pew internet, Twitter, 7/9/2020 5:26:22 AM, 230396


FAQ | Problem?

pew internet_2020-07-08_19-20-51.xlsx
pew internet_2020-07-08_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 09, 2020
Short Description:
pew internet via NodeXL https://bit.ly/2BHTmeR
@adeel_shahzad7
@__chinaaaa
@planetdgtl
@bodicea805
@doc_nipps_3oh3
@tsamitier
@ojnog
@pewstates
@pewresearch
@edwardy_pew

Top hashtags:
#coronavirus
#internet
#onlinemarketing
#broadband
#innovation
#socialmediaday

Description:
Description
The graph represents a network of 156 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, 09 July 2020 at 02:20 UTC.

The requested start date was Thursday, 09 July 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 11-day, 14-hour, 26-minute period from Thursday, 25 June 2020 at 07:21 UTC to Monday, 06 July 2020 at 21:48 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 : 156
Unique Edges : 89
Edges With Duplicates : 115
Total Edges : 204
Number of Edge Types : 5
Retweet : 51
MentionsInRetweet : 57
Tweet : 53
Replies to : 17
Mentions : 26
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.0208333333333333
Reciprocated Edge Ratio : 0.0408163265306122
Connected Components : 66
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 18
Maximum Edges in a Connected Component : 34
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.413712
Graph Density : 0.00405293631100083
Modularity : 0.563713
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 156 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, 09 July 2020 at 02:20 UTC.

The requested start date was Thursday, 09 July 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 11-day, 14-hour, 26-minute period from Thursday, 25 June 2020 at 07:21 UTC to Monday, 06 July 2020 at 21:48 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/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/
[3] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[2] http://trends.e-strategyblog.com/2018/10/26/internet-social-smartphone-adoption-37-countries/30035?utm_source=dynamic&utm_medium=Social%20Media&utm_campaign=e-Strategy%20Trends&utm_content=Internet%2C%20Social%20%26%20Smartphone%20Adoption%20In%2037%20Countries%20%5BTABLE%5D
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[1] https://www.pewresearch.org/internet/2017/05/17/tech-adoption-climbs-among-older-adults/
[1] https://www.pewresearch.org/internet/2020/06/30/power-dynamics-play-a-key-role-in-problems-and-innovation/
[1] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[1] https://www.marketplace.org/shows/marketplace-tech/internet-is-everything-access-availability-cost-policy/
[1] https://sites.tufts.edu/digitalplanet/how-digital-disparities-across-the-us-disproportionately-hurt-black-and-latinx-communities/

Top URLs in Tweet in G1:
[6] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/
[2] http://trends.e-strategyblog.com/2018/10/26/internet-social-smartphone-adoption-37-countries/30035?utm_source=dynamic&utm_medium=Social%20Media&utm_campaign=e-Strategy%20Trends&utm_content=Internet%2C%20Social%20%26%20Smartphone%20Adoption%20In%2037%20Countries%20%5BTABLE%5D
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[1] https://www.twitch.tv/suicide_squid?sr=a
[1] https://marnafriedman.com/a-surprising-shift-to-the-burbs-may-be-on-the-rise/?utm_campaign=a-surprising-shift-to-the-burbs-may-be-on-the-rise&utm_medium=social_link&utm_source=missinglettr-twitter
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.pewresearch.org/internet/2019/03/07/use-of-smartphones-and-social-media-is-common-across-most-emerging-economies/?utm_source=dlvr.it&utm_medium=twitter
[1] https://streamlabs.com/optionalnickel41/p/home/
[1] https://www.pewresearch.org/internet/2008/09/16/teens-video-games-and-civics/
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/?fbclid=IwAR0Nzn0MmPb_pUWRa6lfV1Y1WW06zoa1ncH0XByk2sI4xTMjOr_nazTmAqk

Top URLs in Tweet in G5:
[1] https://www.marketplace.org/shows/marketplace-tech/internet-is-everything-access-availability-cost-policy/
[1] https://sites.tufts.edu/digitalplanet/how-digital-disparities-across-the-us-disproportionately-hurt-black-and-latinx-communities/

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/

Top URLs in Tweet in G7:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[1] https://districtadministration.com/schools-expand-high-speed-broadband-internet-equity-online-remote-distance-learning/?utm_campaign=governing_brd___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=3rdparty_general____linkcard_&utm_term=___quote

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/internet/2017/05/17/tech-adoption-climbs-among-older-adults/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4] coronavirus
[3] internet
[2] onlinemarketing
[2] broadband
[2] innovation
[2] socialmediaday
[1] guadagnoonline
[1] telecom
[1] pandemic
[1] digital



Top Hashtags in Tweet in G1:
[2] internet
[2] socialmediaday
[2] onlinemarketing
[1] supportsmallstreamers
[1] streamers
[1] streamer_rts
[1] twitch
[1] twitchstreamer
[1] gamergirl
[1] gamergirls

Top Hashtags in Tweet in G2:
[1] socialmediaforbuildingpak

Top Hashtags in Tweet in G5:
[1] digital

Top Hashtags in Tweet in G6:
[1] digitaltransformation
[1] innovation

Top Hashtags in Tweet in G7:
[3] coronavirus
[1] broadband

Top Words
Top Words in Tweet in Entire Graph:
[119] pew
[100] internet
[80] research
[46] center
[28] adults
[26] according
[18] company
[18] 62
[18] united
[18] states

Top Words in Tweet in G1:
[55] pew
[31] internet
[21] research
[18] center
[10] more
[9] digital
[8] social
[7] innovation
[7] 2030
[7] online

Top Words in Tweet in G2:
[36] research
[18] according
[18] pew
[18] center
[18] internet
[18] company
[18] 62
[18] adults
[18] united
[18] states

Top Words in Tweet in G3:
[11] internet
[11] pew
[10] __chinaaaa

Top Words in Tweet in G4:
[6] pew
[2] internet
[2] morons
[2] thanks
[2] join
[2] pheeeebers
[2] fun
[2] hikarurose
[2] piqtale
[2] imanmeat

Top Words in Tweet in G5:
[7] access
[7] people
[6] 10
[6] adults
[6] don
[6] internet
[6] black
[6] hispanics
[6] more
[6] white

Top Words in Tweet in G6:
[2] pew
[2] pewresearch
[2] lower

Top Words in Tweet in G7:
[6] pandemic
[6] access
[3] throughout
[3] educators
[3] played
[3] important
[3] role
[3] highlighting
[3] challenge
[3] broadband

Top Words in Tweet in G10:
[3] news

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] pew,research
[45] research,center
[22] according,pew
[21] pew,pew
[18] center,internet
[18] internet,research
[18] research,company
[18] company,62
[18] 62,adults
[18] adults,united

Top Word Pairs in Tweet in G1:
[20] pew,research
[17] research,center
[14] pew,pew
[6] experts,predict
[6] predict,more
[6] more,digital
[6] digital,innovation
[6] innovation,2030
[6] 2030,aimed
[6] aimed,enhancing

Top Word Pairs in Tweet in G2:
[18] according,pew
[18] pew,research
[18] research,center
[18] center,internet
[18] internet,research
[18] research,company
[18] company,62
[18] 62,adults
[18] adults,united
[18] united,states

Top Word Pairs in Tweet in G3:
[11] internet,pew
[10] __chinaaaa,internet

Top Word Pairs in Tweet in G4:
[4] pew,pew
[2] pew,internet
[2] internet,morons
[2] morons,thanks
[2] thanks,join
[2] join,pheeeebers
[2] pheeeebers,fun
[2] fun,hikarurose
[2] hikarurose,piqtale
[2] piqtale,imanmeat

Top Word Pairs in Tweet in G5:
[6] 10,adults
[6] adults,don
[6] don,access
[6] access,internet
[6] internet,black
[6] black,people
[6] people,hispanics
[6] hispanics,more
[6] more,white
[5] planetdgtl,10

Top Word Pairs in Tweet in G7:
[3] throughout,pandemic
[3] pandemic,educators
[3] educators,played
[3] played,important
[3] important,role
[3] role,highlighting
[3] highlighting,challenge
[3] challenge,broadband
[3] broadband,access
[3] #coronavirus,pandemic

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@adeel_shahzad7
@__chinaaaa
@planetdgtl
@pewstates
@km_dewit
@igfusa
@pewresearch
@pheeeebers
@hikarurose
@piqtale

Top Mentioned in G2:
@adeel_shahzad7
@team4pakistan

Top Mentioned in G3:
@__chinaaaa

Top Mentioned in G4:
@pheeeebers
@hikarurose
@piqtale
@imanmeat
@tsamitier
@uh_me
@uh_meerski

Top Mentioned in G5:
@planetdgtl
@marketplace

Top Mentioned in G6:
@pewresearch
@melindagates
@billgates

Top Mentioned in G7:
@km_dewit
@pewstates
@zalaznick

Top Mentioned in G8:
@hessoniterae
@bellzbabbyy
@jaden

Top Mentioned in G9:
@rachelwardbooks
@texhewson

Top Mentioned in G10:
@tuckercarlson
@foxnews

Top Tweeters
Top Tweeters in Entire Graph:
@telkomsel
@cybersec_feeds
@foxnews
@muckzuckerburg
@maybach_mousey
@jennykim
@dmvsredbonerebl
@mollyjongfast
@__chinaaaa
@2vanssay

Top Tweeters in G1:
@muckzuckerburg
@tai5na
@lollipaola
@thedailynumbers
@ibdiit
@bauerjournalism
@internet_guy_28
@bonaroof
@africadisruptiv
@crcmtunisia

Top Tweeters in G2:
@alien_pak
@hrbutt_007
@haroon_sardar_
@libra__ian
@khalidjoya7
@amna_khan_92
@ranairfanpk
@adeel_shahzad7
@farinusman
@peace_4_change

Top Tweeters in G3:
@maybach_mousey
@dmvsredbonerebl
@__chinaaaa
@_tymeshaaa
@bajanflavaaa
@bak34fast
@_bribihhhh
@_shesallthat
@something_chin
@imperfecktiondj

Top Tweeters in G4:
@hikarurose
@tsamitier
@doc_nipps_3oh3
@pheeeebers
@piqtale
@uh_meerski
@imanmeat
@uh_me

Top Tweeters in G5:
@marketplace
@fletcherschool
@ibgc_fletcher
@planetdgtl
@je_suis_ravi
@uzairistan
@rthiruambalam

Top Tweeters in G6:
@pewresearch
@gatesfoundation
@alaninnovation
@melindagates
@billgates
@bodicea805

Top Tweeters in G7:
@jennykim
@pewstates
@da_magazine
@zalaznick
@km_dewit

Top Tweeters in G8:
@bellzbabbyy
@drbicentennial
@hessoniterae
@ojnog
@jaden

Top Tweeters in G9:
@flashmaggie
@texhewson
@rachelwardbooks
@jeanette_leardi

Top Tweeters in G10:
@foxnews
@aubrey_huff
@tuckercarlson
@sirvontease