pew internet, Twitter, 6/4/2020 6:59:07 AM, 228753


FAQ | Problem?

pew internet_2020-06-03_19-20-51.xlsx
pew internet_2020-06-03_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2020
Short Description:
pew internet via NodeXL https://bit.ly/2A0NagT
@pewtrusts
@pewstates
@juangallegoma
@strawberrygllos
@pew_andy
@prolmedo
@drrepstein
@neocrossing
@_lizzyhamilton
@bbpitt412

Top hashtags:
#coronavirus
#pew
#tech
#democracy
#broadband
#guadagnoonline
#dcblackout

Description:
Description
The graph represents a network of 272 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 June 2020 at 02:20 UTC.

The requested start date was Thursday, 04 June 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, 23-hour, 58-minute period from Thursday, 21 May 2020 at 00:06 UTC to Wednesday, 03 June 2020 at 00:04 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 : 272
Unique Edges : 102
Edges With Duplicates : 344
Total Edges : 446
Number of Edge Types : 5
Tweet : 47
Retweet : 164
MentionsInRetweet : 179
Replies to : 19
Mentions : 37
Self-Loops : 47
Reciprocated Vertex Pair Ratio : 0.00884955752212389
Reciprocated Edge Ratio : 0.0175438596491228
Connected Components : 62
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 111
Maximum Edges in a Connected Component : 231
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.009281
Graph Density : 0.00309311916648578
Modularity : 0.486443
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 272 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 June 2020 at 02:20 UTC.

The requested start date was Thursday, 04 June 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, 23-hour, 58-minute period from Thursday, 21 May 2020 at 00:06 UTC to Wednesday, 03 June 2020 at 00:04 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:
[5] https://www.pewresearch.org/internet/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____photo_&utm_term=___
[3] http://www.pewinternet.org/fact-sheet/social-media/
[2] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____stattile_&utm_term=___
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[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
[1] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[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://www.pewresearch.org/fact-tank/2020/05/29/roughly-six-in-ten-online-daters-in-the-u-s-are-concerned-about-data-collection/

Top URLs in Tweet in G1:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____photo_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____stattile_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/05/key-elements-of-state-broadband-programs?utm_campaign=governing_brd_infrastructure_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_statessuccess____map_&utm_term=___

Top URLs in Tweet in G2:
[3] http://www.pewinternet.org/fact-sheet/social-media/
[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/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[1] https://www.pewresearch.org/internet/2016/09/09/libraries-2016-acknowledgments/
[1] https://twitter.com/ShooguhLipz/status/1264010848567164928
[1] https://www.thealabamabaptist.org/churchgoers-say-faith-has-prospered-as-services-go-online-during-crisis/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.pewresearch.org/internet/2016/09/01/book-reading-2016/
[1] https://www.gazeteduvar.com.tr/yazarlar/2020/05/26/dijital-siddeti-tanimak-ve-cozumlemek/
[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/

Top URLs in Tweet in G3:
[1] https://twitter.com/colincrowell/status/1265761416058998787

Top URLs in Tweet in G5:
[1] https://www.pewresearch.org/internet/wp-content/uploads/sites/9/2018/07/PI_2018.07.11_social-activism_FINAL.pdf

Top URLs in Tweet in G6:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_states&utm_medium=social&utm_content=podcast_general____stattile_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/15/the-broadband-gap-whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____photo_&utm_term=___

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/#which-social-media-platforms-are-most-popular

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/internet/2020/02/21/concerns-about-democracy-in-the-digital-age/

Top URLs in Tweet in G10:
[5] https://www.pewresearch.org/internet/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[111] coronavirus
[6] pew
[6] tech
[6] democracy
[3] broadband
[2] guadagnoonline
[2] dcblackout
[2] covid19
[2] eme4390m2020
[2] usfdigitalidentity



Top Hashtags in Tweet in G1:
[104] coronavirus
[2] broadband
[1] covid19

Top Hashtags in Tweet in G2:
[2] usfdigitalidentity
[2] eme4390m2020
[2] guadagnoonline
[1] business
[1] smallbusinessrelief
[1] covid19
[1] fact
[1] internet
[1] us
[1] america

Top Hashtags in Tweet in G6:
[6] coronavirus
[1] broadband

Top Hashtags in Tweet in G8:
[6] pew
[6] tech
[6] democracy
[1] ai
[1] surveillance
[1] china
[1] beafraid

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[111] internet
[106] pewtrusts
[105] online
[104] classes
[104] teleworking
[104] streaming
[104] services
[104] made
[104] essential
[104] during

Top Words in Tweet in G2:
[37] pew
[27] internet
[17] research
[11] center
[9] online
[8] social
[7] more
[7] twitter
[6] media
[6] people

Top Words in Tweet in G3:
[23] access
[23] internet
[22] folks
[22] underestimate
[22] important
[22] 35
[22] lower
[22] income
[22] households
[22] school

Top Words in Tweet in G4:
[2] pew_andy
[2] internet
[2] tem

Top Words in Tweet in G5:
[3] ideagov
[3] rvawonk
[3] chiefcovfefe
[3] sirbedivier
[3] slickrockweb
[3] asharangappa_
[3] frame
[3] reference
[3] find
[3] pew

Top Words in Tweet in G6:
[8] internet
[6] online
[6] classes
[6] teleworking
[6] streaming
[6] services
[6] made
[6] essential
[6] during
[6] #coronavirus

Top Words in Tweet in G7:
[4] despite
[4] talk
[4] website
[4] number
[4] people
[4] over
[4] world
[4] follow
[4] realdonaldtrump
[4] pew

Top Words in Tweet in G8:
[6] #pew
[6] research
[6] asked
[6] 000
[6] tech
[6] experts
[6] including
[6] future
[6] #tech
[6] impact

Top Words in Tweet in G9:
[2] pew

Top Words in Tweet in G10:
[5] link
[5] pew
[5] research
[5] article
[5] blacklivesmatter
[5] hashtag
[4] neocrossing

Top Word Pairs
Top Word Pairs in Tweet in G2:
[104] pew,research
[104] research,center
[104] social,media
[104] pew,pew
[104] internet,social
[104] according,pew
[104] pew,internet
[104] internet,american
[104] american,life
[104] life,project

Top Word Pairs in Tweet in G3:
[17] folks,underestimate
[10] underestimate,important
[6] important,access
[5] access,internet
[3] internet,35
[3] 35,lower
[3] lower,income
[3] income,households
[3] households,school
[3] school,age

Top Word Pairs in Tweet in G4:

Top Word Pairs in Tweet in G5:
[] ideagov,rvawonk
[] rvawonk,chiefcovfefe
[] chiefcovfefe,sirbedivier
[] sirbedivier,slickrockweb
[] slickrockweb,asharangappa_
[] asharangappa_,frame
[] frame,reference
[] reference,find
[] find,pew
[] pew,pretty

Top Word Pairs in Tweet in G6:
[3] online,classes
[3] classes,teleworking
[3] teleworking,streaming
[3] streaming,services
[3] services,made
[3] made,internet
[3] internet,essential
[3] essential,during
[3] during,#coronavirus
[3] #coronavirus,pandemic

Top Word Pairs in Tweet in G7:
[6] despite,talk
[6] talk,website
[6] website,number
[6] number,people
[6] people,over
[6] over,world
[6] world,follow
[6] follow,realdonaldtrump
[6] realdonaldtrump,pew
[6] stevenportnoy,despite

Top Word Pairs in Tweet in G8:
[4] #pew,research
[4] research,asked
[4] asked,000
[4] 000,tech
[4] tech,experts
[4] experts,including
[4] including,future
[4] future,#tech
[4] #tech,impact
[3] impact,#democracy

Top Word Pairs in Tweet in G9:

Top Word Pairs in Tweet in G10:
[] link,pew
[] pew,research
[] research,article
[] article,blacklivesmatter
[] blacklivesmatter,hashtag
[] neocrossing,link

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewtrusts
@juangallegoma
@pewstates
@drrepstein
@neocrossing
@km_dewit
@realdonaldtrump
@_lizzyhamilton
@rvawonk
@chiefcovfefe

Top Mentioned in G1:
@pewtrusts
@km_dewit

Top Mentioned in G3:
@juangallegoma
@edmarkey

Top Mentioned in G4:
@leandroruschel
@apple
@dell
@beayhell
@gihmascarenhas_
@carloshenrlque
@cb97falls
@pew_andy
@jairbolsonaro

Top Mentioned in G5:
@rvawonk
@chiefcovfefe
@sirbedivier
@slickrockweb
@asharangappa_
@file411
@ideagov

Top Mentioned in G6:
@pewstates
@km_dewit
@pewtrusts

Top Mentioned in G7:
@realdonaldtrump
@stevenportnoy
@twitter

Top Mentioned in G8:
@drrepstein

Top Mentioned in G9:
@1_bob_loblaw_1
@kingkroolg
@cozmo23

Top Mentioned in G10:
@neocrossing

Top Tweeters
Top Tweeters in Entire Graph:
@rjber15
@brontyman
@lizditz
@jjj5819
@asmith702
@jodotcom
@wetfeathers
@destinyuhva
@shyduroff
@sds_sunlight

Top Tweeters in G1:
@rjber15
@brontyman
@lizditz
@jjj5819
@jodotcom
@wetfeathers
@destinyuhva
@shyduroff
@debbie_dease
@annie5133

Top Tweeters in G2:
@moehlert
@delaossaco
@9wireless
@sinsweetyescort
@thedailynumbers
@gjovanazb
@ibdiit
@shorty56167141
@redact_group
@kag_patriots

Top Tweeters in G3:
@sds_sunlight
@chaplinscourage
@1dussy
@jlux6b
@melonpuerto
@frohman
@philiptkingston
@lizmcguire
@pawlbologna
@mslizag

Top Tweeters in G4:
@dell
@prolmedo
@jairbolsonaro
@beayhell
@pew_andy
@leandroruschel
@nygarei
@carloshenrlque
@cb97falls
@strawberrygllos

Top Tweeters in G5:
@asmith702
@chiefcovfefe
@ideagov
@rvawonk
@file411
@sirbedivier
@asharangappa_
@slickrockweb

Top Tweeters in G6:
@jennykim
@hlthiskrieger
@grracy
@pewstates
@wvspindoc
@km_dewit
@sondrajms

Top Tweeters in G7:
@lilmamaqspice
@realdonaldtrump
@217mz
@richardescobedo
@stevenportnoy
@twitter

Top Tweeters in G8:
@blanchebullshit
@djtsavesamerica
@buybuydandavis
@drrepstein
@davidzuern
@hfan420

Top Tweeters in G9:
@cozmo23
@kingkroolg
@l_azazei_l
@1_bob_loblaw_1
@bbpitt412

Top Tweeters in G10:
@babybearisms
@ninnisms
@neocrossing
@crystalmygs
@winterkoyas