pew research, Twitter, 11/1/2019 1:46:20 PM, 214968


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pew research_2019-11-01_06-32-43.xlsx
pew research_2019-11-01_06-32-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 01, 2019
Short Description:
pew research via NodeXL http://bit.ly/2NwRpUf
@pewenvironment
@pewstates
@pewtrusts
@npr
@dylanhunt2017
@pewresearch
@jnaneswari1
@pew_eu
@facttank
@tonetalks

Top hashtags:
#naarc
#seagrass
#ccamlr
#climatechange
#opioids
#rt
#votingrights
#highered
#antarctica

Description:
Description
The graph represents a network of 3,272 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 November 2019 at 13:33 UTC.

The requested start date was Friday, 01 November 2019 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 6-day, 14-hour, 6-minute period from Friday, 25 October 2019 at 07:09 UTC to Thursday, 31 October 2019 at 21:16 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 : 3272
Unique Edges : 3376
Edges With Duplicates : 2916
Total Edges : 6292
Number of Edge Types : 3
Mentions : 3210
Replies to : 227
Tweet : 2855
Self-Loops : 2855
Reciprocated Vertex Pair Ratio : 0.0161550888529887
Reciprocated Edge Ratio : 0.0317965023847377
Connected Components : 812
Single-Vertex Connected Components : 480
Maximum Vertices in a Connected Component : 781
Maximum Edges in a Connected Component : 1355
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.878813
Graph Density : 0.000293850754836718
Modularity : 0.517499
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,272 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 November 2019 at 13:33 UTC.

The requested start date was Friday, 01 November 2019 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 6-day, 14-hour, 6-minute period from Friday, 25 October 2019 at 07:09 UTC to Thursday, 31 October 2019 at 21:16 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 research
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[813] https://www.pewinternet.org/2019/10/28/
[204] https://www.people-press.org/interactives/across-the-table-would-you-share-your-views-of-donald-trump-over-dinner/
[198] https://www.pewresearch.org/internet/interactives/online-romance/
[196] https://www.pewinternet.org/2019/10/28/shareable-quotes-from-experts-about-the-next-50-years-of-digital-life/
[194] https://www.pewinternet.org/2019/10/28/experts-optimistic-about-the-next-50-years-of-digital-life/
[192] https://www.pewforum.org/fact-sheet/gay-marriage-around-the-world/
[185] https://www.pewinternet.org/2019/10/28/themes-about-the-next-50-years-of-life-online/
[143] https://www.pewinternet.org/2019/10/28/the-next-50-years-of-digital-life-about-this-canvassing-of-experts/
[132] https://www.pewinternet.org/2019/10/28/the-next-50-years-of-digital-life-acknowledgments/
[27] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/10/25/the-messy-politics-of-voter-purges

Top URLs in Tweet in G1:
[694] https://www.pewinternet.org/2019/10/28/
[172] https://www.people-press.org/interactives/across-the-table-would-you-share-your-views-of-donald-trump-over-dinner/
[166] https://www.pewinternet.org/2019/10/28/experts-optimistic-about-the-next-50-years-of-digital-life/
[166] https://www.pewinternet.org/2019/10/28/shareable-quotes-from-experts-about-the-next-50-years-of-digital-life/
[164] https://www.pewresearch.org/internet/interactives/online-romance/
[162] https://www.pewforum.org/fact-sheet/gay-marriage-around-the-world/
[160] https://www.pewinternet.org/2019/10/28/themes-about-the-next-50-years-of-life-online/
[127] https://www.pewinternet.org/2019/10/28/the-next-50-years-of-digital-life-about-this-canvassing-of-experts/
[116] https://www.pewinternet.org/2019/10/28/the-next-50-years-of-digital-life-acknowledgments/
[20] https://www.pewinternet.org/2019/10/28/2-internet-pioneers-imagine-the-next-50-years/

Top URLs in Tweet in G2:
[18] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/10/25/the-messy-politics-of-voter-purges
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/29/coastal-wetlands-can-help-countries-fight-climate-change-and-meet-paris-agreement-goals
[16] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/28/flagship-treaty-will-improve-safety-at-sea-in-notoriously-dangerous-fishing-industry
[15] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2019/10/two-decades-of-change-in-federal-and-state-higher-education-funding?utm_campaign=governing&utm_source=twitter&utm_medium=social
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/10/21/as-local-news-outlets-shutter-rural-america-suffers-most
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/17/states-kick-off-2019-with-new-tax-revenue-gains?utm_campaign=finance_economy&utm_source=twitter&utm_medium=social
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/01/03/as-wildfire-risk-increases-home-insurance-is-harder-to-find
[7] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2019/10/healthy-seagrass-forms-underwater-meadows-that-harbor-diverse-marine-life
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/01/rainy-day-funds-in-2019-are-states-ready-for-the-next-recession?utm_campaign=finance_economy&utm_source=twitter&utm_medium=social
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/10/29/once-one-of-americas-favorite-pastimes-greyhound-racing-eats-dust

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/fact-tank/2019/01/24/in-116th-congress-at-least-13-of-lawmakers-are-immigrants-or-the-children-of-immigrants/
[1] https://www.pewsocialtrends.org/2015/04/09/chapter-1-statistical-portrait-of-the-u-s-black-immigrant-population/
[1] https://threadreaderapp.com/thread/1187579777483497472.html
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/10/28/advocates-slam-trump-housing-plan

Top URLs in Tweet in G4:
[7] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2019/10/healthy-seagrass-forms-underwater-meadows-that-harbor-diverse-marine-life
[7] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2017/04/a-network-of-marine-protected-areas-in-the-southern-ocean?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=ccamlr_mpasheet
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/01/public-has-chance-to-help-save-gulf-of-mexico-deep-sea-corals
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/18/as-threats-to-southern-ocean-mount-so-does-need-for-greater-protections
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/18/tiny-antarctic-krill-play-big-role-in-climate-mitigation
[4] https://www.bbc.com/news/world-44307402
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/28/flagship-treaty-will-improve-safety-at-sea-in-notoriously-dangerous-fishing-industry
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/10/29/coastal-wetlands-can-help-countries-fight-climate-change-and-meet-paris-agreement-goals?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=oct
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2017/04/a-network-of-marine-protected-areas-in-the-southern-ocean?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=un_climate_week
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/09/12/at-sea-transfer-of-fish-in-western-and-central-pacific-may-be-significantly-underreported?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=nationalseafoodmonth

Top URLs in Tweet in G5:
[1] https://www.npr.org/2019/10/20/771278167/poll-number-of-americans-who-favor-stricter-gun-laws-continues-to-grow?utm_source=twitter.com&utm_medium=social&utm_campaign=npr&utm_term=nprnews&utm_content=2049
[1] https://trib.al/nbXZkig

Top URLs in Tweet in G6:
[9] https://medium.com/pew-research-center-decoded/5-tips-for-writing-about-polls-9cb0596ff28
[3] https://www.pewresearch.org/fact-tank/2019/07/12/how-pew-research-center-counts-unauthorized-immigrants-in-us/
[3] https://www.pewresearch.org/fact-tank/2019/02/20/the-way-u-s-teens-spend-their-time-is-changing-but-differences-between-boys-and-girls-persist/
[2] https://link.medium.com/AVriNc4JZ0
[2] https://medium.com/pew-research-center-decoded/how-to-analyze-pew-research-center-survey-data-in-r-f326df360713
[2] https://medium.com/pew-research-center-decoded/using-tidyverse-tools-with-pew-research-center-survey-data-in-r-bdfe61de0909
[1] http://www.pewresearch.org/fact-tank/2018/03/01/defining-generations-where-millennials-end-and-post-millennials-begin/?utm_content=bufferf59b9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.people-press.org/2019/10/10/partisan-antipathy-more-intense-more-personal/
[1] https://www.pewresearch.org/follow-us/
[1] https://jobs-prc.icims.com/jobs/search?ss=1&searchKeyword=research+assistant

Top URLs in Tweet in G10:
[3] https://m.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/

Top Domains
Top Domains in Tweet in Entire Graph:
[1698] pewinternet.org
[367] pewtrusts.org
[346] pewresearch.org
[238] people-press.org
[224] pewforum.org
[46] twitter.com
[24] pewsocialtrends.org
[20] medium.com
[15] t.co
[14] raymondjames.com

Top Domains in Tweet in G1:
[1450] pewinternet.org
[242] pewresearch.org
[179] people-press.org
[175] pewforum.org
[21] pewtrusts.org
[14] raymondjames.com
[14] theinternetofthings.eu
[13] twitter.com
[9] oaklandnewsnow.com
[9] globaldiasporanews.com

Top Domains in Tweet in G2:
[233] pewtrusts.org
[14] t.co
[3] twitter.com
[1] frontiersin.org
[1] co.uk
[1] people-press.org

Top Domains in Tweet in G3:
[1] pewresearch.org
[1] pewsocialtrends.org
[1] threadreaderapp.com
[1] pewtrusts.org

Top Domains in Tweet in G4:
[51] pewtrusts.org
[4] bbc.com
[1] forbes.com
[1] theguardian.com
[1] twitter.com
[1] ow.ly

Top Domains in Tweet in G5:
[1] npr.org
[1] trib.al

Top Domains in Tweet in G6:
[16] medium.com
[11] pewresearch.org
[4] twitter.com
[3] icims.com
[2] pewforum.org
[1] people-press.org
[1] booksquad.fr
[1] odatv.com
[1] pewsocialtrends.org
[1] tiny.cc

Top Domains in Tweet in G10:
[3] washingtontimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[186] naarc
[100] seagrass
[49] ccamlr
[16] climatechange
[12] opioids
[12] rt
[12] votingrights
[11] highered
[10] antarctica
[8] antarctica2020



Top Hashtags in Tweet in G1:
[6] iot
[4] news
[3] twitter
[3] pew
[3] internetofthings
[2] socialmedia
[2] digital
[1] newspicks
[1] millennials
[1] christianity

Top Hashtags in Tweet in G2:
[16] seagrass
[11] highered
[9] opioids
[9] ccamlr
[6] climatechange
[5] agrifish
[4] coastal
[4] wetlands
[4] parisagreement
[4] hemp

Top Hashtags in Tweet in G3:
[186] naarc
[2] ados

Top Hashtags in Tweet in G4:
[84] seagrass
[38] ccamlr
[10] climatechange
[7] antarctica
[6] antarctica2020
[5] flood
[4] fisheriessubsidies
[3] krill
[3] hautemer
[2] highseas

Top Hashtags in Tweet in G6:
[2] politics
[1] journalism
[1] writingtips
[1] surveyresearch
[1] livreaudio
[1] nonprofit
[1] research
[1] partisan
[1] nonpartisan
[1] dialogue

Top Hashtags in Tweet in G10:
[1] impeachmentiscoming

Top Words
Top Words in Tweet in Entire Graph:
[2516] Words in Sentiment List#1: Positive
[1194] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[90199] Non-categorized Words
[93910] Total Words
[3908] pew
[3895] research
[2488] new
[1032] life
[924] 50

Top Words in Tweet in G1:
[2259] pew
[2251] research
[1978] new
[861] life
[708] 50
[700] years
[696] next
[543] digital
[523] experts
[341] online

Top Words in Tweet in G2:
[177] pewtrusts
[81] pewstates
[75] states
[57] s
[55] state
[47] federal
[46] recession
[45] change
[42] pew_eu
[41] more

Top Words in Tweet in G3:
[261] arrived
[227] tonetalks
[223] black
[223] immigrants
[193] pew
[193] research
[192] according
[186] 90
[186] offspring
[186] america

Top Words in Tweet in G4:
[237] pewenvironment
[106] antarctica
[104] s
[84] #seagrass
[71] one
[71] area
[65] others
[58] penguins
[57] protect
[52] 50

Top Words in Tweet in G5:
[242] americans
[242] gun
[242] laws
[121] majority
[121] favor
[121] stricter
[121] now
[121] 60
[121] tougher
[121] up

Top Words in Tweet in G6:
[72] survey
[71] data
[58] pew
[57] research
[56] pewresearch
[47] tips
[44] analyze
[43] decoded
[42] r
[41] center

Top Words in Tweet in G7:
[66] twitter
[65] pew
[65] research
[64] scottwalker
[62] food
[62] thought
[62] according
[62] center
[62] 22
[62] u

Top Words in Tweet in G8:
[62] pew
[62] research
[53] according
[53] center
[53] 6
[53] twitter
[53] users
[53] account
[53] 76
[53] political

Top Words in Tweet in G9:
[59] pew
[59] research
[59] 65
[59] percent
[59] americans
[59] now
[59] consider
[59] themselves
[59] christians
[59] represents

Top Words in Tweet in G10:
[17] pew
[16] realdonaldtrump
[12] research
[7] according
[7] percent
[7] trump
[6] voters
[6] people
[6] black
[5] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3764] pew,research
[2353] new,pew
[812] 50,years
[808] next,50
[625] research,center
[616] digital,life
[449] according,pew
[425] years,digital
[257] u,s
[242] gun,laws

Top Word Pairs in Tweet in G1:
[2240] pew,research
[1954] new,pew
[696] 50,years
[693] next,50
[525] digital,life
[362] years,digital
[220] research,center
[190] experts,optimistic
[190] optimistic,next
[169] experts,next

Top Word Pairs in Tweet in G2:
[36] climate,change
[28] great,recession
[26] fish,stocks
[22] higher,education
[19] tax,revenue
[19] education,funding
[19] 41,fish
[19] stocks,subject
[19] subject,overfishing
[19] overfishing,despite

Top Word Pairs in Tweet in G3:
[223] black,immigrants
[193] pew,research
[192] according,pew
[190] tonetalks,according
[186] research,90
[186] 90,black
[186] immigrants,offspring
[186] offspring,arrived
[186] arrived,america
[186] america,1980

Top Word Pairs in Tweet in G4:
[50] antarctica,s
[47] east,antarctica
[46] area,around
[46] around,east
[46] antarctica,vital
[46] vital,habitat
[46] habitat,seals
[46] seals,penguins
[46] penguins,many
[46] many,others

Top Word Pairs in Tweet in G5:
[242] gun,laws
[121] majority,americans
[121] americans,favor
[121] favor,stricter
[121] stricter,gun
[121] laws,now
[121] now,60
[121] 60,americans
[121] americans,gun
[121] laws,tougher

Top Word Pairs in Tweet in G6:
[71] survey,data
[50] pew,research
[44] analyze,survey
[42] data,r
[40] research,center
[24] decoded,blog
[24] interested,survey
[24] data,analyze
[22] way,re
[22] re,done

Top Word Pairs in Tweet in G7:
[65] pew,research
[62] food,thought
[62] thought,according
[62] according,pew
[62] research,center
[62] center,22
[62] 22,u
[62] u,s
[62] s,adults
[62] adults,use

Top Word Pairs in Tweet in G8:
[62] pew,research
[53] according,pew
[53] research,center
[53] center,6
[53] 6,twitter
[53] twitter,users
[53] users,account
[53] account,76
[53] 76,political
[53] political,tweets

Top Word Pairs in Tweet in G9:
[59] pew,research
[59] research,65
[59] 65,percent
[59] percent,americans
[59] americans,now
[59] now,consider
[59] consider,themselves
[59] themselves,christians
[59] christians,represents
[59] represents,lowest

Top Word Pairs in Tweet in G10:
[12] pew,research
[6] percent,black
[5] realdonaldtrump,8
[5] 8,percent
[5] black,voters
[5] voters,identify
[5] identify,way
[5] way,republican
[5] republican,party
[5] party,according

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@rudybouma
@scottwalker
@stencilv
@chuckolson5
@squinton_states
@jamesdpitley
@ludo4pf
@liamsa90
@mitchellscomet

Top Replied-To in G2:
@squinton_states
@mikechillit

Top Replied-To in G3:
@tonetalks

Top Replied-To in G6:
@pewresearch

Top Replied-To in G7:
@scottwalker

Top Replied-To in G10:
@realdonaldtrump
@dustyazzkracka
@chatbycc
@davidwohl
@dobermankahn
@epoch_awakening
@deplorablemee
@randpaul
@bcthompson420
@nitramland

Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@tonetalks
@pewtrusts
@ncobra40
@npr
@pewstates
@twitter
@scottwalker
@pewresearch
@pew_eu

Top Mentioned in G1:
@truthseekers111
@syedsharukh
@focusedideadma
@tolusefrancis
@lake_research

Top Mentioned in G2:
@pewtrusts
@pewstates
@pew_eu
@pewenvironment
@squinton_states
@bbarrettnc
@mattvas
@s_i_f
@ryann_w
@stanforded

Top Mentioned in G3:
@tonetalks
@ncobra40
@mi_keezy
@darje_liggon
@aclu
@bakara1

Top Mentioned in G4:
@pewenvironment
@pewtrusts
@pew_eu
@ccamlr1
@noaa
@mechasantos
@pewstates
@fao
@lbodss
@kymesco

Top Mentioned in G5:
@npr
@pewenvironment

Top Mentioned in G6:
@pewresearch
@facttank
@pewmethods
@johngramlich
@pewreligion
@berlychain
@beyondbylines
@medium
@pennstatesia
@teruclavel

Top Mentioned in G7:
@twitter
@scottwalker
@christo81617237

Top Mentioned in G8:
@eugenegu
@frank_schaeffer

Top Mentioned in G9:
@prisonplanet

Top Mentioned in G10:
@realdonaldtrump
@sharongelman
@speakerpelosi
@barackobama
@annielocin
@karma_is_a_b_
@matthewjshow
@tilt_windmills
@secpompeo
@misssuus_1

Top Tweeters
Top Tweeters in Entire Graph:
@gumartinslive
@jurylady5
@solutioneer72
@souljahsingh
@housecracka
@ecointernetdrgb
@cleopatra2910
@jcsura
@ebertolaccini
@patricia691503

Top Tweeters in G1:
@gumartinslive
@cleopatra2910
@ebertolaccini
@jodotcom
@modewelt_online
@fieldroamer
@anil7kishan
@parvenbd
@jdoaim
@nmitch

Top Tweeters in G2:
@gojira007x
@dgendvil
@janiecestaton
@suzanneinlgb
@lorettabower3
@dylanhunt2017
@jennykim
@whysharksmatter
@trudaoceans
@semperargentum

Top Tweeters in G3:
@cultiv8hope
@den_fabrizi
@flippedhatnupe
@princss6
@manupuall
@hanjangho76
@stevestupendous
@timsomor
@rere9100009
@cpc_yes

Top Tweeters in G4:
@itswanda
@astraea_styx
@loulachat
@de_plazza
@frecklesxx20
@mr_spock
@blubdha
@sydnets
@dwatchnews
@mrkalman

Top Tweeters in G5:
@jcsura
@bkindngood
@sueleugers
@teram323tere
@reneevoicebrand
@s_ersea_shipsco
@themominatrixx
@sharsaysso
@npr
@mrk3692

Top Tweeters in G6:
@jurylady5
@geoffypjohnston
@giuliog
@spearsden
@dianaruggontv
@kcgreen17
@pawelterlecki
@rstatstweet
@parametria
@meredithdclark

Top Tweeters in G7:
@mng2mala
@emtee2355
@erikschouweile2
@jonanthony7
@mamadoxie
@dudeinchicago
@2teampenske22
@all_hrs
@sam_r_sam
@philipzuba

Top Tweeters in G8:
@cotey_mary
@victory1261
@oooooo_donna
@mayrabella101
@chirprn
@genecowan
@gabenascar
@sadie_75resist
@brendajurgens3
@computerbugg

Top Tweeters in G9:
@souljahsingh
@mooncindylu
@knatkaniec
@olitasdmar
@ricocolon1
@gil00006
@virusjoeknows
@pmuldoon21
@sallytca
@somedaygirl

Top Tweeters in G10:
@chatbycc
@foxbusiness
@mojewhite
@matthewjshow
@formerrepublic7
@okielibsherry
@realdonaldtrump
@theoldolaf
@davidwohl
@dobermankahn


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