pew internet, Twitter, 3/4/2021 3:35:14 AM, 250054


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pew internet_2021-03-03_19-25-04.xlsx
pew internet_2021-03-03_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 04, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3qgkowQ
@arrianna_planey
@grove
@alansinouye
@pewresearch
@pewstates
@live_free_vote
@an_catherine
@aallyahpatrice
@libertarianinja
@chris_bail

Top hashtags:
#swfutures
#mnleg
#innovation
#research
#tech
#covid
#business

Description:
Description
The graph represents a network of 128 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, 04 March 2021 at 03:25 UTC.

The requested start date was Thursday, 04 March 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, 8-hour, 34-minute period from Thursday, 18 February 2021 at 15:29 UTC to Thursday, 04 March 2021 at 00:03 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 : 128
Unique Edges : 81
Edges With Duplicates : 86
Total Edges : 167
Number of Edge Types : 5
Retweet : 42
MentionsInRetweet : 42
Tweet : 37
Replies to : 15
Mentions : 31
Self-Loops : 38
Reciprocated Vertex Pair Ratio : 0.0352941176470588
Reciprocated Edge Ratio : 0.0681818181818182
Connected Components : 51
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 15
Maximum Edges in a Connected Component : 29
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 1.56168
Graph Density : 0.00541338582677165
Modularity : 0.582631
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 128 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, 04 March 2021 at 03:25 UTC.

The requested start date was Thursday, 04 March 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, 8-hour, 34-minute period from Thursday, 18 February 2021 at 15:29 UTC to Thursday, 04 March 2021 at 00:03 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:
[10] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/
[2] https://www.twitch.tv/citizensn1pz
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/03/its-patchwork-rural-teachers-struggle-to-connect-in-pandemic
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/03/its-patchwork-rural-teachers-struggle-to-connect-in-pandemic?utm_campaign=communities_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___datapoint
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/02/what-policymakers-can-learn-from-the-minnesota-model-of-broadband-expansion
[1] https://twitter.com/Ariana_Tobin/status/1366404271038685186
[1] https://twitter.com/wifi_internet/status/1366210824197599239
[1] https://www.linkedin.com/slink?code=eNMdr_B
[1] https://www.linkedin.com/slink?code=eazXq5j

Top URLs in Tweet in G1:
[3] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[1] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/?utm_source=dlvr.it&utm_medium=twitter
[1] https://vimislikart.itch.io/ohterry
[1] https://www.pewresearch.org/internet/2021/02/18/2-worries-about-life-in-2025/
[1] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/?utm_source=Pew+Research+Center&utm_campaign=7e5d769390-EMAIL_CAMPAIGN_2021_02_18_09_30&utm_medium=email&utm_term=0_3e953b9b70-7e5d769390-400658505
[1] https://www.twitch.tv/jjlintag
[1] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[1] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/
[1] https://www.twitch.tv/og_gamer

Top URLs in Tweet in G2:
[1] https://twitter.com/Ariana_Tobin/status/1366404271038685186

Top URLs in Tweet in G3:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/02/what-policymakers-can-learn-from-the-minnesota-model-of-broadband-expansion
[1] 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

Top URLs in Tweet in G4:
[4] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/

Top URLs in Tweet in G6:
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/03/its-patchwork-rural-teachers-struggle-to-connect-in-pandemic
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/03/its-patchwork-rural-teachers-struggle-to-connect-in-pandemic?utm_campaign=communities_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___datapoint
[1] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2019/state-broadband-policy-explorer
[1] https://www.axios.com/pandemic-internet-access-49e88227-de21-411e-b5cc-d7be631d7d7c.html
[1] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/02/how-states-are-expanding-broadband-access
[1] https://twitter.com/PostOpinions/status/1362923345730277379

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/?utm_source=Pew+Research+Center&utm_campaign=7e5d769390-EMAIL_CAMPAIGN_2021_02_18_09_30&utm_medium=email&utm_term=0_3e953b9b70-7e5d769390-400856725

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1] swfutures
[1] mnleg
[1] innovation
[1] research
[1] tech
[1] covid
[1] business
[1] education
[1] health
[1] economic



Top Hashtags in Tweet in G1:
[1] innovation
[1] swfutures

Top Hashtags in Tweet in G3:
[1] mnleg

Top Hashtags in Tweet in G4:
[1] research
[1] tech
[1] covid
[1] business
[1] education
[1] health
[1] economic
[1] inequality
[1] internet
[1] socialmedia

Top Words
Top Words in Tweet in Entire Graph:
[75] pew
[73] internet
[34] research
[30] access
[28] more
[25] center
[21] adults
[21] use
[20] experts
[18] vaccine

Top Words in Tweet in G1:
[29] pew
[20] internet
[17] research
[15] center
[10] more
[7] experts
[6] normal
[6] 2025
[5] far
[5] tech

Top Words in Tweet in G2:
[15] compounding
[15] inequities
[15] access
[15] vaccine
[15] 10
[15] adults
[15] don
[15] use
[15] internet
[15] according

Top Words in Tweet in G3:
[9] internet
[9] access
[8] seem
[8] obvious
[8] growing
[8] economy
[8] directly
[8] dependent
[8] mn
[8] pushing

Top Words in Tweet in G4:
[9] more
[8] 2025
[6] pew
[6] research
[6] technology
[6] experts
[5] center
[5] normal
[5] far
[5] tech

Top Words in Tweet in G5:
[2] denverdougscott
[2] michaelnp1701
[2] presidentofdcbp
[2] jasonreeve81
[2] pew_pew_cachoo
[2] giffordscourage
[2] igorvolsky
[2] internet
[2] neo

Top Words in Tweet in G6:
[7] students
[6] internet
[5] estimated
[5] 15
[5] million
[5] elementary
[5] secondary
[5] lack
[5] adequate
[5] state

Top Words in Tweet in G7:
[7] people
[7] views
[6] common
[6] reason
[6] harassed
[6] online
[6] pew
[6] study
[6] political
[5] chris_bail

Top Words in Tweet in G9:
[6] percent
[6] adults
[4] black
[2] biden
[2] people
[2] hispanics
[2] don
[2] know
[2] use
[2] internet

Top Words in Tweet in G10:
[2] over
[2] pew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] pew,research
[23] research,center
[18] use,internet
[15] compounding,inequities
[15] inequities,access
[15] access,vaccine
[15] vaccine,10
[15] 10,adults
[15] adults,don
[15] don,use

Top Word Pairs in Tweet in G1:
[15] pew,research
[13] research,center
[6] pew,internet
[5] 2025,far
[5] far,more
[5] more,tech
[5] tech,driven
[5] driven,presenting
[5] presenting,more
[5] more,big

Top Word Pairs in Tweet in G2:
[15] compounding,inequities
[15] inequities,access
[15] access,vaccine
[15] vaccine,10
[15] 10,adults
[15] adults,don
[15] don,use
[15] use,internet
[15] internet,according
[14] arrianna_planey,compounding

Top Word Pairs in Tweet in G3:
[9] internet,access
[8] seem,obvious
[8] obvious,growing
[8] growing,economy
[8] economy,directly
[8] directly,dependent
[8] dependent,internet
[8] access,mn
[8] mn,pushing
[8] pushing,50m

Top Word Pairs in Tweet in G4:
[6] pew,research
[5] research,center
[5] technology,experts
[5] normal,2025
[5] 2025,far
[5] far,more
[5] more,tech
[5] tech,driven
[4] center,internet
[4] internet,technology

Top Word Pairs in Tweet in G5:
[2] jasonreeve81,pew_pew_cachoo
[2] pew_pew_cachoo,giffordscourage
[2] giffordscourage,igorvolsky

Top Word Pairs in Tweet in G6:
[5] estimated,15
[5] 15,million
[5] million,elementary
[5] elementary,secondary
[5] secondary,students
[5] lack,adequate
[5] adequate,internet
[4] internet,devices
[4] devices,home
[3] students,lack

Top Word Pairs in Tweet in G7:
[6] common,reason
[6] reason,people
[6] people,harassed
[6] harassed,online
[6] online,pew
[6] pew,study
[6] study,political
[6] political,views
[5] chris_bail,common

Top Word Pairs in Tweet in G9:
[2] black,people
[2] people,hispanics
[2] hispanics,don
[2] don,know
[2] know,use
[2] use,internet
[2] internet,figure
[2] figure,vaccine
[2] vaccine,pew
[2] pew,survey

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@arrianna_planey
@grove
@chris_bail
@pewstates
@pewresearch
@alansinouye
@aallyahpatrice
@pewtrusts
@michaelnp1701
@presidentofdcbp

Top Mentioned in G1:
@vimislikart

Top Mentioned in G2:
@arrianna_planey

Top Mentioned in G3:
@grove
@pewtrusts
@blandinfound

Top Mentioned in G4:
@pewresearch
@alansinouye
@librarypolicy
@pewinternet

Top Mentioned in G5:
@michaelnp1701
@presidentofdcbp
@jasonreeve81
@pew_pew_cachoo
@giffordscourage
@igorvolsky
@noone86595893
@libertarianinja
@live_free_vote

Top Mentioned in G6:
@pewstates
@aallyahpatrice
@noellestraub
@an_catherine
@khart
@margarethmcgill

Top Mentioned in G7:
@chris_bail

Top Mentioned in G8:
@rainbow6game

Top Mentioned in G10:
@att

Top Tweeters
Top Tweeters in Entire Graph:
@jchapman1729
@connielnash
@cbsnews
@purpleloststar
@drivenbytatiana
@scnana3
@uberfactsebooks
@ppmerino
@att
@victor_asal

Top Tweeters in G1:
@jchapman1729
@uberfactsebooks
@madinuk
@majaderix
@veritasprimetk
@lauranissen
@crosslinkerai
@alfrehn
@orlaythierry1
@tojo2000

Top Tweeters in G2:
@drivenbytatiana
@faineg
@arrianna_planey
@drzackaryberger
@beruangsinar
@the_etheropian
@ashihipar
@shell_ki
@profyolonda
@jorge_pacheco

Top Tweeters in G3:
@connielnash
@pewtrusts
@indivisiblemnlo
@clyouakim
@angeladavismpr
@mndeed
@robfargo
@grove
@blandinfound
@paulajbeugen

Top Tweeters in G4:
@pewresearch
@gowespire
@pewinternet
@realsusanbeaver
@librarypolicy
@goskribe
@elwags
@mlaoffice
@alansinouye
@sueurahn

Top Tweeters in G5:
@igorvolsky
@michaelnp1701
@libertarianinja
@denverdougscott
@giffordscourage
@noone86595893
@jasonreeve81
@presidentofdcbp
@pew_pew_cachoo
@live_free_vote

Top Tweeters in G6:
@pewstates
@aallyahpatrice
@nanjlamb
@sleiseca
@michaeljauquet
@an_catherine
@khart
@margarethmcgill
@noellestraub

Top Tweeters in G7:
@kengelbrecht_
@chris_bail
@william__brady
@bahartanyas
@maaslawtech
@stephanedorin

Top Tweeters in G8:
@rainbow6game
@siegetales
@god_pew

Top Tweeters in G9:
@cbsnews
@tomilahren
@dmayn93493

Top Tweeters in G10:
@att
@grandecom
@sunglassesface