sentimentanalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0f9732af-16c5-47d7-84d0-3795cd29de69",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /Users/muhammadhamzasohail/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from textblob import TextBlob\n",
    "import nltk\n",
    "import openai\n",
    "from time import sleep\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "import os\n",
    "nltk.download('vader_lexicon')\n",
    "\n",
    "openai.api_key =  \"sk-0nEyY\"\n",
    "\n",
    "class SentimentAnalysisGPT:\n",
    "    @staticmethod\n",
    "    def classify_review_with_few_shot(prompt, model=\"gpt-3.5-turbo\"):\n",
    "        \"\"\"\n",
    "        Classify the sentiment of app reviews using GPT with few-shot learning.\n",
    "        \"\"\"\n",
    "        few_shot_prompt = f\"\"\"\n",
    "        Classify the sentiment of app reviews into positive, negative, or neutral. Here are some examples:\n",
    "        \n",
    "        Example 1:\n",
    "        Review: \"This app is amazing! It has everything I need and works flawlessly.\"\n",
    "        Sentiment: Positive\n",
    "\n",
    "        Example 2:\n",
    "        Review: \"It's okay, but the app crashes sometimes and doesn't have all the features I wanted.\"\n",
    "        Sentiment: Neutral\n",
    "\n",
    "        Example 3:\n",
    "        Review: \"Terrible experience. The app doesn't work at all and wasted my time.\"\n",
    "        Sentiment: Negative\n",
    "\n",
    "        Now classify the following review:\n",
    "        Review: \"{prompt}\"\n",
    "        Sentiment:\n",
    "        \"\"\"\n",
    "        try:\n",
    "            response = openai.ChatCompletion.create(\n",
    "                model=model,\n",
    "                messages=[\n",
    "                    {\n",
    "                        \"role\": \"user\",\n",
    "                        \"content\": few_shot_prompt\n",
    "                    }\n",
    "                ],\n",
    "                temperature=0  # Control response randomness\n",
    "            )\n",
    "            return response.choices[0].message.content.strip()\n",
    "        except Exception as e:\n",
    "            print(f\"An error occurred: {e}\")\n",
    "            return None\n",
    "\n",
    "class SentimentAnalysis:\n",
    "    @staticmethod\n",
    "    def getBlobPolarity(text):\n",
    "        \"\"\"\n",
    "        Calculate polarity using TextBlob.\n",
    "        \"\"\"\n",
    "        if not isinstance(text, str) or text.strip() == \"\":\n",
    "            return 0.0\n",
    "        return TextBlob(text).sentiment.polarity\n",
    "\n",
    "    @staticmethod\n",
    "    def getVaderPolarity(text):\n",
    "        \"\"\"\n",
    "        Calculate polarity using VADER SentimentIntensityAnalyzer.\n",
    "        \"\"\"\n",
    "        analyzer = SentimentIntensityAnalyzer()\n",
    "        if not isinstance(text, str) or text.strip() == \"\":\n",
    "            return 0.0\n",
    "        return analyzer.polarity_scores(text)['compound']\n",
    "\n",
    "    @staticmethod\n",
    "    def sentiment_analysis(file_path):\n",
    "        \"\"\"\n",
    "        Perform sentiment analysis on a CSV file containing reviews.\n",
    "        \"\"\"\n",
    "        try:\n",
    "            df = pd.read_csv(file_path)\n",
    "            \n",
    "            if 'Review' in df.columns:\n",
    "                df['Polarity_TextBlob'] = df['Preprocessed Review'].apply(SentimentAnalysis.getBlobPolarity)\n",
    "                df['Polarity_Vader'] = df['Preprocessed Review'].apply(SentimentAnalysis.getVaderPolarity)\n",
    "                df['Polarity_GPT'] = df['Preprocessed Review'].apply(\n",
    "                    lambda review: SentimentAnalysisGPT.classify_review_with_few_shot(review)\n",
    "                )\n",
    "                print(f\"Polarity calculated for {file_path}.\")\n",
    "            else:\n",
    "                print(f\"The 'Review' column is not found in {file_path}.\")\n",
    "                return None\n",
    "        except Exception as e:\n",
    "            print(f\"Error processing {file_path}: {e}\")\n",
    "            return None\n",
    "        \n",
    "        return df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f405b786-31e6-47fe-af39-d4566f4153f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polarity calculated for preprocess/combined_reviews_processed.csv.\n",
      "Updated file saved as polarity/Polarity_combined_reviews_processed.csv.\n"
     ]
    }
   ],
   "source": [
    "input_folder = \"preprocess\" ; output_folder = \"polarity\"\n",
    "os.makedirs(output_folder, exist_ok=True)\n",
    "file_paths = [os.path.join(input_folder, file) for file in os.listdir(input_folder) if file.endswith('.csv')]\n",
    "\n",
    "for file in file_paths:\n",
    "    processed_df = SentimentAnalysis.sentiment_analysis(file)\n",
    "    if processed_df is not None:\n",
    "        base_name = os.path.basename(file)\n",
    "        output_file_path = os.path.join(output_folder, \"Polarity_\" + base_name)\n",
    "        processed_df.to_csv(output_file_path, index=False)\n",
    "        print(f\"Updated file saved as {output_file_path}.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e49b8eec-6d99-4f31-8e67-5fddbb2fdce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Package name</th>\n",
       "      <th>Preprocessed Review</th>\n",
       "      <th>Polarity_TextBlob</th>\n",
       "      <th>Polarity_Vader</th>\n",
       "      <th>Polarity_GPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cant get pas verification process keep saying ...</td>\n",
       "      <td>-0.256250</td>\n",
       "      <td>-0.2263</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>horrible wouldnt allow verify number</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.6584</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>night</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont want</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0572</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>im lost dont understand think making feasy</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.3182</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>could use improvement pretty decent app figure</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>0.7351</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app b dont work like say dont use</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2755</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>publicly available</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>stal app doxx steal everythi g take big loan f...</td>\n",
       "      <td>-0.075000</td>\n",
       "      <td>-0.4939</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ii havent used yet</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>installed app stole information charging credi...</td>\n",
       "      <td>-0.121212</td>\n",
       "      <td>-0.5859</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>poor navigate</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>-0.4767</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>made advertisement</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>choose use app deleted reason keep trying proc...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>make person tracking download app also</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>sum1 installed illegally phone get</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>bubo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cant innstall</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>wanted location payment</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app look like created village people northern ...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont download app guy</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont use try app restore automatic deduction w...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>⁹s work dont download app straight start tryin...</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>-0.5670</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>doesnt work get special offer app maybe good n...</td>\n",
       "      <td>0.528571</td>\n",
       "      <td>0.1635</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ngaun ko plang itray gamitin app</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app problem connecting server</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4019</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>try proof</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>live mapps</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>trying take money bank even cancelled subscrip...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scared</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont want</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0572</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>secured</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4019</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>get reimburst</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>need pey deleted app</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please add exit discount option</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3182</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>kana useless download uselessssssss</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4215</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice app</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>isnt app supposed find lost phone</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.3182</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scammmmm</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>fake app cant find phone location</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4767</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>working</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good apps</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want help fix account give refund unknown purc...</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.8720</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>one used</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>requesting refund one assist damn guy purchase...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4019</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>bhe mi na kita love bhe</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.6369</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scrap</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cant open</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>tae</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>fake scammr</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4767</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok october one hundred fifty-two thousand twen...</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>hard use app premium</td>\n",
       "      <td>-0.291667</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>give back five hundred five didnt know app pay...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>really good use</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4927</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please refund money didnt anything child press...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.7096</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>чтобы когото отследить надо платить</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt use wasnt needed</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>pangit ng app nato nag auto place ng payment s...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0516</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>spy wife app app abuser play thing downright c...</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>bad</td>\n",
       "      <td>-0.700000</td>\n",
       "      <td>-0.5423</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>feel good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app free</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.5106</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app joke nothing telle cannot find location wa...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2448</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt download app husband looking isnt even p...</td>\n",
       "      <td>-0.025000</td>\n",
       "      <td>0.3400</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scamhow even subscribe monthly deleted app</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>free</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.5106</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt accept otp scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2057</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>jennipher cebreros tañola</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>happy</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.5719</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>review alone made scared uninstalling admit ad...</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>-0.2649</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>start freetrial without checking autorenewal a...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>sumbit</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>misleading false advertising uninstalled</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>-0.4019</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>need pay use</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>three day trial charge</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt expecting uninstalled app hope dont char...</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.7351</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app bbbiiiiggggg sssscccaaaammmmmmmgo hellllll...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>heaven mine pay stupidity app app want money a...</td>\n",
       "      <td>-0.600000</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>love application</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.6369</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>gooooooolddddd</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam im trying unsubscribe havent used install...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>find app hard operate thats reason unsubscripe</td>\n",
       "      <td>-0.291667</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>trying unsubscribe appbut cannot find mean</td>\n",
       "      <td>-0.312500</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app useless work</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4215</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont try</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>gud</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app horrible scam</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.8020</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good service</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>great app</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.6249</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>stalking system finest could decent human thin...</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>precisely accurate</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>well admit nice payment yearly type</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.6908</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>useless please dont install app app wanna take...</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.1280</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>best</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.6369</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>download</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>force pay working</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>thanks app useful</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.7003</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cant even add number</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0572</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt agree app charged please stop</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1073</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>fake dont waste time</td>\n",
       "      <td>-0.350000</td>\n",
       "      <td>-0.1945</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>find</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>im sure coz never use try start using directio...</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont install application charge account worth ...</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>-0.1665</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want know friend</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5423</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>stop greedy asking koney whole time pathetic</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>-0.8020</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>incorrect information</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>like</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3612</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>useless</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4215</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app getting 500php using even one time please ...</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.7717</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>doesnt find second phone</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good satisfied</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.6908</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ilove socifind</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>fake apps</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4767</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>never used</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam cant unsubscribe im charge monthly using ...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>gaguna</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>criminal activity deduct money even free trial</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0258</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>like</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3612</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>froud</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>apa jak la</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>would give star let cancel subscription app al...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>kenapa saya dah buang app nidia boleh suka suk...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app suck want unpay app dont know</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.3818</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>start app properly please guide</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3182</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>comment didnt get one</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want deactivate acct email address reachable d...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>download mat karna bahut bekar app hainb ye</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>would consider app scam downloadno free trial ...</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>-0.2263</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>expected know locationof number without permis...</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want one app</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app useless dont download app</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.4215</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel subscription</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel subscription useless scam app</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-0.8176</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please refund money</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3182</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>need refund money pleasei accidentally clicked...</td>\n",
       "      <td>-0.700000</td>\n",
       "      <td>-0.0258</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice knew ppl</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scammer useless kind app want deactivate app p...</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.0516</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>wow nice apps</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.7650</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam pay cannot use</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.6249</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dangerous app dont try app</td>\n",
       "      <td>-0.600000</td>\n",
       "      <td>-0.4767</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>useful apps</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>suck find nothing</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please refund account use service app want alr...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3818</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>unsubscribe app dont want use</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0572</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>useful worth pay</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.5267</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>hoy paki balik ng pera ko kumuha ka ng five hu...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>foor</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>use app click bait pota cancel subspunta ka go...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4588</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>best appso far help know movement ur family rest</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.7845</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please refund money since never use socifind a...</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.6537</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel cancel subscription dont let</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4588</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>wast money pay like twelve week dont get</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2732</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>first time make star</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app didnt warn deducting payment</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0762</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel payment</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>app wasnt thought going supposed three day fre...</td>\n",
       "      <td>0.117143</td>\n",
       "      <td>0.5423</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>terbaik</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel subscription</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>dont install app bad app</td>\n",
       "      <td>-0.700000</td>\n",
       "      <td>0.4310</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>application scamer bigla nalang nangunguha ng ...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>apol</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>hate app</td>\n",
       "      <td>-0.800000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>garbage</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>use appi didnt use appbut charge tru gcash</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please stop subscription thank u</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3818</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>potang ina wag kanang magkuha sa gcash ko bwes...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.0516</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>use upi hate</td>\n",
       "      <td>-0.800000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel subscription youre scam</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.6908</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>use app even free trial dont try use eventuall...</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.6908</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>wow easy uninstall</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.7717</td>\n",
       "      <td>Sentiment: Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>didnt even open wasted time ap</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.3875</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>hate much first entering apps apayment useless...</td>\n",
       "      <td>-0.350000</td>\n",
       "      <td>-0.7579</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please add phone number husband</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3818</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice app</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>suck u apps</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>like</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3612</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice easy</td>\n",
       "      <td>0.516667</td>\n",
       "      <td>0.6908</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>segnal</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>even working</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>good</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>stupid app</td>\n",
       "      <td>-0.800000</td>\n",
       "      <td>-0.5267</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please stop collecting payment nothing meloser...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2523</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>walang kwetang app na yan</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>walang kwenta</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>pay big map nothing white</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want cancel subscription</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1779</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>best</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.6369</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>need money back scammmmmm worth</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.2263</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>ok</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>awesome</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.6249</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want cancel free trial</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.3818</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>useful working</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.4404</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>request refund</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>please bring back four hundred peso app cannot...</td>\n",
       "      <td>-0.300000</td>\n",
       "      <td>0.4276</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>payment app install plss refund mebecause paym...</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>refund money dont evwn use socifind end subscr...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2732</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>want cancel subscription</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1779</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>sure</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.3182</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>pay three day trial</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.1027</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>unsubscribe</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>disgusting apps</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.5267</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>use app suck tell three day free trial bull fr...</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.5106</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>scam app</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.5719</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>canceled free trial socifind apps straight awa...</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.8885</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>bad</td>\n",
       "      <td>-0.700000</td>\n",
       "      <td>-0.5423</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cannot get start</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Sentiment: Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>nice</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>guy charge u four hundred even trial still goi...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3182</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>unsubscribe pls</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>cancel</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2500</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>never actually used app kind expensive instead...</td>\n",
       "      <td>-0.066667</td>\n",
       "      <td>0.7096</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>price high lower price money make higher price...</td>\n",
       "      <td>0.205000</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>doesnt need dont find set payment stop</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.2960</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>star</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Soci Find</td>\n",
       "      <td>high priced garbage told person sitting right ...</td>\n",
       "      <td>0.148571</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Package name                                Preprocessed Review  \\\n",
       "0      Soci Find  cant get pas verification process keep saying ...   \n",
       "1      Soci Find               horrible wouldnt allow verify number   \n",
       "2      Soci Find                                              night   \n",
       "3      Soci Find                                          dont want   \n",
       "4      Soci Find         im lost dont understand think making feasy   \n",
       "5      Soci Find     could use improvement pretty decent app figure   \n",
       "6      Soci Find                  app b dont work like say dont use   \n",
       "7      Soci Find                                 publicly available   \n",
       "8      Soci Find  stal app doxx steal everythi g take big loan f...   \n",
       "9      Soci Find                                 ii havent used yet   \n",
       "10     Soci Find  installed app stole information charging credi...   \n",
       "11     Soci Find                                      poor navigate   \n",
       "12     Soci Find                                 made advertisement   \n",
       "13     Soci Find  choose use app deleted reason keep trying proc...   \n",
       "14     Soci Find                                                 ok   \n",
       "15     Soci Find             make person tracking download app also   \n",
       "16     Soci Find                                                 ok   \n",
       "17     Soci Find                 sum1 installed illegally phone get   \n",
       "18     Soci Find                                               bubo   \n",
       "19     Soci Find                                      cant innstall   \n",
       "20     Soci Find                            wanted location payment   \n",
       "21     Soci Find  app look like created village people northern ...   \n",
       "22     Soci Find                                               good   \n",
       "23     Soci Find                              dont download app guy   \n",
       "24     Soci Find  dont use try app restore automatic deduction w...   \n",
       "25     Soci Find  ⁹s work dont download app straight start tryin...   \n",
       "26     Soci Find                                               good   \n",
       "27     Soci Find  doesnt work get special offer app maybe good n...   \n",
       "28     Soci Find                                               good   \n",
       "29     Soci Find                   ngaun ko plang itray gamitin app   \n",
       "30     Soci Find                      app problem connecting server   \n",
       "31     Soci Find                                               good   \n",
       "32     Soci Find                                          try proof   \n",
       "33     Soci Find                                         live mapps   \n",
       "34     Soci Find  trying take money bank even cancelled subscrip...   \n",
       "35     Soci Find                                               nice   \n",
       "36     Soci Find                                             scared   \n",
       "37     Soci Find                                                NaN   \n",
       "38     Soci Find                                          dont want   \n",
       "39     Soci Find                                            secured   \n",
       "40     Soci Find                                      get reimburst   \n",
       "41     Soci Find                               need pey deleted app   \n",
       "42     Soci Find                                               scam   \n",
       "43     Soci Find                    please add exit discount option   \n",
       "44     Soci Find                kana useless download uselessssssss   \n",
       "45     Soci Find                                               good   \n",
       "46     Soci Find                                           nice app   \n",
       "47     Soci Find                  isnt app supposed find lost phone   \n",
       "48     Soci Find                                           scammmmm   \n",
       "49     Soci Find                                               good   \n",
       "50     Soci Find                  fake app cant find phone location   \n",
       "51     Soci Find                                            working   \n",
       "52     Soci Find                                          good apps   \n",
       "53     Soci Find  want help fix account give refund unknown purc...   \n",
       "54     Soci Find                                           one used   \n",
       "55     Soci Find  requesting refund one assist damn guy purchase...   \n",
       "56     Soci Find                            bhe mi na kita love bhe   \n",
       "57     Soci Find                                              scrap   \n",
       "58     Soci Find                                          cant open   \n",
       "59     Soci Find                                               good   \n",
       "60     Soci Find                                                tae   \n",
       "61     Soci Find                                        fake scammr   \n",
       "62     Soci Find  ok october one hundred fifty-two thousand twen...   \n",
       "63     Soci Find                               hard use app premium   \n",
       "64     Soci Find  give back five hundred five didnt know app pay...   \n",
       "65     Soci Find                                               good   \n",
       "66     Soci Find                                    really good use   \n",
       "67     Soci Find  please refund money didnt anything child press...   \n",
       "68     Soci Find                                               good   \n",
       "69     Soci Find                чтобы когото отследить надо платить   \n",
       "70     Soci Find                             didnt use wasnt needed   \n",
       "71     Soci Find  pangit ng app nato nag auto place ng payment s...   \n",
       "72     Soci Find  spy wife app app abuser play thing downright c...   \n",
       "73     Soci Find                                                bad   \n",
       "74     Soci Find                                          feel good   \n",
       "75     Soci Find                                           app free   \n",
       "76     Soci Find  app joke nothing telle cannot find location wa...   \n",
       "77     Soci Find  didnt download app husband looking isnt even p...   \n",
       "78     Soci Find         scamhow even subscribe monthly deleted app   \n",
       "79     Soci Find                                               free   \n",
       "80     Soci Find                                               good   \n",
       "81     Soci Find                              didnt accept otp scam   \n",
       "82     Soci Find                                                 ok   \n",
       "83     Soci Find                          jennipher cebreros tañola   \n",
       "84     Soci Find                                              happy   \n",
       "85     Soci Find                                               good   \n",
       "86     Soci Find  review alone made scared uninstalling admit ad...   \n",
       "87     Soci Find  start freetrial without checking autorenewal a...   \n",
       "88     Soci Find                                             sumbit   \n",
       "89     Soci Find           misleading false advertising uninstalled   \n",
       "90     Soci Find                                               good   \n",
       "91     Soci Find                                       need pay use   \n",
       "92     Soci Find                             three day trial charge   \n",
       "93     Soci Find  didnt expecting uninstalled app hope dont char...   \n",
       "94     Soci Find  app bbbiiiiggggg sssscccaaaammmmmmmgo hellllll...   \n",
       "95     Soci Find  heaven mine pay stupidity app app want money a...   \n",
       "96     Soci Find                                   love application   \n",
       "97     Soci Find                                     gooooooolddddd   \n",
       "98     Soci Find                                                 ok   \n",
       "99     Soci Find  scam im trying unsubscribe havent used install...   \n",
       "100    Soci Find     find app hard operate thats reason unsubscripe   \n",
       "101    Soci Find         trying unsubscribe appbut cannot find mean   \n",
       "102    Soci Find                                   app useless work   \n",
       "103    Soci Find                                           dont try   \n",
       "104    Soci Find                                                gud   \n",
       "105    Soci Find                                  app horrible scam   \n",
       "106    Soci Find                                       good service   \n",
       "107    Soci Find                                          great app   \n",
       "108    Soci Find  stalking system finest could decent human thin...   \n",
       "109    Soci Find                                 precisely accurate   \n",
       "110    Soci Find                well admit nice payment yearly type   \n",
       "111    Soci Find  useless please dont install app app wanna take...   \n",
       "112    Soci Find                                               best   \n",
       "113    Soci Find                                           download   \n",
       "114    Soci Find                                               good   \n",
       "115    Soci Find                                               scam   \n",
       "116    Soci Find                                  force pay working   \n",
       "117    Soci Find                                  thanks app useful   \n",
       "118    Soci Find                               cant even add number   \n",
       "119    Soci Find                didnt agree app charged please stop   \n",
       "120    Soci Find                               fake dont waste time   \n",
       "121    Soci Find                                               good   \n",
       "122    Soci Find                                               good   \n",
       "123    Soci Find                                               find   \n",
       "124    Soci Find  im sure coz never use try start using directio...   \n",
       "125    Soci Find  dont install application charge account worth ...   \n",
       "126    Soci Find                                   want know friend   \n",
       "127    Soci Find       stop greedy asking koney whole time pathetic   \n",
       "128    Soci Find                                               good   \n",
       "129    Soci Find                              incorrect information   \n",
       "130    Soci Find                                               like   \n",
       "131    Soci Find                                            useless   \n",
       "132    Soci Find                                               good   \n",
       "133    Soci Find  app getting 500php using even one time please ...   \n",
       "134    Soci Find                           doesnt find second phone   \n",
       "135    Soci Find                                     good satisfied   \n",
       "136    Soci Find                                     ilove socifind   \n",
       "137    Soci Find                                          fake apps   \n",
       "138    Soci Find                                         never used   \n",
       "139    Soci Find  scam cant unsubscribe im charge monthly using ...   \n",
       "140    Soci Find                                             gaguna   \n",
       "141    Soci Find     criminal activity deduct money even free trial   \n",
       "142    Soci Find                                               like   \n",
       "143    Soci Find                                              froud   \n",
       "144    Soci Find                                               good   \n",
       "145    Soci Find                                         apa jak la   \n",
       "146    Soci Find  would give star let cancel subscription app al...   \n",
       "147    Soci Find  kenapa saya dah buang app nidia boleh suka suk...   \n",
       "148    Soci Find                  app suck want unpay app dont know   \n",
       "149    Soci Find                    start app properly please guide   \n",
       "150    Soci Find                              comment didnt get one   \n",
       "151    Soci Find  want deactivate acct email address reachable d...   \n",
       "152    Soci Find        download mat karna bahut bekar app hainb ye   \n",
       "153    Soci Find                                               good   \n",
       "154    Soci Find  would consider app scam downloadno free trial ...   \n",
       "155    Soci Find  expected know locationof number without permis...   \n",
       "156    Soci Find                                       want one app   \n",
       "157    Soci Find                                                NaN   \n",
       "158    Soci Find                      app useless dont download app   \n",
       "159    Soci Find                                cancel subscription   \n",
       "160    Soci Find               cancel subscription useless scam app   \n",
       "161    Soci Find                                               scam   \n",
       "162    Soci Find                                please refund money   \n",
       "163    Soci Find  need refund money pleasei accidentally clicked...   \n",
       "164    Soci Find                                      nice knew ppl   \n",
       "165    Soci Find  scammer useless kind app want deactivate app p...   \n",
       "166    Soci Find                                      wow nice apps   \n",
       "167    Soci Find                                scam pay cannot use   \n",
       "168    Soci Find                                               scam   \n",
       "169    Soci Find                         dangerous app dont try app   \n",
       "170    Soci Find                                        useful apps   \n",
       "171    Soci Find                                  suck find nothing   \n",
       "172    Soci Find  please refund account use service app want alr...   \n",
       "173    Soci Find                                                NaN   \n",
       "174    Soci Find                      unsubscribe app dont want use   \n",
       "175    Soci Find                                   useful worth pay   \n",
       "176    Soci Find  hoy paki balik ng pera ko kumuha ka ng five hu...   \n",
       "177    Soci Find                                               foor   \n",
       "178    Soci Find  use app click bait pota cancel subspunta ka go...   \n",
       "179    Soci Find   best appso far help know movement ur family rest   \n",
       "180    Soci Find  please refund money since never use socifind a...   \n",
       "181    Soci Find                cancel cancel subscription dont let   \n",
       "182    Soci Find           wast money pay like twelve week dont get   \n",
       "183    Soci Find                               first time make star   \n",
       "184    Soci Find                   app didnt warn deducting payment   \n",
       "185    Soci Find                                     cancel payment   \n",
       "186    Soci Find  app wasnt thought going supposed three day fre...   \n",
       "187    Soci Find                                            terbaik   \n",
       "188    Soci Find                                cancel subscription   \n",
       "189    Soci Find                           dont install app bad app   \n",
       "190    Soci Find  application scamer bigla nalang nangunguha ng ...   \n",
       "191    Soci Find                                               apol   \n",
       "192    Soci Find                                           hate app   \n",
       "193    Soci Find                                            garbage   \n",
       "194    Soci Find         use appi didnt use appbut charge tru gcash   \n",
       "195    Soci Find                   please stop subscription thank u   \n",
       "196    Soci Find                                               scam   \n",
       "197    Soci Find  potang ina wag kanang magkuha sa gcash ko bwes...   \n",
       "198    Soci Find                                       use upi hate   \n",
       "199    Soci Find                                               scam   \n",
       "200    Soci Find                     cancel subscription youre scam   \n",
       "201    Soci Find                                               good   \n",
       "202    Soci Find  use app even free trial dont try use eventuall...   \n",
       "203    Soci Find                                 wow easy uninstall   \n",
       "204    Soci Find                     didnt even open wasted time ap   \n",
       "205    Soci Find  hate much first entering apps apayment useless...   \n",
       "206    Soci Find                    please add phone number husband   \n",
       "207    Soci Find                                           nice app   \n",
       "208    Soci Find                                        suck u apps   \n",
       "209    Soci Find                                               like   \n",
       "210    Soci Find                                          nice easy   \n",
       "211    Soci Find                                             segnal   \n",
       "212    Soci Find                                       even working   \n",
       "213    Soci Find                                               good   \n",
       "214    Soci Find                                         stupid app   \n",
       "215    Soci Find  please stop collecting payment nothing meloser...   \n",
       "216    Soci Find                          walang kwetang app na yan   \n",
       "217    Soci Find                                      walang kwenta   \n",
       "218    Soci Find                          pay big map nothing white   \n",
       "219    Soci Find                                                 ok   \n",
       "220    Soci Find                           want cancel subscription   \n",
       "221    Soci Find                                               best   \n",
       "222    Soci Find                    need money back scammmmmm worth   \n",
       "223    Soci Find                                                 ok   \n",
       "224    Soci Find                                            awesome   \n",
       "225    Soci Find                             want cancel free trial   \n",
       "226    Soci Find                                     useful working   \n",
       "227    Soci Find                                     request refund   \n",
       "228    Soci Find  please bring back four hundred peso app cannot...   \n",
       "229    Soci Find  payment app install plss refund mebecause paym...   \n",
       "230    Soci Find  refund money dont evwn use socifind end subscr...   \n",
       "231    Soci Find                           want cancel subscription   \n",
       "232    Soci Find                                               sure   \n",
       "233    Soci Find                                pay three day trial   \n",
       "234    Soci Find                                        unsubscribe   \n",
       "235    Soci Find                                    disgusting apps   \n",
       "236    Soci Find  use app suck tell three day free trial bull fr...   \n",
       "237    Soci Find                                           scam app   \n",
       "238    Soci Find  canceled free trial socifind apps straight awa...   \n",
       "239    Soci Find                                                bad   \n",
       "240    Soci Find                                   cannot get start   \n",
       "241    Soci Find                                               nice   \n",
       "242    Soci Find  guy charge u four hundred even trial still goi...   \n",
       "243    Soci Find                                    unsubscribe pls   \n",
       "244    Soci Find                                             cancel   \n",
       "245    Soci Find  never actually used app kind expensive instead...   \n",
       "246    Soci Find  price high lower price money make higher price...   \n",
       "247    Soci Find             doesnt need dont find set payment stop   \n",
       "248    Soci Find                                               star   \n",
       "249    Soci Find  high priced garbage told person sitting right ...   \n",
       "\n",
       "     Polarity_TextBlob  Polarity_Vader         Polarity_GPT  \n",
       "0            -0.256250         -0.2263             Negative  \n",
       "1            -1.000000         -0.6584             Negative  \n",
       "2             0.000000          0.0000              Neutral  \n",
       "3             0.000000         -0.0572              Neutral  \n",
       "4             0.000000         -0.3182              Neutral  \n",
       "5             0.208333          0.7351              Neutral  \n",
       "6             0.000000         -0.2755             Negative  \n",
       "7             0.400000          0.0000              Neutral  \n",
       "8            -0.075000         -0.4939             Negative  \n",
       "9             0.000000          0.0000              Neutral  \n",
       "10           -0.121212         -0.5859  Sentiment: Negative  \n",
       "11           -0.400000         -0.4767             Negative  \n",
       "12            0.000000          0.0000              Neutral  \n",
       "13            0.000000         -0.1027              Neutral  \n",
       "14            0.500000          0.2960              Neutral  \n",
       "15            0.000000          0.0000              Neutral  \n",
       "16            0.500000          0.2960              Neutral  \n",
       "17           -0.500000          0.0000              Neutral  \n",
       "18            0.000000          0.0000              Neutral  \n",
       "19            0.000000          0.0000             Negative  \n",
       "20            0.000000          0.0000              Neutral  \n",
       "21            0.000000          0.2960             Negative  \n",
       "22            0.700000          0.4404              Neutral  \n",
       "23            0.000000          0.0000             Negative  \n",
       "24            0.000000          0.2960             Negative  \n",
       "25            0.100000         -0.5670             Negative  \n",
       "26            0.700000          0.4404              Neutral  \n",
       "27            0.528571          0.1635              Neutral  \n",
       "28            0.700000          0.4404              Neutral  \n",
       "29            0.000000          0.0000              Neutral  \n",
       "30            0.000000         -0.4019              Neutral  \n",
       "31            0.700000          0.4404              Neutral  \n",
       "32            0.000000          0.0000              Neutral  \n",
       "33            0.136364          0.0000              Neutral  \n",
       "34            0.000000         -0.2500             Negative  \n",
       "35            0.600000          0.4215              Neutral  \n",
       "36            0.000000         -0.4404              Neutral  \n",
       "37            0.000000          0.0000              Neutral  \n",
       "38            0.000000         -0.0572              Neutral  \n",
       "39            0.000000          0.4019              Neutral  \n",
       "40            0.000000          0.0000              Neutral  \n",
       "41            0.000000          0.0000              Neutral  \n",
       "42            0.000000         -0.5719             Negative  \n",
       "43            0.000000          0.3182              Neutral  \n",
       "44           -0.500000         -0.4215             Negative  \n",
       "45            0.700000          0.4404              Neutral  \n",
       "46            0.600000          0.4215             Positive  \n",
       "47            0.000000         -0.3182              Neutral  \n",
       "48            0.000000          0.0000             Negative  \n",
       "49            0.700000          0.4404              Neutral  \n",
       "50           -0.500000         -0.4767             Negative  \n",
       "51            0.000000          0.0000              Neutral  \n",
       "52            0.700000          0.4404             Positive  \n",
       "53           -0.100000          0.8720              Neutral  \n",
       "54            0.000000          0.0000              Neutral  \n",
       "55            0.000000         -0.4019             Negative  \n",
       "56            0.500000          0.6369              Neutral  \n",
       "57            0.000000          0.0000              Neutral  \n",
       "58            0.000000          0.0000             Negative  \n",
       "59            0.700000          0.4404              Neutral  \n",
       "60            0.000000          0.0000              Neutral  \n",
       "61           -0.500000         -0.4767             Negative  \n",
       "62            0.500000          0.2960              Neutral  \n",
       "63           -0.291667         -0.1027              Neutral  \n",
       "64            0.000000          0.0000              Neutral  \n",
       "65            0.700000          0.4404              Neutral  \n",
       "66            0.700000          0.4927             Positive  \n",
       "67            0.000000          0.7096             Negative  \n",
       "68            0.700000          0.4404              Neutral  \n",
       "69            0.000000          0.0000              Neutral  \n",
       "70            0.000000          0.0000              Neutral  \n",
       "71            0.000000         -0.0516             Negative  \n",
       "72            0.066667         -0.2500             Negative  \n",
       "73           -0.700000         -0.5423             Negative  \n",
       "74            0.700000          0.4404              Neutral  \n",
       "75            0.400000          0.5106              Neutral  \n",
       "76            0.000000          0.2448             Negative  \n",
       "77           -0.025000          0.3400             Negative  \n",
       "78            0.000000          0.0000             Negative  \n",
       "79            0.400000          0.5106              Neutral  \n",
       "80            0.700000          0.4404              Neutral  \n",
       "81            0.000000          0.2057             Negative  \n",
       "82            0.500000          0.2960              Neutral  \n",
       "83            0.000000          0.0000              Neutral  \n",
       "84            0.800000          0.5719              Neutral  \n",
       "85            0.700000          0.4404              Neutral  \n",
       "86            0.285714         -0.2649             Negative  \n",
       "87            0.000000          0.0000             Negative  \n",
       "88            0.000000          0.0000              Neutral  \n",
       "89           -0.400000         -0.4019             Negative  \n",
       "90            0.700000          0.4404              Neutral  \n",
       "91            0.000000         -0.1027              Neutral  \n",
       "92            0.000000          0.0000              Neutral  \n",
       "93            0.400000          0.7351             Negative  \n",
       "94            0.000000          0.0000             Negative  \n",
       "95           -0.600000          0.0772             Negative  \n",
       "96            0.500000          0.6369             Positive  \n",
       "97            0.000000          0.0000             Positive  \n",
       "98            0.500000          0.2960              Neutral  \n",
       "99            0.000000         -0.5719             Negative  \n",
       "100          -0.291667         -0.1027             Negative  \n",
       "101          -0.312500          0.0000              Neutral  \n",
       "102          -0.500000         -0.4215             Negative  \n",
       "103           0.000000          0.0000             Negative  \n",
       "104           0.000000          0.0000              Neutral  \n",
       "105          -1.000000         -0.8020             Negative  \n",
       "106           0.700000          0.4404             Positive  \n",
       "107           0.800000          0.6249             Positive  \n",
       "108           0.222222          0.2960              Neutral  \n",
       "109           0.400000          0.0000             Positive  \n",
       "110           0.600000          0.6908              Neutral  \n",
       "111          -0.500000         -0.1280             Negative  \n",
       "112           1.000000          0.6369             Positive  \n",
       "113           0.000000          0.0000              Neutral  \n",
       "114           0.700000          0.4404              Neutral  \n",
       "115           0.000000         -0.5719             Negative  \n",
       "116           0.000000         -0.1027              Neutral  \n",
       "117           0.250000          0.7003             Positive  \n",
       "118           0.000000         -0.0572             Negative  \n",
       "119           0.000000         -0.1073             Negative  \n",
       "120          -0.350000         -0.1945             Negative  \n",
       "121           0.700000          0.4404              Neutral  \n",
       "122           0.700000          0.4404              Neutral  \n",
       "123           0.000000          0.0000              Neutral  \n",
       "124           0.050000          0.0000              Neutral  \n",
       "125           0.300000         -0.1665  Sentiment: Negative  \n",
       "126           0.000000          0.5423              Neutral  \n",
       "127          -0.400000         -0.8020             Negative  \n",
       "128           0.700000          0.4404              Neutral  \n",
       "129           0.000000          0.0000              Neutral  \n",
       "130           0.000000          0.3612              Neutral  \n",
       "131          -0.500000         -0.4215             Negative  \n",
       "132           0.700000          0.4404              Neutral  \n",
       "133           0.700000          0.7717             Negative  \n",
       "134           0.000000          0.0000              Neutral  \n",
       "135           0.600000          0.6908             Positive  \n",
       "136           0.000000          0.0000              Neutral  \n",
       "137          -0.500000         -0.4767             Negative  \n",
       "138           0.000000          0.0000              Neutral  \n",
       "139           0.000000         -0.5719             Negative  \n",
       "140           0.000000          0.0000              Neutral  \n",
       "141           0.000000         -0.0258             Negative  \n",
       "142           0.000000          0.3612              Neutral  \n",
       "143           0.000000          0.0000             Negative  \n",
       "144           0.700000          0.4404              Neutral  \n",
       "145           0.000000          0.0000              Neutral  \n",
       "146           0.000000         -0.2500              Neutral  \n",
       "147           0.000000          0.0000             Negative  \n",
       "148           0.000000         -0.3818             Negative  \n",
       "149           0.000000          0.3182              Neutral  \n",
       "150           0.000000          0.0000              Neutral  \n",
       "151           0.000000          0.0772             Negative  \n",
       "152           0.000000          0.0000             Negative  \n",
       "153           0.700000          0.4404              Neutral  \n",
       "154           0.400000         -0.2263             Negative  \n",
       "155          -0.100000          0.0772              Neutral  \n",
       "156           0.000000          0.0772              Neutral  \n",
       "157           0.000000          0.0000              Neutral  \n",
       "158          -0.500000         -0.4215  Sentiment: Negative  \n",
       "159           0.000000         -0.2500              Neutral  \n",
       "160          -0.500000         -0.8176             Negative  \n",
       "161           0.000000         -0.5719             Negative  \n",
       "162           0.000000          0.3182             Negative  \n",
       "163          -0.700000         -0.0258              Neutral  \n",
       "164           0.600000          0.4215              Neutral  \n",
       "165           0.050000          0.0516             Negative  \n",
       "166           0.350000          0.7650             Positive  \n",
       "167           0.000000         -0.6249             Negative  \n",
       "168           0.000000         -0.5719             Negative  \n",
       "169          -0.600000         -0.4767             Negative  \n",
       "170           0.300000          0.4404              Neutral  \n",
       "171           0.000000         -0.4404             Negative  \n",
       "172           0.000000          0.3818              Neutral  \n",
       "173           0.000000          0.0000              Neutral  \n",
       "174           0.000000         -0.0572             Negative  \n",
       "175           0.300000          0.5267             Positive  \n",
       "176           0.000000          0.0000             Negative  \n",
       "177           0.000000          0.0000              Neutral  \n",
       "178           0.000000         -0.4588              Neutral  \n",
       "179           0.550000          0.7845              Neutral  \n",
       "180           0.200000          0.6537             Negative  \n",
       "181           0.000000         -0.4588              Neutral  \n",
       "182           0.000000          0.2732             Negative  \n",
       "183           0.250000          0.0000              Neutral  \n",
       "184           0.000000          0.0762             Negative  \n",
       "185           0.000000         -0.2500              Neutral  \n",
       "186           0.117143          0.5423             Negative  \n",
       "187           0.000000          0.0000              Neutral  \n",
       "188           0.000000         -0.2500              Neutral  \n",
       "189          -0.700000          0.4310  Sentiment: Negative  \n",
       "190           0.000000          0.0000  Sentiment: Negative  \n",
       "191           0.000000          0.0000              Neutral  \n",
       "192          -0.800000         -0.5719  Sentiment: Negative  \n",
       "193           0.000000          0.0000             Negative  \n",
       "194           0.000000          0.0000              Neutral  \n",
       "195           0.000000          0.3818              Neutral  \n",
       "196           0.000000         -0.5719             Negative  \n",
       "197           0.000000         -0.0516             Negative  \n",
       "198          -0.800000         -0.5719              Neutral  \n",
       "199           0.000000         -0.5719             Negative  \n",
       "200           0.000000         -0.6908             Negative  \n",
       "201           0.700000          0.4404              Neutral  \n",
       "202           0.266667          0.6908             Negative  \n",
       "203           0.266667          0.7717  Sentiment: Positive  \n",
       "204          -0.100000          0.3875  Sentiment: Negative  \n",
       "205          -0.350000         -0.7579             Negative  \n",
       "206           0.000000          0.3818              Neutral  \n",
       "207           0.600000          0.4215             Positive  \n",
       "208           0.000000         -0.4404             Negative  \n",
       "209           0.000000          0.3612              Neutral  \n",
       "210           0.516667          0.6908              Neutral  \n",
       "211           0.000000          0.0000              Neutral  \n",
       "212           0.000000          0.0000              Neutral  \n",
       "213           0.700000          0.4404              Neutral  \n",
       "214          -0.800000         -0.5267  Sentiment: Negative  \n",
       "215           0.000000         -0.2523             Negative  \n",
       "216           0.000000          0.0000             Negative  \n",
       "217           0.000000          0.0000             Negative  \n",
       "218           0.000000         -0.1027              Neutral  \n",
       "219           0.500000          0.2960              Neutral  \n",
       "220           0.000000         -0.1779              Neutral  \n",
       "221           1.000000          0.6369             Positive  \n",
       "222           0.150000          0.2263             Negative  \n",
       "223           0.500000          0.2960              Neutral  \n",
       "224           1.000000          0.6249             Positive  \n",
       "225           0.400000          0.3818              Neutral  \n",
       "226           0.300000          0.4404             Positive  \n",
       "227           0.000000          0.0000              Neutral  \n",
       "228          -0.300000          0.4276             Negative  \n",
       "229           0.100000         -0.1027              Neutral  \n",
       "230           0.000000          0.2732             Negative  \n",
       "231           0.000000         -0.1779              Neutral  \n",
       "232           0.500000          0.3182              Neutral  \n",
       "233           0.000000         -0.1027              Neutral  \n",
       "234           0.000000          0.0000              Neutral  \n",
       "235          -1.000000         -0.5267             Negative  \n",
       "236           0.700000          0.5106             Negative  \n",
       "237           0.000000         -0.5719             Negative  \n",
       "238           0.250000          0.8885             Negative  \n",
       "239          -0.700000         -0.5423             Negative  \n",
       "240           0.000000          0.0000  Sentiment: Negative  \n",
       "241           0.600000          0.4215              Neutral  \n",
       "242           0.000000          0.3182             Negative  \n",
       "243           0.000000          0.0772              Neutral  \n",
       "244           0.000000         -0.2500              Neutral  \n",
       "245          -0.066667          0.7096             Negative  \n",
       "246           0.205000         -0.4404             Negative  \n",
       "247           0.000000         -0.2960              Neutral  \n",
       "248           0.000000          0.0000              Neutral  \n",
       "249           0.148571          0.0000             Negative  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def display_csv(input_folder=\"polarity\"):\n",
    "    try:\n",
    "        file_paths = [os.path.join(input_folder, file) for file in os.listdir(input_folder) if file.endswith('.csv')]\n",
    "        if len(file_paths) != 1:\n",
    "            raise FileNotFoundError(\"There must be exactly one CSV file in the folder.\")\n",
    "        file = file_paths[0]\n",
    "        data = pd.read_csv(file)\n",
    "        required_columns = [\"Package name\", \"Preprocessed Review\", \"Polarity_TextBlob\", \"Polarity_Vader\", \"Polarity_GPT\"]\n",
    "        if not all(column in data.columns for column in required_columns):\n",
    "            raise ValueError(\"Not all required columns are present in the file.\")\n",
    "\n",
    "        # Display the required columns\n",
    "        with pd.option_context('display.max_rows', None):\n",
    "            display(data[required_columns].head(250))\n",
    "    except FileNotFoundError as e:\n",
    "        print(f\"File not found: {e}\")\n",
    "    except Exception as e:\n",
    "        print(f\"An error occurred: {e}\")\n",
    "\n",
    "display_csv()\n"
   ]
  }
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