celebrity’s popularity prediction part 1 · (search) follower count text retweet count post link...
TRANSCRIPT
![Page 1: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/1.jpg)
Profile Celebrities and their Fans
Celebrity’s Popularity Prediction Part 1:
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Data
Profiling
Prediction
![Page 3: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/3.jpg)
Data
![Page 4: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/4.jpg)
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Json Type Data
{'contributors': None, 'coordinates': None, 'created_at': 'Thu Feb 01 09:01:19 +0000 2018’, 'entities’: {'hashtags': [{'indices': [115, 120], 'text': '드림캐쳐’}, {'indices': [121, 134], 'text': 'Dreamcatcher’}], 'symbols': [], 'urls': [{'display_url': 'youtu.be/wBoWT5DHTdk’, 'expanded_url': 'https://youtu.be/wBoWT5DHTdk’, . . . .}
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{ "created_at":"Thu Apr 06 15:24:15 +0000 2017", # date this tweet is created at "id": 850006245121695744, # tweet specific id "id_str": "850006245121695744", # tweet specific id string "text": "1/ Today we’re sharing our vision for the future of the Twitter API platform!nhttps://t.co/XweGngmxlP", # text of this tweet "user": {}, # use who posted this tweet
"entities": {} } # entities parsed out from the text : #someone, @someone
Tweet object
![Page 8: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/8.jpg)
Data AvailableRandom sample tweet from the entire tweets updated every time interval (streaming)
Random sample tweet from entire tweets filtered by keyword or entities (search)
Follower Count
Text
Retweet Count
Post Link
Post Type
User Timeline
Mention
Image
Video
Twitter components
Tweets
![Page 9: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/9.jpg)
Profiling
![Page 10: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/10.jpg)
Create Your Own ‘Ratio’ for Analysis (Idol)
![Page 11: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/11.jpg)
Time Line
followertweets
![Page 12: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/12.jpg)
Ratio1 : Participation rate of fans in spreading and regenerating contents
Sum of retweet counts of all the tweets
on the time line of DreamCatcher
Number of Tweets * Number of Followers
Proportion of followers retweeting tweets
![Page 13: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/13.jpg)
Find different patterns or ratios between two comparing idol groups divided by
‘Ratio’ (idols)
![Page 14: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/14.jpg)
Ratio 2 : Distinguish core fans with purchase power from light fans
Number of tweets with mention (#DreamCatcher, @...)
Number of tweets with the text ‘concert’ or ‘goods’
Proportion of tweets with specific textx
![Page 15: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/15.jpg)
Create Your Own ‘Ratio’ for Analysis (fans)
![Page 16: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/16.jpg)
Ratio1 : Participation rate of fans in spreading and regenerating contents
Sum of retweet counts of all the tweets
on the time line of DreamCatcher
Number of Tweets * Number of Followers
Proportion of followers retweeting tweets
![Page 17: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/17.jpg)
Find different patterns or ratios between two comparing groups of fans divided by
‘Ratio’ (Fan)
![Page 18: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/18.jpg)
Model
![Page 19: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/19.jpg)
And it goes on till you find all meaningful data and ratios
![Page 20: Celebrity’s Popularity Prediction Part 1 · (search) Follower Count Text Retweet Count Post Link Post Type User Timeline Mention Image Video Twitter components Tweets . ... Ratio](https://reader035.vdocuments.mx/reader035/viewer/2022071021/5fd5b35c7e6add531945188c/html5/thumbnails/20.jpg)
Feed it to your model for ……. purpose
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In my case : Popularity Prediction
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Tools
Pandas
Tweepy
Mongodb