pew internet, Twitter, 1/7/2021 3:27:59 AM, 245046


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pew internet_2021-01-06_19-25-04.xlsx
pew internet_2021-01-06_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3bfXodN
@pewtrusts
@jm_bauer
@an_catherine
@iam_pb10
@gorganh
@rooperitvos
@mrgirlyoutube
@jinerality
@gixxerblade
@weareoneintech

Top hashtags:
#nationaltriviaday
#homeworkgap
#thatsnotme
#cybersecurity
#edtech
#womenintech

Description:
Description
The graph represents a network of 97 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 January 2021 at 03:25 UTC.

The requested start date was Thursday, 07 January 2021 at 01:01 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, 5-hour, 30-minute period from Thursday, 24 December 2020 at 16:03 UTC to Wednesday, 06 January 2021 at 21:33 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 : 97
Unique Edges : 54
Edges With Duplicates : 78
Total Edges : 132
Number of Edge Types : 5
Replies to : 14
Retweet : 33
MentionsInRetweet : 34
Tweet : 30
Mentions : 21
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 41
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 60
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.703148
Graph Density : 0.00612113402061856
Modularity : 0.489928
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 97 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 January 2021 at 03:25 UTC.

The requested start date was Thursday, 07 January 2021 at 01:01 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, 5-hour, 30-minute period from Thursday, 24 December 2020 at 16:03 UTC to Wednesday, 06 January 2021 at 21:33 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 : pew internet
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:
[4] https://seniornews.com/5-mobile-apps-for-seniors-to-make-life-easier/
[2] https://www.twitch.tv/littlepiggles
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment?utm_campaign=governing_brd_infrastructure_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/30/how-much-broadband-speed-do-americans-need?utm_campaign=governing_brd_infrastructure__covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/11/states-tap-federal-cares-act-to-expand-broadband?utm_campaign=governing_brd_usstatepolicy__covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=issuebrief_necessity____linkcard_&utm_term=___datapoint
[1] https://www.pewresearch.org/internet/quiz/cybersecurity-knowledge/
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment
[1] https://twitter.com/dmccabe/status/1345863784879984641
[1] https://www.techdirt.com/articles/20201214/07140645876/national-solution-to-digital-divide-starts-with-states.shtml?utm_campaign=governing_brd_usstatepolicy_______&utm_source=twitter_states&utm_medium=social&utm_content=3rdparty_statesuccess_linkcard_&utm_term=quote
[1] https://www.sitesbysara.com/blog/why-online-reputation-rating-systems-matter/

Top URLs in Tweet in G1:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment?utm_campaign=governing_brd_infrastructure_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/11/states-tap-federal-cares-act-to-expand-broadband?utm_campaign=governing_brd_usstatepolicy__covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=issuebrief_necessity____linkcard_&utm_term=___datapoint
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/30/how-much-broadband-speed-do-americans-need?utm_campaign=governing_brd_infrastructure__covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/22/states-of-innovation?utm_campaign=governing_instn_usstatepolicy__soin_____&utm_source=twitter_states&utm_medium=social&utm_content=collection_general____photo_&utm_term=___

Top URLs in Tweet in G2:
[4] https://seniornews.com/5-mobile-apps-for-seniors-to-make-life-easier/
[2] https://www.twitch.tv/littlepiggles
[1] https://twitter.com/OuiOuiGarcon/status/1343441269939462144
[1] https://www.netoneclick.com/
[1] https://www.pewresearch.org/internet/2019/07/25/a-week-in-the-life-of-popular-youtube-channels/?campaign_id=9&emc=edit_nn_20201106&instance_id=23862&nl=the-morning®i_id=95077135&segment_id=43736&te=1&user_id=344f5158b047c1f1f474a46e41041a2c
[1] https://twitter.com/odebconuee/status/1345396176552677376
[1] https://twitter.com/jeffbrutlag/status/1346311015990902786
[1] https://www.sitesbysara.com/blog/why-online-reputation-rating-systems-matter/

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/#how-often-americans-use-social-media-sites

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/quiz/cybersecurity-knowledge/

Top URLs in Tweet in G8:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment
[1] https://twitter.com/dmccabe/status/1345863784879984641
[1] https://www.techdirt.com/articles/20201214/07140645876/national-solution-to-digital-divide-starts-with-states.shtml?utm_campaign=governing_brd_usstatepolicy_______&utm_source=twitter_states&utm_medium=social&utm_content=3rdparty_statesuccess_linkcard_&utm_term=quote

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5] nationaltriviaday
[2] homeworkgap
[2] thatsnotme
[1] cybersecurity
[1] edtech
[1] womenintech
[1] broadband
[1] 5stars
[1] ratingsystem
[1] ratingsystemsmatter



Top Hashtags in Tweet in G1:
[2] homeworkgap
[1] coronavirus

Top Hashtags in Tweet in G2:
[1] medicalmarketing
[1] 5stars
[1] ratingsystem
[1] ratingsystemsmatter
[1] google

Top Hashtags in Tweet in G7:
[5] nationaltriviaday
[1] cybersecurity
[1] edtech
[1] womenintech

Top Hashtags in Tweet in G8:
[1] broadband

Top Words
Top Words in Tweet in Entire Graph:
[82] internet
[57] pew
[45] access
[41] students
[32] home
[25] research
[23] pewtrusts
[15] million
[15] limited
[15] lower

Top Words in Tweet in G1:
[39] students
[38] internet
[38] access
[30] home
[23] pewtrusts
[15] limited
[15] lower
[15] overall
[15] gpas
[15] fast

Top Words in Tweet in G2:
[24] pew
[20] internet
[9] study
[8] research
[8] people
[8] seniors
[6] smartphones
[5] times
[5] center
[4] cell

Top Words in Tweet in G6:
[2] religious

Top Words in Tweet in G7:
[10] cybersecurity
[10] knowledge
[5] test
[5] #nationaltriviaday
[5] take
[5] pew
[5] research
[5] center
[5] quiz
[4] weareoneintech

Top Words in Tweet in G8:
[6] access
[3] states
[3] internet
[2] pewstates
[2] making
[2] meaningful
[2] progress
[2] ensuring
[2] citizens
[2] reliable

Top Words in Tweet in G10:
[2] percent
[2] americans
[2] used

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[40] internet,access
[30] home,internet
[23] pew,research
[15] students,limited
[15] limited,home
[15] access,lower
[15] lower,overall
[15] overall,gpas
[15] gpas,students
[15] students,fast

Top Word Pairs in Tweet in G1:
[36] internet,access
[30] home,internet
[15] students,limited
[15] limited,home
[15] access,lower
[15] lower,overall
[15] overall,gpas
[15] gpas,students
[15] students,fast
[15] fast,home

Top Word Pairs in Tweet in G2:
[7] pew,research
[5] research,center
[4] pew,pew
[4] seniors,aren
[4] aren,easy
[4] easy,change
[4] change,times
[4] times,study
[4] study,pew
[4] center,shown

Top Word Pairs in Tweet in G7:
[10] cybersecurity,knowledge
[5] test,cybersecurity
[5] knowledge,#nationaltriviaday
[5] #nationaltriviaday,take
[5] take,pew
[5] pew,research
[5] research,center
[5] center,cybersecurity
[5] knowledge,quiz
[4] weareoneintech,test

Top Word Pairs in Tweet in G8:
[3] internet,access
[2] states,making
[2] making,meaningful
[2] meaningful,progress
[2] progress,ensuring
[2] ensuring,citizens
[2] citizens,access
[2] access,reliable
[2] reliable,high
[2] high,speed

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewtrusts
@weareoneintech
@jm_bauer
@pewstates
@quellocenter
@fcc
@paulxmccarthy
@bludragongal
@dynarski
@imdatqueen409

Top Mentioned in G1:
@pewtrusts
@quellocenter
@jm_bauer
@fcc

Top Mentioned in G3:
@imdatqueen409
@murray_nyc
@realdonaldtrump

Top Mentioned in G4:
@ringtrick
@vitogesualdi

Top Mentioned in G5:
@marja_p
@rahajatalous

Top Mentioned in G6:
@coffeemug_
@kharabaurat

Top Mentioned in G7:
@weareoneintech

Top Mentioned in G8:
@pewstates
@jm_bauer

Top Mentioned in G9:
@campuscodi

Top Mentioned in G10:
@angelonsteroid

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@femtech_
@craigmatsuda
@yoshiefuruhashi
@susansternberg
@zackula2
@uk_daniel_card
@campuscodi
@dynarski
@senpaijecho

Top Tweeters in G1:
@craigmatsuda
@susansternberg
@nwchap
@album60054
@jeffjowdy
@katyvitiello
@pewtrusts
@ptrichsea
@fcc
@stdickerson

Top Tweeters in G2:
@odebconuee
@stoweboyd
@spaceedonut
@origjanel
@netoneclick
@k31ktv
@fizzysodavr
@littlepig___
@yevad_
@yoonie_bunnie

Top Tweeters in G3:
@realdonaldtrump
@murray_nyc
@iam_pb10
@imdatqueen409
@beanbo12

Top Tweeters in G4:
@ringtrick
@qwertz143
@vitogesualdi
@mrgirlyoutube

Top Tweeters in G5:
@maripantsar
@rahajatalous
@marja_p
@rooperitvos

Top Tweeters in G6:
@zackula2
@coffeemug_
@kharabaurat
@gorganh

Top Tweeters in G7:
@cybersec_feeds
@femtech_
@weareoneintech

Top Tweeters in G8:
@pewstates
@an_catherine
@jm_bauer

Top Tweeters in G9:
@campuscodi
@gaberivera
@gixxerblade

Top Tweeters in G10:
@angelonsteroid
@magmaincognita
@topnotchehy