the vanilla the chewiness of the blonde brownies and the incredibly rich caramel It blend together perfectly ',\n",
       " 'I really love salted caramel and blondes I think in this pint though that the caramel is wayyyyy too overpowering and there are too few blondies to enjoy I ate around the caramel but as the core spread through the rest it ruined the ice cream in my opinion ',\n",
       " 'I think it should be a little more brownies and Carmel all the way to the bottom so you can have a little bit of caramels and brownie with each bite after a few scoops mine didn t have any more brownies like it was only brownies in the top layer of ice cream',\n",
       " 'I bought this for the first time tonight     and was super excited because I love salted caramel ice cream Upon opening the product I noticed that the ice cream had no caramel in it whatsoever Highly disappointed especially for the price of a pint ',\n",
       " 'This ice cream is very tasty with the caramel core However my core only went halfway through and then stopped I also wish the chewy bits were a little more flavorful and thicker Other than being cheated on the core I really enjoyed this ice cream ',\n",
       " 'I have been obsessed with this flavor since the first time i had it It s all about balancing the sweet cream and the caramel Too much caramel might be too salty but too much cream might be too sweet It a balance and extraordinary once you find it ',\n",
       " 'This is one of my favorite ice cream flavors of all time The caramel is yes salted But I personally love the saltier caramel with the sweet creamy ice cream And the blondie brownies are so YUM I will be sad if they ever stopped making this one ',\n",
       " 'I was so excited to try this but I had barely any blond or chuncks in my ice cream and the core stopped half way through  I thought the core was supposed to to all the way to the bottom Very upset and this was my first time trying Ben and Jerry s',\n",
       " 'I love this flavor it is now my go to It is the perfect mix of sweet and salty only sometimes issue is that the core occasionally stops before the end of the carton It doesn t matter to me though because I still love the brownies in it ',\n",
       " 'This is the absolute best flavor   I love how creamy the ice cream is The brownies are absolutely amazing full of flavor and very soft  The caramel is super salty and sweet it s SOO GOOD I m obsessed Don t ever change the ingredients ',\n",
       " 'As somebody who grew up on Ben  Jerry s I have been spoiled by so many delicious blends However this one was very tasty but disappointing because the core kept getting smaller until disappearing halfway through and so did the brownies ',\n",
       " 'I just actually finished a pint of this and while I like the idea and the flavors it was very off balanced flavor wise I can t tell if it was just my pint or what but it was overwhelmingly salty with little to none blonde chunks  ',\n",
       " 'I have loved b j for many years My favorite of course which is gone was Wavy Gravy I bought this flavor because Karmal Sutra wasn t available this is nothing like it gagged on the first bite of Karmel SSSOOO salty    Yuch',\n",
       " 'Unlike other reviewers I enjoyed the flavor of the salted caramel I didn t find it too overpowering I just wish the core made it all the way to the bottom of the pint The pint I ate only had caramel at the very top',\n",
       " 'I brought this so manny times I love it really but the thing about it is that it needs a little more brownie dough in there and honestly I love the Carmel center but it s just the brownies that need a little bit more',\n",
       " 'I loved this ice cream when I stared the pint but not even halfway through the caramel core just stopped I had to be a bad batch because no way that s how it s supposed to be Sad because that was my favorite part ',\n",
       " 'Bought this last night and while the flavor was great there were literally only  chunks of blondies throughout the whole pint I wish there were a lot more as it would have make the eating experience more enjoyable',\n",
       " 'This is becoming my favorite ice cream and one that I have come to crave The only thing that would make it better would be more of the caramel  Ben and Jerry s makes the best caramel in ice cream I ve ever had ',\n",
       " 'I love anything caramel Tried this flavor years ago  core was like creamy salt  Gave it another try recently thinking it may have just been a bad batch but again nothing caramel about it Will not buy again ',\n",
       " 'This is one of the main Ice Creams that I purchase from Ben  Jerry s  Absolutely the BEST is you like Salted Carmel I do not understand why the rating is not higher  But PLEASE DO NOT REMOVE this flavor  ',\n",
       " 'I buy this all the time because it s so delicious The salted caramel and blondies create a tasty melange of awesome flavors It s my favorite I highly recommend it ',\n",
       " 'I bought this last night the core barely even went halfway down the pint and there were only a couple chunks of brownie Didn t even finish it lacked excitement as all i was left with was vanilla ice cream ',\n",
       " 'this is the best flavor of Ben  Jerry s by far If you re complaining I don t trust you this is seriously the most addicting flavor If they stop making this flavor I ll cry Soooooooooooo goooooooodddddddd',\n",
       " 'I m a big salty sweet fan so this ice cream is perfect for me I see people complaining about how salty the caramel is but that s honestly my favorite part about it Devouring a pint as I type this review ',\n",
       " 'Today was my first time trying it and I m a little disappointed I thought this would be  salty  but NOT THAT EXTREME SALTY I wish it was less salty don t get me wrong I love caramel but this was to much ',\n",
       " 'Due to health issues I cannot eat chocolate so this ice cream is a lifesaver It s sweet the caramel is outrageously soft and delicious and the brownies offer a great bit of texture I love it ',\n",
       " 'I think this is my first time writing a review for ice cream But this flavor is just amazing The chewy brownies are delicious and I love salted caramel Perfect amount of salt in my opinion ',\n",
       " 'If you like Baskin  Robbins  Pralines  Cream ice cream flavor you will LOVE Ben  Jerry s Salted Caramel Core However be careful It will add the weight on you  it is just THAT good ',\n",
       " 'I love this flavor so much I just wish the caramel core went all the way to the bottom About half way down the pint the caramel goes away It s so sad because this flavor is delicious ',\n",
       " 'I m not sure how this flavor is rated so low It is life changing ',\n",
       " 'I love vanilla ice cream based flavors and this one is the best Blond brownies ice cream and caramel are a great flavor combination It is hard to stop eating it once I have started ',\n",
       " 'I bought this a less then a month ago and I can t stop thinking about it ahhhhhh soooo gooood but another one I really recommend is the tonight dough I rate that a    sooooo good',\n",
       " 'Absolutely wonderful use of the core to have a luscious slug of salted caramel drilled down the center  Awesomeness  I will buy this flavor forever as long as it is available ',\n",
       " 'Please never stop making this flavor The salted core is perfect if you get a small amount of core on each spoonful along with a chunk of blonde with the ice cream it is to die for ',\n",
       " 'I buy this ice cream maybe twice a week but the last two purchases haven t had caramel completely to the bottom and not enough blonde bits   I don t know why but I still love it',\n",
       " 'I bought it accidentally for my Birthday  I wanted something else  but it is not that bad what I expected about the taste of caramel More than likely I would buy it again ',\n",
       " 'This has the perfect example of what salted caramel should be Smooth and silky with a salt sweet balance that s downright addictive Had to force myself away from the carton ',\n",
       " 'I wish I had something bad to say about this flavor just so I can get coupons for MORE  LOL I ve never run across a bad batch It s always DeLiCiOuS  Thank you so much ',\n",
       " 'The salted caramel core reaches my soul The addition of sweet cream ice cream and blonde brownie bits complement the salted caramel as a perfect masterpiece of flavors ',\n",
       " 'I am so in love with this ice cream Must always have some with me The sweet cream ice cream combined with the blondie pieces and caramel are a match made in heaven ',\n",
       " 'This one is by far in my top five I once had a flavor with honey bun pieces and caramel and was obsessed with it but this one by far blows that one out of the water',\n",
       " 'Ben and Jerry s has never let me down until now Huge fan of the other flavors but this was lacking with the burst of mix ins we all have come to know and love ',\n",
       " 'This is hands down my favorite flavor I m not a chocolate fan so I appreciate every aspect of this Each ingredient shines but I love a good blondie chunk ',\n",
       " 'After trying dozens of flavors this is the one I keep going back to The caramel core is divine and there s enough to go with every bite I LOVE THIS FLAVOR',\n",
       " 'Very little caramel in the core There wasn t any caramel until half way down I ve wanted to try the core flavors for a long time now Won t buy again ',\n",
       " 'What s not to love I m completely addicted to this ice cream I fight with my husband when I feel he s eating more than his fair share of the core ',\n",
       " 'This is hands down my favorite flavor of ice cream Please don t ever get rid of this I would sell my souls for a pint of Salted Caramel Core ',\n",
       " 'I love the sweet cream and the blonde but the caramel is too salty and there isn t enough brownie bits in it Other than that it is DELICIOUS ',\n",
       " 'I love this flavor The intense saltiness of the caramel is my favorite feature and the blondie bits are divine I eat it all the time ',\n",
       " 'this is the perfect ice cream if you are a caramel lover  that s it ',\n",
       " 'I love salted carmel sometimes it doesn t have a lot of brownies and caramel If they could make that more consitant would be awesome ',\n",
       " 'I love the salted caramel core It s the best part Hard to find ice cream with no chocolate but I finally have and it s the best ',\n",
       " 'This is by far my favorite Ben  Jerry s flavor Love the caramel core perfectly gooey and the blonde brownies are sooo good ',\n",
       " 'It s the second time in a row that I buy this ice cream and I dont seem to get tired of it  Just ate it a minute ago   ',\n",
       " 'This flavor is my absolute favorite ice cream It s so amazing Sadly however they stopped selling it in my local stores RIP',\n",
       " 'I tried this for the first time last week and now I m hooked The ice cream alone is great and the caramel core is amazing ',\n",
       " 'My mom and I always get this one every time we go to the store There s a lot of caramel but it doesn t overpower you ',\n",
       " 'Caramel core completely ended less than half way through What a joke Apparently no quality control being done ',\n",
       " 'This is the best ice cream ever I am a fan   out   Everyone should get it Please let me sponsor this flavor ',\n",
       " 'I try new flavors but always get this one too It is the best flavor in my opinion The caramel is delicious  ',\n",
       " 'I am giving it a full  because it is the best of this line That said I do wish there was more brownie bits ',\n",
       " 'This is my absolute favorite flavor  please don t ever take this away I love the caramel core The best  ',\n",
       " 'BEST ICE CREAM  IT IS DEFINITELY MY FAVORITE ONLY THING THAT WOULD MAKE IT PERFECT WAS DOUBLE THE CARAMEL ',\n",
       " 'I bought this yesterday after some convincing and I m disappointed I had maybe  brownie chunks in mine  ',\n",
       " 'I love the sweet and salt combination Need more quart containers in you inventory besides Cherry Garcia ',\n",
       " 'It has a delicious flavor and It is so creamy and good The only word I can think of to describe it is YUM',\n",
       " 'If you love salted caramel this is the way to go And I love the blonde brownie bits in the ice cream',\n",
       " 'I thought the core would go all the way through It was only about an inch deep Delicious otherwise ',\n",
       " 'I ve had this multiple times at our school store and it s delicious I could eat everyday honestly ',\n",
       " 'Got this as a surprise and loved it The salted Carmel core with the blondies was my favorite part',\n",
       " 'My husband and I had this on our vacation in Myrtle Beach a couple of days ago and it was awesome ',\n",
       " 'This is one of my top three favorite Ben and Jerry s flavor and definitely my favorite core flavor',\n",
       " 'The flavor and idea is amazing but it wasn t enough brownies for me won t plan on buying again',\n",
       " 'The pieces in the ice cream are very dry and crusty Not good The core is pretty good tho ',\n",
       " 'This flavor was exceptional imo the salty caramel in the center was generous and so good ',\n",
       " 'Extra creamy perfect amount of caramel not too sweet This one is my absolute favorite ',\n",
       " 'Love all the caramel down the middle of the pint Great flavor without being too rich ',\n",
       " 'Really good ice cream Highly recommend it The caramel core really tops it off    ',\n",
       " 'Love everything about this caramel core  I am a caramel lover and this hits the spot',\n",
       " 'This is one of my top  favorites   Love the blonde brownie with caramel    ',\n",
       " 'It has all the good stuff The flavors and gobs of blonde brownie are the best  ',\n",
       " 'Core doesn t go down to bottom and isn t in the center also caramel is too salty',\n",
       " 'OMG I have tried this by mistake  it is now my fave             ',\n",
       " 'MY NEW FAVORITE FLAVOR this was the most amazing ice cream i have ever tasted ',\n",
       " 'The most perfect caramel ice cream flavor on the market I m forever obsessed ',\n",
       " 'Just the right blend of salty and sweet with silky smooth vanilla ice cream ',\n",
       " 'This was my first time trying this brand and I am in love with this flavor ',\n",
       " 'Caramel was lacking brownies had no flavor mostly vanilla ice cream only',\n",
       " 'I thought the Carmel tasted burnt There wasn t enough other flavor ',\n",
       " 'I just ate this and did not want it to end Must try before you die',\n",
       " 'I ve been obsessed with this flavor for Months  It s amazing',\n",
       " 'I can t find it in Houston anywhere for the last  months',\n",
       " 'The gooey caramel makes this pint my personal favorite ',\n",
       " 'Addictive  Love this flavor True Caramel fans only ',\n",
       " 'It s amazing the best ice cream possibly of all time ',\n",
       " 'Can t get enough Best ice cream I have ever tasted ',\n",
       " 'My favorite ice cream of all time I m in love Truly ',\n",
       " 'This ice cream is amazing My whole family is obsessed',\n",
       " 'THE BEST ICE CREAM EVER ',\n",
       " 'I will buy amost anything with salted caramel in it',\n",
       " 'Amazing smooth caramel   great job on this one ',\n",
       " 'My all time favorite I go out of my way to find it',\n",
       " 'Ben and Jerry s took the peanut butter chocolate flavor and knocked it out the park yet again The peanut butter ice cream is great as always but combined with the pretzel swirls the flavor is heightened to an amazing degree A nice little crunch to the pretzels as well for texture The brownies aren t quite as good as in other flavors but definitely plentiful and still tasty Put em all together and you get a salty sweet peanut butter and chocolate combination that just works A great flavor ',\n",
       " 'The actual peanut butter ice cream is amazing the brownie chunks taste like they were just cooked The pretzel bits are the most amazing thing I have eaten they are not too salty They are not crunchy or too soft evert time I get a bite with the pretzel in it I have to just stop and savor it So far I have only found these at Target I have shared about eight pints in a couple weeks with my husband Honestly it s the best ice cream I ve ever had Hard soft homemade vegan or non it s the best ',\n",
       " 'I will start by saying that I m not a peanut butter flavored ice cream fan I m an urban bourbon addict the only reason I tried this flavor was I couldn t find my flavor Boy did this flavor SURPRISE me It s a must try ',\n",
       " 'My top two favorites of all time are Tonight Dough and Chubby Hubby tied for first place and a close second place is Netflix  Chill d The brownie pieces were HUGE and the salty sweet combo was just perfection ',\n",
       " 'This is EVERYTHING I want in ice cream Peanut butter sweet salty  just enough chocolate I hope it becomes a regular flavor ',\n",
       " 'I love the PB ice cream rather than another flavour with gobs of actual peanut butter throughout the pint  The saltiness of the pretzel and chewy bits of fudge make tis quite possibly my new fave flave But  Everytime I look at the red couch on the label i can t help but think of tomatoes and thats not a flavour combo I wanna try anytime soon   Yuck  Don t get me wrong I loves me some PB gobs but we got enough of those   I know that its not a pint here in Canada But it sounds better than  cup tub o B  J s   If there IS a Tomato ice cream with chunks of marzipan and marshmallow swirl flavour in the works I d beg you good folks to reconsider ',\n",
       " 'I am in love with this flavor I m a big pb fan and it is very prominent ',\n",
       " 'This is just simply amazing I am not one for ice cream but this has changed my perspective so many perfect flavors wrapped into one Sweet yet salty enough toppings in every bite WOW I look forward to this every night ',\n",
       " 'The peanut butter flavor is good and the ice cream is creamy but the balance of salty to sweet is way off This tastes like peanut butter ice cream with pure salt swirled through it The brownies are soft but flavorless so they do nothing to help balance the flavors I normally love salty sweet combinations but this missed the mark ',\n",
       " 'The peanut butter the brownies and the pretzels all together  So good perfect amount of sweet and salty I need more   ',\n",
       " 'This flavor was AMAZING I would not change anything about it I never thought I would find anything better than Half Baked and Tonight Dough but this flavor definitely made it up there with them ',\n",
       " 'I was really disappointed in this one Flavors were blah The peanut butter icecream tasted more like vanilla and hardly any pretzel flavor Chubby Hubby is a much better choice with similar concept',\n",
       " 'Salty and sweet but could use more brownie chunks and pretzel swirls to achieve sheer perfection The concept is there but my pint had paltry mix ins ',\n",
       " 'Honestly the best ice cream I have ever had I was expecting good but this is a game changer B J ya ll never let me down ',\n",
       " 'I ve be consistently buying this wherever I can Please don t get rid of this ',\n",
       " 'Please don t take this away from me It is the perfect ice cream ',\n",
       " 'Best Ice Cream ever been buying and loving Ben  Jerry s Ice cream since   thanks keep up the good work',\n",
       " 'The first time I tried this I was in love it s the perfect peanut butter flavor with the perfect amount of sweet and salty it s amazing  the chocolate brownies add just the right amount of chocolate I ve bought probably  pints so far maybe more I m in love  I look forward to my treat at night and I dont know what I d do without this flavor Please please please Ben Jerry s dont ever take this one away Netflix  chill d needs to become a permanent option I ll be so sad if y all stop making this one ',\n",
       " 'Great pb flavor Love the salty pretzel swirl But the brownie pieces were too big and chewy like a dog eating pb I think I d prefer it with a fudge swirl and larger pretzel pieces Will try it again maybe it will have smaller brownie chunks Peanut Butter World is still my favorite ',\n",
       " 'I bought a pint of this when it first came out and I ate the whole thing in one sitting And another the next day And another the next  this is my FAVORITE flavor even better than any I ve had from any specialty ice cream parlor It s the epitome of sweet and salty The pretzels are almost more like sprinkles of salt with a bit of texture the fudge brownie is dark and rich enough to break up any monotony I don t want this to ever go away even if it s responsible for   of my quarentine weight gain  P',\n",
       " 'I got the chocolate fudge brownie and yes there is a great amount of brownie but I think the ice cream to brownie ratio should be more brownie less ice cream ',\n",
       " 'B J did it again The creamy smooth texture of the peanut ice cream contrasted with the swirl of salty pretzel goodness engaged with nice healthy chunks of brownies Perfect combination of flavor and texture Thank you B J for making another wonderful creation You guys rock ',\n",
       " 'I finally got around to trying this flavor and I m so glad that I did I ve been buying Ben  Jerry s for the past   years and this is one of the best flavors I ve ever had The flavor of the peanut butter ice cream itself is incredible I m thoroughly impressed ',\n",
       " 'Honestly I think maybe I just got a bad one from the grocery store The flavors were good but it was just SOOOO salty I will probably try it again though hopefully it was just a goofed pint',\n",
       " 'This was the worst ice cream I ve ever had Peanut butter flavor mixed with pretzel is way too salty There is almost no brownie and the brownie pieces have no flavor This would have been better if it was chocolate ice cream or chocolate fudge mixed in ',\n",
       " 'Peanut flavor is exceptionally bold and delicious however the saltiness is oddly mixed in I ve had bites of mild salty pretzel and really really salty bites Could do a little better in that regard ',\n",
       " 'I bought this  days ago and just bought a second tub Its absolutely perfect I love the salty swirls and the brownies are soft and delicious Please keep this flavour ',\n",
       " 'The peanut butter ice cream was chalky and salty The brownies were made with a very bitter chocolate The pretzels were in a mushy mass and did not look appetizing This was probably the only B J ice cream I have not liked ',\n",
       " 'I am a fan of peanut butter cup and cookie dough and birthday cake But I think this one is too much A simple peanut butter flavor with brownies and why not bananas would have been enough Why the pretzels  It tasted like uncooked dough at least put real pieces of mini crunchy pretzel I m even surprised netflix associated their name to this ice cream  ',\n",
       " 'Just tried this flavor and it s officially my favorite Perfect balance of sweet salty and savory The little bits of fudge are also SOOOOOOO GOOD Can t get enough',\n",
       " 'Not a fan of this flavor at all Seemed to have the makings of an awesome icecream with all sweet and salty components however the pretzel swirls were so salty it made me gag    would not recommend',\n",
       " 'I really enjoy different ice cream flavors but this is just disgusting ',\n",
       " 'Looked high and low for the new flavor and was excited to try peanut butter is my favorite  The flavor of the peanut butter ice cream was not overpowering as I was concerned but pleasant I was disturbed by the texture of the ice cream It felt gritty and the brownie batter swirl had a taste like chocolate but was the consistency of taffy Not my favorite flavor ',\n",
       " 'I m eating this now and it s getting harder and harder to eat The pretzel swirls are strangely too salty and the brownie pieces are too mushy The peanut butter ice cream is okay The combination of everything together just doesn t work for me Maybe it needs some texture Some crunch I still love you Ben  Jerry s  I ll stick to Phish Food and Gimme S more ',\n",
       " 'Amazing flavors and amazing taste One of my top  ',\n",
       " 'If you like a horse enjoy licking salt  than this is the ice cream for you I really wish that the brownie parts were bigger and more brownie like Also the pretzel dough bites are more like bits of playdough when it comes to flavor and the added saltiness Good Idea on paper not so much in taste ',\n",
       " 'How did Netflix approve this flavour It s been in my freezer for days which never happens  ',\n",
       " 'I bought this for the first time a few months ago and wow I was floored This icecream is the most perfect balance of flavours ive ever experienced in a BJ pint It is salty and sweet but not too sweet as I find many BJ flavors and not too salty ',\n",
       " 'I was excited to buy this flavor but was quickly disappointed To me the brownies tasted of rye bread the ice cream was gritty not in a good way either  There was flavor of pretzel but I saw no pieces I will probably go back to Phish Food next time ',\n",
       " 'I wanted to love this flavor What s not to like Peanut butter ice cream with pretzel swirls and brownie pieces should be a hit It is not First the peanut butter ice cream is WAY too salty I agree some salt is needed to offset what could otherwise be a cloyingly sweet peanut butter flavor but this kills any semblance of peanut butter flavor and is unnecessary given the pretzel swirls Second why pretzel swirls and not pieces or chunks The swirls are weirdly soft and barely evoke the sense of eating a pretzel Finally the brownie chunks were just weird They are the same ones as in Half Baked where they work beautifully Here I respect the need to bring in a chocolate component with a peanut butter base that s a no brainer But why not go with fudge chunks or chips The brownies brought no flavor to this pint and certainly did not help on texture A slight re tooling of the flavors and components would probably make this the ice cream dream the description promised ',\n",
       " 'Tried it for the st time wont ever buy agian way to salty ',\n",
       " 'This is probably one of the worst Ben and Jerry ice cream I ve ever had I love Ben and Jerry I ve cream but this one is just plain bad ',\n",
       " 'Okay so when I saw this flavor first advertised I was out of my mind excited I love peanut butter I love brownies And I love pretzels But when I finally tracked it down in stores I was disappointed because it wasn t what I was expecting it to be  Also it melted a lot on the way home that day ',\n",
       " 'This flavor has such a fun name and sounded amazing so I recently purchased it It s not bad by any means but I found myself wishing there was more sweetness and or chocolate throughout it I found the peanut butter and pretzel combo made it a bit on the saltier side and it would have been nice to have some additional sweetness like a caramel swirl or chocolate ice cream mixed in to balance it out a bit more ',\n",
       " 'I love the peanut butter ice cream base Very delicious and unexpected ',\n",
       " 'Probably the worst B J s flavor I ve ever tried What a waste of calories',\n",
       " 'Bought this as soon as I saw it in store last week If you don t like sweet and salty stuff this is not for you As other reviewers said I enjoy the milk chocolate lighter ice cream with chocolate chunks The chips come in little balls and are surprisingly cripsy and chip tasting I hope they add these as a permanent flavor The people who don t like it probably also don t like pineapple on pizza  ',\n",
       " 'The peanut butter flavor was overwhelming to me and the salty pretzel swirl just layered on the intensity However i feel if there were more brownies throughout it would balance out They all seemed to be clumped into the bottom of mine ',\n",
       " 'This has been my go to flavor for the past month The flavors go together really well finding a perfect balance between the peanut butter the pretzels and the fudge brownies Another great thing about this flavor is the texture that it has which is pretty unique Every bite you ll find a juxtaposition of the grainy pretzels and soft fudge swirls  A truly delightful experience for the tastebuds ',\n",
       " 'It s so good The brownies are legitimately delicious as brownies not brown blobs like other brands The peanut butter ice cream and pretzel streak compliment each other So good I might give in and have it for breakfast today  ',\n",
       " 'Everything about this ice cream is amazing  except the brownies They remind me of the cheap cosmic brownies you can get at the grocery store The pretzel swirls are so tasty with them PB ice cream though ',\n",
       " 'Hard to go wrong with ice cream peanut butter pretzel and cookies Somehow this does ',\n",
       " 'This  is so good I think its a perfect combo of salty and sweet Didn t think I was too much of a peanut butter fan but this tastes so good honestly I think it might beat Baked Alaska as my new favourite PLS PLS PLS don t get rid of this flavour I know it s probably a limited edition or something but just rename it to something else without the Netflix ',\n",
       " 'I am a life long fan of Ben  Jerry s and love most so flavors This is the only one that I could not eat I had to throw it out The main problem was that it was way too salty ',\n",
       " 'The flavors and textures work beautifully together This is an extremely satisfying ice cream for my palette ',\n",
       " 'This is a terrible ice cream  I opened the pint ate the bit stuck to the top of the lid and gagged so hard How do you make peanut butter ice cream tasted like crushed hopes and dreams  I m so irrationally angry at this pint of ice cream I may never buy B J s again  The only flavor I ever loved anyway was the creme brulee  ',\n",
       " 'I do KETO and this was my treat for my carb load day and I have to agree with another review that the pretzel pieces reminded me of eating sand  or KETO almond flour Lol Alzo the brownie portion was sticky so it kept sticking to my teeth in am awkward way Def not my fav flavor sorry ',\n",
       " 'I only had one piece of fudge and no pretzel bits It was just pretzel crumbs  salt chunks in the middle Sooooo dissappointed  ',\n",
       " 'Salt poured onto gross flavorless ice cream   seriously not much else to say Waste of money Please go with other flavors ',\n",
       " 'Can we take a moment to appreciate the delicious pretzel swirl in this I need that in all my ice cream now Such a great combination of flavors the peanut butter ice cream is spot on and how Ben and Jerry s keeps their brownies so soft and fudgy is a miracle in itself Love this flavor so happy it looks like it will be a permanent flavor to the line ',\n",
       " 'About every few bites there is a clump of salt that tastes disgusting and feel likes you re biting sand ',\n",
       " 'I think I have a new favorite flavor If they continue to make this flavor I m sure to get more ',\n",
       " 'I am writing this while eating my favorite ice cream ever  Honestly i ve discovered it during quarantine because i could not find my flavor at the grocery store Sweet and yet salty mix of texture really i am obessed and you should definitely trying  This is my first time writing a review for something but really it is so wooooorthy ',\n",
       " 'I LOVE anything with peanut butter and pretzels and this point delivers that in an excellent way I don t care for the brownien pieces however They re too big and don t taste very good I think small pieces of chocolate fudge would work a lot better This will not stop me from buying more of this flavor though that is for sure ',\n",
       " 'I don t know if it was just my pint but the chunks of pretzels were so small it was like eating sand that stuck to my teeth I got this pint because I couldn t find my original pint Justice remixed anywhere and I really regret it ',\n",
       " 'Was so excited about thia flavor The peanut butter ice cream and pretzel swirl is bomb but my pint had  brownies  They need to rethink the final product Its lack lust ',\n",
       " 'I m not a big peanut butter and chocolate fan BUT The peanut butter is so subtle in this icecream and with the pretzels it creates a dream and balances out the brownies It s amazing I thought the tonight dough is my favourite but this is giving it a run for its money in my favourites',\n",
       " 'I bought this to complement some chocolate cake The peanut butter flavor is fabulous The salt from the pretzel enhances the flavor I m on the fence about the brownie because I found it a bit gooey Brownies are a good idea but maybe make them smaller and more chewy ',\n",
       " 'I ve seen a few people complain about the saltiness Pretzels are salty and it might not be the flavor for you However to those of us who love pretzels peanut butter and brownies This is a GREAT flavor for those of us who like the sweet and salty mix of flavors ',\n",
       " 'I loved the flavors of this one of my favorites so far   my only suggestion   I understand that it says a pretzel swirl but some extra chunks of pretzel pieces would be nice  unless I just got a dud  but still loved and can t wait to purchase again ',\n",
       " 'THIS IS THE BEST FLAVOR EVER   this flavor has been available for less than a week and my roommates and I have already bought  yes you heard that right   pints  The perfect blend of flavors I hope this is a flavor for as long as I live By far the best ',\n",
       " 'Delicious sweet salty flavour is our household favourite My husband doesn t usually eat dessert and the first tub we bought I had a single humble scoop only to find out the next evening that he had finished the pot I wish I had a bigger freezer ',\n",
       " 'Peanut butter and then the juxtaposition of the salt in the pretzels So  read the review title and that s pretty much all I watch movies with it usually documentaries dark comedies or something uber tacky and sentimental like Dumb and Dumber ',\n",
       " 'This ice cream is the perfect balance of different flavors all in one I just can not get enough Just when I think I have had enough I gotta keep going back to get more of that flavor explosion Great job please please don t ever stop making it ',\n",
       " 'If they get rid of this flavor I ll literally sob It s the best one they ve ever made I m not an ice cream person but bought one out of sheer curiosity and I can t stop It s perfectly salty and sweet Hands down the best ice cream I ve ever had ',\n",
       " 'The peanut butter ice cream is deliciously rich and creamy The brownie swirls are gooey and proportional with every bite which pairs so well with the ice cream The pretzels add an awesome touch to a balanced sweetness salty and not too crunchy ',\n",
       " 'Absolutely love it the peanut butter ice cream is amazing such great flavour and texture and the rich brownie just cuts through the thick peanut butter taste SO WELL Absolutely love this flavour they have again delivered a master piece',\n",
       " 'The Peanut Butter flavor is very good although the fudge seems out of place and rubbery The salted pretzel is a nice compliment to the PB but the overall blend of flavors reminds me of a PB J sandwich OK but not amazing ',\n",
       " 'I love this ice cream and the pretzel swirl is my favorite thing I ve been waiting for B Js to come back with this flavor I like how salty it is I ve bought many to make sure I am stocked up Please keep this flavor ',\n",
       " 'This ice cream is so delicious As soon as I tasted it I knew it would be a regular in my ice cream rotation It s the perfect mixture of salty and sweet and the flavors are just balanced really well Highly recommend ',\n",
       " 'Sunday cheat night arrived and I already knew exactly what I was gonna do with it This ice cream is delicious  the only reason I gave it four stars instead of five is because I wish it had more pretzels saltiness ',\n",
       " 'Love the peanut butter flavour and the sweet and salty preztel swirls Great for peanut butter lovers However I was disappointed that my pint did not have a single brownie bit as mentioned in the description ',\n",
       " 'I truly haven t ever had an ice cream I like as much as this one It s creamy and has hunks of fudgey brownie with the salty peanut butter and pretzel pieces I m obsessed and I request a lifetime supply ',\n",
       " 'I got a pint a few weeks ago and was blown away For the first time I found an ice cream with a decent peanut butter flavor The salty pretzel swirl adds a nice little flavor boost I need more ',\n",
       " 'I didn t think I would even like peanut butter ice cream and now this is one of my all time favorites  I love the bit of saltiness and the brownie chunks are so soft Oh man it s so dang gooooood ',\n",
       " 'This is the best ice cream I have ever tasted It is the perfect blend of salty and sweet Please please please Misters Ben and Jerry make it a full time product instead of a limited flavor ',\n",
       " 'This ice cream is heavenly I have never written a review for ice cream before but this particular flavor was LIFE ALTERING PLEASE PLEASE PLEASE send more up to the Central Maine area ',\n",
       " 'I would ve loved more brownies and crunch pretzels I liked the swirls but it was a bit salty I d choose chubby hubby over this one I did enjoy the peanut butter ice cream ',\n",
       " 'Delicious Tastes like a peanut butter party on my tongue Lots of brownie came through but the pretzels didn t get the memo Hopefully they come round in the next bowl',\n",
       " 'I looked EVERYWHERE for this and it was totally worth it  So so so good Keep your eyes peeling in the freezer sections and don t miss out ',\n",
       " 'I love it Please keep it around I ve tried both the vegan variety and the regular Both delicious That salty pretzel swirl Wow I also love the peanut butter base ',\n",
       " 'I m not one to choose ice cream over other sweets but this has changed that By far the best flavor I ve bought a pint every week for the last  weeks Delicious ',\n",
       " 'I absolutely love the taste the combination between sweet and salty is perfect it s sooooo good I literally finished the whole ice cream by myself in one day',\n",
       " 'My girl on TikTok names baddiebx recommended this flavour to me and my friends so we all brought it and it s amazing I m so greatful she told me about it',\n",
       " 'My husband picked this up for me to make up for eating all of the Glampfire Trail Mix And I m so glad he did Favorite flavor to date Thank you  ',\n",
       " 'Delicious combination peanut butter gooey brownie and salty pretzel Love the texture and balance of flavors please make this a permanent flavor ',\n",
       " 'This is my favorite ice cream We ve been buying this regularly The mix of salty and sweet is perfect Please always make this flavor ',\n",
       " 'I m in loooove the peanut butter ice cream isn t too sweet like many others are and the salty pretzel swirl is chef s kiss perfect ',\n",
       " 'Bought this because I m trying to try all the Ben and Jerry s flavors and was really happy with how great it is Would buy again ',\n",
       " 'Some bites are magical and some are HORRIBLE I ended up tossing this day  because it was way too salty Super disappointed ',\n",
       " 'Not usually an ice cream person but this flavour is absolutely amazing and I can t get enough of it Very bad for my diet ',\n",
       " 'I was skeptical at first but this is my new favorite ice cream Found it in Durham NC  haven t yet found it home in AL ',\n",
       " 'I think this is my favorite My bus and and I hide them in the freezer from each other because we don t want to share ',\n",
       " 'This Ice Cream is the best It is salty it is sweet The taste is heavenly please do not stop making this flavour ',\n",
       " 'The salty pretzel swirl sets this flavor apart It s dangerous for me to keep this in my house I just can t stop ',\n",
       " 'If you love peanut butter you ll love this There is more fudge than pretzel or at least there was in mine ',\n",
       " 'Absolutely perfect combination  Creamy peanut buttery and slightly salty from the pretzels Perfection',\n",
       " 'I like the peanut butter ice cream and the salty pretzel my wife didn t but I m not a fan of the brownie',\n",
       " 'My favorite Ben  Jerry s flavor and one of my favorite ice creams ever Salty pretzels chewy brownies ',\n",
       " 'This is by far my favorite I keep my freezer stocked when I can find them  This flavor is a keeper ',\n",
       " 'Soooo delicious Spoonfuls of happy in this paininthebackside pandemic Well done Ben  Jerry s ',\n",
       " 'I loved the amazing combination of flavors from this ice cream I found my favorite Ice Cream ',\n",
       " 'This ice cream is literally my favorite thing in the whole world It s perfect in every way',\n",
       " 'I LOVE this flavor I bought one pint and have since bought  pints in  or  months ',\n",
       " 'Bought this yesterday and ate it outside on the porch Best ice cream i ve had in a while ',\n",
       " 'I bought this a few weeks ago it needs more fudge brownie Will go back to phish food ',\n",
       " 'I eat ice cream nightly this one beats every other flavor Please never stop making it',\n",
       " 'Oh my lord Best I ve cream I have ever had  I go out of my way to find this ',\n",
       " 'this is by far my favorite flavor i m going tomorrow to get about  more lol',\n",
       " 'This is the best ice cream I ve ever had Please never stop production ',\n",
       " 'I am a Ben Jerry s fanatic Netflix and Chilled is soooooo bomb ',\n",
       " 'This flavor better not go away I mean like EVER  So tasty ',\n",
       " 'Bought this ice cream three times now and I m obsessed    ',\n",
       " 'The brownie pieces are awful but everything else is great',\n",
       " 'This is by far the best B J flavor ever I devoured it ',\n",
       " 'I didnt saw any pieces of pretzel when i was eating It ',\n",
       " 'Wait  Maybe with some white chocolate pieces  ',\n",
       " 'During quarantine I was living off of Half Baked  but when I went to the store all that was left was Chip Happens Having been heartbroken by another brand s Milkshake and Fries I reluctantly bought Chip Happens I am happy to report Ben  Jerry s NAILED this flavor The lighter chocolate chocolate chunks and the perfectly CRUNCHY salty potato chip swirl is EXACTLY what every sweet salty craving is made of I put on my quarantine mask and went back to the store and bought the  pints left I need another freezer to stock this flavor Hope it remains a regular flavor because it says limited botched edition  Break quarantine and RUN to get Chip Happens ',\n",
       " 'My favorite flavor used to be Late Night Snack because of the amazing innovation of the salty potato chip balls they used in combination with the sweet ice cream The combo is heavenly I ve been waiting for years for Ben and Jerry s to bring back the potato chip ingredient and lo and behold yesterday at the store I found this flavor It s even better than I remember late night snack being the potato chip swirl provides a perfect salty and sweet combo in almost every bite Please make this a permanent flavor or at least release something else that uses this potato chip ingredient because I ll be SO sad if I have to wait years for it to appear again ',\n",
       " 'Please keep this as a permanent flavor as I ve introduced this to others and we all LOVE it Just like as a kid putting chips in my peanut butter and jelly sandwiches this ice cream is the best thing since then Love the chocolate ice cream with the chips  Would love if you kept it around  Was bummed when I saw it was a limited botch Thank you  ',\n",
       " 'I tried this for the first time a few days ago and the pint is already gone This is a perfect flavor for someone that likes the sweet and salty combo e g chocolate covered pretzels  The chip pieces add a nice twist to the chocolate and the texture consistency is not weird There are some bites that I feel the chip chunks are a little too big but overall it is great ',\n",
       " 'I am a lover of all things sweet and salty so when I saw this in my grocery freezer I just knew I had to try it Ben  Jerry s did NOT disappoint with this flavor I ve searched for and bought this flavor countless times since I first found it a few months back and I enjoy it a little more each time The sweet  salty balance in this one is perfect The only downside I can say is that the consistency of the potato chips are often in botches and not evenly distributed throughout but that s nothing some scoop controlling can t fix Please keep this one permanently ',\n",
       " 'I was so excited when I saw this flavor I am usually picky with different ice cream flavors Ben and Jerry s used to have a flavor that was called The Kitchen Sink  I believe which was vanilla ice cream with chunks of potato chips mixed in It was my absolute favorite I was so upset when it was discontinued When I found this ice cream I was SO EXCITED I m hoping this will become a permanent flavor ',\n",
       " 'This achieved what Late Night Snack could not it is a FANTASTIC flavor The chip swirls have the perfect salt content and potato taste They stay crispy which is a great complement to the thin crunch of the chocolate chips and that smooth almost milk chocolate ice cream THIS SHOULD BE A PERMANENT FLAVOR IT S SO GOOD ',\n",
       " 'Fresh off the taste test I d say this was a great addition to the flavor line up It s simple but different enough from the usual B J s components although those are great too  I appreciate that the base is a bit of a lighter milkier chocolate  more like in Chocolate Shake It than Fudge Brownie The potato chip swirl is fantastically crunchy and salty I d love a real mish mosh with a split between chocolate and vanilla or peanut butter  and BOTH the chip and pretzel swirl like in Glampfire Trail Mix   what botch heaven that would be ',\n",
       " 'I am not usually the type that likes a lot of mix in s in my ice cream in fact it would be accurate to call me a plain Jane However I just recently happened to go on to your website and saw that this was a new flavor so after a trip to the grocery store   my palette my most pleased It was such a wonderful combination both with the velvety chocolate ice cream and then the salty crunch of the potato chips  Well done  you most definitely nailed it   ',\n",
       " 'I have no idea why this has so many good reviews This is a HORRIBLE flavor  Bring back Late Night Snack before you bring back this GARBAGE Late Night Snack was the PERFECT balance of salty and sweet The chocolate covered potato chip balls and caramel were so so good  I love chips but these are WAY too salty The chocolate ice cream was a horrible choice vanilla would have been better I have no idea how this even got made or why people like it I am so so disappointed in you Ben and Jerry s DO BETTER  ',\n",
       " 'Can I express how excited I was to see this on the shelves I was beyond excited since I was a HUGE fan of Late Night Snack Upon opening the lid I noticed chocolate ice cream with giant chunks of chocolate chips and potato chips On my first bite I tasted molasses and then bits of chocolates and potato chips I wasn t a fan of the strong taste of molasses  Perhaps I was expecting something similar to the discontinued Late Night Snack Chips Happen wasn t bad but it wasn t great ',\n",
       " 'Simple and delicious flavors with great texture The potato chip stays crispy and it works great with the size of the chocolate chips If I were to change anything I d add some more potato chip swirls Maybe even keep the potato chip swirls but then include chocolate covered potato chips instead of the chocolate chips I really hope this isn t a fleeting limited botch ',\n",
       " 'Absolutely delicious Sweet salty creamy and crunchy This is a pint of oxymorons and I love it ',\n",
       " 'I m obsessed with this flavor since I tried it I can not believe how amazing it is And the potato chips have the perfect crisp don t understand how but it s delicious Please please please keep this flavor  ',\n",
       " 'When i saw this i thought it would be gross because chips and ice cream seems just gross together but when my sister convinced me to try it i felt fireworks the chips are perfectly salty and the chocolate isn t to chocolaty Its perfect for people who eat dip their french fries in chocolate ice cream and its a fun and unique flavor to try out would highly recommend  D',\n",
       " 'When I first came upon this early June I tried the pint and within  minutes it was gone The rich velvety milk chocolate ice cream blends well with the contrasting textures of chocolate chunks and salty potato chips I find a reason to drive  minutes  times a week just to stock up on this flavor exclusively I am willing to lead the charge to make this flavor permanent It s genius I was disappointed that imy local store had sold out I hope you consider this as a Fan Favorite ',\n",
       " 'In the beginning my favorite was Coffee Toffee Bar crunch Rich coffee with satisfyingly semi salted toffee Salty sweet taste combo stage one unlocked ',\n",
       " 'Whilst I still hold a candle for Chubby Hubby and my all time fave here in Australia  Clusterfluff  was soooo good  I must say that Ben  Jrry s nailed it   for sure with this new netflix inspired flavour Far superior to their earlier Netflix and Chilled option I certainly hope this limited botch ice cream becomesa mainstay as it is delicious and perhaps the best ice cream that B J has in Australia atm ',\n",
       " 'I was so excited to find this special pint  unfortunately mine barely had the potato chip swirl I was looking forward to Ben and Jerry s are known for their ample mix ins and this didn t make the cut Really bummed ',\n",
       " 'I m a sucker for chocolate covered potato chips This ice cream is my major weakness The chocolate ice cream is the best and I don t care for chocolate ice cream  I hope this flavor stays ',\n",
       " 'You guys nailed this one It is perfection the sweetness of the ice cream with a hint of saltiness of chips I d buy it every time I went shopping if it was a permanent flavor ',\n",
       " 'I ve had ice cream with chips before and enjoyed it so was excited for this one But this flavor is truly terrible My boyfriend and i each ate a scoop  decided to throw the rest away  a choice we ve never made before ',\n",
       " 'I bought this in substitute of Americone Dream and I have got to say I love this ice cream  It tastes so good ',\n",
       " 'I didn t buy it when I first saw this flavor at the store because potato chips aren t the usual ingredient in ice cream But then I was convinced by my sister to try it whether I like it or not at least I will actually know how I feel And oh boy was I delighted  It s truly beautiful creation   It tasted like eating potato chips and drinking chocolate shake at the same time it doesn t sound weird anymore  The potato chip swirls are in fact CRUNCHY and salty So yummy I am happy that I decided to give this flavor a chance ',\n",
       " 'Potato chips are dark tasting like the crunchy burnt ends in kettle chips First time I ve gotten a flavor that I just couldn t finish ',\n",
       " 'Regular flavor made worse with potato chips The combination of potato chips with chocolate ice cream is too strange for me If you can t tell I don t dip my fries in my milkshakes ',\n",
       " 'Perfect chocolate ice cream I love the lighter less intense chocolate ice cream that s similar to one of my other faves chocolate milk and cookies  It really tastes more like chocolate milk The potato chip swirls are a perfect salty complement to the mild sweet Im a huge fan of chocolate covered chips so this is right up my wheel house PLEASE make this a permanent flavor  ',\n",
       " 'After Trader Joe s discontinued their chocolate covered potato s chips I ve been in search for something close This nailed the same flavor and was so much better Great mix of sweet and salty It s like in n out fries dipped in their chocolate milkshake Turned my whole family onto this flavor and we bought out the two stores that carried it Please Please continue the flavor ',\n",
       " 'Ew not good at all The chip swirl is like chewing sand and it disrupts the rest of ice cream This was not pleasant Icky stuff Wish I d never tried it ',\n",
       " 'I ve never felt moved to write an ice cream review before  a friend recommended this flavor which has been hard to find so when I came across a pint buried in the freezer at a store I don t usually go to I was excited to try it Honestly this is one of the best combos I ve ever had and I m not usually a big fan of chocolate ice cream The potato chips are insanely good and the mix is perfect for salty sweet lovers like me PLEASE consider expanding this beyond a limited botch ',\n",
       " 'I remember when A flavor called Late Night Snack was released a few years back and it was the first and only ice cream I d ever tried with potato chips in it I was put off by the idea of someone ruining ice cream with such an absurd idea but trust me people potato chips and ice cream belong together   I was bummed when Late Night Snack never appeared again but was ecstatic when this flavor released  Please don t get rid of this flavor  My local store cannot keep it stocked because it is THAT good  ',\n",
       " 'I love Ben Jerry s but this flavor was a disaster The chocolate doesn t mix with the saltiness of the chips and it just tastes so wrong ',\n",
       " 'this is my new favorite flavor this chocolate base is better than any of their others and this potato chip swirl is incredible i don t buy ben and jerry s that often because of the price point but i would for this pint this is an incredible sweet and salty blend and i can t get enugh ',\n",
       " 'Oh my goodness this combination of salty and sweet is everything I need in life I could never have another flavor of ice cream in my life and be just fine ',\n",
       " 'I do not write reviews very often at all but I really wish this was a permanent flavor and I am hoping if they get enough great reviews it will be I was skeptical of course that it would just be soggy chips in a pile of icecream but it is in fact crisp af It is a must try flavor I wish I could find anywhere but unfortunately I have to drive to one specific Target to get my hands on it Thanks to Ben and Jerry s for all of their hands on support in the community ',\n",
       " 'My roommate brought this glorious flavor home for our late night binge and my life will never be the same I have a huge sweet tooth so I have a lot of experience when it comes to ice cream This flavor is the perfect mixture of sweet and chocolaty with a sprinkle of salty It honestly reminds me of dipping a french fry in my Wendy s frosty dare I say it I am seriously in love I can t find it in my local store anymore so really hoping it becomes a permanent flavor ',\n",
       " 'I got this a number of days ago and it s absolutely delicious The chip swirl makes sure you get it throughout the ice cream I really hope this stays in the collection ',\n",
       " 'Half Baked has been my favorite ice cream but this beat it I wish the whole potato chip sweet salty thing was more popular because this is amazing ',\n",
       " 'This ice cream is my newest addiction I have been buying as much as I Can before it s gone I m begging for this to become a permanent flavor ',\n",
       " 'Chip happens is my absolute new favorite ice cream The chocolate and salty mix BEAUTIFULLY Please keep it around ',\n",
       " 'Wayyyy to salty I couldn t even finish it but I did enjoy the chocolate ',\n",
       " 'Love trying new Ben and Jerry s flavors so I immediately grabs this when I saw it on the shelf Overall it takes like dipping fries into a Wendy s Frosty The chocolate flavor is AMAZING However I wasn t a big fan of the chip swirls  It s soft and doughy but salty like a chip The texture threw me off and reminded me of salt dough I wasn t able to enjoy it If they made just the chocolate flavor separately I would definitely buy it Tastes just like a frosty ',\n",
       " 'What a great combination of flavors I truly hope this will be around for awhile ',\n",
       " 'This is the best ice cream flavor ever I m someone who gets fries and dips them in a chocolate shake and this ice cream is like that but with less mess more texture and more flavor I love the sweet and salty combo and I feel that the addition of the chocolate chunks are really what make this ice cream so unbelievably fantastic And the chips  they re in a swirl they stay crunchy and there s the perfect amount The combination of textures and flavors is just amazing My only complaint is that this is a limited botch Like the title of this review says there will be tears from me if you get rid of this This NEEDS to be a regular flavor and I really hope this opens up the door for more sweet and salty flavors Please don t get rid of this flavor If you do I will hoard as many pints as possible and eat them for years ',\n",
       " 'i m always a fan of the sweet and salty combination especially chocolate and salt i also love chocolate covered potato chips AND i m a fan of the show so this was a no brainer it s rich the flavors work really well together and it s equitably distributed throughout i can t express how much i love this flavor how many pints my partner and i go through and how much i hope it stays in permanent rotation NAILED IT ',\n",
       " 'Cherry Garcia used to be my favorite I cannot get enough of Chip Happens Please make this flavor a regular and not a limited addition It will bring happiness across the world ',\n",
       " 'Best new Ben  Jerry s flavor since Tonight Dough I almost ate an entire pint in one sitting it was so good It has all my favorite things in one ice cream I certainly hope that you keep this flavor around it s too good to be a limited batch only ',\n",
       " 'I have always been a huge fan of chocolate covered potato chips so when I saw Ben and Jerry s had come out with a flavor including both of these flavors I had to try it I do not know how they did it but getting the chips into the ice cream without the chips becoming soggy is a dream come true and absolute magic as far as I m concerned I have found my favorite ever ice cream Thank you ',\n",
       " 'This flavor is freaking amazing After falling in love with another limited batch flavor I told myself I wouldn t try any others in case they disappear forever Well when I saw Chip Happens at the grocery store I couldn t resist  and have bought a dozen pints since The chocolate flavor is rich but somehow still light the chocolate chunks add to the sweetness perfectly and the chip crumbles are heavenly  stars ',\n",
       " 'This ice cream is my favorite It s salty and sweet at the perfect combination of happiness on a spoon I want to stockpile it because I can t imagine a world where I can t grab this guilty please out of the fridge It s getting me through social distancing and COVID  and the woes of the world I beseech you please make this a permanent addition I m begging I m pleading ',\n",
       " 'i love love love this flavor   i was so upset when you got rid of the late night snack flavor a few years ago but this one is perfect  please make it forever and ever  ',\n",
       " 'Real truth I ve never been a huge fan of Ben  Jerry s Most flavors sound amazing but they end up being a let down This is an exception The chocolate base is just right and the potato chip ribbons contrast the sweet with just enough salty It s perfection ',\n",
       " 'My girlfriend was moved to tears of joy after her first bite it s that good How on earth are the chips still crunchy Amazing',\n",
       " 'Honestly it s my favorite ice cream of all time and I m super stressed that I can t find it anywhere I guess on the bright side my wife and I are no longer fighting over who gets to eat it and our marriage counseling bills have lessened ',\n",
       " 'Taste dreadful I don t know whos idea it was to make this flavour but they are',\n",
       " 'Please make this a permanent flavor This is hands down my favorite flavor I have ever tried  I absolutely love it The salty crispy potatoe chips  my gosh  I love having this as a treat daily Keeps me sane during shelter in place Also B J is a kickass company that stands for social and racial justice Love their ice cream and their values ',\n",
       " 'Wow This flavor is the best thing I ve ever had Absolutely amazing  Please keep it forever  ',\n",
       " 'So I literally just bought it and was excited but I dunno it s kinda mediocre Obviously B J makes fantastic ice cream this one just ain t doin it for me The potato chips are chewy not crunchy and they taste kinda fake I found myself eating around the potato bits ',\n",
       " 'I was hesitant to try this but it was on sale so I figured I d got it a shot Omg I m not usually a big sweet and salty person because I think it can make the sweet taste too sweet but this ice cream balanced the flavors perfectly Also the chips are somehow perfectly crisp and crunchy Please make this a forever flavor ',\n",
       " 'Best ice every Must keep making this ice cream         ',\n",
       " 'Amazing blend of smooth then crunch salty and then sweet ',\n",
       " 'I love it so much The potato chip swirl is really good idk who B Js does it but it literally tastes like regular chips The sweet and salty combo is bomb and the fishes chips are really good too Please B Js keep this flavor forever',\n",
       " 'I had no idea potato chip swirl is what was missing from my life I have told everyone I know about this flavor It is incredible in its subtle way of mixing all the flavors and textures of smooth decadent and crunchy together Sincerely begging for this to not be just a limited release it s too good to see it go away ',\n",
       " 'I am a  year old mom I have been eating Ben  Jerry s for years My ice cream of choice is Chubby Hubby it s been that for years but it just got knocked down to second place This Chip Happens is the best ice cream flavor Ive ever had Cannot get over how crunchy the potato chips are How do they do that in ice cream and they re not soggy So unbelievably delicious ',\n",
       " 'His is my absolute favorite flavor now Please keep it',\n",
       " 'This is the best Ben  Jerry s flavor I ve ever had The mmmm it has just enough sweet salty and chocolate My absolute favorite Please do not discontinue this flavor However in case you do I am going to stock up ',\n",
       " 'This the the best Ben and Jerry s ice cream I have ever had where I live we don t have a Ben and Jerry s shop so we have to get it from the store and no place has it be cause it is everybody s favorite we always ask when the might get a shipment and hurry to get it from the store I wish they would carry it more ',\n",
       " 'Thank you so much for this flavor I truly hope that it stays on the market Ever since Late Night Snack got discontinued I ve been hoping that you would introduce a new mix that included potato chips It may sound like a strange ingredient to some yet the salty sweet combo can t be beat LOVE THIS FLAVOR  ',\n",
       " 'If you re a sweet and salty fanatic like me get this  It s amazing  I ve been spreading the word about how amazing this flavor is If you re wondering if the chips are soggy  They are NOT  Idk how they managed to keep them so crispy but they are and it s so amazingly tasty Sad it s a limited batch ',\n",
       " 'Love Ben  Jerry s in general and this flavor did not disappoint My curiosity was peaked by the description of the flavor and the limited botch label It was delicious reminds me of how I dip french fries in my milkshakes to get that sweet and salty balance Hope this becomes a permanent flavor ',\n",
       " 'This ice cream was so delicious that it made me write a review in the hopes it will not end up in the flavor graveyard like my beloved Vermonty python The ice cream is packed with chocolate chips but the best part is the crunchy potato chip swirls This is everything I need right now ',\n",
       " 'Such a great combo Please make this a regular part of the ben and Jerry s line up ',\n",
       " 'This is the perfect combination of salty and sweet I really hope this is a flavor that sticks around and becomes a permanent flavor You won t be disappointed ',\n",
       " 'When my friend told me she d found an amazing ice cream with POTATO CHIPS in it I was like  Ewwww Who came up with that nasty combo  But after I tried the flavor I could NEVER go back This is the BEST ice cream I have EVER eaten and I pray God each night that it will not be limited edition Thank you Ben  Jerry s    Colin',\n",
       " 'I was perusing the Ben and Jerry s section when I found this beautifully delicious flavor I was a little skeptical at first but as an Irishman I could not resist the delicious potato and I am glad I didn t this is my new favorite I hope it becomes a regular flavor ',\n",
       " 'This is the best ice cream I have ever had It is the perfect combination of salty and sweet  Note the chips are quite salty so if you re not into that it may not be for you but holy cow it is for me Please please please keep this as a permanent product ',\n",
       " 'I decided to go out on a limb and try this one day I saw Ben  Jerry s social platform and absolutely wanted to give this company my support I was not disappointed This ice cream is absolutely BOMB and Im so sad because it s been sold out at my local grocery stores for a while Please keep this flavor ',\n",
       " 'This is exactly what I want in a snack sweet and salty There s the perfect amount of potato chips and chocolate chunks you can get some in every bite It was absolutely delicious and I wish this would stay a permanent flavor ',\n",
       " 'I love everything about this It s even better than Late Night Snack but where is that one Bring it back too  We need more sweet and salty flavors and this one had plenty of the chip swirl as well as the sweet chocolate ice cream Love love love this Please add it permanently ',\n",
       " 'I will be sad when I can t find this flavor anymore It was my new favorite  the chip swirl is delicious and the chocolate tastes almost malted It s so good ',\n",
       " 'I just bought this flavor today and I can tell you if you are a salty and sweet fan like myself you will love this ice cream I really hope they keep this as a permanent flavor it s a perfect combination of flavors Please keep this one around ',\n",
       " 'I cannot say enough about these incredible flavors the saltiness of the chips are unbeatable I would buy  million of these if I had space in my freezer ',\n",
       " 'This is the best Ben  Jerry s flavor I ve ever had no cap I made my boyfriend drive me to five different grocery stores until we found some  I no joke bought five pints I DIE by Chip Happens I would kill a man for this ice cream flavor ',\n",
       " 'i ve been waiting for a flavor with potato chip mix ins since ben and jerry s got rid of jimmy fallon s late night snack please keep this one around',\n",
       " 'This is the absolute best flavor since Late Night Snack I hope this becomes a permanent flavor Late Might Snack will always hold a special place in my heart but if this is the flavor that stays then I ll take it Absolutely the best',\n",
       " 'This tastes amazing  I love the milder chocolate flavor of the ice cream which is more like a milkshake flavor and the swirl of chips is the perfect combo of crunch and salt flavor Please consider making this a permanent flavor ',\n",
       " 'This is the best ice cream flavor hands down I have ever tried I will truly mourn its loss if it isn t made permanent I have literally gone searching for it at different stores and I scoop it up heh every time I see it ',\n",
       " 'Please continue to make this flavor The sweet of the chocolate and the salty of the potato chips is a match made in heaven I bought the last pint at my local store today Fingers crossed it will be available for reorder ',\n",
       " 'It was love at first pint And now I m on my third This ice cream is the perfect balance of sweet and salty smooth and crunchy Please consider making this limited batch into a full time flavor You have truly Nailed It ',\n",
       " 'The potato chip crunch bits are just so good and salty and amazing Probably my favorite flavor',\n",
       " 'Please make this a permanent flavor  It saved my quarantine Love the crunchy salty potato chip swirl the milk chocolate ice cream and the perfectly sized chocolate flakes  please bring it back  ',\n",
       " 'LOVE this flavor combo The sweetness and salty balance is perfect Please keep it yummy ',\n",
       " 'Seriously insane The salty crunchy chip swirl ice cream mixed with the chocolate is the perfect combo I was skeptical but this might be my favorite new flavor in years Please make permanent ',\n",
       " 'I bought this flavor in the last couple of days and it is my new favorite I used to love chocolate covered potato chips and can no longer find them but this just beats that by so much more D',\n",
       " 'I absolutely love this flavor It s the perfect blend of sweet  salty',\n",
       " 'Chunky monkey has been my all time but this is the best  I love love love it You guys nailed it please don t make this limited edition It needs be a ever lasting flavor Thank you ',\n",
       " 'I bought this Saturday afternoon and I love this creation Deliciously sweet ',\n",
       " 'Luv the chocolate taste with the salty crunch of the chips Great combo',\n",
       " 'This flavor is so good it hurts Nothing should have this level of salty crunch mixed with sweet enough vanilla and chocolate ice cream This pint completely destroyed me ',\n",
       " 'Literally snack heaven Sweet but not overly rich chocolate ice cream chocolate chunks and a thick ribbon of crunchy salty chip So good Please keep making this forever ',\n",
       " 'And chocolate Need I say more Apparently so to fill out the review ',\n",
       " 'Crunchy choclatey goodness that certainly satisfied my craving for ice cream craving The ice crame even has salt that thought would be terrible but it was delicious ',\n",
       " 'this flavor seemed weird to me at first but now its literally my favorite i usually buy   tubs just because the taste is soo good and u still get a crunch love it ',\n",
       " 'These are three of some of my favorite flavors I think it s a great combination If the product changes from limited batch I would love to always buy this product ',\n",
       " 'I bought this today because I love sweet and salty I am amazed that this ice cream is bomb and the chips stay crunchy Please keep this flavor ',\n",
       " 'This flavor is my dream come true I have never been an ice cream lover but this one right here  just made me one Thank you for this ',\n",
       " 'MY life has not been the same without that perfect little blend of sweet and salty Thank the B J gods for this true gift of the people ',\n",
       " 'Salty mix of crunchy chips and dairy queen cone dip flakes in a chocolate ice cream So good Don t want to buy any other flavors now',\n",
       " 'Literally the best thing I ve ever eaten in my life I am so so so sad I didn t know the last time I ate it would be the last time',\n",
       " 'Ben and Jerry was on sale last week at a local grocery store  ended up going back for three more pints of this ',\n",
       " 'I love the sweet and salty combination It is so good and addictive  definitely a go to after a stressful day ',\n",
       " 'Bought today and have eaten almost half of it already I loveee it I need this to be a permanent flavor  ',\n",
       " 'Please keep this flavor  It s the perfect mix of sweet and salty  I buy it every week So good ',\n",
       " 'I was skeptical about trying this ice cream but omg it was beyond great Such a great combination',\n",
       " 'This ice cream is ridic and the potato chip swirl really makes it something special I love it ',\n",
       " 'A perfect combination of flavors in this tasty treat Really hope they keep making this flavor ',\n",
       " 'PLEASE PLEASE MAKE THIS A REGULAR FLAVOR that s all  A Loyal Fan going through Menopause',\n",
       " 'Salty and sweet Smooth and crunchy Don t make it limited time  keep this flavor Delicious',\n",
       " 'Hands down my favorite ice cream flavor to ever come to be Hope this one stays around',\n",
       " 'This is a flavor combination for the gods  nostalgic chocolate ice cream and chips ',\n",
       " 'This was amazing One of their best creations It hits the spot for sweet and salty',\n",
       " 'Bought this on a whim and it s one of the best flavors from B J s that I ve had ',\n",
       " 'This has the Perfect amount of sweet and salty  I would def recommend this ',\n",
       " 'Bought this on a whim and it is delicious Perfect balance of salty and sweet',\n",
       " 'The potato chip swirl is incredible Please make this a full time offering  ',\n",
       " 'The salty crunchy chip coupled with the sweet ice cream is to die for ',\n",
       " 'Loved this Great cravings combo Please keep it permanently ',\n",
       " 'This is the perfect salty sweet balance and just delicious ',\n",
       " 'Flip me over and give me some of this goodness  ',\n",
       " 'Dearest Ben and Jerry Chip Happens is the most divine ice cream flavor to ever grace this earth Honestly the way the potato chips looked on the packaging looked a little suspicious BUT I was BLOWN AWAY WHEN I TASTED THIS MASTERPIECE OF A FROZEN DESSERT I LOVE IT SO MUCH it is the PERFECT combination of sweet and salty And just REALLY GOOD In fact I recommended it to a friend who once said his favorite flavor was mint chip BUT ONCE HE TASTED HE THE HEAVENLY TASTE OF CHIP HAPPENS HE WAS converted as well We ate so much ice cream for two weeks and put hot fudge on it It was really a beautiful experience I will forever hold these memories close to my heart A month later I returned to the grocery store scouring the shelves for my beloved ice cream And to my horror I could not find it I even had a whole conversation with a lady at the grocery store employee about how distraught i was I returned home sad hungry and heartbroken for my beloved ice cream had left But I will not rest until i can experience this ice cream flavor once more I am calling on you Ben and Jerry BRING BACK THIS ICE CREAM FLAVOR IT IS SO MUCH BETTER THAN YOUR STANDARD FLAVORS AND DESERVES TO BE RECOGNIZED FOR THE BEAUTEOUS FOOD ITEM IT IS I WISH FOR NOTHING MORE THAN TO TASTE THE SWEET GOODNESS OF CHIP HAPPENS Love Audrey',\n",
       " 'Am trying this flavor for the first time right now Took my first bite and fell in love IMMEDIATELY  May just be my new favorite flavor  Have tried a different brand of mascarpone ice cream before and it basically just tasted like vanilla This is the complete opposite  Definitely not just plain old boring vanilla  Can NOT believe how amazingly delicious this is  Everyone needs to try this now  Would probably drive  hours to get this if i had to like omg it s just that good      Please ben and jerry s I m literally begging you to keep this flavor FOREVER        ',\n",
       " 'I love this flavor It s light but packs a POWERFUL flavor punch And the swirl is kind of hidden by its color but man if you find a big pocket of it and try and isolate it it s the BEST The chocolate covered pastry things have Always been crunchy in my   pints to date The flavor is just so boom in your face The texture of the Mars alone swirl is insane This is my nd favorite flavor behind Gimme Smore So help me god if you guys discontinue this flavor or gimme smore I will come down on you with the wrath of a thousand lightning bolts Haha Plz make a cake batter with chocolate chocolate chip swirl and a brownie batter something',\n",
       " 'I was devastated when the Holly Cannoli flavor was discontinued years ago Every time I passed the ice cream aisle in my supermarket I d search for the Cannoli flavor hoping to see it again Just when I was about to give up THERE IT WAS   I scooped up every pint I could get my hands on This flavor is the best  The sweet marscapone cream and chocolatey shell pieces make for a sweet celebration for the tastebuds Thank you so much for bringing this awesome flavor back Please don t ever discontinue it again You ve struck gold with this flavor  it is truly is a treat ',\n",
       " 'Oh man Where to begin Two bites and I knew The marscapone ice cream Dude The cannoli shells DUDE They re so crispy it s almost like magic how crispy they stay And coated in chocolate nonetheless The marscapone swirl is something you almost forget about too but like not even in a bad way because you end up stumbling upon it without expecting to do so and it HITS YOU IN THE FACE WITH DECADENT FLAOUR Also the chocolate chips are the mini s the cute ones Perfectly sized  B  J knocked it out of the park with this one A  ',\n",
       " 'Please keep this around forever For over  years I have hoped that this day would come where my favorite dessert ever would return Such a delicious ice cream ',\n",
       " 'The icecream itself is luxuriously fatty so it does take some time to eat this as compared to opposing flavors The mascarpone swirls is what I d say takes the cake for me though be aware that not all the chocolate covered cannoli pieces will be as crisp as you d expect them to be ',\n",
       " 'This is so good i have been eating one a day please keep this around so i can keep eating it',\n",
       " 'I love cannoli s and couldn t wait to try this Finally found it and was so excited But it was a total let down This taste nothing like any cannoli I ever had Absolutely terrible ',\n",
       " 'I have been craving whining about and reminiscing about this flavor for YEARS ',\n",
       " 'Not only does this ice cream do nothing to remind you of a cannoli it does not taste good at all The container says A fan favorite Overly sweet with an unpleasant aftertaste Took two bites and tossed the rest A total misfire Clearly those fans have never tasted a real cannoli or one of B J s better flavors ',\n",
       " 'Bought this on my recent trip to Target Had NO expectations  it just sounded interesting To my surprise this flavor has quickly become my new fave  Right under Half Baked It seemed creamier than usual which I attribute to the marscapone The cannoli pieces are delish and it is an overall pleasant experience No clue why anyone would call it plain unless they were expecting the ice cream to be the flavor of the shell or something If you are looking for something packed with flavor this one isn t for you This flavor is meant to have when youre craving a more sophisticated dessert Quick tip let it sit out until its soft enough that you re not waging war between it and your spoon at every bite Takes it to another level  ',\n",
       " 'The flavor is great but there were almost no pieces of the cannoli shell in the pint My husband and I both thought it was strange and maybe a bad batch because you can always count on the pints to be pretty full of all the good stuff listed in the description But not this time And I see from another review that maybe this isn t a fluke after all The cannoli shell is the best part of the dessert so it shouldn t be skimped ',\n",
       " 'A delicious take on the classic Italian dessert B J s Cannoli is a winner The base is described as a marscapone flavor Now marscapone isn t typically used for Cannolis but instead ricotta Marscapone is a cream cheese used for cakes and other desserts While not quite fitting the theme of a Cannoli in that regard B J made the right choice for the sake of flavor The base is absolutely like a heightened cheesecake Almost as if their regular cheesecake flavor was mixed with the equally delicious buttery brown sugar one It s fantastic The swirl is the same flavor so they blend together seamlessly for a full on sweet cream cheese taste And the pastry pieces are the perfect contrast to the base Crunchy and covered in chocolate they remind me of the similar chocolate dipped waffle cone pieces from Americone Dream and there are plenty in each pint Whether it fits the theme or not Cannoli is a great flavor that I hope stays as a mainline one for a long time ',\n",
       " 'Finally found this and regret it It doesn t taste at all like a cannoli the bits were sparse and again tasteless like eating little chucks of chocolate covered cardboard Waste of money and calories just eat a cannoli ',\n",
       " 'Do yourself a favor and put this ice cream down walk over to the bakery section of whatever store you re in and get an actual cannoli This tastes like someone added a crap ton of powdered sugar to artificially flavored cheesecake ice cream and blended it with stale cannoli bits these could also be bran flakes for all I can tell but I ll take their word for it  So if you want a cannoli get a cannoli and if you want Ben and Jerry s get a more reliable and well made flavor they have so much better to offer than this ',\n",
       " 'First of all traditional cannoli are made with ricotta not mascarpone This tastes more like tiramisu without the coffee It s missing the liquor flavor of a cannoli and was too cheesy It would be better if it had chocolate shavings but the base is wrong I ate it but I would not it buy again ',\n",
       " 'I happened to find this flavor when I went shopping today at Albertsons and I love all kinds of Italian cuisine Cannolis are one of my favorite desserts The flavor of this ice cream was delicious and tasted exactly like a cannoli Perfect flavor ',\n",
       " 'I was so excited to try this because I love a good cannoli The taste was just wrong I really didn t like anything about this flavor The ice cream itself was marscapone which isn t what s in a cannoli This was just a fail cannot recommend ',\n",
       " 'The ice cream is light and fluffy just as expected from Ben  Jerry s but I think the mascarpone ice cream is just a variant of vanilla ice cream The crunch from the chocolate shells is rad and the mascarpone swirls are delicious ',\n",
       " 'Bought this a few days ago after searching for a while So looking forward to it I loved the flavors BUT it should have had way more cannoli shell pieces There were barely any at all ',\n",
       " 'Chunks were found throughout and I really enjoyed ice cream so reminiscent of my fave dessert ',\n",
       " 'I absolutely love this flavor and I m glad it s back to stay and not a Limited Batch ',\n",
       " 'Please keep the Cannoli ice cream   It is the best EVER   ',\n",
       " 'Ben and Jerry s limited batch Cannoli ice cream single handedly got me through law school  I have literally written the website  s of times begging them to bring it back  For years I have regaled my now fiancé with tales of the elusive delicious limited batch Cannoli ice cream Well fast forward about a decade and in walks my fiancé carrying not  not  but  pints of the permanent Cannoli pint It s just as delicious as I remember ',\n",
       " 'I usually love Ben  Jerry but this ice cream was horrible It tastes nothing like a cannoli I was so excited to eat this and looked everywhere for it and it s a total let down The cannoli shells taste like waffle cones and the mascarpone tastes horrible This has a after taste and honestly just a total let down ',\n",
       " 'I was a big fan of the retired Holy Cannoli This version has a strange strong flavor from st taste The mix ins were sparse which was not right  regardless of whether I liked the flavor or not  Original was ricotta and pistachio ice cream with chocolate covered cannoli and roasted pistachios It bombed and was retired one year later  Pint bottom NOV  BJ           ',\n",
       " 'If you like cake frosting  then this is your ice cream I don t taste cannoli not even in the least Just sugar like cake frosting I do like the chocolate coated pastry pieces but they were few and far between I will eat it because i paid a lot of money for it But pretty disappointed There isnt any cinnamon flavor or rose water like i put in my homemade cannoli   ',\n",
       " 'Holy Cannoli was my second favorite Ben  Jerry s of all time When I heard it was coming back as Cannoli I couldn t wait to find it locally Unfortunately I was disappointed as it had changed from Creamy Ricotta and Pistachio Ice Cream with Chocolate Covered Cannolis and Roasted Pistachios and didn t taste as good Bring back the old Holy Cannoli ',\n",
       " 'Chocolate chip cannoli is one of my favorite desserts I grew up in Boston and know great cannoli So I was very excited to try this flavor ',\n",
       " 'Not my favorite   Tastes nothing like a Cannoli ',\n",
       " 'Your Cannoli ice cream Which claims to be Sicily s finest in flavors is a complete abomination to the Italian community If you re going to label the thick creamy tangy Italian cheese TWICE in your label I should be able to taste it Or better yet  see it in the ingredients list Please refine this product Thank you',\n",
       " 'So one thing I love about this ice cream is the crunchy waffle cones covered in chocolate it s very similar to Americone dream but I think I still prefer the American dream better because of the plain vanilla flavor with caramel This one I know is supposed to be the mascarpone flavor It s not bad but not my favorite ',\n",
       " 'This ice cream is very good however I think that it would benefit from having more cannoli bits in it If it s called cannoli it should have more cannoli in it ',\n",
       " 'I love cannolis and I love this ice cream but I wouldn t say they taste the same This is really rich On my first bite I thought it was a bit too strong but it really grew on me Love hitting those mascarpone swirls and the pastry shell pieces are nice and crunchy Happy it s permanent to the line ',\n",
       " 'I was so excited to see this I was a little concerned when I saw that it was made with mascarpone   which has no place in a true Sicilian cannoli I should have known   this is only what a grocery store cannoli would possibly taste like Bring back the REAL cannoli ice cream Holy Cannoli ',\n",
       " 'Found Cannoli in my store recently and decided to give it a try as I m from a predominantly Italian area and a fan of the real pastry Tasty ice cream super creamy and fun Could use a bit more of the cannoli bits though which was the only reason it didn t get  stars Still a top  ',\n",
       " 'Not sure how this is a fan favorite   the ice cream base is this weird artificial vanilla the mascarpone swirl is this gritty undercooked batter and the fudge cone flakes literally feel and taste like cardboard I WOULDNT recommend this flavor unless you enjoying wasting your money',\n",
       " 'I m a big Cannoli fan The filling is so important but so his the shell This just didn t taste like cannoli to me at all I m a native New Yorker and perhaps the filling and shells here are not typical of the rest of the country but both sure are gold standard in my book',\n",
       " 'Fantastic Saw this in the store while working out of town in Jacksonville Let s just say the Publix gets bought out every time I go Since I can t find Cinnabon anywhere this one is my new go to Netflix and chilled is tasty as well classic favorites in one for that one',\n",
       " 'Wow This ice cream is soooo good So good I had to write this review lol I think it could use a bit more cannoli pieces but regardless it s an awesome ice cream Do yourself a favor and try it it s for sure a new favorite of mine and I hope it sticks around forever',\n",
       " 'I was so excited to find ice cream that allegedly tasted like cannolis It tasted like utter disappointment It tasted absolutely nothing like cannolis This mediocre monstrosity was literally just butterscotch with bits of chocolate covered waffle cones ',\n",
       " 'Not finding Chunky Monkey I took home Cannoli and am so glad I did I ate the whole pint in one sitting  good lord I loved the still crispy bits hidden inside that lusciousness  yum Hope this one makes it into the big league as a regular flavor ',\n",
       " 'This ice cream is by far the best ice cream I ve ever had from Ben and Jerry s Big fan of cannolis and they could not have done a better job The mascarpone swirls are to die for and I am proud to call this my happiness in a spoon ',\n",
       " 'I bought this tonight and it is straight up vanilla ice cream with chocolate chips Did there taste testers actually ever have a cannoli This had no resemblance to the taste of a cannoli So upset this was a flavor failure',\n",
       " 'I was really skeptical of the flavor because I ve never had a cannoli before but I decided to try it because the americone was out at my grocery store and WOW Genuinely this is my new favorite flavor chef s kiss ',\n",
       " 'I ve waited YEARS for this flavor to return   Nothing compares Thank you for bringing it back Please don t ever take it away again   I don t want to live in a world that doesn t include cannoli ice cream ',\n",
       " 'I love cannolis This was no cannoli Weird tasting ice cream Hardly any mix ins which was probably good because they just tasted like cardboard covered on chocolate Don t waste your money or calories ',\n",
       " 'Deliciously Different The marscapone swirl is the best',\n",
       " 'I bought this at the food store yesterday eager to try it I honestly didn t expect it to be nearly as good as it was It s just so sweet and creamy and the chocolate pieces add the perfect crunch ',\n",
       " 'people always complain that things never taste like the thing theyre supposed to but is that a reason to hate it its good i dont care if it tastes like candy corn just a little its still nice',\n",
       " 'I shed a tear in the grocery store when I saw that they brought this flavor back It s the perfect balance of sweet and creamy with delicious chocolate pastry shell crunchies YUM ',\n",
       " 'Literally the most scrumptious B J s flavor I have ever had I ate the whole pint accidentally in  minutes I have built a shrine to its perfection in my fridge FREAKING YUMMY ',\n",
       " 'This redux is better than the original cannoli flavor that I tried The mascarpone made it softer than many other flavors and it wasn t overly sweet like some flavors ',\n",
       " 'I have a sweet tooth but Ice Cream is usually lower on my list of must have treats This ice cream changed that for me Love it Happy it is back for good ',\n",
       " 'I am an absolute cannoli fanatic and to see that there is a cannoli flavored ice cream just blew my mind I had to try it Absolutely delicious and decadent',\n",
       " 'The perfect combo of crunch from the chocolate covered cannoli cookie and swirls of mascarpone I really hope this isn t one of those ones that s temporary ',\n",
       " 'I got to try this flavor just the other day and I am sure glad I did This ice cream is one of the beat ben and Jerry s flavors I ve had',\n",
       " 'Tastes nothing like a cannoli Overly sweet cloying ice cream with a strong artificial flavor and aftertaste Would not buy again',\n",
       " 'The flavor was okay the chocolate covered pieces were a bit chewy The swirl going through it had a bit of a grainy texture',\n",
       " 'I LOVE cannolis but this flavor missed the mark It could have been amazing but it was so boring and not creamy ',\n",
       " 'The store I went to didn t have the B and Js flavor I wanted I am so glad I grabbed cannoli instead ',\n",
       " 'This is my new favorite ice cream  hands down  Absolutely love the all the flavors and textures ',\n",
       " 'Well done as always If this ever goes away please bring it back as a seasonal holiday item',\n",
       " 'I ve never been disappointed with a Ben and Jerry s flavor but Cannoli is my favorite  ',\n",
       " 'Decent and really sweet But I forgot I had it So  not so much like the real thing ',\n",
       " 'This is the first Ban and Jerry s flavor I m not crazy about Wanted to like it more ',\n",
       " 'Awesome I would have named it holy cannoli Thank you for thinking of this one ',\n",
       " 'I love cannolis and this is one of my new favorites ',\n",
       " 'Great flavor It is so rich and delicious I love it ',\n",
       " 'yassss Love you so much             ',\n",
       " 'This is my favorite flavor in the entire world please make it a permanent flavor  I made all my friends go out and try it and we re all addicted I have three pints a week I wish I was joking We single handedly bought all of the Gimme S more stock in our grocery store The day this flavor is retired is the day my happiness dies  ',\n",
       " 'I have several favorite B J s flavors but I decided to go outside of my usual and get this flavor With the first bite you can definitely taste a hint of marshmallow y flavor in the base ice cream It s different than just plain vanilla I think they did a great job capturing that flavor The chocolate cookie swirl and graham swirl is smart and I think it s a unique way to add the classic flavor of a smore And of course you can t go wrong with fudge flakes I am a total mix in and swirl junkie the more the better and Ben  Jerry s never disappoints with that Great job on this flavor Overall a unique take on a novel summer treat ',\n",
       " 'I ve had many pints of the Gimme S more while it s been out and tonight I accidentally grabbed the original S mores with the chocolate ice cream It was the most disappointing moment when I opened the pint to find chocolate ice cream instead of the typical golden ice cream I was used to with the Gimme S more Gimme S more is the perfect representation of what a S more is mostly composed of perfectly toasted marshmallows hint of chocolate and a great trail of graham crackers I will be so sad when this pint leaves the shelves And I will never make the mistake of buying the OG S mores pint again Too much chocolate to represent a S more ',\n",
       " 'I recently had the pleasure of taking a tour of Ben  Jerry s in VT and this was the flavor sample of the day Instantly I was hooked I ve been buying some from my local CT grocery store since There was a sale one night and the store was out I sat on the floor and cried While the ice cream base may not taste exactly like marshmallows is delicious Everything about this flavor is amazing ',\n",
       " 'I am so sad that this is a limited batch Gimme S more is my all time favorite flavor and I ve tried almost all the Ben  Jerry s flavors It is like heaven in your mouth The graham cracker swirl and chocolate cookie swirl are my two favorite things about this ice cream Since the flavor is slowly leaving my friends and I have gone to multiple stores to stock up on what is left As you can tell we LOVE Gimme S more and if you re a s mores lover like me then it s worth the try ',\n",
       " 'This is such a great new pint I stocked up and my freezer is loaded with them The ice cream the swirls and chunks are so so yummy If I could eat it every night I would This is a LIMITED BATCH It did not replace S mores It s still available in stores and online Gimme S more has come and will go again and regular S mores will remain The very first S mores was retired but the one we ve been enjoying for quite a while now is still there So enjoy this for what it is and have your regular S mores too ',\n",
       " 'This is so delicious It tastes like an amped up cookies and cream but with a graham cracker taste A S more is like a cookie so I m not complaining I also like it better than the Original This is my new favorite flavor I don t think the base tastes like regular vanilla at all It may not be marshmallow y but it s definitely a warm dark and border lining a faint molasses flavor versus a sweet strong vanilla if that makes sense This is my new addiction I think newbie Ben and Jerry s consumers will take a liking to this one ',\n",
       " 'I was having trouble finding my favorite flavor of B J at the store when I came accross this one that seemed to be an overhauled version of it I bought it and took it home only to discover that it tastes nothing like smores The chocolate cookies are good but have a really out of place flavor They definitely should have had a soft fudge swirl or something instead The graham crackers are the best part but there just weren t enough And the ice cream which says its toasted marshmallow flavor just tastes like vanilla Overall very disappointing not just as a replacement for the old smores but for ben and jerry s in general I really did not like this one ',\n",
       " 'The new S mores flavor is much better than the standard flavor from the company Ben and Jerry s wisely made the decision to use a marshmallow base instead of chocolate so it doesn t overpower the other components The base tastes more like sweet cream than marshmallow but when combined with the fudge flakes and graham cracker the result tastes very close to the real deal My only complaints are that the chocolate cookie crumbs overpower what little graham cracker there is losing the theme a little And the fudge flakes are strangely limited Still the components all come together to provide a tasty flavor and I hope this limited edition lasts as long as possible ',\n",
       " 'Honestly I don t love ice cream It s my least favorite dessert But about once a year I get a craving I saw the Gimme S more ice cream in the store and love s mores so thought I d give it a shot Total game changer This is the best ice cream I ve ever had and I ve ended up buying it like  times I m so sad it s limited edition and hope it becomes permanent It s perfectly simple and complex I wouldn t change a thing I m reviewing in hopes marketing people see its ratings and decide to keep it ',\n",
       " 'I first tasted this heavenly creation on Dec  th  And boy what a Christmas Miracle it was The target I visited was out of my previous favorite Milk and Cookies and I want in the mood for the chocolatey ness of my other favorite the Tonight Dough ',\n",
       " 'I feel like this is a just a sweet vanilla ice cream with a cookie swirl like cookies and cream There was no noticeable marshmallow flavor and occasionally I could taste the graham cracker I much prefer the chocolate based s mores flavor which was rich chocolate and a creamy marshmallow with the perfect amount of crumbly graham cracker Really what do you remember about s mores over the campfire The melted Hershey chocolate and the gooey toasted marshmallow followed by the crumbly graham cracker This new flavor really doesn t have any of that except the memory of the gritty graham cracker which was really only there to hold onto the chocolate and marshmallow ',\n",
       " 'I made it my goal that I m going to try every single flavor of B J that I can possibly get my hands on And out of   flavors so far this is one of my favorites I have tried the phish and loved it I wondered how it would taste with a little bit of crunch and so I decided to try this and it did not disappoint  The fact this is actually a TOASTED MARSHMALLOW flavored ice cream  BOMB and not only does it contain graham crackers but CHOCOLATE COOKIES BITS too And of course a generous amount of chocolate chunks and the hints of fudge GENIUS They really did it with this ice cream guys I m so blessed I got my hands on this ',\n",
       " 'I literally just bought this  minutes ago put a little bit in a bowl and decided I had to write the review I agree with one reviewer where they said the marshmallow ice cream doesn t really taste like marshmallow However I feel like that s a really difficult flavor to capture and the overall execution was very good I totally tasted the graham cracker pieces and I LOVE the chocolate cookies BJ puts in their ice cream If I had to make a critique or suggestion I would say maybe have more graham cracker swirls and or flavor the ice cream graham cracker and have marshmallow swirls with the cookie and graham crackers I don t know though because I m pretty overkill with my ice cream If it doesn t sound like I m going to die it wouldn t be my first choice All in all I am so happy I m struggling to not get more and I would be very sad if this never came back ',\n",
       " 'Please bring this flavor back I noticed one love came back again this year so ive been waiting to see this one too especially since I can t imagine a single person who tried this didn t love it I saw one person in their review said they ate  pints a week I ate a whole pint every single day the whole time it was available Bought my grocery store out every time they restocked I still have  or  a week but no other flavor compares to this one not even my old favorite This ice cream ruins all other ice creams ',\n",
       " 'The original s mores ice cream was a dream come true it was by far my favorite Ben  Jerry s flavor and I even drove to Vermont to tour the facility and get a cone there When I tried this replacement I had hope to be wowed but was left feeling nothing but disappointment S mores do not have cookies in them so I am not sure where that idea came from and normally I would like cookies in my ice cream but if I am looking for the flavor profile of a s more this ice cream just doesn t deliver ',\n",
       " 'My favorite flavor of Ben and Jerry s is S mores which I have been a fan of since it was called Marsha Marsha Marshmallow but it is the HARDEST flavor to find I saw Gimme S more in my grocery and got so excited But when I got home I was disappointed I thought my favorite part of S mores was the graham cracker swirls which are also in this flavor but it turns out the Chocolate ice cream was more vital to the awesomeness of the flavor than I thought The toasted marshmallow Ice cream just tastes like vanilla While the add ins are good the ice cream part of this pint leaves something to be desired I guess I ll forever be on the hunt for my fave flavor S mores because you can t beat it They shouldn t have changed a good thing ',\n",
       " 'I need this flavor to return This was my favorite flavor of ice cream ever and I would buy multiple pints of it out of fear that I would go to the store one day and the limited batch ice cream would be gone My heart broke as I checked the Ben and Jerry s section of the freezer and saw that there was no more and it wasn t coming back PLEASE bring this back even for just a month so I can buy every stores stock I m serious every time I eat ice cream now I just feel like it isn t the same as gimme s mores I still check the ice cream section at every store I go to and I will continue to do so till it comes back  ',\n",
       " 'Don t get me wrong it isn t bad It s fine But I m docking it one star because it comes nowhere close to the original S mores flavor this strikes me as a disappointing remix The ice cream itself tastes closer to sweet cream than toasted marshmallow and it lacks enough chocolate to actually compare it to a s more chocolate is supposed to be a constant component of the dessert While I prefer the original s chocolate base regardless if this flavor had more chocolate chunks and a toasted marshmallow swirl like the original it might be a lot better But as it stands OG S mores is still my favorite ice cream flavor ever and this simply doesn t come anywhere close to it ',\n",
       " 'I loved the   version of Gimie S more I was so disappointment when the ice cream flavor was changed to chocolate That being said once they brought back the toasted marshmallow flavored ice cream I was thrilled I liked the chocolate cookies but the ice cream felt more like cookies and cream than s mores so I just added my own crushed graham crackers EVEN MORE RECENTLY I noticed they changed the recipe again This time it was perfected  I no longer have to add my own graham crackers ',\n",
       " 'I bought this flavor last week while making a trip to my local scoop shop Let me just start out by saying that smores is a hard flavor to really nail flavor wise I really enjoyed the marshmallow ice cream Alot of companies usually go with chocolate as a base for Smores and I think that its usually overwhelming and distracting from the marshmallow So the star of the flavor show was definitely on point The grahms are great and are a great topping used in alot of flavors lately Unfortunately tgis pint suffers from the same thing most smores flavored things do and it was ultimately too sweet in my opinion I enjoyed this pint but theres too many more to try to stop here ',\n",
       " 'S mores is my favorite flavor EVER So when I saw Gimme S mores in my local grocery store I almost fell over I was so excited However the excitement was short lived because this is not s mores Not even the slightest bit If I were blindfolded and tried this I would never guess that it is s mores flavor The marshmallow ice cream is vanilla and there is no hint of graham cracker The most overpowering part is the chocolate cookie swirl  which is not s mores Don t get me wrong the ice cream is good If I were rating based on taste it would get  Stars But I m rating it based on how closely it captures the s mores flavor If I could give it a  I would because this is basically The Tonight Dough without the cookie dough and chocolate ice cream So do yourself a favor and just get that because at least you have cookie dough ',\n",
       " 'This was the best s more flavored edible substance I have ever consumed Every time I saw Limited Batch on the label I dreaded the day that would be my last time seeing it on the shelves Mercy shone upon me each time though as upon return to my home all the dread melted away as I rejoiced and beheld Heaven s essence grace my mouth with the textured creamy delight of Gimme S more Alas the day finally encroached upon my innocent self that I would see in its stead  One Love  I ve since settled for Milk Cookies which I know can never fill the void once occupied by the dessert of unmatched divinity I dream that one day I ll once again taste the treasure graciously gifted to this unworthy world by the great Ben and Jerry ',\n",
       " 'Way better than the previous s mores recipe Fantastic I sat down with the pint and before I knew it it was gone Oops ',\n",
       " 'As a long time fan of Ben  Jerry s I have favorite flavors I always want Being summer and seeing the store did not have any of my favorites I thought I would try this new flavor I have to say it is not at all what I was hoping for I am a marshmallow junkie and was hoping for toasted marshmallow flavor instead I felt like I was eating vanilla chocolate chip with some of those cake crunchies that you find in ice cream cakes I will go back to my regular flavors or skip buying if Gimme S more is my only other option ',\n",
       " 'I have been a hard core regular cookie dough ice cream only fan for YEARS but this flavor caught my eye at the beginning of summer and I haven t been able to buy any other ice cream since It s the amazing cookie swirl that almost convinced me that I could love the Tonight Dough flavor despite my hatred for the nasty peanut butter dough And the ever so creamy toasted marshmellow ice cream was a pleasant surprise Even the graham cracker swirl blends in perfectly so you don t feel like you have random dry crumbs messing up the texture It s the perfect combination that at times tastes like what an Oreo ice cream should taste like I haven t had my go to cookie dough ice cream in over  months and will be incredibly sad when this masterpiece goes away ',\n",
       " 'This flavor does not remind me of S mores at all Why cookies The chocolate flakes are more like big pieces  too big for this I couldn t even finish the container It wasn t worth it first time I ve done that with Ben  Jerry s Hopefully you ll never quit making the original S mores even if they are only in the shops ',\n",
       " 'I had an ad pop up on my Instagram timeline for this ice cream and I went and found it at my local H E B The next day I went back and they were out I went to  Walmart s and  more H E B s with no luck until I finally found it at target I have now bought all the pints from my local target Please send more every where in San Antonio I need it to live at this point LOL',\n",
       " 'I really enjoyed this flavor I was excited to try this flavor because the other s mores flavor has chocolate has the ice cream which I personally don t like so I was very happy to see this one with a marshmallow ice cream I will say marshmallow is a hard flavor to replicate so the ice cream tasted more like vanilla to me This flavor would have benefited from marshmellow bits mixed in The chocolate cookie swirl and graham cracker swirl were amazing and crunchy These swirls delivered on the s mores flavor for me ',\n",
       " 'I love s mores and don t get me wrong this flavor is great but not what I wanted I was expecting more of a s mores flavor and I would explain this ice cream as more of a marshmallow cookie crunch  It s still good Just not s mores It would be better with gooey marshmallows  ',\n",
       " 'I just bought this as well as my staple cookie dough Cookie dough was as usual amazing but this one was just a miss for me It reminded me of the pint slices not nearly enough toppings or pieces It was mostly vanilla ice cream with some cookie pieces in it Definitely not enough marshmallows to make it feel like a s mores ice cream Anyway I love most of B Js flavors but this one wasn t for me',\n",
       " 'I like ice cream and I eat a fair amount of it but never have I had an ice cream that haunts my dreams like this one This ice cream might actually be perfect The toasted marshmallow base is excellent and not too sweet and the flakes of chocolate add the perfect crunch to the blend I m not a big chocolate ice cream fan and I think that making the base marshmallow allows all of the flavors to be appreciated as one instead of being overpowered by chocolate However by far my favorite part of this ice cream is the graham cracker fudge swirl Holy moley It has a fantastic texture and the taste leads me on a whirlwind adventure I don t know what I have to do to make this more than just a limited batch but I will do it Every time I go to the grocery store I hold my breath that it will still be there waiting for me cool and delicious ',\n",
       " 'This is my new favorite ice cream While I agree that the base ice cream is not an exact replica of marshmallows it does not taste like plain vanilla  more like the melted gooey inside of a marshmallow that s not actually warm or gooey The add ins are perfection to me between the swirls graham and chocolate cookie I m in ice cream heaven I have to carefully calculate my purchases so this is the only cheat on my diet each week I hope it goes from limited batch to here to stay ',\n",
       " 'I love a good vanilla based ice cream flavor and this did not disappoint I was skeptical to try to the flavor because of the reviews that were already posted but it was amazing I loved the graham cracker bits people complain it s not like the regular smores flavor uh hello duh the smores flavor already exists and is still in stores This a tasty spin off and does not disappoint',\n",
       " 'I have been buying this consistently for about  weeks almost like twice a week because I cannot get enough of this flavor It s honestly unhealthy for me at this point and for my bank account because I barely bought ice cream before taking a chance on this one Delicious The cookies and graham crackers are amazing in it I literally went through the process of giving my info just so I could write this review in hopes that the flavor is continued and more people improve upon their lives by buying this flavor ',\n",
       " 'Hmm tasty but not s mores Just tasted like cookies n cream with some extra chocolate chunks No graham cracker flavor Wish the base actually tasted like toasted marshmallow but unfortunately the flavor isn t coming through Oh well ',\n",
       " 'I love Ben and Jerry s but they missed the mark on this one This is nothing even faintly reminiscent of S mores ice cream Now this one replaced the original S mores and I can t find it Very disappointed ',\n",
       " 'I love this flavor Forget s mores because that one is just old news I bought and stocked up my freezer but now I am eating the one last pint  Please bring it back soon',\n",
       " 'I first tried this flavor with my best friend and became hooked the moment those flavors hit my palate I ve gone through  pints within a week multiple times  trying to savor the limited batch that was created also in hopes of raising the number of pints sold encouraging your company to keep them on the grocery shelves  There was never a time I d leave the grocery without one of these pints Until my local grocery store finally ran out ',\n",
       " 'The previous S mores was so much better The chocolate ice cream tasted much better than the marshmallow one When I went to the store and didn t see the other one anymore which btw was my favorite flavor ever  and saw this one I decided to give it a try but overall I was very disappointed The ice cream itself is not good and the chocolate cookies do not taste like s mores to me Please bring the old one back  ',\n",
       " 'It s vanilla ice cream not toasted marshmallow That alone was extremely disappointing A little graham cracker swirl was ok Just didn t go with the ice cream I did like the chocolate cookie swirl It basically was a cookies and cream ice cream taste Only a little bit of fudge flakes but that s fine with me Extremely disappointed I love marshmallow ',\n",
       " 'Gimme Smores is the best ever My whole family loves it Please make it a forever flavor We can t get enough ',\n",
       " 'It s ice cream of course it still tastes good  but sadly this tasted nothing like s mores Marshmallow ice cream taste nothing like marshmallow and the chocolate cookie took over the graham cracker flavor ',\n",
       " 'The ice cream base is suppose to be a toasted marshmallow flavor but to me it is just vanilla ice cream This ice cream to me tastes like cookies and cream to be honest save your money and just make a s more ',\n",
       " 'Few Ice Creams in life have a perfect blend of flavor texture and eatability which I know is not a word but I have made it up for this review  You can eat Gimme S more for breakfast lunch and dinner and still be able to find a way to have more more bite as dessert You can eat this straight or as a dope milkshake I really hope this flavor sticks and goes into permanent rotation Good job Ben and Jerry  keep up the great work ',\n",
       " 'This ice cream deserves more than  stars It is by far the best flavor of Ben and Jerry s I ve ever had and every time I go to the grocery store I still check to see if MAYBE it will be back My boyfriend and I were both obsessed with it and had all of our friends and family try it This deserves to be so much more than just a limited edition flavor The whole world needs to try it I agree with the below reviewer that said when this flavor is off the shelf their happiness died There is a hole in my heart than can only be filled with this flavor ',\n",
       " 'Ben and Jerry s PLEASE keep this one around I loved the old S mores too but this one is so much better I know most flavors end up in the graveyard but if this one ends up in the graveyard it will be a tradgedy on par with human trafficking ',\n",
       " 'My girlfriend bought one for us to try Went back and bought each our own ',\n",
       " 'I like this version better than the original however it still doesn t taste like s mores There needs to be a smoky element whether that be smoked salt or bits of charred marshmallow Also there needs to be a LOT more graham I couldn t taste it at all This ice cream has the potential to be amazing  legendary It s tough to re create the taste of a real s more though Hope you keep trying ',\n",
       " 'Delicious Great ice cream and the swirls are perfect I eat my Ben and Jerry s with one of my son s toddler spoons to help make the pint last longer as I always eat the whole thing but this one I couldn t help but take huge bites anyway I really like this flavor I could have maybe gone for a little marshmallow swirl in addition just for a texture contrast but that s not a big deal ',\n",
       " 'I have been FEENING for this ice cream It is hands down the best ice cream I ve had in my entire life Do you know how tormenting it is to find your favorite ice cream then it goes out of stock Then you try a million different flavors and none of them do what the Gimme s mores does ITS THE BEST PLEASE I beg you Bring this back as a permanent flavor The people need it ',\n",
       " 'I am not a fan of s mores flavored items I like real s mores but this ice cream is exquisite the graham and chocolate cookie swirl are stars of the show and on a backdrop of marshmallow ice cream not a sharp sweet but a mellow and deep savoriness  its delicious I had never tried the original S mores flavor but tried it after loving Gimme S more  Gimme S more is hands down the reigning champ i feel the other s mores tastes mostly like a rich chocolate nowhere near as complex in flavor',\n",
       " 'It s pretty much another cookie bit flavor similar to The Tonight Dough and Milk and Cookies  It s pretty tasty though So   if you re expecting an authentic s more flavor you ll be disappointed But if you like cookies n cream types compared to the two popular flavors I compared it with you ll enjoy it ',\n",
       " 'I m so sad they ve discontinued the previous s mores recipe for this ',\n",
       " 'My most favorite thing in this entire world is s mores Anything Chocolate or marshmallow is good enough but when you put them together it creates the world s best dessert Unfortunately this ice cream didn t taste anything like s mores It was delicious nonetheless but I didn t taste the marshmallowy goodness that I was expecting The ice cream tasted like regular vanilla and there were some chocolate chunks in there The Graham swirl was incredible and made up for the lack of toasted marshmallow flavor ',\n",
       " 'So it s not like this ice cream is bad but the name and description are very misleading I would call it more of a cookies and cream because there is no marshmallows And it s not a very good cookies and cream Definitely one of my least favorite flavors ',\n",
       " 'Probably my favorite Ben  Jerry s flavor The marshmallow ice cream is super tasty I love the chocolate cookies The original s mores flavor is too chocolate y for me so I much prefer this one My only complaint I wish there were more graham crackers ',\n",
       " 'This flavor absolutely tops any ice cream flavor I have ever tasted and I love ice cream It may hold an extra special place in my heart as it was the sample of the day when we visited Ben and Jerry s in Vermont during a New England vacation I have had a hard time seeing it in stock at my local grocery stores recently and I ve searched in a few so I would love to see it more readily available and for it to be a permanent flavor You will continue getting our business for this amazing ice cream ',\n",
       " 'I just bought this a few weeks ago and I wanted to try a different flavor and I was compelled to buy this one because of the description I was very curious about this flavor but afraid it could be too sweet After my purchase I finished the whole pint in one sitting because the flavor is delicious I can t get enough of this flavor I was looking to buy a second in the grocery stores but I couldn t find any It s apparently not sold everywhere but when you get the chance to see this flavor do it ',\n",
       " 'I purchased this ice cream because I LOVE Smores but I m not a big ice cream person I mostly stick with vanilla bc you can t go wrong with that  After eating the entire pint in  days I was basically begging my husband for another one Thank you for taking my boring vanilla days and turning them into a rainbow filled colorful painting I can live in Yes I m a stay at home mom and my days are pretty much the same Please try to keep this flavor around and not bury it in a year Thank you',\n",
       " 'I may have gotten a bad one but there were no swirls of anything Just specs of stuff Plus it was very hard ',\n",
       " 'From the first time I laid eyes on this cream I couldn t go back to any regular flavor lol Seriously this flavor is soooo much better than the other over powered chocolate based Smores that you all have It s texture and flavor is impeccably balanced to resemble an actual Smores Don t judge me but it has even come down to me buying atleast  pints every other week just to keep my fridge stocked for the future lol Just please take it off of the Limited Batch list Pleeease ',\n",
       " 'I work at walmart Over the summer I took to sampling a large number of different ice cream pints but once I discovered gimme s more  the sampling stopped and I have settled into my favorite ice cream While I refuse to share my pint I would encourage others to get their own With this flavor there are no regrets ',\n",
       " 'I can t find regular S mores anywhere anymore This is a sad excuse for a replacement if that s what s happening It s your best flavor ',\n",
       " 'There are no graham crackers or marshmallow swirls Doesn t even taste like smores Chocolate chunks are the best part ',\n",
       " 'The chocolate cookie swirls in this blew my mind Combined with the graham cracker and marshmallow WOW so good ',\n",
       " 'I brought this flavor from my local grocery store yesterday because I ve been asking for S more ice cream with toasted marshmallows forever the wait was finally over or so I thought Unfortunately this is NOT S more flavored ice cream this is however cookies in cream The toasted marshmallows taste exactly like the cream filling in Oreos and the double chocolate cookies like the Oreo cookie  Infinite sadness ',\n",
       " 'Chocolate Fudge Brownie used to be my fave until I tried this I m SO glad I did This stuff is heavenly ',\n",
       " 'My daughter and I loved this i hope it returns as i think weve gotten the last ones at our local grocer',\n",
       " 'LOOK I am a busy person We all are And part of what makes being a busy person so bearable is ice cream Especially Ben and Jerry s ice cream ESPECIALLY THIS FLAVOR When I tell you that this is like a sweet and creamy version of every campfire memory of your youth I mean it It is every good part about every good flavor that makes S mores a gosh darn ethereal pleasure right here on earth So get in your car walk to your subway station or hail the nearest rideshare or omnibus and GET SOME OF THIS BEFORE THEY TAKE IT AWAY ',\n",
       " 'Literally the best ice cream ever made My new favorite PLEASE make this a permanent flavor   ',\n",
       " 'Currently stuffing myself with heaven and I gotta say this is the best flavor I ve ever had',\n",
       " 'This one is  times better than the other s more one Please keep making this one ',\n",
       " 'This ice cream is so good and I really wish Ben  Jerry s would make it year round ',\n",
       " 'I have been on a journey to find the best Ben and Jerry s ice cream This may be it',\n",
       " 'So good I ve bought it several times The cookie crumble is the best part ',\n",
       " 'My new favorite ice cream So much better than the original s mores flavor ',\n",
       " 'I m going to be super disappointed when this flavor is gone I love that there is ZERO chocolate ice cream but instead wonderful graham crackers and chocolate pieces The toasted marshmallow ice cream is perfect This is literally the first time in  years I ve been willing to spend money on Ben and Jerry s I don t exactly see eye to eye with some of their views on certain policies and laws  but as long as they keep selling this I will keep spending my money ',\n",
       " 'Wish it wasn t a limited batch  I could eat this all year long ',\n",
       " 'this is so good please keep this flavor forever ohhh yeahhh',\n",
       " 'I love the new Gimme S more It is my favorite flavor   ',\n",
       " 'Awesome flavor could be my favorite the texture is awesome',\n",
       " 'One of my newest favorite flavors  I hope it returns ',\n",
       " 'It s the best Whyyy does it have to be limited WHY',\n",
       " 'THE MARSHMALLOW ICE CREAM IS AMAZING please restock',\n",
       " 'THE BEST ICE CREAM  Please keep it around  ',\n",
       " 'It didn t really taste like anything just tasted like vanilla ice cream with specks of cookie and chocolate And when I say specks I truly mean specks Trace evidence of flavor Not a fan at all tasted nothing like S mores ',\n",
       " 'It s a good flavor    but doesn t remind me of s mores at all It s more like cookies and cream with graham crackers It should have the same marshmallow creme that Fish Food has and way more chocolate chunks ',\n",
       " 'Upon first spoon I was overwhelmed with the disappointment of too much chocolate I assumed that it was just another foolhardy excuse of a s mores flavored food that would be overpowered with chocolate However I persevered and did not give up As I continued on in my journey I was greatly impressed The marshmallow portions in the ice cream were great was it as up to par as my usual go to staple of the Tonight Dough No But it was good enough to wear I would purchase again if I needed something different in my life It does get better Do not give up on this flavor you really just gotta commit Not a total fail of the s mores flavor which tends to be a difficult one to portray however not a total success It is good though maybe not a typical s mores I do not think it completely captures the essence of s mores however I think that it is decadent and delicious enough for me to purchase again ',\n",
       " 'Please do not replace the previous s mores flavor with this one It hardly has any s mores flavor at all All I taste is marshmellow where s the graham crackers Nope I do not want s more of this one ',\n",
       " 'Ok ok granted I love the original S mores I m just tired of having to drive  miles yes   to get it This flavor hurt my soul The base didn t have any flavor but sweet the chocolate cookies part was ok That honestly all the flavors I found I ll keep driving the  miles ',\n",
       " 'Perfect name because I can t stop eating this and I need some more Oh my gosh this ice cream is SO good It s my favorite ice cream that I ve bought in a grocery store and my favorite Ben  Jerry s flavor since Fossil Fuel I m a lover of all things smores and this is the best smores flavored ice cream I ve had I m going to cry when it s not in stores anymore PLEASE make this a permanent flavor it is too good to just be limited batch  ',\n",
       " 'I was very disappointed when I saw my boyfriend decided to buy this flavor instead of Milk  Cookies  to the point where I ate all the ice cream in my freezer before even thinking about opening this new pint And boy oh boy was I so wrong  the combinations of flavors in this pint exceeded all expectations and Gimme S more has now risen the ranks to my new favorite Ben  Jerry s flavor Don t get me wrong I will eat ANY flavor but now when I go to stores I specifically search for this one The only thing that makes me sad is that most places don t carry this flavor as it must not be as popular but when it s available it s embarrassing how excited I get Don t sleep on this flavor like I did  I ve never written a review for any product I ve ever bought in my  years of life and am happy that this is my first I d give it  stars if I could ',\n",
       " 'I tried this for the first time about  weeks ago and have bought an embarrassingly excessive amount since It is so good I love how the chocolate isn t large chunks and swirls with the graham cracker perfectly Too often I find a flavor I like only to have it discontinued Please don t do that with Gimme S more  Keep it  I promise I ll keep eating it  ',\n",
       " 'I grabbed this flavor along with a few others when I was bringing a bunch of ice cream for a get together at my brother s home I picked it for dessert and it was the most amazing thing I have ever eaten When I was going home for the night I made sure to take this pint with me ',\n",
       " 'I will eat it because it is ice cream and B J makes great ice cream but I am very disappointed in the S more flavor I was searching for my long lost always hard to find favorite flavor that I recall having a chocolate base with graham cracker and marshmallow swirls What happened to that glorious ice cream  I was ready to love this new version but it wasn t meant to be If you try again Ben  Jerry I will too ',\n",
       " 'This flavor is everything a s mores should be and I sincerely hope it becomes a permanent pint in the lineup ',\n",
       " 'Anyone who votes less than  stars tried the wrong ice cream ',\n",
       " 'I bought this last week on a whim and was blown away completely I went on a quest for it today No one had it so I decided to try the original S mores You guys This flavor is so much better than the original The lighter base really helps the contrast of the flavors and it s honestly amazing Completely worth the calories where the original isn t I hope I can find it again before it gets discontinued ',\n",
       " 'I had the pleasure of trying this flavor at the end of the tour and it s the most excited I d been about an ice cream flavor in fifteen years The ice cream itself is phenomenal as are the chocolate chips but the FUDGE FLAKES are the winner in my book Purchased two pints from my local supermarket four states away and it s just as delicious Please please please please please keep this flavor ',\n",
       " 'I was so excited to see this new flavor as I love all things s mores I agree with previous reviewers that it reminds me of cookies and cream A very rich cookies and cream What it needs more of is graham and marshmallow less of the cookie swirl Having said that I wouldn t not buy it if I were in the mood for a little ice cream Thanks B J for introducing this new flavor I hope you keep it around ',\n",
       " 'I was in Denver Colorado at a scoop shop and saw the flavor Gimme Smore I read the description and it sounded good My friends and family loved it too and as soon as we got back home we checked if our local grocery store had it and they did We honestly probably bought  of them Once it left the stores we were devastated and emailed to make sure it would come back and happily it did ',\n",
       " 'I used to be diehard for the original s mores flavor as it became harder to find I found I just didnt love it as much anymore and I was looking for something to replace it with Then I found this one WOW its so good Please leave it as a consistent flavor I have found I can only find it at Kroger sometimes Publix does not seem to carry ANY new limited edition flavors ',\n",
       " 'Honestly very underwhelming Maybe if there were more swirls of cookie and graham cracker or adding marshmallow swirls would help But I definitely won t be buying again ',\n",
       " 'Finally a good rendition of s mores So smooth love the chocolate cookie pieces Wish it had marshmallows in it like phish food but oh well Don t get rid of it please ',\n",
       " 'This is my new favorite flavor Tonight dough is a very close second Hope this becomes more than a limited edition Would be a staple in our freezer',\n",
       " 'I ended up trying this flavor because they were out of my favorite It was so much better than I expected it to be It might be my new favorite ',\n",
       " 'This is by FAR my new favorite flavor The crunch from the cookies and graham cracker really makes it I hope they decide to keep it around',\n",
       " 'It s currently  am and I m eating my ice cream that I have been looking forward too all day It s basically vanilla ice cream with cookies  grahm crackers The ice cream does not taste like marshmallows  that s so disappointing ',\n",
       " 'This was our favorite B J s flavor ever It really tasted just like you were eating a S mores from a campfire It was a limited batch and it must be over because it is no longer available where we live We tried the other B J s S mores Ice Cream while it is a good chocolate ice cream it does not really taste like S mores Very disappointed it is gone ',\n",
       " 'This has all the elements of a s more but I don t get that full s more flavor when I eat it I think because the marshmallow flavor isn t very strong  That being said it s absolutely delicious I love the different textures of the chocolate and graham cracker and I had to stop myself from going back for more I will definitely be buying this again ',\n",
       " 'I bought this for the st time when I couldn t find my favorite S mores at the store Very disappointing  Tastes nothing like a s more It reminded me of a cookies and cream type flavor but not even as good Please bring back the S mores flavor With it s toasted marshmallow graham crackers and dark chocolate ice cream it was delicious  ',\n",
       " 'I shared this with my five year old great nephew and he said it was the best ice cream he s ever had ',\n",
       " 'I absolutely LOVE this flavor If I m being honest I don t think it has an overwhelming s mores flavor but I love it anyhow The cookies have a great flavor and the texture of the graham crackers is wonderful ',\n",
       " 'Great flavor The texture of the cookie is spot on I ll be disappointed to see this one go ',\n",
       " 'DELICIOUS This ice cream has great texture and tastes amazing I can t wait to get more ',\n",
       " 'This is my new favorite flavor I hope they decide to make this a permanent addition ',\n",
       " 'My whole family loves this ice cream We tried this flavor during the factory tour in VT When we got home we bought the last  at our local market Please make this a permanent favor PLEEEEEEEASE ',\n",
       " 'Magnificent  best flavor out of all B J I ve tried Keep it a permanent flavor ',\n",
       " 'Fave B J ever This should be a forever flavor not limited batch Puh lease ',\n",
       " 'Been getting this one for years Its my favorite The only thing i do not taste is the marshmellow So please throw a marshmellow swirl in this and ill love you forever ',\n",
       " 'Why is this only a   People seriously  this is an epic epicurean delight',\n",
       " 'Wish it wasn t a limited batch My doctor is glad it is though LOL',\n",
       " 'I am obsessed with this flavor Wishing it wasn t a limited batch ',\n",
       " 'Stocked my freezer with it really wish it wasn t limited batch',\n",
       " 'Hands down fravorite flavor yet and I ve had a lot of them',\n",
       " 'I have never been so passionate about an ice cream flavor than I am with Ben  Jerry s Gimme S mores ',\n",
       " 'Literally my new absolute FAVORITE icecream ever It s PERFECT It s all my favorite flavors together all in one and that chocolate cookie swirl is to die for and omg that graham cracker is just heaven not too chocolately and that marshmallow icecream just ties it aallllll together Amazing Exquisite Must have with every meal ',\n",
       " 'Sooooo good my new favorite flavor of Ben and jerrys  ',\n",
       " 'After my first pint I never looked back Iv eaten more of this ice cream in the past few months then Iv eaten any ice cream in my entire life lol If you like smores or ice cream then you need to try this The only bad part is that it says limited batch  I hope they do us all a flavor keep this one around for us to savor  ',\n",
       " 'The overall ice cream was really delicious but it didn t really taste like a s more The actual ice cream did not taste enough like marshmallow would have loved to have actual marshmallow swirl in it like some of the other B J flavors Tastes more like cookies and cream with some extr little extra chocolate chocolate pieces ',\n",
       " 'For days I have been stocking up on this flavor The graham cracker and cookie swirls are the pints best features  I would love to see this become a permanent flavor ',\n",
       " 'Oh my gosh I m so happy they brought this flavor back I was obsessed with it during the summer and I was so sad it went away but I just saw it at my grocery store and just about freaked out The texture from the marshmallow is so nice and the flavors are just perfect My favorite Ben  Jerry s flavor hands down ',\n",
       " 'This is now my favorite Ben and Jerry s I ve cream I love the toasted marshmallow taste and the fudge ripple and graham cracker swirl are to die for ',\n",
       " 'This is a horrible job of fixing something that wasn t broken Where is my S mores   I can only find this gross imposter where it used to be ',\n",
       " 'I ve been buying this flavor left and right ever since I first tried it  it is my new favorite and I just can t seem to get enough ',\n",
       " 'This is my most favorite ice cream ever I don t normally right reviews on anything but I want Ben jerry to make this all the time ',\n",
       " 'I have been searching for this flavor for weeks after finding one perfect pint of it This is what cookies cream would taste like in an ideal world Sweet marshmallow ice cream base with a textured Graham cracker swirl is everything a s mores ice cream should be I desperately want to find this again ',\n",
       " 'I cannot say enough about this delicious treat The sugary graham cracker bits and chocolate cookie pieces  incredible   If I wasn t already married this ice cream would for definitely ensure the fact that I would be single forever which for this ice cream would be totally worth it   ',\n",
       " 'This is my favorite ice cream I ve always been a lover of Half Baked and never ventured out of my comfort zone but now I ll never go back I seriously want to buy pints of this and keep it in my freezer for the  years that it is apparently good for PLEASE make this a permanent flavor  ',\n",
       " 'I really just wanted to break from my usual and when I saw this and it wasn t a chocolate based ice cream I just had to get it The last time I went to buy a pint it was out but today when I went there were some so just to be on the safe side I bought two because I love it so much ',\n",
       " 'This is by far my new favorite ice cream from Ben and Jerry s It says limited batch on the container but I hope this becomes a permanent flavor I will eat this year round The marshmallow ice cream is amazing and paired with the chocolate cookie pieces and graham crackers to die ',\n",
       " 'I bought this because it was limited addition thinking it would be mediocre But it was amazing  ',\n",
       " 'Literally my new favorite flavor Possibly the best one yet I hope they make it a forever flavor ',\n",
       " 'I was on a strict diet and hadn t touched B J for months Saw this in the grocery store and didn t even hesitate to take two pints I love s mores and I hate chocolate ice cream It turned out to be even better than my other favorite Milk and Cookies which is btw a fight to find in any store because it s bought out so quick  This ice cream is so good and also a limited batch that I drove to every grocery store in the area and bought all of the pints available about  pints were left because they were ALL on closeout and they were going so fast that I didn t want to risk taking the time to go and get a basket when I found more that  in a freezer and just bare armed carried all of them to the register before someone else could This is not an insane ice cream obsessed town its a normal town These are normal people This ice cream is RIDICULOUS its TOO GOOD If they don t bring this back as a regularly stocked product I will consider it one of the greatest food related tragedies of my life ',\n",
       " 'Just when I thought Oat of this Swirrled was the best thing EVER You guys made this flavor ',\n",
       " 'I crave that cookie taste all of the time Please make this permanent I accidentally got the smores flavor thinking it was the same and boy was I wrong The smores one is just plain chocolate whereas this one tastes like a delicious smore This is my favorite flavor of all time ',\n",
       " 'I tried this knowing how good the old one was but this is even better I actually stopped buying the old one since it got too sweet and overpowering for me and this newer version fires on all cylinders for me My  year old son also loves it so we have stocked the freezer  ',\n",
       " 'My Husband and I enjoy Ben  Jerrys ice cream a few times a week We have our usual flavors Cherry Garcia and Pistachio We tried this a couple weeks ago and we LOVED it  the marshmellowy icecream and the crunchy bits plus chocolate pcs perfectly delicious Now we need MORE',\n",
       " 'I never had a favorite flavor of ice cream  until now I m terrified of the fact that it is Limited Batch I keep buying a couple of pints when I m at the grocery store They go quickly at my house And so far they are still in stock  but I m afraid Don t take it away ',\n",
       " 'Honestly I don t know how this flavor only has four stars because it is legitimately one of the best if not the best Ben and Jerry s flavors of all time SOOOO good ',\n",
       " 'Wonderful remic to the prior version I really love the chocolate cookie swirl in this I really wish there was a pronounced graham cracker in here Maybe replacing the dark chocolate chip with a cluster of graham cracker instead would probably make this a better flavor IMO',\n",
       " 'Gimme S more is one of the best flavors Ben  Jerry s make The Marsh mellow is sweet without being too sweet Great ratio between Chocolate Swirls  Flakes and Graham Cracker Swirl Although I wish there was MORE Graham Cracker Swirl because it s so tasty and crunchy ',\n",
       " 'I picked this up yesterday and I wasn t sure that I would like it because I tend to be pretty simple in my ice cream tastes I am so excited that I did because this is delicious My favorite part is the combination of the ice cream flavor and the graham cracker swirls ',\n",
       " 'Best flavor yet Cant seem to find more in the same stores lately ',\n",
       " 'The old version is much better this one is not very good at all ',\n",
       " 'This is the best Ben and Jerry s I ve ever tried It s amazing ',\n",
       " 'Finished a pint in one sitting it s just sooooo good ',\n",
       " 'Bought one of each of the new flavors and this was the first i tried Its great taste like smores and id buy again However BRING BACK VANILLA HEATH BAR CRUNCH PLEASE   Obviously i dont eat this for breakfast lunch or dinner either thats a stupid question',\n",
       " 'I have an obsession I live around the Algonac mi area And I guarantee your sells for the gimme s mores are up thanks to I I can t help but eat it on the daily Absolute best icecream I ve ever had I hope it becomes permanent I ll be sad to see it go ',\n",
       " 'I love Ben  Jerry s and I have tried many different flavors However this one is definitely my favorite I ve lost count of how many pints I have bought so far I hope you guys decide to keep this flavor I was disappointed that it said Limited Batch ',\n",
       " 'Please keep this flavor forever this might be my new all time favorite Perfect for s mores lovers blows the other s mores flavor out of the water Love the graham cracker cookie trails and the toasted marshmallow flavor It s simply the perfect pint ',\n",
       " 'Do yourself a favor and try it Its delicious The roasted marshmallow ice cream with graham cracker swirls is just a great mix with the chocolate cookie I made the mistake of confusing is Gimme S more for S more and while it s good it s not as good ',\n",
       " 'This is my favorite ice cream by far from anything in store or even fresh from our local ice cream shops I can t live without it I even like it better than the regular s mores flavor by Ben and Jerry s Please please make this a permanent flavor  ',\n",
       " 'This is hands down the best flavor Ben and Jerry s has ever made I love all ice cream but this was so delicious Tons of graham cracker chocolate chunks and chocolate swirl throughout I wish this was made all year long I highly recommend this ',\n",
       " 'My husband and I have purchased this flavor multiple times this summer By far one of the best flavors and would love it if it became a permanent option The combination of ingredients is phenomenal you won t regret choosing this flavored pint ',\n",
       " 'Please add this add as permanent flavor  Tried this on a whim and its taken over as the only flavor I have in my freezer I usually have great self control and eat only a little at time but with this flavor I can t help but eat the whole pint ',\n",
       " 'Bought this a month ago  went back for it  have not been able to find it since  am DEVASTATED It is the BEST icecream I ve EVER had  I am pretty picky  like about everything It has a well balanced flavor that tastes LITERALLY like smores',\n",
       " 'This is literally THE best ice cream I have EVER tasted I would love nothing more than for it to be permanent I have bought every single pint at the three grocery stores in my town I could not have asked for a more perfect flavor combo ',\n",
       " 'The Gram cracker and chocolate cookie swirls go amazing with the toasted marshmallow ice cream The fudge flakes add a nice crunch to the texture Amazing combo of light and rich flavors def my new favorite A bit hard to find in stores ',\n",
       " 'This is easily the best flavor Ben and Jerry s has ever released I firmly believe it should replace the original s mores because gimme s mores blows it out of the water It seems like it s gone but I m always on the hunt for it nonetheless',\n",
       " 'I bought this one after the store was out of my usual and I give it  stars it was perfect I usual have to pick a flavor that doesn t have too much hard crunch because of sensitive teeth and this hit the nail on the head Will buy again ',\n",
       " 'This flavor should become a permanent flavor Way better then the OG S mores I was so sad when my grocery store ran out of this Gimme S more Please mamke more of this delicious flavor and make it a permanent one available all the time ',\n",
       " 'i tried it today and it was SO good  the only thing that would make it better is if the ice cream itself had more of a toasted marshmallow taste i think right now it just tastes like vanilla maybe just a tiny bit sweeter tho ',\n",
       " 'This is the best flavor I m obsessed with it I have to have at least two pints in my freezer at all times I know it s limited edition but PLEASE keep it  It s even topping half baked and mint chocolate cookie as my favorite ',\n",
       " 'I absolutely love this flavor all of the flavors stand out on their own but blend well together I definitely would grab this on occasion when available But due to lack of availability it just hasn t become a staple favorite ',\n",
       " 'This is by far the best Smore s flavored ice cream Do yourself a favor and try this out because you will NOT be disappointed ',\n",
       " 'This is a limited edition batch  but it shouldn t be It s been months since I last found this in stores and I m waiting for it s return PLEASE MAKE THIS A PERMANENT FLAVOR This is some much better than the OG Smore flavor ',\n",
       " 'Hey guys This is my absolute favorite flavor and I am so thankful it is back I don t eat chocolate ice cream so this version of S mores is perfect with a marshmallow based ice cream instead of the chocolate based ice cream ',\n",
       " 'The best Ben  Jerry s flavor yet AWESOME Hope this one becomes a regular flavor I ended up buying the four pints that my local grocery store had left and placed in my deep freeze So much better than the S more flavor ',\n",
       " 'Tried this when it first came out and I was hooked It has become my new favorite and I like it a lot better than the original S mores Hopefully they make this a regular flavor as I m sad it s becoming harder to find ',\n",
       " 'This is probably the best Ben  Jerry s ice cream I ve ever had My boyfriend and I are obsessed with it We want it to be a permanent flavor not just limited batch  It it so so yummy please keep it forever B J  ',\n",
       " 'S mores is one of my favorite flavors ever and B J s absolutely killed it You taste the cookies more than anything but once you get to the marshmallow and graham cracker tastes it is amazing Would highly recommend ',\n",
       " 'I have never been a fan of marshmallow anything The exception  Smores over the campfire This ice cream flavor has me hooked The marshmallow is subtle but pairs well with the graham cracker and chunky fudgy bits ',\n",
       " 'I LOVE S more flavored things and all existing ice creams on the market do not have a good take on it Ben and Jerry s S more ice cream is so addicting Add a bit more graham cracker and perfection will be reached ',\n",
       " 'Every part of this flavor is amazing The toasted marshmallow ice cream would be good enough on its own but throw in the graham cracker swirls and chocolate and it s one of the best desserts you can buy frozen',\n",
       " 'This flavor was surprisingly DELICIOUS   I was hesitant that the marshmallow would be too sweet but it was such a nice flavor actually more like a cheesecake taste Definitely will be getting this again ',\n",
       " 'The marshmallow flavor was very unique For a s mores ice cream I was surprised but happily I m usually a chocolate therapy girl but this may be a new fave There were plenty of toppings in every bite ',\n",
       " 'Its like comfort in a pint Always been a hug fan of Phish Food but this one is nostalgic and DELICIOUS I know it s a limted batch but I would LOVE to see this on the permanent Ben  Jerry s lineup ',\n",
       " 'Guys I have eaten a ton of Ben and Jerry in my lifetime but THIS is the best I have ever had Let s stop the games and make it a permanent flavor Once this limited batch is done I ll be heartbroken ',\n",
       " 'This is my favorite flavor of Ben  Jerry s  my favorite ice cream flavor I ve tried I like anything inspired by s mores and this ice cream did not dissapoint I hope they keep this flavor around ',\n",
       " 'I was not a fan of the toasted marshmallow Ice Cream the chocolate cookie swirls graham cracker swirls and fudge flakes are all wonderful fill ins I wish they used a different tasting marshmallow',\n",
       " 'This is by far the best Ben  Jerry s flavor ever Finally a s mores flavor that realizes chocolate is not the star in a s mores its the GRAHAM CRACKERS PLEASE make this a permanent flavor    ',\n",
       " 'This may be my new favorite flavor  I seriously hope they keep this on forever as a flavor since it said limited batch I didn t think I could like one more than Half Baked but this may beat it',\n",
       " 'I couldn t find the traditional S mores flavor at the grocery store so as a smores fan I bought this one instead What a disappointment I literally took one bite and made a face because I did not like the flavor I dug around for a minute looking for a marshmallow swirl   nope it s not there Just small bits of chocolate cookie What How is this a smores ice cream The base ice cream tastes nothing like marshmallow and certainly doesn t have the wonderful marshmallow texture the old ice cream had Couldn t find anything resembling graham cracker here either unlike the old one This is just   cookies and cream And a pretty dull cookies and cream at that This is not only nothing like smores it is a dull ice cream ',\n",
       " 'I originally bought a pint of this flavor two weeks ago We finished the first pint so fast that now we buy two every time we stock up on ice cream I can t wait to get s more of this flavor ',\n",
       " 'I m so excited to see they re bringing this flavor back It s been gone for about two years and I thought I d never get my ice cream back Thank you Ben and Jerry s for answering my prayers ',\n",
       " 'I love anything marshmallow and this ice cream hits the spot I was so excited to try this and I m so happy I did Going to be stocking up since it s a limited edition flavor Amazing ',\n",
       " 'I love this new flavor I hope it sticks around I love s mores flavored things This just adds to the list of delicious s mores like treats Perfect blend of flavors I love it ',\n",
       " 'I have not tried all Ben and Jerry flavors but have tried enough to rate this as one of the best The hint of toasted marshmallow with chocolate and graham cracker are spot on ',\n",
       " 'I ve never made a review for any ice cream but this one deserves it  Never been so disappointed about something being limited edition This is my ultimate favorite ice cream ',\n",
       " 'By far my favorite B J yet The ingredients yall use is what makes the difference That was the only one left at our Target so I hope that get more I m in LOVE  Oxford AL ',\n",
       " 'Every time I go to a food store I always get gimmie smore It has a amazing taste If you like chocolate chunks and graham crackers and marshmallows the your in for a treat ',\n",
       " 'Excellent balance of chocolate to graham cracker Could use more of a toasty note on the marshmallow but favorite new flavor along with with the oat of this swirled flavor ',\n",
       " 'Terrible s mores are graham crackers marshallow chocolate Gimme S more has ZERO graham cracker taste It s essentially just another vanilla ice cream with chocolate ',\n",
       " 'This might be my new favorite The taste and texture are amazing The crunch of the graham cracker chocolate swirls I told my sister I would share but there was no way ',\n",
       " 'This flavor is so amazing i m a huge s mores person and i couldn t believe how amazing this was B J is my go to ice cream and i ve offically found my go to flavor YUM ',\n",
       " 'This ice cream is so delicious when my wife found out it was back for good she was smiled bigger than on our wedding day Such an improvement from the old s mores flavor ',\n",
       " 'I was so excited to try this but the toasted marshmallow ice cream does not taste anything like marshmallows or any kind of toasted flavor It s more like regular cream ',\n",
       " 'This was so good I m not a fan of the chocolate based s mores and really enjoyed the sweet cream base here I do wish they had more graham cracker swirls though ',\n",
       " 'Everytime I find a flavor I love either they discontinue it or it becomes hard to find in my area  this is my new favorite flavor please don t make me regret it ',\n",
       " 'Just found this Tried it and it s my favorite flavor I bought all of them at my local store I love how much graham crackers crumbs are in it Soooooo delicious ',\n",
       " 'This is the best flavor ice cream I have ever had I will be heartbroken when I can no longer find it on the shelves Please bring the flavor back next summer   ',\n",
       " 'I am going to be heartbroken when I don t see this is the stores anymore I am obsessed I always buy this when at the grocery store  and usually more than one ',\n",
       " 'If we can buy Americone Dream with Stephen Colbert and The Tonight Dough with Jimmy Fallon I feel like we should definitely have Busta Rhymes on Gimme S more ',\n",
       " 'This was good ice cream but I didn t get the smores flavor I wasn t getting any marshmallow If it was stronger it would be perfect But it was good to eat ',\n",
       " 'Hands down the best ice cream I ll ever have I stock up all summer just to make sure I ll have enough to get me through all other seasons  it s THAT good ',\n",
       " 'I don t ever write reviews but this is the best ice cream I have ever eaten I really hope this becomes a standard year round flavor I could eat it everyday ',\n",
       " 'The cookie and graham cracker swirls are my favorite part and this is my favorite flavor by far It s not too sickly sweet but satisfied your sweet tooth ',\n",
       " 'I really like this flavor the combination works really well I dont think it tastes as close to a s more as the original flavor but still a solid pint ',\n",
       " 'I really enjoy my ice cream so when I saw this flavor I had to try it Needless to say it s my go to now Please consider keeping this flavor permanently ',\n",
       " 'The marshmallow ice cream blends perfectly with the graham crackers and fudge swirls A perfect amount of everything a a very great and spot on base ',\n",
       " 'I tried this flavor not too long ago expanding from my usual half baked this has now moved into spot   Please please make this a full time flavor ',\n",
       " ' THIS by far is my FAVE O RIT B Js flavor   I thought Urban Bourban was hitting on something but THIS   Gimme S more for sure mmmmmmmmmmmmm',\n",
       " 'Marshmallow ice cream is a refreshing twist on the usual chocolate ice cream base This is a new favorite and I always grab a pint when I see one ',\n",
       " 'I pray this becomes a permanent flavor  When I tell you I searched EVERYWHERE for this when it was a limited edition flavor  PLEASE BRING IT BACK',\n",
       " 'It s a tie with Americone dream for my favorite The chocolate cookies are a good alternative for chocolate chunks and make it a little lighter ',\n",
       " 'Please bring it back best flavor you guys have made been to Vermont multiple times and go to the local store regularly Please bring it back ',\n",
       " 'I thought I was grabbing a personal favorite The s mores ice cream and ended up with this disappointment I ll pay more attention next time ',\n",
       " 'I tried this on our tour of the plant in vermont and now that its out I have been getting it as much as possible before It goes away forever ',\n",
       " 'My favorite flavor ever Please remove this from the  limited batch category and make it a regular item please It s so difficult to get ',\n",
       " 'We bought this flavor once and now cannot stop buying it We officially have a problem  haha The marshmallow ice cream is incredible ',\n",
       " 'Excellent flavor Tastes like a french vanilla based ice cream but even better with all the mix ins I want this to be a regular flavor ',\n",
       " 'This was the best S mores ice cream I have ever had It saddens me to see it as a limited batch flavor as if it will be gone one day ',\n",
       " 'I was heartbroken when B Js discontinued Imagine Whirled Peace  this is the best thing that has come out since then Please keep it ',\n",
       " 'This flavor is the best Ben and Jerry have ever come out with It is a perfect combination of flavors I hope they keep it around ',\n",
       " 'I buy bought this very frequently Few times a week So much better than the original Needs to be available all the time ',\n",
       " 'Everytime I see this kind I buy as many as I can please please keep it And the best part is the cookie swirl it is heaven',\n",
       " 'Never ever get rid of this flavor I didn t think anything would knock Phish Food off the top of my list This one did ',\n",
       " 'The old S mores was the best flavor Cookie chunks Not like a s mores The ice cream taste is way off Very unhappy ',\n",
       " 'My new favorite ice cream in the world Cant believe you guys figured out how to make a toasted marshmallow ice cream',\n",
       " 'This is the BEST flavor I ve ever had It needs to stay as a permanent flavor it s the best  You can t put it down ',\n",
       " 'You gotta bring this back It is my favorite thing and my life hasn t been the same since I ve tasted it Please ',\n",
       " 'Disappointing Doesn t taste like s mores Their other S mores offering with the chocolate ice cream is the BEST',\n",
       " 'This truly is euphoria in a bowl I like to put chocolate syrup on mine I wish this flavor was at more stores ',\n",
       " 'this is by far my FAVORITE Ben and Jerry hands down I buy every one I see  A must try for s mores lovers  ',\n",
       " 'My boyfriend and I bought every container from the store   pints  It didn t last as long as we expected ',\n",
       " 'Our whole family is crazy about this flavor It is the best Please don t stop making it Ever Ever EVER',\n",
       " 'This is the best flavor The chocolate ice cream of the other smores is just too much This one is perfect',\n",
       " 'Not chocolate heavy like the other S mores flavor Nice graham cracker flavor and texture Well balanced ',\n",
       " 'Love this flavor Please make it one of the regulars It has the perfect balance and tastes so delicious ',\n",
       " 'I am in love with this flavor I am so sad to know it is only limited batch Please don t discontinue it ',\n",
       " 'This is so good that I desperately try to find it in the city sometimes Please don t get rid of it  ',\n",
       " 'I was sooooooo happy when you brought this flavor back from Limited Batch status I could live on it ',\n",
       " 'Please replace this one for the current s mores This flavor is so delicious I can t get enough ',\n",
       " 'I recently bought this and I am very impressed It was very good and I would definitely recommend ',\n",
       " 'My favorite used to be Phish Food Gimme S more is even better This should be a permanent flavor ',\n",
       " 'This flavor is amazing and it said it was a limited batch Please keep it as a permanent flavor ',\n",
       " ' h my yummm  This by far is my favorite  my new weakness Ben  jerry please keep this one  ',\n",
       " 'I honestly think this is one of my favorite flavors of Ben Jerry s Perfect texture and crunch',\n",
       " 'Hands down my all time favorite ice cream I will buy this for as long as I shall live lol ',\n",
       " 'This pint has the perfect amount of add ins that it s not too overwhelming Perfect combo',\n",
       " 'Super delicious definitely my favorite flavor I really hope it becomes permanent ',\n",
       " 'I ve been eating Ben  Jerry s for  years and this is easily my favorite flavor ',\n",
       " 'Perfection if you love s mores especially if the marshmallows are your favorite',\n",
       " 'Thrilled they brought this flavor back  I could eat pint after pint of this',\n",
       " 'My all time favorite flavor I hate that it s seasonal I want it year round ',\n",
       " 'Tried about a month ago and am hooked only downfall not a year round flavor ',\n",
       " 'This is one of the best B J I have ever had Please keep this one around ',\n",
       " 'this is my absolute favorite ice cream flavor ive ever had so so so good ',\n",
       " 'This is the only flavor we agree on The graham cracker is the best part ',\n",
       " 'Havent had anything else the past few months This flavor is pure gold ',\n",
       " 'Please keep it Also miss the caramel one the good ones need to stay',\n",
       " 'I don t know why this is limited batch it is the best flavor to date ',\n",
       " 'Amazon just AMAZING i bought  in one week Please keep it coming',\n",
       " 'I love a good s more and this ice cream is perfect and I love it ',\n",
       " 'This is my new flavor  far exceeds the chocolate S more version ',\n",
       " 'Delicious This is by far my favorite B J flavor of all ',\n",
       " 'Definitely one of my new favorite flavors Too good ',\n",
       " 'The flavor is IMMACULATE I mean  need I say more ',\n",
       " 'Best ice cream ever Please make it permanent   ',\n",
       " 'A flavor I m glad to see back after liking it before it was discontinued PB Half Baked is even better than I remembered There s not much to say if youve already had the standard half baked It works very similarly except that the vanilla portion of the flavor is now replaced with peanut butter ice cream and the chocolate chip cookie dough is instead peanut butter cookie dough For such slight changes though they do make a big difference One thing I disliked in the original half baked was how weak the vanilla base was and how it was completely dominated by the chocolate That s not the case here as the peanut butter taste to the ice cream is strong enough to balance out the chocolate giving the classic combination we know and love The balance is also matched perfectly with the mix ins There are HUGE brownie squares in this flavor tasting great as always and combined with the numerous peanut butter cookie dough pieces you re getting the chocolate peanut butter taste in every bite If you re a fan of that flavor combination you can t go wrong with Peanut Butter Half Baked ',\n",
       " 'Normally the tonight dough is my go to I have been waiting for this flavor to get to my area and went it finally did I made sure run right to the store I was in LOVE after the first bite  This is by far the best peanut butter ice cream flavor ever made I beg and plead for this flavor to never go away because I am forever hooked Thank you thank you thank you for my new favorite ever This is a MUST TRY because you won t look back',\n",
       " 'I bought this at a Ben  Jerry s store a couple days ago in Sandbridge VA and it was oh so good I am a sucker for anything chocolate and peanut butter and this did not disappoint My son took one lick and was jealous he did not pick it so we went back again last night and bought some for him I love the peanut butter ice cream and fudge brownie and didn t realize the cookie dough is peanut butter too yum Now that I am home from vacation I just need to find it near where I live ',\n",
       " 'First of all I would like to say THANK YOU to whoever decided to put peanut butter in half baked Half Baked is my favorite Ben  Jerry s flavor but I m not a huge fan of vanilla ice cream  I just think the Peanut Butter ice cream really pairs well with the rest of the components in this mix Dare I say  I might like this BETTER than the original Half Baked It s too soon to tell I love you Ben  Jerry ',\n",
       " 'The ice cream has chunky brownie amazing cookie dough  Just amazing stuff ',\n",
       " 'It s everything you could wish for that would make being stuck at home seem a real treat Chunks abound The peanut butter and chocolate combination is hearty decadent and worth it ',\n",
       " 'Yes Just yes Nothing else needs to be said This ice cream is it Buy it Try it Love it ',\n",
       " 'I LOVE this flavor and I am happy it is now a full time flavor Both my mom and I find this as our go to desert The ice cream is loaded with stuff cookie dough and brownies and on the side I like to add in some chopped nuts LOVE LOVE LOVE ',\n",
       " 'Bought this past week was expecting a lot more PB was very similar to the regular Half Baked Still Very Good ',\n",
       " 'If you like peanut butter cup or PB and chocolate this is like that but so much better',\n",
       " 'If Ben and Jerry s only made one flavor I d want it to be peanut butter half baked ',\n",
       " 'Took me awhile to find this but when I did I just kept going back for more ',\n",
       " 'The perfect combination all in one And the better half to half baked',\n",
       " 'So bummed when this disappeared Our voices were heard Thanks guys ',\n",
       " 'All time favorite flavor The berry flavored swirls of ice cream are perfectly delicately but distinctly flavored The natural pastel purple that comes from the blackberries is definitely an adorable plus The mascarpone ice cream swirls have that heavenly cheesecake y taste which combines with the soft crumbly shortbread to create a tiramisu esque experience  but instead of the rich notes coming from cinnamon it comes from the crunchy fudge covered almonds May I suggest renaming this flavor to Chuck Berry Mascarpone after Chuck Berry one of the pioneers of rock n roll ',\n",
       " 'This is without a doubt the best ice cream I have ever tried from Ben and Jerry s and probably from anywhere at all There is a B J s scoop shop down the street from my apartment one a couple miles away and countless grocery stores in between However I constantly find myself driving out of the way to go to the only store in the area that I know stocks this flavor regularly It is the perfect combination of flavors and I have a really hard time keeping myself from going through the whole pint in one quick sitting I will be absolutely devastated when this exclusive flavor is no longer available Please keep it as a regular ',\n",
       " 'A lot of recent flavors from Ben and Jerry s have left me disappointed but I saw this at Whole Foods and had to give it a go because I m like a Ben and Jerry s expert at this point I thought it was going to be gross but I was pleasantly surprised by how all the flavors complimented each other I left a few other people in the house have a small spoonful and they liked it as well And to the person who said Strawberry Cheesecake is gone you are wrong That flavor is everywhere and never going away Perhaps your store just stopped carrying it It would be nice if they brought back the Blueberry Cheesecake flavor that was an exclusive at Walmart years ago Anyway Blackberry ice cream gets thumbs up from me ',\n",
       " 'This is my new favorite ice cream  It is absolutely delicious I saw this at my local Whole Foods and decided to give it a try since I was craving ice cream with berries and I was so pleased when I got home and tried it This flavor has just the right amount of sweetness and the flavor combo is to die for The chocolate covered almonds and cookie bits not only add to the flavors but provide a great texture I usually don t write reviews but this is so good and I m afraid it will only be a limited time product I hope they keep this one I ll buy it forever Recommending to all my family and friends ',\n",
       " 'I m not even a big ice cream fan but this is life changing ',\n",
       " 'first of all the pieces of cookie throughout the ice cream are EVERYTHING I love the balance of flavors It s so good I m actively searching for it which is the primary reason I ended up on this website but figured I d add a review and give it  stars to keep it on shelves ',\n",
       " 'This is a great balance of flavors  each one compliments the other and none of them are too over powering Creamy sweet and a little fruity I especially like that s it not jam packed with fixings and you get to taste the actual ice cream ',\n",
       " 'Great flavor combination I wanted to try it because it was a new flavor and ended up loving it Definitely in my top  My only criticism is that is it difficult to obtain ',\n",
       " 'When I bought this flavor I was hesitant to switch things up from my trusty flavor The Tonight Dough At night I got peckish and searched the fridge until I remembered about this new flavor I was in bed when I had my first bite my only main regret ',\n",
       " 'Bring Bach strawberry cheesecake This isn t cutting it  I m done buying Ben and Jerry s until it comes back  ',\n",
       " 'This is my Favorite Ben  Jerrys Flavor ever I wish it was easier to find so many pB cups   LOVE that  I really hope they make it permanent because their is not very many other options for banana lovers  I Hate the toppings in Chunky Monkey     would love if they added fudge brownies',\n",
       " 'I m so glad this flavor exists it s my new favorite Chocolate PB and banana is such a good combo I order smoothies and milkshakes in that combo too ',\n",
       " 'It s like chunky monkey but with peanut butter cups instead of nuts ',\n",
       " 'This is the best Ben  Jerry s I ve ever had I can no longer eat nuts so the peanut butter cups are the best alternative to Chubby Hubby I hope this flavor is available forever ',\n",
       " 'Bought this on a whim and it s the best B J flavor of them all ',\n",
       " 'My local store sold out completely of this flavor no word when it s coming back   I love it The banana so good It s the better version of chunky monkey The cups are perfect ',\n",
       " 'This is the best flavor Ben and Jerry s has done Banana and chocolate ice cream with mini peanut butter cups Please please keep this as a permanent flavor I buy multiple containers whenever I can find it ',\n",
       " 'Happened upon this at the grocery store and knew I needed to get it I ve been enjoying Jen  Jerry s for decades and my favorites before this were Cherry Garcia Apple Pie a la Mode from years ago  I heard this one couldn t be added to the reg menu because the price of apples fluctuates too much  Chocolate Chip Cookie Dough then Half Baked and more recently Cinnamon Buns This one combines SO MANY of my favorites cinnamon dough chocolate brownies   and now SPICE YAS I LOVE spiced and spicy chocolate and what has been created here with this special edition is just EVERYTHING PLEASE keep churning this one out   D It is simply the BEST ',\n",
       " 'I have been hooked on half baked for years now but this flavor changed everything There s just so much depth of flavor I thought the spicy brownie would be too much but it s very mild I d still prefer normal brownie but not by much I love that the cinnamon ice cream and chocolate ice cream are two different ice creams swirled together At first glance I thought it was going to be just chocolate ice cream with cinnamon flavor but I was wrong Every bite is a unique balance of flavor that sends my tastebuds to heaven I just wish it wasn t a limited batch I can t go back to just half baked after this ',\n",
       " 'I really enjoyed this flavor interesting but not so far out there that I couldn t wrap my taste buds around it I was a bit skeptical about the spice factor but it was nice and mild  However while the pint succeeded in taste it fell short on execution bad pun unintended considering the name  The chocolate base was noticeably less dense than the cinnamon and was riddled with tiny air bubbles It still tasted great but the creaminess was inconsistent and likewise there were plenty of dough gobs but only  big brownie chunks Seems like Justice Remix d just needed a a bit more balanced mixing For reference my pint s info UPC        Date FEB  BJ            ',\n",
       " 'I bought this flavor today Upon trying it I immediately wanted to go back to the store  buy every pint that they had SOOO GOOOD  Please keep this as a permanent flavor instead of a limited batch This is one of the best flavors you ve designed in a long time except for the sour sorbet this summer ',\n",
       " 'Oh man I don t even seek out ice cream that often but this flavor caught my eye and now I am an absolute fiend for it I m getting emotional thinking about this ice cream I tell everyone I know to please try this ice cream I sent out text messages to my family telling them to go buy this ice cream I have never tasted anything like it in my life Please keep it forever I m obsessed  And of course I am also happy to hear about the nonprofit partnership ',\n",
       " 'This is delicious I didn t know what to expect when I read the description of the flavor but OMG it s so good It takes like the Abuelita brand hot chocolate with a little hint of spice from the brownies I love it ',\n",
       " 'I was a little nervous about the spicy brownies but oh my gosh I love this flavor  Please be a regular flavor not a limited batch  It s so good  ',\n",
       " 'This hit every sweet spot for me I m serious Absolutley loved this flavor and I m actually a little sad I tried it because if it s a limited edition flavor that means it ll go away and never return This needs a spot in the regular rotation Don t make me go back to the store and hoard all of them ',\n",
       " 'I love cinnamon more than any other flavour in general in cakes bubble gum tequilla porridge    you see ice cream is certainly no exception  so i was really excited to try the ben  jerry s cinnamon bun when I saw that flavour for the first time some years ago Unfortunately when it comes to ice cream I strongly prefer chocolate over vanilla or caramel as a base so I the cinnamon bun flavour didn t blow my mind completelly Just  hour ago I saw THIS new flavour at a gas station and coudn t resist It s even better than I expected because the spiciness harmonize so well with the cinnamon  chocolate that I always love  So I highly recommend this ice cream flavour to anyone who really loves cinnamon in general and chocolate ice cream ',\n",
       " 'The Ben  Jerry s line of ice cream is some of the best I have ever tasted When I spied this the newest in the freezer at my local grocery I was intrigued So I ponied up my cash and brought it home As usual I popped the top and took a taste OMG I was floored This has to be added to the line up as a permanent option It is everything I did not expect it to be The flavors burst in your mouth The combination of cinnamon and chocolate although seemingly odd are perfect together And the topping on the cake is the spicy fudge brownie Love this new flavor ',\n",
       " 'I can t stop buying this flavor The balance of cinnamon ice cream chocolate ice cream tiny chunks of cinnamon bun dough and bits of spicy brownie  OH MY GOD It s perfect I saw a picture of this flavor online and then noticed it in my local grocery store so I bought it That was a month ago and now I can t stop Please please please Mr Ben and Mr Jerry I am begging you from my soul to keep this in the permanent rotation JUSTICE TASTES DELICIOUS ',\n",
       " 'So glad to see B J step it up on the activism front as well as on the taste buds front This is a delicious ice cream',\n",
       " 'This flavor combination is out of this world with perfect balance of flavors textures and   that cinnamon spice is everything i wanted to try this initially because I support the cause and I was curious about how the flavor combo would be  and now I m here begging you to add this to the regular rotation of flavors even though I never write reviews I just went and bought out my local stores stock Please add this to the regular line up ',\n",
       " 'I saw this in the store and had to buy it as soon as I saw the words spicy brownie  They weren t lying the brownies have a really interesting kick I can understand why it was too strong for some but for me it made up for the lack of cinnamon promised in the ice cream and cinnamon bun dough which basically was like their cookie dough in texture minus the chips  This is a flavor for people who like the classics but are bold enough to try out some more exotic ones Overall one of the most intriguing flavors I ve had from Ben and Jerry s ',\n",
       " 'I m not sure I will ever love again This is a fantasticly unusual combination that just hits every mark for me I can usually ration out my pints over a couple weeks but this flavor only lasts me two sittings Anytime you need a break from the sugary cinnamon the deep rich chocolate is there to smooth things over with a little spice and vice versa I would definitely become a regular fanatic if this became a daily flavor r i p my diet ',\n",
       " 'It s so good The cinnamon seems to pervade the entire pint and the spicy brownie bits are so tasty and interesting I don t think that Ben and Jerry s has another flavor with a spicy element and I don t think that they need another one if they were to just keep this one around which is exactly what they should do I am gonna be so sad when they take this one away I get that its kind of a weird flavor but it seems like the people who like it REALLY love it ',\n",
       " 'This flavor is exactly what I didn t know I needed the cinnamon ice cream and hint of heat from the brownies really make it something special I hope Justice ReMix d becomes a regular flavor it s one of the best in the Ben and Jerry s lineup and I d be so sad to see it go ',\n",
       " 'Someone brought this in at work and I immediately fell in love with it It has chocolate chunky dough and cinnamon  So Good ',\n",
       " 'This flavor combined my two favorite desserts  chocolate and cinnamon rolls To me it tastes like the Mexican hot chocolate Abuelita  which I LOVE I didn t read that the brownies were spicy so I was confused at first but it was a great addition ',\n",
       " 'I m an ultimate half baked person and this is amazing and just what I wanted Please keep it is so good  ',\n",
       " 'Whoever expresses this as a disappointment is wild All these flavors paired wonderfully and the spice to the brownie is like a cinnamon spice and so delightful I ll be sad once this is gone Love it ',\n",
       " 'This is my favorite flavor ever Its the only flavor I buy now when I get ice cream and I always buy  or  pints of it at a time out of fear it won t be there when I go to the store next I love the cinnamon and spicy brownie combination There isn t a substitute to this and I will actually cry when its no longer available ',\n",
       " 'I am in love with this ice cream as of many others I know I always seem to become OBSESSED with a product when it is a Limited edition item For the first time ever I am actually contacting a company in hopes to continue my obsession with this fantastic ice cream PLEASE keep this flavor available   ',\n",
       " 'This is how every flavor pint should be Gorgeous chunks evenly distributed throughout creamy chocolatey with a cinnamon zing Phenomenal ',\n",
       " 'This is actually some of the best ice cream I have Ever had All the spicy elements blend perfectly with the chocolate to create something I can only describe as the apotheosis of Mexican hot chocolate Please don t take this deliciousness away from me  Make this a regular flavor ',\n",
       " 'Bought this yesterday at my local supermarket and ate half the pint already Love it love it love it ',\n",
       " 'LOVE LOVE LOVE Please keep this flavor definitely one of my favorites I can t get enough of it   ',\n",
       " 'Please please PLEASE keep this flavor  It is my all time favorite Ben and Jerry s flavor ',\n",
       " 'I love the cinnamon bun and can t find it saw this and tried it Best flavor ever Please please please keep ',\n",
       " 'Loved the cinnabon pieces and the spicy brownie pieces ',\n",
       " '  and you will not change my mind Its cruel and unusual that this is a limited edition batch ',\n",
       " 'This is the kind of pint that I could eat in one sitting but have to hold back to save more for the next day The combination of flavors are exquisite in my opinion  Nothing to complain about for me If you re scared of the spicy chocolate know it is not very spicy and quite delicious THIS ICE CREAM NEEDS TO BE PERMANENT because I ve realized I can t live without it now Please consider keeping it  ',\n",
       " 'I was skeptical initially on the spicy fudge brownies but holy Hannah It s    amazing It is darn near impossible to stop at one serving I hope this stays around for a while or I ll have to get another freezer to stock up ',\n",
       " 'I d never had a favorite ice cream flavor before I tried Justice ReMix d and now I ve gone through five pints and counting and I would sacrifice my firstborn to keep it in the roster forever',\n",
       " 'This flavor is complete perfection It s the perfect balance of chocolate and cinnamon I love the spicy brownie not too spicy and the cinnamon roll I just keep buying multiple pints every time I go to a grocery store because this flavor is almost singlehandedly getting me through the stress of working during the pandemic As an added bonus to the delicious flavor the nonprofit connection is for criminal justice reform  ice cream doesn t get any better than this I hope you add it as a permanent flavor ',\n",
       " 'At first I didn t feel the spice from the brownie but when it s eaten alone its definitely there This flavor is sooo good I wish it would be a permanent flavor ',\n",
       " 'I was really excited to try this one when I heard about it I love the spicy sweet aspect and really wish they would make this one of the regular flavors',\n",
       " 'The ice creams are blah but the spiced up brownies saved the pint  until I ate it All ',\n",
       " 'My curiousity stopped on the label at gobs of cinnamon bun dough  so I didn t even notice the spicy fudge brownie part Turned out I don t actually like the little cinnamon dough buttons easy to spit out  but the spicy brownies really made this worth the purchase I hope they revisit it again Loving the cinnamon spicy chocolate combo ',\n",
       " 'The icecream itself and the cinnamon buns were good but the brownie was too strongly spiced ',\n",
       " 'I haven t found a new ice cream flavor like this in awhile I would love to have it permanently because it is my fave flavor currently Very odd but satisfying The spiciness of the brownies works perfect with the sweetness of the mix of the cinnammon bun dough and ice cream I d love to see more creativity like this in my ice cream ',\n",
       " 'Ever since this ice cream has come out I always have a pint of it in the fridge Seriously right now I have  Not only is this my favorite ice cream of all time but it also supports a great cause so maybe we can be lucky enough to keep this pint because as long as you guys make it I will keep buying it ',\n",
       " 'I was more disappointed in myself than I was in this ice cream I really wish I liked it I really do All the mix ins were right up my alley I don t know where my taste buds took a wrong turn I had visions of a cinnamon roll with spicy hot chocolate to wash it down but instead it was like a roller derby of playfully competitive flavours fighting each other to win In turn they ended up too black and blue to discern who was who   ',\n",
       " 'NEEDS TO BE A PERMANENT FLAVOR I can t believe there s a flavor that combines my favorites cinnamon bun with Half Baked Every bite was so interesting and delightful A whole pint goes down eeeeasy I hope I can find this again DEFINITELY a new favorite ',\n",
       " 'Was first time trying and I m addicted the spicy fudge brownies paired with the sweet chocolate ice cream and cinnamon bun dough is to die for thanks Ben Jerry s for the best I ve cream always  Ricco',\n",
       " 'The flavors did not go well together AT ALL It sounded interesting so I decided to give it a try I like spicy food but the spicy brownie mixed with the strong cinnamon flavor was vile If I had very much of it I Would be nauseous  The second I bit in to the brownie I thought this is disgusting  Absolutely the worst Ben  Jerry s flavor I have tried and the worst flavor of ANY ice cream I ve ever tried GROSS ',\n",
       " 'Oh my gosh I loooooooove the mixture of chocolate and spicy brownies It reminds of Mexican hot cocoa I vote to keep this flavor forever ',\n",
       " 'Please make this a permanent flavor It s one of the most unique delicious flavors you ve ever produced ',\n",
       " 'If you like Mexican hot chocolate you ll like this It s delicious ',\n",
       " 'The cinnamon spice is way too aggressive  tastes more like strong gingerbread  and the flavor doesn t pair well with the chocolate at all ',\n",
       " 'New favorite ice cream Ate all of it in one night Heck yeah',\n",
       " 'This is the combination of all of my favorite things and I m so happy It is so delicious and I hope Ben and Jerry s never stops making it I d always wondered about the lack of Ben and Jerry s cinnamon ice cream because it s my absolute favorite  and Justice Remix d knocked it out of the park Everything is so cinnamony and chocolately I love the chunks SO GOOD ',\n",
       " 'I bought this a week ago because it sounded delicious After finishing the first one a couple days ago I just had to get another I had to go to two stores to get one and learned it s a limited batch I LOVE cinnamon ice cream mix that with cinnamon bun dough and spicy brownies and it is heaven on earth PLEASE PLEASE PLEASE add this to your line of regularly available flavors I would hate to lose it as quickly as I discovered it ',\n",
       " 'The cinnamon ice cream and chocolate ice cream are great And the cinnamon bun dough is out of this world  But the spicy brownie in it overpowers everything I end up picking it out of the ice cream Honestly either the brownie needs to be taken out all together or the brownie needs to be a plain brownie instead of a spicy one There is also so much brownie in it so it could also stand to be toned down in that regard as well',\n",
       " 'I got this flavor by accident Had done curbside pickup at the grocery but instead of Phish Food I received this It sat in the freezer for about a week and decided to try it I honestly feel like my taste buds were being punished as if i lost a bet and was forced to eat this If fear factor created an ice cream flavor this would be it None of the flavors work together The cinnamon is too strong Would be better if it tasted more like a cinnamon roll than the cinnamon challenge from a few years back The spicy brownie makes no sense The flavor is so off putting i wanted to gag They could have easily used some sort of Mexican hot chocolate flavor and it would have been so much better I really have no words except this is one of the most vile and disgusting flavors I have ever eaten Save your money and make a donation to your favorite social justice charity ',\n",
       " 'Not only does this ice cream flavor support a I cause important to me but it s an amazing texture and flavor combo That spicy ribbon of fudgy brownie  Those cinnamon roll chunks  My tongue is dancing to this beat How does this not have an average of  stars already It s the remix I needed Play it again Make it a permanent member on the Ben  Jerry s Flavor Playlist ',\n",
       " 'I wish this flavor was around year round I never knew I needed this in my life until I unlowingky took a bite into the most heavenly thing I ve ever eaten I LOVE IT',\n",
       " 'Went looking for Justice Remix d ice cream because of a facebook post that led me to Ben  Jerry s civic and social commitment The Ice cream happens to contain a cinnamon and brownie deliciousness that I love and is hard to find together A true surprise and delight Thank you so much and if the blueberry one comes about I know I ll like that one too ',\n",
       " 'So many ice creams these days are one trick ponies sweet on sweet on sweet A well balanced dessert needs multiple notes This delivers Warm cinnamon spicy brownies bitter chocolate and of course smooth sweet Ben and Jerry s icecream ',\n",
       " 'Sugary and not great This is probably my least favorite flavor I have ever had of Ben and Jerry s ',\n",
       " 'I wanted to like this flavor so badly but I just didn t The spicy brownie ruined it for me I ended up digging out the brownie and just eating the rest ',\n",
       " 'I know I bought this but I can t remember it So that means that A it s not horrible and B it s not outstanding Kind of like a blind date who is certain to end up with someone decent and you wish him the best but he s not for you I d probably buy it again just to make sure I wasn t intoxicated the first time and that s why I forgot ',\n",
       " 'Just bought this and took three bites and I couldn t swallow any more this is the most disgusting ice cream I ve ever had I don t know how it made it to the shelves',\n",
       " 'I love Ben  Jerry s however this one is not for me Dissapointed ',\n",
       " 'Super icky I ve never thrown away an almost full pint of Ben Jerry s before The cinnamon flavor was too strong and the spicy brownies absolutely unpleasant ',\n",
       " 'Don t waste your time Much like protests the whole thing is ruined by disgusting spicy chocolate ',\n",
       " 'I love this flavor so much that it is now my official go to The surprising bite of spicy brownie is so delicious I was hesitant to try it because I can t do too spicy anymore but this has just a small amount of spice which oddly balances with the sweet I hope this becomes a part of the permanent collection ',\n",
       " 'I m not a chocolate fan at all but I love cinnamon so I decided to give this flavor a try and im glad I did  The chocolate wasn t overwhelming and the cinnamon mellowed it out I loved the chunks of spicy fudge and cinnamon bun dough This was super creative and perfectly executed',\n",
       " 'Thank you for using your platform for good Ice cream flavours are incredible with real ice cream It amazes me how socially responsible this company is I   recommend this brand to everyone I know any chance I get Incredible flavours incredible missions worth the price ',\n",
       " 'I ll admit  the colorful packaging and good cause drew me in Who knew that the cinnamon that lingers would be the thing that keeps me walking back to the fridge each night around   pm I m not an ice cream addict but this flavor is more like a gourmet treat Indulge ',\n",
       " 'Probably the worst ice cream that has ever been created Absolutely disgusting',\n",
       " 'I love Ben and Jerry s because their ice cream is delicious and because they support good causes This flavor looked interesting and I like knowing that a portion of the money I spent might help make a difference I ended up eating the whole pint in one sitting',\n",
       " 'If you don t like the flavor profile chances are you won t like this pint of ice cream However if it sounds good to you like it does to me pretty sure you ll enjoy this ice cream My only complaint is I wish it had more of the spicy fudge brownie pieces',\n",
       " 'I was so excited to try this but it was absolutely terrible It made my stomach hurt and I literally was nauseous ',\n",
       " 'I have never written a review here before but I thought this necessary to see if you could make it permanent It is so so so good The spicy chocolate and everything is amazing I went back and bought our grocer out Please make it permanent  ',\n",
       " 'What a change of pace Not a huge fan of chocolate but the cinnamon gives it a good balance What s B J without something gooey Oh yes Gooey gobs of cinnamon bun dough and brownies Even the brownies are magical The taste bursts on my tongue ',\n",
       " 'The flavor combination is disgusting obviously no real thought went into this ice cream and I doubt anyone taste tested it ',\n",
       " 'I didn t really know what to expect with this flavor and it was different but still super good It is pretty powerful on the cinnamon and with the spicy brownies but everything complemented super well together Would probably buy again ',\n",
       " 'I found this at the grocery store once and I fell in love with it Unfortunately I haven t been able to find it anywhere after that I really want this flavor of Justice will become a permanent flavor     PLEASE    ',\n",
       " 'I absolutely loved the cinnamon and chocolate flavor combination It s very unique flavor in the best way possible It s easily one of my new favorites The spice in the fudge brownies is perfect to fight against the sweet ',\n",
       " 'Horrible flavor Get rid of it One of your worst ever ',\n",
       " 'I impulse bought the last pint of this my Kroger had and I swear to you it s the best ice cream I ve ever had The spicy brownies were absolute perfection The only problem I m craving more and can t find it anywhere ',\n",
       " 'Why not bring back some of the good flavors from the graveyard instead of garbage like this ',\n",
       " 'Seriously please keep this flavor on the shelves and available forever I love cinnamon buns and brownies But the spicy brownies were new to me and now they re an absolute favorite Can t get enough ',\n",
       " 'Bought this just to try it after reading the label I was intrigued by the spicy brownie aspect I LOVE Mexican brownies  Ate it right out of the pint and was SO GOOD    definitely a new favorite ',\n",
       " 'This is wonderful Definitely different than your traditional flavors but I seek this one out I wish it was easier to find  You have to LOVE cinnamon though some strong flavors here ',\n",
       " 'This ice cream is amazing the flavors go together so well and remind me of Mexican style hot chocolate with a lovely spicy kick Please add this to your permanent roster of flavors  ',\n",
       " 'This flavor absolutely rules and I hope it never goes away I love that Ben  Jerry s takes social justice seriously as a company and I love the work they ve done with Senator Sanders ',\n",
       " 'AMAZING FLAVOUR Ben and Jerry are so awesome that I don t mind paying more for this ice cream because they pay their employees very well Great guys Gen Z loves and approves ',\n",
       " 'I ve eaten way too many kinds of ice cream and this is easily one of the most amazing and creative kinds that I have ever had Any time I see it in a store I have to buy it ',\n",
       " 'I almost didn t buy this but my daughter convinced me to try it It s amazing I love that it has just a bit of brownie spiciness with the sweetness of the ice cream ',\n",
       " 'All of the flavors pair very well with each other the brownies add just a touch of spiciness that is complimented by the chocolate This is going to be my new go to ',\n",
       " 'This is seriously such a good flavor The brownie in it has enough cinnamon to give it a kick but isn t overbearing and the little cinnamon bun bits are phenomenal ',\n",
       " 'Anyone who rates this below a   is foolish This tastes like heaven  Spicy brownie batter with cinnamon ice cream and Cinnabon pieces I hope this stays forever',\n",
       " 'Hi I just kept feeling like they are reaching for flavors on this one Bring back dastardly mash and New York super chunk',\n",
       " 'I absolutely LOVE this flavor It s sweet with just a touch of spice with my favorite flavors PLEASE make this a permanent flavor ',\n",
       " 'OMG it s so good spicy brownie it s like you have been listening to my inner ice cream dream thoughts Thank You  ',\n",
       " 'i bought this awhile ago and it s good i really realized that I was white when I though the cinnamon was spicy lol',\n",
       " 'I love this It s my favorite ice cream since Late Night Snack I wish it would become a permanent flavor ',\n",
       " 'So good   Please keep this one as a regular It s the closest thing I can find to Mexican Chocolate ',\n",
       " 'the best ice cream flavor out there the spice is phenomenal and it NEEDS to be a regular flavor',\n",
       " 'Are a combination meant for holy matrimony This flavor needs to be made a permanent option ',\n",
       " 'Please keep this flavor it s my favorite the cinnamon and chocolate are a perfect combo',\n",
       " 'I love this flavor so much this is my favorite pls dont ever get rid of it im begging',\n",
       " 'This is by far my favorite flavor of all time with Cinnamon Bun Please keep it  ',\n",
       " 'Absolutely love this ice cream   I ve never been disappointed when trying flavors',\n",
       " 'Not for everyone but I like it Lots of cinnamon flavor and a nice hit of chili',\n",
       " 'This is an amazing combination of flavors Please make it a regular ',\n",
       " 'They ve done it again Few things I crave now this is on the list',\n",
       " 'Love this flavor so much Dethroned several of my favorites ',\n",
       " 'I love this flavor and am already sad that it is a limited item Yummy chocolate ice cream with crispy toffee  fudge cows and sugar cookie core It s all amazing and a terrific combination Please please please how do we make it a regular flavor ',\n",
       " 'Bought this the other day and omg I am in love This needs to be available always please don t take it away it s too good to not be around for long  The sugar cookie core is to die for ',\n",
       " 'I m just gnna say This one makes me wanna sit on the couch and just smile n dance like a chunky little kid gettin their ice cream shimmy on  The chocolate ice cream for some reason tastes so dang good in this batch The toffee bits are such an awesome touch to it The fudge cows another awesome texture element with a hit of a nice bittersweet dark chocolate to contrast the sweet salty toffee crunch and silky smooth milk chocolate ice cream But the dang killer here is    that SUGAR COOKIE CORE WHOA B J  ur just showing off now That stuff   is like  out of this world  U should really put a litttlleee more in the pint hehe  D But anywho it s Uber yummy  Wouldn t be surprised if it became a next hit and stuck around ',\n",
       " 'This is my favorite Netflix B J flavor and I will be purchasing again I was worried this would be too sweet but has the perfect balance of chocolate toffee fudge and sugar cookie core The sugar cookie core is not overbearing like some other core flavors I also love the that the texture is both smooth and crunchy I hope this become permanent',\n",
       " 'I was excited to try this new flavor last week What s not to love about fudge cows toffee and sugar cookie Unfortunately for me it was a major flop The ice cream and fudge cows were enjoyable The toffee clusters were a weird texture experience unfortunately I was expecting something more along the lines of the toffee in Everything But The   which I really enjoy The real disappointment and reason I m actually taking the time to review ice cream was the sugar cookie dough core For me it just tasted of wet sugar Grainy too soft no flavor Ben and Jerry s has set high expectations for their products but sadly this one didn t deliver for me ',\n",
       " 'The combination of flavors in this ice cream is OUT OF THIS WORLD I was lucky enough to find one pint and have been searching for more I really hope this becomes a regular flavor because I m obsessed I ve been checking all the stores nearby and everywhere is sold out Please please please keep this one around ',\n",
       " 'The combination of flavors makes an incredible medley for your taste buds It was exciting to try a new flavor The sugar cookie dough is absolutely heavenly You have to try this new flavor combination ',\n",
       " 'Hole y Cow   Hole y as in holes You know because craters   Oh well  Couldn t wait for Boots to show up in stores so when it did I pounced I would be over the moon if this was made a regular flavor For heaven s sake do it This is one of the best B J flavors I ve ever had Been eating B J for decades ',\n",
       " 'I tried this last week for the first time on a whim because there was no other B J s left at the grocery store  I was nervous because myself and my partner are not usually chocolate ice cream lovers but this one has changed our minds  The cookie core and other bits balance out the chocolate ice cream PERFECTLY I ve been trying to track it down again since but it seems people have caught on to it and it s been sold out You have to try it ',\n",
       " 'My son and I can t stop talking about how good this flavor is and how we would sign a petition to get it made a permanent Ben and Jerry s variety Please continue to make it  the combination of fudge and sugar cookies and toffee oMG ',\n",
       " 'After searching all the stores in my area I was finally able to get my hands on what I now believe to be my new favorite Please don t let this be a limited batch It s too good to disappear  ',\n",
       " 'I bought this flavor a week ago hearing about it from the office ladies podcast It sounded good and I love supporting them and also Space Force so I had to buy it I am not kidding when I say this is literally the best flavor I ve ever had And it s not even close to my old favorite go to of cookie dough and cookies and cream so that says ALOT This needs to be a permanent flavor   stars ',\n",
       " 'I got a serious case of the munchies and this was the best icecream a person could ask for  A ice cream for the Gods and them mini chocolate cows got me feeling like a archaeologist digging thru looking for there goodness Hats off ',\n",
       " 'Move over Phish Food and Cherry Garcia and Coffee Coffee Buzz Buzz and Americone Dream all legit faves of mine And make room New York Super Fudge Chunk because there is a new Wowzer in space  PLEASE make this one stay in orbit  ',\n",
       " 'Searched high and low for this flavor Finally found it and bought  pints Everyone in our family  of us is obsessed with it Hands down a winner Especially love the toffee clusters in this ice cream ',\n",
       " 'The toffee bits sold me on this initially but every part of this flavor was a delicious surprise Everything from the milk chocolate ice cream to the cookie core  so good ',\n",
       " 'This is my new favorite icecream I really hope you guys keep it on forever Usually it takes me months to finish a pint I know it s weird but this one I finished in a day ',\n",
       " 'I never write reviews for anything This is the best ice cream I HAVE EVER EATEN Please please please make this regular ',\n",
       " 'I bought this today and holy camoly it is so good The sugar cookie dough is to die for Can you all please make this regular Please It is a perfect balance of sweet and the toffee adds some saltiness and the sugar cookie dough just finishes it off ',\n",
       " 'The milk chocolate flavor is excellent and there are tons of things to keep your mouth entertained Awesome ',\n",
       " 'I love the special cows and literally everything else about this pint it s so good in every way',\n",
       " 'I went back and bought the rest of them at my local store Please make these a regular flavor ',\n",
       " 'I m sitting on the couch devouring this entire pint Make this flavor permanent i need it in my life Love chocolate based ice creams with crunchy additions like almonds chocolate toffee etc Most are ruined with marshmallow so this was an exciting flavor to find My other fave is New York Super Fudge Chunk We need more chocolate flavors like these ',\n",
       " 'I went to five stores in my area looking for Boots on the Moon  I love all things MOON and I thought I would like it and I was wrong  I LOVE it I had some for breakfast today  and dinner tonight I am glad I live alone so I don t have to share it Am I addicted to it Will an intervention be called for Tune in and make it regular  ',\n",
       " 'My usual pint Milk and Cookies has taken a back seat The sugar cookie core  the toffee is a combination to DIE FOR Plus we all know the delight that is B J chocolate ice cream ',\n",
       " 'One of my new favorite flavors I m so sad that it s not a regular flavor The sugar cookie core is my favorite part and the toffee clusters add a great sweet crunch Would definitely keep purchasing this if they made it a regular flavor ',\n",
       " 'Seriously  never get rid of this  even if the show doesn t continue on which it should  never ever ever get rid of this amazing flavor combination ',\n",
       " 'I seem to have discovered this flavor just as it was going out of stock Got one for me and one for my wife and we both thought it was fan freaking tastic It even has a hint of malt flavor whether unintentional or due to a confluence of other ingredients I d have trouble choosing between this and Phish Food and that s saying something I d be even more stoked if you could make a froyo version  cuz the reduced calories and saturated fat would let me eat it more often ',\n",
       " 'This is seriously my fave  Please make it permanent  ',\n",
       " 'My new favorite flavor from you please make more   ',\n",
       " 'Okay I m not joking when I say I love and hate this flavor at the same time I pe this flavor because it is BY FAR the best tasting Ben and Jerry s flavor ever made no competition  and i amd a huge Ben and Jerry s fan The reason I hate it is because this flavor has caused me to gain like  lbs at this point because I cannot stop eating it It does not get old Ever The crunchy sweetness of the toffee is spot on amd just pairs PERFECTLY with the sugar cookie core and the milk chocolate ice cream Oh yeah MILK CHOCOLATE The milk chocolate is so good I have eaten probably like  of these at this point and everytime the core is big and i never get a bad core Every pint i have gotten has been just as good ig not better than the last Please Ben amd Jerry s If you are reading this DO NOT MAKE THIS A LIMITED TIME FLAVOR ',\n",
       " 'This new flavor is so good I love it it s like a fun twist on some well loved Phish Food flavors The little chocolate cows are such a cute touch I hope that this becomes a regular flavor as it is now my favorite chocolate ice cream based B J pint My fav of all time will always be Salted Caramel Core but this is a close second Definitely for caramel and toffee fans I even loved the sugar cookie core ',\n",
       " 'I am not the biggest ice cream fan but I do like a good dessert but this was everything I could have wanted from a dessert creamy chocolate a nice crunch of cookies and toffee a smooth flavor that wants me going back for more If your a fan of texture and something out of the ordinary give this a try I know I did and I cannot wait to get more ',\n",
       " 'When I first discovered this I was on the East Coast Found it in a tiny gas station After one scoop I immediately made plans to go back and buy the place out Bought the remaining three pints the next day We only had a week left on our trip but I had no issues finishing all  pints ',\n",
       " 'Just tried chip happens yummy Don t know how you managed the chips in it but love the salty sweet combo Reminds me of b day s as a child',\n",
       " 'I love this flavor SO MUCH It s such a bummer when the limited time flavors are the best flavors I still think about the   Empower mint Please keep this one going And maybe bring back the Empower mint ',\n",
       " 'This could ve been fantastic but you went and ruined it with Almonds one of the most common food allergies ',\n",
       " 'My daughter   and I think this is one of the best flavors Can t stop wanting in our freezer Please make it a regular ',\n",
       " 'Absolute favorite flavor All the flavors compliment each other perfectly and make a final product that is absolutely to die for Please please please make it a regular flavor ',\n",
       " 'One of the best flavors out there At first the cookie core had me second guessing but I was   wrong Everything about this is amazing Its a shame that its a limited batch ',\n",
       " 'Tastes kind of bland The sugar cookie core doesn t really taste like much especially when combined with the chocolate ice cream Favorite part was the toffee pieces ',\n",
       " 'Sugar cookie dough core make that into a flavor only',\n",
       " 'I loved this ice cream so much I typed in Ben and Jerry s Americone Dream is amazing into Google I wanted to add a review since there was only one so far  To my surprise the cone was still crispy and the amount of fudge covering the cone was not overwhelming whatsoever But the caramel swirl is fantastic quality bringing back memories of the first time I had caramel with a side of Apple I chose this because I was looking for a non traditional flavor but not too rich now don t get me wrong eating half a pint is definitely a hefty load on the gut but it doesn t feel too busy and you still get to enjoy the ice cream ',\n",
       " ...]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus = list(X)\n",
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "149988cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "965690"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_reviews = reviews.text.str.cat(sep=' ')\n",
    "all_reviews = re.sub('[\\W\\d]',' ',all_reviews)\n",
    "all_reviews = re.sub('  ',' ',all_reviews)\n",
    "\n",
    "word_list = all_reviews.split(' ')\n",
    "len(word_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "4a07d2ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "stops = list(stopwords.words('english'))\n",
    "stops.extend(['ice','cream','flavor','like','love','taste','best','really','would','favorite',\n",
    "              'chocolate', 'vanilla','good','disappointed','bought','product','great','perfect',\n",
    "              'flavors','pint','ever','one','buy','amazing','find','time','try','get','eat','go',\n",
    "              'tried','tastes','back','used','even','tasted','please','cookie','dough','coffee',\n",
    "              'butter','breyers','peanut','caramel','delicious','ben','gelato','little','always',\n",
    "              'every','never','much','definitely','store','new','jerry','make','still','bit','however',\n",
    "              'way','cookies','brand','could','haagen','got','better','first','wish','dairy','eating',\n",
    "              'think','loved','core','excited','thought','bad','something','changed','years','chip',\n",
    "              'recommend','absolutely','treat','dazs','container','last','disappointing','milk','quality',\n",
    "              'also','last','brownie','sure','fudge','though','free','jerrys','part','talenti','cheesecake',\n",
    "              'swirl','right','well','stores','mint','well','fun','enough','buying','recipe','bars',\n",
    "              'toffee','see','icecream','nothing','heath','lot','fan','day','far','since','half','found',\n",
    "              'made','bar','many','creams','pretty','change','know','different','want','nice','two',\n",
    "              'purchased','thank','almost','away','less','maybe','whole',\n",
    "              'thing','review','bottom','overall','going','truffels','lime','keep','amount','feel',\n",
    "              'yummy','makes','sugar','top','enjoy','worth','combination','stars','pints','say',\n",
    "              'unfortunately','truffles','frozen','terrible','bite','real','noticed','us','reviewed',\n",
    "              'another','enjoyed','times','strawberry','actually','rum','add','big','longer','old',\n",
    "              'brands','reviews','size','past','super','base','bring','kind','seems','sad','money',\n",
    "              'carton','low','waste','bean','awful','looking','pieces'])\n",
    "cv = CountVectorizer(stop_words=stops)\n",
    "tv = TfidfVectorizer(stop_words=stops)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "6c9849c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_cv = cv.fit_transform(X_train)\n",
    "X_test_cv  = cv.transform(X_test)\n",
    "\n",
    "X_train_tv = tv.fit_transform(X_train)\n",
    "X_test_tv  = tv.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "fc4b5264",
   "metadata": {},
   "outputs": [],
   "source": [
    "dtm_cv_train = pd.DataFrame(X_train_cv.toarray(), columns=cv.get_feature_names_out())\n",
    "tfidf_train = pd.DataFrame(X_train_tv.toarray(), columns=tv.get_feature_names_out())\n",
    "\n",
    "dtm_cv_test = pd.DataFrame(X_test_cv.toarray(), columns=cv.get_feature_names_out())\n",
    "tfidf_test = pd.DataFrame(X_test_tv.toarray(), columns=tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "a3f44bbe",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       "\n",
       "[915 rows x 2664 columns]"
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     "execution_count": 187,
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     "output_type": "execute_result"
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      "text/plain": [
       "     aback  abd  able  absence  absoluely  absolute  absolutely  absolutly  \\\n",
       "0      0.0  0.0   0.0      0.0        0.0       0.0    0.000000        0.0   \n",
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       "4      0.0  0.0   0.0      0.0        0.0       0.0    0.000000        0.0   \n",
       "..     ...  ...   ...      ...        ...       ...         ...        ...   \n",
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       "914    0.0  0.0   0.0      0.0        0.0       0.0    0.000000        0.0   \n",
       "\n",
       "     abundant  acceptable  ...  yrs  yuck  yuk  yum  yummiest  yumminess  \\\n",
       "0         0.0         0.0  ...  0.0   0.0  0.0  0.0       0.0        0.0   \n",
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       "..        ...         ...  ...  ...   ...  ...  ...       ...        ...   \n",
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       "914       0.0         0.0  ...  0.0   0.0  0.0  0.0       0.0        0.0   \n",
       "\n",
       "     yummmmmm  yummmy  yummy  yummyyyy  \n",
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       "\n",
       "[915 rows x 2664 columns]"
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     "execution_count": 188,
     "metadata": {},
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    "tfidf"
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  },
  {
   "cell_type": "markdown",
   "id": "4c98191d",
   "metadata": {},
   "source": [
    "Tried 4 Topics: \n",
    "\n",
    "CV: Creamy Vanilla, Vanilla, Ingredient Add-ins (chocolate, peanut butter, mint), Candy/Dessert Add-ins (chocolate chips, cookie dough, brownie)\n",
    "\n",
    "TV: Vanilla, Chocolate, Caramel, Peanut Butter & Chocolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "04b0c5c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NMF(init='nndsvda', n_components=6)"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "nmf_cv = NMF(n_components=6, init='nndsvda')\n",
    "nmf_cv.fit(X_train_cv)\n",
    "\n",
    "nmf_tv = NMF(n_components=6, init='nndsvda')\n",
    "nmf_tv.fit(X_train_tv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "4fdcf492",
   "metadata": {
    "collapsed": true
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00154652, 0.00322464, 0.02506273, ..., 0.        , 0.02774687,\n",
       "        0.01074491],\n",
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       "       [0.        , 0.00803176, 0.        , ..., 0.        , 0.02247607,\n",
       "        0.        ]])"
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     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "ce9824df",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00087865, 0.01056185, 0.01479143, ..., 0.        , 0.03579823,\n",
       "        0.01200174],\n",
       "       [0.00093569, 0.        , 0.        , ..., 0.        , 0.05076049,\n",
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       "       [0.        , 0.00512427, 0.0018833 , ..., 0.        , 0.07237849,\n",
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       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , ..., 0.02462252, 0.02692549,\n",
       "        0.        ]])"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmf_tv.components_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b8c4c104",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_term_cv = nmf_cv.components_.round(3)\n",
    "topic_term_tv = nmf_tv.components_.round(3)\n",
    "\n",
    "topic_term_df_cv = pd.DataFrame(topic_term_cv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\", \"component_5\", \"component_6\"],\n",
    "                columns = cv.get_feature_names_out())\n",
    "\n",
    "topic_term_df_tv = pd.DataFrame(topic_term_tv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\", \"component_5\", \"component_6\"],\n",
    "                columns = tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "c2e2d6de",
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   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_extra_</th>\n",
       "      <th>aa</th>\n",
       "      <th>aaaaand</th>\n",
       "      <th>aaahhh</th>\n",
       "      <th>aaand</th>\n",
       "      <th>aah</th>\n",
       "      <th>aallllll</th>\n",
       "      <th>aarhus</th>\n",
       "      <th>aback</th>\n",
       "      <th>abandoned</th>\n",
       "      <th>...</th>\n",
       "      <th>zebra</th>\n",
       "      <th>zenith</th>\n",
       "      <th>zero</th>\n",
       "      <th>zest</th>\n",
       "      <th>zesty</th>\n",
       "      <th>zilch</th>\n",
       "      <th>zing</th>\n",
       "      <th>zip</th>\n",
       "      <th>zone</th>\n",
       "      <th>țhe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>component_1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>component_2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>component_3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>component_4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>component_5</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>component_6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 11712 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             _extra_     aa  aaaaand  aaahhh  aaand    aah  aallllll  aarhus  \\\n",
       "component_1      0.0  0.000    0.000   0.000  0.001  0.001     0.000   0.000   \n",
       "component_2      0.0  0.000    0.000   0.000  0.000  0.000     0.001   0.001   \n",
       "component_3      0.0  0.001    0.000   0.001  0.000  0.000     0.002   0.001   \n",
       "component_4      0.0  0.000    0.000   0.000  0.000  0.000     0.000   0.000   \n",
       "component_5      0.0  0.000    0.008   0.000  0.000  0.000     0.000   0.000   \n",
       "component_6      0.0  0.003    0.000   0.000  0.000  0.000     0.000   0.000   \n",
       "\n",
       "             aback  abandoned  ...  zebra  zenith   zero   zest  zesty  zilch  \\\n",
       "component_1  0.000      0.000  ...    0.0     0.0  0.002  0.000  0.001  0.000   \n",
       "component_2  0.002      0.000  ...    0.0     0.0  0.010  0.000  0.000  0.000   \n",
       "component_3  0.000      0.001  ...    0.0     0.0  0.000  0.000  0.000  0.000   \n",
       "component_4  0.000      0.000  ...    0.0     0.0  0.011  0.002  0.000  0.001   \n",
       "component_5  0.001      0.000  ...    0.0     0.0  0.016  0.000  0.000  0.000   \n",
       "component_6  0.000      0.001  ...    0.0     0.0  0.000  0.000  0.000  0.000   \n",
       "\n",
       "              zing    zip   zone    țhe  \n",
       "component_1  0.000  0.000  0.000  0.000  \n",
       "component_2  0.000  0.000  0.000  0.001  \n",
       "component_3  0.000  0.002  0.002  0.000  \n",
       "component_4  0.001  0.000  0.001  0.000  \n",
       "component_5  0.000  0.000  0.000  0.000  \n",
       "component_6  0.005  0.000  0.000  0.000  \n",
       "\n",
       "[6 rows x 11712 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_term_df_tv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7d3430c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_topics(model, feature_names, no_top_words, topic_names = None): \n",
    "    for ix, topic in enumerate(model.components_):\n",
    "        if not topic_names or not topic_names[ix]:\n",
    "            print(\"\\nTopic \", ix + 1)\n",
    "        else:\n",
    "            print(\"\\nTopic: \", topic_names[ix])\n",
    "        print(\", \".join([feature_names[i]\n",
    "                        for i in topic.argsort()[:-no_top_words - 1:-1]]))\n",
    "    print(\"\\n\")\n",
    "    return model, feature_names, no_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d9a6cb94",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "chocolate, chip, mint, chips, dark, chunks, rich, white, fudge, marshmallow, raspberry, pieces, brownie, covered, bars\n",
      "\n",
      "Topic  2\n",
      "cookie, dough, core, chip, ben, chunks, pieces, jerrys, brownie, half, delicious, cookies, baked, oatmeal, sugar\n",
      "\n",
      "Topic  3\n",
      "vanilla, bean, breyers, natural, ingredients, haagen, creamy, recipe, better, always, real, quality, changed, dazs, breyer\n",
      "\n",
      "Topic  4\n",
      "butter, peanut, cups, pecan, cup, reese, pieces, swirls, swirl, chunks, breyers, found, hard, first, pretzels\n",
      "\n",
      "Topic  5\n",
      "creamy, delicious, caramel, gelato, sweet, dairy, texture, dazs, free, smooth, talenti, first, breyers, haagen, rich\n",
      "\n",
      "Topic  6\n",
      "ben, coffee, jerry, jerrys, toffee, always, new, chip, never, bar, store, much, heath, crunch, every\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=6),\n",
       " array(['_extra_', 'aa', 'aaaaand', ..., 'zip', 'zone', 'țhe'],\n",
       "       dtype=object),\n",
       " 15)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_cv, cv.get_feature_names_out(), 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2a296561",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "chocolate, mint, chip, chips, dark, chunks, white, marshmallow, raspberry, rich, fudge, covered, pieces, combination, brownie\n",
      "\n",
      "Topic  2\n",
      "dough, cookie, chunks, chip, core, brownie, pieces, amount, bites, brownies, mix, jerrys, enough, grainy, sugar\n",
      "\n",
      "Topic  3\n",
      "butter, peanut, pecan, cups, reese, chocolate, cup, swirls, swirl, breyers, pretzels, salty, banana, chunks, combination\n",
      "\n",
      "Topic  4\n",
      "ben, jerry, jerrys, always, baked, half, never, worth, far, wrong, little, brownie, brand, recommend, every\n",
      "\n",
      "Topic  5\n",
      "vanilla, bean, breyers, natural, creamy, always, ingredients, real, brand, breyer, quality, haagen, plain, smooth, classic\n",
      "\n",
      "Topic  6\n",
      "delicious, creamy, caramel, sweet, gelato, smooth, part, review, rich, texture, definitely, coffee, promotion, collected, recommend\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=6),\n",
       " array(['_extra_', 'aa', 'aaaaand', ..., 'zip', 'zone', 'țhe'],\n",
       "       dtype=object),\n",
       " 15)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_tv, tv.get_feature_names_out(), 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "72effd33",
   "metadata": {},
   "outputs": [],
   "source": [
    "mnb_cv = MultinomialNB()\n",
    "mnb_cv.fit(dtm_cv_train, y_train)\n",
    "cv_score = mnb_cv.score(dtm_cv_test, y_test)\n",
    "\n",
    "# gnb_tv = MultinomialNB()\n",
    "# gnb_tv.fit(tfidf_train, y_train)\n",
    "# tv_score = gnb_tv.score(tfidf_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "f0a87bc8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.77439446366782\n"
     ]
    }
   ],
   "source": [
    "print(cv_score)\n",
    "\n",
    "# print(tv_score)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "ebc6488e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_top_words(vect, bayes, x=0):\n",
    "    sort = bayes.feature_log_prob_[x].argsort()\n",
    "    return [[vect.get_feature_names_out()[i],bayes.feature_log_prob_[x][i]] for i in sort[:-11:-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "c7ee21c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-10.90074979, -10.90074979, -10.90074979, ..., -10.90074979,\n",
       "       -10.90074979, -10.90074979])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " mnb_cv.feature_log_prob_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "80028c0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnb_cv.classes_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47928525",
   "metadata": {},
   "source": [
    "### TODO: implement part of speech tagging to use only adjectives and nouns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "1bb86b8d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 stars\n",
      "[['texture', -5.13319834537823], ['creamy', -5.525240433154254], ['hard', -5.782285536144145], ['sweet', -5.8537445001262896], ['chunks', -5.950908248579937], ['natural', -5.992580944980506], ['crunch', -5.992580944980506], ['chips', -6.117035119453911], ['bland', -6.192070305396825], ['purchase', -6.192070305396825]]\n",
      "2 stars\n",
      "[['texture', -5.468895318867729], ['creamy', -5.519667644241153], ['chunks', -5.68956668103655], ['sweet', -5.83552059365963], ['hard', -6.132772117127562], ['chips', -6.152190202984663], ['rich', -6.346346217425621], ['price', -6.446429675982603], ['bland', -6.473097923064765], ['anymore', -6.500496897252879]]\n",
      "3 stars\n",
      "[['texture', -5.328436131473369], ['chunks', -5.377707180480152], ['creamy', -5.387859551944169], ['sweet', -5.724331788565382], ['chips', -5.84569264556965], ['hard', -6.1441856341256464], ['swirls', -6.259254963910434], ['price', -6.5070911278150145], ['smooth', -6.538839826129595], ['needs', -6.571629648952586]]\n",
      "4 stars\n",
      "[['creamy', -4.683848769899475], ['sweet', -5.058158710227844], ['chunks', -5.29987864711499], ['texture', -5.29987864711499], ['chips', -5.6745720965564], ['rich', -5.70925765454429], ['price', -5.721092112191293], ['smooth', -5.745189663770353], ['hard', -6.26008861292398], ['trying', -6.3232675145455115]]\n",
      "5 stars\n",
      "[['creamy', -4.143770802080541], ['sweet', -4.675843173951009], ['rich', -5.005966182893562], ['smooth', -5.056593476590495], ['texture', -5.142757857340971], ['chunks', -5.256376860548112], ['hard', -5.546772638871489], ['grocery', -5.778101774772138], ['price', -5.780845260717889], ['family', -5.803068397502599]]\n"
     ]
    }
   ],
   "source": [
    "for x in range(5):\n",
    "    print('{} stars'.format(x+1))\n",
    "    print(show_top_words(cv,mnb_cv,x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd2f8886",
   "metadata": {},
   "source": [
    "# Section 2\n",
    "## Redo Analysis with only 5 star ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "34478fe7",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = reviews.text[reviews.stars==5]\n",
    "y = reviews.stars[reviews.stars==5]\n",
    "\n",
    "X = X.apply(lambda x: re.sub('[\\W\\d]',' ',x))\n",
    "X = X.apply(lambda x: re.sub('  ',' ',x))\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "ba21d860",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv = CountVectorizer(stop_words='english', max_df=0.7)\n",
    "tv = TfidfVectorizer(stop_words='english', max_df=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "aa075b21",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_cv = cv.fit_transform(X_train)\n",
    "X_test_cv  = cv.transform(X_test)\n",
    "\n",
    "X_train_tv = tv.fit_transform(X_train)\n",
    "X_test_tv  = tv.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c9e49de",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_cv = cv.fit_transform(X_train)\n",
    "X_test_cv  = cv.transform(X_test)\n",
    "\n",
    "X_train_tv = tv.fit_transform(X_train)\n",
    "X_test_tv  = tv.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "e26a8598",
   "metadata": {},
   "outputs": [],
   "source": [
    "dtm_cv = pd.DataFrame(X_train_cv.toarray(), columns=cv.get_feature_names_out())\n",
    "tfidf = pd.DataFrame(X_train_tv.toarray(), columns=tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf8811a4",
   "metadata": {},
   "source": [
    "Tried 4 Topics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "7d31cf0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NMF(init='nndsvda', n_components=4)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmf_cv = NMF(n_components=4, init='nndsvda')\n",
    "nmf_cv.fit(dtm_cv)\n",
    "\n",
    "nmf_tv = NMF(n_components=4, init='nndsvda')\n",
    "nmf_tv.fit(tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "8ae100c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_term_cv = nmf_cv.components_.round(3)\n",
    "topic_term_tv = nmf_tv.components_.round(3)\n",
    "\n",
    "topic_term_df_cv = pd.DataFrame(topic_term_cv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\"],\n",
    "                columns = cv.get_feature_names_out())\n",
    "\n",
    "topic_term_df_tv = pd.DataFrame(topic_term_tv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\"],\n",
    "                columns = tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "bd20e6b0",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "ice, cream, best, vanilla, like, favorite, good, breyers, creamy, just\n",
      "\n",
      "Topic  2\n",
      "flavor, favorite, like, just, best, time, ve, flavors, ben, new\n",
      "\n",
      "Topic  3\n",
      "chocolate, cookie, dough, peanut, butter, like, chip, perfect, just, vanilla\n",
      "\n",
      "Topic  4\n",
      "love, taste, flavors, good, creamy, just, product, absolutely, gelato, great\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=4),\n",
       " array(['_____', '_extra_', 'aa', ..., 'zip', 'zone', 'țhe'], dtype=object),\n",
       " 10)"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_cv, cv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "57bbf7ba",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "cream, ice, best, vanilla, ve, eat, breyers, brand, better, creams\n",
      "\n",
      "Topic  2\n",
      "dough, cookie, ben, jerrys, chocolate, brownie, chip, chunks, jerry, good\n",
      "\n",
      "Topic  3\n",
      "love, chocolate, taste, creamy, good, great, like, delicious, perfect, just\n",
      "\n",
      "Topic  4\n",
      "flavor, favorite, time, new, ben, jerry, flavors, tried, ve, far\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=4),\n",
       " array(['_____', '_extra_', 'aa', ..., 'zip', 'zone', 'țhe'], dtype=object),\n",
       " 10)"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_tv, tv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f71a68da",
   "metadata": {},
   "source": [
    "# Section 3\n",
    "## Vanilla Only Flavors\n",
    "- 47_bj\n",
    "- 59_hd\n",
    "- 61_hd\n",
    "- 0_breyers\n",
    "- 1_breyers\n",
    "- 2_breyers\n",
    "- 10_breyers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "56315b21",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = reviews.text[reviews.key.isin(['47_bj','59_hd','61_hd','0_breyers','1_breyers','2_breyers','10_breyers'])]\n",
    "y = reviews.stars[reviews.key.isin(['47_bj','59_hd','61_hd','0_breyers','1_breyers','2_breyers','10_breyers'])]\n",
    "\n",
    "X = X.apply(lambda x: re.sub('[\\W\\d]',' ',x))\n",
    "X = X.apply(lambda x: re.sub('  ',' ',x))\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "6709333a",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv = CountVectorizer(stop_words='english', max_df=0.7)\n",
    "tv = TfidfVectorizer(stop_words='english', max_df=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "088d7b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_cv = cv.fit_transform(X_train)\n",
    "X_test_cv  = cv.transform(X_test)\n",
    "\n",
    "X_train_tv = tv.fit_transform(X_train)\n",
    "X_test_tv  = tv.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "bdf2b25f",
   "metadata": {},
   "outputs": [],
   "source": [
    "dtm_cv = pd.DataFrame(X_train_cv.toarray(), columns=cv.get_feature_names_out())\n",
    "tfidf = pd.DataFrame(X_train_tv.toarray(), columns=tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "1636aeda",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/bill/opt/anaconda3/lib/python3.9/site-packages/sklearn/decomposition/_nmf.py:1637: ConvergenceWarning: Maximum number of iterations 200 reached. Increase it to improve convergence.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NMF(init='nndsvda', n_components=4)"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmf_cv = NMF(n_components=4, init='nndsvda')\n",
    "nmf_cv.fit(dtm_cv)\n",
    "\n",
    "nmf_tv = NMF(n_components=4, init='nndsvda')\n",
    "nmf_tv.fit(tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "475363ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_term_cv = nmf_cv.components_.round(3)\n",
    "topic_term_tv = nmf_tv.components_.round(3)\n",
    "\n",
    "topic_term_df_cv = pd.DataFrame(topic_term_cv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\"],\n",
    "                columns = cv.get_feature_names_out())\n",
    "\n",
    "topic_term_df_tv = pd.DataFrame(topic_term_tv,\n",
    "                index = [\"component_1\", \"component_2\", \"component_3\", \"component_4\"],\n",
    "                columns = tv.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "086f0d53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "ice, cream, love, best, family, creamy, delicious, favorite, brand, eat\n",
      "\n",
      "Topic  2\n",
      "vanilla, flavor, bean, creamy, haagen, dazs, favorite, best, rich, tried\n",
      "\n",
      "Topic  3\n",
      "taste, like, love, creamy, great, good, just, haagen, dazs, tastes\n",
      "\n",
      "Topic  4\n",
      "breyers, natural, vanilla, ingredients, like, gum, sugar, product, used, real\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=4),\n",
       " array(['aback', 'abd', 'able', ..., 'yummmy', 'yummy', 'yummyyyy'],\n",
       "       dtype=object),\n",
       " 10)"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_cv, cv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "24c2e536",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  1\n",
      "cream, ice, breyers, natural, best, vanilla, favorite, hands, ingredients, loved\n",
      "\n",
      "Topic  2\n",
      "love, great, taste, recommend, creamy, delicious, flavor, amazing, good, smooth\n",
      "\n",
      "Topic  3\n",
      "vanilla, flavor, bean, creamy, haagen, favorite, dazs, perfect, delicious, rich\n",
      "\n",
      "Topic  4\n",
      "like, taste, good, tastes, really, just, homemade, ice, cream, buy\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(NMF(init='nndsvda', n_components=4),\n",
       " array(['aback', 'abd', 'able', ..., 'yummmy', 'yummy', 'yummyyyy'],\n",
       "       dtype=object),\n",
       " 10)"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_topics(nmf_tv, tv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3c22701",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "152caa27",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "953c15ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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