tensorflowjs, Twitter, 5/22/2022 6:40:45 AM, 276803


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tensorflowjs_2022-05-21_20-44-25.xlsx
tensorflowjs_2022-05-21_20-44-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 22, 2022
Short Description:
tensorflowjs via NodeXL https://bit.ly/3wzKDoo
@jason_mayes
@tensorflow
@cyrildiagne
@gdg_nyc
@duruofei
@michellercarney
@ksfdd1
@googledevs
@hubofml
@pythonbot_

Top hashtags:
#tensorflowjs
#googleio
#madewithtfjs
#webml
#io2022
#javascript
#tensorflow

Description:
Description
The graph represents a network of 203 Twitter users whose tweets in the requested range contained "tensorflowjs", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 22 May 2022 at 03:44 UTC.

The requested start date was Sunday, 22 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 17-hour, 35-minute period from Sunday, 08 May 2022 at 02:30 UTC to Saturday, 21 May 2022 at 20:06 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 203
Unique Edges : 131
Edges With Duplicates : 403
Total Edges : 534
Number of Edge Types : 5
Tweet : 40
Replies to : 49
MentionsInRetweet : 227
Retweet : 179
Mentions : 39
Self-Loops : 40
Reciprocated Vertex Pair Ratio : 0.0445344129554656
Reciprocated Edge Ratio : 0.0852713178294574
Connected Components : 14
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 171
Maximum Edges in a Connected Component : 495
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.466505
Graph Density : 0.00629176218114422
Modularity : 0.346824
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 203 Twitter users whose tweets in the requested range contained "tensorflowjs", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 22 May 2022 at 03:44 UTC.

The requested start date was Sunday, 22 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 17-hour, 35-minute period from Sunday, 08 May 2022 at 02:30 UTC to Saturday, 21 May 2022 at 20:06 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : tensorflowjs
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://www.youtube.com/playlist?list=PLQY2H8rRoyvzSZZuF0qJpoJxZR1NgzcZw

[13] https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs
[4] https://twitter.com/jason_mayes/status/1524781206868459528
[3] https://twitter.com/TensorFlow/status/1524102127735422977
[3] https://main.d2j71258a41s84.amplifyapp.com/public/
[3] https://io.google/2022/speakers/jason-mayes/
[2] https://codelabs.developers.google.com/tensorflowjs-coral-tflite-node?hl=en#0
[2] https://blog.tensorflow.org/2022/05/portrait-depth-api-turning-single-image.html?linkId=8063793
[2] https://gdg.community.dev/events/details/google-gdg-london-presents-external-rsvp-road-to-tensorflowjs/
[2] https://gdg.community.dev/events/details/google-gdg-nyc-presents-google-io-extended-at-samsung-nyc-developers-connect-learn/

Top URLs in Tweet in G1:
[14] https://www.youtube.com/playlist?list=PLQY2H8rRoyvzSZZuF0qJpoJxZR1NgzcZw

[3] https://io.google/2022/speakers/jason-mayes/
[2] https://twitter.com/TensorFlow/status/1524102127735422977
[2] https://codelabs.developers.google.com/tensorflowjs-coral-tflite-node?hl=en#0
[1] https://github.com/jasonmayes/Real-Time-Person-Removal
[1] https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs
[1] https://phorhum.github.io/
[1] https://youtu.be/GbgjafMdAIs
[1] https://youtube.com/playlist?list=PLQY2H8rRoyvzSZZuF0qJpoJxZR1NgzcZw

[1] https://storage.googleapis.com/tfjs-models/demos/relighting/index.html

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=aIus3nzyTEY&list=PLQY2H8rRoyvybn-iu_XXji0r435dEKYnB

[1] https://remove-objects-tfjs.vercel.app
[1] https://github.com/initml/clipdrop-api-samples/tree/main/web/remove-objects-tfjs

Top URLs in Tweet in G3:
[3] https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs
[1] https://twitter.com/jason_mayes/status/1229547600895823873

Top URLs in Tweet in G4:
[1] https://gdg.community.dev/events/details/google-gdg-nyc-presents-google-io-extended-at-samsung-nyc-developers-connect-learn/

Top URLs in Tweet in G5:
[3] https://twitter.com/jason_mayes/status/1524781206868459528
[1] https://codelabs.developers.google.com/tensorflowjs-coral-tflite-node#5

Top URLs in Tweet in G6:
[1] https://hpssjellis.github.io/beginner-tensorflowjs-examples-in-javascript/#tfjs-models
[1] https://hpssjellis.github.io/celeb2-classify/

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?t=184&v=GbgjafMdAIs&feature=youtu.be
[1] https://twitter.com/jason_mayes/status/1524781206868459528
[1] https://twitter.com/i/web/status/1528104984931356678

Top URLs in Tweet in G8:
[1] https://dev.to/logicdudes/using-tensorflowjs-harperdb-for-machine-learning-1me1

Top URLs in Tweet in G9:
[1] https://blog.tensorflow.org/2022/05/portrait-depth-api-turning-single-image.html?linkId=8063793
[1] https://twitter.com/jason_mayes/status/1524110708316663808
[1] https://twitter.com/TensorFlow/status/1524102127735422977

Top URLs in Tweet in G10:
[8] https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs

Top Domains
Top Domains in Tweet in Entire Graph:
[18] youtube.com
[14] twitter.com
[13] edx.org
[4] google.com
[4] io.google
[4] community.dev
[3] github.io
[3] amplifyapp.com
[3] googleapis.com
[2] tensorflow.org

Top Domains in Tweet in G1:
[16] youtube.com
[4] io.google
[4] twitter.com
[3] googleapis.com
[3] google.com
[2] community.dev
[1] github.com
[1] edx.org
[1] github.io
[1] youtu.be

Top Domains in Tweet in G2:
[1] youtube.com
[1] vercel.app
[1] github.com

Top Domains in Tweet in G3:
[3] edx.org
[1] twitter.com

Top Domains in Tweet in G4:
[1] community.dev

Top Domains in Tweet in G5:
[3] twitter.com
[1] google.com

Top Domains in Tweet in G6:
[2] github.io

Top Domains in Tweet in G7:
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G8:
[1] dev.to

Top Domains in Tweet in G9:
[2] twitter.com
[1] tensorflow.org

Top Domains in Tweet in G10:
[8] edx.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] tensorflowjs
[74] googleio
[66] madewithtfjs
[51] webml
[51] io2022
[20] javascript
[18] tensorflow
[18] machinelearning
[18] ai
[15] webdev



Top Hashtags in Tweet in G1:
[83] tensorflowjs
[38] madewithtfjs
[36] googleio
[33] io2022
[30] webml
[12] web
[12] js
[12] webdev
[11] javascript
[10] ml

Top Hashtags in Tweet in G2:
[3] madewithtfjs
[3] tensorflowjs
[2] googleio
[1] tfjs
[1] ai
[1] api
[1] aiux
[1] webml

Top Hashtags in Tweet in G3:
[10] googleio
[9] tensorflowjs
[8] madewithtfjs
[8] webml
[4] javascript
[3] io2022
[3] ai
[3] deeplearning
[3] machinelearning
[1] lit

Top Hashtags in Tweet in G4:
[12] googleio
[6] tensorflowjs
[3] madewithtfjs
[2] ai
[1] android
[1] ml
[1] angular
[1] flutter
[1] gdg
[1] web

Top Hashtags in Tweet in G5:
[12] tensorflowjs
[6] webml
[5] machinelearning
[4] artificialintelligence
[3] io2022
[3] javascript
[2] googleio
[2] ai
[1] london
[1] madewithtfjs

Top Hashtags in Tweet in G6:
[1] tinyml
[1] ml
[1] celebrity
[1] mentalhealth

Top Hashtags in Tweet in G7:
[2] tensorflowjs
[2] ml
[1] apple
[1] tensorflow
[1] io2022
[1] googleio
[1] google
[1] javascript
[1] js
[1] ai

Top Hashtags in Tweet in G8:
[1] devcommunity
[1] madewithtfjs

Top Hashtags in Tweet in G9:
[8] opensource
[8] portraitdepthapi
[8] madewithtfjs
[8] 3dphoto
[8] googleio
[8] io2022
[2] tensorflowjs
[2] webml

Top Hashtags in Tweet in G10:
[8] tensorflow
[6] tensorflowjs
[2] googleio
[2] io2022
[2] madewithtfjs
[2] io22
[2] webml
[1] london

Top Words
Top Words in Tweet in Entire Graph:
[124] #tensorflowjs
[120] jason_mayes
[88] check
[74] #googleio
[66] #madewithtfjs
[63] live
[62] tensorflow
[59] growing
[51] #webml
[51] #io2022

Top Words in Tweet in G1:
[83] #tensorflowjs
[67] jason_mayes
[62] check
[44] growing
[43] fast
[38] #madewithtfjs
[36] #googleio
[33] #io2022
[30] #webml
[29] learn

Top Words in Tweet in G2:
[24] live
[23] demo
[23] api
[22] open
[22] source
[22] remove
[22] objects
[22] images
[22] 100
[22] automatically

Top Words in Tweet in G3:
[15] jason_mayes
[14] see
[10] #googleio
[9] #tensorflowjs
[9] live
[9] keynote
[9] growing
[8] excited
[8] #madewithtfjs
[8] linkedin

Top Words in Tweet in G4:
[12] #googleio
[11] nyc
[9] latest
[9] news
[9] greatest
[9] products
[9] brightest
[9] minds
[9] coolest
[9] venue

Top Words in Tweet in G5:
[16] jason_mayes
[12] #tensorflowjs
[8] browser
[8] gt
[7] check
[7] update
[7] video
[7] web
[6] tensorflow
[6] #webml

Top Words in Tweet in G6:
[4] tensorflowjs
[2] karpathy
[2] work
[2] old

Top Words in Tweet in G7:
[2] tensorflowjs
[2] tensorflow
[2] etc
[2] #tensorflowjs
[2] #ml

Top Words in Tweet in G8:
[6] use
[6] tensorflowjs
[6] harperdb
[6] custom
[6] functions
[6] train
[6] machine
[6] learning
[6] model
[6] stanford

Top Words in Tweet in G9:
[8] check
[8] latest
[8] #opensource
[8] #portraitdepthapi
[8] #madewithtfjs
[8] turns
[8] single
[8] image
[8] #3dphoto
[8] #googleio

Top Words in Tweet in G10:
[9] jason_mayes
[9] tensorflow
[9] js
[8] google
[8] ai
[8] javascript
[8] developers
[8] #tensorflow
[6] pythonbot_
[6] #tensorflowjs

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] growing,fast
[41] check,#tensorflowjs
[32] #webml,growing
[30] web,ml
[30] tensorflow,js
[28] come,learn
[27] jason_mayes,check
[27] update,video
[27] learn,#tensorflowjs
[27] check,#madewithtfjs

Top Word Pairs in Tweet in G1:
[42] growing,fast
[32] check,#tensorflowjs
[25] come,learn
[24] learn,#tensorflowjs
[23] web,ml
[23] check,#madewithtfjs
[22] #webml,growing
[21] ml,growing
[21] #madewithtfjs,inspiration
[21] shout,questions

Top Word Pairs in Tweet in G2:
[22] open,source
[22] source,demo
[22] demo,remove
[22] remove,objects
[22] objects,images
[22] images,100
[22] 100,automatically
[22] automatically,tensorflow
[22] tensorflow,clipdrop
[22] clipdrop,api

Top Word Pairs in Tweet in G3:
[8] jason_mayes,excited
[8] excited,see
[8] see,#madewithtfjs
[8] #madewithtfjs,linkedin
[8] linkedin,collaboration
[8] collaboration,live
[8] live,#googleio
[8] #googleio,developer
[8] developer,keynote
[8] keynote,#webml

Top Word Pairs in Tweet in G4:
[9] #googleio,nyc
[9] nyc,latest
[9] latest,news
[9] news,greatest
[9] greatest,products
[9] products,brightest
[9] brightest,minds
[9] minds,coolest
[9] coolest,venue
[9] venue,enjoy

Top Word Pairs in Tweet in G5:
[7] update,video
[6] web,ml
[5] check,#tensorflowjs
[5] run,tflite
[5] tflite,models
[4] tensorflow,js
[4] jason_mayes,check
[4] growing,fast
[4] #artificialintelligence,#machinelearning
[4] #machinelearning,happens

Top Word Pairs in Tweet in G8:
[6] use,tensorflowjs
[6] tensorflowjs,harperdb
[6] harperdb,custom
[6] custom,functions
[6] functions,train
[6] train,machine
[6] machine,learning
[6] learning,model
[6] model,stanford
[6] stanford,dogs

Top Word Pairs in Tweet in G9:
[8] check,latest
[8] latest,#opensource
[8] #opensource,#portraitdepthapi
[8] #portraitdepthapi,#madewithtfjs
[8] #madewithtfjs,turns
[8] turns,single
[8] single,image
[8] image,#3dphoto
[8] #3dphoto,#googleio
[8] #googleio,#io2022

Top Word Pairs in Tweet in G10:
[9] tensorflow,js
[8] google,ai
[8] ai,javascript
[8] javascript,developers
[8] developers,tensorflow
[8] js,#tensorflow
[6] pythonbot_,google
[2] jason_mayes,keynote
[2] keynote,#googleio
[2] #googleio,kick

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@jason_mayes
@tensorflow
@cyrildiagne
@gdg_nyc
@linkedin
@pythonbot_
@duruofei
@google
@margo_hdb
@raspberry_pi

Top Mentioned in G1:
@jason_mayes
@nisailhann
@google
@raspberry_pi
@womentechmakers
@youtoy
@tensorflow
@linkedin
@tree_industries
@aksaja

Top Mentioned in G2:
@tensorflow
@cyrildiagne
@jason_mayes
@linkedin

Top Mentioned in G3:
@jason_mayes
@linkedin
@googledevs
@miketamir
@tensorflow

Top Mentioned in G4:
@gdg_nyc
@jason_mayes
@blv
@google

Top Mentioned in G5:
@jason_mayes
@tree_industries
@kirkdborne
@ningxinhu
@gdg_nyc
@tensorflow
@raspberry_pi
@linkedin

Top Mentioned in G6:
@tensorflowjs
@edgeimpulse
@ykdojo

Top Mentioned in G8:
@margo_hdb

Top Mentioned in G9:
@duruofei
@jason_mayes

Top Mentioned in G10:
@jason_mayes
@pythonbot_

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@hubofml
@ml_tweet_bot
@opensource_orgs
@education_24x7
@calcaware
@thesecretjunio1
@goaidev
@thecuriousluke
@kiruti

Top Tweeters in G1:
@calcaware
@kiruti
@pyscalellc
@p5tbot1
@googlechrome
@sprint_code
@brendaneich
@wfryer
@frontendlovebot
@lanceulanoff

Top Tweeters in G2:
@viviane41861305
@mmems
@juliendorra
@mrscaroline_c
@booggy2
@jblanchefr
@black_in_ai
@_amresam_
@damoncrockett
@inf800

Top Tweeters in G3:
@hubofml
@thecuriousluke
@brainroaring
@cottila
@angryegyptianx
@js_bits
@taurean04
@linkedin
@miketamir
@googledevs

Top Tweeters in G4:
@google
@flutterbyamey
@theangularbot
@dvidsilva
@charliesbot
@geekmc
@madona_syombua
@blv
@lindakovacsart
@el_ateifsara

Top Tweeters in G5:
@fabriciosx
@education_24x7
@goaidev
@manifattura40
@kirkdborne
@raspberry_pi
@developerkc
@pgc
@tree_industries
@ningxinhu

Top Tweeters in G6:
@adarsh____gupta
@edgeimpulse
@karpathy
@rocksetta
@ykdojo
@bharvisampat
@tensorflowjs

Top Tweeters in G7:
@javier_ca
@sonicfields
@tomboa
@dannadoriyellow
@_king_enkay
@parthpadhiar1

Top Tweeters in G8:
@ml_tweet_bot
@thesecretjunio1
@thepracticaldev
@sammyborborbor
@margo_hdb

Top Tweeters in G9:
@opensource_orgs
@whoismikey
@battleaxevr
@duruofei
@seanfanello

Top Tweeters in G10:
@pythonbot_
@shybot7
@bot_tensorflow
@fchagassjr