Big Brother Naija Tweets Analysis( Week_5).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys  \n",
    "import json\n",
    "import itertools\n",
    "from collections import Counter\n",
    "from ast import literal_eval\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pymongo import MongoClient\n",
    "from dotenv import load_dotenv\n",
    "from datetime import timedelta, date\n",
    "import nltk\n",
    "#nltk.download('punkt')\n",
    "from nltk.twitter import Query, Streamer, Twitter, TweetViewer, TweetWriter, credsfromfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_bloggers_latest_tweets(start_date, end_date, hashtag, num_tweets):\n",
    "    \"\"\"\n",
    "    This function takes in #blog and num_tweets and then downloads the\n",
    "    'n' latest tweets for that twitter handle and save as a dataframe\n",
    "    \"\"\"\n",
    "\n",
    "    import GetOldTweets3 as got\n",
    "\n",
    "    tweetCriteria = (\n",
    "        got.manager.TweetCriteria()\n",
    "        .setQuerySearch(hashtag)\n",
    "        .setSince(start_date)\n",
    "        .setUntil(end_date)\n",
    "        .setMaxTweets(num_tweets)\n",
    "    )\n",
    "    tweets = got.manager.TweetManager.getTweets(tweetCriteria)\n",
    "\n",
    "    tweets_list = [\n",
    "        {\n",
    "            \"id\": tweet.id, \n",
    "            \"text\": tweet.text, \n",
    "            \"username\": tweet.username, \n",
    "            \"permalink\": tweet.permalink, \n",
    "            \"to\": tweet.to, \n",
    "            \"date\": tweet.date, \n",
    "            \"retweets\": tweet.retweets, \n",
    "            \"favorites\": tweet.favorites, \n",
    "            \"mentions\": tweet.mentions, \n",
    "            \"hashtags\": tweet.hashtags, \n",
    "            \"geo\": tweet.geo, \n",
    "            \"links\": tweet.urls,\n",
    "            \"author_id\": tweet.author_id,\n",
    "            \"formatted_date\": tweet.formatted_date\n",
    "        } \n",
    "        for tweet in tweets\n",
    "    ]\n",
    "\n",
    "    df = pd.DataFrame(tweets_list)\n",
    "    # df.to_csv(\"bloggers.csv\", index=False) if tweets else pd.DataFrame()\n",
    "\n",
    "    tweet_count = len(tweets)\n",
    "    return tweet_count, df\n",
    "\n",
    "\n",
    "def generate_medium_handle(start_date, end_date, hashtag, number_tweets):\n",
    "    \"\"\"\n",
    "    This function tries to extract potential bloggers from tweeter\n",
    "    \"\"\"\n",
    "    count, df = get_bloggers_latest_tweets(start_date, end_date, hashtag, number_tweets)\n",
    "    if count:\n",
    "        df = df.drop_duplicates(subset = [\"id\"])\n",
    "        return df\n",
    "\n",
    "    return None\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of medium df: 957\n"
     ]
    }
   ],
   "source": [
    "# I did this for all housemates except the HOH and DHOH for that week\n",
    "start_date = str(date.today() + timedelta(days=-5))\n",
    "end_date = str(date.today())\n",
    "\n",
    "df = generate_medium_handle(start_date, end_date, \"#Laycon\", 1000)\n",
    "print(\"length of medium df: {}\".format(len(df)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Laycon_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "     Unnamed: 0                   id  \\\n",
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       "..          ...                  ...   \n",
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       "\n",
       "                                                  text         username  \\\n",
       "0    @adekunleGOLD @SympLySimi #kiddrica #bbnaija20...        kinglabi_   \n",
       "1    Only $2 for PCB Prototype, 24 Hours Fast Turn ...           JLCPCB   \n",
       "2    Join Me tomorrow in Ikeja as we discuss how to...    petersentoday   \n",
       "3    Y'all she talking bout #DNA ? Or Nah? #nickimi...     BarbzsquadNG   \n",
       "4    Remember that Jesus loves and cares for you. Y...          Bimsply   \n",
       "..                                                 ...              ...   \n",
       "952               Poem Comedy tonight #Laycon #BBNaija        Quadrio16   \n",
       "953  Good morning bloggers. I am happy to announce ...        NMBAwards   \n",
       "954  ICONS stop making mistake in your SMS vote. It...  LayconWarrior10   \n",
       "955  Choose your fav and retweet. . #BBNaija #bbnai...         ___kylex   \n",
       "956  Choose your fav and retweet. . #BBNaija #bbnai...         ___kylex   \n",
       "\n",
       "                                             permalink        to  \\\n",
       "0    https://twitter.com/kinglabi_/status/129659780...       NaN   \n",
       "1    https://twitter.com/JLCPCB/status/129633367243...       NaN   \n",
       "2    https://twitter.com/petersentoday/status/12965...       NaN   \n",
       "3    https://twitter.com/BarbzsquadNG/status/129659...       NaN   \n",
       "4    https://twitter.com/Bimsply/status/12965974897...       NaN   \n",
       "..                                                 ...       ...   \n",
       "952  https://twitter.com/Quadrio16/status/129623166...       NaN   \n",
       "953  https://twitter.com/NMBAwards/status/129623134...       NaN   \n",
       "954  https://twitter.com/LayconWarrior10/status/129...       NaN   \n",
       "955  https://twitter.com/___kylex/status/1296230348...  ___kylex   \n",
       "956  https://twitter.com/___kylex/status/1296230311...  ___kylex   \n",
       "\n",
       "                          date  retweets  favorites  \\\n",
       "0    2020-08-20 23:59:40+00:00         0          0   \n",
       "1    2020-08-20 06:30:06+00:00         5         35   \n",
       "2    2020-08-20 23:59:28+00:00         0          0   \n",
       "3    2020-08-20 23:58:35+00:00         0          1   \n",
       "4    2020-08-20 23:58:25+00:00         0          5   \n",
       "..                         ...       ...        ...   \n",
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       "953  2020-08-19 23:43:30+00:00         0          1   \n",
       "954  2020-08-19 23:41:48+00:00         3         15   \n",
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       "956  2020-08-19 23:39:23+00:00         0          2   \n",
       "\n",
       "                      mentions  \\\n",
       "0    @adekunleGOLD @SympLySimi   \n",
       "1                          NaN   \n",
       "2                          NaN   \n",
       "3                          NaN   \n",
       "4                          NaN   \n",
       "..                         ...   \n",
       "952                        NaN   \n",
       "953                        NaN   \n",
       "954                        NaN   \n",
       "955                        NaN   \n",
       "956                        NaN   \n",
       "\n",
       "                                              hashtags  geo  \\\n",
       "0    #kiddrica #bbnaija2020 #bbnaija2020lockdown #L...  NaN   \n",
       "1                                                  NaN  NaN   \n",
       "2    #kiddrica #BBNaija #Laycon #bbnaija2020lockdow...  NaN   \n",
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       "4    #BBNaija #bbnaija2020lockdown #kiddrica #MUFC ...  NaN   \n",
       "..                                                 ...  ...   \n",
       "952                                   #Laycon #BBNaija  NaN   \n",
       "953  #NMBAwards2020 #BBNaija #BBNaijaLockdown #Layc...  NaN   \n",
       "954                 #BBNaija #VoteToSaveLaycon #Laycon  NaN   \n",
       "955  #BBNaija #bbnaijialockdown #Laycon #BBNaijaLoc...  NaN   \n",
       "956  #BBNaija #bbnaijialockdown #Laycon #BBNaijaLoc...  NaN   \n",
       "\n",
       "                                                 links            author_id  \\\n",
       "0                                                  NaN            166132540   \n",
       "1                                 https://jlcpcb.com/v  1001371117657907200   \n",
       "2                                                  NaN  1284552208168648704   \n",
       "3                                                  NaN  1286265909049470976   \n",
       "4                                                  NaN   851722114432413696   \n",
       "..                                                 ...                  ...   \n",
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       "953                                                NaN  1296228342753112064   \n",
       "954                                                NaN  1295155740647317504   \n",
       "955  https://twitter.com/___kylex/status/1296203288...           2725199667   \n",
       "956  https://twitter.com/___kylex/status/1296201302...           2725199667   \n",
       "\n",
       "                     formatted_date  \n",
       "0    Thu Aug 20 23:59:40 +0000 2020  \n",
       "1    Thu Aug 20 06:30:06 +0000 2020  \n",
       "2    Thu Aug 20 23:59:28 +0000 2020  \n",
       "3    Thu Aug 20 23:58:35 +0000 2020  \n",
       "4    Thu Aug 20 23:58:25 +0000 2020  \n",
       "..                              ...  \n",
       "952  Wed Aug 19 23:44:47 +0000 2020  \n",
       "953  Wed Aug 19 23:43:30 +0000 2020  \n",
       "954  Wed Aug 19 23:41:48 +0000 2020  \n",
       "955  Wed Aug 19 23:39:32 +0000 2020  \n",
       "956  Wed Aug 19 23:39:23 +0000 2020  \n",
       "\n",
       "[957 rows x 15 columns]"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('Laycon_data.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'id', 'text', 'username', 'permalink', 'to', 'date',\n",
       "       'retweets', 'favorites', 'mentions', 'hashtags', 'geo', 'links',\n",
       "       'author_id', 'formatted_date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_new = df[df['links']!= \"\"]\n",
    "#df_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df['text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0      adekunlegold symplysimi kiddrica bbnaija20',\n",
       " '1      only 2 for pcb prototype 24 hours fast turn ',\n",
       " '2      join me tomorrow in ikeja as we discuss how to',\n",
       " '3      yall she talking bout dna  or nah nickimi',\n",
       " '4      remember that jesus loves and cares for you y',\n",
       " '5      httpswwwinstagramcompceimiyihayigsh',\n",
       " '6      laycon voice wen he talks gosh i love love it ',\n",
       " '7      all available for 2500 each if you’re seein',\n",
       " '8      mbuharis twitter handle is the biggest and m',\n",
       " '9      juiceworlddd if you are experiencin break up',\n",
       " '10     offer ends on monday2500 each bbnaija kid',\n",
       " '11     see him small mouth with him iconic chewing',\n",
       " '12     legend laycon i love this hair style bbnaijia',\n",
       " '13     bbnaijialockdown2020 laycon nowplaying list',\n",
       " '14      i wish he is touching something oh laycon l',\n",
       " '15      is like brother ozo is playing the real mans',\n",
       " '16     which night shit do you enjoy more this week ',\n",
       " '17     out now worldwide  httpstepidzstreamlink',\n",
       " '18     mad people everywhere watch this hilarious vid',\n",
       " '19                my guy sleeping so peacefully laycon ',\n",
       " '20     yall need to be truthful to yourself you can',\n",
       " '21     loriwhatsapp add up famzadd up famz but if',\n",
       " '22     what is your favorite party game have a look ',\n",
       " '23     how can you not love this guyomo ologo 1milli',\n",
       " '24     interested in joining a whatsapp book group fo',\n",
       " '25     now on apple music idan by oladipsoflife go a',\n",
       " '26     dfkm kiddrica bbnaija2020 bbnaija2020lockdo',\n",
       " '27     laycon is a vibes icons laycon itslaycon b',\n",
       " '28     ozo will marry nengi las las let her keep run',\n",
       " '29     nigerians have ridiculed grammys award tw',\n",
       " '30     i can now see im not the only one looking at ',\n",
       " '31     guys check it out httpsyoutubeu0ftarwfs',\n",
       " '32     httpswwwfacebookcom106709040927482posts',\n",
       " '33     bbnaijialockdown2020 hey guys ill be startin',\n",
       " '34     these elites are beginning to be toxic again ',\n",
       " '35                         laycruiser bbnaija laycon ',\n",
       " '36     why i cant blame this guys it is because of t',\n",
       " '37     original copy by cuppymusic gtgtgtgt',\n",
       " '38     this tweet is specifically for american twitte',\n",
       " '39     the premier league fixtures are out what are ',\n",
       " '40     nobody absolutely nobody me in my head tran',\n",
       " '41     the funniest breakup messages you’ve ever seen',\n",
       " '42     what they only see in bbnaija who else can r',\n",
       " '43     thank god tolanibaj is not sleeping in the hoh',\n",
       " '44     whats this again bbnaija kiddrica laycon ',\n",
       " '45     brighto na superstar now o laycon erica bbn',\n",
       " '46     brightoni kiddrica bbnaija2020 bbnaija2020l',\n",
       " '47     laycon is a guy with pure heart just the hou',\n",
       " '48     nba kicks el rufai out of 2023 presidential el',\n",
       " '49     kiddrica bbnaija2020 bbnaija2020lockdown l',\n",
       " '50      kiddwaya did you just fart that’s a poor man ',\n",
       " '51     after asuu drama it will remain student and la',\n",
       " '52     who will be the last girl standing kiddricca ',\n",
       " '53     bbnaija i dreamt last nightnd fortunately fr',\n",
       " '54     wooden screen touch watch battery warranty i',\n",
       " '55     bbnaijialockdown2020 afterdemseeyoufinish k',\n",
       " '56     bbnaija kiddrica ozone bbnaijalocdown bbn',\n",
       " '57     even nengi boyfriend wey dey outside go dey be',\n",
       " '58     hushpuppl click here to see what is trending ',\n",
       " '59     iconss please let cruise abeg abeg pornst',\n",
       " '60     king laycon don go to bed abeg go stream com',\n",
       " '61     it seems brighto and wathoni wants to give us ',\n",
       " '62     solar energy for stable electricty the best a',\n",
       " '63     ＼ルームツアー 動画 ／ 「スカイラウンジから花火も見れる 14階建て3ldkマンション」',\n",
       " '64     click here to see what is trending about hushp',\n",
       " '65     to everyone who voted for laycon rooted for h',\n",
       " '66     im bored im bored meanwhile you get 200 unr',\n",
       " '67     hellooooo lovelies you dont have a business a',\n",
       " '68     album is not for every mate “ apollo ” fireboy',\n",
       " '69     would you like to see me make another music fo',\n",
       " '70     add up famzadd up famz but if we message am',\n",
       " '71     thank god tolanibaj is not sleeping in the hoh',\n",
       " '72     bbnaija laycon bbnaija2020lockdown the kiss',\n",
       " '73     omorrr even twice as tall is not even as tal',\n",
       " '74     now that our king itslaycon is asleep let me',\n",
       " '75     kiddwaya and dorathy vee and neo just pr',\n",
       " '76     click here to see what is trending about hushp',\n",
       " '77     arike was trying to guilt trip laycon by sayin',\n",
       " '78     can this erica of a girl just respect her sel',\n",
       " '79     human beings judge you fast just to avoid bein',\n",
       " '80     forget hyping ozone is really boring together',\n",
       " '81     my cover of the song ”try it on my own by whit',\n",
       " '82     as kiddwaya mess na once kayode change camera ',\n",
       " '83     same day delivery to apapa what are you waiti',\n",
       " '84     is god not wonderful laycruiser laycon layc',\n",
       " '85     bbnaija moment erica and laycon were captu',\n",
       " '86     gods plan never fails icons we are blessed i',\n",
       " '87                                          vote laycon',\n",
       " '88     teamlaycon bbnaija laycon bbnaija2020lockdown',\n",
       " '89           i cant just stop laughing laycon bbnaija',\n",
       " '90     cant stop laughing at this who did this thoug',\n",
       " '91     call us for solar energy installation electri',\n",
       " '92     omalicha kiddrica bbnaija bbnaija2020lockdo',\n",
       " '93     10smsforerica laycon bbnaija2020lockdown b',\n",
       " '94     interested in joining a whatsapp book group r',\n",
       " '95     he use am resemble you na even in native u loo',\n",
       " '96     case close i dey here no more argument or you ',\n",
       " '97     so you know we don’t preach hate right here',\n",
       " '98     hello team twitter i just drooped a video to ',\n",
       " '99     all the insecticides i have used recently have',\n",
       " '100    obinna u re a big fool  no good tweet has eve',\n",
       " '101    of lay lay lay if you ever say laycon is not t',\n",
       " '102    post the full voting poll on sunday bbnaija ',\n",
       " '103    its obvious that laycon has moved on and don',\n",
       " '104                                              laycon',\n",
       " '105    the boy i flogged during my nysc days in kebbi',\n",
       " '106    anyone with common sense will know that she hi',\n",
       " '107    this is how i want to see laycon erica layc',\n",
       " '108                                  laycon laycruiser',\n",
       " '109    the new version of marlins marlian20 laycon ',\n",
       " '110    laycon the shakespeare was found bbnaija2020l',\n",
       " '111    choose your favorite and retweet im not putti',\n",
       " '112    brawl chess ♟coming soon follow to play braw',\n",
       " '113    1k likes and 1k retweet if you believe laycon',\n",
       " '114    truth be told ozo has fantasized and sexualiz',\n",
       " '115    laycon i stan im an icon itslaycon laycon ',\n",
       " '116    whats your favorite jam in fireboydmls apo',\n",
       " '117    the last piece that makes your looks outstandi',\n",
       " '118    comment your ya fav housemates below and retwe',\n",
       " '119    our very own shakespeare king solomon of 2020 ',\n",
       " '120    choose your fav and retweet   bbnaija bbn',\n",
       " '121    only angel michael can whip ozos head so he ',\n",
       " '122    you deserve to be my wife bbnaija bbnaijialo',\n",
       " '123    swears the first day i saw laycon i just fel',\n",
       " '124        icons everywhere layconthetaskmaster laycon',\n",
       " '125    laycon has moved on finally thank you the fr',\n",
       " '126    erica is sansa stark tolanibaj is lady catelyn',\n",
       " '127                        laycruiser bbnaija laycon ',\n",
       " '128    mrkevinpam dis was the man dat made me strted',\n",
       " '129    one erica fan just told me elites are deceivin',\n",
       " '130    nah not before 2020 apologizes for screwing w',\n",
       " '131    lucy needs a boyfriend tolanibaj is going to ',\n",
       " '132                        laycruiser bbnaija laycon ',\n",
       " '133    whos this bbnaija kiddrica ozone bbnaija',\n",
       " '134    i fired my boss so i can have time for laycon',\n",
       " '135    icons this should be a motivation laycruise',\n",
       " '136    brighto is dulling i swear cant he see watho',\n",
       " '137    and they end up supporting and voting for lay',\n",
       " '138    hey guys i cant appreciate you guys enough ',\n",
       " '139    i run a small business where i make handcraft',\n",
       " '140    i swr these two are my next favs after my boy ',\n",
       " '141    i bet it with you laycon is the happiest man ',\n",
       " '142    humble laycon the 85m is for you if you b',\n",
       " '143    some people just follow you sit on your profi',\n",
       " '144    mehn this freestyle na wordtssss nigga mind',\n",
       " '145    what tallfairguy did to your favorite laycon',\n",
       " '146     update lay is on the screen awa fierce la',\n",
       " '147    icons gather here follow each other bbnaija20',\n",
       " '148     brand range rover vogue supercharged 2015  ',\n",
       " '149    kiddrica ozone muharram1442 bbnaija2020 k',\n",
       " '150    incase you have not heard cynthia morgan is ',\n",
       " '151    follow me if you watch bbnaija more pills an',\n",
       " '152    2009 toyota highlander  condition  naija dri',\n",
       " '153     brand mercedesbenz c300 2011  ₦5000000 f',\n",
       " '154    five reasons laycon is winning this years’ bb',\n",
       " '155    hey the family is back together   i hope lay',\n",
       " '156    bbnaija kiddrica ozone bbnaija2020 bbnaij',\n",
       " '157    who can you walk with in the rain bbnaija k',\n",
       " '158    whats the message this picture is passing to ',\n",
       " '159    nengi were are you ozo wants to follow you b',\n",
       " '160    poets in the building bbnaija bbnaija2020loc',\n",
       " '161    imagine wizkid davido olamide burna boy wa',\n",
       " '162    bbnaija thanks to all icons who voted for our',\n",
       " '163    oya tap the follow button and get a follow bac',\n",
       " '164    like for nengi retweet for laycon and comment',\n",
       " '165    tag someone who loves oud fragrances oud mood ',\n",
       " '166    veep papa bi 2020mahamaafa jmandjane2020 im',\n",
       " '167    i believe we all know the message this picture',\n",
       " '168    one of my customers came to buy iron few days ',\n",
       " '169    hahahahai love this artistic dexterity la',\n",
       " '170    so accurate lolzzzzzz and the way elena ends u',\n",
       " '171    ill keep on repeating it anytime i tweet you',\n",
       " '172    bbnaija kiddrica 5cedis4ray ozone bbnaija',\n",
       " '173    see ehn if i dont marry laycon i myself will',\n",
       " '174    if you would agree with me president buhari ha',\n",
       " '175                                         laycon abeg',\n",
       " '176    you need to read some powerful points laycon n',\n",
       " '177                          bbnaija laycon i stan him',\n",
       " '178                                     bbnaija laycon',\n",
       " '179    the best thing i did this year was to stan lay',\n",
       " '180                        laycruiser bbnaija laycon ',\n",
       " '181     brand lexus lc500 2020  ₦80000000 foreign',\n",
       " '182    toyota avalon 05 27m  tokunbo bbnaija2020l',\n",
       " '183    someone said she do feel unwanted each time sh',\n",
       " '184                              laycon we gat ur back ',\n",
       " '185                         laycon laycruiser bbnaija',\n",
       " '186    cash of 41 million dollars seized from hushpup',\n",
       " '187    i agreeno more eviction just declare layc',\n",
       " '188    keep anticipating my new song dropping on 25th',\n",
       " '189    drop your handles and lets follow you naughty',\n",
       " '190    its not all about big boobs and ass lets lea',\n",
       " '191    laycon is just different and unique his alread',\n",
       " '192    i might just do a recharge cards give away for',\n",
       " '193    this girl should stay away from laycon she ju',\n",
       " '194    voting has ended time to cruise with our neig',\n",
       " '195    hey guys reached limit  will follow back soon',\n",
       " '196       laycon for the moneyhe isnt going nowhere',\n",
       " '197    laycon nengi erica mostsearched bbnaija',\n",
       " '198    i miss this garden very sweet and amebogetic',\n",
       " '199    god no go shame us come sunday icons we will c',\n",
       " '200                              laycon laycon bbnaija',\n",
       " '201    bbnaija bbnaija2020lockdown i thought drugs ',\n",
       " '202    following every one that like this and sub t',\n",
       " '203    the ocean said “moses not today bbnaija kid',\n",
       " '204    bbnaija laycon is a real gentleman i so very',\n",
       " '205    god bless all icons worldwide victory is our ',\n",
       " '206     give on word to describe this bbnaijia layc',\n",
       " '207    i love the way bblaycon smile kiddrica layc',\n",
       " '208     most u talk about laycon in all ur post laycon ',\n",
       " '209    i personally completed about 60 sim cards vot',\n",
       " '210    vee is worried her conversation with neo seems',\n",
       " '211    laycon is already a superstar always giving us',\n",
       " '212    icons are the best god bless us all layconx8',\n",
       " '213    some fans reply angrily damn u will see stu',\n",
       " '214    please who saw our boy laycon in his blasers ',\n",
       " '215    erotica came to meet the boys playing the ayo ',\n",
       " '216    let all the icons come and see bbnaija2020loc',\n",
       " '217    think about this 2020mahamaafa itsher imw',\n",
       " '218    airplane mode fireboydml no won allow me ',\n",
       " '219               where is all the icon laycon bbnaija',\n",
       " '220                                     bbnaija laycon',\n",
       " '221                 allvotesforlaycon laycon bbnaija',\n",
       " '222    voting is over oooif our neighbour want to ',\n",
       " '223                      manlike laycon no time oh',\n",
       " '224    wetin dey sup  who can relate bbnaija zara',\n",
       " '225                                              laycon',\n",
       " '226    i just want laycon to win at the end of it all',\n",
       " '227    jlcpcb prototype for 25pcs 24 hours quick t',\n",
       " '228    follow me i follow back laycon all the way m',\n",
       " '229    and u keep blaming her for choosing him over ',\n",
       " '230    kidd erica and laycon is a triangular some',\n",
       " '231    bbnaijialockdown2020 see the people you guys ',\n",
       " '232    bbnaija2020 considering lookswho seems to b ',\n",
       " '233     laycon and kiddwaya playing a board game toge',\n",
       " '234    laycon and kiddwaya vibing las las bbnaija w',\n",
       " '235                                              laycon',\n",
       " '236    my sugar boo i dont stan nonsense till day 71',\n",
       " '237                                              laycon',\n",
       " '238    let us drag them to isolation centre bbnaija',\n",
       " '239    couldnt have wished for a better teamwelld',\n",
       " '240    last year i stanned mike aireyys and jackye m',\n",
       " '241    rt for erica like for laycon bbnaija2020lockd',\n",
       " '242                 thats the president himself laycon',\n",
       " '243    don jazzy gave us rema and olamide gave us f',\n",
       " '244    voting yaff finish nowdrag laycon first le',\n",
       " '245    just for laycon madd love for him i stan ',\n",
       " '246                                 shakespeare laycon ',\n",
       " '247                              evwn god in man laycon',\n",
       " '248    believe what you want to believe man we move ',\n",
       " '249       please biggie give laycon enough cakebbnaija',\n",
       " '250    mummy fellow ghanaians just listen to the vis',\n",
       " '251    im saying this againlaycon is the real ki',\n",
       " '252    my slim dapper zaddy icons what about last m',\n",
       " '253    for all bbnaija housemate na that ozo mumu p',\n",
       " '254    kid sister just bought a car bbnaija2020lockd',\n",
       " '255    e shock u say laycon no dey there  icon forev',\n",
       " '256    our laycon is the definition of small boy big',\n",
       " '257    ozo just dey follow nengi upandan like fly to ',\n",
       " '258    laycon for the moneyfirece nation bbnaiji',\n",
       " '259    laycon performance in todays taskbbnaija ',\n",
       " '260    where are the poets laycon erica crazecl',\n",
       " '261    hmmm lord laycon bbnaija2020lockdown bbnai',\n",
       " '262    i invited you for dinner and you’re using pss',\n",
       " '263    i have never doubted the prof jane naana opoku',\n",
       " '264            since when bbnaija shakespeare laycon ',\n",
       " '265    bbnaija laycon for the money go ahead team ',\n",
       " '266    bbnaija arabee laycon for the money who',\n",
       " '267    average brain always fall for average coated s',\n",
       " '268    laycon is a cooperate guy suit and tie icon ',\n",
       " '269    exactly what big brother looks like behind the',\n",
       " '270                                              laycon',\n",
       " '271    surprise your love ones dm for price or whatsa',\n",
       " '272    see how neo looks like the headies award bbn',\n",
       " '273                                             laycon',\n",
       " '274    check out my ancestor from 2020  itslaycon v',\n",
       " '275    bbnaija oooothou elites ye speaketh evil ',\n",
       " '276    abegiii see as the boy fine sef aswear if la',\n",
       " '277    fooling around was what our fathers did do n',\n",
       " '278    is this not itslaycon the king of icons or n',\n",
       " '279    lol laycon told erica fooling around was w',\n",
       " '280    love him love him love him shakespeare ',\n",
       " '281    the show was good educative and enjoyable we',\n",
       " '282    somebody said laycon is the shakespeare of th',\n",
       " '283    bbnaija2020lockdown please you guys should te',\n",
       " '284    vote ma shakespeare d last min icons vote layc',\n",
       " '285    gtbank gtbankhelp check the date its been',\n",
       " '286    first 100 people to follow me gets a follow ba',\n",
       " '287      well said ozo loyalty is very expensive laycon',\n",
       " '288                     lol is you pipo alrite laycon',\n",
       " '289    the way i use people phone to vote laycon this',\n",
       " '290                                              laycon',\n",
       " '291    whoever is handling laycon’s social media acco',\n",
       " '292                                             laycon ',\n",
       " '293    we the icons are not resting for you laycon i',\n",
       " '294    please guys i want to confirm something is th',\n",
       " '295    httpsyoutubej0htjlddoo nanadabosschick ',\n",
       " '296    laycon laycon is winning this season better ge',\n",
       " '297    fooling around was what our fathers did do n',\n",
       " '298    6 family members  i0 numbers 6diff phones 1',\n",
       " '299    httpsyoutubej0htjlddoo tallfairguy righ',\n",
       " '300    laycon about to be dragged in 12',\n",
       " '301    a throwback video miabaga donjazzy erica ',\n",
       " '302    layshakespeare is the next rated artist give ',\n",
       " '303    since when has more pain become the solution ',\n",
       " '304    this is not a favorite somethingout of all th',\n",
       " '305    httpsyoutubej0htjlddoo victorisrael i ',\n",
       " '306    drop your best pick up lines bbnaija2020lockd',\n",
       " '307    httpsyoutubej0htjlddoo good evening its',\n",
       " '308    icons lets apply last minutes httppressur',\n",
       " '309    u never see anything dont mess with us ico',\n",
       " '310    leave am leave am thats my friend leave am',\n",
       " '311    if laycon was dorathy right now bird app go d',\n",
       " '312    erica is frustrated kiddwaya doesnt give her',\n",
       " '313    adidas superstar available as seen ⠀ dmcall',\n",
       " '314    its almost 10pm guys cgo and vote laycon l',\n",
       " '315    bbnaijialockdown2020 small matter don cos wah',\n",
       " '316    bbnaijialockdown2020 nengi bbnaija2020 laycon',\n",
       " '317    laycon and erica wager presentation laycon de',\n",
       " '318    now that you are a born again why are you stil',\n",
       " '319    dont let someone change who you are to become',\n",
       " '320    pls you all can still vote for laycon votela',\n",
       " '321      let’s go bbnaija2020lockdown bbnaija laycon ',\n",
       " '322    laycon and erica wager presentation ericaxco',\n",
       " '323    vote laycon please voting would soon end team',\n",
       " '324    someone i heard shakespeare is dead nah me ',\n",
       " '325                                              laycon',\n",
       " '326                                             laycon ',\n",
       " '327    swamp rat laycon berra not do a 85m with eric',\n",
       " '328    tbt king of content aristotle bbnaijalocdown ',\n",
       " '329    bbnaija see what lucy is doing with ka3na’s l',\n",
       " '330                             laycon d poet writer',\n",
       " '331    the poverty virus does not appear on the tv be',\n",
       " '332           laycon bbnaijialockdown2020 bbnaija2020',\n",
       " '333                                              laycon',\n",
       " '334    his camera cant be as good as this bbnaija',\n",
       " '335    poetry is life poetry is soulful  after publ',\n",
       " '336                            he cleans up well laycon',\n",
       " '337    ifiwerebiggie dora will be in love with layc',\n",
       " '338    true definition of 85million is laycon bbnaij',\n",
       " '339    please keep voting for laycon icons bbnaija',\n",
       " '340    can we close this show already we have our wi',\n",
       " '341    if you wont support and vote for laycon  th',\n",
       " '342    he actually ended up being the viber in the ho',\n",
       " '343    and erica said i dont know what our children',\n",
       " '344    laycon is a vibe his side remarks were the m',\n",
       " '345    whenever my mom walks in to watch bb9ja the fi',\n",
       " '346    they say its one of the hardest logic game ev',\n",
       " '347    mr tranquility beautiful presentation laycon ',\n",
       " '348    bbnaijialockdown2020 addjara song for kiddw',\n",
       " '349    who is laycon a god in a human body all men a',\n",
       " '350    he is an amazing person we keep telling them b',\n",
       " '351    nengi dorathy laycon actually made my eveni',\n",
       " '352             ourlaycon laycon bbnaijialockdown2020',\n",
       " '353    so i made this little song trying to discribe ',\n",
       " '354    i felt that in my heart aswear  my mom was li',\n",
       " '355    follow me i follow back asap bbnaijalockdown ',\n",
       " '356    biggie dey break table oooooo he is playing di',\n",
       " '357    men are scum men are scum but that just one si',\n",
       " '358    as a poet i really enjoyed the poetry present',\n",
       " '359    erica came with laycon and left with kidd t',\n",
       " '360    if smart was a person bbnaija2020lockdown la',\n",
       " '361    this is the best task presentation of this sea',\n",
       " '362    laycon is so goooood too much content for one ',\n",
       " '363    my shakespeare bigbrothernaijalockdown2020 l',\n",
       " '364    omo once once do something fun go out smile',\n",
       " '365    awwwwww laycon finally got his day reduce the',\n",
       " '366    a god in a human body  laycon thats all lay',\n",
       " '367    did i just see a tweet that says if they don',\n",
       " '368    i stan a brainy individual that is so versatil',\n",
       " '369    so just because of my laycon shakespeare is tr',\n",
       " '370    he is first of all talented and intelligent l',\n",
       " '371    laycon and erica am feeling you guys there per',\n",
       " '372    laycon dey part of the three wise men laycon ',\n",
       " '373    great things never come from comfort zones ja',\n",
       " '374    laycon is in heaven holding erica laycon eri',\n",
       " '375    laycon pouring out his love to erica in the lo',\n",
       " '376           bbnaijialockdown2020 shakespeare laycon ',\n",
       " '377     laycon layconbars laycon bbnaijialockdown2020',\n",
       " '378                         laycon go piss ooo bbnaija',\n",
       " '379    men are scum men are scum but that just one si',\n",
       " '380    our own iconic laycon shakespeare bbnaija ',\n",
       " '381    this laycon full ground die  infact all my v',\n",
       " '382    abeg hope say babes they watch this debate ma',\n",
       " '383    laycon deserves so many accolades for this ex',\n",
       " '384    task has begunits getting interesting bbn',\n",
       " '385    i am a proud icon right now laycon  shakespea',\n",
       " '386                              i stan my son laycon ',\n",
       " '387    tricky tee just addressed brighto as yet mi',\n",
       " '388                                    laycon new word ',\n",
       " '389    laycon i beg u in gods name please dash me ',\n",
       " '390         laycon in this debate thou bbnaijalockdown',\n",
       " '391    if you think laycon is looking smart tonight l',\n",
       " '392    see my laycon shakespeare the bald head fit h',\n",
       " '393    the content we signed for laycon layshakespa',\n",
       " '394    laycon icons killing it emotinal bbnaijalo',\n",
       " '395    fine guy drip bblaycon looking allvotesforl',\n",
       " '396    great men take and overtake risk tactically l',\n",
       " '397    laycon and bberica second round bbnaijialoc',\n",
       " '398    what else did you expect of laycon that he do',\n",
       " '399    since when has more pain become a solution to ',\n",
       " '400           bbnaijialockdown2020 shakespeare laycon ',\n",
       " '401    bbvee accent is bursting my head sha i t',\n",
       " '402                layconthetaskmaster laycon bbnaija',\n",
       " '403    which hm is killing it bbnaija bbnaija2020 ',\n",
       " '404    erica vs laycon round 2 of the debate bbnaiji',\n",
       " '405    my laycon is nailing it shakespeare laycon ',\n",
       " '406    tranquility bbnaija trikytee laycon bbnai',\n",
       " '407    laycon our aristotle once said  since when a',\n",
       " '408    vee just removed neos hat which kind debate b',\n",
       " '409    the shakespeare of our time bbnaijialockdown2',\n",
       " '410    guys have you vote for laycon vote laycon t',\n",
       " '411    i cant believe i am about to say this i am en',\n",
       " '412    transquility bbnaija trikytee laycon bbna',\n",
       " '413    the hms are doing an amazing job im enjoying',\n",
       " '414    bbnaijialockdown2020 laycon is too good abeg',\n",
       " '415    aside from the fact that they dress to kill i',\n",
       " '416    laycon be hitting it even kidd dey feel am ',\n",
       " '417    our laycon is here wit emotions erica laycon',\n",
       " '418    laycon wrote most of these line what a waw',\n",
       " '419    even kiddwaya was feeling laycon laycon i',\n",
       " '420    when the say jack of all trades they were ta',\n",
       " '421                    laycon is very good tho bbnaija',\n",
       " '422    more pains has never been a solution to pain ',\n",
       " '423    laycon laycon splitting bars bbnaijialockdown',\n",
       " '424    i this this is the best part oh my gosh i need',\n",
       " '425    true o meanwhile im loving laycons lines ',\n",
       " '426                    laycon is not your mate bbnaija',\n",
       " '427    laycon is too good god bbnaijialockdown2020 ',\n",
       " '428    more pain has never been a solution to pain ',\n",
       " '429    ah lay lay laycon my heart bbnaijialockdown',\n",
       " '430    laycon to erica enough  bbnaijialockdown2020',\n",
       " '431    omo erica no deserve this guy bbnaijialockdow',\n",
       " '432    laycon the universal man with universal love ',\n",
       " '433    “when has more pain become a solution to pain”',\n",
       " '434    u r an agent of pain erica to laycon wow a',\n",
       " '435    erica you said they are agents of painlem',\n",
       " '436    laycon x erica debate session the moment lay',\n",
       " '437    laycon my gee erica givin them hawt bbnaiji',\n",
       " '438    d only person dat can for interview in d house',\n",
       " '439    laycon has tomurder erica on this one bbna',\n",
       " '440    this wager thing should end fast please i see ',\n",
       " '441    wow layrica presentation was so emotionall',\n",
       " '442    thank god laycon outfit is beautiful he loo',\n",
       " '443    laycon shakespeare awo icons laycon bbnaijia',\n",
       " '444    laycons first round is still the realest and ',\n",
       " '445                                             laycon ',\n",
       " '446     erica sms laycon this two wont kill somebody ',\n",
       " '447    did i hear nengi say to ozo  the pressure y',\n",
       " '448    ozo cappo team laycon icon bbnaijialockdow',\n",
       " '449                                             laycon ',\n",
       " '450     don’t mind my voice and concentrate on laycon',\n",
       " '451    tell me why i wont stan a god in a human body',\n",
       " '452    bbnaijialockdown2020 hail the man laycon bar',\n",
       " '453                          my man laycon looking dope',\n",
       " '454      laycon i stan and restan bbnaijialockdown2020',\n",
       " '455    what a lovely script from our one and only kin',\n",
       " '456    trikytee called laycon god in human body lo',\n",
       " '457            laycon intelligent is top notch bbnaija',\n",
       " '458    did i just hear trickytee address laycon as ',\n",
       " '459    this is couples game oooo bbnaijialockdown202',\n",
       " '460    i earn 125weekly from tradera academy and i s',\n",
       " '461    bigbronaija if bblaycon no win this money eh',\n",
       " '462    go go go team guys laycon is good my philosoph',\n",
       " '463    they should switch erica and laycon scripts th',\n",
       " '464               laycon x erica bbnaijialockdown2020',\n",
       " '465                 laycon laycon bbnaijialockdown2020',\n",
       " '466    laycons accent itslaycon laycon bbnaija b',\n",
       " '467                      we dey okay plzz vote laycon',\n",
       " '468    laycon o i luff you my shakespeare bbnaiji',\n",
       " '469                             laycon and shakespeare ',\n",
       " '470    i tweeted that my laycon looks good and some o',\n",
       " '471    laycon a god in a human body mad o bbnaija',\n",
       " '472    600 years of enjoyment for trikytee for the wa',\n",
       " '473    god in a human body laycon thats wa trikyt',\n",
       " '474        he said god in a human body laycon bbnaija',\n",
       " '475    as e dey gohope you have all voted for my fav',\n",
       " '476    dayyyyyum  nobsdaslushhkid laycon undilut',\n",
       " '477    laycon itslaycon 2muchakanni votelayconto3',\n",
       " '478    were winning this by gods grace weve tried',\n",
       " '479    mama ni mama olori iyabo ojo you can send me ',\n",
       " '480    i just hate the way praise speaks to laycon ',\n",
       " '481    laycon the calm before the storm bbnaijia',\n",
       " '482    laycon laycon votelayconnow votelayconnow ',\n",
       " '483    recommend any beauty industry or any smes that',\n",
       " '484    bbnaijalockdown2020 bbnaija laycon our pres',\n",
       " '485    laycon laycon votelayconnow votelayconnow ',\n",
       " '486    first time i see laycon looking formal dora ba',\n",
       " '487    king laycon looking sharp boss bbnaija2020 b',\n",
       " '488                           drip lord laycon bbnaija',\n",
       " '489    their father laycon bbnaijalocdown2020 allv',\n",
       " '490    i no get money o i no rich but i no dey be',\n",
       " '491    i no get money o i no rich but i no dey be',\n",
       " '492    paramour will soon trend if you know you kn',\n",
       " '493    vote laycon to 32052 bbnaijalockdown2020 lay',\n",
       " '494    my boy is too hot bbnaija laycon icon icon',\n",
       " '495    laycon blessing us with freshness laycon bbn',\n",
       " '496    bbnaija weve gotten a wife for our president',\n",
       " '497    he needs a new measurement for the bb tailor',\n",
       " '498    more sms vote when i reach housewhat is th',\n",
       " '499    tag me to a place where i could find durag fro',\n",
       " '500    bbnaija lol… these delusional fans actually s',\n",
       " '501    all votes for itslaycon we move bbnaija la',\n",
       " '502    oh lord see d president of icons mans driip',\n",
       " '503    gtbank gtbankhelp have been debited since j',\n",
       " '504    our president on suit  dem go hear word we ',\n",
       " '505    vote laycon share retweet and like and follow',\n",
       " '506    just have sense laycon 2020 thursday with ',\n",
       " '507    its a polo neck evening yalltoo nice la',\n",
       " '508              laycon my real g bbnaijialockdown2020',\n",
       " '509    we are fine pls vote for my lovely hubby lay',\n",
       " '510    our president on suit  dem go hear word we ',\n",
       " '511    best dressed male housemate tonight is laycon',\n",
       " '512    is this not itslaycon the king of icons or n',\n",
       " '513         my laycon looking goooooood bbnaija laycon',\n",
       " '514    see my baby in suit oo  lay baby laycon bbn',\n",
       " '515    laycon is looking sweet laycon bbnaijialockd',\n",
       " '516    iconslet’s run it laycon bbnaijialockd',\n",
       " '517     please we are busy voting laycon let talk later',\n",
       " '518    laycon paystack schoolsreopening ifiwerebi',\n",
       " '519    who will win this years bbnaijialockdown2020 ',\n",
       " '520     keep voting and supporting laycon god bless you',\n",
       " '521    i know this coz i looked my him up myself lay',\n",
       " '522    this babe should not use laycon as a fall bac',\n",
       " '523    fact votelayconnow votetosavelaycon who has ',\n",
       " '524    laycon itslaycon 2muchakanni laycon bblay',\n",
       " '525    laycon is the most searched hm of bbnaija d',\n",
       " '526    wait please someone should tell me whats goi',\n",
       " '527    did you see it httpwwwreddeergamescom le',\n",
       " '528    icon where una dy oo laycon ozone bbnaijial',\n",
       " '529    president 01 laycon bbnaija bbnaijialockdow',\n",
       " '530    we are on the mountain already bbnaijialockdo',\n",
       " '531    laycon is a priest singing many men ota por j',\n",
       " '532    sneakershead available as seen ⠀ dmcallwhat',\n",
       " '533    laycon is stubborn he told kidd that “i go to ',\n",
       " '534    who noticed that since a particular fanbase fa',\n",
       " '535    i liked laycons response to biggieslucy qu',\n",
       " '536    google has released a list of most searched ho',\n",
       " '537    icons where re u army like retweet commen',\n",
       " '538    ghost rider httpswwwfacebookcom110221333',\n",
       " '539    i see laycon own his own tv show after bbnaj',\n",
       " '540    if kiddwaya fuck up wetin make u feel chucky ',\n",
       " '541                 bbnaijalockdown laycon the content',\n",
       " '542    prince break guy code you cannot say such unl',\n",
       " '543    bblaycon laycon icons pls dont stop voting',\n",
       " '544    at last brighto poison kiddwaya hearth kidd',\n",
       " '545    no one but bblaycon all the way laycon bbnaija',\n",
       " '546    my boy laycon is god in human body i say lol ',\n",
       " '547    laycon would have held a grudge against kidd ',\n",
       " '548    ladies can i have your attention looking f',\n",
       " '549    if i would ask i dont know if lucys session',\n",
       " '550      laycon fans gather here bbnaijialockdown2020',\n",
       " '551    i’m enjoying how as soon as you all hear of la',\n",
       " '552    prince just slapped erica with the truth eric',\n",
       " '553    the type of vibe i give my friends  light you',\n",
       " '554    before i get carried away please help my life',\n",
       " '555    prince god bless you 4 saying d truth to eri',\n",
       " '556    in one way or the other we all phobia for one ',\n",
       " '557    brand description logo design for olly bee gl',\n",
       " '558    laycon is no longer affected by it dulux cha',\n",
       " '559    with this yur mouth wey be like shit it obviou',\n",
       " '560                        layconthetaskmaster laycon ',\n",
       " '561                            tears laycon laycontent',\n",
       " '562    lol if its laycon wailers will say he is pl',\n",
       " '563    laycon to praise over stew  you said you will',\n",
       " '564    laycon tells the house mates that he has fin',\n",
       " '565    my love for laycon ehhhnthe first ever hm t',\n",
       " '566    dorathy dorathy dorathy do you need to say it ',\n",
       " '567    candidates to pay to be employedbigbrotherna',\n",
       " '568    hello twitter im new here im a barber based ',\n",
       " '569    i dont even know were this laycon is from bu',\n",
       " '570    stay positive healthylifestyle healthyliving',\n",
       " '571    abeg tell dem oo bbnaija2020 layconisfocused',\n",
       " '572    did u enjoy laycons session with big brother',\n",
       " '573    big man laycon allvotesforlaycon laycon bb',\n",
       " '574    afro gospel by luckyekeh i vote for laycon o',\n",
       " '575    i will consider it if laycon is hoh or deputy',\n",
       " '576                               thats my guy laycon ',\n",
       " '577                                             laycon ',\n",
       " '578    which hm’s would you like biggie to fake evict',\n",
       " '579    brighto is a very fucking genius when it comes',\n",
       " '580    erica touching laycons hair again after his ',\n",
       " '581    we love laycon as well apology acceptedlay',\n",
       " '582    wathoni told big brother laycon that everyon',\n",
       " '583    probably you hire laycon just for some time w',\n",
       " '584    we cant take away our culture tbt most beaut',\n",
       " '585    bbnaija lol… now it is obvious that erica is',\n",
       " '586    rip to one of laycon fans a friend a brother a',\n",
       " '587    day 9 of 30 illustration of the lagos brigde s',\n",
       " '588                                              laycon',\n",
       " '589    bbnaija to think that erica actually called ',\n",
       " '590    of lay lay of laycon laycondontneedfakelove ',\n",
       " '591    bbnaija diarysession laycons bigbrother is ',\n",
       " '592    biggie would be like abeg biggie give laycon ',\n",
       " '593    httpskennydecwordpresscom20200820sing',\n",
       " '594    you must be the sister of bbndorathy i stan ',\n",
       " '595    just listened to apollo all i can say is that',\n",
       " '596    im firebabe lets get familiar bbnajia fi',\n",
       " '597    bbnaija how to know stupid people those who t',\n",
       " '598    bbnajia meet ejike ibedilo the voice of bbna',\n",
       " '599    someone is talking about laycon look here we ',\n",
       " '600       fresh geng we dey for you no bbnajia laycon ',\n",
       " '601    votelayconnow votetosavelaycon layconverifi',\n",
       " '602    laycon says theres someone in the house hes',\n",
       " '603    ive told you before vote till your bank manag',\n",
       " '604    am team nengi and ozo but deep down my hear',\n",
       " '605    god finally answer my innermost prayers layc',\n",
       " '606    laycon came to ask erica what she would like',\n",
       " '607    sorry dearits only laycon everyone knowscus',\n",
       " '608    laycon came to ask erica what she would like',\n",
       " '609    laycon on erica’s case praise tries to shak',\n",
       " '610                                    bbnaija laycon ',\n",
       " '611    this one hits different gods grace na im be',\n",
       " '612    laycon say tricky sing now you no sing again',\n",
       " '613    buy your quality english plain and pattern we',\n",
       " '614    nengi ozo laycon amp erica are among t',\n",
       " '615    httpsyoutubeuzkfvlicw6i rccgpr rccgfol',\n",
       " '616                                        team laycon ',\n",
       " '617    i know these our lousy neighbours will twist w',\n",
       " '618    is it just me but the way i see this ozo obse',\n",
       " '619    welcome queen icon this camp is just for lay',\n",
       " '620    bbnaija2020 erica na cruise babe oooooh l',\n",
       " '621    icons thank you so much for the lovely message',\n",
       " '622    laycon theres nothing bad in mentioning the ',\n",
       " '623    youll follow blockstalebtm to know more abo',\n",
       " '624    bbnaija wots up with this laycon and this fu',\n",
       " '625                               laycon for the money ',\n",
       " '626    usdcad buy now active price 13144 tp 13194',\n",
       " '627    if its not a vote for laycon its not a wise ',\n",
       " '628    all these are available in different colors fr',\n",
       " '629    log out of twitter log in to twitter laycon i',\n",
       " '630    laycontent laycon layconisfocused is such a',\n",
       " '631    im already takentaken for granted  lay',\n",
       " '632    bbnaija bbnaijalockdown2020 bbnajia laycon',\n",
       " '633                                  vote laycon please',\n",
       " '634    i dont really dig rap music but with this boy',\n",
       " '635    okpls vote vee bikonu bbnaijialockdown ',\n",
       " '636                 ifiwerebiggie laycon ericabbnaija',\n",
       " '637    we can’t wait to start serving you   openin',\n",
       " '638    rt for laycon like for efe bbnaijialockdown ',\n",
       " '639    i think ours will be for dinner laycon votet',\n",
       " '640    bbnaijialockdown laycon eatwell stayhomest',\n",
       " '641    itslaycon laycon httpstwittercomtweetor',\n",
       " '642    bbnajia the rate of laycon fear about evictio',\n",
       " '643    fellow icons help a fellow icon to rt this t',\n",
       " '644    machalla him self just gained 7mili on twitter',\n",
       " '645    i use god to beg you people all i need is your',\n",
       " '646    ifiwerebiggie i will be playing this vee son',\n",
       " '647    housemates vs fanbases elites laycon laycon',\n",
       " '648    iconspresido is singing get layed layconx85m ',\n",
       " '649    iconspresido is singing get layed layconx85m ',\n",
       " '650    iconspresido is singing get layed layconx85m ',\n",
       " '651    iconspresido is singing get layed layconx85m ',\n",
       " '652    just get laycon an instrument so he can blow ',\n",
       " '653    i’ll just declare laycon and dorathy as the tw',\n",
       " '654    dehkunle trying to figure out if laycon dese',\n",
       " '655    lol aje  if we cant catch cruise with our',\n",
       " '656    who are you voting today bbnaijialockdown bb',\n",
       " '657    iconspresido is singing get layed layconx85m ',\n",
       " '658    so laycon is cooking for erikka same laycon t',\n",
       " '659    don’t get drunk card game you want a lit hang ',\n",
       " '660    and some people will say laycon is not the sh',\n",
       " '661    lol it is just rice and if it is in excess t',\n",
       " '662    i dont know if anybody else misses big brothe',\n",
       " '663    the ceo of sjw entertainment sirjustin to sig',\n",
       " '664    to be honest the day ozo and nengi will fina',\n",
       " '665    ọzọ and laycon left the group chat nonsense',\n",
       " '666    laycon deserve a new female housemates in the ',\n",
       " '667    who is the content again just because he deci',\n",
       " '668    laycon is blessed laycon is blessed laycon i',\n",
       " '669              laycon was the one who went to ask her',\n",
       " '670    the ceo of sjw entertainment sirjustin to sig',\n",
       " '671    icon to the world banger bbnaija allvotesfor',\n",
       " '672    and he doesnt for for him self if i say they ',\n",
       " '673    ozone please who sang this song again im lov',\n",
       " '674    laycon is about to loose concentration this we',\n",
       " '675    laycon about to prepare pounds for erica i ho',\n",
       " '676    bbnaija2020 kiddwaya and laycon chit chatt',\n",
       " '677    the only way god no go shame us is by voting ',\n",
       " '678    red lips win always want to slay like erica',\n",
       " '679    iconsmake una help me tell laycon that the s',\n",
       " '680    an injustice to one is an injustice to all yo',\n",
       " '681    the only housemates who really understood thei',\n",
       " '682    this is truelaycon bbnaijialockdown2020 bb',\n",
       " '683    this is the story of my life i was formally w',\n",
       " '684    stop dragging laycon in all yall fave ish i',\n",
       " '685    to let very decent 3 bedroom upstairs flat ',\n",
       " '686    since when has more pain become the solution t',\n",
       " '687    icons this is the challenge for today allvote',\n",
       " '688    that guy laycondeserves to be gifted dear big',\n",
       " '689    so cos of laycon i decided to check on vee so',\n",
       " '690    just as it’s affecting laycon the differenc',\n",
       " '691    donjazzy is the bigbrother like share and fo',\n",
       " '692    laycon everytime i’m in the bathroom you come',\n",
       " '693    kicks alert available as seen ⠀ dmcallwhats',\n",
       " '694    greetings adekoya147 am here once again to dr',\n",
       " '695    bros don’t leave her o bbnaijalockdown2020 l',\n",
       " '696    most of laycon fans want him to win not becau',\n",
       " '697                     lets vote laycon votelayconnow',\n",
       " '698    paramour will trend today later in the eveni',\n",
       " '699    who brings more content to the bbnaija house ',\n",
       " '700          laycon will surely shake kiddwaya bbnaija',\n",
       " '701    i am only interested in my favouritei dont ',\n",
       " '702    for all you bbnaija followers heres your da',\n",
       " '703    goose pimples oooooo laycon oooo paramour l',\n",
       " '704                                  vote laycon laycon',\n",
       " '705    please what should we request for laycon from',\n",
       " '706    so you can also get fame like laycon just add',\n",
       " '707    icons have we been doing justice to our votes',\n",
       " '708    for those that don’t know the meaning of param',\n",
       " '709    when laycon was all up on ericas caseyall w',\n",
       " '710    task laycon has won in this show 1 patricia ',\n",
       " '711          bbnaija lay dont do this please laycon ',\n",
       " '712    now available in wholesales mr868 forehead inf',\n",
       " '713    ozo is to nengi what laycon is to erica ',\n",
       " '714    this is definitely itslaycon playing this who',\n",
       " '715    how i wish laycon and dorathy can get seriou',\n",
       " '716        i gave him all my votes laycon all the way',\n",
       " '717    there is nothing different the only issue is t',\n",
       " '718    our customers rep us like laycon fans rep icon',\n",
       " '719    once you see this two in a game just consider',\n",
       " '720    wathoni you will be doing a lot of songs afte',\n",
       " '721            laycon looks like johnnydrille bbnaija',\n",
       " '722    laycon is thinking of shooting a song and a mu',\n",
       " '723    hey guys welcome me from camp to icon i stan ',\n",
       " '724    please just dead the layrica notion there’s n',\n",
       " '725               if you vouch for laycon kindly follow',\n",
       " '726    laycon is looking exceptionally sweet today l',\n",
       " '727                                           laycon na',\n",
       " '728    now available in stockdetachedable face sh',\n",
       " '729    what is brighto’s role in the house biko big',\n",
       " '730                                              laycon',\n",
       " '731    bbnaija my last 6 hms in no particular order ',\n",
       " '732    i selected jollof rice for laycon nd wig for e',\n",
       " '733    dear gotv i did gotv jolli sub i tried voting ',\n",
       " '734    ifiwerebiggie i would fake evict ozolaycon',\n",
       " '735    some fans can b extremely stupid saying bi',\n",
       " '736                          icons please vote o laycon',\n",
       " '737    please don’t scroll without retweeting my hust',\n",
       " '738    whats paining you soo much about some1 that is',\n",
       " '739    last days are said to be always dangerous plea',\n",
       " '740    which one is association niam his one and onl',\n",
       " '741                 bntstores vs laycon to the world ',\n",
       " '742    now available in stockinfrared thermometer',\n",
       " '743    all my votes for itslaycon pls vote also bbn',\n",
       " '744    i like the fact that the housemates havent se',\n",
       " '745    please o just 1 questionwhat bad thing have ',\n",
       " '746                                    bbnaija laycon ',\n",
       " '747    now following itslaycon  awon icons l',\n",
       " '748    biggie the only gift they need is stop them f',\n",
       " '749    ok i like this laycon bbnaijalockdown vot',\n",
       " '750    numbers never perfect but am lucky number 7',\n",
       " '751                                              laycon',\n",
       " '752    why you talking beef jesus multiple fishes la',\n",
       " '753    now available in stockinfrared thermometer',\n",
       " '754    most times we smile through silent pain cry b',\n",
       " '755    bbnaija bbnaijalockdown brighto laycon lu',\n",
       " '756                                      nengi laycon ',\n",
       " '757    together we can achieve a lot but divided we f',\n",
       " '758    this morning every of my family members have t',\n",
       " '759    make we no lie apollo is twice taller then bu',\n",
       " '760    my 2500 votes will go like that without voting',\n",
       " '761    ozo likes nnengi  wants a relationship despit',\n",
       " '762          laycon all the way laycon efcc itslaycon',\n",
       " '763    this peom seem to be indirectly directed to l',\n",
       " '764    biggie should gift laycon whiskey cos he dese',\n",
       " '765           i vote laycon votelayconto32052 bbnaija',\n",
       " '766    pls give laycon food thks votelayconnow bbna',\n",
       " '767    folloforfolloback kiddrica erica laycon s',\n",
       " '768    vote for laycons bbnaijialockdown itslaycon ',\n",
       " '769    httpswwwfivestardiarycombbnaija2020neng',\n",
       " '770    kicks alert available as seen ⠀ dmcallwhats',\n",
       " '771                                              laycon',\n",
       " '772    good morning ever supportive fam our august sl',\n",
       " '773       allvoteforlaycon layconthetaskmaster laycon',\n",
       " '774    are you tired of this ship yet whenever it lo',\n",
       " '775                            small but mighty laycon ',\n",
       " '776    please give my boy laycon food they r star',\n",
       " '777    pls guys how do i vote for itslaycon with my ',\n",
       " '778                       jollof rice  cake for laycon',\n",
       " '779    meet tope olusanya billionaire kessington ade',\n",
       " '780    ozone bbnaija bbnaijialockdown2020 laycon ',\n",
       " '781    greetings accuratefixed1 am here once again t',\n",
       " '782    oh lord save laycon from erica laycon ericax',\n",
       " '783    greetings accuratefixedb2 am here once again ',\n",
       " '784    if you’re seeing this don’t forget to send sm',\n",
       " '785    i wanna see laycon make music with some of th',\n",
       " '786    laycon allvotesforlaycon laycontent bbnaij',\n",
       " '787    if laycon took whiskey swears the guy will ha',\n",
       " '788    icons come and see oh oh laycon doing freestyl',\n",
       " '789                             laycon should be gifted',\n",
       " '790    your appearancesatisfaction remains our utmos',\n",
       " '791    give vee wig laycon food please prince whiskey',\n",
       " '792    olamide bbnaijialockdown laycon demconvent',\n",
       " '793    my 1500 votes for laycon as usual layconx85',\n",
       " '794    now available in stock mr868 forehead infr',\n",
       " '795    we keep winning teamcarrot bbnaija bbnaijal',\n",
       " '796    peele king of propagandajust few weeks to ele',\n",
       " '797    drop your handles let’s follow you now bbnaij',\n",
       " '798    their egungun wasnt careful saynotodrugs bb',\n",
       " '799    later they will say laycon is overrated pleas',\n",
       " '800    say no to a tyrant bbnaija grammy fireboy ',\n",
       " '801    if u say he made mistake fine with me but u',\n",
       " '802    were known for creating amazing irresistible ',\n",
       " '803    good morning icons hope you have voted never ',\n",
       " '804     download full album  fireboy dml – apollo m',\n",
       " '805    watin go beat you full your bodyface you',\n",
       " '806    musiq seyi shay ft ycee zlatan  small doc',\n",
       " '807    i have no follow back limit i follow everyone ',\n",
       " '808    please text vote brigtho to 32052 we need him ',\n",
       " '809    happy birthday my baby bbnaija cheapdata b',\n",
       " '810    icons we stand laycon for the money bigbrona',\n",
       " '811    welcome to the winning sidethe idea is to ',\n",
       " '812    all i see in laycon is pure integrity and cont',\n",
       " '813    ehhn so you will rather go on national tv to h',\n",
       " '814    the case of tolanibaj and prince will be like ',\n",
       " '815    bbnaijialockdown votenengi ozone apollo l',\n",
       " '816    indeed he is ooo brighto wont dare try to pl',\n",
       " '817           what truth about my nga laycon you got',\n",
       " '818    bbnaija nengi laycon prince praise ',\n",
       " '819    comment using   and follow everyone that lik',\n",
       " '820    icons it’s the last day of voting bbnaija lay',\n",
       " '821    a rare picture of me celebrating after layco',\n",
       " '822    yes ooooooo me too i don get partner bbnaiji',\n",
       " '823    accuratefixedb2 is the best man to help you ',\n",
       " '824    accuratefixed1 is the best man to help you t',\n",
       " '825    i think yes i think she wants him to say deepl',\n",
       " '826    bbnaija teamcarrot  laycon nengi prais',\n",
       " '827    please guys lets trend this guy westniggur ',\n",
       " '828    good morning again bbnaijialockdown bbnaijia',\n",
       " '829    lets be honest how many of us will like to h',\n",
       " '830    fireboy on faya i want to think and grow',\n",
       " '831    please lets grow followers together  follow m',\n",
       " '832    indeed laycon is d oxygen u all live on if ',\n",
       " '833    good morning icons the rest of you should go a',\n",
       " '834    bbnaijialockdown laycon veeneo kiddwaya k',\n",
       " '835    icons are always on a different level proudly',\n",
       " '836    brightos current target is kiddwaya and waya',\n",
       " '837    yes you deserve it now tag your friends rela',\n",
       " '838    ill never stop supporting laycon to the end ',\n",
       " '839    u sha must mention laycon in your tweet to ge',\n",
       " '840    funny thing is i have never followed bbnaija p',\n",
       " '841    morning icons how was your night abeg make we ',\n",
       " '842    task laycon has won in this show 1 patricia ',\n",
       " '843    we had the priviledge to meet the author of a',\n",
       " '844    which day cuppymusic go notice me and sign me',\n",
       " '845    i hope say e go enter my head abeg o bbnaija',\n",
       " '846       pls shift pls vote my guy laycon bbnaija',\n",
       " '847    las las both icons  elites will be friends ',\n",
       " '848    good morning itslaycon fam can i get a welcom',\n",
       " '849    laycon for the 85 million bro conny way ',\n",
       " '850    dont be suprise the people dat i feel will con',\n",
       " '851    laycon  tbaj laycon earlier in the day brig',\n",
       " '852    erica must leave bbnaija dis week dat g',\n",
       " '853    you are so bitter kilode laycon they own you n',\n",
       " '854    guysss im new to twitter what did i miss bbn',\n",
       " '855    laycon is emotionally me can you please stop r',\n",
       " '856    who can relate  bbnaijialockdown flashycome',\n",
       " '857                               laycon is the master ',\n",
       " '858    icons lets keep voting for our president 4met',\n",
       " '859    like ozo like itslaycon you need to let go of',\n",
       " '860    brighto is the devil in the house i dislike t',\n",
       " '861    realoluseyi bbnaija laycon has the spirit o',\n",
       " '862    fireboy  olamide  bbnaijialockdown olfcb ',\n",
       " '863    good morning elites greetings from icons lay',\n",
       " '864    yesoooooo proud to vote this smart boy laycon',\n",
       " '865    good morning icons todays another day lets ',\n",
       " '866    bbnaija dont forget today is the deadline for',\n",
       " '867    i hope you people can now understand whats ha',\n",
       " '868    dont miss those extra votes for laycon allvo',\n",
       " '869    please vote for my manvibes just full laycon ',\n",
       " '870    bbnaija the man of the house laycon morning ',\n",
       " '871    laycon layconwinnerscircle layconmastermind',\n",
       " '872    wtf i have given up on nigerian blogs laycon',\n",
       " '873    i dont stan nonsense guys i stan and celebra',\n",
       " '874    today is the last voting day icons abegooooo c',\n",
       " '875    bbnaijialockdown dora nengi laycon erica ',\n",
       " '876    bbnajia brighto to kidd praise wife is 60 y',\n",
       " '877                                              laycon',\n",
       " '878        laycon all d way icons dey for you bbnaijia',\n",
       " '879    this song always give me vibes laycon is rea',\n",
       " '880    85m bbnaijalockdown2020 bbnaija layconx85m ',\n",
       " '881    talking about a recording studio that will ser',\n",
       " '882                             congrats to them laycon',\n",
       " '883    httpswwwfiverrcomsharekx9pwn branding ',\n",
       " '884    laycon when it comes to bin intelligent in th',\n",
       " '885    maybe he is seeing signals for hope that some ',\n",
       " '886    laycon for the money laycon kiddrica dorath',\n",
       " '887    brighto doing the most trying to send kidd o',\n",
       " '888    the whole of china is wearing facemask  pm',\n",
       " '889                           laycon laycon is bbnaija',\n",
       " '890    this was a well deserved win congrats team ca',\n",
       " '891    i wont be shocked if i see wathoni on praise ',\n",
       " '892    i get favorite housmates buh i no just fit vot',\n",
       " '893    bbnaija laycon all the way much love fo',\n",
       " '894    hollywoods bleeding by posty postmalone gui',\n",
       " '895    i will enjoy brighto and tolanibaj discussion ',\n",
       " '896                don’t forget to vote laycon bbnaija',\n",
       " '897    brighto just told tolanibaj that he does not l',\n",
       " '898    as a man i just want to work hard so i can giv',\n",
       " '899    listen to aasthaoriginal audio by anurag tri',\n",
       " '900    brighto is playing one of the best games he k',\n",
       " '901    wathoni is really forcing herself on brighto a',\n",
       " '902    it is obvious wathoni is really desperate to b',\n",
       " '903    it all ended in tears oga laycon no do pass t',\n",
       " '904    dora will be mad when she finds out wathoni sl',\n",
       " '905    laycon seems to be winning most of the prizes',\n",
       " '906    a child can play with its mothers breasts bu',\n",
       " '907    laycon did not even fumble at all  he is alwa',\n",
       " '908    wathoni  do you like me brighto yes i like',\n",
       " '909    wathoni likes brighto bbnaijialockdown votet',\n",
       " '910    the first hoh game that was played  when layc',\n",
       " '911    wathoni will disturb dora and brighto ship bb',\n",
       " '912    bbnaijialockdown yall keep saying ozo needs ',\n",
       " '913    wathoni now on brighto bed e be things bbnai',\n",
       " '914    commander in chief  goodnight sir bbnaija',\n",
       " '915    they were all talking about it and he can say ',\n",
       " '916    incase you missedbrighto tells kiddwaya tha',\n",
       " '917    the hypocrisy in this street infuriates me i ',\n",
       " '918    u are most welcome thank you for choosing and',\n",
       " '919    nengi is not the problem the girl is honest a',\n",
       " '920    i’m starting to like this laycon he’s so tale',\n",
       " '921    i got balloons happybirthday birthdayboy la',\n",
       " '922    pls i think brighto should not be in the bott',\n",
       " '923    grace on you brother man bbnaija bbnaijialoc',\n",
       " '924                         great job laycon itslaycon',\n",
       " '925    newly built furnished 5bedroom terraced duplex',\n",
       " '926    im sure some people somewhere almost choked t',\n",
       " '927    nengi that likes kids instead it’s so obvious ',\n",
       " '928    lol babe she would be a set back for laycon a',\n",
       " '929                               it’s 2000 and laycon ',\n",
       " '930    laycon httpswwwinstagramcompceemscxjam',\n",
       " '931    we make different types of abaya and kimono an',\n",
       " '932    laycon fans are like atitu supporters wey g',\n",
       " '933    ship don dey fall ozo is to nengi as laycon is',\n",
       " '934    ozo and laycon are in the same whatsapp group ',\n",
       " '935    thank god fireboy didnt release this apollo a',\n",
       " '936    laycon will win bbnaijialockdown quote this ',\n",
       " '937    laycon all the way all icons dey ur back bbn',\n",
       " '938    who will help ozo ooo  i wish he can play t',\n",
       " '939    only icons should like this tweet and follow t',\n",
       " '940    itll end in tears for those kiddrica ship ab',\n",
       " '941    bruh ozo is speechless nengi has given the po',\n",
       " '942    laycon all icons dey here for you laycon layc',\n",
       " '943    bbnaija this ozo be looking at person like mu',\n",
       " '944    ozo is in shock bbnaija bbnaija bbnaijialoc',\n",
       " '945    how to not get left on read a thread bbnaij',\n",
       " '946    follow train drop a “ ” follow everybody who l',\n",
       " '947    lucy never wants this wager task to endla',\n",
       " '948    laycon wan kill me with laughs bbnaijialockdo',\n",
       " '949    laycon wan kill me with laughs bbnaija bbnai',\n",
       " '950                   pls vote laycon thats all we know',\n",
       " '951    normalize drinking water minding your busines',\n",
       " '952                 poem comedy tonight laycon bbnaija',\n",
       " '953    good morning bloggers i am happy to announce ',\n",
       " '954    icons stop making mistake in your sms vote it',\n",
       " '955    choose your fav and retweet  bbnaija bbnai',\n",
       " '956    choose your fav and retweet  bbnaija bbnai']"
      ]
     },
     "execution_count": 257,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#coverting data type from series to string\n",
    "df = pd.Series.to_string(df['text'])\n",
    "# changing all to lower cases\n",
    "df = df.lower()\n",
    "#removing whitespaces\n",
    "df = df.strip()\n",
    "from string import punctuation as punc\n",
    "for ch in punc:\n",
    "    if ch in df:\n",
    "        df = df.replace(ch, '')\n",
    "data = df.split('\\n')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "vader = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'956    choose your fav and retweet  bbnaija bbnai'"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound': 0.4588}"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vader.polarity_scores(data[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'POS',\n",
       " 'NEG',\n",
       " 'POS',\n",
       " 'POS']"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiment_analysis = []\n",
    "for doc in data:\n",
    "    score = vader.polarity_scores(doc)\n",
    "    if score['compound'] > 0:\n",
    "        sentiment_analysis.append('POS')\n",
    "    elif score['compound'] < 0:\n",
    "        sentiment_analysis.append('NEG')\n",
    "    else:\n",
    "        sentiment_analysis.append('NEU')\n",
    "sentiment_analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "957"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sentiment_analysis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "957"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NEU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>NEU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>NEG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>952</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>953</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>954</td>\n",
       "      <td>NEG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>955</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>956</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>957 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0\n",
       "0    NEU\n",
       "1    NEU\n",
       "2    POS\n",
       "3    NEG\n",
       "4    POS\n",
       "..   ...\n",
       "952  POS\n",
       "953  POS\n",
       "954  NEG\n",
       "955  POS\n",
       "956  POS\n",
       "\n",
       "[957 rows x 1 columns]"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiment_data = pd.DataFrame(sentiment_analysis)\n",
    "sentiment_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentiment_data.to_csv('Laycon.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ozo = pd.read_csv('Ozo.csv')\n",
    "Ozo = Ozo.rename(columns = {'0': 'Ozo'})\n",
    "Nengi = pd.read_csv('Nengi.csv')\n",
    "Nengi= Nengi.rename(columns = {'0': 'Nengi'})\n",
    "Dora = pd.read_csv('Dora.csv')\n",
    "Dora= Dora.rename(columns = {'0': 'Dora'})\n",
    "Prince = pd.read_csv('Prince.csv')\n",
    "Prince= Prince.rename(columns = {'0': 'Prince'})\n",
    "Tolanibaj = pd.read_csv('Tolanibaj.csv')\n",
    "Tolanibaj= Tolanibaj.rename(columns = {'0': 'Tolanibaj'})\n",
    "Vee = pd.read_csv('Vee.csv')\n",
    "Vee= Vee.rename(columns = {'0': 'Vee'})\n",
    "Neo = pd.read_csv('Neo.csv')\n",
    "Neo= Neo.rename(columns = {'0': 'Neo'})\n",
    "Praise = pd.read_csv('Praise.csv')\n",
    "Praise= Praise.rename(columns = {'0': 'Praise'})\n",
    "Lucy = pd.read_csv('Lucy.csv')\n",
    "Lucy= Lucy.rename(columns = {'0': 'Lucy'})\n",
    "Brighto = pd.read_csv('Brighto.csv')\n",
    "Brighto= Brighto .rename(columns = {'0': 'Brighto'})\n",
    "Wathoni = pd.read_csv('Wathoni.csv')\n",
    "Wathoni= Wathoni.rename(columns = {'0': 'Wathoni'})\n",
    "Trickytee = pd.read_csv('Trickytee.csv')\n",
    "Trickytee= Trickytee.rename(columns = {'0': 'Trickytee'})\n",
    "Laycon= pd.read_csv('Laycon.csv')\n",
    "Laycon= Laycon.rename(columns = {'0': 'Laycon'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ozo</th>\n",
       "      <th>Nengi</th>\n",
       "      <th>Dora</th>\n",
       "      <th>Prince</th>\n",
       "      <th>Tolanibaj</th>\n",
       "      <th>Vee</th>\n",
       "      <th>Neo</th>\n",
       "      <th>Praise</th>\n",
       "      <th>Lucy</th>\n",
       "      <th>Brighto</th>\n",
       "      <th>Wathoni</th>\n",
       "      <th>Trickytee</th>\n",
       "      <th>Laycon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEG</td>\n",
       "      <td>NEG</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEG</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEU</td>\n",
       "      <td>POS</td>\n",
       "      <td>POS</td>\n",
       "      <td>NEG</td>\n",
       "      <td>POS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ozo Nengi Dora Prince Tolanibaj  Vee  Neo Praise Lucy Brighto Wathoni  \\\n",
       "0    POS   POS  POS    NEU       NEU  NEU  NEU    POS  POS     POS     POS   \n",
       "1    POS   NEU  NEU    NEU       NEU  POS  NEU    NEU  NEU     NEU     NEU   \n",
       "2    NEU   NEU  POS    NEG       NEG  NEU  NEU    POS  NEU     NEG     POS   \n",
       "3    NEU   NEU  NEU    NEU       NEU  NEU  NEU    POS  POS     POS     POS   \n",
       "4    NEU   NEU  POS    POS       POS  NEU  NEU    POS  NEU     POS     POS   \n",
       "..   ...   ...  ...    ...       ...  ...  ...    ...  ...     ...     ...   \n",
       "995  NaN   NaN  NaN    NEU       NaN  NaN  NaN    NaN  NaN     NaN     NaN   \n",
       "996  NaN   NaN  NaN    NEU       NaN  NaN  NaN    NaN  NaN     NaN     NaN   \n",
       "997  NaN   NaN  NaN    NEU       NaN  NaN  NaN    NaN  NaN     NaN     NaN   \n",
       "998  NaN   NaN  NaN    POS       NaN  NaN  NaN    NaN  NaN     NaN     NaN   \n",
       "999  NaN   NaN  NaN    NEU       NaN  NaN  NaN    NaN  NaN     NaN     NaN   \n",
       "\n",
       "    Trickytee Laycon  \n",
       "0         NEU    NEU  \n",
       "1         POS    NEU  \n",
       "2         POS    POS  \n",
       "3         POS    NEG  \n",
       "4         NEG    POS  \n",
       "..        ...    ...  \n",
       "995       NaN    NaN  \n",
       "996       NaN    NaN  \n",
       "997       NaN    NaN  \n",
       "998       NaN    NaN  \n",
       "999       NaN    NaN  \n",
       "\n",
       "[1000 rows x 13 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "week_5 = pd.concat([Ozo, Nengi, Dora, Prince, Tolanibaj, Vee, Neo, Praise, Lucy, Brighto, Wathoni, Trickytee, Laycon], axis = 1, sort = False)\n",
    "week_5 = week_5.drop('Unnamed: 0', axis = 1)\n",
    "#type(week_5)\n",
    "#pd.Series.to_list(week_5)\n",
    "week_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>NEG</th>\n",
       "      <th>NEU</th>\n",
       "      <th>POS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Ozo</td>\n",
       "      <td>143</td>\n",
       "      <td>456</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nengi</td>\n",
       "      <td>149</td>\n",
       "      <td>451</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dora</td>\n",
       "      <td>58</td>\n",
       "      <td>241</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Prince</td>\n",
       "      <td>107</td>\n",
       "      <td>616</td>\n",
       "      <td>277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tolanibaj</td>\n",
       "      <td>118</td>\n",
       "      <td>490</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vee</td>\n",
       "      <td>141</td>\n",
       "      <td>400</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Neo</td>\n",
       "      <td>7</td>\n",
       "      <td>65</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Praise</td>\n",
       "      <td>75</td>\n",
       "      <td>286</td>\n",
       "      <td>596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lucy</td>\n",
       "      <td>107</td>\n",
       "      <td>640</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Brighto</td>\n",
       "      <td>136</td>\n",
       "      <td>511</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wathoni</td>\n",
       "      <td>216</td>\n",
       "      <td>465</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Trickytee</td>\n",
       "      <td>39</td>\n",
       "      <td>89</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Laycon</td>\n",
       "      <td>125</td>\n",
       "      <td>511</td>\n",
       "      <td>321</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           NEG  NEU  POS\n",
       "Ozo        143  456  358\n",
       "Nengi      149  451  359\n",
       "Dora        58  241  138\n",
       "Prince     107  616  277\n",
       "Tolanibaj  118  490  350\n",
       "Vee        141  400  399\n",
       "Neo          7   65   22\n",
       "Praise      75  286  596\n",
       "Lucy       107  640  212\n",
       "Brighto    136  511  310\n",
       "Wathoni    216  465  276\n",
       "Trickytee   39   89   72\n",
       "Laycon     125  511  321"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = week_5\n",
    "dict_ = {}\n",
    "for each in data.columns:dict_[each] = data[each].value_counts()\n",
    "data = pd.DataFrame(dict_).transpose().replace(to_replace=np.nan,value=0)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "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>NEG</th>\n",
       "      <th>POS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Ozo</td>\n",
       "      <td>143</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nengi</td>\n",
       "      <td>149</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dora</td>\n",
       "      <td>58</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Prince</td>\n",
       "      <td>107</td>\n",
       "      <td>277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tolanibaj</td>\n",
       "      <td>118</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vee</td>\n",
       "      <td>141</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Neo</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Praise</td>\n",
       "      <td>75</td>\n",
       "      <td>596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lucy</td>\n",
       "      <td>107</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Brighto</td>\n",
       "      <td>136</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wathoni</td>\n",
       "      <td>216</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Trickytee</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Laycon</td>\n",
       "      <td>125</td>\n",
       "      <td>321</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           NEG  POS\n",
       "Ozo        143  358\n",
       "Nengi      149  359\n",
       "Dora        58  138\n",
       "Prince     107  277\n",
       "Tolanibaj  118  350\n",
       "Vee        141  399\n",
       "Neo          7   22\n",
       "Praise      75  596\n",
       "Lucy       107  212\n",
       "Brighto    136  310\n",
       "Wathoni    216  276\n",
       "Trickytee   39   72\n",
       "Laycon     125  321"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.drop('NEU', axis=1)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=600x371 at 0x252A9DE2108>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from  PIL import Image\n",
    "#I used excel in visualizing my dataset\n",
    "img = Image.open('Positive, Negative and Neutral.png')\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ozo          215\n",
       "Nengi        210\n",
       "Dora          80\n",
       "Prince       170\n",
       "Tolanibaj    232\n",
       "Vee          258\n",
       "Neo           15\n",
       "Praise       521\n",
       "Lucy         105\n",
       "Brighto      174\n",
       "Wathoni       60\n",
       "Trickytee     33\n",
       "Laycon       196\n",
       "dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data['POS'] - data['NEG']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Ozo</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nengi</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dora</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Prince</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tolanibaj</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vee</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Neo</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Praise</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lucy</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Brighto</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wathoni</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Trickytee</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Laycon</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0\n",
       "Ozo        215\n",
       "Nengi      210\n",
       "Dora        80\n",
       "Prince     170\n",
       "Tolanibaj  232\n",
       "Vee        258\n",
       "Neo         15\n",
       "Praise     521\n",
       "Lucy       105\n",
       "Brighto    174\n",
       "Wathoni     60\n",
       "Trickytee   33\n",
       "Laycon     196"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data= pd.DataFrame(data)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.rename(columns={'0': 'Possible Eviction'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Ozo</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nengi</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dora</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Prince</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tolanibaj</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vee</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Neo</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Praise</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lucy</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Brighto</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wathoni</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Trickytee</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Laycon</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0\n",
       "Ozo        215\n",
       "Nengi      210\n",
       "Dora        80\n",
       "Prince     170\n",
       "Tolanibaj  232\n",
       "Vee        258\n",
       "Neo         15\n",
       "Praise     521\n",
       "Lucy       105\n",
       "Brighto    174\n",
       "Wathoni     60\n",
       "Trickytee   33\n",
       "Laycon     196"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Praise</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vee</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tolanibaj</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ozo</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nengi</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Laycon</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Brighto</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Prince</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lucy</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dora</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wathoni</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Trickytee</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Neo</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0\n",
       "Praise     521\n",
       "Vee        258\n",
       "Tolanibaj  232\n",
       "Ozo        215\n",
       "Nengi      210\n",
       "Laycon     196\n",
       "Brighto    174\n",
       "Prince     170\n",
       "Lucy       105\n",
       "Dora        80\n",
       "Wathoni     60\n",
       "Trickytee   33\n",
       "Neo         15"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.sort_values(by = [0], ascending = False)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=600x371 at 0x252A9DDE488>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_2 = Image.open('Final Data.png')\n",
    "img_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=477x281 at 0x252A9DE2E08>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#then i did this for all housemates using excel\n",
    "img_3= Image.open('vee.png')\n",
    "img_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}