pew internet, Twitter, 4/2/2020 4:05:49 AM, 224240


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pew internet_2020-04-01_19-18-30.xlsx
pew internet_2020-04-01_19-18-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 02, 2020
Short Description:
pew internet via NodeXL https://bit.ly/2USzmeR
@lindseyboylan
@drrepstein
@opennetglobal
@meshlabs_mv
@drjackievolk
@sheilaabrennan
@itzsimms
@htmyork
@smokedtamarack
@hasanzr

Top hashtags:
#pew
#tech
#democracy
#inequality
#digitaldivide
#warzone
#telehealth

Description:
Description
The graph represents a network of 157 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, 02 April 2020 at 02:42 UTC.

The requested start date was Thursday, 02 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 8-day, 4-hour, 58-minute period from Thursday, 19 March 2020 at 14:03 UTC to Friday, 27 March 2020 at 19:01 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 : 157
Unique Edges : 141
Edges With Duplicates : 2
Total Edges : 143
Number of Edge Types : 4
MentionsInRetweet : 80
Tweet : 34
Replies to : 12
Mentions : 17
Self-Loops : 34
Reciprocated Vertex Pair Ratio : 0.00925925925925926
Reciprocated Edge Ratio : 0.018348623853211
Connected Components : 52
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 44
Maximum Edges in a Connected Component : 44
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.773601
Graph Density : 0.00445043279438184
Modularity : 0.759707
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 157 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, 02 April 2020 at 02:42 UTC.

The requested start date was Thursday, 02 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 8-day, 4-hour, 58-minute period from Thursday, 19 March 2020 at 14:03 UTC to Friday, 27 March 2020 at 19:01 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:
[3] https://www.pewresearch.org/fact-tank/2020/03/16/as-schools-close-due-to-the-coronavirus-some-u-s-students-face-a-digital-homework-gap/
[2] https://www.pewresearch.org/follow-us/
[2] https://www.citylab.com/equity/2020/03/coronavirus-online-schools-homework-internet-access-homework/608116/
[2] https://www.pewresearch.org/internet/
[2] https://twitch.tv/itz_simms
[2] https://www.routefifty.com/tech-data/2020/02/here-are-some-promising-practices-state-broadband-expansion/163363/?platform=hootsuite
[2] https://twitch.tv/techgirlza
[1] http://www.zusia.com/
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/
[1] https://www.pewresearch.org/internet/2019/06/13/mobile-technology-and-home-broadband-2019/

Top URLs in Tweet in G1:
[1] https://twitter.com/citylab/status/1242574144023285761

Top URLs in Tweet in G2:
[2] https://www.pewresearch.org/fact-tank/2020/03/16/as-schools-close-due-to-the-coronavirus-some-u-s-students-face-a-digital-homework-gap/
[1] https://twitter.com/MCGamesDotNet/status/1240593339143127040
[1] https://www.govtech.com/network/The-Digital-Divide-Leaves-Millions-at-a-Disadvantage-During-the-Coronavirus-Pandemic.html
[1] https://chert-poberi.ru/interestnoe/kakim-budet-internet-cherez-50-let.html
[1] https://smallbiztrends.com/?p=515244
[1] https://twitter.com/johnsonhildy/status/1240486720929439744
[1] https://twitter.com/PalmerReport/status/1241168650603843586
[1] https://www.citylab.com/equity/2020/03/coronavirus-online-schools-homework-internet-access-homework/608116/
[1] https://twitter.com/thesavagepearl/status/1241909772930232327
[1] http://abcnews.go.com/Technology/rural-communities-digital-deserts-cripple-tele-education-coronavirus/story?id=69618843

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2020/02/21/concerns-about-democracy-in-the-digital-age/

Top URLs in Tweet in G4:
[1] https://www.fastcompany.com/90468843/technology-is-undermining-democracy-who-will-save-it

Top URLs in Tweet in G5:
[1] http://www.zusia.com/

Top URLs in Tweet in G7:
[2] https://www.pewresearch.org/internet/

Top URLs in Tweet in G8:
[2] https://twitch.tv/itz_simms

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10] pew
[10] tech
[10] democracy
[2] inequality
[2] digitaldivide
[2] warzone
[2] telehealth
[2] broadband
[1] disabilityinfo
[1] zusia



Top Hashtags in Tweet in G1:
[1] covid19

Top Hashtags in Tweet in G2:
[2] digitaldivide
[2] inequality
[1] broadband
[1] rurality
[1] digitalequity
[1] edtech
[1] internetaccess
[1] coronavirus
[1] america
[1] righttorepair

Top Hashtags in Tweet in G3:
[10] pew
[10] tech
[10] democracy
[1] ai
[1] surveillance
[1] china
[1] beafraid

Top Hashtags in Tweet in G5:
[1] disabilityinfo
[1] zusia

Top Hashtags in Tweet in G7:
[1] ncph2020
[1] s59

Top Hashtags in Tweet in G8:
[2] warzone
[1] feekifrenzy

Top Words
Top Words in Tweet in Entire Graph:
[44] Words in Sentiment List#1: Positive
[51] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3394] Non-categorized Words
[3489] Total Words
[119] pew
[71] internet
[53] don
[49] teens
[47] sometimes

Top Words in Tweet in G1:
[44] teens
[44] told
[44] pew
[44] researchers
[44] sometimes
[44] complete
[44] assignments
[44] don
[43] lindseyboylan
[43] relia

Top Words in Tweet in G2:
[22] pew
[18] internet
[13] research
[8] center
[7] home
[5] broadband
[4] lack
[3] million
[3] access
[3] online

Top Words in Tweet in G3:
[10] #pew
[10] research
[10] asked
[10] 000
[10] tech
[10] experts
[10] including
[10] future
[10] #tech
[10] impact

Top Words in Tweet in G4:
[8] according
[8] pew
[8] research
[8] center
[8] 49
[8] group
[8] 979
[8] technology
[8] experts
[8] believe

Top Words in Tweet in G5:
[4] disparity
[4] reported
[4] reflected
[4] significant
[4] difference
[4] internet
[4] usage
[4] 54
[4] americans
[4] disabilities

Top Words in Tweet in G6:
[2] numbers

Top Words in Tweet in G7:
[2] leap
[2] 2008
[2] report
[2] pewinternet
[2] american
[2] life
[2] project
[2] predicts
[2] 2020
[2] mobile

Top Words in Tweet in G8:
[4] pew
[3] back
[2] internet
[2] live
[2] guns
[2] goin
[2] blat
[2] tat
[2] tattt
[2] #warzone

Top Words in Tweet in G9:
[7] gonna
[6] pew
[5] stream
[4] internet
[3] next
[3] play
[3] dead
[3] space
[3] alien
[3] tomorrow

Top Words in Tweet in G10:
[2] think

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] sometimes,complete
[46] complete,assignments
[46] assignments,don
[45] teens,told
[45] told,pew
[45] pew,researchers
[45] researchers,sometimes
[43] lindseyboylan,teens
[43] don,relia
[33] pew,research

Top Word Pairs in Tweet in G1:
[44] teens,told
[44] told,pew
[44] pew,researchers
[44] researchers,sometimes
[44] sometimes,complete
[44] complete,assignments
[44] assignments,don
[43] lindseyboylan,teens
[43] don,relia

Top Word Pairs in Tweet in G2:
[12] pew,research
[8] research,center
[3] broadband,internet
[3] households,school
[3] school,age
[3] age,children
[3] children,don
[2] pew,pew
[2] social,media
[2] students,lack

Top Word Pairs in Tweet in G3:
[10] #pew,research
[10] research,asked
[10] asked,000
[10] 000,tech
[10] tech,experts
[10] experts,including
[10] including,future
[10] future,#tech
[10] #tech,impact
[10] impact,#democracy

Top Word Pairs in Tweet in G4:
[8] according,pew
[8] pew,research
[8] research,center
[8] center,49
[8] 49,group
[8] group,979
[8] 979,technology
[8] technology,experts
[8] experts,believe
[8] believe,internet

Top Word Pairs in Tweet in G5:
[4] disparity,reported
[4] reported,reflected
[4] reflected,significant
[4] significant,difference
[4] difference,internet
[4] internet,usage
[4] usage,54
[4] 54,americans
[4] americans,disabilities
[3] drjackievolk,disparity

Top Word Pairs in Tweet in G7:
[2] leap,2008
[2] 2008,report
[2] report,pewinternet
[2] pewinternet,american
[2] american,life
[2] life,project
[2] project,predicts
[2] predicts,2020
[2] 2020,mobile

Top Word Pairs in Tweet in G8:
[2] internet,back
[2] back,live
[2] live,guns
[2] guns,goin
[2] goin,pew
[2] pew,pew
[2] pew,blat
[2] blat,tat
[2] tat,tattt
[2] tattt,#warzone

Top Word Pairs in Tweet in G9:
[3] next,stream
[3] stream,gonna
[3] gonna,play
[3] play,dead
[3] dead,space
[3] space,gonna
[3] gonna,pew
[3] pew,pew
[3] pew,alien
[3] alien,tomorrow

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lindseyboylan
@drrepstein
@opennetglobal
@drjackievolk
@otakuline1
@pewinternet
@hasanzr
@callofduty
@routefifty
@bigdickdene

Top Mentioned in G1:
@lindseyboylan

Top Mentioned in G3:
@drrepstein

Top Mentioned in G4:
@opennetglobal
@fastcompany

Top Mentioned in G5:
@drjackievolk

Top Mentioned in G6:
@logicbot3000
@conceptualjames

Top Mentioned in G7:
@pewinternet
@sheilaabrennan
@dpmckenzie
@dmilowski

Top Mentioned in G8:
@callofduty
@itzsimms
@teamfeeki

Top Mentioned in G9:
@otakuline1

Top Mentioned in G10:
@bigdickdene

Top Tweeters
Top Tweeters in Entire Graph:
@owlwoman911_
@monaeltahawy
@nancyrubin
@mary_swilling
@takinyera
@yvalaresistance
@micaltaz
@grumpyyetamusin
@sfh2019
@pamelafbrockman

Top Tweeters in G1:
@monaeltahawy
@nancyrubin
@mary_swilling
@takinyera
@yvalaresistance
@grumpyyetamusin
@sfh2019
@pamelafbrockman
@catikins9
@moniquedhooghe

Top Tweeters in G2:
@chert_poberi_ru
@2vanssay
@jmc321qwe
@bad_garrett
@drefleming7
@freddiebrooks96
@98shaiful
@saavik2020
@willkelly
@gregsdouglas

Top Tweeters in G3:
@owlwoman911_
@tarrimarkel
@say3738
@smartecocity
@bluefishja
@therenewall
@villadifrid
@blackhawkrwf
@drrepstein
@don_alexander

Top Tweeters in G4:
@fastcompany
@cima_media
@jenesaispashh
@kjoanhope
@nditech
@peacetechlab
@tamaravelasquez
@velmasaric
@opennetglobal

Top Tweeters in G5:
@paulmiller1313
@drjackievolk
@susanlinot
@jpbettger

Top Tweeters in G6:
@beejereeno
@conceptualjames
@logicbot3000
@meshlabs_mv

Top Tweeters in G7:
@dpmckenzie
@sheilaabrennan
@pewinternet
@dmilowski

Top Tweeters in G8:
@callofduty
@xnungz
@itzsimms
@teamfeeki

Top Tweeters in G9:
@ae_captaincali
@otakuline1
@caleidoweido

Top Tweeters in G10:
@smokedtamarack
@maevela_dee
@bigdickdene


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