pew internet, Twitter, 3/26/2020 2:12:13 AM, 223727


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pew internet_2020-03-25_18-57-04.xlsx
pew internet_2020-03-25_18-57-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2020
Short Description:
pew internet via NodeXL https://bit.ly/3dvz5qQ
@lindseyboylan
@drrepstein
@opennetglobal
@ilhanmn
@tonyromm
@midvale1945
@meshlabs_mv
@mrsniki1998
@itzsimms
@sheilaabrennan

Top hashtags:
#pew
#tech
#democracy
#covid19
#inequality
#digitaldivide
#warzone
#telehealth

Description:
Description
The graph represents a network of 196 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, 26 March 2020 at 01:57 UTC.

The requested start date was Thursday, 26 March 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 12-day, 1-hour, 53-minute period from Thursday, 12 March 2020 at 20:18 UTC to Tuesday, 24 March 2020 at 22:12 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 : 196
Unique Edges : 182
Edges With Duplicates : 2
Total Edges : 184
Number of Edge Types : 4
MentionsInRetweet : 84
Tweet : 54
Replies to : 19
Mentions : 27
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.015625
Reciprocated Edge Ratio : 0.0307692307692308
Connected Components : 76
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 34
Maximum Edges in a Connected Component : 34
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.641593
Graph Density : 0.00340136054421769
Modularity : 0.782084
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 196 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, 26 March 2020 at 01:57 UTC.

The requested start date was Thursday, 26 March 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 12-day, 1-hour, 53-minute period from Thursday, 12 March 2020 at 20:18 UTC to Tuesday, 24 March 2020 at 22:12 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:
[7] 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.citylab.com/equity/2020/03/coronavirus-online-schools-homework-internet-access-homework/608116/
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[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
[2] https://www.washingtonpost.com/technology/2020/03/16/schools-internet-inequality-coronavirus/
[2] https://www.pewresearch.org/follow-us/
[1] https://twitter.com/citylab/status/1242574144023285761

Top URLs in Tweet in G1:
[5] 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://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.pewresearch.org/internet/2020/02/21/many-tech-experts-say-digital-disruption-will-hurt-democracy/
[1] https://time.com/5803355/schools-coronavirus-internet-access/?amp=true&__twitter_impression=true
[1] https://brndventure.com/social-media/the-top-5-reasons-you-need-social-media-marketing/
[1] https://www.pewresearch.org/internet/2019/10/09/americans-and-digital-knowledge/
[1] https://internetdo.com/internet/some-us-students-lack-home-internet-or-computer-for-homework-pew-research-center.html
[1] http://libraries.pewinternet.org/2012/04/04/the-rise-of-e-reading/
[1] 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/?utm_source=morning_brew
[1] https://twitter.com/MCGamesDotNet/status/1240593339143127040

Top URLs in Tweet in G2:
[1] https://twitter.com/citylab/status/1242574144023285761

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 G8:
[2] https://www.pewresearch.org/internet/

Top URLs in Tweet in G9:
[2] https://twitch.tv/itz_simms

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] pew
[15] tech
[15] democracy
[2] covid19
[2] inequality
[2] digitaldivide
[2] warzone
[2] telehealth
[2] broadband
[1] internetaccess



Top Hashtags in Tweet in G1:
[2] digitaldivide
[2] inequality
[1] clickbait
[1] reality
[1] covid19
[1] branding
[1] marketing
[1] success
[1] socialmedia
[1] smm

Top Hashtags in Tweet in G2:
[1] covid19

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

Top Hashtags in Tweet in G8:
[1] ncph2020
[1] s59

Top Hashtags in Tweet in G9:
[2] warzone
[1] feekifrenzy

Top Words
Top Words in Tweet in Entire Graph:
[63] Words in Sentiment List#1: Positive
[73] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[4139] Non-categorized Words
[4275] Total Words
[138] pew
[98] internet
[63] research
[46] don
[39] teens

Top Words in Tweet in G1:
[38] pew
[33] internet
[22] research
[14] center
[12] home
[9] lack
[8] computer
[7] according
[7] students
[7] homework

Top Words in Tweet in G2:
[34] teens
[34] told
[34] pew
[34] researchers
[34] sometimes
[34] complete
[34] assignments
[34] don
[33] lindseyboylan
[33] relia

Top Words in Tweet in G3:
[15] #pew
[15] research
[15] asked
[15] 000
[15] tech
[15] experts
[15] including
[15] future
[15] #tech
[15] 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:
[3] internet
[2] hltvorg
[2] forzegg
[2] complexity
[2] poizon
[2] issues

Top Words in Tweet in G6:
[6] age
[6] 18
[4] ilhanmn
[4] pew
[4] internet
[4] 29
[3] research
[3] center
[3] access
[3] 97

Top Words in Tweet in G7:
[2] numbers

Top Words in Tweet in G8:
[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 G9:
[4] pew
[3] back
[2] internet
[2] live
[2] guns
[2] goin
[2] blat
[2] tat
[2] tattt
[2] #warzone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] pew,research
[36] sometimes,complete
[36] complete,assignments
[36] assignments,don
[36] research,center
[35] teens,told
[35] told,pew
[35] pew,researchers
[35] researchers,sometimes
[33] lindseyboylan,teens

Top Word Pairs in Tweet in G1:
[20] pew,research
[14] research,center
[7] students,lack
[7] lack,home
[7] home,internet
[7] internet,computer
[7] computer,homework
[7] homework,pew
[5] according,pew
[4] households,school

Top Word Pairs in Tweet in G2:
[34] teens,told
[34] told,pew
[34] pew,researchers
[34] researchers,sometimes
[34] sometimes,complete
[34] complete,assignments
[34] assignments,don
[33] lindseyboylan,teens
[33] don,relia

Top Word Pairs in Tweet in G3:
[15] #pew,research
[15] research,asked
[15] asked,000
[15] 000,tech
[15] tech,experts
[15] experts,including
[15] including,future
[15] future,#tech
[15] #tech,impact
[15] 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:
[2] hltvorg,forzegg
[2] forzegg,complexity
[2] internet,issues

Top Word Pairs in Tweet in G6:
[6] age,18
[3] ilhanmn,pew
[3] pew,research
[3] research,center
[3] center,internet
[3] internet,access
[3] access,97
[3] 97,americans
[3] americans,age
[3] 18,98

Top Word Pairs in Tweet in G8:
[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 G9:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lindseyboylan
@drrepstein
@opennetglobal
@tonyromm
@pewinternet
@hasanzr
@callofduty
@routefifty
@cultureodignity
@hltvorg

Top Mentioned in G2:
@lindseyboylan

Top Mentioned in G3:
@drrepstein

Top Mentioned in G4:
@opennetglobal
@fastcompany

Top Mentioned in G5:
@hltvorg
@forzegg
@complexity

Top Mentioned in G6:
@jack_veritas
@ilhanmn

Top Mentioned in G7:
@logicbot3000
@conceptualjames

Top Mentioned in G8:
@pewinternet
@sheilaabrennan
@dpmckenzie
@dmilowski

Top Mentioned in G9:
@callofduty
@itzsimms
@teamfeeki

Top Mentioned in G10:
@salmoanella1
@time

Top Tweeters
Top Tweeters in Entire Graph:
@owlwoman911_
@monaeltahawy
@jchapman1729
@nancyrubin
@fowlazule
@takinyera
@time
@yvalaresistance
@grumpyyetamusin
@sfh2019

Top Tweeters in G1:
@jchapman1729
@fowlazule
@tinu
@chert_poberi_ru
@mollyhendrixx
@llodocom
@k_r_n_o
@jmc321qwe
@delaossaco
@bad_garrett

Top Tweeters in G2:
@monaeltahawy
@nancyrubin
@takinyera
@yvalaresistance
@grumpyyetamusin
@sfh2019
@pamelafbrockman
@catikins9
@moniquedhooghe
@walczaklinda9

Top Tweeters in G3:
@owlwoman911_
@evewhite5500
@tarrimarkel
@say3738
@bluefishja
@therenewall
@ct_turnip
@cvm1776
@jojo_8790
@nelly43930384

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

Top Tweeters in G5:
@hltvorg
@complexity
@pew_pewcsgo
@forzegg
@l1nkaxerz

Top Tweeters in G6:
@cindybarnettusa
@ilhanmn
@carolderyke
@jack_veritas
@tomkeyes20

Top Tweeters in G7:
@beejereeno
@conceptualjames
@logicbot3000
@meshlabs_mv

Top Tweeters in G8:
@dpmckenzie
@sheilaabrennan
@pewinternet
@dmilowski

Top Tweeters in G9:
@callofduty
@xnungz
@itzsimms
@teamfeeki

Top Tweeters in G10:
@time
@salmoanella1
@midvale1945
@izzy_in_ottawa