diff --git a/preprocessing-realdata.ipynb b/preprocessing-realdata.ipynb
deleted file mode 100644
index d8d1d8e3fab10dd90cd1783f2e2050fd71a5e671..0000000000000000000000000000000000000000
--- a/preprocessing-realdata.ipynb
+++ /dev/null
@@ -1,1348 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "# !pip install spacy\n",
- "import nltk\n",
- "# nltk.download('stopwords')\n",
- "import nltk\n",
- "# nltk.download('punkt')\n",
- "from nltk.corpus import stopwords\n",
- "import string\n",
- "from nltk.tokenize import word_tokenize\n",
- "# word_tokenize\n",
- "from nltk.stem import WordNetLemmatizer\n",
- "from nltk.corpus import stopwords\n",
- "import re\n",
- "stop_words = stopwords.words('english')\n",
- "lemmatizer = WordNetLemmatizer()\n",
- "import pandas as pd\n",
- "from collections import Counter, defaultdict\n",
- "import time\n",
- "from sklearn.feature_extraction.text import ENGLISH_STOP_WORDS\n",
- "# import spacy\n",
- "\n",
- "# en= spacy.load('en_core_web_sm')\n",
- "# sw_spacy= en.Defaults.stop_words\n",
- "# print(sw_spacy)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "def preprocess_data(real_data, col):\n",
- " for index, row in real_data.iterrows():\n",
- " sentence = row[col]\n",
- " if(type(sentence) is not int ):\n",
- " if(type(sentence) is not float ):\n",
- " sentencep= \"\"\n",
- " sentence = sentence.replace('\\n','')\n",
- " sentence = re.sub('[^a-zA-Z]',' ',str(sentence))\n",
- " for words in sentence.split():\n",
- " word = (\"\".join(x for x in words if x.isalnum())).lower()\n",
- " if not word in stop_words and len(word)>2 and word not in ENGLISH_STOP_WORDS:\n",
- " sentencep+=word +\" \" \n",
- " real_data[col][index] =sentencep"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " title \\\n",
- "0 As U.S. budget fight looms, Republicans flip t... \n",
- "1 U.S. military to accept transgender recruits o... \n",
- "2 Senior U.S. Republican senator: 'Let Mr. Muell... \n",
- "3 FBI Russia probe helped by Australian diplomat... \n",
- "4 Trump wants Postal Service to charge 'much mor... \n",
- "5 White House, Congress prepare for talks on spe... \n",
- "6 Trump says Russia probe will be fair, but time... \n",
- "7 Factbox: Trump on Twitter (Dec 29) - Approval ... \n",
- "8 Trump on Twitter (Dec 28) - Global Warming \n",
- "9 Alabama official to certify Senator-elect Jone... \n",
- "\n",
- " text subject \\\n",
- "0 WASHINGTON (Reuters) - The head of a conservat... politicsNews \n",
- "1 WASHINGTON (Reuters) - Transgender people will... politicsNews \n",
- "2 WASHINGTON (Reuters) - The special counsel inv... politicsNews \n",
- "3 WASHINGTON (Reuters) - Trump campaign adviser ... politicsNews \n",
- "4 SEATTLE/WASHINGTON (Reuters) - President Donal... politicsNews \n",
- "5 WEST PALM BEACH, Fla./WASHINGTON (Reuters) - T... politicsNews \n",
- "6 WEST PALM BEACH, Fla (Reuters) - President Don... politicsNews \n",
- "7 The following statements were posted to the ve... politicsNews \n",
- "8 The following statements were posted to the ve... politicsNews \n",
- "9 WASHINGTON (Reuters) - Alabama Secretary of St... politicsNews \n",
- "\n",
- " date \n",
- "0 December 31, 2017 \n",
- "1 December 29, 2017 \n",
- "2 December 31, 2017 \n",
- "3 December 30, 2017 \n",
- "4 December 29, 2017 \n",
- "5 December 29, 2017 \n",
- "6 December 29, 2017 \n",
- "7 December 29, 2017 \n",
- "8 December 29, 2017 \n",
- "9 December 28, 2017 \n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "count 21417\n",
- "unique 21192\n",
- "top (Reuters) - Highlights for U.S. President Dona...\n",
- "freq 8\n",
- "Name: text, dtype: object"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "realdata =pd.read_csv(\"C:/Users/Administrator/Documents/masterproject2021/Dataset/True.csv\")\n",
- "print(realdata.head(10))\n",
- "realdata['label']=0\n",
- "realdata['title'].describe()\n",
- "realdata['text'].describe()\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [],
- "source": [
- "real_data = realdata.copy(deep=True) \n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "<ipython-input-15-633b353289cd>:13: SettingWithCopyWarning: \n",
- "A value is trying to be set on a copy of a slice from a DataFrame\n",
- "\n",
- "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
- " real_data[col][index] =sentencep\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " title \\\n",
- "0 budget fight looms republicans flip fiscal scr... \n",
- "1 military accept transgender recruits monday pe... \n",
- "2 senior republican senator let mueller job \n",
- "3 fbi russia probe helped australian diplomat ti... \n",
- "4 trump wants postal service charge amazon shipm... \n",
- "\n",
- " text subject \\\n",
- "0 washington reuters head conservative republica... politicsNews \n",
- "1 washington reuters transgender people allowed ... politicsNews \n",
- "2 washington reuters special counsel investigati... politicsNews \n",
- "3 washington reuters trump campaign adviser geor... politicsNews \n",
- "4 seattle washington reuters president donald tr... politicsNews \n",
- "\n",
- " date label \n",
- "0 December 31, 2017 0 \n",
- "1 December 29, 2017 0 \n",
- "2 December 31, 2017 0 \n",
- "3 December 30, 2017 0 \n",
- "4 December 29, 2017 0 \n"
- ]
- }
- ],
- "source": [
- "preprocess_data(real_data,\"title\")\n",
- "preprocess_data(real_data,\"text\")\n",
- "print(real_data.head())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [],
- "source": [
- "real_data.to_pickle(\"preprossedtruedata\")\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " title \\\n",
- "0 budget fight looms republicans flip fiscal scr... \n",
- "1 military accept transgender recruits monday pe... \n",
- "2 senior republican senator let mueller job \n",
- "3 fbi russia probe helped australian diplomat ti... \n",
- "4 trump wants postal service charge amazon shipm... \n",
- "\n",
- " text subject \\\n",
- "0 washington reuters head conservative republica... politicsNews \n",
- "1 washington reuters transgender people allowed ... politicsNews \n",
- "2 washington reuters special counsel investigati... politicsNews \n",
- "3 washington reuters trump campaign adviser geor... politicsNews \n",
- "4 seattle washington reuters president donald tr... politicsNews \n",
- "\n",
- " date label \n",
- "0 December 31, 2017 0 \n",
- "1 December 29, 2017 0 \n",
- "2 December 31, 2017 0 \n",
- "3 December 30, 2017 0 \n",
- "4 December 29, 2017 0 \n"
- ]
- }
- ],
- "source": [
- "data = pd.read_pickle(\"preprossedtruedata\")\n",
- "# print(sum(data.duplicated('Title')))\n",
- "print(data.head())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [],
- "source": [
- "def wordcount(data,col):\n",
- " countdict=defaultdict(int)\n",
- " for index, row in data.iterrows():\n",
- " sentence = row[col]\n",
- " if(type(sentence) is not int ):\n",
- " if(type(sentence) is not float):\n",
- " for word in sentence.split():\n",
- " countdict[word]+=1\n",
- " return countdict"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[('trump', 5561),\n",
- " ('says', 2981),\n",
- " ('house', 1449),\n",
- " ('russia', 977),\n",
- " ('north', 926),\n",
- " ('korea', 898),\n",
- " ('new', 875),\n",
- " ('white', 818),\n",
- " ('china', 782),\n",
- " ('senate', 759),\n",
- " ('court', 725),\n",
- " ('state', 666),\n",
- " ('obama', 665),\n",
- " ('clinton', 656),\n",
- " ('republican', 636),\n",
- " ('tax', 621),\n",
- " ('election', 582),\n",
- " ('deal', 553),\n",
- " ('vote', 545),\n",
- " ('iran', 524),\n",
- " ('talks', 523),\n",
- " ('president', 521),\n",
- " ('minister', 465),\n",
- " ('syria', 451),\n",
- " ('south', 445),\n",
- " ('brexit', 437),\n",
- " ('calls', 426),\n",
- " ('factbox', 419),\n",
- " ('police', 418),\n",
- " ('government', 416),\n",
- " ('leader', 414),\n",
- " ('chief', 398),\n",
- " ('probe', 379),\n",
- " ('turkey', 377),\n",
- " ('congress', 370),\n",
- " ('russian', 362),\n",
- " ('plan', 355),\n",
- " ('party', 352),\n",
- " ('sanctions', 347),\n",
- " ('official', 343),\n",
- " ('republicans', 340),\n",
- " ('security', 328),\n",
- " ('military', 324),\n",
- " ('nuclear', 323),\n",
- " ('saudi', 321),\n",
- " ('ban', 310),\n",
- " ('law', 297),\n",
- " ('campaign', 296),\n",
- " ('governor', 292),\n",
- " ('myanmar', 287),\n",
- " ('urges', 283),\n",
- " ('lawmakers', 282),\n",
- " ('democrats', 282),\n",
- " ('trade', 280),\n",
- " ('senator', 278),\n",
- " ('foreign', 277),\n",
- " ('putin', 276),\n",
- " ('opposition', 272),\n",
- " ('presidential', 270),\n",
- " ('attack', 269),\n",
- " ('healthcare', 262),\n",
- " ('islamic', 259),\n",
- " ('german', 259),\n",
- " ('sources', 256),\n",
- " ('britain', 255),\n",
- " ('mexico', 254),\n",
- " ('meet', 249),\n",
- " ('border', 248),\n",
- " ('budget', 244),\n",
- " ('say', 243),\n",
- " ('tillerson', 241),\n",
- " ('panel', 239),\n",
- " ('japan', 239),\n",
- " ('supreme', 237),\n",
- " ('crisis', 235),\n",
- " ('visit', 235),\n",
- " ('rights', 230),\n",
- " ('syrian', 229),\n",
- " ('germany', 227),\n",
- " ('travel', 224),\n",
- " ('media', 223),\n",
- " ('iraq', 222),\n",
- " ('france', 220),\n",
- " ('defense', 215),\n",
- " ('war', 215),\n",
- " ('fight', 213),\n",
- " ('exclusive', 212),\n",
- " ('meeting', 211),\n",
- " ('poll', 211),\n",
- " ('anti', 211),\n",
- " ('aid', 210),\n",
- " ('seeks', 209),\n",
- " ('officials', 208),\n",
- " ('administration', 207),\n",
- " ('jerusalem', 203),\n",
- " ('wants', 202),\n",
- " ('obamacare', 201),\n",
- " ('policy', 195),\n",
- " ('killed', 195),\n",
- " ('merkel', 194),\n",
- " ('coalition', 194),\n",
- " ('ahead', 192),\n",
- " ('tells', 190),\n",
- " ('fbi', 189),\n",
- " ('end', 189),\n",
- " ('catalan', 188),\n",
- " ('rohingya', 186),\n",
- " ('ties', 184),\n",
- " ('judge', 183),\n",
- " ('puerto', 183),\n",
- " ('leaders', 183),\n",
- " ('reform', 179),\n",
- " ('secretary', 178),\n",
- " ('rico', 178),\n",
- " ('support', 178),\n",
- " ('warns', 177),\n",
- " ('democratic', 175),\n",
- " ('report', 175),\n",
- " ('air', 175),\n",
- " ('general', 173),\n",
- " ('immigration', 172),\n",
- " ('amid', 172),\n",
- " ('bid', 171),\n",
- " ('department', 171),\n",
- " ('seek', 171),\n",
- " ('climate', 171),\n",
- " ('macron', 170),\n",
- " ('israel', 168),\n",
- " ('speaker', 167),\n",
- " ('korean', 167),\n",
- " ('zimbabwe', 166),\n",
- " ('rules', 165),\n",
- " ('army', 165),\n",
- " ('political', 164),\n",
- " ('million', 164),\n",
- " ('parliament', 164),\n",
- " ('case', 163),\n",
- " ('missile', 162),\n",
- " ('ryan', 162),\n",
- " ('attacks', 161),\n",
- " ('discuss', 160),\n",
- " ('states', 159),\n",
- " ('independence', 159),\n",
- " ('turkish', 158),\n",
- " ('post', 157),\n",
- " ('twitter', 156),\n",
- " ('nominee', 156),\n",
- " ('iraqi', 156),\n",
- " ('senators', 155),\n",
- " ('debate', 155),\n",
- " ('race', 155),\n",
- " ('right', 155),\n",
- " ('peace', 155),\n",
- " ('ruling', 154),\n",
- " ('pick', 153),\n",
- " ('source', 152),\n",
- " ('plans', 149),\n",
- " ('year', 148),\n",
- " ('week', 147),\n",
- " ('kurdish', 147),\n",
- " ('group', 146),\n",
- " ('help', 145),\n",
- " ('rule', 144),\n",
- " ('decision', 144),\n",
- " ('kremlin', 144),\n",
- " ('order', 142),\n",
- " ('agency', 141),\n",
- " ('push', 141),\n",
- " ('forces', 140),\n",
- " ('lebanon', 140),\n",
- " ('despite', 137),\n",
- " ('key', 137),\n",
- " ('adviser', 137),\n",
- " ('british', 137),\n",
- " ('reuters', 136),\n",
- " ('spain', 134),\n",
- " ('venezuela', 132),\n",
- " ('near', 130),\n",
- " ('win', 129),\n",
- " ('sees', 128),\n",
- " ('democrat', 128),\n",
- " ('cuba', 128),\n",
- " ('sanders', 127),\n",
- " ('head', 127),\n",
- " ('backs', 127),\n",
- " ('presidency', 127),\n",
- " ('catalonia', 127),\n",
- " ('yemen', 126),\n",
- " ('work', 125),\n",
- " ('washington', 125),\n",
- " ('erdogan', 125),\n",
- " ('funding', 124),\n",
- " ('threat', 124),\n",
- " ('attorney', 124),\n",
- " ('egypt', 124),\n",
- " ('aide', 123),\n",
- " ('envoy', 123),\n",
- " ('lawmaker', 123),\n",
- " ('national', 123),\n",
- " ('lead', 123),\n",
- " ('oil', 121),\n",
- " ('cut', 120),\n",
- " ('billion', 119),\n",
- " ('news', 119),\n",
- " ('kills', 119),\n",
- " ('run', 118),\n",
- " ('justice', 118),\n",
- " ('speech', 118),\n",
- " ('hopes', 118),\n",
- " ('french', 118),\n",
- " ('corruption', 117),\n",
- " ('power', 117),\n",
- " ('refugees', 117),\n",
- " ('spokesman', 116),\n",
- " ('york', 115),\n",
- " ('health', 115),\n",
- " ('open', 115),\n",
- " ('debt', 115),\n",
- " ('ukraine', 115),\n",
- " ('orders', 114),\n",
- " ('change', 114),\n",
- " ('likely', 113),\n",
- " ('wall', 113),\n",
- " ('california', 112),\n",
- " ('ready', 112),\n",
- " ('make', 111),\n",
- " ('pence', 111),\n",
- " ('approves', 110),\n",
- " ('far', 110),\n",
- " ('irma', 110),\n",
- " ('test', 109),\n",
- " ('time', 109),\n",
- " ('vows', 109),\n",
- " ('canada', 109),\n",
- " ('rejects', 108),\n",
- " ('asks', 108),\n",
- " ('wins', 108),\n",
- " ('women', 108),\n",
- " ('legal', 108),\n",
- " ('candidate', 107),\n",
- " ('pakistan', 107),\n",
- " ('hurricane', 107),\n",
- " ('philippines', 107),\n",
- " ('bomb', 107),\n",
- " ('set', 106),\n",
- " ('action', 106),\n",
- " ('city', 106),\n",
- " ('dead', 106),\n",
- " ('nato', 106),\n",
- " ('death', 106),\n",
- " ('pentagon', 105),\n",
- " ('pressure', 105),\n",
- " ('comey', 105),\n",
- " ('review', 104),\n",
- " ('force', 104),\n",
- " ('arrest', 104),\n",
- " ('lawyer', 104),\n",
- " ('want', 104),\n",
- " ('years', 103),\n",
- " ('business', 103),\n",
- " ('protest', 102),\n",
- " ('charges', 102),\n",
- " ('possible', 102),\n",
- " ('people', 101),\n",
- " ('london', 101),\n",
- " ('intelligence', 100),\n",
- " ('summit', 100),\n",
- " ('africa', 100),\n",
- " ('hold', 99),\n",
- " ('agree', 99),\n",
- " ('stop', 98),\n",
- " ('office', 98),\n",
- " ('cruz', 98),\n",
- " ('committee', 98),\n",
- " ('role', 98),\n",
- " ('kill', 98),\n",
- " ('violence', 98),\n",
- " ('brazil', 98),\n",
- " ('big', 97),\n",
- " ('referendum', 97),\n",
- " ('trial', 97),\n",
- " ('militants', 96),\n",
- " ('team', 96),\n",
- " ('florida', 96),\n",
- " ('strike', 96),\n",
- " ('chinese', 96),\n",
- " ('strikes', 96),\n",
- " ('senior', 95),\n",
- " ('votes', 95),\n",
- " ('takes', 95),\n",
- " ('groups', 94),\n",
- " ('east', 94),\n",
- " ('capital', 93),\n",
- " ('release', 93),\n",
- " ('india', 93),\n",
- " ('mugabe', 93),\n",
- " ('control', 92),\n",
- " ('ireland', 92),\n",
- " ('hariri', 92),\n",
- " ('repeal', 91),\n",
- " ('high', 91),\n",
- " ('urge', 91),\n",
- " ('suspected', 91),\n",
- " ('arabia', 91),\n",
- " ('return', 90),\n",
- " ('bank', 90),\n",
- " ('ria', 90),\n",
- " ('cyber', 90),\n",
- " ('northern', 90),\n",
- " ('reports', 89),\n",
- " ('cuts', 89),\n",
- " ('passes', 89),\n",
- " ('australia', 89),\n",
- " ('battle', 88),\n",
- " ('defends', 88),\n",
- " ('gun', 88),\n",
- " ('asia', 88),\n",
- " ('graft', 88),\n",
- " ('special', 87),\n",
- " ('seen', 87),\n",
- " ('flynn', 87),\n",
- " ('ambassador', 87),\n",
- " ('moscow', 87),\n",
- " ('world', 87),\n",
- " ('spending', 86),\n",
- " ('voters', 86),\n",
- " ('denies', 86),\n",
- " ('taiwan', 86),\n",
- " ('face', 85),\n",
- " ('faces', 85),\n",
- " ('trip', 85),\n",
- " ('issues', 85),\n",
- " ('statement', 85),\n",
- " ('protests', 85),\n",
- " ('mayor', 85),\n",
- " ('italy', 85),\n",
- " ('email', 84),\n",
- " ('boost', 84),\n",
- " ('illinois', 84),\n",
- " ('march', 84),\n",
- " ('energy', 83),\n",
- " ('embassy', 83),\n",
- " ('kenya', 83),\n",
- " ('leave', 82),\n",
- " ('nafta', 82),\n",
- " ('day', 82),\n",
- " ('backed', 82),\n",
- " ('arms', 81),\n",
- " ('mattis', 81),\n",
- " ('paris', 81),\n",
- " ('treasury', 80),\n",
- " ('europe', 80),\n",
- " ('terrorism', 80),\n",
- " ('pope', 79),\n",
- " ('final', 79),\n",
- " ('block', 79),\n",
- " ('close', 79),\n",
- " ('texas', 79),\n",
- " ('start', 79),\n",
- " ('afghanistan', 79),\n",
- " ('afghan', 79),\n",
- " ('federal', 77),\n",
- " ('sign', 77),\n",
- " ('agencies', 76),\n",
- " ('ipsos', 76),\n",
- " ('claims', 76),\n",
- " ('offers', 76),\n",
- " ('finance', 76),\n",
- " ('man', 75),\n",
- " ('victory', 75),\n",
- " ('rally', 75),\n",
- " ('program', 75),\n",
- " ('director', 75),\n",
- " ('epa', 75),\n",
- " ('israeli', 75),\n",
- " ('friday', 75),\n",
- " ('kurds', 75),\n",
- " ('challenge', 74),\n",
- " ('home', 74),\n",
- " ('expects', 74),\n",
- " ('cabinet', 74),\n",
- " ('allies', 74),\n",
- " ('elections', 74),\n",
- " ('jobs', 74),\n",
- " ('americans', 74),\n",
- " ('transition', 74),\n",
- " ('talk', 74),\n",
- " ('conservative', 74),\n",
- " ('protesters', 74),\n",
- " ('bangladesh', 74),\n",
- " ('son', 73),\n",
- " ('picks', 73),\n",
- " ('issue', 73),\n",
- " ('arrested', 73),\n",
- " ('appeals', 72),\n",
- " ('percent', 72),\n",
- " ('offer', 72),\n",
- " ('sea', 72),\n",
- " ('prosecutor', 72),\n",
- " ('gets', 72),\n",
- " ('labor', 72),\n",
- " ('irish', 72),\n",
- " ('refugee', 71),\n",
- " ('signs', 71),\n",
- " ('long', 71),\n",
- " ('use', 71),\n",
- " ('way', 71),\n",
- " ('criticism', 71),\n",
- " ('chair', 70),\n",
- " ('press', 70),\n",
- " ('free', 70),\n",
- " ('troops', 70),\n",
- " ('philippine', 70),\n",
- " ('overhaul', 69),\n",
- " ('future', 69),\n",
- " ('deputy', 69),\n",
- " ('fed', 69),\n",
- " ('social', 69),\n",
- " ('economic', 69),\n",
- " ('hit', 69),\n",
- " ('abe', 69),\n",
- " ('carolina', 69),\n",
- " ('transgender', 68),\n",
- " ('pact', 68),\n",
- " ('sessions', 68),\n",
- " ('stay', 68),\n",
- " ('response', 68),\n",
- " ('king', 68),\n",
- " ('qatar', 68),\n",
- " ('australian', 67),\n",
- " ('voter', 67),\n",
- " ('economy', 67),\n",
- " ('voting', 67),\n",
- " ('mccain', 67),\n",
- " ('rubio', 67),\n",
- " ('shows', 67),\n",
- " ('mexican', 67),\n",
- " ('emails', 66),\n",
- " ('chairman', 66),\n",
- " ('efforts', 66),\n",
- " ('reforms', 66),\n",
- " ('ministry', 66),\n",
- " ('migrants', 66),\n",
- " ('latest', 65),\n",
- " ('staff', 65),\n",
- " ('libya', 65),\n",
- " ('tensions', 65),\n",
- " ('money', 65),\n",
- " ('highlights', 65),\n",
- " ('drug', 65),\n",
- " ('mcconnell', 64),\n",
- " ('term', 64),\n",
- " ('progress', 64),\n",
- " ('major', 64),\n",
- " ('weapons', 64),\n",
- " ('hacking', 64),\n",
- " ('pro', 64),\n",
- " ('region', 64),\n",
- " ('parties', 64),\n",
- " ('palestinian', 64),\n",
- " ('questions', 63),\n",
- " ('early', 63),\n",
- " ('moves', 63),\n",
- " ('watchdog', 63),\n",
- " ('comments', 63),\n",
- " ('conservatives', 63),\n",
- " ('eyes', 63),\n",
- " ('investigation', 63),\n",
- " ('jailed', 63),\n",
- " ('rebels', 63),\n",
- " ('spanish', 63),\n",
- " ('global', 62),\n",
- " ('cnn', 62),\n",
- " ('need', 62),\n",
- " ('changes', 62),\n",
- " ('tuesday', 62),\n",
- " ('hits', 62),\n",
- " ('thursday', 62),\n",
- " ('names', 62),\n",
- " ('financial', 62),\n",
- " ('condemns', 62),\n",
- " ('soon', 62),\n",
- " ('vietnam', 62),\n",
- " ('sudan', 62),\n",
- " ('zealand', 62),\n",
- " ('market', 61),\n",
- " ('congressional', 61),\n",
- " ('funds', 61),\n",
- " ('allegations', 61),\n",
- " ('muslim', 61),\n",
- " ('johnson', 61),\n",
- " ('soldiers', 61),\n",
- " ('tough', 61),\n",
- " ('crackdown', 61),\n",
- " ('dispute', 61),\n",
- " ('militant', 61),\n",
- " ('mnuchin', 60),\n",
- " ('strong', 60),\n",
- " ('spy', 60),\n",
- " ('concerned', 60),\n",
- " ('step', 60),\n",
- " ('duterte', 60),\n",
- " ('vice', 60),\n",
- " ('arrests', 60),\n",
- " ('pay', 60),\n",
- " ('meets', 60),\n",
- " ('access', 59),\n",
- " ('concerns', 59),\n",
- " ('steps', 59),\n",
- " ('appeal', 59),\n",
- " ('african', 59),\n",
- " ('led', 59),\n",
- " ('poland', 59),\n",
- " ('confirms', 58),\n",
- " ('thousands', 58),\n",
- " ('donald', 58),\n",
- " ('hearing', 58),\n",
- " ('times', 58),\n",
- " ('woman', 58),\n",
- " ('members', 57),\n",
- " ('probes', 57),\n",
- " ('libyan', 57),\n",
- " ('days', 57),\n",
- " ('netanyahu', 57),\n",
- " ('job', 56),\n",
- " ('children', 56),\n",
- " ('workers', 56),\n",
- " ('request', 56),\n",
- " ('corporate', 56),\n",
- " ('reach', 56),\n",
- " ('public', 56),\n",
- " ('prince', 56),\n",
- " ('targets', 56),\n",
- " ('launch', 56),\n",
- " ('act', 56),\n",
- " ('iranian', 56),\n",
- " ('detained', 56),\n",
- " ('testify', 55),\n",
- " ('effort', 55),\n",
- " ('pass', 55),\n",
- " ('gives', 55),\n",
- " ('sex', 55),\n",
- " ('visa', 55),\n",
- " ('target', 55),\n",
- " ('sets', 55),\n",
- " ('executive', 55),\n",
- " ('ceo', 55),\n",
- " ('makes', 55),\n",
- " ('stance', 55),\n",
- " ('american', 55),\n",
- " ('second', 54),\n",
- " ('accuses', 54),\n",
- " ('car', 54),\n",
- " ('suspect', 54),\n",
- " ('street', 54),\n",
- " ('council', 54),\n",
- " ('west', 54),\n",
- " ('middle', 53),\n",
- " ('firm', 53),\n",
- " ('resign', 53),\n",
- " ('good', 53),\n",
- " ('cites', 53),\n",
- " ('migrant', 53),\n",
- " ('diplomat', 52),\n",
- " ('fraud', 52),\n",
- " ('ally', 52),\n",
- " ('cia', 52),\n",
- " ('focus', 52),\n",
- " ('needs', 52),\n",
- " ('break', 52),\n",
- " ('asylum', 52),\n",
- " ('missing', 52),\n",
- " ('peru', 51),\n",
- " ('abortion', 51),\n",
- " ('fund', 51),\n",
- " ('search', 51),\n",
- " ('diplomatic', 51),\n",
- " ('cooperation', 51),\n",
- " ('biden', 51),\n",
- " ('threatens', 51),\n",
- " ('facebook', 51),\n",
- " ('era', 51),\n",
- " ('activists', 51),\n",
- " ('family', 51),\n",
- " ('unity', 51),\n",
- " ('virginia', 50),\n",
- " ('firms', 50),\n",
- " ('join', 50),\n",
- " ('line', 50),\n",
- " ('ask', 50),\n",
- " ('united', 50),\n",
- " ('country', 50),\n",
- " ('nigeria', 50),\n",
- " ('raise', 50),\n",
- " ('convention', 50),\n",
- " ('deadly', 50),\n",
- " ('zika', 50),\n",
- " ('looms', 49),\n",
- " ('hurt', 49),\n",
- " ('avoid', 49),\n",
- " ('delay', 49),\n",
- " ('april', 49),\n",
- " ('coal', 49),\n",
- " ('prime', 49),\n",
- " ('fox', 49),\n",
- " ('central', 49),\n",
- " ('dialogue', 49),\n",
- " ('clash', 49),\n",
- " ('shooting', 49),\n",
- " ('navy', 49),\n",
- " ('colombia', 49),\n",
- " ('activist', 49),\n",
- " ('raqqa', 49),\n",
- " ('zuma', 49),\n",
- " ('charge', 48),\n",
- " ('airport', 48),\n",
- " ('fix', 48),\n",
- " ('legislation', 48),\n",
- " ('expected', 48),\n",
- " ('manafort', 48),\n",
- " ('fuel', 48),\n",
- " ('options', 48),\n",
- " ('consider', 48),\n",
- " ('returns', 48),\n",
- " ('pledges', 48),\n",
- " ('human', 48),\n",
- " ('scandal', 48),\n",
- " ('leads', 48),\n",
- " ('indonesia', 48),\n",
- " ('service', 47),\n",
- " ('hillary', 47),\n",
- " ('interview', 47),\n",
- " ('aides', 47),\n",
- " ('agenda', 47),\n",
- " ('considering', 47),\n",
- " ('experts', 47),\n",
- " ('suspends', 47),\n",
- " ('journalist', 47),\n",
- " ('ends', 47),\n",
- " ('working', 47),\n",
- " ('commission', 47),\n",
- " ('lavrov', 47),\n",
- " ('jail', 47),\n",
- " ('killing', 47),\n",
- " ('cambodia', 47),\n",
- " ('ethics', 46),\n",
- " ('congressman', 46),\n",
- " ('december', 46),\n",
- " ('resigns', 46),\n",
- " ('held', 46),\n",
- " ('draws', 46),\n",
- " ('aims', 46),\n",
- " ('potential', 46),\n",
- " ('blasts', 46),\n",
- " ('assad', 46),\n",
- " ('points', 46),\n",
- " ('gas', 46),\n",
- " ('taxes', 45),\n",
- " ('leaves', 45),\n",
- " ('tweet', 45),\n",
- " ('america', 45),\n",
- " ('lawsuit', 45),\n",
- " ('union', 45),\n",
- " ('nominate', 45),\n",
- " ('proposal', 45),\n",
- " ('industry', 45),\n",
- " ('board', 45),\n",
- " ('beijing', 45),\n",
- " ('policies', 45),\n",
- " ('congo', 45),\n",
- " ('kerry', 45),\n",
- " ('european', 45),\n",
- " ('prison', 45),\n",
- " ('thai', 45),\n",
- " ('islamist', 45),\n",
- " ('indian', 45),\n",
- " ('regional', 45),\n",
- " ('monday', 44),\n",
- " ('alabama', 44),\n",
- " ('companies', 44),\n",
- " ('counsel', 44),\n",
- " ('green', 44),\n",
- " ('opens', 44),\n",
- " ('risk', 44),\n",
- " ('opposes', 44),\n",
- " ('visits', 44),\n",
- " ('emergency', 44),\n",
- " ('seeking', 44),\n",
- " ('situation', 44),\n",
- " ('seven', 44),\n",
- " ('fighting', 44),\n",
- " ('school', 44),\n",
- " ('quits', 44),\n",
- " ('eastern', 44),\n",
- " ('austria', 44),\n",
- " ('coup', 44),\n",
- " ('quake', 44),\n",
- " ('data', 43),\n",
- " ('limit', 43),\n",
- " ('electoral', 43),\n",
- " ('raises', 43),\n",
- " ('deals', 43),\n",
- " ('committed', 43),\n",
- " ('address', 43),\n",
- " ('remain', 43),\n",
- " ('dept', 43),\n",
- " ('drops', 43),\n",
- " ('price', 43),\n",
- " ('exit', 43),\n",
- " ('agrees', 43),\n",
- " ('christie', 43),\n",
- " ('supporters', 43),\n",
- " ('argentina', 43),\n",
- " ('protect', 42),\n",
- " ('sue', 42),\n",
- " ('measures', 42),\n",
- " ('civil', 42),\n",
- " ('list', 42),\n",
- " ('nomination', 42),\n",
- " ('criticizes', 42),\n",
- " ('ohio', 42),\n",
- " ('charged', 42),\n",
- " ('abuse', 42),\n",
- " ('remains', 42),\n",
- " ('planned', 42),\n",
- " ('quit', 42),\n",
- " ('journalists', 42),\n",
- " ('blast', 42),\n",
- " ('proposes', 42),\n",
- " ('linked', 42),\n",
- " ('puts', 42),\n",
- " ('demands', 42),\n",
- " ('swiss', 42),\n",
- " ('politics', 41),\n",
- " ('sec', 41),\n",
- " ('aim', 41),\n",
- " ('shutdown', 41),\n",
- " ('blocks', 41),\n",
- " ('launches', 41),\n",
- " ('resignation', 41),\n",
- " ('told', 41),\n",
- " ('wednesday', 41),\n",
- " ('hopeful', 41),\n",
- " ('draft', 41),\n",
- " ('tech', 41),\n",
- " ('diplomats', 41),\n",
- " ('documents', 41),\n",
- " ('remarks', 41),\n",
- " ('insurance', 41),\n",
- " ('jersey', 41),\n",
- " ('hezbollah', 41),\n",
- " ('threats', 41),\n",
- " ('continue', 41),\n",
- " ('nations', 41),\n",
- " ('juncker', 41),\n",
- " ('lebanese', 41),\n",
- " ('university', 40),\n",
- " ('strategy', 40),\n",
- " ('allow', 40),\n",
- " ('accused', 40),\n",
- " ('veto', 40),\n",
- " ('welcomes', 40),\n",
- " ('clear', 40),\n",
- " ('left', 40),\n",
- " ('body', 40),\n",
- " ('coast', 40),\n",
- " ('town', 40),\n",
- " ('tpp', 40),\n",
- " ('somalia', 40),\n",
- " ('muslims', 40),\n",
- " ('murder', 40),\n",
- " ('star', 40),\n",
- " ('center', 39),\n",
- " ('illegal', 39),\n",
- " ('tests', 39),\n",
- " ('train', 39),\n",
- " ('confident', 39),\n",
- " ('needed', 39),\n",
- " ('evidence', 39),\n",
- " ('kushner', 39),\n",
- " ('singapore', 39),\n",
- " ('bush', 39),\n",
- " ('weighs', 39),\n",
- " ('promises', 39),\n",
- " ('peninsula', 39),\n",
- " ('links', 39),\n",
- " ('water', 39),\n",
- " ('conflict', 39),\n",
- " ('flights', 39),\n",
- " ('heads', 39),\n",
- " ('western', 39),\n",
- " ('international', 39),\n",
- " ('ousted', 39),\n",
- " ('kurdistan', 39),\n",
- " ('kenyan', 39),\n",
- " ('nyt', 38),\n",
- " ('hope', 38),\n",
- " ('consumer', 38),\n",
- " ('choice', 38),\n",
- " ('rate', 38),\n",
- " ('dismisses', 38),\n",
- " ('worker', 38),\n",
- " ('meddling', 38),\n",
- " ('withdrawal', 38),\n",
- " ('fear', 38),\n",
- " ('relief', 38),\n",
- " ('challenges', 38),\n",
- " ('pacific', 38),\n",
- " ('chicago', 38),\n",
- " ('kirkuk', 38),\n",
- " ('counter', 38),\n",
- " ('toll', 38),\n",
- " ('crimes', 38),\n",
- " ('austrian', 38),\n",
- " ('fighters', 38),\n",
- " ('mueller', 37),\n",
- " ('bipartisan', 37),\n",
- " ('agreement', 37),\n",
- " ('away', 37),\n",
- " ('homeland', 37),\n",
- " ('proposed', 37),\n",
- " ('guilty', 37),\n",
- " ('intel', 37),\n",
- " ('halt', 37),\n",
- " ('testimony', 37),\n",
- " ('michigan', 37),\n",
- " ('commerce', 37),\n",
- " ('relations', 37),\n",
- " ('laws', 37),\n",
- " ('unlikely', 37),\n",
- " ('stand', 37),\n",
- " ('education', 37),\n",
- " ('september', 37),\n",
- " ('raid', 37),\n",
- " ('czech', 37),\n",
- " ('month', 36),\n",
- " ('delays', 36),\n",
- " ('details', 36),\n",
- " ('propose', 36),\n",
- " ('attend', 36),\n",
- " ('interior', 36),\n",
- " ('resume', 36),\n",
- " ('speed', 36),\n",
- " ('process', 36),\n",
- " ('looks', 36),\n",
- " ('supports', 36),\n",
- " ('try', 36),\n",
- " ('station', 36),\n",
- " ('maduro', 36),\n",
- " ('come', 36),\n",
- " ('better', 36),\n",
- " ('finds', 36),\n",
- " ('malaysia', 36),\n",
- " ('gmt', 36),\n",
- " ('backing', 36),\n",
- " ('detains', 36),\n",
- " ('short', 35),\n",
- " ('indonesian', 35),\n",
- " ('path', 35),\n",
- " ('making', 35),\n",
- " ('pennsylvania', 35),\n",
- " ('information', 35),\n",
- " ('conference', 35),\n",
- " ('row', 35),\n",
- " ('discussed', 35),\n",
- " ('prosecutors', 35),\n",
- " ('drop', 35),\n",
- " ('ads', 35),\n",
- " ('gulf', 35),\n",
- " ('local', 35),\n",
- " ('missiles', 35),\n",
- " ('pipeline', 35),\n",
- " ('slams', 35),\n",
- " ('relationship', 35),\n",
- " ('secret', 35),\n",
- " ('pension', 35),\n",
- " ('outside', 35),\n",
- " ('curb', 35),\n",
- " ('life', 35),\n",
- " ('endorses', 35),\n",
- " ('hong', 35),\n",
- " ('kong', 35),\n",
- " ('polls', 35),\n",
- " ('firing', 34),\n",
- " ('infrastructure', 34),\n",
- " ('chemical', 34),\n",
- " ('deadline', 34),\n",
- " ('host', 34),\n",
- " ('black', 34),\n",
- " ('fired', 34),\n",
- " ('fires', 34),\n",
- " ('presses', 34),\n",
- " ('starts', 34),\n",
- " ('pushes', 34),\n",
- " ('kim', 34),\n",
- " ('alleged', 34),\n",
- " ('limits', 34),\n",
- " ('countries', 34),\n",
- " ('private', 34),\n",
- " ('fears', 34),\n",
- " ('record', 34),\n",
- " ('leadership', 34),\n",
- " ('road', 34),\n",
- " ('citizens', 34),\n",
- " ('baghdad', 34),\n",
- " ('injured', 34),\n",
- " ('gaza', 34),\n",
- " ('spd', 34),\n",
- " ('deir', 34),\n",
- " ('zor', 34),\n",
- " ('decide', 33),\n",
- " ('trying', 33),\n",
- " ('increase', 33),\n",
- " ('child', 33),\n",
- " ('politico', 33),\n",
- " ('gains', 33),\n",
- " ('defend', 33),\n",
- " ('romney', 33),\n",
- " ('months', 33),\n",
- " ('dies', 33),\n",
- " ('build', 33),\n",
- " ('taps', 33),\n",
- " ('growth', 33),\n",
- " ('speak', 33),\n",
- " ('wife', 33),\n",
- " ('concern', 33),\n",
- " ('trudeau', 33),\n",
- " ('inquiry', 33),\n",
- " ('running', 33),\n",
- " ('ifax', 33),\n",
- " ('sale', 33),\n",
- " ('freedom', 33),\n",
- " ('thailand', 33),\n",
- " ('billionaire', 33),\n",
- " ('influence', 33),\n",
- " ('commander', 33),\n",
- " ('shot', 33),\n",
- " ('submarine', 33),\n",
- " ('rebel', 33),\n",
- " ('chile', 33),\n",
- " ('anc', 33),\n",
- " ('moore', 32),\n",
- " ('majority', 32),\n",
- " ('christmas', 32),\n",
- " ('claim', 32),\n",
- " ('signals', 32),\n",
- " ('nears', 32),\n",
- " ('safety', 32),\n",
- " ('suicide', 32),\n",
- " ('impact', 32),\n",
- " ('inauguration', 32),\n",
- " ('half', 32),\n",
- " ('brussels', 32),\n",
- " ('send', 32),\n",
- " ('cities', 32),\n",
- " ('releases', 32),\n",
- " ('reject', 32),\n",
- " ('medicaid', 32),\n",
- " ('moon', 32),\n",
- " ('hard', 32),\n",
- " ('candidates', 32),\n",
- " ('declares', 32),\n",
- " ('camp', 32),\n",
- " ('holds', 32),\n",
- " ('diplomacy', 32),\n",
- " ('food', 32),\n",
- " ('driving', 32),\n",
- " ('harvey', 32),\n",
- " ('phone', 32),\n",
- " ('detention', 32),\n",
- " ('democracy', 32),\n",
- " ('madrid', 32),\n",
- " ('hungary', 32),\n",
- " ('question', 31),\n",
- " ('immigrant', 31),\n",
- " ('tweets', 31),\n",
- " ('dreamers', 31),\n",
- " ('harassment', 31),\n",
- " ('turn', 31),\n",
- " ('nearly', 31),\n",
- " ('cases', 31),\n",
- " ('lawyers', 31),\n",
- " ('russians', 31),\n",
- " ('sanctuary', 31),\n",
- " ('shift', 31),\n",
- " ('risks', 31),\n",
- " ('red', 31),\n",
- " ('praises', 31),\n",
- " ('stage', 31),\n",
- " ('dangerous', 31),\n",
- " ('controversial', 31),\n",
- " ('bathroom', 31),\n",
- " ('weeks', 31),\n",
- " ('wounded', 31),\n",
- " ('video', 31),\n",
- " ('edt', 31),\n",
- " ('alliance', 31),\n",
- " ('seekers', 31),\n",
- " ('ministers', 31),\n",
- " ('civilians', 31),\n",
- " ...]"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "title_count = wordcount(data,\"title\")\n",
- "# title_count = sorted(title_count.items(), key =lambda x: x[1],reverse=True)\n",
- "# print(title_count)\n",
- "sorted(title_count.items(), key =lambda x: x[1],reverse=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "ENGLISH_STOP_WORDS"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[('trump', 24222), ('click', 14011), ('poll', 13426), ('said', 12820), ('people', 12336), ('free', 10978), ('policy', 10626), ('comment', 9882), ('single', 9869), ('biden', 9762), ('president', 9680), ('charge', 9609), ('spam', 9445), ('privacy', 9276), ('anytime', 9229), ('updates', 9227), ('opt', 9207), ('entitles', 9182), ('american', 8926), ('like', 8838), ('think', 8601), ('twitter', 8420), ('completing', 8379), ('com', 7937), ('new', 7844), ('election', 7565), ('video', 7347), ('pic', 6632), ('talking', 6514), ('joe', 6481), ('told', 6465), ('real', 6382), ('daily', 6308), ('email', 6215), ('stories', 5952), ('violence', 5906), ('media', 5829), ('instead', 5777), ('right', 5732), ('racism', 5592), ('time', 5554), ('mark', 5332), ('sign', 5317), ('news', 5306), ('comments', 5279), ('behavior', 5219), ('conversation', 5165), ('thank', 5148), ('know', 4983), ('maintain', 4843), ('icon', 4791), ('tolerance', 4787), ('containing', 4778), ('left', 4775), ('profanity', 4741), ('xce', 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('stripeswell', 1), ('damsel', 1), ('cueiqi', 1), ('bekkth', 1), ('jakewilkns', 1), ('domestics', 1), ('pageoh', 1), ('hillwhen', 1), ('civa', 1), ('callerby', 1), ('misreading', 1), ('yoour', 1), ('spanky', 1), ('lesbianism', 1), ('acking', 1), ('backwaters', 1), ('inion', 1), ('kxayu', 1), ('iqdmj', 1), ('hexr', 1), ('cistiphobic', 1), ('phobiphobe', 1), ('newsweekfrom', 1), ('riy', 1), ('vedfn', 1), ('nsorious', 1), ('orcalls', 1), ('summitso', 1), ('pjw', 1), ('itof', 1), ('summitmaybe', 1), ('booklets', 1), ('safqan', 1), ('mammadov', 1), ('barnabusfundtheir', 1), ('cclergy', 1), ('mammadovs', 1), ('manats', 1), ('salaried', 1), ('barnabusfunda', 1), ('subcommittees', 1), ('wireoh', 1), ('spats', 1), ('cboldest', 1), ('coutright', 1), ('cexplicit', 1), ('wvpseoihk', 1), ('tfqxystcyo', 1), ('vuytyidw', 1), ('woobpj', 1), ('spbheuteir', 1), ('incumbt', 1), ('vmrkcd', 1), ('xll', 1), ('novices', 1), ('brainerd', 1), ('beckons', 1), ('sandbox', 1), ('gtfo', 1), ('ixa', 1), ('yvo', 1), ('sweetif', 1), ('rds', 1), ('equalize', 1), ('cocking', 1), ('ndisarming', 1), ('saissx', 1), ('emmmvzrd', 1), ('cpatriarkhia', 1), ('cruling', 1), ('lkdtmmc', 1), ('rsd', 1), ('latanya', 1), ('turnstiles', 1), ('brandishes', 1), ('clambers', 1), ('darroch', 1), ('guardianmay', 1), ('piques', 1), ('kareni', 1), ('dsleep', 1), ('daymiketake', 1), ('hadley', 1), ('employments', 1), ('longs', 1), ('animators', 1), ('sketchpad', 1), ('minnie', 1), ('gadget', 1), ('toon', 1), ('whimsical', 1), ('disneylandfight', 1), ('ktlanews', 1), ('touyljrm', 1), ('erisgirl', 1), ('eris', 1), ('dibs', 1), ('cburrs', 1), ('aggravating', 1), ('cstringers', 1), ('strays', 1), ('frederica', 1), ('badmouthed', 1), ('enema', 1), ('ambushing', 1), ('sibi', 1), ('patriae', 1), ('dmegan', 1), ('zha', 1), ('widens', 1), ('forbesso', 1), ('wireone', 1), ('nhku', 1), ('apmdu', 1), ('fjust', 1), ('fanbase', 1), ('wvl', 1), ('fridayfeeling', 1), ('jlmm', 1), ('fifawwc', 1), ('zonp', 1), ('lxw', 1), ('convective', 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1), ('ozqb', 1), ('licker', 1), ('kqkuqkhwij', 1), ('warehousing', 1), ('investopedia', 1), ('uptrend', 1), ('endpoverty', 1), ('badteen', 1), ('lawsteen', 1), ('professionbut', 1), ('occult', 1), ('ziggy', 1), ('occultists', 1), ('alchemic', 1), ('bruja', 1), ('botanica', 1), ('cordova', 1), ('cmanipulate', 1), ('cunpredictable', 1), ('cfocus', 1), ('mystically', 1), ('clunar', 1), ('vibrations', 1), ('chakrubs', 1), ('vibrators', 1), ('yoni', 1), ('sigils', 1), ('sigil', 1), ('vowels', 1), ('dalternatively', 1), ('cchanneling', 1), ('vogueremember', 1), ('birdcages', 1), ('campfires', 1), ('independeceday', 1), ('hillhuh', 1), ('salutetoamerica', 1), ('cmxvvow', 1), ('qfy', 1), ('tsgd', 1), ('speechwhen', 1), ('flopper', 1), ('dylwiththedevil', 1), ('cong', 1), ('washingtonexaminerironically', 1), ('opbbiden', 1), ('lieafter', 1), ('politicobiden', 1), ('frying', 1), ('cevolution', 1), ('mhujnayohj', 1), ('wayfair', 1), ('hun', 1), ('abolishicepic', 1), ('qlyc', 1), ('mimsv', 1), ('nkmiaktck', 1), ('cfauxahontas', 1), ('wrt', 1), ('infra', 1), ('tucsonsector', 1), ('dyv', 1), ('cbparizona', 1), ('redistricted', 1)]\n"
- ]
- }
- ],
- "source": [
- "content_count = wordcount(data.tail(10000),\"Content\")\n",
- "content_count = sorted(content_count.items(), key =lambda x: x[1],reverse=True)\n",
- "# print(content_count)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# listofwords=[\"get\",\"one\",\"like\",\"new\",\"everyone\",\"daily\",\"clashdaily\",\"put\",\"told\",\"day\",\"com\",\"also\",\"email\",\"please\",\n",
- "# \"say\",\"well\",\"\"\n",
- "# \"\"]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "# def clean_dataset(sentence):\n",
- "# sentence = re.sub('[^a-zA-Z]',' ',str(sentence))\n",
- "# sentence = str(sentence).lower()\n",
- "# sentence = word_tokenize(sentence)\n",
- "# sentence = [word for word in sentence if word not in stop_words]\n",
- "# sentence = [lemmatizer.lemmatize(word=w, pos='v') for w in sentence]\n",
- "# sentence = [i for i in sentence if len(i) > 2]\n",
- "# sentence = ' '.join(sentence)\n",
- "# return sentence\n"
- ]
- }
- ],
- "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": "3.8.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}