lrainie, Twitter, 7/1/2021 3:37:12 AM, 258040


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lrainie_2021-06-30_19-42-12.xlsx
lrainie_2021-06-30_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 01, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3w6zIiv
@lrainie
@codekrafter
@fabriziobustama
@datadecisioning
@bimedotcom
@pewresearch
@simonsstore
@oguzaliacar
@resisterchic
@ektaka

Top hashtags:
#igfusa2021
#ethicalai
#mondaymorning
#mondaymotivation
#ai
#igfusa
#research

Description:
Description
The graph represents a network of 198 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 01 July 2021 at 02:42 UTC.

The requested start date was Thursday, 01 July 2021 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, 19-hour, 41-minute period from Thursday, 17 June 2021 at 02:08 UTC to Wednesday, 30 June 2021 at 21:50 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 : 198
Unique Edges : 333
Edges With Duplicates : 426
Total Edges : 759
Number of Edge Types : 5
Replies to : 17
Mentions : 253
Retweet : 127
MentionsInRetweet : 338
Tweet : 24
Self-Loops : 28
Reciprocated Vertex Pair Ratio : 0.0496613995485327
Reciprocated Edge Ratio : 0.0946236559139785
Connected Components : 5
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 192
Maximum Edges in a Connected Component : 754
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.808059
Graph Density : 0.0119212428857099
Modularity : 0.399871
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 198 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 01 July 2021 at 02:42 UTC.

The requested start date was Thursday, 01 July 2021 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, 19-hour, 41-minute period from Thursday, 17 June 2021 at 02:08 UTC to Wednesday, 30 June 2021 at 21:50 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 : lrainie
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:
[25] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[11] https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/
[8] https://datadecisioning.com/2021/06/18/big-data-quotes-week-june-18-2021/
[6] https://www.eventbrite.com/e/present-trends-and-visions-of-the-future-an-igf-usa-preview-event-tickets-159456483635
[3] https://www.pewresearch.org/internet/2021/06/16/2-hopes-about-developments-in-ethical-ai/
[2] https://twitter.com/lrainie/status/1407379377713786884
[2] https://www.pewresearch.org/fact-tank/2021/06/22/digital-divide-persists-even-as-americans-with-lower-incomes-make-gains-in-tech-adoption/
[1] https://www.journalism.org/fact-sheet/newspapers/
[1] https://pewrsr.ch/3d8T6ov
[1] https://twitter.com/AmSciMag/status/1407707681540956161

Top URLs in Tweet in G1:
[11] https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/
[9] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[5] https://www.eventbrite.com/e/present-trends-and-visions-of-the-future-an-igf-usa-preview-event-tickets-159456483635
[3] https://www.pewresearch.org/internet/2021/06/16/2-hopes-about-developments-in-ethical-ai/
[2] https://www.pewresearch.org/fact-tank/2021/06/22/digital-divide-persists-even-as-americans-with-lower-incomes-make-gains-in-tech-adoption/
[1] https://www.washingtonpost.com/technology/2021/06/15/faq-data-subpoena-investigation/?tid=ss_tw
[1] https://twitter.com/ImagineInternet/status/1405517231753240578
[1] https://twitter.com/ImagineInternet/status/1405530420079304716
[1] https://twitter.com/ImagineInternet/status/1405292351346511873
[1] https://www.pewresearch.org/internet/2021/06/16/1-worries-about-developments-in-ai/

Top URLs in Tweet in G2:
[15] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/06/25/race-and-research-whats-next?utm_term=___&utm_content=buffer3ef6f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/06/25/race-and-research-whats-next?utm_term=___&utm_content=buffer963e6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3iQ2IYX
[1] https://pewrsr.ch/3gAvc7K
[1] https://pewrsr.ch/3gBoqgC
[1] https://pewrsr.ch/2S3NtR8
[1] https://pewrsr.ch/3xCokMC
[1] https://pewrsr.ch/2Skfcxh
[1] https://pewrsr.ch/3A1prrk

Top URLs in Tweet in G4:
[8] https://datadecisioning.com/2021/06/18/big-data-quotes-week-june-18-2021/

Top URLs in Tweet in G6:
[1] https://twitter.com/MikeNelson/status/1407357419181780993
[1] https://www.eventbrite.com/e/present-trends-and-visions-of-the-future-an-igf-usa-preview-event-tickets-159456483635

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1407379377713786884

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1405167388711084033
[1] https://twitter.com/lrainie/status/1407378784395923460
[1] https://twitter.com/lrainie/status/1407379377713786884

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] igfusa2021
[11] ethicalai
[9] mondaymorning
[9] mondaymotivation
[7] ai
[5] igfusa
[3] research
[2] linkedin
[2] race
[2] machinelearning



Top Hashtags in Tweet in G1:
[13] igfusa2021
[5] igfusa
[2] linkedin
[2] race
[2] research
[2] machinelearning
[1] ai
[1] technology
[1] ubi
[1] tweet

Top Hashtags in Tweet in G2:
[11] ethicalai
[4] ai
[1] ethics
[1] research
[1] artificialintelligence
[1] aiethics

Top Hashtags in Tweet in G3:
[9] mondaymorning
[9] mondaymotivation

Top Hashtags in Tweet in G4:
[2] blackbox
[2] ml
[2] decisions

Top Hashtags in Tweet in G6:
[1] digitaladoption
[1] socialmedia

Top Hashtags in Tweet in G10:
[2] ai
[1] emilyvogels

Top Words
Top Words in Tweet in Entire Graph:
[101] lrainie
[70] pewresearch
[61] ai
[56] imagineinternet
[56] report
[34] ethics
[28] ethical
[28] experts
[27] design
[24] more

Top Words in Tweet in G1:
[59] lrainie
[53] pewresearch
[52] imagineinternet
[51] ai
[48] report
[31] ethics
[20] more
[17] pewinternet
[16] event
[15] ethical

Top Words in Tweet in G2:
[23] lrainie
[18] experts
[17] design
[16] pewresearch
[15] next
[15] decade
[13] americans
[12] doubt
[12] lower
[12] incomes

Top Words in Tweet in G3:
[10] lrainie
[10] heycanceled
[10] pinkrantz
[10] programcat3
[9] resisterchic
[9] #mondaymorning
[9] motivational
[9] fbr
[9] party
[9] #mondaymotivation

Top Words in Tweet in G4:
[9] podboy
[9] mitmath
[9] lak_gcp
[9] artanu
[8] data
[8] decisioning
[8] quotes
[8] week
[8] thx
[7] datadecisioning

Top Words in Tweet in G6:
[3] lrainie
[2] igfusa

Top Words in Tweet in G8:
[2] less
[2] dough
[2] fact
[2] students

Top Words in Tweet in G10:
[2] many
[2] expect
[2] progress
[2] within
[2] next
[2] decade
[2] experts
[2] doubt
[2] ethical
[2] #ai

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] imagineinternet,report
[34] pewresearch,imagineinternet
[27] ethics,ai
[25] report,ethics
[22] americans,lower
[22] lower,incomes
[18] next,decade
[18] lrainie,pewresearch
[16] ethical,ai
[15] preview,event

Top Word Pairs in Tweet in G1:
[34] imagineinternet,report
[32] pewresearch,imagineinternet
[25] ethics,ai
[24] report,ethics
[18] lrainie,pewresearch
[15] preview,event
[10] ethical,ai
[9] americans,lower
[9] lower,incomes
[8] pewinternet,imagineinternet

Top Word Pairs in Tweet in G2:
[15] next,decade
[12] americans,lower
[12] lower,incomes
[11] experts,doubt
[11] doubt,#ethicalai
[11] #ethicalai,design
[11] design,broadly
[11] broadly,adopted
[11] adopted,norm
[11] norm,within

Top Word Pairs in Tweet in G3:
[10] lrainie,heycanceled
[10] heycanceled,pinkrantz
[10] pinkrantz,programcat3
[9] #mondaymorning,motivational
[9] motivational,fbr
[9] fbr,party
[9] party,#mondaymotivation
[9] #mondaymotivation,lrainie
[8] resisterchic,#mondaymorning
[8] programcat3,kat

Top Word Pairs in Tweet in G4:
[9] mitmath,lak_gcp
[9] lak_gcp,artanu
[8] data,decisioning
[8] decisioning,quotes
[8] quotes,week
[8] week,thx
[8] thx,podboy
[6] datadecisioning,data
[5] podboy,mrkwpalmer
[5] mrkwpalmer,mitmath

Top Word Pairs in Tweet in G8:
[2] less,dough

Top Word Pairs in Tweet in G10:
[2] many,expect
[2] expect,progress
[2] progress,within
[2] within,next
[2] next,decade
[2] decade,experts
[2] experts,doubt
[2] doubt,ethical
[2] ethical,#ai
[2] #ai,design

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@imagineinternet
@pewinternet
@lrai
@bimedotcom
@jannaq
@heycanceled
@pinkrantz
@programcat3

Top Mentioned in G1:
@pewresearch
@lrainie
@imagineinternet
@pewinternet
@jilliancyork
@dustinrloup
@kncukier
@vgcerf
@zephoria
@clemstrategy

Top Mentioned in G2:
@lrainie
@pewresearch
@bimedotcom
@lrai
@emi
@jannaq
@imagineinternet
@pewinternet
@emily_vogels
@nigewillson

Top Mentioned in G3:
@lrainie
@heycanceled
@pinkrantz
@programcat3
@resisterchic
@kat
@katibug817
@ritamacmom
@rosesbloom24
@resisterroni

Top Mentioned in G4:
@podboy
@mitmath
@lak_gcp
@artanu
@datadecisioning
@mrkwpalmer
@lrai
@markwpalmer
@lrainie
@jannaq

Top Mentioned in G5:
@michael_nielsen
@dpatil
@alissacooper
@jensstoltenberg
@lrainie
@andrewyng
@timberners_lee
@grahamdumpleton
@cutting
@mustafasuleymn

Top Mentioned in G6:
@lrainie
@igfusa
@pewinternet
@pewresearch
@emi
@internetsociety
@georgetowncct
@intgovforum

Top Mentioned in G7:
@tcorrear
@fabiosenne

Top Mentioned in G9:
@ilsr

Top Mentioned in G10:
@lrainie
@jannaq
@fayaz_king

Top Tweeters
Top Tweeters in Entire Graph:
@jhamby
@nicochan33
@celestebyrne3
@suelouises
@nierere
@rldi_lamy
@loveforall24
@cynthiamn5
@jilliancyork
@pyscalellc

Top Tweeters in G1:
@jhamby
@loveforall24
@cynthiamn5
@jilliancyork
@chrisboese
@revolp
@jeffjarvis
@thesiliconhill
@danbuk4
@hipsterelectron

Top Tweeters in G2:
@nicochan33
@celestebyrne3
@suelouises
@nierere
@rldi_lamy
@tachouhoner
@fabriziobustama
@observa73524977
@mvollmer1
@corix_jc

Top Tweeters in G3:
@katibug817
@ektaka
@starscream35
@resisterchic
@mariemaduemezi1
@pinkrantz
@reallyamerican1
@rosesbloom24
@kat
@wianette_kaehne

Top Tweeters in G4:
@kirkdborne
@mikeloukides
@pschooff
@esriireland
@linked_do
@podboy
@johnhmorris
@lak_gcp
@globaltrademag
@mrkwpalmer

Top Tweeters in G5:
@michael_nielsen
@dpatil
@grahamdumpleton
@wesmckinn
@billaulet
@karpathy
@jensstoltenberg
@cutting
@andrewyng
@timberners_lee

Top Tweeters in G6:
@mikenelson
@internetsociety
@georgetowncct
@intgovforum

Top Tweeters in G7:
@matidodel
@fabiosenne
@tcorrear

Top Tweeters in G8:
@lindanjohnson1
@dewlouknow
@vpthompson_ms

Top Tweeters in G9:
@ilsr
@project_network

Top Tweeters in G10:
@pyscalellc
@fayaz_king