data-preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import re\n",
    "from string import punctuation\n",
    "from time import process_time\n",
    "from nltk import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "import unicodedata\n",
    "import preprocessor as p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Preprocess_Data():\n",
    "    \n",
    "    # ----------------------------------------- Constructor -----------------------------------------\n",
    "    \n",
    "    def __init__(self):\n",
    "        self.punctuation = set(punctuation)\n",
    "        self.lemmatizer = WordNetLemmatizer()\n",
    "        p.set_options(p.OPT.URL, p.OPT.EMOJI, p.OPT.MENTION, p.OPT.RESERVED, p.OPT.SMILEY)\n",
    "        self.stopword_list = set(stopwords.words('english'))\n",
    "        unwanted_stopwords = {'no', 'nor', 'not', 'ain', 'aren', \"aren't\", 'couldn', 'what', 'which', 'who',\n",
    "                              'whom', 'why', 'how', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn',\n",
    "                              \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn',\n",
    "                              \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn',\n",
    "                              \"shouldn't\", 'wasn',\"wasn't\",'weren', \"weren't\", 'won', \"won't\", 'wouldn',\n",
    "                              \"wouldn't\", 'don', \"don't\"}\n",
    "\n",
    "        self.stopword_list = [x for x in self.stopword_list if x not in unwanted_stopwords]\n",
    "       \n",
    "    \n",
    "    # ----------------------------------------- Read Data -----------------------------------------\n",
    "    \n",
    "    def read_data(self, path):\n",
    "        df = pd.read_csv(path, usecols=['user_id', 'tweet'])\n",
    "        return df\n",
    "    \n",
    "    \n",
    "    # ----------------------------------------- Clean Data -----------------------------------------\n",
    "    \n",
    "    def clean_data(self, tweets):\n",
    "        cleaned_tweets = []\n",
    "        for text in tweets:\n",
    "            \n",
    "            # Clean tweet\n",
    "            text = p.clean(text)\n",
    "            \n",
    "            # Remove special characters\n",
    "            text = re.sub(r'(\\\\x(.)*)', '',text)\n",
    "            text = re.sub(r'\\\\n|\\\\t|\\\\n\\\\n', ' ', text)\n",
    "            text = re.sub(r\"b'RT|b'|b RT|b\\\"RT|b\", \"\", text)\n",
    "            text = re.sub(\"[@#$%^&*)(}{|/><=+=_:\\\"\\\\\\\\]+\",\" \",text).strip()\n",
    "            \n",
    "            #Remove punctuation marks\n",
    "            text = \"\".join(x for x in text if x not in self.punctuation)\n",
    "            \n",
    "            # Remove accented words\n",
    "            text = unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode('utf-8', 'ignore')\n",
    "            \n",
    "            # Splitting Hashtag words\n",
    "            text = \" \".join([x for x in re.split('([A-Z][a-z]+)', text) if x])\n",
    "            \n",
    "            # Remove long spaces\n",
    "            pattern = r'^\\s*|\\s\\s*'\n",
    "            text = re.sub(pattern, ' ', text).strip()\n",
    "            \n",
    "            # Remove numbers\n",
    "            text = re.sub('[0-9]+', '', text)\n",
    "            \n",
    "            cleaned_tweets.append(text)\n",
    "        \n",
    "        return cleaned_tweets\n",
    "    \n",
    "    \n",
    "    # ----------------------------------------- Preprocess Data -----------------------------------------\n",
    "    \n",
    "    def preprocess_data(self, tweets):\n",
    "        preprocessed_tweets = []\n",
    "        for text in tweets:\n",
    "            \n",
    "            # Remove stopwords\n",
    "            text = \" \".join(x for x in text.lower().split() if x not in self.stopword_list)\n",
    "            \n",
    "            # Text Lemmatization\n",
    "            lemmatized_words = []\n",
    "            for word in text.split():\n",
    "                word1 = self.lemmatizer.lemmatize(word, pos=\"n\")\n",
    "                word2 = self.lemmatizer.lemmatize(word1, pos=\"v\")\n",
    "                word3 = self.lemmatizer.lemmatize(word2, pos=(\"a\"))\n",
    "                lemmatized_words.append(word3)\n",
    "            text = \" \".join(x for x in lemmatized_words)\n",
    "            \n",
    "            preprocessed_tweets.append(text)\n",
    "            \n",
    "        return preprocessed_tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "pre = Preprocess_Data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_path = \"dataset/raw_dataset/khalistan_main.csv\"\n",
    "output_path = \"dataset/cleaned_dataset/khalistan_cleaned.csv\"\n",
    "\n",
    "path1 = \"../Anti-National-Tweets-Classification/dataset/raw_dataset/control_tweets.csv\"\n",
    "path2 = \"../Anti-National-Tweets-Classification/dataset/raw_dataset/khalistan_main.csv\"\n",
    "path3 = \"../Anti-National-Tweets-Classification/dataset/raw_dataset/Referendum2020.csv\"\n",
    "\n",
    "# data1 = pre.read_data(input_path)\n",
    "# data\n",
    "d1 = pd.read_csv(path1)\n",
    "d2 = pre.read_data(path2)\n",
    "d3 = pre.read_data(path3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# raw_tweets = data.tweet.values.tolist()\n",
    "# raw_tweets[:2]\n",
    "r1 = d1.tweet_low.values.tolist()\n",
    "r2 = d2.tweet.values.tolist()\n",
    "r3 = d3.tweet.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cleaned_tweets = pre.clean_data(raw_tweets)\n",
    "# cleaned_tweets\n",
    "\n",
    "c1 = pre.clean_data(r1)\n",
    "c2 = pre.clean_data(r2)\n",
    "c3 = pre.clean_data(r3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preprocess_tweets = pre.preprocess_data(cleaned_tweets)\n",
    "# preprocess_tweets\n",
    "\n",
    "p1 = pre.preprocess_data(c1)\n",
    "p2 = pre.preprocess_data(c2)\n",
    "p3 = pre.preprocess_data(c3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pil file twitter promote khalistan good initiative sikh community try sa',\n",
       " '',\n",
       " 'pakistan around partition weve never see photograph colour ehsan rehan first photograph gurdwara',\n",
       " 'pannun no shame leave',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'pil file twitter promote khalistan good initiative sikh community try sa',\n",
       " '',\n",
       " 'pakistan around partition weve never see photograph colour ehsan rehan first photograph gurdwara',\n",
       " 'pannun no shame leave',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'pannun not listen real sikh imaginary world doesnt care sikh community',\n",
       " '',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'gherao sept truck rally day modi solution farmersbill sfj khalistan register',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'pig india no no not regular pig who demand loha sharia pig who demand',\n",
       " 'gherao sept truck rally day modi solution farmersbill sfj khalistan',\n",
       " 'pannun not listen real sikh imaginary world doesnt care sikh community',\n",
       " 'mp barrs journalist view tweet mean mp scar hold accountable',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'b namaste invite watch late video terry milewski report expose pakistan role khalistan move',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'farmer register vote october maximum register vote get grant money sfj',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'no way leave modi except may free kashmir vacant space way',\n",
       " 'no way leave modi except may free kashmir vacant space way',\n",
       " 'pakistan around partition weve never see photograph colour ehsan rehan first photograph gurdwara',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'mr pannun what real indian sikh want sikh inseparable part india proud',\n",
       " 'mr pannun what real indian sikh want sikh inseparable part india proud',\n",
       " 'canadian thinktank recently publish report which argue khalistan separatist movement project',\n",
       " 'exclusive break news khalistani supporter video show khalistan not subject',\n",
       " 'solution farmersbill khalistan sfj modi register vote',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'mr pannun what real indian sikh want sikh inseparable part india proud',\n",
       " 'please stop rally cm gherao modi truck rally th sept solution',\n",
       " 'punjab deep sht cm talk amp behave like goongetting chakka jam rail roko do',\n",
       " 'solution farmersbill sfj khalistan th september get ready',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'cm solution farmersbill sfj khalistan register vote khalistan',\n",
       " 'punjab farmer sikh punjab show power modi protest policy ge',\n",
       " 'get ready gherao modi truck rally th sept solution farmersbill suffer farmer',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'get ready gherao modi truck rally th sept solution farmersbill suffer farmer',\n",
       " 'get ready gherao modi truck rally th sept solution farmersbill suffer farmer',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan farmer w',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'pannun no shame leave',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'shame khalistani supporter whoever do no right stay punjab request leave ou',\n",
       " 'pannun amp minion dont try hard wont get neither vote nor socalled khalistan bo',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'cm gherao modi truck rally th sept truck driver urge understand fe',\n",
       " 'cm solution farmersbill sfj khalistan register vote',\n",
       " 'cm gherao modi truck rally th sept truck drive urge reach delhi visible',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'stop modi target land punjab farmer solution khalistan register vote',\n",
       " 'farmer register vote october maximum register vote get grant money sfj',\n",
       " 'punjab deep sht cm talk amp behave like goongetting chakka jam rail roko do',\n",
       " 'punjab deep sht cm talk amp behave like goongetting chakka jam rail roko do',\n",
       " 'people ask khalistan',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'sikh justice mislead sikh community name khalistan support pakistan',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'gherao modi truck rally th sept solution khalistan justice prevail',\n",
       " 'cm gherao modi truck rally th sept not accept farmer bill solution',\n",
       " 'no way leave modi except may free kashmir vacant space way',\n",
       " 'no way leave modi except may free kashmir vacant space way khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj raise voic',\n",
       " 'cm capt amarinder amp power doesn',\n",
       " 'solution farmersbill khalistan cm gherao modi truck rally',\n",
       " 'solution farmersbill khalistan cm gherao modi truck rally',\n",
       " 'pannun amp minion dont try hard wont get neither vote nor socalled khalistan bo',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'pannun no shame leave',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'b right farmer dont take darma justice way protest live',\n",
       " 'punjab deep sht cm talk amp behave like goongetting chakka jam rail roko do',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'farmer want right burn tractor not solution solution khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'cm get ready gherao modi truck rally campaign th sept anti farmer bill pass',\n",
       " 'cm gherao modi truck rally th sept support farmer stopmodi farmer want right live',\n",
       " 'not punjab kesari dainik jagran way far punjab day super secular',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'khalistan solution farmersbill cm gherao modi truck rally th sept',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'cm u ready gherao modi truck rally watch u th sept solution',\n",
       " 'people ask khalistan',\n",
       " 'save farmer cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'way stop modi agenda cm gherao modi truck rally th sept solution',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " '',\n",
       " 'sikh nation see real face not fool u anymore what',\n",
       " 'b gherao modi truck rally th sept cm dont want anything except want live l',\n",
       " 'cm get ready gherao modi truck rally campaign th sept anti farmer bill pass',\n",
       " 'cm gherao modi truck rally conduct th sept modi need sensitize punjab',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'b support poor farmer think government see whats go try',\n",
       " 'cm gherao modi sept anti farmer bill bil increase problem p',\n",
       " 'khalistan solution leave u cm gherao modi truck rally th sept sol',\n",
       " 'punjab haryana want independent separate homeland khalistan cm gherao modi truck rally',\n",
       " 'cm make change farmer bill not solution solution farmersbill',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm government let poor farmer fend time crisis',\n",
       " 'cm gherao modi truck rally th sept save farmer punjab haryana solution',\n",
       " 'cm gherao modi truck rally farmer systematically force suicide khalistan bnao soluti',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b cm gherao modi truck rally th sept dont want anything except want live',\n",
       " 'farmer gather outside modi residence new delhi farmersbill call reform bill wil',\n",
       " 'sikh nation see real face not fool u anymore what farmersbil',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'cm solution farmersbill sfj khalistan register vote',\n",
       " 'sikh nation see real face not fool u anymore what',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'stop crocodile tear know puppet indian government no power thing punjab farm',\n",
       " 'farmer gather outside modi residence new delhi farmersbill call reform b',\n",
       " 'cm make change farmer bill not solution solution farmersbill',\n",
       " 'stop crocodile tear know puppet indian government no power thing',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'cm get ready gherao modi truck rally campaign th sept anti farmer bill pass',\n",
       " 'cm gherao modi truck rally th sept time show modi sikh fight r',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b trucker go reach delhi september there one solution thats farmer bill',\n",
       " 'punjab truck stop modi take justice gherao modi truck rally th sept solution farmersbill',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'cm farmer bad debt not pay loan solution',\n",
       " 'part rally save life ppor farmer stop enter cm gherao modi',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'ready gherao modi truck rally th september punjab haryana people want live independent life',\n",
       " 'khalistan zindabad modi let ur agenda',\n",
       " 'sept truck rally day gherao modi solution farmersbill sfj khalistan',\n",
       " 'people ask khalistan',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'pakistan eliminate sikh population decade kill rape abduction force marriage',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'cm disquiet not solution solution farmersbill sfj',\n",
       " 'cm farmer bad debt not pay loan solution th',\n",
       " 'b cm dont fake don',\n",
       " 'cm amendment farmer bill not solution solution',\n",
       " 'cm make change farmer bill not solution solution',\n",
       " 'cm farmer bad debt not pay loan solution',\n",
       " 'b cm dont want bill want khalistan soluti',\n",
       " 'cm make change farmer bill not solution',\n",
       " 'cm farmer bad debt not pay loan solution',\n",
       " 'cm farmer commit suicide avoid pay loan solution',\n",
       " 'cm make change farmer bill not solution',\n",
       " 'cm solution farmersbill sfj khalistan register vote',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'cm farmer bad debt not pay loa',\n",
       " 'cm capt amarinder amp power doesn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b cm indian government isnt actually sincere poor farmer say yes',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b cm dont fake don',\n",
       " 'cm yearly farmer take life avoid pay loan soluti',\n",
       " 'seperate state khalistan need sikh farmer not save',\n",
       " 'cm protest not solution want land solution farmersbill',\n",
       " 'cm solution farmersbill sfj khalistan register vote',\n",
       " 'cm make change farmer bill not solution solution',\n",
       " 'b cm dont fake don',\n",
       " 'cm protest not solution solution',\n",
       " 'cm disquiet not solution solution farmersbill',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'hope not plan promote khalistan movement',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm solution separate land farmersbill sfj khalistan',\n",
       " 'cm make change farmer bill not solution solution',\n",
       " 'cm make change farmer bill not solution sol',\n",
       " 'cm not believe word solution',\n",
       " 'b cm dont want anything except want live life',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'farmersbill allready supressed fa',\n",
       " 'cm farmer bad debt not',\n",
       " 'b cm every life important cruelty isnt',\n",
       " 'want farmer commit suicide farmersbill',\n",
       " 'b cm dont fake don',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'b cm dont make false prom',\n",
       " 'b cm dont fake yo',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'sto',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " '',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'cm',\n",
       " 'cm',\n",
       " '',\n",
       " 'solution problem khalistan',\n",
       " 'want farmer commit suicide due kind anti farmer bill want',\n",
       " 'outrightly reject ideology separatism clear crystal khalistan ideology cannot',\n",
       " 'protest not solution solution farmersbill sfj khalistan',\n",
       " 'farmer commit suicide punjab still pass law what',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'capt amarinder amp power doesn',\n",
       " 'b dont want anything except want live life way don',\n",
       " 'sikh nation decide future khalistan make one day',\n",
       " 'b why cry',\n",
       " 'say no lollipop what farmersbill',\n",
       " 'cm stop showoff don',\n",
       " 'cm protest not solution solution',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'farmer live miserable life want khalistan farmersbill sfj',\n",
       " 'stop crocodile tear know puppet indian government no po',\n",
       " 'guyz not sincere sikh nation right khalistan',\n",
       " 'say yes khalistan solution problem sfj farmersbill',\n",
       " 'cm create drama nothing farmer gherao modi truck rally th sept solution',\n",
       " 'nothing u what right u futur',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'cm gherao modi truck rally th sept support poor farmer stop modi solution farmersbill',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'farmer protest ambala army cavalcade block pro khalistan slogan raise cavalcade ar',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'time cm gherao modi truck rally th sept solution farmersbill sfj khalistan regist',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'b time cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'mr pannun door door campaign go super failure like campaign nah',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among sikh',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'pannun please grow stop woo sikh community terror money real sikh not weak gree',\n",
       " 'why sf j late program rail roko big flop show no sikh ever interest join sf j khalistan',\n",
       " 'sfj gunda gang launch another application google play store which motive spread hate among',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'basically pannun try hard make maximum money november know what khalistan alread',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'pannun khalistani stooge also say dont want support khalistan terror drama',\n",
       " '',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe india',\n",
       " 'sikh want khalistan sikh indian army man explain how sikh treat india minority not safe',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'cm gherao modi truck rally th sept solution farmersbill sfj khalistan',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'sikh amp muslim minority india want freedom india community realize elder',\n",
       " 'mr pannun door door campaign go super failure like campaign',\n",
       " 'know someone hijack issue farm bill amp run agenda kisaan union cannot survive without',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'like fail agenda pannun door door campaign go super failure nahi chahida k',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'like fail agenda pannun door door campaign go super failure',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'government panjab busy resolution caa nose pro khalistan really',\n",
       " 'socalled pure country call pakistan kill murder blast commute inhuman atrocity thei',\n",
       " 'people ask khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'people ask khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'bs hun hor ni way',\n",
       " 'bs hun hor ni way',\n",
       " 'bs hun hor ni way',\n",
       " 'sfj conduct referendum different place india amp fail miserably everywhere nw team pannu h come ne',\n",
       " 'bs hun hor ni way',\n",
       " 'bs hun hor ni way',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'thousand indian farmer protest agriculturerelated bill sikh justice sfj try fi',\n",
       " 'pannun actual status socalled khalistan referendum vote still want doo',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'dear sfj pannun khalistan supporter please answer question ask video stop kha',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'pannun no shame leave',\n",
       " 'pakistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'november terror attack premise sant nirankari mission indian state punjab',\n",
       " 'dear pannun bhai listen recent debate also feel how khalistan which not',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'hey pannun why',\n",
       " 'thousand indian farmer protest agriculturerelated bill sikh justice sfj try',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'farmer protest ambala army cavalcade block pro khalistan slogan raise cavalcade ar',\n",
       " 'b farmer protest ambala army cavalcade block pro khalistan slogan raise cavalcade',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'b bhene isnt khalistan guru sahiban talk khalsa raj mean something much much good',\n",
       " 'b miss aint khalistan agenda name sikh suppose dont know wh',\n",
       " 'b isnt khalistan agenda name religion take look',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'b what khalistan tell please twitter',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'no khalistan khai garbage dear sikh quick realise pannun',\n",
       " 'oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred soci',\n",
       " 'b oops what happen video go break every khalistanis dream socalled khalistan',\n",
       " 'fight khalistan result mainly two thing carnage innocent people resurgence hatred',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'pannun no shame leave',\n",
       " 'pannun no shame leave',\n",
       " 'pannun amp minion dont try hard wont get neither vote nor socalled khalistan bo',\n",
       " 'shame khalistani supporter whoever do no right stay punjab request leave ou',\n",
       " 'pannun know mean no word no usually use give negative response real sikh say big',\n",
       " 'mil macdonald laurier institute report note clear who really drive khalistan bus pakistan',\n",
       " 'picture show pannun pakistani sponsor make khalistan referendum twitter r',\n",
       " 'one want khalistan entire india khalistan hemkund north rameshwaram south barcha',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'pannun not listen real sikh imaginary world doesnt care sikh community',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'charm hour long discussion channel president shiromani akali dal amritsar',\n",
       " 'sikh amp muslim minority india want freedom india community realize elder',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'b dear indian dont worry nagaland khalistan atarprdas remember ladakh',\n",
       " 'socalled pure country call pakistan kill murder blast commute inhuman atrocity thei',\n",
       " 'punjab amp haryana people protest modi un watch live khalistan sfj',\n",
       " 'sfj protest modi un watch live meet shoe shout berate right',\n",
       " 'khalistan street new york punjab protest modi un watch live',\n",
       " 'punjab new york punjab farmer protest modi un butch heart always disrupt life pe',\n",
       " 'khalistan protest modi watch live punjab farmer',\n",
       " '',\n",
       " '',\n",
       " 'sfj conduct referendum different place india amp fail miserably everywhere nw team pannu h come ne',\n",
       " 'b india sikh expose modis face new york occasion world world meet outside un see',\n",
       " '',\n",
       " 'b',\n",
       " 'one genuinely feel farmer don',\n",
       " 'pannun no shame leave',\n",
       " 'canadian thinktank recently publish report which argue khalistan separatist movement project',\n",
       " 'sfj sikh protest modi un policy punjab farmer khalistan referendum',\n",
       " 'don',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum punjab farmer life farmer become misera',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b n sop khalistan punjabi jmb tag bengali isi south indian maratha unknown gro',\n",
       " 'unemployment drug waterrelated issue force sikh farmer commit suicide every indian citizen must stand',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'back dude kashmir khalist',\n",
       " 'back dude kashmir',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'punjab haryana epicentre nationwide protest farmer sfj khalistan gherao modi',\n",
       " 'thousand farmer block road highway several state sfj khalistan gherao modi bharat bandh',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'exclusive break news khalistani supporter video show khalistan not subject',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'book river fire khalistan struggle narrative sikh militant struggle here video presentation summarize',\n",
       " 'canadian thinktank recently publish report which argue khalistan separatist movement proj',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'b haa haa correct wont share map chutspastan wont say word',\n",
       " 'pannun amp minion dont try hard wont get neither vote nor socalled khalistan bo',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'take action khalistani separatist keep electoral politics sensitive matter khalistan',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'why sf j late program rail roko big flop show no sikh ever interest join sf j khalistan',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'khalistan never form one thing sure pakistan break soon think pakistani punja',\n",
       " 'khalistan issue make moneymaking industry western country set people who basically fra',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'dear sikh community hope aware gurpatwant singh pannun go mad terrorist plan',\n",
       " 'sfj prove organisation run brainless people fake tik tok account which no video',\n",
       " 'yes pannun place khalistan khalistan idea go straignt hell belong',\n",
       " 'haven',\n",
       " 'sfj must appeal twitter bandh khalistani pak isi account sikh feed',\n",
       " 'akali dal desh drohi since parkash badal take meticulous plan make punjab separ',\n",
       " 'people support khalistan referendum gimmick gang hardly concern',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'khalistan poster see everywhere pakistan see different stage set spread hatred',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'pakistani friend start assume indian punjabi especially sikh arent happy country l',\n",
       " 'fake pak bot never understand truth dont brain handle truth photo',\n",
       " 'pannun bhai always want great khalistan well know pakistan big portion',\n",
       " 'take action khalistani separatist keep electoral politics sensitive matter khalistan',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'indian sikh not agree idea khalistan understand idea referendum base ar',\n",
       " 'sikh community pakistan not get justice khalistan pakistan pak sikh support esta',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'pak sikh request raise voice khalistan th august independence day pakistan nankana',\n",
       " 'take action khalistani separatist keep electoral politics sensitive matter khalistan',\n",
       " 'evil plan khalistan never successful not even dream man liar mu',\n",
       " 'khalistan doesnt even exist social medium pak bot how much proof need understand pann',\n",
       " 'british sikh association defy sikh federation uk demand independent khalistan sikh',\n",
       " 'which angle broke look like sikh name gurpatwant singh pannun accumulate huge wealth',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'exactly khalistanis use social medium platform spread hate promote separatist propaganda',\n",
       " 'message give comfort people understand sikh dont want khalistan jus',\n",
       " 'future referendum khalistan perfectly depict cartoon khalistan imply fill blank',\n",
       " 'idea khalistan bear hatred idea bear hate violence doesnt really help anybody how c',\n",
       " 'khalistan never form exist imagination anti india element support pakistan',\n",
       " 'real sikh resist online khalistan campaign get rid pakbacked moron who',\n",
       " 'notice slap face khalistani supporter who help sfj pannun spread hate na',\n",
       " 'say loud clear support lord ramus ranger cbe one who understand pain anger',\n",
       " 'khalistan khalistan voter registration drive freedom drive referendum solution khalistan',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution punja',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution',\n",
       " 'what think psychology people who support khalistan issue give sense',\n",
       " 'literally people frame people khalistanis live show tube wow im',\n",
       " 'may leave nda prakashsinghbadal respect balasahebthackeray',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'what firstly paksponsored stooge protest irrational demand khalistan secondly ind',\n",
       " 'two dumb khalistanis best next pannun',\n",
       " 'voter registration drive freedom drive referendum solution khalistan solution',\n",
       " 'voter registration drive freedom drive referendum solution khalistan soluti',\n",
       " 'voter registration drive freedom drive referendum solution khalistan soluti',\n",
       " 'voter regis',\n",
       " 'voter registration drive freedom drive referendum solution khalistan',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'pannun make khalistan no objective every person whether sikh non sikh aware',\n",
       " 'khalistan voter registration drive freedom drive referendum solution khalistan solution',\n",
       " 'enlighten note sikh gurpatwant singh pannun not able make khalistan try',\n",
       " 'sikh make sure khalistan never become reality thats not what guru want',\n",
       " 'nation state form around religious identity highly problematic doom fail practically sikh li',\n",
       " 'shame sfj amp pannun who want divide sikh panth objective make khalistan always remain fanta',\n",
       " 'early generation suffer lot due khalistani terrorism why would want live li',\n",
       " 'sikh different ideology hindu cant nation referendum solution khalistan solution',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'british sikh association defy sikh federation uk demand independent khalistan sikh',\n",
       " 'khalistan doesnt even exist social medium pak bot how much proof need understand pann',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'khalistanis dont use brain dont photo say found father khalistan movement',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'well young sikh totally reject idea khalistan no historical validity no root reli',\n",
       " 'reality reality pakis not happy sikh community live happily india reality',\n",
       " 'take action khalistani separatist keep electoral politics sensitive matter khalistan',\n",
       " 'take action khalistani separatist keep electoral politics sensitive matter',\n",
       " 'quick question neighbour pakistan what status khalistan pakistan how many vote collect',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'pakistan smuggle drug weapon counterfeit currency indian punjab firozpur pathankot',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'petition file delhi high court seek criminal action representative',\n",
       " 'petition file delhi high court seek criminal action represe',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'think defeat khalistan pay article fake propaganda india al',\n",
       " 'think defeat khalistan pay article fake propaganda india al',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan n',\n",
       " 'pannun part peaceful campaign khalistan socalled peaceful campaign khalistan',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'punjab politician either give u freedom take cut agri biz support khalistan',\n",
       " 'think defeat khalistan pay article fake propaganda india always',\n",
       " 'indian sikh youth need b vigilant amp nt fall trap desperate khalistanis back pakistan failure p',\n",
       " 'basically pannun try hard make maximum money november know what khalistan alread',\n",
       " 'sfj khalistani separatist upload another application google play store promote khalistan goal',\n",
       " 'khalistan peaceful democratic right sikh last decade kill',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hp',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sin',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sin',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'pannun not listen real sikh imaginary world doesnt care sikh community',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'pannun amp minion dont try hard wont get neither vote nor socalled khalistan bo',\n",
       " 'shame khalistani supporter whoever do no right stay punjab request leave ou',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sing hpora',\n",
       " 'khalistan voice sikh never forget indian state kill sikh chatti sin',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'land kashmir',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan illeg',\n",
       " 'entire india along indian sikh community outrightly reject demand khalistan il',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'khalistan sikh support punjab farmer protest modi punjab newyork support poor farmar khalistan r',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum punjab farmer life farmer become misera',\n",
       " 'khalistan sikh support punjab farmer protest modi punjab newyork support poor farmar',\n",
       " 'sfj distribute million st oct th oct farmer punjab haryana register vote',\n",
       " 'vote khalistan referendum punjabi farmer live peace punjab register vote khalistan http',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'sikh indian army full interview fascinate conversation singh retd regard india c',\n",
       " 'akali dal desh drohi since parkash badal take meticulous plan make punjab',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'trend topic pakistan sep brimun resolvettsissues',\n",
       " 'start trend pakistan khalistan ggmu',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'khalistan pakistan project senior canadian journalist reveal discussion',\n",
       " 'khalistan protest modi go sfj protest modi un khalistan register vote punjab farmer',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'modi un no worry how punjab farmer effect call agriculture reform bill pass federal',\n",
       " 'punjab farmer protest punjab new york butch modi un modi always play life people wh',\n",
       " 'khalistan activist protest modi outside modi un khalistan referendum sfj watch live h',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'pm modi prove',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'why modi ignore sikh farmer virtual address today modi un attract protest khalistan',\n",
       " 'what would call video watch tight slap dose humiliation sfj khalistani separ',\n",
       " 'what would call video watch tight slap dose humiliation sfj',\n",
       " 'no injustice stop modi seize land punjab farmer time save farmer',\n",
       " 'khalistan reality virtual address modi un attract protest khalistan sikh support',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community terror plan khal',\n",
       " 'let u live peacefully virtual address modi un attract protest khalistan sikh support',\n",
       " 'sfj protest modi un stop take land poor punjab farmer stop support khalistan betterment',\n",
       " 'fake sikh who nr live outside create disharmony among sikh community',\n",
       " 'stop modi grab land punjab farmer solution khalistan register vote',\n",
       " 'why modi ignore sikh farmer virtual address today modi un attract protest khalistan',\n",
       " 'stop take land punjab farmer try understand problem minori',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum modi',\n",
       " 'stop take land punjab farmer try understand problem',\n",
       " 'pakistan khalistan nexus expose ft terry milewski full interview terry milewski ju',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'b modi stop grab land poor punjab farmer thats one reason khalistan',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum pro',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'stop modi grab land punjab farmer solution khalistan register vote sfj stopmodi',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wil',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'pakistan around partition weve never see photograph colour ehsan rehan first photograph gurdwara',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum modi',\n",
       " 'pannun not listen real sikh imaginary world doesnt care sikh community',\n",
       " 'let u live peacefully virtual address modi un attract protest khalistan sikh support',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wan',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum becaus',\n",
       " 'pm modi prove',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum khalis',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support poor punjab farmer haryana',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wan',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum khalis',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum suppor',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wan',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum khalis',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotecti',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'modi cruel pm not allow torture u anymore virtual modi un attract protest',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wil',\n",
       " 'sfj time take action anti sikh activist poor farmer who',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum becaus',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum modi',\n",
       " 'khalistan sikh support punjab farmer protest modi punjab newyork khalistan referendum',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum ti',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer get land back',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum moodi',\n",
       " 'modi see downfall virtual modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum modi',\n",
       " 'virtual modi un highlight protect khalistan sikh support raise voice punjab farmer',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum sfh',\n",
       " 'modi terrorist need show real face world virtual modi un attract protest',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'modi keep damage damage need go virtual modi un attract protest khalistan sikh',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum wan',\n",
       " 'enough damage do virtual modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum take',\n",
       " 'sfj khalistan punjabfarmes thousand ot protest support opposition party congress tri',\n",
       " 'thousand protest block road highwats several state sfj khalistan punjab farmer',\n",
       " 'farmer organisation umbrella india kisan sanghrash coordination committe sfj',\n",
       " 'virtual modi un sight spot protest ny khalistan sikh support punjab farmer khalistan sfj',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'stop modi seize land punjab farmer time save farmer punjab haryana',\n",
       " 'modi damage sikh community virtual modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'khalistan gateway freedom peace please stop ignore u stop neglect poor farmer vir',\n",
       " 'virtual modi un highlight protect khalistan sikh support punjab farmer khalistan sfj modi un',\n",
       " 'modi cheat virtual modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum modi h',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum mayb',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'virtual address modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'fail leadership failure fulfil promise give seperate country punjab sikh virtual',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'b stop modi injustice behavior poor farmer sikh deny khalistan virtual',\n",
       " 'modi un virtually attract protest khalistan sikh support punjab farmer',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'justice farmer brother justice injustice indian government raise voice virtual modi un',\n",
       " 'modi un modi grab land punjab farmer join hand stop truck life farme',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer time fight right',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'virtual address modi un attract protest khalistan sikh support punjab farmer',\n",
       " 'virtual modi un attract protest khalistan sikh support punjab farmer khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'punjabland sfj khalistan gharaomodi bandbharat not men also woman comitted suicide relate agricutu',\n",
       " 'punjabland sfj khalistan punjabfarmers land revolution bear history change punjab',\n",
       " 'not sure why many handl',\n",
       " 'stop modi seize land punjab farmer time save farmer punjab haryana b',\n",
       " 'b sfj protest modi un let stand raise voice injustice do punjab farmer want',\n",
       " 'one genuinely feel farmer don',\n",
       " 'start trend pakistan remember dr najeeb khalistan notifydecisionsofcommission payandserviceprotection year cns',\n",
       " '',\n",
       " 'punjabland sfj khalistan punjabfarmers not men also woman teenager protest farmer',\n",
       " 'b people haryana punjab special punjab farmer protest modi modi un policy',\n",
       " 'pm modi prove',\n",
       " 'stand punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistanis high spirit khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'raise voice punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum india divert',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum government pro',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum good live condi',\n",
       " 'mean like nagaland manipur mezoram amp khalistan',\n",
       " 'modi push farm bill amid huge opposition stop enter truck entry punjab haryana want',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum sikhism separat',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum election india w',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum sikh not c',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum india always tre',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum place worshi',\n",
       " 'live coverage protestors khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'modi please pity u punjabfarmers protest modi khalistan punjabfarmers wattch',\n",
       " 'punjab haryana people protest modi khalistan punjabfarmers watch livexe',\n",
       " 'b sfj protest modi un let stand raise voice injustice do punjab farmer want',\n",
       " 'sfj protest modi un poor punjab farmer mr modi not treat minority well',\n",
       " 'modi grab land farmer amp deprive basic right first sikh punjab farmer',\n",
       " 'money plz don',\n",
       " 'stand khalistan khalistan protest modi khalistan sfj modi un punjab farmer',\n",
       " 'live coverage protestors khalistan protest modi khalistan sfj modi un punjab farmer',\n",
       " 'khalistanis high spirit sfj modi un punjab farmer khalistan referendum khalistan protest',\n",
       " 'modi grab land farmer amp deprive basic right first sikh punjab farmer',\n",
       " 'b stop modi grab land punjab farmer land mother amp source income poor farmer cant surviv',\n",
       " 'freedom demand struggle stand punjab farmer khalistan sfj modi un punjab farmer',\n",
       " 'raise voice punjab farmer khalistan protest modi khalistan modi un punjab farmer',\n",
       " 'live coverage protestors khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'protest modi khalistan khalistan referendum',\n",
       " 'khalistanis high spirit khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'stop modi grab land punjab farmer stop enter truck sfj help u get rid injustice',\n",
       " 'stand punjab farmer watch live coverage sfj modi un punjab farmer',\n",
       " 'protestors great watch live coverage khalistan sfj modi un punjab farmer',\n",
       " 'khalistan protest modi un watch live farmer raise fo',\n",
       " 'b modi instead ask blame everyone why dont u something stop unfair ar',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b modi un dont bother listen problem punjab farmer effect call',\n",
       " 'pakistan around partition weve never see photograph colour ehsan rehan first photograph gurdwara',\n",
       " 'sfj call sikh protest modi un policy punjab farmer khalistan referendum',\n",
       " 'sikh protest modi raise voice punjab farmer get justice khalistan',\n",
       " 'sfj protest modi un poor punjab farmer mr modi not treat minority well',\n",
       " 'fail leader try blame someone elect modi india fail take stone age stop modi',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum stand right',\n",
       " 'khalistanis high spirit khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum stand sikh community solid',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum protest u see live utube come',\n",
       " 'poorfarmers not alone khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum sikh protest modi gov',\n",
       " 'khalistanis high spirit khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistanis high spirit khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'stand punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan solution protestors raise voice khalistan sfj modi un punjab farmer',\n",
       " 'alert live coverage protest raise voice poor farmer khalistan sfj modi un punjab farmer',\n",
       " 'punjab haryana people protestiing modi khalistan punjabfarmers watch liv',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'stand punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'live coverage protestors khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'raise voice punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'fail leader try blame someone elect modi india fail take stone age stop',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum sfj call campaign stand',\n",
       " 'hashtags khalistan sfj modi un punjab farmer khalistan referendum stand get',\n",
       " 'hashtags khalistan sfj modi un punjab farmer khalistan referendum protest modi gov',\n",
       " 'hashtags khalistan sfj modi un punjab farmer khalistan referendum stand get',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum sf jcalls sep protest modi',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'khalistan protest modi stand punjab farmer sfj khalistan referendum',\n",
       " 'sikh indian army full interview fascinate conversation singh retd regard india c',\n",
       " 'hashtags khalistan sfj modi un punjab farmer khalistan referendum come join u protest',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum protest modi gov gov indi',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum khalistan street newyork figh',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum sf jcalls protest modi gov',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum gov india not cooperate fa',\n",
       " 'khalistan protest modi watch live punjab farmer sfj',\n",
       " 'protestors road khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'raise voice farmer punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'b people haryana punjab special punjab farmer protest modi modi un policy',\n",
       " 'stand punjab farmer protest modi khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'stop modi grab land punjab farmer join sfj protest support sikh farmer modi ex',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'spirit protestors high khalistan sfj modi un punjab farmer khalistan referendum catch live cove',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum khalistan',\n",
       " 'protest modi khalistan sfj modi un punjab farmer khalistan referendum catch live',\n",
       " 'stop modi grab land punjab farmer join hand stop truck life farmer',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'khalistan protest modi believe ballot no bullet khalistan solution agon',\n",
       " 'khalistan protest modi success not final failure not fatal courage continue tha',\n",
       " 'khalistan protest modi watch live punjab farmer sfj',\n",
       " 'khalistan protest modi step become part campaign stand punjab farmer look',\n",
       " 'khalistan protest modi referendum need time put jail observe religiou',\n",
       " 'khalistan protest modi watch live farmer tho',\n",
       " 'modi un sikh protest no worry how punjab farmer effect call agricultur',\n",
       " 'no one happy modi government india punjab farmer protest right anti farmer bil',\n",
       " 'khalistan protest modi watch live indian govt try make sikh sla',\n",
       " 'khalistan protest modi watch live right farmer sfj',\n",
       " 'minority protest delhi newyork modi un khalistan activist protest modi out',\n",
       " 'khalistan protest modi watch live punjab farmer sfj khal',\n",
       " 'punjab farmer protest right modi un khalistan referendum khalistan',\n",
       " 'sfj protest modi un account not get right poor punjab farmer',\n",
       " 'spirit people punjab protest watch live',\n",
       " 'sjf protest modi un khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'khalistan protestors thee road modi un khalistan sfj modi un punjab farmer',\n",
       " 'khalistan protest modi watch live punjab farmer sfj',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum catch live',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum catch live',\n",
       " 'protest khalistan modi khalistan protest modi stand punjab farmer sfj',\n",
       " 'stand punjab farmer khalistan protest modi stand punjab farmer sfj',\n",
       " 'khalistan protest modi watch live punjab farmer sfj',\n",
       " 'raise voice khalistan khalistan protest modi stand punjab farmer sfj',\n",
       " 'raise voice modi khalistan protest modi watch live',\n",
       " 'modi hitler sikh minority india khalistan referendum modi un sfj khalistan',\n",
       " 'sikh protest modi un no worry how punjab farmer effect agriculture bi',\n",
       " 'khalistan activist protest modi outside modi un khalistan referendum sfj watch live h',\n",
       " 'sfj protest modi un no land grab modi khalistan sikh poor haryana punjab farmer sfj',\n",
       " 'khalistan protest modi watch live punjab farmer sfj khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'say yes khalistan hashtags khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'successful protest modi khalistan solution',\n",
       " 'protest modi khalistan khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'stand punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'raise voice farmer khalistan sfj modi un punjab farmer khalistan referendum watch live',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'justice poorfarmers hashtags khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'stand punjab farmer khalistan sfj modi un punjab farmer khalistan referendum',\n",
       " 'protest modi khalistan sfj modi un punjab farmer khalistan referendum live coverage',\n",
       " 'modi un no worry how punjab farmer effect call agriculture reform bill pass federal',\n",
       " 'sfj call sikh protest modi un policy punjab farmer',\n",
       " 'protest modi khalistan watch live punjab farmer',\n",
       " 'khalistan protest modi watch live farmer',\n",
       " 'sikh protest modi behaviour policy againat punjab farmer khalistan',\n",
       " 'khalistan protest modi watch live indian govt try make si',\n",
       " 'khalistan protest modi watch live right farmer',\n",
       " 'khalistan protest modi watch live punjab farmer',\n",
       " 'b account withhold india response legal demand learn',\n",
       " 'pannun pakistani puppet who work pakistan see indian sikh answer referendum shame',\n",
       " 'stop modi grab land punjab farmer solution khalistan register vote sfj modi un',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum come join hand bill pass',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum stand',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum stand farmer righ',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum protest modi sfj come',\n",
       " 'khalistan sfj modi un punjab farmer khalistan referendum stand punjab farmer sfj',\n",
       " 'khalistan referendum campaign front un ny watch live guy support khalistan referendum',\n",
       " 'sikh protest modi act punjab farmer minority india gherao modi',\n",
       " 'khalistan activist protest modi outside watch live stand wi',\n",
       " 'sfj protest modi un modi stop grab land punjab farmer fight opressi',\n",
       " 'raise slogan revolution address',\n",
       " 'punjab haryana epicentre nationwide protest farmer sfj khalistan gherao modi',\n",
       " 'sfj khalistan gherao modi bharat bandh stop modi grab land punjab farmer',\n",
       " 'sfj khalistan gherao modi bharat bandh sfj khalistan gherao modi bharat bandh sfj give call',\n",
       " 'say yes khalistan punjab farmer sfj khalistan referendum khalistan protest khalistan sfj modi un',\n",
       " 'punjab farmer need help need justice protest khalistan modi khalistan referendum sjf',\n",
       " 'raise voice farmer sfj khalistan referendum khalistan sfj modi un punjab farmer',\n",
       " 'sfj khalistan gherao modi bharat bandh india government become much corrupt want make sikh',\n",
       " 'modi stop grab land poor punjab farmer khalistan register vote',\n",
       " 'sfj khalistan gherao modi bharat bandh trucker flock amp block delhi sept',\n",
       " 'sfj khalistan gherao modi bharat bandh india government creul want make sikh slave sikh n',\n",
       " 'sfj khalistan gherao modi bharat bandh punjab farmer solution khalistan register vote',\n",
       " 'sfj khalistan gherao modi bharat bandh india government think sikh slave big mistake',\n",
       " 'sfj khalistan gherao modi bharat bandh dehli hilao khalistan banao sfj call gherao modi sept th',\n",
       " 'sfj khalistan gherao modi bharat bandh stop modi grab land punjab farmer',\n",
       " 'sfj khalistan gherao modi bharat bandh sfj give call gherao modi sept',\n",
       " 'sfj khalistan gherao modi bharat bandh indian govt become cruel stand farmer',\n",
       " 'sfj khalistan gherao modi bharat bandh dehli hilao khalistan banao sfj call gherao modi sept th',\n",
       " 'sfj khalistan gherao modi bharat bandh stop modi grab land punjab farmer',\n",
       " 'sfj khalistan gherao modi bharat bandh sfj give call gherao modi sept',\n",
       " 'sfj khalistan gherao modi bharat bandh india government become much corrupte instead help farmer',\n",
       " 'stop modi grab land punjab farmer solution khalistan register vote sfj modi un',\n",
       " 'suicide rate farmer increase alarm every year sfj khalistan gherao modi bharat bandh',\n",
       " 'not let modi grab land punjabfarmers sfj khalistan gherao modi bharat bandh',\n",
       " ...]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save preprocessed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "print(type(p1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "f1 = pd.DataFrame(columns = ['tweet','hashtags','label'])\n",
    "f2 = pd.DataFrame(columns = ['tweet','hashtags','label'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "f1['tweet'] = pd.Series(p1)\n",
    "f1.hashtags = d1.tweet_low.apply(lambda x: re.findall(r\"#(\\w+)\", x))\n",
    "f1.label = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>day go gettingthere</td>\n",
       "      <td>[gettingthere]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>friend tell shes afraid go dc rally amp attack...</td>\n",
       "      <td>[berniebros]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ive notice lot icontf presentation mention hap...</td>\n",
       "      <td>[icontf16]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>get weekend show country music lylepierce</td>\n",
       "      <td>[country, music, lylepierce]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>final legislative session day officially begin...</td>\n",
       "      <td>[albany]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               tweet  \\\n",
       "0                                day go gettingthere   \n",
       "1  friend tell shes afraid go dc rally amp attack...   \n",
       "2  ive notice lot icontf presentation mention hap...   \n",
       "3          get weekend show country music lylepierce   \n",
       "4  final legislative session day officially begin...   \n",
       "\n",
       "                       hashtags  label  \n",
       "0                [gettingthere]      0  \n",
       "1                  [berniebros]      0  \n",
       "2                    [icontf16]      0  \n",
       "3  [country, music, lylepierce]      0  \n",
       "4                      [albany]      0  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'> <class 'list'>\n"
     ]
    }
   ],
   "source": [
    "print(type(p2),type(p3))\n",
    "\n",
    "p2.extend(p3)\n",
    "\n",
    "\n",
    "h1 = d2.tweet.apply(lambda x: re.findall(r\"#(\\w+)\", x))\n",
    "h2 = d3.tweet.apply(lambda x: re.findall(r\"#(\\w+)\", x))\n",
    "htemp = h1.append(h2,ignore_index = True)\n",
    "\n",
    "f2.tweet = pd.Series(p2)\n",
    "f2.hashtags = pd.Series(htemp)\n",
    "f2.label = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5289\n"
     ]
    }
   ],
   "source": [
    "print(len(p2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>pil file twitter promote khalistan good initia...</td>\n",
       "      <td>[PIL, Twitter, Khalistan, SikhCommunity]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td>[Kashmir_With_India, ShameOnSFJ, ShameOnPannun...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pakistan around partition weve never see photo...</td>\n",
       "      <td>[Pakistan, Gurdwara]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>pannun no shame leave</td>\n",
       "      <td>[Pannun, Khalistan]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pannun pakistani puppet who work pakistan see ...</td>\n",
       "      <td>[Shame]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5284</th>\n",
       "      <td>referendum vote</td>\n",
       "      <td>[Referendum2020]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5285</th>\n",
       "      <td>part democracy take minute referendum</td>\n",
       "      <td>[Referendum2020]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5286</th>\n",
       "      <td>true face khalistan not sikh puppet isi shame ...</td>\n",
       "      <td>[Khalistan, Sikhs, ISI, ShameOnSFJ, ShameOnPan...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5287</th>\n",
       "      <td>sikh r suffer pakistan amp isi busy support kh...</td>\n",
       "      <td>[Pakistan, ISI, Khalistan]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5288</th>\n",
       "      <td>sikh r suffer pakistan amp isi busy support kh...</td>\n",
       "      <td>[Pakistan, ISI, Khalistan]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5289 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  tweet  \\\n",
       "0     pil file twitter promote khalistan good initia...   \n",
       "1                                                         \n",
       "2     pakistan around partition weve never see photo...   \n",
       "3                                 pannun no shame leave   \n",
       "4     pannun pakistani puppet who work pakistan see ...   \n",
       "...                                                 ...   \n",
       "5284                                    referendum vote   \n",
       "5285              part democracy take minute referendum   \n",
       "5286  true face khalistan not sikh puppet isi shame ...   \n",
       "5287  sikh r suffer pakistan amp isi busy support kh...   \n",
       "5288  sikh r suffer pakistan amp isi busy support kh...   \n",
       "\n",
       "                                               hashtags  label  \n",
       "0              [PIL, Twitter, Khalistan, SikhCommunity]      1  \n",
       "1     [Kashmir_With_India, ShameOnSFJ, ShameOnPannun...      1  \n",
       "2                                  [Pakistan, Gurdwara]      1  \n",
       "3                                   [Pannun, Khalistan]      1  \n",
       "4                                               [Shame]      1  \n",
       "...                                                 ...    ...  \n",
       "5284                                   [Referendum2020]      1  \n",
       "5285                                   [Referendum2020]      1  \n",
       "5286  [Khalistan, Sikhs, ISI, ShameOnSFJ, ShameOnPan...      1  \n",
       "5287                         [Pakistan, ISI, Khalistan]      1  \n",
       "5288                         [Pakistan, ISI, Khalistan]      1  \n",
       "\n",
       "[5289 rows x 3 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "f2.to_csv('../Anti-National-Tweets-Classification/dataset/pre_processed/postive_class.csv')\n",
    "f1.to_csv('../Anti-National-Tweets-Classification/dataset/pre_processed/negative_class.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('../Anti-National-Tweets-Classification/dataset/pre_processed/postive_class.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df2 = pd.DataFrame(columns = ['tweet','hashtags','label'])\n",
    "df2['tweet'] = pd.Series(preprocess_tweets)\n",
    "df2.hashtags = data.tweet.apply(lambda x: re.findall(r\"#(\\w+)\", x))\n",
    "df2.label = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>pil file twitter promote khalistan good initia...</td>\n",
       "      <td>[PIL, Twitter, Khalistan, SikhCommunity]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>khalistan voice sikh never forget indian state...</td>\n",
       "      <td>[Khalistan]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sikh justice mislead sikh community name khali...</td>\n",
       "      <td>[Khalistan]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sikh community world include india protest hin...</td>\n",
       "      <td>[Refer]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pil file twitter promote khalistan good initia...</td>\n",
       "      <td>[PIL, Twitter, Khalistan, SikhCommunity]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               tweet  \\\n",
       "0  pil file twitter promote khalistan good initia...   \n",
       "1  khalistan voice sikh never forget indian state...   \n",
       "2  sikh justice mislead sikh community name khali...   \n",
       "3  sikh community world include india protest hin...   \n",
       "4  pil file twitter promote khalistan good initia...   \n",
       "\n",
       "                                   hashtags  label  \n",
       "0  [PIL, Twitter, Khalistan, SikhCommunity]      1  \n",
       "1                               [Khalistan]      1  \n",
       "2                               [Khalistan]      1  \n",
       "3                                   [Refer]      1  \n",
       "4  [PIL, Twitter, Khalistan, SikhCommunity]      1  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.to_csv('../Anti-National-Tweets-Classification/dataset/pre_processed/postive_class.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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