pew research, Twitter, 3/21/2020 12:17:38 AM, 223346
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pew research_2020-03-20_11-23-13.xlsx
pew research_2020-03-20_11-23-13.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2020
Short Description:
pew research via NodeXL https://bit.ly/2Utn78k
@npr
@pewtrusts
@pewenvironment
@kylegriffin1
@anandwrites
@washingtonpost
@gelliottmorris
@pewstates
@zen4ever2us
@cindy63306167

Top hashtags:
#coronavirus
#covid19
#pewmarinefellow
#2020census
#pew
#tech
#democracy

Description:
Description
The graph represents a network of 5,605 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, 20 March 2020 at 18:24 UTC.

The requested start date was Friday, 20 March 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, 9-hour, 52-minute period from Sunday, 08 March 2020 at 14:03 UTC to Thursday, 19 March 2020 at 23:55 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 : 5605
Unique Edges : 5845
Edges With Duplicates : 951
Total Edges : 6796
Number of Edge Types : 4
Tweet : 740
MentionsInRetweet : 4074
Replies to : 447
Mentions : 1535
Self-Loops : 740
Reciprocated Vertex Pair Ratio : 0.0109358192900681
Reciprocated Edge Ratio : 0.0216350416740557
Connected Components : 771
Single-Vertex Connected Components : 348
Maximum Vertices in a Connected Component : 2216
Maximum Edges in a Connected Component : 3031
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.533707
Graph Density : 0.000179526411935912
Modularity : 0.822748
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 5,605 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, 20 March 2020 at 18:24 UTC.

The requested start date was Friday, 20 March 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, 9-hour, 52-minute period from Sunday, 08 March 2020 at 14:03 UTC to Thursday, 19 March 2020 at 23:55 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[128] https://trib.al/BSVW3Ai
[55] https://www.washingtonpost.com/business/2020/03/13/billionaires-pew-research-poll/
[29] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/28/photos-of-chilean-patagonia-show-places-and-species-worthy-of-protection
[24] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/11/state-action-on-coronavirus
[21] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/12/cybercriminals-seek-profit-in-coronavirus
[21] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/25/out-west-building-wildlife-crossings-brings-return-on-investment
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/16/how-states-can-plan-for-budgetary-effects-of-coronavirus-and-market-swings
[17] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/11/florida-poised-to-protect-gulf-of-mexicos-largest-seagrass-bed
[16] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/17/coronavirus-threatens-strained-rural-health-care-system
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/09/new-york-city-takes-first-step-toward-a-rainy-day-fund

Top URLs in Tweet in G1:
[2] https://www.pewforum.org/2020/03/12/white-evangelicals-see-trump-as-fighting-for-their-beliefs-though-many-have-mixed-feelings-about-his-personal-conduct/
[1] https://www.npr.org/2020/03/12/815097747/survey-most-evangelicals-see-trump-as-honest-and-morally-upstanding?utm_medium=social&utm_campaign=npr&utm_source=twitter.com&utm_term=nprnews
[1] https://www.npr.org/2020/03/12/815097747/survey-most-evangelicals-see-trump-as-honest-and-morally-upstanding?utm_campaign=npr&utm_term=nprnews&utm_source=twitter.com&utm_medium=social
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/25/child-and-maternal-health-in-rural-areas-lags-the-nation-highlighting-barriers-to-access
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/28/the-loss-of-local-news
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/28/the-loss-of-local-news?utm_source=tw_pct_soc_dig&utm_medium=paid&utm_campaign=atf_lolnseries_awa_adv_nol&utm_term=pdcstlstn_journalists_us_clk_card&utm_content=decline_tile2
[1] https://www.pewresearch.org/fact-tank/2019/08/21/among-religious-nones-atheists-and-agnostics-know-the-most-about-religion/

Top URLs in Tweet in G2:
[1] https://summit.news/2020/03/18/pew-poll-62-per-cent-of-americans-believe-media-has-exaggerated-coronavirus-risk/

Top URLs in Tweet in G3:
[38] https://www.washingtonpost.com/business/2020/03/13/billionaires-pew-research-poll/
[6] https://www.pewresearch.org/fact-tank/2020/03/12/as-coronavirus-spreads-which-u-s-workers-have-paid-sick-leave-and-which-dont/
[5] https://www.pewforum.org/2020/03/12/white-evangelicals-see-trump-as-fighting-for-their-beliefs-though-many-have-mixed-feelings-about-his-personal-conduct/
[5] https://www.people-press.org/2020/03/18/u-s-public-sees-multiple-threats-from-the-coronavirus-and-concerns-are-growing/
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/05/states-have-immense-powers-to-fight-coronavirus?utm_campaign=2020-03-11+Rundown&utm_medium=email&utm_source=Pew
[3] https://www.pewresearch.org/fact-tank/2020/03/03/most-of-the-23-million-immigrants-eligible-to-vote-in-2020-election-live-in-just-five-states/
[3] https://www.pewresearch.org/fact-tank/2020/03/10/fast-facts-on-how-greeks-see-migrants-as-greece-turkey-border-crisis-deepens/
[3] https://www.pewresearch.org/2019/12/11/how-pew-research-center-is-approaching-the-2020-election/
[3] https://www.pewresearch.org/fact-tank/2020/03/10/older-people-are-more-likely-to-live-alone-in-the-u-s-than-elsewhere-in-the-world/
[3] https://www.pewresearch.org/fact-tank/2020/03/13/a-majority-of-americans-continue-to-favor-replacing-electoral-college-with-a-nationwide-popular-vote/

Top URLs in Tweet in G4:
[24] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/11/state-action-on-coronavirus
[21] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/12/cybercriminals-seek-profit-in-coronavirus
[17] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/25/out-west-building-wildlife-crossings-brings-return-on-investment
[16] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/16/how-states-can-plan-for-budgetary-effects-of-coronavirus-and-market-swings
[16] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/17/coronavirus-threatens-strained-rural-health-care-system
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/09/new-york-city-takes-first-step-toward-a-rainy-day-fund
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/05/states-have-immense-powers-to-fight-coronavirus
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/13/state-ags-crack-down-on-coronavirus-scams
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/18/coronavirus-and-the-states-unemployment-sites-jam-evictions-pause-and-more
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/03/10/bee-lawns-generate-national-buzz

Top URLs in Tweet in G5:
[26] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/28/photos-of-chilean-patagonia-show-places-and-species-worthy-of-protection
[10] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/02/port-state-measures-agreement-what-questions-should-seafood-buyers-ask-authorities-and-suppliers?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=questionaire
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/11/florida-poised-to-protect-gulf-of-mexicos-largest-seagrass-bed
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/25/to-solve-the-ocean-plastics-problem-the-world-needs-a-plan?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=phaseone
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/27/nevadans-support-protecting-wildlife-migration-routes-which-often-cross-roads
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/06/28/5-reasons-the-us-needs-free-flowing-rivers
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/25/out-west-building-wildlife-crossings-brings-return-on-investment
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/02/27/for-ocean-protections-to-work-governments-need-clear-guidance?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=clarity
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/11/19/5-reasons-to-protect-new-mexicos-gila-and-san-francisco-rivers
[3] https://www.pewtrusts.org/research-and-analysis/speeches-and-testimony/2020/03/03/international-nonprofits-urge-wto-to-end-harmful-fisheries-subsidies-this-year

Top URLs in Tweet in G6:
[1] https://www.washingtonpost.com/world/2020/03/18/coronavirus-latest-news/
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/12/19/poverty-grew-in-one-third-of-counties-despite-strong-national-economy

Top URLs in Tweet in G7:
[3] https://www.washingtonpost.com/business/2020/03/13/billionaires-pew-research-poll/
[1] https://www.washingtonpost.com/business/2020/03/13/billionaires-pew-research-poll/?utm_campaign=wp_evening_edition&utm_medium=email&utm_source=newsletter&wpisrc=nl_evening

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/pathways-2020/covidcreate/main_source_of_election_news/us_adults/

Top Domains
Top Domains in Tweet in Entire Graph:
[612] pewtrusts.org
[136] pewresearch.org
[132] trib.al
[68] washingtonpost.com
[53] twitter.com
[29] people-press.org
[27] pewforum.org
[20] journalism.org
[15] npr.org
[13] t.co

Top Domains in Tweet in G1:
[3] pewtrusts.org
[2] npr.org
[2] pewforum.org
[1] pewresearch.org

Top Domains in Tweet in G2:
[1] summit.news

Top Domains in Tweet in G3:
[61] pewresearch.org
[44] washingtonpost.com
[36] pewtrusts.org
[22] twitter.com
[13] people-press.org
[9] pewforum.org
[7] journalism.org
[6] linkedin.com
[6] npr.org
[4] cb1.so

Top Domains in Tweet in G4:
[385] pewtrusts.org
[10] t.co
[6] twitter.com
[1] journalism.org
[1] pewresearch.org

Top Domains in Tweet in G5:
[111] pewtrusts.org
[2] ac.uk
[1] ubc.ca
[1] bit.ly

Top Domains in Tweet in G6:
[1] washingtonpost.com
[1] pewtrusts.org

Top Domains in Tweet in G7:
[4] washingtonpost.com

Top Domains in Tweet in G8:
[1] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[126] coronavirus
[109] covid19
[56] pewmarinefellow
[25] 2020census
[23] pew
[23] tech
[22] democracy
[19] antibioticresistance
[11] census2020
[11] antibiotics



Top Hashtags in Tweet in G1:
[1] pewmarinefellow
[1] unamerican

Top Hashtags in Tweet in G3:
[9] coronavirus
[7] covid19
[4] smartnews
[3] news
[3] metoovoter
[2] socialmedia
[2] borderobserver
[2] linkedin
[2] woodchipswednesday
[2] builtwithtimbr

Top Hashtags in Tweet in G4:
[100] coronavirus
[87] covid19
[17] 2020census
[11] census2020
[10] broadband
[8] philadelphia
[7] pewmarinefellow
[6] coroanvirus
[4] antibioticresistance
[4] futureact

Top Hashtags in Tweet in G5:
[47] pewmarinefellow
[7] dyk
[5] dayofactionforrivers
[4] mpa
[4] oneoceanoneplanet
[3] iuu
[2] ghostgear
[2] endoverfishing
[2] brexit
[2] ocean

Top Hashtags in Tweet in G6:
[7] alabama
[7] texas
[1] kentucky
[1] pewmarinefellow

Top Words
Top Words in Tweet in Entire Graph:
[2453] Words in Sentiment List#1: Positive
[2724] Words in Sentiment List#2: Negative
[23] Words in Sentiment List#3: Angry/Violent
[115020] Non-categorized Words
[120200] Total Words
[3186] pew
[2747] research
[1829] americans
[1600] center
[1001] more

Top Words in Tweet in G1:
[450] pew
[447] research
[444] npr
[442] center
[441] evangelicals
[440] survey
[439] more
[437] americans
[436] shows
[436] far

Top Words in Tweet in G2:
[353] pew
[349] prisonplanet
[349] 62
[349] cent
[349] americans
[349] believe
[349] media
[349] exaggerated
[349] threat
[349] coronavirus

Top Words in Tweet in G3:
[334] pew
[307] research
[199] center
[99] americans
[82] more
[65] according
[51] study
[41] young
[41] good
[40] shows

Top Words in Tweet in G4:
[245] pewtrusts
[160] states
[147] pewstates
[111] state
[100] #coronavirus
[87] #covid19
[87] coronavirus
[66] health
[53] more
[47] help

Top Words in Tweet in G5:
[295] pewenvironment
[119] wildlife
[91] protected
[78] billion
[64] marine
[62] more
[62] protection
[60] news
[60] fishing
[60] year

Top Words in Tweet in G6:
[236] research
[236] trump
[235] pew
[235] center
[235] survey
[235] 52
[235] americans
[234] finds
[234] think
[234] taken

Top Words in Tweet in G7:
[243] americans
[242] billionaires
[183] anandwrites
[182] years
[182] thought
[182] many
[182] being
[182] smarter
[60] bad
[59] coronavirus

Top Words in Tweet in G8:
[198] pew
[198] research
[198] center
[193] similar
[193] findings
[193] data
[193] 31
[193] fox
[193] news
[193] viewers

Top Words in Tweet in G9:
[195] pew
[195] research
[193] profpavarghese
[189] 63
[189] nations
[189] majority
[188] advanced
[188] world
[188] non
[188] christian

Top Words in Tweet in G10:
[348] immigration
[348] usa
[176] pew
[174] research
[174] 2015
[174] modern
[174] wave
[174] brings
[174] 15
[174] million

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2611] pew,research
[1586] research,center
[746] according,pew
[565] survey,pew
[554] center,shows
[553] far,more
[552] shows,evangelicals
[551] evangelicals,far
[520] more,americans
[515] americans,see

Top Word Pairs in Tweet in G1:
[447] pew,research
[442] research,center
[438] survey,pew
[437] more,americans
[436] center,shows
[436] shows,evangelicals
[436] evangelicals,far
[436] far,more
[435] americans,see
[435] see,president

Top Word Pairs in Tweet in G2:
[349] 62,cent
[349] cent,americans
[349] americans,believe
[349] believe,media
[349] media,exaggerated
[349] exaggerated,threat
[349] threat,coronavirus
[349] coronavirus,according
[349] according,pew
[348] prisonplanet,62

Top Word Pairs in Tweet in G3:
[294] pew,research
[197] research,center
[46] according,pew
[33] more,harm
[32] young,americans
[32] harm,good
[31] americans,billionaires
[31] billionaires,more
[31] study,shows
[24] good,study

Top Word Pairs in Tweet in G4:
[38] coronavirus,pewtrusts
[26] bee,lawns
[25] health,care
[22] rainy,day
[22] minnesota,pay
[22] pay,thousands
[22] thousands,residents
[22] residents,plant
[22] plant,bee
[22] lawns,under

Top Word Pairs in Tweet in G5:
[56] marine,protected
[45] each,year
[44] good,news
[43] chilean,patagonia
[38] wildlife,crossings
[36] protected,area
[35] wildlife,vehicle
[31] vehicle,collisions
[29] protected,areas
[28] 23,billion

Top Word Pairs in Tweet in G6:
[235] pew,research
[235] research,center
[234] center,survey
[234] survey,finds
[234] finds,52
[234] 52,americans
[234] americans,think
[234] think,trump
[234] trump,taken
[234] taken,coronavirus

Top Word Pairs in Tweet in G7:
[182] years,billionaires
[182] billionaires,thought
[182] thought,many
[182] many,americans
[182] americans,being
[182] being,smarter
[181] anandwrites,years
[59] coronavirus,forcing
[59] forcing,rely
[59] rely,largesse

Top Word Pairs in Tweet in G8:
[198] pew,research
[198] research,center
[193] similar,findings
[193] findings,data
[193] data,pew
[193] center,31
[193] 31,fox
[193] fox,news
[193] news,viewers
[193] viewers,believe

Top Word Pairs in Tweet in G9:
[195] pew,research
[188] 63,advanced
[188] advanced,nations
[188] nations,world
[188] world,majority
[188] majority,non
[188] non,christian
[188] christian,reject
[188] reject,bible
[188] bible,christ

Top Word Pairs in Tweet in G10:
[174] pew,research
[174] research,2015
[174] 2015,modern
[174] modern,immigration
[174] immigration,wave
[174] wave,brings
[174] brings,15
[174] 15,million
[174] million,usa
[174] usa,1921

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@npr
@prisonplanet
@pewenvironment
@pewtrusts
@kylegriffin1
@gelliottmorris
@profpavarghese
@anandwrites
@msavaarmstrong
@pewstates

Top Mentioned in G1:
@npr
@pewtrusts
@maganificent_7

Top Mentioned in G2:
@prisonplanet

Top Mentioned in G4:
@pewtrusts
@pewstates
@bbarrettnc
@noellestraub
@timhendersonsl
@michael_ollove
@espovich
@kilhuh
@endangered
@an_catherine

Top Mentioned in G5:
@pewenvironment
@pew_eu
@wto
@pewtrusts
@rff
@uhm_econ
@justingrubich
@pewstates
@bertarelli_fdn
@ashadevos

Top Mentioned in G6:
@kylegriffin1
@thedailyedge
@npr
@pewenvironment

Top Mentioned in G7:
@anandwrites
@_cingraham
@eugene_scott
@npr
@pewtrusts

Top Mentioned in G8:
@gelliottmorris
@kylegriffin1
@pewstates

Top Mentioned in G9:
@profpavarghese

Top Mentioned in G10:
@msavaarmstrong
@prisonplanet

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@sectest9
@pairsonnalites
@robinsnewswire
@immoralreport
@telesurtv
@lopezgovlaw
@koltovskoyyakov
@souljahsingh

Top Tweeters in G1:
@terribleteacher
@sueleugers
@movieguy28
@cece_23spalding
@nihaustin
@takinyera
@politeperson123
@seajay603
@katgodspell
@gesskay75

Top Tweeters in G2:
@souljahsingh
@debrammason1
@davealvord164
@saveusrepublic2
@susaniverach
@_yvonneburton
@rmack2x
@karriefleetwood
@60sreno
@au_bebe

Top Tweeters in G3:
@occuworld
@pairsonnalites
@robinsnewswire
@koltovskoyyakov
@robertdrakes
@iam__network
@analyticaglobal
@informatemx
@chronlaw
@rojname_english

Top Tweeters in G4:
@sectest9
@homegypsy
@dgendvil
@suzanneinlgb
@kadambpd
@mary_swilling
@watchdogsniffer
@thepowerofmeow
@jennykim
@bozzo1931

Top Tweeters in G5:
@yarosisnancy
@willseattle
@astraea_styx
@miss_placed_
@markplackett1
@lianabrooks
@de_plazza
@mr_spock
@golllion
@timberghost7

Top Tweeters in G6:
@missb62
@rachel_mcrea
@b1e56df9ce6549f
@rowast
@new_narrative
@alllwftopic
@bistycsross
@fight4freedom72
@bmangh
@sylviaz1913

Top Tweeters in G7:
@padakitty
@kenkircher1
@cblazblaz
@blkcarmensdiego
@kskm3
@devans00
@mznikkinew
@georgiemutt
@svencjohn_steve
@teawithray

Top Tweeters in G8:
@mattmurph24
@paxnostrum
@talkintou
@russelltim151
@riskyliberal
@houstonfan00
@tyberzannxxxx
@tigerbeat
@roripierpont1
@maryalicebisho2

Top Tweeters in G9:
@yogi210875
@hellboy300
@rpandya72
@ganesh_kala59
@1420kunal
@triprr
@vidyarthijha
@sen_sindh
@mallubang77
@naveenku555

Top Tweeters in G10:
@msavaarmstrong
@vetapologist
@ymcglaun
@aliatra1968
@nltcny
@kirchbabe
@samkennedy77
@susan_z_kat
@billbong9059
@designerdeb3


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