pew internet, Twitter, 11/22/2019 5:19:54 PM, 217051


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pew internet_2019-11-22_09-12-04.xlsx
pew internet_2019-11-22_09-12-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 22, 2019
Short Description:
pew internet via NodeXL http://bit.ly/2Obn6nx
@privacymatters
@facttank
@pvynckier
@pewresearch
@anncavoukian
@privacycdn
@govtechnews
@teextweet
@techmeme
@pew_it

Top hashtags:
#pew
#rt
#news
#teamericsson
#tech
#internet
#dataprivacy
#privacy
#data
#environment

Description:
Description
The graph represents a network of 483 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 Friday, 22 November 2019 at 17:12 UTC.

The requested start date was Friday, 22 November 2019 at 13:48 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 13-day, 7-hour, 14-minute period from Friday, 08 November 2019 at 14:20 UTC to Thursday, 21 November 2019 at 21:35 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 : 483
Unique Edges : 233
Edges With Duplicates : 3556
Total Edges : 3789
Number of Edge Types : 3
Tweet : 3614
Mentions : 155
Replies to : 20
Self-Loops : 3614
Reciprocated Vertex Pair Ratio : 0.0357142857142857
Reciprocated Edge Ratio : 0.0689655172413793
Connected Components : 351
Single-Vertex Connected Components : 299
Maximum Vertices in a Connected Component : 18
Maximum Edges in a Connected Component : 34
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.401144
Graph Density : 0.000622836181198079
Modularity : 0.079391
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 483 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 Friday, 22 November 2019 at 17:12 UTC.

The requested start date was Friday, 22 November 2019 at 13:48 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 13-day, 7-hour, 14-minute period from Friday, 08 November 2019 at 14:20 UTC to Thursday, 21 November 2019 at 21:35 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:
[233] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[211] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-d-older-people-more-affluent-tend-to-have-fewer-hardships-using-mobile-devices/
[211] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-c-co-occurrence-rates-for-each-country/
[211] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-b-how-the-hardship-scales-were-created-and-coded/
[211] https://www.pewresearch.org/internet/2019/11/20/phone-sharers-what-limits-their-mobile-use/
[211] https://www.pewresearch.org/internet/2019/11/20/mobile-owners-what-they-struggle-to-do/
[210] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-a-about-the-focus-groups/
[210] https://www.pewresearch.org/internet/2019/11/20/obstacles-to-using-phones-in-emerging-economies/
[209] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-methodology/
[209] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-acknowledgments/

Top URLs in Tweet in G1:
[215] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[203] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-d-older-people-more-affluent-tend-to-have-fewer-hardships-using-mobile-devices/
[203] https://www.pewresearch.org/internet/2019/11/20/mobile-owners-what-they-struggle-to-do/
[203] https://www.pewresearch.org/internet/2019/11/20/phone-sharers-what-limits-their-mobile-use/
[203] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-b-how-the-hardship-scales-were-created-and-coded/
[203] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-c-co-occurrence-rates-for-each-country/
[202] https://www.pewresearch.org/internet/2019/11/20/obstacles-to-using-phones-in-emerging-economies/
[202] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-a-about-the-focus-groups/
[201] https://www.pewresearch.org/internet/2019/11/20/non-mobile-phone-users-what-hinders-their-access/
[201] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-acknowledgments/

Top URLs in Tweet in G2:
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/?fbclid=IwAR0jg6wEYSkuh4w4GMwVn0u10v0x_b8snRnJEdntAyVKVPt-91FC_4Z49qQ

Top URLs in Tweet in G3:
[3] https://www.pewresearch.org/internet/2019/11/15/data-privacy-methodology/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.pewresearch.org/internet/2019/11/15/how-americans-think-about-privacy-and-the-vulnerability-of-their-personal-data/
[1] https://www.pewresearch.org/internet/2019/11/15/data-privacy-acknowledgments/
[1] http://tweetedtimes.com/v/13697

Top URLs in Tweet in G4:
[3] https://www.pewresearch.org/follow-us/
[1] https://www.pewresearch.org/internet/?p=23312

Top URLs in Tweet in G5:
[4] https://dy.si/P8eJ2j2
[3] https://dy.si/mR2H1i2
[2] https://dy.si/Do3QE
[2] https://dy.si/hox1K

Top URLs in Tweet in G6:
[2] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-internet-looking-back-and-forward-50-years.html
[1] https://www.linkedin.com/slink?code=emQWvDc
[1] https://www.pewresearch.org/internet/2019/11/15/americans-concerned-feel-lack-of-control-over-personal-data-collected-by-both-companies-and-the-government/
[1] https://twitter.com/pewresearch/status/1195440092086755328/photo/1
[1] https://twitter.com/pewresearch/status/1195440092086755328?s=20
[1] https://www.pewresearch.org/internet/quiz/digital-knowledge-quiz/

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.techmeme.com/191116/p9

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2019/11/20/mobile-divides-emerging-economies-appendix-d-older-people-more-affluent-tend-to-have-fewer-hardships-using-mobile-devices/
[1] https://www.pewresearch.org/internet/2019/11/15/how-americans-think-about-privacy-and-the-vulnerability-of-their-personal-data/
[1] https://www.pewresearch.org/internet/2019/11/15/public-knowledge-and-experiences-with-data-driven-ads/
[1] https://www.pewresearch.org/internet/2019/11/15/data-privacy-acknowledgments/
[1] https://www.pewresearch.org/internet/2019/11/15/data-privacy-methodology/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-attitudes-and-experiences-with-privacy-policies-and-laws/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-concerned-feel-lack-of-control-over-personal-data-collected-by-both-companies-and-the-government/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.pewresearch.org/internet/2019/11/20/non-mobile-phone-users-what-hinders-their-access/
[1] https://www.pewresearch.org/internet/2019/11/20/mobile-owners-what-they-struggle-to-do/

Top Domains
Top Domains in Tweet in Entire Graph:
[3592] pewresearch.org
[16] dy.si
[14] ecointernet.org
[10] amazon.com
[6] twitter.com
[5] pewinternet.org
[4] govtech.com
[3] linkedin.com
[2] wikipedia.org
[2] tweetedtimes.com

Top Domains in Tweet in G1:
[3427] pewresearch.org
[14] ecointernet.org
[10] amazon.com
[5] dy.si
[2] twitter.com
[2] govtech.com
[1] e-strategyblog.com
[1] newsmax.com
[1] wikipedia.org
[1] citylab.com

Top Domains in Tweet in G2:
[2] pewresearch.org

Top Domains in Tweet in G3:
[6] pewresearch.org
[1] tweetedtimes.com

Top Domains in Tweet in G4:
[4] pewresearch.org

Top Domains in Tweet in G5:
[11] dy.si

Top Domains in Tweet in G6:
[2] govtech.com
[2] pewresearch.org
[2] twitter.com
[1] linkedin.com

Top Domains in Tweet in G7:
[1] pewresearch.org
[1] techmeme.com

Top Domains in Tweet in G10:
[17] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[22] pew
[17] rt
[17] news
[16] teamericsson
[5] tech
[4] internet
[4] dataprivacy
[4] privacy
[4] data
[3] environment



Top Hashtags in Tweet in G1:
[21] pew
[17] news
[5] teamericsson
[4] data
[3] internet
[3] environment
[2] privacy
[2] tech
[2] nethnology
[2] elon

Top Hashtags in Tweet in G5:
[11] teamericsson
[3] tech

Top Hashtags in Tweet in G6:
[2] govtech
[1] stateandlocal
[1] security
[1] digital
[1] knowledge
[1] pew

Top Words
Top Words in Tweet in Entire Graph:
[294] Words in Sentiment List#1: Positive
[2097] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[44922] Non-categorized Words
[47313] Total Words
[3913] pew
[3665] research
[880] americans
[850] mobile
[847] appendix

Top Words in Tweet in G1:
[3652] pew
[3431] research
[810] mobile
[808] appendix
[795] americans
[604] privacy
[602] personal
[588] data
[409] over
[409] concerned

Top Words in Tweet in G2:
[19] americans
[19] privacy
[19] concerned
[19] confused
[19] feeling
[19] lack
[19] control
[19] over
[19] personal
[19] information

Top Words in Tweet in G3:
[13] pew
[13] research
[13] center
[9] pvynckier
[9] americans
[9] privacy
[9] personal
[5] concerned
[5] confused
[5] feeling

Top Words in Tweet in G4:
[13] pew
[13] research
[13] center
[9] facttank
[7] word
[7] privacy
[7] mean
[7] americans
[7] asked
[7] question

Top Words in Tweet in G5:
[22] knowledge
[11] test
[11] pew
[11] research
[11] center's
[11] digital
[11] quiz
[11] #teamericsson
[8] tech
[3] samsha1

Top Words in Tweet in G6:
[5] pew
[5] research
[4] global
[4] pewresearch
[3] internet
[3] report
[3] elon
[3] university
[3] experts
[2] celebrate

Top Words in Tweet in G7:
[7] data
[7] collection
[6] survey
[6] 60
[6] adults
[6] believe
[6] avoid
[6] corporations
[6] govt
[6] 81

Top Words in Tweet in G10:
[20] pew
[20] research
[7] appendix
[7] mobile
[5] using
[4] older
[4] people
[4] more
[4] affluent
[4] tend

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3650] pew,research
[842] research,appendix
[799] research,americans
[458] control,over
[457] lack,control
[457] over,personal
[409] personal,data
[405] research,methodology
[403] research,acknowledgments
[256] americans,privacy

Top Word Pairs in Tweet in G1:
[3416] pew,research
[803] research,appendix
[766] research,americans
[407] lack,control
[407] control,over
[407] over,personal
[390] research,methodology
[388] personal,data
[388] research,acknowledgments
[213] americans,privacy

Top Word Pairs in Tweet in G2:
[19] americans,privacy
[19] privacy,concerned
[19] concerned,confused
[19] confused,feeling
[19] feeling,lack
[19] lack,control
[19] control,over
[19] over,personal
[19] personal,information
[19] information,pew

Top Word Pairs in Tweet in G3:
[13] pew,research
[13] research,center
[7] pvynckier,americans
[5] americans,privacy
[5] privacy,concerned
[5] concerned,confused
[5] confused,feeling
[5] feeling,lack
[5] lack,control
[5] control,over

Top Word Pairs in Tweet in G4:
[13] pew,research
[13] research,center
[7] word,privacy
[7] privacy,mean
[7] mean,americans
[7] americans,pew
[7] center,asked
[7] asked,question
[7] question,answers
[6] sign,email

Top Word Pairs in Tweet in G5:
[11] knowledge,pew
[11] pew,research
[11] research,center's
[11] center's,digital
[11] digital,knowledge
[11] knowledge,quiz
[11] quiz,#teamericsson
[8] test,tech
[8] tech,knowledge
[3] samsha1,test

Top Word Pairs in Tweet in G6:
[5] pew,research
[3] report,pew
[3] research,elon
[3] elon,university
[3] global,experts
[2] 50th,birthday
[2] university,surveying
[2] surveying,global
[2] heading,next
[2] decades,#govtech

Top Word Pairs in Tweet in G7:
[7] data,collection
[6] survey,60
[6] 60,adults
[6] adults,believe
[6] believe,avoid
[6] avoid,data
[6] collection,corporations
[6] corporations,govt
[6] govt,81
[6] 81,think

Top Word Pairs in Tweet in G10:
[20] pew,research
[7] research,appendix
[4] appendix,older
[4] older,people
[4] people,more
[4] more,affluent
[4] affluent,tend
[4] tend,fewer
[4] fewer,hardships
[4] hardships,using

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kamakurazen
@privacymatters
@facttank
@pvynckier
@techmeme
@pewresearch
@steveology
@privacycdn
@samsha1
@carolineberns

Top Mentioned in G2:
@privacymatters
@privacycdn

Top Mentioned in G3:
@pvynckier
@1davidclarke
@clarinette02
@robmay70
@nigeltozer
@billmew
@archonsec
@mhcommunicate
@m49d4ch3lly
@todddlyle

Top Mentioned in G4:
@facttank

Top Mentioned in G5:
@samsha1
@carolineberns
@luca_candaten
@ritikag68170647

Top Mentioned in G6:
@pewresearch
@elonuniversity
@govcso
@govtechnews
@facttank

Top Mentioned in G7:
@techmeme

Top Mentioned in G8:
@vikings
@dalvincook
@dallascowboys
@ezekielelliott

Top Mentioned in G9:
@kidarwolf
@ttokkittokko
@angstyenby

Top Mentioned in G10:
@steveology

Top Tweeters
Top Tweeters in Entire Graph:
@gumartinslive
@matiere
@ecointernetdrgb
@cleopatra2910
@ebertolaccini
@gedespi
@shuboogie
@modewelt_online
@surveysunday
@estadao

Top Tweeters in G1:
@gumartinslive
@matiere
@ecointernetdrgb
@cleopatra2910
@ebertolaccini
@modewelt_online
@surveysunday
@jdoaim
@nmitch
@saeedbaygi

Top Tweeters in G2:
@margymaclibrary
@privacymatters
@tweetinchar
@athbheochan
@luke_stark
@lmbrownlee1
@anncavoukian
@privacycdn
@bernhyland
@mattpea36854889

Top Tweeters in G3:
@pvynckier
@clarinette02
@alternative200
@billmew
@fabriziobustama
@archonsec
@1davidclarke
@portfare
@robmay70
@mhcommunicate

Top Tweeters in G4:
@facttank
@rmesquita
@iafadh
@meadowlark_22
@pewreligion
@pewjournalism
@jcclicks
@robertmgroves
@apsycholojess
@prof_hengxu

Top Tweeters in G5:
@enjoygoodlife
@t2yes
@carolineberns
@samsha111
@samsha1
@ritikag68170647
@luca_candaten

Top Tweeters in G6:
@pewresearch
@govtechnews
@elonuniversity
@teextweet
@govcso
@jarrydgonzales
@oaktonlibrary

Top Tweeters in G7:
@techmeme
@zouwei_cn
@mattk
@prayanksam
@05nelsonm_
@sushubh

Top Tweeters in G8:
@dallascowboys
@nflonfox
@vikings
@ezekielelliott
@dalvincook
@pew_it

Top Tweeters in G9:
@kidarwolf
@ttokkittokko
@angstyenby
@oskuriom
@humanwrites8

Top Tweeters in G10:
@gedespi
@steveology
@longevityplanet
@shar_carpenter


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