#StanfordHumanAI, Twitter, 10/30/2019 11:37:52 AM, 214752


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#StanfordHumanAI_2019-10-30_04-29-15.xlsx
#StanfordHumanAI_2019-10-30_04-29-15.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 30, 2019
Short Description:
#StanfordHumanAI via NodeXL http://bit.ly/2prXQjn
@stanfordhai
@marietjeschaake
@jovialjoy
@math_rachel
@baxterkb
@susan_athey
@eileendonahoe
@erikbryn
@daniellecass
@psb_dc

Top hashtags:
#stanfordhumanai
#ai
#aiethics
#digichina
#ethics
#facialrecognition
#ethical

Description:
Description
The graph represents a network of 679 Twitter users whose recent tweets contained "#StanfordHumanAI", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 October 2019 at 11:29 UTC.

The tweets in the network were tweeted over the 4-day, 14-hour, 3-minute period from Friday, 25 October 2019 at 20:39 UTC to Wednesday, 30 October 2019 at 10:43 UTC.

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 : 679
Unique Edges : 2170
Edges With Duplicates : 975
Total Edges : 3145
Self-Loops : 39
Reciprocated Vertex Pair Ratio : 0.0281512605042017
Reciprocated Edge Ratio : 0.0547609317531671
Connected Components : 9
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 670
Maximum Edges in a Connected Component : 3135
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.454286
Graph Density : 0.0053153822426699
Modularity : 0.34308
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 679 Twitter users whose recent tweets contained "#StanfordHumanAI", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 October 2019 at 11:29 UTC.

The tweets in the network were tweeted over the 4-day, 14-hour, 3-minute period from Friday, 25 October 2019 at 20:39 UTC to Wednesday, 30 October 2019 at 10:43 UTC.

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 : TwitterSearch
Graph Term : #StanfordHumanAI
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] http://hai.stanford.edu/?sf111425023=1
[26] https://hai.stanford.edu/
[14] https://www.youtube.com/watch?v=QxuyfWoVV98&feature=youtu.be

[12] http://hai.stanford.edu/?sf111434006=1
[10] http://hai.stanford.edu/?sf111442488=1
[4] http://out.faveeo.com/?url=https://hai.stanford.edu/&vertical=future-of-work&lang=en&family=en
[4] https://twitter.com/drfeifei/status/1188977338412699648
[4] https://hai.stanford.edu/events/2019-fall-conference/overview
[3] http://AutoLegal.ai
[3] https://twitter.com/StanfordHAI/status/1189254485186617345

Top URLs in Tweet in G1:
[12] https://www.youtube.com/watch?v=QxuyfWoVV98&feature=youtu.be

[6] http://hai.stanford.edu/?sf111434006=1
[2] https://twitter.com/degarciaknight/status/1188849627321159680
[2] http://hai.stanford.edu/?sf111425023=1
[2] https://hai.stanford.edu/
[2] https://twitter.com/drfeifei/status/1188977338412699648
[1] https://twitter.com/seanmmcdonald/status/1188865254932959232
[1] https://twitter.com/seanmmcdonald/status/1188867027152195584
[1] https://www.governingdata.org/agenda
[1] https://medium.com/@McDapper/community-data-organizing-682ef5bb00af

Top URLs in Tweet in G2:
[16] https://hai.stanford.edu/
[9] http://hai.stanford.edu/?sf111425023=1
[4] http://out.faveeo.com/?url=https://hai.stanford.edu/&vertical=future-of-work&lang=en&family=en
[2] http://hai.stanford.edu/?sf111442488=1
[2] https://ieeexplore.ieee.org/document/7439436
[2] http://posr.org/w/images/b/b5/Applin_Fischer_IEEE_ISTAS_2015_PREPUB_DRAFT.pdf
[1] http://hai.stanford.edu/?sf111505485=1
[1] https://hai.stanford.edu/?sf111258978=1
[1] https://hai.stanford.edu/?sf111389348=1
[1] http://hai.stanford.edu/?sf111398988=1

Top URLs in Tweet in G3:
[2] https://hai.stanford.edu/events/2019-fall-conference/agenda
[2] http://hai.stanford.edu/?sf111425023=1
[1] https://www.youtube.com/watch?v=k0jF-UMC1b4&feature=youtu.be&t=3347

[1] https://www.youtube.com/watch?v=qPx9P1Mybu8

[1] http://AutoLegal.ai
[1] http://hai.stanford.edu/?sf111442488=1

Top URLs in Tweet in G4:
[12] http://hai.stanford.edu/?sf111425023=1
[7] https://hai.stanford.edu/
[6] http://hai.stanford.edu/?sf111442488=1
[5] http://hai.stanford.edu/?sf111434006=1
[3] https://twitter.com/StanfordHAI/status/1189254485186617345
[3] https://hai.stanford.edu/events/2019-fall-conference/overview
[2] https://www.youtube.com/watch?v=QxuyfWoVV98&feature=youtu.be

[2] https://twitter.com/StanfordHAI/status/1188862258614558721
[2] http://AutoLegal.ai
[1] https://twitter.com/StanfordHAI/status/1188867068122324994

Top URLs in Tweet in G5:
[1] https://www.eventbrite.com/e/ai-and-digital-policy-in-china-tickets-76168400737

Top URLs in Tweet in G6:
[1] https://twitter.com/StanfordHAI/status/1188847920705134593
[1] https://twitter.com/michellercarney/status/1188835516398981121
[1] https://www.youtube.com/watch?v=k0jF-UMC1b4&feature=youtu.be

[1] http://hai.stanford.edu/?sf111425023=1
[1] http://hai.stanford.edu/?sf111254121=1

Top URLs in Tweet in G7:
[1] https://hai.stanford.edu/

Top URLs in Tweet in G8:
[1] https://twitter.com/AmalElfallah/status/1189102078121127936
[1] https://twitter.com/VictorStorchan/status/1189392050443055110

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=k0jF-UMC1b4

[1] https://twitter.com/DPManchee/status/1188917204466700289

Top Domains
Top Domains in Tweet in Entire Graph:
[106] stanford.edu
[29] twitter.com
[21] youtube.com
[5] faveeo.com
[3] autolegal.ai
[2] instagram.com
[2] medium.com
[2] ieee.org
[2] posr.org
[2] eventbrite.com

Top Domains in Tweet in G1:
[13] youtube.com
[12] stanford.edu
[11] twitter.com
[1] governingdata.org
[1] medium.com
[1] wired.com
[1] wikipedia.org

Top Domains in Tweet in G2:
[50] stanford.edu
[5] faveeo.com
[5] twitter.com
[2] ieee.org
[2] posr.org
[1] instagram.com
[1] stitcher.com
[1] thepublicvoice.org
[1] epic.org

Top Domains in Tweet in G3:
[5] stanford.edu
[2] youtube.com
[1] autolegal.ai

Top Domains in Tweet in G4:
[36] stanford.edu
[8] twitter.com
[3] youtube.com
[2] autolegal.ai
[1] medium.com
[1] eventbrite.com
[1] instagram.com
[1] house.gov
[1] artful.design

Top Domains in Tweet in G5:
[1] eventbrite.com

Top Domains in Tweet in G6:
[2] twitter.com
[2] stanford.edu
[1] youtube.com

Top Domains in Tweet in G7:
[1] stanford.edu

Top Domains in Tweet in G8:
[2] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[603] stanfordhumanai
[220] ai
[91] aiethics
[19] digichina
[17] ethics
[9] facialrecognition
[7] ethical
[7] artificialintelligence
[6] ccsre
[4] futureofwork



Top Hashtags in Tweet in G1:
[183] stanfordhumanai
[26] ai
[4] aiethics
[3] womenleadtheway
[2] ethics
[2] policy
[2] governance
[1] dgdc19
[1] data
[1] gdpr

Top Hashtags in Tweet in G2:
[107] stanfordhumanai
[55] ai
[7] aiethics
[5] ethical
[4] futureofwork
[3] ethics
[2] stanfordhai
[1] industry40
[1] automation
[1] machinelearning

Top Hashtags in Tweet in G3:
[112] stanfordhumanai
[71] aiethics
[9] ai
[4] regulatingbigtech
[3] artificialintelligence
[2] digichina
[2] americanai
[1] globalgovernance
[1] humanrights
[1] ethical

Top Hashtags in Tweet in G4:
[179] stanfordhumanai
[125] ai
[12] ethics
[8] facialrecognition
[8] aiethics
[6] ccsre
[4] artists
[4] stanford
[3] artificialintelligence
[2] techforgood

Top Hashtags in Tweet in G5:
[16] digichina
[1] stanfordhumanai

Top Hashtags in Tweet in G6:
[9] stanfordhumanai
[3] ai
[1] aiethics
[1] live
[1] ethical

Top Hashtags in Tweet in G7:
[2] stanfordhumanai

Top Hashtags in Tweet in G8:
[4] stanfordhumanai
[3] aiforhumanity
[2] gfaih
[1] technology

Top Hashtags in Tweet in G9:
[5] stanfordhumanai
[2] ai
[1] politicslive

Top Hashtags in Tweet in G10:
[1] stanfordhumanai

Top Words
Top Words in Tweet in Entire Graph:
[1030] Words in Sentiment List#1: Positive
[588] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[30272] Non-categorized Words
[31890] Total Words
[1163] #stanfordhumanai
[568] ai
[353] tech
[347] marietjeschaake
[326] stanfordhai

Top Words in Tweet in G1:
[294] #stanfordhumanai
[208] tech
[176] jovialjoy
[169] ai
[139] stanfordhai
[122] today
[121] marietjeschaake
[113] policy
[112] s
[111] amyzegart

Top Words in Tweet in G2:
[252] #stanfordhumanai
[154] ai
[102] #ai
[92] conference
[84] watch
[84] fall
[79] policy
[79] governance
[78] more
[75] live

Top Words in Tweet in G3:
[178] #stanfordhumanai
[102] marietjeschaake
[81] thing
[78] ethics
[72] ai
[72] best
[71] ve
[71] heard
[71] far
[71] 128

Top Words in Tweet in G4:
[401] #stanfordhumanai
[160] #ai
[146] ai
[84] stanfordhai
[77] marietjeschaake
[73] susan_athey
[73] tech
[73] more
[68] governance
[63] watch

Top Words in Tweet in G5:
[17] tech
[17] #stanfordhumanai
[16] stanford
[16] latest
[16] china
[16] ai
[16] policy
[16] international
[16] context
[16] join

Top Words in Tweet in G6:
[9] #stanfordhumanai
[5] stanfordhai
[5] tech
[4] s
[4] susan_athey
[3] #ai
[3] drfeifei
[3] four
[3] incredible
[3] women

Top Words in Tweet in G7:
[2] ai
[2] governance
[2] #stanfordhumanai

Top Words in Tweet in G8:
[4] #stanfordhumanai
[4] one
[3] #aiforhumanity
[3] concomitant
[3] ethics
[3] regulation
[3] governance
[3] approaches
[3] european
[3] american

Top Words in Tweet in G9:
[5] #stanfordhumanai
[4] ai
[3] uk
[3] stanfordhai
[2] governance
[2] jessicah_newman
[2] sector
[2] deal
[2] cover
[2] many

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[166] stanfordhai,#stanfordhumanai
[136] tech,policy
[130] #stanfordhumanai,conf
[129] fall,conference
[120] today,s
[117] stage,today
[117] conf,sharing
[117] sharing,thought
[117] thought,leadership
[117] leadership,ml

Top Word Pairs in Tweet in G1:
[105] stanfordhai,#stanfordhumanai
[99] #stanfordhumanai,conf
[98] stage,today
[98] conf,sharing
[98] sharing,thought
[98] thought,leadership
[98] leadership,ml
[98] ml,fairness
[98] fairness,jovialjoy
[98] jovialjoy,ai

Top Word Pairs in Tweet in G2:
[84] fall,conference
[71] ethics,policy
[71] policy,governance
[68] ai,ethics
[61] conference,ai
[34] live,three
[34] three,days
[34] days,watch
[34] watch,2019
[34] 2019,fall

Top Word Pairs in Tweet in G3:
[71] best,thing
[71] thing,ve
[71] ve,heard
[71] heard,far
[71] far,#stanfordhumanai
[71] #stanfordhumanai,marietjeschaake
[71] marietjeschaake,128
[71] 128,#aiethics
[71] #aiethics,frameworks
[71] frameworks,europe

Top Word Pairs in Tweet in G4:
[32] watch,live
[28] fall,conference
[27] facial,recognition
[24] #stanfordhumanai,conf
[23] erikbryn,susan_athey
[23] ethics,policy
[23] policy,governance
[22] values,matter
[22] stanfordhai,erikbryn
[22] susan_athey,mit_ide

Top Word Pairs in Tweet in G5:
[16] latest,china
[16] china,ai
[16] ai,tech
[16] tech,policy
[16] policy,international
[16] international,context
[16] context,join
[16] join,blockbuster
[16] blockbuster,#digichina
[16] #digichina,line

Top Word Pairs in Tweet in G6:
[3] drfeifei,four
[3] four,incredible
[3] incredible,women
[3] women,leaders
[3] leaders,stage
[3] stage,today
[3] today,s
[3] s,stanfordhai
[3] stanfordhai,#stanfordhumanai
[3] #stanfordhumanai,conf

Top Word Pairs in Tweet in G7:
[2] ai,governance

Top Word Pairs in Tweet in G8:
[2] #stanfordhumanai,#aiforhumanity
[2] #aiforhumanity,#gfaih
[2] #gfaih,concomitant
[2] concomitant,both
[2] both,address
[2] address,ethics
[2] ethics,regulation
[2] regulation,governance
[2] governance,comparing
[2] comparing,approaches

Top Word Pairs in Tweet in G9:
[3] stanfordhai,#stanfordhumanai
[2] uk,ai
[2] ai,sector
[2] sector,deal
[2] deal,cover
[2] cover,many
[2] many,areas

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@marietjeschaake
@stanfordhai
@jovialjoy
@susan_athey
@amyzegart
@erikbryn
@ericschmidt
@gewang
@dpatil
@eileendonahoe

Top Mentioned in G1:
@jovialjoy
@stanfordhai
@marietjeschaake
@amyzegart
@susan_athey
@dpatil
@reidhoffman
@stanford
@jasminemcnealy
@p2173

Top Mentioned in G2:
@stanfordhai
@marietjeschaake
@erikbryn
@ericschmidt
@susan_athey
@epicprivacy
@gewang
@eileendonahoe
@jessicah_newman
@thepublicvoice

Top Mentioned in G3:
@marietjeschaake
@stanfordhai
@eileendonahoe
@jovialjoy
@mkratsios
@gewang
@ericschmidt
@anotheraiinart
@katecrawford
@sherrying

Top Mentioned in G4:
@susan_athey
@marietjeschaake
@stanfordhai
@erikbryn
@jovialjoy
@kendenman
@gewang
@ericschmidt
@stephdink
@mit_ide

Top Mentioned in G5:
@mrrogerc
@grottoandrew
@sammsacks
@whitey_chan
@pianwallace
@shenkuo_wu
@juliavoo
@yuanfenyang

Top Mentioned in G7:
@philbeaudoin
@element_ai
@aushumanrights
@wef
@microsoft
@udhrone

Top Mentioned in G8:
@stanfordhai
@mathieulaine
@drfeifei
@cedric_o
@jovialjoy
@susan_athey
@marietjeschaake
@amyzegart

Top Mentioned in G9:
@jessicah_newman
@stanfordhai
@icracnet
@bankillerrobots
@jovialjoy

Top Mentioned in G10:
@benbendc

Top Tweeters
Top Tweeters in Entire Graph:
@saragomezaranci
@alizardx
@santchiweb
@calcaware
@dementedbonxie
@jennykim
@pcdnetwork
@hubbucket
@parvez1
@drferdowsi

Top Tweeters in G1:
@saragomezaranci
@santchiweb
@calcaware
@jennykim
@pcdnetwork
@juliebhunt
@renato_umeton
@profkeithdevlin
@montreal_ia
@interpretaatioo

Top Tweeters in G2:
@parvez1
@drferdowsi
@seifkabelele
@maelorin
@virginialeiva
@m_older
@cd_fuller
@thierry_dufay
@jessesprawl
@anthropunk

Top Tweeters in G3:
@dementedbonxie
@nyamwanda
@newsneus
@thesiliconhill
@b_cavello
@beverly_davis
@presroi
@sergiocm
@christinayiotis
@marietjeschaake

Top Tweeters in G4:
@alizardx
@hubbucket
@iamaniku
@ceobillionaire
@akhanukov
@joseph_santoro
@montreal_ai
@alternative200
@psb_dc
@clancynewyork

Top Tweeters in G5:
@ianmartlew
@meta_lab
@gwbstr
@whitey_chan
@brianpfonseca
@yuanfenyang
@strat122
@newamcyber
@stanfordsaparc
@cyberalexi

Top Tweeters in G6:
@strategymaestro
@ieeeypctx
@b01group
@mluxsf
@desjgner_b
@relativeread
@volhalitvinets

Top Tweeters in G7:
@wef
@aushumanrights
@microsoft
@element_ai
@udhrone
@gabuhamad

Top Tweeters in G8:
@matti_sg
@mathieulaine
@cedric_o
@victorstorchan

Top Tweeters in G9:
@dpmanchee
@noelsharkey
@icracnet

Top Tweeters in G10:
@fkschmidt
@benbendc


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