Open In Colab

Twitter a Social Media Scrape#

Authorizing a Twitter Account#

First you’ll need the twitter package! It is not automatically loaded into colab.

!pip install twitter
Collecting twitter
  Downloading twitter-1.19.3-py2.py3-none-any.whl (50 kB)
?25l
     |██████▌                         | 10 kB 23.9 MB/s eta 0:00:01
     |█████████████                   | 20 kB 29.6 MB/s eta 0:00:01
     |███████████████████▋            | 30 kB 31.3 MB/s eta 0:00:01
     |██████████████████████████      | 40 kB 29.3 MB/s eta 0:00:01
     |████████████████████████████████| 50 kB 5.0 MB/s 
?25hInstalling collected packages: twitter
Successfully installed twitter-1.19.3

Next you’ll need the authentication codes for a twitter api. You can use your own twitter account and follow the directions here.

For class I have shared some authentication keys. In order to keep these secret (GitHub won’t let us post secrets to their website!) I have created a file called config.py. I upload this into the environment (file structure) of colab and I reference it like a package. This means only if you have this file can you get to it but I can share my code with everyone still.

import twitter
import config

CONSUMER_KEY = config.CONSUMER_KEY
CONSUMER_SECRET = config.CONSUMER_SECRET
OAUTH_TOKEN = config.OAUTH_TOKEN
OAUTH_TOKEN_SECRET = config.OAUTH_TOKEN_SECRET
auth = twitter.oauth.OAuth(OAUTH_TOKEN, OAUTH_TOKEN_SECRET,
                           CONSUMER_KEY, CONSUMER_SECRET)

mathcs_twitter_api = twitter.Twitter(auth=auth)

Posting to Social Media#

status = "Having fun in Data Processing and Vizualization class!  Posting to twitter has never been easier! On Monday"

mathcs_twitter_api.statuses.update(
    status=status)
{'contributors': None,
 'coordinates': None,
 'created_at': 'Mon Feb 07 19:11:18 +0000 2022',
 'entities': {'hashtags': [], 'symbols': [], 'urls': [], 'user_mentions': []},
 'favorite_count': 0,
 'favorited': False,
 'geo': None,
 'id': 1490765129012715522,
 'id_str': '1490765129012715522',
 'in_reply_to_screen_name': None,
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'is_quote_status': False,
 'lang': 'en',
 'place': None,
 'retweet_count': 0,
 'retweeted': False,
 'source': '<a href="http://ecok.edu/academics/colleges-and-schools/college-health-and-sciences/department-mathematics-and-computer" rel="nofollow">Starlas Data Project</a>',
 'text': 'Having fun in Data Processing and Vizualization class!  Posting to twitter has never been easier! On Monday',
 'truncated': False,
 'user': {'contributors_enabled': False,
  'created_at': 'Tue Sep 04 18:38:49 +0000 2018',
  'default_profile': False,
  'default_profile_image': False,
  'description': '',
  'entities': {'description': {'urls': []},
   'url': {'urls': [{'display_url': 'bit.ly/2NfSiTh',
      'expanded_url': 'https://bit.ly/2NfSiTh',
      'indices': [0, 23],
      'url': 'https://t.co/PugruxKlLL'}]}},
  'favourites_count': 0,
  'follow_request_sent': False,
  'followers_count': 11,
  'following': False,
  'friends_count': 33,
  'geo_enabled': False,
  'has_extended_profile': False,
  'id': 1037047347405045760,
  'id_str': '1037047347405045760',
  'is_translation_enabled': False,
  'is_translator': False,
  'lang': None,
  'listed_count': 0,
  'location': 'Ada, OK',
  'name': 'ECU_Math/CS',
  'notifications': False,
  'profile_background_color': '000000',
  'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_tile': False,
  'profile_banner_url': 'https://pbs.twimg.com/profile_banners/1037047347405045760/1536096251',
  'profile_image_url': 'http://pbs.twimg.com/profile_images/1037089960514310144/Kk2ypzpr_normal.jpg',
  'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1037089960514310144/Kk2ypzpr_normal.jpg',
  'profile_link_color': 'FF5400',
  'profile_sidebar_border_color': '000000',
  'profile_sidebar_fill_color': '000000',
  'profile_text_color': '000000',
  'profile_use_background_image': False,
  'protected': False,
  'screen_name': 'cs_ecu',
  'statuses_count': 28,
  'time_zone': None,
  'translator_type': 'none',
  'url': 'https://t.co/PugruxKlLL',
  'utc_offset': None,
  'verified': False,
  'withheld_in_countries': []}}

The above shows the tweet was made to my account. You can even go find it! Think about how great you life could be if you automate all your interactions with socials too!

What is the Twitterverse Discussing?#

# The Yahoo! Where On Earth ID for the entire world is 1.
# See https://dev.twitter.com/docs/api/1.1/get/trends/place and
# http://developer.yahoo.com/geo/geoplanet/

WORLD_WOE_ID = 1
US_WOE_ID = 23424977

# Prefix ID with the underscore for query string parameterization.
# Without the underscore, the twitter package appends the ID value
# to the URL itself as a special case keyword argument.

world_trends = mathcs_twitter_api.trends.place(_id=WORLD_WOE_ID)
us_trends = mathcs_twitter_api.trends.place(_id=US_WOE_ID)

for i in range(10):
    print(world_trends[0]['trends'][i]['query'])
%23MelodicVoiceINDay
%23%EC%9D%B4%EC%97%94%EC%9D%B4_%EB%AF%B8%EC%86%8C%EA%B0%80_%EC%84%B8%EC%83%81%EC%9D%84_%EB%B0%9D%ED%9E%8C%EB%82%A0
%23HappyINDay
%22ExtraordINary+DAY%22
%22Jason+Roy%22
%23QGvsLQ
Euphoria
%22LET+SOMEBODY+GO+MUSIC+VIDEO%22
%23%D8%AD%D9%84%D9%85_%D8%A7%D9%84%D9%86%D9%87%D8%A7%D9%8A%D9%8A_%D9%8A%D8%A7_%D8%A7%D9%87%D9%84%D9%8A
%22Wordle+234%22
for i in range(3):
    print(us_trends[0]['trends'][i]['query'])
%23MondayMotivation
%22Wordle+233+X%22
%22Pusha+T%22

Here is a nicer display of the data using json package. JSON is anotherway to store data and is utilized in many no-sql databases.

import json

print(json.dumps(world_trends, indent=1))
print(json.dumps(us_trends, indent=1))
[
 {
  "trends": [
   {
    "name": "#MelodicVoiceINDay",
    "url": "http://twitter.com/search?q=%23MelodicVoiceINDay",
    "promoted_content": null,
    "query": "%23MelodicVoiceINDay",
    "tweet_volume": 268594
   },
   {
    "name": "#\uc774\uc5d4\uc774_\ubbf8\uc18c\uac00_\uc138\uc0c1\uc744_\ubc1d\ud78c\ub0a0",
    "url": "http://twitter.com/search?q=%23%EC%9D%B4%EC%97%94%EC%9D%B4_%EB%AF%B8%EC%86%8C%EA%B0%80_%EC%84%B8%EC%83%81%EC%9D%84_%EB%B0%9D%ED%9E%8C%EB%82%A0",
    "promoted_content": null,
    "query": "%23%EC%9D%B4%EC%97%94%EC%9D%B4_%EB%AF%B8%EC%86%8C%EA%B0%80_%EC%84%B8%EC%83%81%EC%9D%84_%EB%B0%9D%ED%9E%8C%EB%82%A0",
    "tweet_volume": 238069
   },
   {
    "name": "#HappyINDay",
    "url": "http://twitter.com/search?q=%23HappyINDay",
    "promoted_content": null,
    "query": "%23HappyINDay",
    "tweet_volume": 355991
   },
   {
    "name": "ExtraordINary DAY",
    "url": "http://twitter.com/search?q=%22ExtraordINary+DAY%22",
    "promoted_content": null,
    "query": "%22ExtraordINary+DAY%22",
    "tweet_volume": 190416
   },
   {
    "name": "Jason Roy",
    "url": "http://twitter.com/search?q=%22Jason+Roy%22",
    "promoted_content": null,
    "query": "%22Jason+Roy%22",
    "tweet_volume": 12589
   },
   {
    "name": "#QGvsLQ",
    "url": "http://twitter.com/search?q=%23QGvsLQ",
    "promoted_content": null,
    "query": "%23QGvsLQ",
    "tweet_volume": null
   },
   {
    "name": "Euphoria",
    "url": "http://twitter.com/search?q=Euphoria",
    "promoted_content": null,
    "query": "Euphoria",
    "tweet_volume": 1744336
   },
   {
    "name": "LET SOMEBODY GO MUSIC VIDEO",
    "url": "http://twitter.com/search?q=%22LET+SOMEBODY+GO+MUSIC+VIDEO%22",
    "promoted_content": null,
    "query": "%22LET+SOMEBODY+GO+MUSIC+VIDEO%22",
    "tweet_volume": 25975
   },
   {
    "name": "#\u062d\u0644\u0645_\u0627\u0644\u0646\u0647\u0627\u064a\u064a_\u064a\u0627_\u0627\u0647\u0644\u064a",
    "url": "http://twitter.com/search?q=%23%D8%AD%D9%84%D9%85_%D8%A7%D9%84%D9%86%D9%87%D8%A7%D9%8A%D9%8A_%D9%8A%D8%A7_%D8%A7%D9%87%D9%84%D9%8A",
    "promoted_content": null,
    "query": "%23%D8%AD%D9%84%D9%85_%D8%A7%D9%84%D9%86%D9%87%D8%A7%D9%8A%D9%8A_%D9%8A%D8%A7_%D8%A7%D9%87%D9%84%D9%8A",
    "tweet_volume": 145044
   },
   {
    "name": "Wordle 234",
    "url": "http://twitter.com/search?q=%22Wordle+234%22",
    "promoted_content": null,
    "query": "%22Wordle+234%22",
    "tweet_volume": 31501
   },
   {
    "name": "Motorine 80",
    "url": "http://twitter.com/search?q=%22Motorine+80%22",
    "promoted_content": null,
    "query": "%22Motorine+80%22",
    "tweet_volume": 14989
   },
   {
    "name": "Poutine",
    "url": "http://twitter.com/search?q=Poutine",
    "promoted_content": null,
    "query": "Poutine",
    "tweet_volume": 26576
   },
   {
    "name": "Sis Tamara",
    "url": "http://twitter.com/search?q=%22Sis+Tamara%22",
    "promoted_content": null,
    "query": "%22Sis+Tamara%22",
    "tweet_volume": null
   },
   {
    "name": "\u30c7\u30b8\u30bf\u30ebKFC\u30ab\u30fc\u30c91\u4e07\u5186\u5206\u30d7\u30ec\u30bc\u30f3\u30c8",
    "url": "http://twitter.com/search?q=%E3%83%87%E3%82%B8%E3%82%BF%E3%83%ABKFC%E3%82%AB%E3%83%BC%E3%83%891%E4%B8%87%E5%86%86%E5%88%86%E3%83%97%E3%83%AC%E3%82%BC%E3%83%B3%E3%83%88",
    "promoted_content": null,
    "query": "%E3%83%87%E3%82%B8%E3%82%BF%E3%83%ABKFC%E3%82%AB%E3%83%BC%E3%83%891%E4%B8%87%E5%86%86%E5%88%86%E3%83%97%E3%83%AC%E3%82%BC%E3%83%B3%E3%83%88",
    "tweet_volume": null
   },
   {
    "name": "\u6295\u7a3f\u306e\u4e2d",
    "url": "http://twitter.com/search?q=%E6%8A%95%E7%A8%BF%E3%81%AE%E4%B8%AD",
    "promoted_content": null,
    "query": "%E6%8A%95%E7%A8%BF%E3%81%AE%E4%B8%AD",
    "tweet_volume": 152648
   },
   {
    "name": "OFF\u30d1\u30c3\u30af",
    "url": "http://twitter.com/search?q=OFF%E3%83%91%E3%83%83%E3%82%AF",
    "promoted_content": null,
    "query": "OFF%E3%83%91%E3%83%83%E3%82%AF",
    "tweet_volume": null
   },
   {
    "name": "Pusha T",
    "url": "http://twitter.com/search?q=%22Pusha+T%22",
    "promoted_content": null,
    "query": "%22Pusha+T%22",
    "tweet_volume": 11900
   },
   {
    "name": "Vyno",
    "url": "http://twitter.com/search?q=Vyno",
    "promoted_content": null,
    "query": "Vyno",
    "tweet_volume": null
   },
   {
    "name": "Jules",
    "url": "http://twitter.com/search?q=Jules",
    "promoted_content": null,
    "query": "Jules",
    "tweet_volume": 281255
   },
   {
    "name": "Hakl\u0131y\u0131zKazanaca\u011f\u0131z",
    "url": "http://twitter.com/search?q=Hakl%C4%B1y%C4%B1zKazanaca%C4%9F%C4%B1z",
    "promoted_content": null,
    "query": "Hakl%C4%B1y%C4%B1zKazanaca%C4%9F%C4%B1z",
    "tweet_volume": 21512
   },
   {
    "name": "Yoli",
    "url": "http://twitter.com/search?q=Yoli",
    "promoted_content": null,
    "query": "Yoli",
    "tweet_volume": 11235
   },
   {
    "name": "B\u0130Z ONA RE\u0130S DED\u0130K",
    "url": "http://twitter.com/search?q=%22B%C4%B0Z+ONA+RE%C4%B0S+DED%C4%B0K%22",
    "promoted_content": null,
    "query": "%22B%C4%B0Z+ONA+RE%C4%B0S+DED%C4%B0K%22",
    "tweet_volume": null
   },
   {
    "name": "Coldplay",
    "url": "http://twitter.com/search?q=Coldplay",
    "promoted_content": null,
    "query": "Coldplay",
    "tweet_volume": 36236
   },
   {
    "name": "Russell Brand",
    "url": "http://twitter.com/search?q=%22Russell+Brand%22",
    "promoted_content": null,
    "query": "%22Russell+Brand%22",
    "tweet_volume": 17595
   },
   {
    "name": "S\u00fcle",
    "url": "http://twitter.com/search?q=S%C3%BCle",
    "promoted_content": null,
    "query": "S%C3%BCle",
    "tweet_volume": 32025
   },
   {
    "name": "Tulsi Gabbard",
    "url": "http://twitter.com/search?q=%22Tulsi+Gabbard%22",
    "promoted_content": null,
    "query": "%22Tulsi+Gabbard%22",
    "tweet_volume": null
   },
   {
    "name": "Quetta",
    "url": "http://twitter.com/search?q=Quetta",
    "promoted_content": null,
    "query": "Quetta",
    "tweet_volume": null
   },
   {
    "name": "Fabr\u00edcio Bruno",
    "url": "http://twitter.com/search?q=%22Fabr%C3%ADcio+Bruno%22",
    "promoted_content": null,
    "query": "%22Fabr%C3%ADcio+Bruno%22",
    "tweet_volume": null
   },
   {
    "name": "BOLSONARO INEPTO",
    "url": "http://twitter.com/search?q=%22BOLSONARO+INEPTO%22",
    "promoted_content": null,
    "query": "%22BOLSONARO+INEPTO%22",
    "tweet_volume": null
   },
   {
    "name": "Piers Corbyn",
    "url": "http://twitter.com/search?q=%22Piers+Corbyn%22",
    "promoted_content": null,
    "query": "%22Piers+Corbyn%22",
    "tweet_volume": null
   },
   {
    "name": "\u7b2c18\u56de",
    "url": "http://twitter.com/search?q=%E7%AC%AC18%E5%9B%9E",
    "promoted_content": null,
    "query": "%E7%AC%AC18%E5%9B%9E",
    "tweet_volume": null
   },
   {
    "name": "Lost Ark",
    "url": "http://twitter.com/search?q=%22Lost+Ark%22",
    "promoted_content": null,
    "query": "%22Lost+Ark%22",
    "tweet_volume": 13471
   },
   {
    "name": "Saltong 26",
    "url": "http://twitter.com/search?q=%22Saltong+26%22",
    "promoted_content": null,
    "query": "%22Saltong+26%22",
    "tweet_volume": null
   },
   {
    "name": "mar-a-lago",
    "url": "http://twitter.com/search?q=mar-a-lago",
    "promoted_content": null,
    "query": "mar-a-lago",
    "tweet_volume": 57425
   },
   {
    "name": "Razzies",
    "url": "http://twitter.com/search?q=Razzies",
    "promoted_content": null,
    "query": "Razzies",
    "tweet_volume": null
   },
   {
    "name": "87 \u00c9 DO SPORT",
    "url": "http://twitter.com/search?q=%2287+%C3%89+DO+SPORT%22",
    "promoted_content": null,
    "query": "%2287+%C3%89+DO+SPORT%22",
    "tweet_volume": 12174
   },
   {
    "name": "Cau\u00ea Moura",
    "url": "http://twitter.com/search?q=%22Cau%C3%AA+Moura%22",
    "promoted_content": null,
    "query": "%22Cau%C3%AA+Moura%22",
    "tweet_volume": null
   },
   {
    "name": "HAPPY BIRTHDAY YUNHYEONG",
    "url": "http://twitter.com/search?q=%22HAPPY+BIRTHDAY+YUNHYEONG%22",
    "promoted_content": null,
    "query": "%22HAPPY+BIRTHDAY+YUNHYEONG%22",
    "tweet_volume": 40745
   },
   {
    "name": "National Archives",
    "url": "http://twitter.com/search?q=%22National+Archives%22",
    "promoted_content": null,
    "query": "%22National+Archives%22",
    "tweet_volume": 40995
   },
   {
    "name": "Hermann Tertsch",
    "url": "http://twitter.com/search?q=%22Hermann+Tertsch%22",
    "promoted_content": null,
    "query": "%22Hermann+Tertsch%22",
    "tweet_volume": null
   },
   {
    "name": "Frontier",
    "url": "http://twitter.com/search?q=Frontier",
    "promoted_content": null,
    "query": "Frontier",
    "tweet_volume": 21842
   },
   {
    "name": "Nawaz",
    "url": "http://twitter.com/search?q=Nawaz",
    "promoted_content": null,
    "query": "Nawaz",
    "tweet_volume": 10075
   },
   {
    "name": "KPMG",
    "url": "http://twitter.com/search?q=KPMG",
    "promoted_content": null,
    "query": "KPMG",
    "tweet_volume": 12431
   },
   {
    "name": "Lovie",
    "url": "http://twitter.com/search?q=Lovie",
    "promoted_content": null,
    "query": "Lovie",
    "tweet_volume": 20737
   },
   {
    "name": "Acacia",
    "url": "http://twitter.com/search?q=Acacia",
    "promoted_content": null,
    "query": "Acacia",
    "tweet_volume": null
   },
   {
    "name": "Cheaper by the Dozen",
    "url": "http://twitter.com/search?q=%22Cheaper+by+the+Dozen%22",
    "promoted_content": null,
    "query": "%22Cheaper+by+the+Dozen%22",
    "tweet_volume": null
   },
   {
    "name": "Thibs",
    "url": "http://twitter.com/search?q=Thibs",
    "promoted_content": null,
    "query": "Thibs",
    "tweet_volume": null
   },
   {
    "name": "\uc1fc\ud2b8\ud2b8\ub799",
    "url": "http://twitter.com/search?q=%EC%87%BC%ED%8A%B8%ED%8A%B8%EB%9E%99",
    "promoted_content": null,
    "query": "%EC%87%BC%ED%8A%B8%ED%8A%B8%EB%9E%99",
    "tweet_volume": 372283
   },
   {
    "name": "Sam Harris",
    "url": "http://twitter.com/search?q=%22Sam+Harris%22",
    "promoted_content": null,
    "query": "%22Sam+Harris%22",
    "tweet_volume": null
   },
   {
    "name": "#LQvQG",
    "url": "http://twitter.com/search?q=%23LQvQG",
    "promoted_content": null,
    "query": "%23LQvQG",
    "tweet_volume": null
   }
  ],
  "as_of": "2022-02-07T19:14:53Z",
  "created_at": "2022-02-06T09:59:48Z",
  "locations": [
   {
    "name": "Worldwide",
    "woeid": 1
   }
  ]
 }
]
[
 {
  "trends": [
   {
    "name": "#MondayMotivation",
    "url": "http://twitter.com/search?q=%23MondayMotivation",
    "promoted_content": null,
    "query": "%23MondayMotivation",
    "tweet_volume": 133193
   },
   {
    "name": "Wordle 233 X",
    "url": "http://twitter.com/search?q=%22Wordle+233+X%22",
    "promoted_content": null,
    "query": "%22Wordle+233+X%22",
    "tweet_volume": 12128
   },
   {
    "name": "Pusha T",
    "url": "http://twitter.com/search?q=%22Pusha+T%22",
    "promoted_content": null,
    "query": "%22Pusha+T%22",
    "tweet_volume": 11870
   },
   {
    "name": "#SignsYouMightBeAnAdult",
    "url": "http://twitter.com/search?q=%23SignsYouMightBeAnAdult",
    "promoted_content": null,
    "query": "%23SignsYouMightBeAnAdult",
    "tweet_volume": null
   },
   {
    "name": "Tulsi Gabbard",
    "url": "http://twitter.com/search?q=%22Tulsi+Gabbard%22",
    "promoted_content": null,
    "query": "%22Tulsi+Gabbard%22",
    "tweet_volume": null
   },
   {
    "name": "Frontier",
    "url": "http://twitter.com/search?q=Frontier",
    "promoted_content": null,
    "query": "Frontier",
    "tweet_volume": 21842
   },
   {
    "name": "National Archives",
    "url": "http://twitter.com/search?q=%22National+Archives%22",
    "promoted_content": null,
    "query": "%22National+Archives%22",
    "tweet_volume": 40995
   },
   {
    "name": "Mar-a-lago",
    "url": "http://twitter.com/search?q=Mar-a-lago",
    "promoted_content": null,
    "query": "Mar-a-lago",
    "tweet_volume": 57425
   },
   {
    "name": "Razzies",
    "url": "http://twitter.com/search?q=Razzies",
    "promoted_content": null,
    "query": "Razzies",
    "tweet_volume": null
   },
   {
    "name": "#MoviesThatNeedGlasses",
    "url": "http://twitter.com/search?q=%23MoviesThatNeedGlasses",
    "promoted_content": null,
    "query": "%23MoviesThatNeedGlasses",
    "tweet_volume": null
   },
   {
    "name": "Russell Brand",
    "url": "http://twitter.com/search?q=%22Russell+Brand%22",
    "promoted_content": null,
    "query": "%22Russell+Brand%22",
    "tweet_volume": 17595
   },
   {
    "name": "Thibs",
    "url": "http://twitter.com/search?q=Thibs",
    "promoted_content": null,
    "query": "Thibs",
    "tweet_volume": null
   },
   {
    "name": "#MelodicVoiceINDay",
    "url": "http://twitter.com/search?q=%23MelodicVoiceINDay",
    "promoted_content": null,
    "query": "%23MelodicVoiceINDay",
    "tweet_volume": 268594
   },
   {
    "name": "Cheaper by the Dozen",
    "url": "http://twitter.com/search?q=%22Cheaper+by+the+Dozen%22",
    "promoted_content": null,
    "query": "%22Cheaper+by+the+Dozen%22",
    "tweet_volume": null
   },
   {
    "name": "Lovie",
    "url": "http://twitter.com/search?q=Lovie",
    "promoted_content": null,
    "query": "Lovie",
    "tweet_volume": 20737
   },
   {
    "name": "Leslie Jones",
    "url": "http://twitter.com/search?q=%22Leslie+Jones%22",
    "promoted_content": null,
    "query": "%22Leslie+Jones%22",
    "tweet_volume": null
   },
   {
    "name": "Lids",
    "url": "http://twitter.com/search?q=Lids",
    "promoted_content": null,
    "query": "Lids",
    "tweet_volume": null
   },
   {
    "name": "#Bussin",
    "url": "http://twitter.com/search?q=%23Bussin",
    "promoted_content": null,
    "query": "%23Bussin",
    "tweet_volume": 14103
   },
   {
    "name": "Sam Harris",
    "url": "http://twitter.com/search?q=%22Sam+Harris%22",
    "promoted_content": null,
    "query": "%22Sam+Harris%22",
    "tweet_volume": null
   },
   {
    "name": "BTS PAVED THE WAY",
    "url": "http://twitter.com/search?q=%22BTS+PAVED+THE+WAY%22",
    "promoted_content": null,
    "query": "%22BTS+PAVED+THE+WAY%22",
    "tweet_volume": 15926
   },
   {
    "name": "AIDS Awareness Day",
    "url": "http://twitter.com/search?q=%22AIDS+Awareness+Day%22",
    "promoted_content": null,
    "query": "%22AIDS+Awareness+Day%22",
    "tweet_volume": null
   },
   {
    "name": "Ryan Clark",
    "url": "http://twitter.com/search?q=%22Ryan+Clark%22",
    "promoted_content": null,
    "query": "%22Ryan+Clark%22",
    "tweet_volume": null
   },
   {
    "name": "Joe Rogan $100",
    "url": "http://twitter.com/search?q=%22Joe+Rogan+%24100%22",
    "promoted_content": null,
    "query": "%22Joe+Rogan+%24100%22",
    "tweet_volume": 20837
   },
   {
    "name": "Jonah Goldberg",
    "url": "http://twitter.com/search?q=%22Jonah+Goldberg%22",
    "promoted_content": null,
    "query": "%22Jonah+Goldberg%22",
    "tweet_volume": null
   },
   {
    "name": "AP Poll",
    "url": "http://twitter.com/search?q=%22AP+Poll%22",
    "promoted_content": null,
    "query": "%22AP+Poll%22",
    "tweet_volume": null
   },
   {
    "name": "J Dilla",
    "url": "http://twitter.com/search?q=%22J+Dilla%22",
    "promoted_content": null,
    "query": "%22J+Dilla%22",
    "tweet_volume": null
   },
   {
    "name": "Blazing Saddles",
    "url": "http://twitter.com/search?q=%22Blazing+Saddles%22",
    "promoted_content": null,
    "query": "%22Blazing+Saddles%22",
    "tweet_volume": null
   },
   {
    "name": "Stitt",
    "url": "http://twitter.com/search?q=Stitt",
    "promoted_content": null,
    "query": "Stitt",
    "tweet_volume": null
   },
   {
    "name": "Rumble",
    "url": "http://twitter.com/search?q=Rumble",
    "promoted_content": null,
    "query": "Rumble",
    "tweet_volume": 68251
   },
   {
    "name": "Pulp Fiction",
    "url": "http://twitter.com/search?q=%22Pulp+Fiction%22",
    "promoted_content": null,
    "query": "%22Pulp+Fiction%22",
    "tweet_volume": null
   },
   {
    "name": "Platinum",
    "url": "http://twitter.com/search?q=Platinum",
    "promoted_content": null,
    "query": "Platinum",
    "tweet_volume": 34523
   },
   {
    "name": "ExtraordINary DAY",
    "url": "http://twitter.com/search?q=%22ExtraordINary+DAY%22",
    "promoted_content": null,
    "query": "%22ExtraordINary+DAY%22",
    "tweet_volume": 190470
   },
   {
    "name": "KPMG",
    "url": "http://twitter.com/search?q=KPMG",
    "promoted_content": null,
    "query": "KPMG",
    "tweet_volume": 12431
   },
   {
    "name": "Eric Andre",
    "url": "http://twitter.com/search?q=%22Eric+Andre%22",
    "promoted_content": null,
    "query": "%22Eric+Andre%22",
    "tweet_volume": null
   },
   {
    "name": "Sharpe",
    "url": "http://twitter.com/search?q=Sharpe",
    "promoted_content": null,
    "query": "Sharpe",
    "tweet_volume": null
   },
   {
    "name": "Odysee",
    "url": "http://twitter.com/search?q=Odysee",
    "promoted_content": null,
    "query": "Odysee",
    "tweet_volume": null
   },
   {
    "name": "Deflategate",
    "url": "http://twitter.com/search?q=Deflategate",
    "promoted_content": null,
    "query": "Deflategate",
    "tweet_volume": null
   },
   {
    "name": "Toney",
    "url": "http://twitter.com/search?q=Toney",
    "promoted_content": null,
    "query": "Toney",
    "tweet_volume": null
   },
   {
    "name": "Chyna",
    "url": "http://twitter.com/search?q=Chyna",
    "promoted_content": null,
    "query": "Chyna",
    "tweet_volume": null
   },
   {
    "name": "HAPPY BIRTHDAY JACK",
    "url": "http://twitter.com/search?q=%22HAPPY+BIRTHDAY+JACK%22",
    "promoted_content": null,
    "query": "%22HAPPY+BIRTHDAY+JACK%22",
    "tweet_volume": null
   },
   {
    "name": "Eric Adams",
    "url": "http://twitter.com/search?q=%22Eric+Adams%22",
    "promoted_content": null,
    "query": "%22Eric+Adams%22",
    "tweet_volume": null
   },
   {
    "name": "Player of the Week",
    "url": "http://twitter.com/search?q=%22Player+of+the+Week%22",
    "promoted_content": null,
    "query": "%22Player+of+the+Week%22",
    "tweet_volume": null
   },
   {
    "name": "Essek",
    "url": "http://twitter.com/search?q=Essek",
    "promoted_content": null,
    "query": "Essek",
    "tweet_volume": null
   },
   {
    "name": "Babylon's Fall",
    "url": "http://twitter.com/search?q=%22Babylon%27s+Fall%22",
    "promoted_content": null,
    "query": "%22Babylon%27s+Fall%22",
    "tweet_volume": null
   },
   {
    "name": "Today is National Black HIV",
    "url": "http://twitter.com/search?q=%22Today+is+National+Black+HIV%22",
    "promoted_content": null,
    "query": "%22Today+is+National+Black+HIV%22",
    "tweet_volume": null
   },
   {
    "name": "LOCK HIM UP",
    "url": "http://twitter.com/search?q=%22LOCK+HIM+UP%22",
    "promoted_content": null,
    "query": "%22LOCK+HIM+UP%22",
    "tweet_volume": null
   },
   {
    "name": "Bruce Willis",
    "url": "http://twitter.com/search?q=%22Bruce+Willis%22",
    "promoted_content": null,
    "query": "%22Bruce+Willis%22",
    "tweet_volume": null
   },
   {
    "name": "Vincent Zhou",
    "url": "http://twitter.com/search?q=%22Vincent+Zhou%22",
    "promoted_content": null,
    "query": "%22Vincent+Zhou%22",
    "tweet_volume": null
   },
   {
    "name": "Bill Simmons",
    "url": "http://twitter.com/search?q=%22Bill+Simmons%22",
    "promoted_content": null,
    "query": "%22Bill+Simmons%22",
    "tweet_volume": null
   },
   {
    "name": "DNCE",
    "url": "http://twitter.com/search?q=DNCE",
    "promoted_content": null,
    "query": "DNCE",
    "tweet_volume": null
   }
  ],
  "as_of": "2022-02-07T19:14:53Z",
  "created_at": "2022-02-06T13:56:05Z",
  "locations": [
   {
    "name": "United States",
    "woeid": 23424977
   }
  ]
 }
]

Search Results#

#  Set this variable to a trending topic, 
# or anything else for that matter. The example query below
# was a trending topic when this content was being developed
# and is used throughout the remainder of this chapter.
import json


#q = "#Ada"
q = '#JasonRoy'

count = 1000

# See https://dev.twitter.com/docs/api/1.1/get/search/tweets

search_results = mathcs_twitter_api.search.tweets(q=q, count=count)

statuses = search_results['statuses']


# Iterate through 5 more batches of results by following the cursor

for _ in range(5):
    print("Length of statuses", len(statuses))
    try:
        next_results = search_results['search_metadata']['next_results']
    except KeyError: # No more results when next_results doesn't exist
        break
        
    # Create a dictionary from next_results, which has the following form:
    # ?max_id=313519052523986943&q=NCAA&include_entities=1
    kwargs = dict([ kv.split('=') for kv in next_results[1:].split("&") ])
    
    search_results = mathcs_twitter_api.search.tweets(**kwargs)
    statuses += search_results['statuses']

# Show one sample search result by slicing the list...
print(json.dumps(statuses, indent=4))
Streaming output truncated to the last 5000 lines.
            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
            "in_reply_to_status_id": null,
            "in_reply_to_status_id_str": null,
            "in_reply_to_user_id": null,
            "in_reply_to_user_id_str": null,
            "in_reply_to_screen_name": null,
            "user": {
                "id": 1186670941637611520,
                "id_str": "1186670941637611520",
                "name": "Cricket Room",
                "screen_name": "cricketroom_",
                "location": "Pakistan ",
                "description": "official Twitter account - Cricket Room | https://t.co/VuDplRCcUS | https://t.co/Y76A6Cq53c",
                "url": "https://t.co/Ez4BZJ78Am",
                "entities": {
                    "url": {
                        "urls": [
                            {
                                "url": "https://t.co/Ez4BZJ78Am",
                                "expanded_url": "https://www.youtube.com/c/CricketRoompk?sub_confirmation=1",
                                "display_url": "youtube.com/c/CricketRoomp\u2026",
                                "indices": [
                                    0,
                                    23
                                ]
                            }
                        ]
                    },
                    "description": {
                        "urls": [
                            {
                                "url": "https://t.co/VuDplRCcUS",
                                "expanded_url": "http://fb.com/cricketroompk",
                                "display_url": "fb.com/cricketroompk",
                                "indices": [
                                    42,
                                    65
                                ]
                            },
                            {
                                "url": "https://t.co/Y76A6Cq53c",
                                "expanded_url": "http://instagram.com/cricketroom",
                                "display_url": "instagram.com/cricketroom",
                                "indices": [
                                    68,
                                    91
                                ]
                            }
                        ]
                    }
                },
                "protected": false,
                "followers_count": 2795,
                "friends_count": 19,
                "listed_count": 3,
                "created_at": "Tue Oct 22 15:50:54 +0000 2019",
                "favourites_count": 3394,
                "utc_offset": null,
                "time_zone": null,
                "geo_enabled": true,
                "verified": false,
                "statuses_count": 5764,
                "lang": null,
                "contributors_enabled": false,
                "is_translator": false,
                "is_translation_enabled": false,
                "profile_background_color": "F5F8FA",
                "profile_background_image_url": null,
                "profile_background_image_url_https": null,
                "profile_background_tile": false,
                "profile_image_url": "http://pbs.twimg.com/profile_images/1484894392100040709/tuuwC21R_normal.jpg",
                "profile_image_url_https": "https://pbs.twimg.com/profile_images/1484894392100040709/tuuwC21R_normal.jpg",
                "profile_banner_url": "https://pbs.twimg.com/profile_banners/1186670941637611520/1643024264",
                "profile_link_color": "1DA1F2",
                "profile_sidebar_border_color": "C0DEED",
                "profile_sidebar_fill_color": "DDEEF6",
                "profile_text_color": "333333",
                "profile_use_background_image": true,
                "has_extended_profile": false,
                "default_profile": true,
                "default_profile_image": false,
                "following": false,
                "follow_request_sent": false,
                "notifications": false,
                "translator_type": "none",
                "withheld_in_countries": []
            },
            "geo": null,
            "coordinates": null,
            "place": null,
            "contributors": null,
            "is_quote_status": false,
            "retweet_count": 3,
            "favorite_count": 25,
            "favorited": false,
            "retweeted": false,
            "possibly_sensitive": false,
            "lang": "en"
        },
        "is_quote_status": false,
        "retweet_count": 3,
        "favorite_count": 0,
        "favorited": false,
        "retweeted": false,
        "lang": "en"
    },
    {
        "created_at": "Mon Feb 07 18:31:39 +0000 2022",
        "id": 1490755151187312643,
        "id_str": "1490755151187312643",
        "text": "Jason Roy received the Player Of The Match Award for his match-winning hundred.\n\n#JasonRoy #QuettaGladiators\u2026 https://t.co/ujDKye93V1",
        "truncated": true,
        "entities": {
            "hashtags": [
                {
                    "text": "JasonRoy",
                    "indices": [
                        81,
                        90
                    ]
                },
                {
                    "text": "QuettaGladiators",
                    "indices": [
                        91,
                        108
                    ]
                }
            ],
            "symbols": [],
            "user_mentions": [],
            "urls": [
                {
                    "url": "https://t.co/ujDKye93V1",
                    "expanded_url": "https://twitter.com/i/web/status/1490755151187312643",
                    "display_url": "twitter.com/i/web/status/1\u2026",
                    "indices": [
                        110,
                        133
                    ]
                }
            ]
        },
        "metadata": {
            "iso_language_code": "en",
            "result_type": "recent"
        },
        "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
        "in_reply_to_status_id": null,
        "in_reply_to_status_id_str": null,
        "in_reply_to_user_id": null,
        "in_reply_to_user_id_str": null,
        "in_reply_to_screen_name": null,
        "user": {
            "id": 1213434794907815936,
            "id_str": "1213434794907815936",
            "name": "Bet Barter",
            "screen_name": "BetBarteronline",
            "location": "",
            "description": "Follow us for all the latest happenings of sporting events across the globe.",
            "url": "https://t.co/mtNLWTAzIF",
            "entities": {
                "url": {
                    "urls": [
                        {
                            "url": "https://t.co/mtNLWTAzIF",
                            "expanded_url": "https://betbarter.net/",
                            "display_url": "betbarter.net",
                            "indices": [
                                0,
                                23
                            ]
                        }
                    ]
                },
                "description": {
                    "urls": []
                }
            },
            "protected": false,
            "followers_count": 1828,
            "friends_count": 248,
            "listed_count": 1,
            "created_at": "Sat Jan 04 12:19:43 +0000 2020",
            "favourites_count": 49,
            "utc_offset": null,
            "time_zone": null,
            "geo_enabled": false,
            "verified": false,
            "statuses_count": 4892,
            "lang": null,
            "contributors_enabled": false,
            "is_translator": false,
            "is_translation_enabled": false,
            "profile_background_color": "F5F8FA",
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            "profile_image_url_https": "https://pbs.twimg.com/profile_images/1227197996669923328/ZPjczzqB_normal.jpg",
            "profile_banner_url": "https://pbs.twimg.com/profile_banners/1213434794907815936/1643289714",
            "profile_link_color": "1DA1F2",
            "profile_sidebar_border_color": "C0DEED",
            "profile_sidebar_fill_color": "DDEEF6",
            "profile_text_color": "333333",
            "profile_use_background_image": true,
            "has_extended_profile": true,
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            "default_profile_image": false,
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            "follow_request_sent": false,
            "notifications": false,
            "translator_type": "none",
            "withheld_in_countries": []
        },
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        "favorited": false,
        "retweeted": false,
        "possibly_sensitive": false,
        "lang": "en"
    },
    {
        "created_at": "Mon Feb 07 18:31:33 +0000 2022",
        "id": 1490755125425709062,
        "id_str": "1490755125425709062",
        "text": "Whattt a matchhh!!!\n\nWhat a victory @TeamQuetta\n@JasonRoy20 \ud83d\udcaf\n@lahoreqalandars better luck next tym\u2764\ufe0f\n\n#PSL7\u2026 https://t.co/rNzoDYCpk2",
        "truncated": true,
        "entities": {
            "hashtags": [
                {
                    "text": "PSL7",
                    "indices": [
                        103,
                        108
                    ]
                }
            ],
            "symbols": [],
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                {
                    "screen_name": "TeamQuetta",
                    "name": "Quetta Gladiators",
                    "id": 4405094896,
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                        47
                    ]
                },
                {
                    "screen_name": "JasonRoy20",
                    "name": "Jason Roy",
                    "id": 343512172,
                    "id_str": "343512172",
                    "indices": [
                        48,
                        59
                    ]
                },
                {
                    "screen_name": "lahoreqalandars",
                    "name": "Lahore Qalandars",
                    "id": 4402375702,
                    "id_str": "4402375702",
                    "indices": [
                        62,
                        78
                    ]
                }
            ],
            "urls": [
                {
                    "url": "https://t.co/rNzoDYCpk2",
                    "expanded_url": "https://twitter.com/i/web/status/1490755125425709062",
                    "display_url": "twitter.com/i/web/status/1\u2026",
                    "indices": [
                        110,
                        133
                    ]
                }
            ]
        },
        "metadata": {
            "iso_language_code": "en",
            "result_type": "recent"
        },
        "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
        "in_reply_to_status_id": null,
        "in_reply_to_status_id_str": null,
        "in_reply_to_user_id": null,
        "in_reply_to_user_id_str": null,
        "in_reply_to_screen_name": null,
        "user": {
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            "id_str": "1031163366969102336",
            "name": "Bushra Butt",
            "screen_name": "BushraB30430471",
            "location": "",
            "description": "",
            "url": "https://t.co/lo6k1LPhwk",
            "entities": {
                "url": {
                    "urls": [
                        {
                            "url": "https://t.co/lo6k1LPhwk",
                            "expanded_url": "https://www.instagram.com/p/CVYOKHys70s/?utm_medium=copy_link",
                            "display_url": "instagram.com/p/CVYOKHys70s/\u2026",
                            "indices": [
                                0,
                                23
                            ]
                        }
                    ]
                },
                "description": {
                    "urls": []
                }
            },
            "protected": false,
            "followers_count": 5,
            "friends_count": 49,
            "listed_count": 0,
            "created_at": "Sun Aug 19 12:57:59 +0000 2018",
            "favourites_count": 59,
            "utc_offset": null,
            "time_zone": null,
            "geo_enabled": false,
            "verified": false,
            "statuses_count": 14,
            "lang": null,
            "contributors_enabled": false,
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        "is_quote_status": false,
        "retweet_count": 0,
        "favorite_count": 2,
        "favorited": false,
        "retweeted": false,
        "possibly_sensitive": false,
        "lang": "hi"
    }
]
len(statuses)
200
json.dumps(statuses[1])
'{"created_at": "Mon Feb 07 19:18:37 +0000 2022", "id": 1490766968294682625, "id_str": "1490766968294682625", "text": "SHEHRI DEHLEEZ PR MEHFUZ NHI | C110NEWS HD | REPORTED BY TAIMOOR SHAKIL \\n\\n#C110NEWS #JasonRoy #QGvsLQ #LQvQG #KKvIU\\u2026 https://t.co/2ZpEmFwW5v", "truncated": true, "entities": {"hashtags": [{"text": "C110NEWS", "indices": [74, 83]}, {"text": "JasonRoy", "indices": [84, 93]}, {"text": "QGvsLQ", "indices": [94, 101]}, {"text": "LQvQG", "indices": [102, 108]}, {"text": "KKvIU", "indices": [109, 115]}], "symbols": [], "user_mentions": [], "urls": [{"url": "https://t.co/2ZpEmFwW5v", "expanded_url": "https://twitter.com/i/web/status/1490766968294682625", "display_url": "twitter.com/i/web/status/1\\u2026", "indices": [117, 140]}]}, "metadata": {"iso_language_code": "en", "result_type": "recent"}, "source": "<a href=\\"https://mobile.twitter.com\\" rel=\\"nofollow\\">Twitter Web App</a>", "in_reply_to_status_id": null, "in_reply_to_status_id_str": null, "in_reply_to_user_id": null, "in_reply_to_user_id_str": null, "in_reply_to_screen_name": null, "user": {"id": 1202592531713798144, "id_str": "1202592531713798144", "name": "C110 News HD", "screen_name": "C110NewsHD", "location": "Karachi, Pakistan", "description": "", "url": "https://t.co/SUX389ajHu", "entities": {"url": {"urls": [{"url": "https://t.co/SUX389ajHu", "expanded_url": "http://www.c110news.tv", "display_url": "c110news.tv", "indices": [0, 23]}]}, "description": {"urls": []}}, "protected": false, "followers_count": 30, "friends_count": 0, "listed_count": 1, "created_at": "Thu Dec 05 14:16:26 +0000 2019", "favourites_count": 2, "utc_offset": null, "time_zone": null, "geo_enabled": false, "verified": false, "statuses_count": 4378, "lang": null, "contributors_enabled": false, "is_translator": false, "is_translation_enabled": false, "profile_background_color": "F5F8FA", "profile_background_image_url": null, "profile_background_image_url_https": null, "profile_background_tile": false, "profile_image_url": "http://pbs.twimg.com/profile_images/1202593758447095808/Ddfz-mca_normal.jpg", "profile_image_url_https": "https://pbs.twimg.com/profile_images/1202593758447095808/Ddfz-mca_normal.jpg", "profile_banner_url": "https://pbs.twimg.com/profile_banners/1202592531713798144/1575560437", "profile_link_color": "1DA1F2", "profile_sidebar_border_color": "C0DEED", "profile_sidebar_fill_color": "DDEEF6", "profile_text_color": "333333", "profile_use_background_image": true, "has_extended_profile": false, "default_profile": true, "default_profile_image": false, "following": false, "follow_request_sent": false, "notifications": false, "translator_type": "none", "withheld_in_countries": []}, "geo": null, "coordinates": null, "place": null, "contributors": null, "is_quote_status": false, "retweet_count": 0, "favorite_count": 0, "favorited": false, "retweeted": false, "possibly_sensitive": false, "lang": "en"}'

Extracting text, screen names, and hashtags from tweets#

import time


status_texts = [ status['text'] 
                 for status in statuses ]

screen_names = [ user_mention['screen_name'] 
                 for status in statuses
                     for user_mention in status['entities']['user_mentions'] ]

hashtags = [ hashtag['text'] 
             for status in statuses
                 for hashtag in status['entities']['hashtags'] ]

# Compute a collection of all words from all tweets
words = [ w 
          for t in status_texts 
              for w in t.split() ]

# Explore the first 5 items for each...

print(json.dumps(status_texts[0:5], indent=1))
print(json.dumps(screen_names[0:5], indent=1))
print(json.dumps(hashtags[0:5], indent=1))
print(json.dumps(words[0:5], indent=1))
[
 "Alhamdulillah!! What a win \ud83d\udc9c\ud83d\udc9c \nYahi comeback chahiye tha saifi Bhai . IN SHA ALLAH Trophy bhi Quetta gladiators ki\u2026 https://t.co/aCgpGAiLHW",
 "SHEHRI DEHLEEZ PR MEHFUZ NHI | C110NEWS HD | REPORTED BY TAIMOOR SHAKIL \n\n#C110NEWS #JasonRoy #QGvsLQ #LQvQG #KKvIU\u2026 https://t.co/2ZpEmFwW5v",
 "\ud835\udc13\ud835\udc21\ud835\udc1a\ud835\udc27\ud835\udc24 \ud835\udc32\ud835\udc28\ud835\udc2e #\ud835\udc0a\ud835\udc1a\ud835\udc2b\ud835\udc1a\ud835\udc1c\ud835\udc21\ud835\udc22 \ud835\udc1f\ud835\udc28\ud835\udc2b \ud835\udc1e\ud835\udc27\ud835\udc2d\ud835\udc1e\ud835\udc2b\ud835\udc2d\ud835\udc1a\ud835\udc22\ud835\udc27\ud835\udc22\ud835\udc27\ud835\udc20 \ud835\udc2e\ud835\udc2c\u00a1 What a game of cricket between #QuettaGladitors &amp; #LahoreQalandars, so aggr\u2026 https://t.co/zGDvcne1hu",
 "I was supporting @lahoreqalandars \nBut the way @JasonRoy20 bat\nThat was just superb\ud83d\udc4f\ud83d\udc4f\ud83d\udc4f\nOne of my favorites \u2764\ufe0f\u2764\ufe0f\u2764\ufe0f\u2764\ufe0f\u2026 https://t.co/VJd3ytZ46j",
 "RT @SarfarazA_Fan: \u0631\u0648\u0626\u06d2 \u0622\u067e \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u0622\u062c \u0644\u0627\u06c1\u0648\u0631\u06cc \u0628\u06c1\u062a \u0631\u0648\u0626\u06d2 \u06c1\u06cc\u06ba \u06d4\ud83d\ude09\ud83d\ude09\nCongratulations @TeamQuetta @SarfarazA_54  \ud83d\udc9c\u2764\ufe0f very well played @JasonRoy20\u2026"
]
[
 "lahoreqalandars",
 "JasonRoy20",
 "SarfarazA_Fan",
 "TeamQuetta",
 "SarfarazA_54"
]
[
 "C110NEWS",
 "JasonRoy",
 "QGvsLQ",
 "LQvQG",
 "KKvIU"
]
[
 "Alhamdulillah!!",
 "What",
 "a",
 "win",
 "\ud83d\udc9c\ud83d\udc9c"
]
update = ""

for i in range (0,len(status_texts)):
    update = update + status_texts[i]
update
'Alhamdulillah!! What a win 💜💜 \nYahi comeback chahiye tha saifi Bhai . IN SHA ALLAH Trophy bhi Quetta gladiators ki… https://t.co/aCgpGAiLHWSHEHRI DEHLEEZ PR MEHFUZ NHI | C110NEWS HD | REPORTED BY TAIMOOR SHAKIL \n\n#C110NEWS #JasonRoy #QGvsLQ #LQvQG #KKvIU… https://t.co/2ZpEmFwW5v𝐓𝐡𝐚𝐧𝐤 𝐲𝐨𝐮 #𝐊𝐚𝐫𝐚𝐜𝐡𝐢 𝐟𝐨𝐫 𝐞𝐧𝐭𝐞𝐫𝐭𝐚𝐢𝐧𝐢𝐧𝐠 𝐮𝐬¡ What a game of cricket between #QuettaGladitors &amp; #LahoreQalandars, so aggr… https://t.co/zGDvcne1huI was supporting @lahoreqalandars \nBut the way @JasonRoy20 bat\nThat was just superb👏👏👏\nOne of my favorites ❤️❤️❤️❤️… https://t.co/VJd3ytZ46jRT @SarfarazA_Fan: روئے آپ کی وجہ سے آج لاہوری بہت روئے ہیں ۔😉😉\nCongratulations @TeamQuetta @SarfarazA_54  💜❤️ very well played @JasonRoy20…RT @Ayemanmalik01: You can Either be A Hero or Ex with no Dignity 😂💯🤩\n#LQvQG #Cricket #JasonRoy #PSL2022 #SarfarazAhmed #ShaheenShahAfridi…RT @SarfarazA_Fan: روئے آپ کی وجہ سے آج لاہوری بہت روئے ہیں ۔😉😉\nCongratulations @TeamQuetta @SarfarazA_54  💜❤️ very well played @JasonRoy20…RT @CricMady: Viv Richards: Lahore Qalandars have the best bowling attack they have best international bowlers but it was a fantastic innin…#JasonRoy brilliant entry in PSL\n#PSL7  #LevelHai https://t.co/KwuKudNgVuLahore aane do ise #jasonroy #ShaheenShahAfridi https://t.co/kITphBCE8w#JasonRoy\nRemember when this happened? 🤯\nIt’s Lala vs Shaheen today. \n#HBLPSL7 l #shahidafridi #QGvLQ\nhttps://t.co/LXdWauCwS7Excellent display of batting 👌 #Jasonroyروئے آپ کی وجہ سے آج لاہوری بہت روئے ہیں ۔😉😉\nCongratulations @TeamQuetta @SarfarazA_54  💜❤️ very well played… https://t.co/wliIF8GWbqJason Roy \nhttps://t.co/tYG8PUe0Kj\n#LQvQG #QGvsLQ #QGvLQ \n#jasonroyQuetta Gladiators batter Jason Roy shined the brightest on Monday as he sailed his team to a seven-wicket victory a… https://t.co/Oy1t0JQKDFExcellent batting by Jason Roy\n#JasonRoy #Sarfraz #ShaheenShahAfridi #Shaheen #QGvLQ #LQvQG #HBLPSL7 #HBLPSL2022 https://t.co/pDD2hMT0bAJason Roy to Lahore Qalandars:\n#JASONROY\n#QGvLQ https://t.co/HedDvdzSqRJASON SUPER SUPER ROY KA #LevelHai  #Jasonroy #PSL7 #PurpleForce #QGvsLQ #PSL2022 @JasonRoy20 @TeamQuetta @iNabeelHashmi@MichaelVaughan @JasonRoy20 One of the best T20 innings, I have had witnessed in the game.\n#JasonRoy @JasonRoy20 #PSL #QGvLQRT @Maliiihaarif: Sahi ly rha hai Roy Lahore ki bohat mazak bna rhe the na hum Karachi walo ka. #jasonRoy #QGvsLQ #HBLPSL7Sarfaraz Ahmed: The more you praise this innings, the lesser it would be. One of the best knocks in the PSL. We pla… https://t.co/xfiNL5I33URT @partisanofKhan1: Situation after #QGvsLQ game! 😏\n\n#HBLPSL7\n#JasonRoy \n#PurpleForce https://t.co/GIxo0NiaIqRT @arynewsud: ’جیسن روئے نے سرفراز کے چہرے پر مسکراہٹ بکھیر دی‘ قلندرز کو شکست\n#ARYNewsUrdu #QGvLQ #JasonRoy #SarfarazAhmed #PSL7\n\nhttps:/…Quetta Gladiators won by 7 wickets #JasonRoy #Sarfraz #Shaheen #ShaheenShahAfridi #QGvLQ #lqvsqg #HBLPSL7 #HBLPSL2022RT @CricMady: Jason Roy, Player of the Match: \nI have been extremely jet lagged. It has been a long time since my last T20 hundred. To stri…RT @YStorai: Congratulations Quetta Gladiators. Lahoriyo kesa lg rha 😂 3 se 4 match kiya jeety sara #Pakistan sr pr uthaya ta😅\n#QGvLQ\nWell…@cricbuzz Absolutely Sensational #QGvLQ #psl72022 #JasonRoyMere hathu men Bat hai koi aslaa tou naii,\nChakkay shakkay maar lu? Koi masla tou naii ! \n\n#JasonRoy 😂RT @beggirlrizwan7: @thePSLt20 @TeamQuetta Aaj laga ki koi accha match dekha psl ka\n\n#LQvQG \n#Jasonroy \n#PSL7 \n#PSL2022RT @NaikRooh: It takes a single Gladiator to destroy the favorites... #JasonRoy https://t.co/9iIeqtjXOnJason Roy was our player of the match today after he led the Gladiators to a fantastic victory in the last HBL PSL… https://t.co/IlJJelZKJFRT @ShezzyAwan: گل وڈ گئی ہے۔۔۔!! \n#zardari   #Pervaizelahi  #jasonroy https://t.co/BCwjRldIOc11 Fours\n8 Sixes\n\nJason Roy was at his entertaining best tonight!\n\n#PSL2022\n\n#t20cricket #psl #pakistansuperleague… https://t.co/F45XQJ51AQDear Lahore qalandar never do more than 200. It\'s not suitable for you.\n#LahoreQalandars \n#shaheen #jasonroy \n#QGvLQRT @Abdullah_Editzz: Fastest Century Of PSL 7 , Destructive Batting From Jason Roy , One Of The Best Inning Of PSL 🔥👑\n\n#JasonRoy || #QGvLQ…جیسن روئے کا نیا ریکارڈ؛ آفریدی کو لگایا چھکا یادگار بن گیا\n#ARYNewsUrdu #JasonRoy #shahidafridi\n\nhttps://t.co/YiwdvXyU06RT @khelshel: No surprise, Jason Roy gets player of the match award for registering 2nd fastest hundred of #PSL history.\n\n#Cricket | #Pakis…Every bowl he bowls is either a short ball or a full toss, that too with a lot of pace, so it just gives the batter… https://t.co/Rl1fo8WoXZWEST: AGHUWAH KAR-0-DACAIT GIRAFTAAR | C110NEWS HD | REPORTED BY TAIMOOR SHAKIL\n\n#C110NEWS #JasonRoy #QGvsLQ #LQvQG… https://t.co/se86E74Z2H#jasonroy \nhttps://t.co/Z2iG5sGEzH https://t.co/sJs3v9bjAeRT @khelshel: No surprise, Jason Roy gets player of the match award for registering 2nd fastest hundred of #PSL history.\n\n#Cricket | #Pakis…RT @ChaudhryAzhar3: Jason Roy is going big in the PSL brilliant knock from Roy well deserving 100*\n#jasonRoy\n#LQvsQG https://t.co/5YNx2KNcInRT @BaaghiTV: HBL PSL: Jason Roy’s quickfire 116 gets Quetta Gladiators over finish line https://t.co/vfrZBVYjb1 #JasonRoyHBL PSL: Jason Roy’s quickfire 116 gets Quetta Gladiators over finish line https://t.co/vfrZBVYjb1 #JasonRoyNo surprise, Jason Roy gets player of the match award for registering 2nd fastest hundred of #PSL history.… https://t.co/vxWpaGpcy9Lets tell the sensational shehryar afridi not to be in hurry. Its PSL not KPL\n#QGvsLQ \n#jasonroy https://t.co/imCtEX2UD0RT @CricMady: Jason Roy, Player of the Match: \nI have been extremely jet lagged. It has been a long time since my last T20 hundred. To stri…Start playing your life INNINGS like #jasonRoy  😊\n.\nhttps://t.co/FCEaomGtQK\n.\n#SK #Skcookware #kitchentools… https://t.co/fBpRs6JN8DSituation after #QGvsLQ game! 😏\n\n#HBLPSL7\n#JasonRoy \n#PurpleForce https://t.co/GIxo0NiaIqJason Roy\'s heroics helped Quetta Gladiators thump Lahore Qalandars by 7 wickets in the 15th match of the Pakistan… https://t.co/zDWQrEUXYF@thePSLt20 @TeamQuetta Aaj laga ki koi accha match dekha psl ka\n\n#LQvQG \n#Jasonroy \n#PSL7 \n#PSL2022Jason Roy made that chase look very very easy\n\nFor more sports news please visit https://t.co/UClxBrbs62\n\n#PSL2022… https://t.co/uig7tgcxYJSecond victory for Quetta Gladiators in #PSL7 courtesy blistering hundred of Jason Roy.\n.\n\n.\n@JasonRoy20… https://t.co/wPRP69RGQKRT @CricMady: Sarfaraz Ahmed: The more you praise this innings, the lesser it would be. One of the best knocks in the PSL. We planned to st…Shaheen : ajeeb admi hy yra hmari bari baray larko ko khila leta hy 😂\n#QGvLQ #jasonroy #PSL2022 #psl #sarfrazahmad… https://t.co/TGSFgSJYxZRT @CricksLab: \'He Came, He Saw, He Conquered\' \n\n@JasonRoy20 giving high hopes to the Quetta Gladiators as they beat Lahore Qalandars by 7…#jasonroy you are beauty what a play boss amazing @JasonRoy20 #PSL7 #JasonRoy https://t.co/Vt9UybqRPmOne man army \n#jasonroy \n#lqvsqg \n#Psl7 https://t.co/H2NSJzzxKDJason Roy before the match to Lahore qalanders #PSL7 #Jasonroy https://t.co/T6QHSt9sLPRT @msarosh: I think thats the best innings of the Pakistan Super League ever. Its not just about 100, the way he paced the innings phase w…Aj @SarfarazA_54 toh bht khush hoga. #QGvLQ #jasonroy #Afridi #LahoreQalandarsroy bhai kis cheez ka gussa nikala aj lahore py \n#jasonRoyFinally Quetta Jeet gaya.😘💜 Marvelous performance by #Jasonroy😍🤩🥳💃#QGvsLQ https://t.co/IDXKzTkDuCJason roy destroying lahories dreams. 😢 #LQvQG #jasonroy #ShaheenShahAfridi #Afridi@bhaleraosarang #JasonRoy gives McCullum like feel..an amazing and destructive opener in white-ball.RT @CricMady: Sarfaraz Ahmed: The more you praise this innings, the lesser it would be. One of the best knocks in the PSL. We planned to st…Gladiators Are Back With The Bang !\n@TeamQuetta is my second favourite PSL Team After @KarachiKingsARY from PSL Sea… https://t.co/skCqvp6zntJason roy to lahore qalandar🙄\nWhat a knock😍😍\n#jasonroy #PSL7 #LahoreQalandars #Quetta https://t.co/4aDlKnNpXM#jasonroy😂😂 https://t.co/JoylGstBNJ🤣🤣🤣🤣 #JasonRoy\n\n#QGvsLQ #HBLPSL7 https://t.co/t1NZI9YGdU#jasonroy https://t.co/3zUmRkxCSP@MashwaniAzhar  @iShaheenAfridi @lahoreqalandars @AJavedOfficial 😜\n#psl72022 #jasonroy https://t.co/gUjM807iHD#JasonRoy for #QuettaGladiators is just like what  #LukeRonchi was for #IslamabadUnited..#PSL7Nawaz in Pressure situation:\n#Nawaz #JasonRoy #QGvsLQ #PSL7 https://t.co/0828OWXhO0@aaliaaaliya @lahoreqalandars Paisa withdrawal #JasonRoyRT @NaikRooh: It takes a single Gladiator to destroy the favorites... #JasonRoy https://t.co/9iIeqtjXOn#jasonroy shahzada🔥🔥 https://t.co/vqnB9alzUR#jasonroy #QGvsLQ #Lahore https://t.co/07og9xPyUIWhat jason roy did today was exceptional.  Imagine maxwell , buttler, stokes, russell were there instead of gregory… https://t.co/a7gOlrsRIlRT @cricketroom_: Shaheen Afridi: Credit to Quetta for the way they finished. We scored enough but he (Roy) started off quickly. Games like…RT @MFKPhotography1: JASON ROY…. Remember the name !! 🏏👍👏🥇\n#PSL7 #QGvLQ #JasonRoy https://t.co/5sEwSmv7LfToday match Summary 🔥 #QuettaGladiators #JasonRoy #HBLPSL #LevelHai #QGvLQ https://t.co/N0T511pQATKaptaan where r ur smile \n#Jasonroy #lqvsqg #SarfarazAhmed https://t.co/Laya5VGAAIwow 😍❤\nRockets 🚀 from Roy.\nWhat a display of relentless power pack hitting. Remember the name "Jason Roy". Such a d… https://t.co/mDLYNvWW38Is it the lack of such quality batters like @JasonRoy20 in psl that the bowling in the league seems very tough🤔\nAlt… https://t.co/w16ZhD792cKoi ni 🥴\n#QGvsLQ #PSL7 #LQvQG #JasonRoy https://t.co/9A847WvC4cMeanwhile Roy to #QuettaGladiators  Fans   Bap ka dada sab ka badla leh ga reh tera bahu!!! #Jasonroy… https://t.co/aBgfOn0BidRT @NaikRooh: It takes a single Gladiator to destroy the favorites... #JasonRoy https://t.co/9iIeqtjXOn205 by #LahoreQalandars\nLe: #JasonRoy\n#QGvLQ #HBLPSL2022 https://t.co/4VIorK1VxXKoi pochy tu kehna “@JasonRoy20 ”aya tha! What an innings! 💯\nMAN LEVEL HAI APKA!🤩🔥💜\n\n#QGvLQ | #JasonRoy | #PSL7 https://t.co/HOf8dJLzbbDescribe this brutal innings of @JasonRoy20 in a single word😃\n\n- @TeamQuetta  finish the Karachi-leg with a ✌️… https://t.co/5mWjjcH5KY#BoycottHyundai #qgvslq #jasonroy #psl آج تو جاسن رائے نے تباہی مچا دی https://t.co/ioayMj6FG1Koi Roy ko btaye K 205 T20 mein bana hai T10 mein nhe 🙏🙏\n\nBossing the situation right now 🔥 \n#JasonRoy #Psl7 #LQvQGگل وڈ گئی ہے۔۔۔!! \n#zardari   #Pervaizelahi  #jasonroy https://t.co/BCwjRldIOc#QGvLQ #JasonRoy 😎 https://t.co/XtfVISKyTaSarfaraz Ahmed: The more you praise this innings, the lesser it would be. One of the best knocks in the PSL. We pla… https://t.co/jiuOGdi1SKRT @Abdullah_Editzz: Fastest Century Of PSL 7 , Destructive Batting From Jason Roy , One Of The Best Inning Of PSL 🔥👑\n\n#JasonRoy || #QGvLQ…What a hundred, what an innings by Jason Roy - 100 in 49 balls with 8 sixes in his first game in the PSL against a… https://t.co/HszN83T1ULRT @HasnainMba: Father in law won and son in law lost what a match #JasonRoy #QGvsLQRT @Ayemanmalik01: Tum tu GhairO ki BAAT karte ho🥺Humne tu Apne bhi Azmaye hain😂🤘\n#JasonRoy #Cricket #ShaheenShahAfridi #PSL2022 #LQvsQG #S…#JasonRoy was at his entertaining best tonight! 11 Fours 8 sixes Woww. What a Match. #LQvQG #PSL7 #PSL2022#PSL7 #QGvsLQ #QGvLQ #jasonRoy #Afridi https://t.co/iCDyWz745gRT @Ayemanmalik01: You can Either be A Hero or Ex with no Dignity 😂💯🤩\n#LQvQG #Cricket #JasonRoy #PSL2022 #SarfarazAhmed #ShaheenShahAfridi…This Nawaz doesn\'t seems to be SHARIF!\n#QGvsLQ #JasonRoy #Shaheen https://t.co/5riLM9aIYFRT @Ayemanmalik01: You can Either be A Hero or Ex with no Dignity 😂💯🤩\n#LQvQG #Cricket #JasonRoy #PSL2022 #SarfarazAhmed #ShaheenShahAfridi…Is he playing street cricket or international cricket?\n#jasonroy #PSL7RT @arynewsud: ’جیسن روئے نے سرفراز کے چہرے پر مسکراہٹ بکھیر دی‘ قلندرز کو شکست\n#ARYNewsUrdu #QGvLQ #JasonRoy #SarfarazAhmed #PSL7\n\nhttps:/…116 Runs on 56 Balls\nQuetta Gladiators humiliated &amp; destroyed by Jason Roy \n#QGvsLQ #Jasonroy @JasonRoy20… https://t.co/63WlNYmKaLRT @Ayemanmalik01: Tum tu GhairO ki BAAT karte ho🥺Humne tu Apne bhi Azmaye hain😂🤘\n#JasonRoy #Cricket #ShaheenShahAfridi #PSL2022 #LQvsQG #S…@Cricketracker #JasonRoy gives McCullum like feel..an amazing and destructive opener in white-ball.Tum tu GhairO ki BAAT karte ho🥺Humne tu Apne bhi Azmaye hain😂🤘\n#JasonRoy #Cricket #ShaheenShahAfridi #PSL2022… https://t.co/Up6hwpicIn#JasonRoy .....😘🙌🔥 https://t.co/NUIhdOD6PwYou can Either be A Hero or Ex with no Dignity 😂💯🤩\n#LQvQG #Cricket #JasonRoy #PSL2022 #SarfarazAhmed… https://t.co/RgyuLjLGX7https://t.co/K1vpAdRDAg @JasonRoy20 @OfficialPSL @TeamQuetta @lahoreqalandars @TeamQuetta @TheRealPCBMedia @PCb… https://t.co/ZAQBISrYD0Shaheen Afridi: Credit to Quetta for the way they finished. We scored enough but he (Roy) started off quickly. Game… https://t.co/hRgBKHp3N2NAWAZ! BUT NOT SHARIF\n#QGvsLQ #JasonRoy #Shaheen https://t.co/OpjqpYvZrR@ESPNcricinfo Jason Roy you beauty. #jasonroyRT @hakunamtata____: Humain toh apno ny loota ghairon mai kahan dum tha. Allah puchay tennu roy.. #jasonroy #QGvsLQ https://t.co/81jb2KXriURT @SalmanMughal_7: گریٹ بیٹنگ۔ ویسے قلندر کے پلیئر ہر جگہ چھائے ہوئے ہیں۔😊\n#JasonRoy \n#LQvsQG \n#LahoreQalandars https://t.co/JrNPCD3BVeRT @nomannasir83: #jasonroy ne #sarfarazahmed ky chehray pe muskruhat bekhair di https://t.co/PiIpzE2mpwMEHANGAI, SHEHRIYOUN ME MANFI SOCH BARH GAI | C110NEWS HD | REPORTED BY NOMAN KAYANI\n\n#C110NEWS #JasonRoy #QGvsLQ… https://t.co/6mmxdE6vxz#jasonroy #psl7 \nJason Roy played such innings to get some big contract in #IPLMegaAuctionRT @SalmanMughal_7: گریٹ بیٹنگ۔ ویسے قلندر کے پلیئر ہر جگہ چھائے ہوئے ہیں۔😊\n#JasonRoy \n#LQvsQG \n#LahoreQalandars https://t.co/JrNPCD3BVeRT @arynewsud: ’جیسن روئے نے سرفراز کے چہرے پر مسکراہٹ بکھیر دی‘ قلندرز کو شکست\n#ARYNewsUrdu #QGvLQ #JasonRoy #SarfarazAhmed #PSL7\n\nhttps:/…#jasonroy one man army.\nAjj tu kheh KY ly le Lahore Qalander ki😔\n#QuettaGladiators #PSL7 #qgvlq https://t.co/nh9Psbkp7JFastest Century Of PSL 7 , Destructive Batting From Jason Roy , One Of The Best Inning Of PSL 🔥👑\n\n#JasonRoy ||… https://t.co/QWj34TE3o9گریٹ بیٹنگ۔ ویسے قلندر کے پلیئر ہر جگہ چھائے ہوئے ہیں۔😊\n#JasonRoy \n#LQvsQG \n#LahoreQalandars https://t.co/JrNPCD3BVe#QGvLQ #jasonroy #PSL2022 #T20WorldCup https://t.co/CUGMhROwvmJason Roy, Player of the Match: \nI have been extremely jet lagged. It has been a long time since my last T20 hundre… https://t.co/EPxX1y9mDJFather in law won and son in law lost what a match #JasonRoy #QGvsLQWhat a win by Gladiators 👏\nSpecial thanks to Jason Roy ❤️\n#QGvsLQ #PSL7 #LevelHa Congratulation @TeamQuetta… https://t.co/A3gOCWPSlq#QGvLQ #JasonRoy #shahidafridi https://t.co/1ndcgbN5HgLook what is @JasonRoy20 doing with Ahsan in power play overs.\nDude @JasonRoy20 isn\'t it true??\n#QGvsLQ\n#PSL7… https://t.co/Gb8r8m97v0Wonderful played by Quettta gladiators\n#Quetta\n#jasonroy\n#Roy\n#PSL7\n#PSL2022 #pakistan #timeone_tv#JasonRoy 👉 #LevelHai 🔥🔥🔥\nWell Done 👍\n@JasonRoy20\n\n#HBLPSL7 #QGvLQ #PSL2022 https://t.co/0KsRB6Gm7WRT @MFKPhotography1: JASON ROY…. Remember the name !! 🏏👍👏🥇\n#PSL7 #QGvLQ #JasonRoy https://t.co/5sEwSmv7LfRT @itx_Aehna: Man of the moment #JasonRoy \n#QGvPZ https://t.co/VktyjQ0VTkCongratulations @TeamQuetta on the tremendously win! #JasonRoy playing so well and chase under pressure.\nat the las… https://t.co/gouZvrl3AqRT @AkberAJaffri: جیسن رائے آ گئے اور چھا گئے۔۔\nویلکم ٹو  پی ایس ایل7 جیسن اینڈ کوئٹہ گلیڈی ایٹرز۔۔\n#QuettaGaldiators #JasonRoyRT @geonews_urdu: 205 رنز کا ہدف کوئٹہ نے 20 ویں اوور میں مکمل کرلیا، جیسن روئے 57 گیندوں پر 116 رنز بناکر نمایاں رہے\n مزید جانیے :https://…I want to start a space on Pakistan\'s t20i 2022 world cup players selection. Anyone wanna join?\n#PSL7 #BabarAzam… https://t.co/lcYjHR7vhcRT @itx_Aehna: Man of the moment #JasonRoy \n#QGvPZ https://t.co/VktyjQ0VTkWell done #JasonRoy spectacular batting display there!  #QuettaGladiators https://t.co/lOIPdDhlXtWhat a Chase 💔 speicaly @JasonRoy20 &amp; @vincey14 ❤ Congragulation @TeamQuetta \n#QGvLQ #LQvQG #Jasonroy #PSL7… https://t.co/EKmNmOb23C@MichaelVaughan @JasonRoy20 IPL Auction 🤔🤔 #JasonRoy 🔥🔥🔥 around 5-8 Cr.!!!@JasonRoy20 to @lahoreqalandars :\n #QGvsLQ\n#JasonRoy https://t.co/xAFhw7xAEyPSL 2022 सीजन के 15वें मैच दिखा जेसन रॉय का तूफान जिसने क्वेटा ग्लैडिएटर्स को दिलाई 7 विकेट से बड़ी जीत।… https://t.co/hNtnQj52VXTop notch baiting against the world class bowlers\n#JasonRoy\n#QuettaGladiators \n#HBLPSLRT @its_shoaib1: Lahore qalander fans RN 🤣🤣\n https://t.co/mDKf2ea6fU\n#JasonRoy\n#QGvsLQThis Man 👑💥!\n#QGvsLQ #JasonRoy https://t.co/gJoRu58g9e#JasonRoy https://t.co/MuJu8WSDEzHe came, he saw, he conquered.👑💥✨\n#HBLPSL7 l #LevelHai l #QGvLQ #jasonroy https://t.co/AUbCxoCO3a#JasonRoy was just treat to watch..Hamein to apno ne loota hai:\n#QGvLQ #JasonRoy https://t.co/iuBA0fcchBRT @Ayemanmalik01: Roy oh My Boyyy🔥🤯🤩What an Innings BrOooooo🤘🙌\n\n#LQvQG #QGvLQ #Cricket #PSL2022 #SarfarazAhmed #jasonroy https://t.co/dGvi…#QGvLQ #LQvQG #JasonRoy https://t.co/ySm86hPqpUWell done Gladiators 💜\nJob is not yet https://t.co/tvPQZv6exS of Luck for next Games.\nGood innings @JasonRoy20… https://t.co/VL3xVK7GkyThe #PSL camaraderie we all love! ♥️\n\n#QGvsLQ\n#JasonRoy https://t.co/huXmKbXE3KRT @CricksLab: \'He Came, He Saw, He Conquered\' \n\n@JasonRoy20 giving high hopes to the Quetta Gladiators as they beat Lahore Qalandars by 7…RT @Cricketracker: Century against a bowling lineup that consists of Shaheen Afridi, Rashid Khan and Haris Rauf.\n\n@iamamirofficial, Indeed…Destructive @JasonRoy20 🔥🔥\n#jasonroy #Roy #LQvQG https://t.co/Egq1JkqCLuRT @cricket_country: #PSL LIVE QUE vs LAH Score &amp; Updates: Quetta Beat Lahore By 7 Wickets ! @thePSLt20 @lahoreqalandars @TeamQuetta @Jason…#Quetta gladiator \n#jasonroy https://t.co/y4D2La6zARRT @cricket_country: #PSL LIVE QUE vs LAH Score &amp; Updates: Quetta Beat Lahore By 7 Wickets ! @thePSLt20 @lahoreqalandars @TeamQuetta @Jason…Trend hum ne set Kia tha k chase nahi hota last mai khud chase kr k btaya k chase hota hai 🤣\n@TeamQuetta\n#QGvsLQ\n#LQvQG \n#Nawaz \n#JasonRoy#PSL LIVE QUE vs LAH Score &amp; Updates: Quetta Beat Lahore By 7 Wickets ! @thePSLt20 @lahoreqalandars @TeamQuetta… https://t.co/wn5ruaXWOERT @Cricketracker: A terrific knock from Jason Roy👏🙌\n\n#PSL #PSL2022 #LahoreQalandars #QuettaGladiators #Cricket #CricTracker #JasonRoy http…RT @salaar_gul: "Only big boys play at night."\n(Sir Vivian Richard)\nAnother nail biting finsh, what a great tournament #PSL7\n#QGvsLQ\n#Jason…Congratulations Quetta Gladiators. Lahoriyo kesa lg rha 😂 3 se 4 match kiya jeety sara #Pakistan sr pr uthaya ta😅… https://t.co/H50y5DHdl1RT @cricketroom_: Jason Roy 116 (57), James Vince 49* (38), &amp; Mohammad Nawaz 25* (12) help Gladiators to chase 205 runs target in 19.3 over…Jason Roy with one of the best T20 innings you will ever see #PSL #QGvsLQ #JasonRoy https://t.co/HgIqBqNrGp@JasonRoy20 #JasonRoy\nMazaa Agyyyaaaa SarkarRT @cricketroom_: Jason Roy 116 (57), James Vince 49* (38), &amp; Mohammad Nawaz 25* (12) help Gladiators to chase 205 runs target in 19.3 over…Jason Roy received the Player Of The Match Award for his match-winning hundred.\n\n#JasonRoy #QuettaGladiators… https://t.co/ujDKye93V1Whattt a matchhh!!!\n\nWhat a victory @TeamQuetta\n@JasonRoy20 💯\n@lahoreqalandars better luck next tym❤️\n\n#PSL7… https://t.co/rNzoDYCpk2Beast Form @JasonRoy20 🤩🔥💥🕺\n\n#JasonRoy #PSL7 https://t.co/4aNDXLviQdRT @FatimaMasroor56: What a win Quetta! Magnificent Performance by Jason Roy. 116 on 57. Such a Classical Batsman. Perfect win over Qalanda…Quetta Gladiators\'s won by 7 wickets🤩 and this man has stolen the match🔥\nWeldone #PurpleForce \n#JasonRoy \n#QGvsLQ https://t.co/dXNudOIeIVLahore qalander fans RN 🤣🤣\n https://t.co/mDKf2ea6fU\n#JasonRoy\n#QGvsLQRT @salaar_gul: "Only big boys play at night."\n(Sir Vivian Richard)\nAnother nail biting finsh, what a great tournament #PSL7\n#QGvsLQ\n#Jason…What a Amazing ♥️ well Played Jason Roy. you Are Beuty,🏏♥️👏\n#QGvsLQ \n#JasonRoy https://t.co/8QHYaMIQT3What a well knitted performance #QuettaGladiators well done #JasonRoy  @ivivianrichards "Only big boys play at nigh… https://t.co/CKPa221ZS3Fastest 100\'s of psl \n#PSL7 #JasonRoy https://t.co/8Y1Fc1voHQRT @CricksLab: \'He Came, He Saw, He Conquered\' \n\n@JasonRoy20 giving high hopes to the Quetta Gladiators as they beat Lahore Qalandars by 7…What a win Quetta! Magnificent Performance by Jason Roy. 116 on 57. Such a Classical Batsman. Perfect win over Qala… https://t.co/NsSHveXYmqWhat a blasting Entry of #JasonRoy in #QuettaGladiators in #PSL7.\n116 runs in just 57 ball.\nWhat a class. https://t.co/eTlAG074Dl@thePSLt20 Lahore Qalandar Fans Watching Jason Roy’s Batting😂\n#jasonroy \n#PSLAnthem \n#QGvMS https://t.co/ivXDHK8gXWHAPPY TAPTAAN 😆😁😂🤣\n\n#GQvsLQ #Lahore #jasonroy https://t.co/zW087gdmeUWhat an intro by #JASONROY.\nGreat match b/w #QGvsLQ\nAfter a long time we have seen the spark of QG."Only big boys play at night."\n(Sir Vivian Richard)\nAnother nail biting finsh, what a great tournament #PSL7… https://t.co/k63XCsyIU9RT @Ayemanmalik01: Roy oh My Boyyy🔥🤯🤩What an Innings BrOooooo🤘🙌\n\n#LQvQG #QGvLQ #Cricket #PSL2022 #SarfarazAhmed #jasonroy https://t.co/dGvi…RT @geonews_urdu: 205 رنز کا ہدف کوئٹہ نے 20 ویں اوور میں مکمل کرلیا، جیسن روئے 57 گیندوں پر 116 رنز بناکر نمایاں رہے\n مزید جانیے :https://…Jason roy we will see u in Lahore 💔🤝 \n@JasonRoy20 #PSL7 #LQvsQG #Jasonroy #QGvLQ https://t.co/u7OJYnHedxUnbeatable innings by #JasonRoy...\nYou played like a real gladiator today mann!!!👏👏\n#lQvsQg #PSL7 #MainHoonQalandar https://t.co/vMymUbi8ZyBoom Afridi.\n#PSL2022 #jasonRoy #QGvLQ https://t.co/LMPqruwDku205 رنز کا ہدف کوئٹہ نے 20 ویں اوور میں مکمل کرلیا، جیسن روئے 57 گیندوں پر 116 رنز بناکر نمایاں رہے\n مزید جانیے :… https://t.co/qd7vfcsNmHTwo vital points for Quetta Gladiators.\n\n#PSL2022 #LahoreQalandars #QuettaGladiators #Cricket #JasonRoy #BetHive https://t.co/ICU16Tky94Jason Dhoye \nLahore Roy \U0001f972 \n#LQvsQG #QGvsLQ #PSL7 #JasonRoy #lqvsqg https://t.co/HccWvoCQ88RT @CricksLab: \'He Came, He Saw, He Conquered\' \n\n@JasonRoy20 giving high hopes to the Quetta Gladiators as they beat Lahore Qalandars by 7…@thePSLt20 Saifi Bhai match ke baad Jason Roy ko Bufferzone ki galliyon ka chakkar dilanay le jaatay hoye #PSL7… https://t.co/ewsF29KOqD'

Creating a basic frequency distribution from the words in tweets#

from collections import Counter



for item in [words, screen_names, hashtags]:
    c = Counter(item)
    print(c.most_common()[:10]) # top 10
[('#JasonRoy', 86), ('the', 64), ('RT', 59), ('a', 43), ('Jason', 41), ('#QGvsLQ', 34), ('of', 34), ('#jasonroy', 33), ('in', 32), ('#QGvLQ', 32)]
[('JasonRoy20', 29), ('TeamQuetta', 18), ('lahoreqalandars', 9), ('Ayemanmalik01', 7), ('thePSLt20', 7), ('CricMady', 5), ('SarfarazA_54', 4), ('CricksLab', 4), ('arynewsud', 3), ('NaikRooh', 3)]
[('JasonRoy', 87), ('PSL7', 37), ('QGvsLQ', 36), ('jasonroy', 34), ('QGvLQ', 34), ('PSL2022', 22), ('LQvQG', 20), ('Cricket', 13), ('Jasonroy', 11), ('QuettaGladiators', 11)]
words
['Alhamdulillah!!',
 'What',
 'a',
 'win',
 '💜💜',
 'Yahi',
 'comeback',
 'chahiye',
 'tha',
 'saifi',
 'Bhai',
 '.',
 'IN',
 'SHA',
 'ALLAH',
 'Trophy',
 'bhi',
 'Quetta',
 'gladiators',
 'ki…',
 'https://t.co/aCgpGAiLHW',
 'SHEHRI',
 'DEHLEEZ',
 'PR',
 'MEHFUZ',
 'NHI',
 '|',
 'C110NEWS',
 'HD',
 '|',
 'REPORTED',
 'BY',
 'TAIMOOR',
 'SHAKIL',
 '#C110NEWS',
 '#JasonRoy',
 '#QGvsLQ',
 '#LQvQG',
 '#KKvIU…',
 'https://t.co/2ZpEmFwW5v',
 '𝐓𝐡𝐚𝐧𝐤',
 '𝐲𝐨𝐮',
 '#𝐊𝐚𝐫𝐚𝐜𝐡𝐢',
 '𝐟𝐨𝐫',
 '𝐞𝐧𝐭𝐞𝐫𝐭𝐚𝐢𝐧𝐢𝐧𝐠',
 '𝐮𝐬¡',
 'What',
 'a',
 'game',
 'of',
 'cricket',
 'between',
 '#QuettaGladitors',
 '&amp;',
 '#LahoreQalandars,',
 'so',
 'aggr…',
 'https://t.co/zGDvcne1hu',
 'I',
 'was',
 'supporting',
 '@lahoreqalandars',
 'But',
 'the',
 'way',
 '@JasonRoy20',
 'bat',
 'That',
 'was',
 'just',
 'superb👏👏👏',
 'One',
 'of',
 'my',
 'favorites',
 '❤️❤️❤️❤️…',
 'https://t.co/VJd3ytZ46j',
 'RT',
 '@SarfarazA_Fan:',
 'روئے',
 'آپ',
 'کی',
 'وجہ',
 'سے',
 'آج',
 'لاہوری',
 'بہت',
 'روئے',
 'ہیں',
 '۔😉😉',
 'Congratulations',
 '@TeamQuetta',
 '@SarfarazA_54',
 '💜❤️',
 'very',
 'well',
 'played',
 '@JasonRoy20…',
 'RT',
 '@Ayemanmalik01:',
 'You',
 'can',
 'Either',
 'be',
 'A',
 'Hero',
 'or',
 'Ex',
 'with',
 'no',
 'Dignity',
 '😂💯🤩',
 '#LQvQG',
 '#Cricket',
 '#JasonRoy',
 '#PSL2022',
 '#SarfarazAhmed',
 '#ShaheenShahAfridi…',
 'RT',
 '@SarfarazA_Fan:',
 'روئے',
 'آپ',
 'کی',
 'وجہ',
 'سے',
 'آج',
 'لاہوری',
 'بہت',
 'روئے',
 'ہیں',
 '۔😉😉',
 'Congratulations',
 '@TeamQuetta',
 '@SarfarazA_54',
 '💜❤️',
 'very',
 'well',
 'played',
 '@JasonRoy20…',
 'RT',
 '@CricMady:',
 'Viv',
 'Richards:',
 'Lahore',
 'Qalandars',
 'have',
 'the',
 'best',
 'bowling',
 'attack',
 'they',
 'have',
 'best',
 'international',
 'bowlers',
 'but',
 'it',
 'was',
 'a',
 'fantastic',
 'innin…',
 '#JasonRoy',
 'brilliant',
 'entry',
 'in',
 'PSL',
 '#PSL7',
 '#LevelHai',
 'https://t.co/KwuKudNgVu',
 'Lahore',
 'aane',
 'do',
 'ise',
 '#jasonroy',
 '#ShaheenShahAfridi',
 'https://t.co/kITphBCE8w',
 '#JasonRoy',
 'Remember',
 'when',
 'this',
 'happened?',
 '🤯',
 'It’s',
 'Lala',
 'vs',
 'Shaheen',
 'today.',
 '#HBLPSL7',
 'l',
 '#shahidafridi',
 '#QGvLQ',
 'https://t.co/LXdWauCwS7',
 'Excellent',
 'display',
 'of',
 'batting',
 '👌',
 '#Jasonroy',
 'روئے',
 'آپ',
 'کی',
 'وجہ',
 'سے',
 'آج',
 'لاہوری',
 'بہت',
 'روئے',
 'ہیں',
 '۔😉😉',
 'Congratulations',
 '@TeamQuetta',
 '@SarfarazA_54',
 '💜❤️',
 'very',
 'well',
 'played…',
 'https://t.co/wliIF8GWbq',
 'Jason',
 'Roy',
 'https://t.co/tYG8PUe0Kj',
 '#LQvQG',
 '#QGvsLQ',
 '#QGvLQ',
 '#jasonroy',
 'Quetta',
 'Gladiators',
 'batter',
 'Jason',
 'Roy',
 'shined',
 'the',
 'brightest',
 'on',
 'Monday',
 'as',
 'he',
 'sailed',
 'his',
 'team',
 'to',
 'a',
 'seven-wicket',
 'victory',
 'a…',
 'https://t.co/Oy1t0JQKDF',
 'Excellent',
 'batting',
 'by',
 'Jason',
 'Roy',
 '#JasonRoy',
 '#Sarfraz',
 '#ShaheenShahAfridi',
 '#Shaheen',
 '#QGvLQ',
 '#LQvQG',
 '#HBLPSL7',
 '#HBLPSL2022',
 'https://t.co/pDD2hMT0bA',
 'Jason',
 'Roy',
 'to',
 'Lahore',
 'Qalandars:',
 '#JASONROY',
 '#QGvLQ',
 'https://t.co/HedDvdzSqR',
 'JASON',
 'SUPER',
 'SUPER',
 'ROY',
 'KA',
 '#LevelHai',
 '#Jasonroy',
 '#PSL7',
 '#PurpleForce',
 '#QGvsLQ',
 '#PSL2022',
 '@JasonRoy20',
 '@TeamQuetta',
 '@iNabeelHashmi',
 '@MichaelVaughan',
 '@JasonRoy20',
 'One',
 'of',
 'the',
 'best',
 'T20',
 'innings,',
 'I',
 'have',
 'had',
 'witnessed',
 'in',
 'the',
 'game.',
 '#JasonRoy',
 '@JasonRoy20',
 '#PSL',
 '#QGvLQ',
 'RT',
 '@Maliiihaarif:',
 'Sahi',
 'ly',
 'rha',
 'hai',
 'Roy',
 'Lahore',
 'ki',
 'bohat',
 'mazak',
 'bna',
 'rhe',
 'the',
 'na',
 'hum',
 'Karachi',
 'walo',
 'ka.',
 '#jasonRoy',
 '#QGvsLQ',
 '#HBLPSL7',
 'Sarfaraz',
 'Ahmed:',
 'The',
 'more',
 'you',
 'praise',
 'this',
 'innings,',
 'the',
 'lesser',
 'it',
 'would',
 'be.',
 'One',
 'of',
 'the',
 'best',
 'knocks',
 'in',
 'the',
 'PSL.',
 'We',
 'pla…',
 'https://t.co/xfiNL5I33U',
 'RT',
 '@partisanofKhan1:',
 'Situation',
 'after',
 '#QGvsLQ',
 'game!',
 '😏',
 '#HBLPSL7',
 '#JasonRoy',
 '#PurpleForce',
 'https://t.co/GIxo0NiaIq',
 'RT',
 '@arynewsud:',
 '’جیسن',
 'روئے',
 'نے',
 'سرفراز',
 'کے',
 'چہرے',
 'پر',
 'مسکراہٹ',
 'بکھیر',
 'دی‘',
 'قلندرز',
 'کو',
 'شکست',
 '#ARYNewsUrdu',
 '#QGvLQ',
 '#JasonRoy',
 '#SarfarazAhmed',
 '#PSL7',
 'https:/…',
 'Quetta',
 'Gladiators',
 'won',
 'by',
 '7',
 'wickets',
 '#JasonRoy',
 '#Sarfraz',
 '#Shaheen',
 '#ShaheenShahAfridi',
 '#QGvLQ',
 '#lqvsqg',
 '#HBLPSL7',
 '#HBLPSL2022',
 'RT',
 '@CricMady:',
 'Jason',
 'Roy,',
 'Player',
 'of',
 'the',
 'Match:',
 'I',
 'have',
 'been',
 'extremely',
 'jet',
 'lagged.',
 'It',
 'has',
 'been',
 'a',
 'long',
 'time',
 'since',
 'my',
 'last',
 'T20',
 'hundred.',
 'To',
 'stri…',
 'RT',
 '@YStorai:',
 'Congratulations',
 'Quetta',
 'Gladiators.',
 'Lahoriyo',
 'kesa',
 'lg',
 'rha',
 '😂',
 '3',
 'se',
 '4',
 'match',
 'kiya',
 'jeety',
 'sara',
 '#Pakistan',
 'sr',
 'pr',
 'uthaya',
 'ta😅',
 '#QGvLQ',
 'Well…',
 '@cricbuzz',
 'Absolutely',
 'Sensational',
 '#QGvLQ',
 '#psl72022',
 '#JasonRoy',
 'Mere',
 'hathu',
 'men',
 'Bat',
 'hai',
 'koi',
 'aslaa',
 'tou',
 'naii,',
 'Chakkay',
 'shakkay',
 'maar',
 'lu?',
 'Koi',
 'masla',
 'tou',
 'naii',
 '!',
 '#JasonRoy',
 '😂',
 'RT',
 '@beggirlrizwan7:',
 '@thePSLt20',
 '@TeamQuetta',
 'Aaj',
 'laga',
 'ki',
 'koi',
 'accha',
 'match',
 'dekha',
 'psl',
 'ka',
 '#LQvQG',
 '#Jasonroy',
 '#PSL7',
 '#PSL2022',
 'RT',
 '@NaikRooh:',
 'It',
 'takes',
 'a',
 'single',
 'Gladiator',
 'to',
 'destroy',
 'the',
 'favorites...',
 '#JasonRoy',
 'https://t.co/9iIeqtjXOn',
 'Jason',
 'Roy',
 'was',
 'our',
 'player',
 'of',
 'the',
 'match',
 'today',
 'after',
 'he',
 'led',
 'the',
 'Gladiators',
 'to',
 'a',
 'fantastic',
 'victory',
 'in',
 'the',
 'last',
 'HBL',
 'PSL…',
 'https://t.co/IlJJelZKJF',
 'RT',
 '@ShezzyAwan:',
 'گل',
 'وڈ',
 'گئی',
 'ہے۔۔۔!!',
 '#zardari',
 '#Pervaizelahi',
 '#jasonroy',
 'https://t.co/BCwjRldIOc',
 '11',
 'Fours',
 '8',
 'Sixes',
 'Jason',
 'Roy',
 'was',
 'at',
 'his',
 'entertaining',
 'best',
 'tonight!',
 '#PSL2022',
 '#t20cricket',
 '#psl',
 '#pakistansuperleague…',
 'https://t.co/F45XQJ51AQ',
 'Dear',
 'Lahore',
 'qalandar',
 'never',
 'do',
 'more',
 'than',
 '200.',
 "It's",
 'not',
 'suitable',
 'for',
 'you.',
 '#LahoreQalandars',
 '#shaheen',
 '#jasonroy',
 '#QGvLQ',
 'RT',
 '@Abdullah_Editzz:',
 'Fastest',
 'Century',
 'Of',
 'PSL',
 '7',
 ',',
 'Destructive',
 'Batting',
 'From',
 'Jason',
 'Roy',
 ',',
 'One',
 'Of',
 'The',
 'Best',
 'Inning',
 'Of',
 'PSL',
 '🔥👑',
 '#JasonRoy',
 '||',
 '#QGvLQ…',
 'جیسن',
 'روئے',
 'کا',
 'نیا',
 'ریکارڈ؛',
 'آفریدی',
 'کو',
 'لگایا',
 'چھکا',
 'یادگار',
 'بن',
 'گیا',
 '#ARYNewsUrdu',
 '#JasonRoy',
 '#shahidafridi',
 'https://t.co/YiwdvXyU06',
 'RT',
 '@khelshel:',
 'No',
 'surprise,',
 'Jason',
 'Roy',
 'gets',
 'player',
 'of',
 'the',
 'match',
 'award',
 'for',
 'registering',
 '2nd',
 'fastest',
 'hundred',
 'of',
 '#PSL',
 'history.',
 '#Cricket',
 '|',
 '#Pakis…',
 'Every',
 'bowl',
 'he',
 'bowls',
 'is',
 'either',
 'a',
 'short',
 'ball',
 'or',
 'a',
 'full',
 'toss,',
 'that',
 'too',
 'with',
 'a',
 'lot',
 'of',
 'pace,',
 'so',
 'it',
 'just',
 'gives',
 'the',
 'batter…',
 'https://t.co/Rl1fo8WoXZ',
 'WEST:',
 'AGHUWAH',
 'KAR-0-DACAIT',
 'GIRAFTAAR',
 '|',
 'C110NEWS',
 'HD',
 '|',
 'REPORTED',
 'BY',
 'TAIMOOR',
 'SHAKIL',
 '#C110NEWS',
 '#JasonRoy',
 '#QGvsLQ',
 '#LQvQG…',
 'https://t.co/se86E74Z2H',
 '#jasonroy',
 'https://t.co/Z2iG5sGEzH',
 'https://t.co/sJs3v9bjAe',
 'RT',
 '@khelshel:',
 'No',
 'surprise,',
 'Jason',
 'Roy',
 'gets',
 'player',
 'of',
 'the',
 'match',
 'award',
 'for',
 'registering',
 '2nd',
 'fastest',
 'hundred',
 'of',
 '#PSL',
 'history.',
 '#Cricket',
 '|',
 '#Pakis…',
 'RT',
 '@ChaudhryAzhar3:',
 'Jason',
 'Roy',
 'is',
 'going',
 'big',
 'in',
 'the',
 'PSL',
 'brilliant',
 'knock',
 'from',
 'Roy',
 'well',
 'deserving',
 '100*',
 '#jasonRoy',
 '#LQvsQG',
 'https://t.co/5YNx2KNcIn',
 'RT',
 '@BaaghiTV:',
 'HBL',
 'PSL:',
 'Jason',
 'Roy’s',
 'quickfire',
 '116',
 'gets',
 'Quetta',
 'Gladiators',
 'over',
 'finish',
 'line',
 'https://t.co/vfrZBVYjb1',
 '#JasonRoy',
 'HBL',
 'PSL:',
 'Jason',
 'Roy’s',
 'quickfire',
 '116',
 'gets',
 'Quetta',
 'Gladiators',
 'over',
 'finish',
 'line',
 'https://t.co/vfrZBVYjb1',
 '#JasonRoy',
 'No',
 'surprise,',
 'Jason',
 'Roy',
 'gets',
 'player',
 'of',
 'the',
 'match',
 'award',
 'for',
 'registering',
 '2nd',
 'fastest',
 'hundred',
 'of',
 '#PSL',
 'history.…',
 'https://t.co/vxWpaGpcy9',
 'Lets',
 'tell',
 'the',
 'sensational',
 'shehryar',
 'afridi',
 'not',
 'to',
 'be',
 'in',
 'hurry.',
 'Its',
 'PSL',
 'not',
 'KPL',
 '#QGvsLQ',
 '#jasonroy',
 'https://t.co/imCtEX2UD0',
 'RT',
 '@CricMady:',
 'Jason',
 'Roy,',
 'Player',
 'of',
 'the',
 'Match:',
 'I',
 'have',
 'been',
 'extremely',
 'jet',
 'lagged.',
 'It',
 'has',
 'been',
 'a',
 'long',
 'time',
 'since',
 'my',
 'last',
 'T20',
 'hundred.',
 'To',
 'stri…',
 'Start',
 'playing',
 'your',
 'life',
 'INNINGS',
 'like',
 '#jasonRoy',
 '😊',
 '.',
 'https://t.co/FCEaomGtQK',
 '.',
 '#SK',
 '#Skcookware',
 '#kitchentools…',
 'https://t.co/fBpRs6JN8D',
 'Situation',
 'after',
 '#QGvsLQ',
 'game!',
 '😏',
 '#HBLPSL7',
 '#JasonRoy',
 '#PurpleForce',
 'https://t.co/GIxo0NiaIq',
 'Jason',
 "Roy's",
 'heroics',
 'helped',
 'Quetta',
 'Gladiators',
 'thump',
 'Lahore',
 'Qalandars',
 'by',
 '7',
 'wickets',
 'in',
 'the',
 '15th',
 'match',
 'of',
 'the',
 'Pakistan…',
 'https://t.co/zDWQrEUXYF',
 '@thePSLt20',
 '@TeamQuetta',
 'Aaj',
 'laga',
 'ki',
 'koi',
 'accha',
 'match',
 'dekha',
 'psl',
 'ka',
 '#LQvQG',
 '#Jasonroy',
 '#PSL7',
 '#PSL2022',
 'Jason',
 'Roy',
 'made',
 'that',
 'chase',
 'look',
 'very',
 'very',
 'easy',
 'For',
 'more',
 'sports',
 'news',
 'please',
 'visit',
 'https://t.co/UClxBrbs62',
 '#PSL2022…',
 'https://t.co/uig7tgcxYJ',
 'Second',
 'victory',
 'for',
 'Quetta',
 'Gladiators',
 'in',
 '#PSL7',
 'courtesy',
 'blistering',
 'hundred',
 'of',
 'Jason',
 'Roy.',
 '.',
 '.',
 '@JasonRoy20…',
 'https://t.co/wPRP69RGQK',
 'RT',
 '@CricMady:',
 'Sarfaraz',
 'Ahmed:',
 'The',
 'more',
 'you',
 'praise',
 'this',
 'innings,',
 'the',
 'lesser',
 'it',
 'would',
 'be.',
 'One',
 'of',
 'the',
 'best',
 'knocks',
 'in',
 'the',
 'PSL.',
 'We',
 'planned',
 'to',
 'st…',
 'Shaheen',
 ':',
 'ajeeb',
 'admi',
 'hy',
 'yra',
 'hmari',
 'bari',
 'baray',
 'larko',
 'ko',
 'khila',
 'leta',
 'hy',
 '😂',
 '#QGvLQ',
 '#jasonroy',
 '#PSL2022',
 '#psl',
 '#sarfrazahmad…',
 'https://t.co/TGSFgSJYxZ',
 'RT',
 '@CricksLab:',
 "'He",
 'Came,',
 'He',
 'Saw,',
 'He',
 "Conquered'",
 '@JasonRoy20',
 'giving',
 'high',
 'hopes',
 'to',
 'the',
 'Quetta',
 'Gladiators',
 'as',
 'they',
 'beat',
 'Lahore',
 'Qalandars',
 'by',
 '7…',
 '#jasonroy',
 'you',
 'are',
 'beauty',
 'what',
 'a',
 'play',
 'boss',
 'amazing',
 '@JasonRoy20',
 '#PSL7',
 '#JasonRoy',
 'https://t.co/Vt9UybqRPm',
 'One',
 'man',
 'army',
 '#jasonroy',
 '#lqvsqg',
 '#Psl7',
 'https://t.co/H2NSJzzxKD',
 ...]
from wordcloud import WordCloud, STOPWORDS
import matplotlib.pyplot as plt
import pandas as pa


stupid= ["hi",'bye']
columns=["word"]
pa.DataFrame(stupid,  columns = columns)


stopwords = set(STOPWORDS)




wordcloud = WordCloud(width = 800, height = 800,
                background_color ='white',
                stopwords = stopwords,
                min_font_size = 10).generate(update)

# plot the WordCloud image                       
plt.figure(figsize = (8, 8))
plt.imshow(wordcloud)
plt.axis("off")
plt.tight_layout(pad = 0)

#plt.show()
plt.savefig('img.png')
../../_images/5554513ed1a58e8589679be4dc951444e75311fd651d2c7dbee20e3e01353544.png
from PIL import Image

im = Image.open('img.png')
im
../../_images/fe6ed81cf8ea7f8d895f0ee8697b12da8a66caffff0bb144e820493388e02de1.png

Using Prettytable#

from prettytable import PrettyTable

for label, data in (('Word', words), 
                    ('Screen Name', screen_names), 
                    ('Hashtag', hashtags)):
    pt = PrettyTable(field_names=[label, 'Count']) 
    c = Counter(data)
    [ pt.add_row(kv) for kv in c.most_common()[:10] ]
    pt.align[label], pt.align['Count'] = 'l', 'r' # Set column alignment
    print(pt)
+-----------+-------+
| Word      | Count |
+-----------+-------+
| #JasonRoy |    86 |
| the       |    64 |
| RT        |    59 |
| a         |    43 |
| Jason     |    41 |
| #QGvsLQ   |    34 |
| of        |    34 |
| #jasonroy |    33 |
| in        |    32 |
| #QGvLQ    |    32 |
+-----------+-------+
+-----------------+-------+
| Screen Name     | Count |
+-----------------+-------+
| JasonRoy20      |    29 |
| TeamQuetta      |    18 |
| lahoreqalandars |     9 |
| Ayemanmalik01   |     7 |
| thePSLt20       |     7 |
| CricMady        |     5 |
| SarfarazA_54    |     4 |
| CricksLab       |     4 |
| arynewsud       |     3 |
| NaikRooh        |     3 |
+-----------------+-------+
+------------------+-------+
| Hashtag          | Count |
+------------------+-------+
| JasonRoy         |    87 |
| PSL7             |    37 |
| QGvsLQ           |    36 |
| jasonroy         |    34 |
| QGvLQ            |    34 |
| PSL2022          |    22 |
| LQvQG            |    20 |
| Cricket          |    13 |
| Jasonroy         |    11 |
| QuettaGladiators |    11 |
+------------------+-------+

Calculating Lexical Diversity#

# A function for computing lexical diversity
def lexical_diversity(tokens):
    return 1.0*len(set(tokens))/len(tokens) 

# A function for computing the average number of words per tweet
def average_words(statuses):
    total_words = sum([ len(s.split()) for s in statuses ]) 
    return 1.0*total_words/len(statuses)

print(lexical_diversity(words))
print(lexical_diversity(screen_names))
print(lexical_diversity(hashtags))
print(average_words(status_texts))
0.2688296639629201
0.2682926829268293
0.19047619047619047
19.177777777777777

Plotting frequencies of words#

import matplotlib
import matplotlib.pyplot as plt
%matplotlib inline  


word_counts = sorted(Counter(words).values(), reverse=True)



plt.loglog(word_counts)
plt.ylabel("Freq")
plt.xlabel("Word Rank")
<matplotlib.text.Text at 0x7f0497be26a0>
../../_images/41f7d01a12b5b7e3de53f38cf2dd8aa8d2c25a63d65b8c516cd27330c4d7b995.png

Posting It Back on the Web#

import datetime
now = datetime.datetime.now()

print(now)
2022-01-31 22:06:50.050192
popular = c.most_common()[0][0]

now = datetime.date(now.year,now.month,now.day)

print(now)
2018-10-16
mathcs_twitter_api.statuses.update(
    status="#ECUTigers are talking about {} today on {} @cs_ecu".format(popular,now))
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 'favorite_count': 0,
 'favorited': False,
 'geo': None,
 'id': 1052308450976378880,
 'id_str': '1052308450976378880',
 'in_reply_to_screen_name': None,
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'is_quote_status': False,
 'lang': 'en',
 'place': None,
 'retweet_count': 0,
 'retweeted': False,
 'source': '<a href="http://ecok.edu/academics/colleges-and-schools/college-health-and-sciences/department-mathematics-and-computer" rel="nofollow">Starlas Data Project</a>',
 'text': '#ECUTigers are talking about ECUTigers today on 2018-10-16 @cs_ecu',
 'truncated': False,
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   'url': {'urls': [{'display_url': 'bit.ly/2NfSiTh',
      'expanded_url': 'https://bit.ly/2NfSiTh',
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      'url': 'https://t.co/PugruxKlLL'}]}},
  'favourites_count': 0,
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  'notifications': False,
  'profile_background_color': '000000',
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  'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_tile': False,
  'profile_banner_url': 'https://pbs.twimg.com/profile_banners/1037047347405045760/1536096251',
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  'profile_link_color': 'FF5400',
  'profile_sidebar_border_color': '000000',
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  'statuses_count': 6,
  'time_zone': None,
  'translator_type': 'none',
  'url': 'https://t.co/PugruxKlLL',
  'utc_offset': None,
  'verified': False}}
mathcs_twitter_api.statuses.update(
    status="#ECUTigers are talking about {} today on {} @cs_ecu".format(popular,now))
  File "<ipython-input-73-4f32b376ab6a>", line 1
    nurfnick_twitter_api.statuses.update_with_media("media[]":"im",
                                                             ^
SyntaxError: invalid syntax
retweets = [
            # Store out a tuple of these three values ...
            (status['retweeted_status']['user']['screen_name'],
             status['text']) 
            
            # ... for each status ...
            for status in statuses 
            
            # ... so long as the status meets this condition.
                if 'retweeted_status' in status
           ]
retweets[1]
('ECUTigerUpdates',
 'RT @ECUTigerUpdates: Take time to check out the new Digital Humanities Lab in the Linscheid Library. The open house is today from 3-4:30pm…')
mathcs_twitter_api.statuses.update(
    status="#ECUTigers are saying `{}` today on {} @cs_ecu".format(retweets[1],now))
{'contributors': None,
 'coordinates': None,
 'created_at': 'Tue Oct 16 21:29:54 +0000 2018',
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  'symbols': [],
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    'indices': [116, 139],
    'url': 'https://t.co/Pp9R3Z0hMr'}],
  'user_mentions': [{'id': 44617318,
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    'screen_name': 'ECUTigerUpdates'}]},
 'favorite_count': 0,
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 'geo': None,
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 'in_reply_to_screen_name': None,
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'is_quote_status': False,
 'lang': 'en',
 'place': None,
 'retweet_count': 0,
 'retweeted': False,
 'source': '<a href="http://ecok.edu/academics/colleges-and-schools/college-health-and-sciences/department-mathematics-and-computer" rel="nofollow">Starlas Data Project</a>',
 'text': "#ECUTigers are saying `('ECUTigerUpdates', 'RT @ECUTigerUpdates: Take time to check out the new Digital Humanities… https://t.co/Pp9R3Z0hMr",
 'truncated': True,
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  'listed_count': 0,
  'location': 'Ada, OK',
  'name': 'ECU_Math/CS',
  'notifications': False,
  'profile_background_color': '000000',
  'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_tile': False,
  'profile_banner_url': 'https://pbs.twimg.com/profile_banners/1037047347405045760/1536096251',
  'profile_image_url': 'http://pbs.twimg.com/profile_images/1037089960514310144/Kk2ypzpr_normal.jpg',
  'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1037089960514310144/Kk2ypzpr_normal.jpg',
  'profile_link_color': 'FF5400',
  'profile_sidebar_border_color': '000000',
  'profile_sidebar_fill_color': '000000',
  'profile_text_color': '000000',
  'profile_use_background_image': False,
  'protected': False,
  'screen_name': 'cs_ecu',
  'statuses_count': 8,
  'time_zone': None,
  'translator_type': 'none',
  'url': 'https://t.co/PugruxKlLL',
  'utc_offset': None,
  'verified': False}}

Getting Home Pages and Past Tweets#

We can grab the home timeline from our user.

len(mathcs_twitter_api.statuses.home_timeline())
20

Or another user

len(mathcs_twitter_api.statuses.user_timeline(screen_name="nurfnick"))
20

I am going to guess here that the API is limiting me to only the past 20 tweets. You’ll find that there are lots of limits in the API!

Your Turn#

Using either the math_cs credentials or your own;

  1. Get authenticated to twitter.

  2. Find the top trending 10 topics in the world and display them by name

  3. Search for your favorite show, actor, sports team or player and see what twitter is saying about them.