pew internet, Twitter, 6/11/2020 4:42:04 AM, 229085


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pew internet_2020-06-10_19-20-51.xlsx
pew internet_2020-06-10_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2020
Short Description:
pew internet via NodeXL https://bit.ly/2BWOCBJ
@juangallegoma
@pewstates
@pewtrusts
@joenutt_author
@dubois_p
@cefrio
@bbpitt412
@neocrossing
@stevenportnoy
@file411

Top hashtags:
#coronavirus
#guadagnoonline
#onlinemarketing
#dcblackout
#blacklivesmatter
#seniorcare

Description:
Description
The graph represents a network of 168 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, 11 June 2020 at 02:20 UTC.

The requested start date was Thursday, 11 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, 21-hour, 2-minute period from Thursday, 28 May 2020 at 00:45 UTC to Tuesday, 09 June 2020 at 21:47 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 : 168
Unique Edges : 106
Edges With Duplicates : 124
Total Edges : 230
Number of Edge Types : 5
Retweet : 58
MentionsInRetweet : 83
Replies to : 25
Tweet : 33
Mentions : 31
Self-Loops : 34
Reciprocated Vertex Pair Ratio : 0.0147058823529412
Reciprocated Edge Ratio : 0.0289855072463768
Connected Components : 57
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 43
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.498208
Graph Density : 0.00491873396065013
Modularity : 0.62698
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 168 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, 11 June 2020 at 02:20 UTC.

The requested start date was Thursday, 11 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, 21-hour, 2-minute period from Thursday, 28 May 2020 at 00:45 UTC to Tuesday, 09 June 2020 at 21:47 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/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/
[2] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[2] https://www.pewresearch.org/fact-tank/2020/05/29/roughly-six-in-ten-online-daters-in-the-u-s-are-concerned-about-data-collection/
[2] https://www.sinsweety.co.uk/allescorts
[1] https://www.pewresearch.org/internet/2018/04/09/bots-in-the-twittersphere/
[1] https://www.people-press.org/2012/11/07/a-comparison-of-results-from-surveys-by-the-pew-research-center-and-google-consumer-surveys/
[1] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/?utm_medium=social&utm_source=twitter
[1] https://www.pewresearch.org/internet/2015/08/06/chapter-3-video-games-are-key-elements-in-friendships-for-many-boys/

Top URLs in Tweet in G1:
[1] https://twitter.com/colincrowell/status/1265761416058998787

Top URLs in Tweet in G2:
[2] https://www.pewresearch.org/fact-tank/2020/05/29/roughly-six-in-ten-online-daters-in-the-u-s-are-concerned-about-data-collection/
[2] https://www.sinsweety.co.uk/allescorts
[2] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[1] 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://www.pewresearch.org/internet/fact-sheet/mobile/
[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/2020/03/16/as-schools-close-due-to-the-coronavirus-some-u-s-students-face-a-digital-homework-gap/
[1] https://workforce-matters.org/06-17-20-webinar-digital-inclusion-101-who-has-internet-access-why-and-what-can-funders-do-about-it/
[1] https://www.pewresearch.org/internet/2017/01/26/americans-and-cybersecurity/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[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=___
[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=___
[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=___

Top URLs in Tweet in G4:
[1] https://plus.lapresse.ca/screens/44cbb4c0-06ae-4272-9c48-64add2fe4351__7C___0.html

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

Top URLs in Tweet in G9:
[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:
[7] coronavirus
[2] guadagnoonline
[2] onlinemarketing
[2] dcblackout
[1] blacklivesmatter
[1] seniorcare
[1] kids
[1] québec
[1] polqc
[1] assnat



Top Hashtags in Tweet in G2:
[2] guadagnoonline
[2] onlinemarketing
[1] internet
[1] us
[1] america
[1] coronavirus
[1] spacex
[1] launchamerica
[1] spacelaunchlive
[1] riots2020

Top Hashtags in Tweet in G3:
[6] coronavirus
[1] broadband

Top Hashtags in Tweet in G4:
[1] québec
[1] polqc
[1] assnat

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:
[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 G2:
[34] pew
[25] internet
[13] research
[11] online
[7] center
[5] social
[5] data
[5] chan
[4] access
[4] center's

Top Words in Tweet in G3:
[13] internet
[6] online
[6] classes
[6] teleworking
[6] streaming
[6] services
[6] made
[6] essential
[6] during
[6] #coronavirus

Top Words in Tweet in G4:
[14] perte
[7] entièrement
[7] d'accord
[7] pew
[7] research
[7] québécois
[7] fera
[7] mal
[7] disparition
[7] cefrio

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:
[2] teenage

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:
[2] pew

Top Words in Tweet in G9:
[5] hereâ
[5] link
[5] pew
[5] research
[5] article
[5] blacklivesmatter
[5] hashtag
[4] neocrossing

Top Words in Tweet in G10:
[3] patriotssoapbox
[3] leo
[3] zagami
[3] many
[3] guest
[3] appearances
[3] internet
[3] born
[3] again
[3] christian

Top Word Pairs
Top Word Pairs in Tweet in G2:
[22] pew,research
[22] pew,pew
[22] research,center
[22] research,center's
[22] center's,internet
[22] internet,american
[22] american,life
[22] life,project
[22] data,pew
[22] pew,internet

Top Word Pairs in Tweet in G3:
[13] online,classes
[8] classes,teleworking
[7] teleworking,streaming
[4] streaming,services
[4] services,made
[4] made,internet
[4] internet,essential
[4] essential,during
[2] during,#coronavirus
[2] #coronavirus,pandemic

Top Word Pairs in Tweet in G4:
[6] entièrement,d'accord
[6] d'accord,perte
[6] perte,pew
[6] pew,research
[6] research,québécois
[6] québécois,fera
[6] fera,mal
[6] mal,disparition
[6] disparition,cefrio
[6] cefrio,signifie

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

Top Word Pairs in Tweet in G6:

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

Top Word Pairs in Tweet in G8:

Top Word Pairs in Tweet in G9:
[] hereâ,link
[] link,pew
[] pew,research
[] research,article
[] article,blacklivesmatter
[] blacklivesmatter,hashtag
[] neocrossing,hereâ

Top Word Pairs in Tweet in G10:
[5] patriotssoapbox,leo
[5] leo,zagami
[5] zagami,many
[5] many,guest
[5] guest,appearances
[5] appearances,internet
[4] internet,born
[] born,again
[] again,christian
[] christian,ex

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@juangallegoma
@cefrio
@dubois_p
@pewtrusts
@pewstates
@neocrossing
@realdonaldtrump
@rvawonk
@chiefcovfefe
@sirbedivier

Top Mentioned in G1:
@juangallegoma
@edmarkey

Top Mentioned in G3:
@pewtrusts
@pewstates
@km_dewit

Top Mentioned in G4:
@cefrio
@dubois_p

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

Top Mentioned in G6:
@realgeoffbarton
@natefeed
@cathimogenlough
@tes

Top Mentioned in G7:
@realdonaldtrump
@stevenportnoy
@twitter

Top Mentioned in G8:
@1_bob_loblaw_1
@kingkroolg
@cozmo23

Top Mentioned in G9:
@neocrossing

Top Mentioned in G10:
@sonshinejohn
@patriotssoapbox

Top Tweeters
Top Tweeters in Entire Graph:
@asmith702
@sds_sunlight
@youranoncentral
@vievararosel
@jennykim
@hlthiskrieger
@chiefcovfefe
@coachbourbonusa
@ideagov
@grracy

Top Tweeters in G1:
@sds_sunlight
@chaplinscourage
@1dussy
@jlux6b
@melonpuerto
@frohman
@philiptkingston
@lizmcguire
@destinfire
@pawlbologna

Top Tweeters in G2:
@franknobenji
@9wireless
@sinsweetyescort
@thedailynumbers
@ibdiit
@policom8
@lvbnd
@pollsandvotes
@internetprivac
@ryanqasem

Top Tweeters in G3:
@vievararosel
@jennykim
@hlthiskrieger
@grracy
@pewtrusts
@pewstates
@benton_inst
@rmcarpiano
@ajaxatax
@wvspindoc

Top Tweeters in G4:
@oli_bou
@piepot62
@martingeoffroy3
@eric_montigny
@magregoire
@cefrio
@dubois_p
@panchoroca

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

Top Tweeters in G6:
@tes
@realgeoffbarton
@natefeed
@joenutt_author
@miff__
@cathimogenlough

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

Top Tweeters in G8:
@cozmo23
@kingkroolg
@l_azazei_l
@1_bob_loblaw_1
@bbpitt412

Top Tweeters in G9:
@babybearisms
@ninnisms
@neocrossing
@crystalmygs
@winterkoyas

Top Tweeters in G10:
@racingjen
@sonshinejohn
@luzianalady
@patriotssoapbox