pew research, Twitter, 1/28/2021 3:28:30 AM, 246668


FAQ | Problem?

pew research_2021-01-27_19-07-56.xlsx
pew research_2021-01-27_19-07-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 28, 2021
Short Description:
pew research via NodeXL https://bit.ly/3iT73Zg
@johnjharwood
@brianklaas
@ryanstruyk
@pewenvironment
@pewtrusts
@nothoodlum
@elisebead
@pewstates
@kat_pep_
@acosta

Top hashtags:
#trump
#اے_میری_قوم_میں_مسلمان_ہوں
#covid19
#america
#antibiotics
#antibiotic

Description:
Description
The graph represents a network of 7,923 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 Thursday, 28 January 2021 at 03:12 UTC.

The requested start date was Thursday, 28 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 0-hour, 18-minute period from Friday, 15 January 2021 at 23:43 UTC to Thursday, 28 January 2021 at 00:02 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 : 7923
Unique Edges : 2531
Edges With Duplicates : 12276
Total Edges : 14807
Number of Edge Types : 5
Retweet : 5848
Tweet : 889
Mentions : 1216
Replies to : 543
MentionsInRetweet : 6311
Self-Loops : 915
Reciprocated Vertex Pair Ratio : 0.00629178136059772
Reciprocated Edge Ratio : 0.012504884720594
Connected Components : 962
Single-Vertex Connected Components : 436
Maximum Vertices in a Connected Component : 4468
Maximum Edges in a Connected Component : 9825
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.581632
Graph Density : 0.000122311430808581
Modularity : 0.515743
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,923 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 Thursday, 28 January 2021 at 03:12 UTC.

The requested start date was Thursday, 28 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 0-hour, 18-minute period from Friday, 15 January 2021 at 23:43 UTC to Thursday, 28 January 2021 at 00:02 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:
[58] https://www.pewresearch.org/politics/2021/01/15/biden-begins-presidency-with-positive-ratings-trump-departs-with-lowest-ever-job-mark/
[44] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/21/census-estimates-show-population-decline-in-16-states
[19] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/13/top-15-conservation-issues-of-2021-include-big-threats-and-potential-bright-spots?utm_campaign=conservation_cs_environmentscience_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____photo_&utm_term=___
[15] https://m.dailykos.com/stories/2021/1/15/2009409/-Final-Pew-Research-Poll-Trump-Approval-PLUMMETS-Down-to-29
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/15/black-owned-pot-businesses-remain-rare-despite-diversity-efforts
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/26/state-capitols-reckon-with-racism-in-policing
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/22/lawmakers-move-to-strip-governors-emergency-powers
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/27/president-bidens-30-percent-conservation-commitment-is-good-news-for-people-too
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/27/public-health-systems-still-arent-ready-for-the-next-pandemic

Top URLs in Tweet in G1:
[1] https://twitter.com/lrainie/status/1352651376728412161

Top URLs in Tweet in G2:
[1] https://twitter.com/ddale8/status/1351639704115023872
[1] https://www.pewresearch.org/politics/2021/01/15/biden-begins-presidency-with-positive-ratings-trump-departs-with-lowest-ever-job-mark/

Top URLs in Tweet in G3:
[29] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/21/census-estimates-show-population-decline-in-16-states
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/13/top-15-conservation-issues-of-2021-include-big-threats-and-potential-bright-spots?utm_campaign=conservation_cs_environmentscience_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____photo_&utm_term=___
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/27/president-bidens-30-percent-conservation-commitment-is-good-news-for-people-too
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/27/public-health-systems-still-arent-ready-for-the-next-pandemic
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/22/lawmakers-move-to-strip-governors-emergency-powers
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/26/state-capitols-reckon-with-racism-in-policing
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/14/4-key-priorities-for-fighting-superbugs-in-2021
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/13/top-15-conservation-issues-of-2021-include-big-threats-and-potential-bright-spots
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/15/black-owned-pot-businesses-remain-rare-despite-diversity-efforts
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/13/top-15-conservation-issues-of-2021-include-big-threats-and-potential-bright-spots?utm_campaign=conservation_cs_environmentscience_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G5:
[25] https://www.pewresearch.org/politics/2021/01/15/biden-begins-presidency-with-positive-ratings-trump-departs-with-lowest-ever-job-mark/
[18] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/21/census-estimates-show-population-decline-in-16-states
[5] https://www.pewresearch.org/fact-tank/2021/01/15/how-lawmakers-social-media-activity-changed-in-the-days-after-the-u-s-capitol-riot/
[4] https://www.pewresearch.org/fact-tank/2017/03/08/in-republicans-views-of-a-border-wall-proximity-to-mexico-matters/
[3] https://www.usatoday.com/story/news/politics/2021/01/15/donald-trump-leaves-white-house-lowest-ever-approval-rating/4173571001/
[3] https://www.pewforum.org/2021/01/14/measuring-religion-in-pew-research-centers-american-trends-panel/
[3] https://www.nytimes.com/2021/01/16/us/politics/trump-approval-rating.html
[3] https://www.ejecutivamagazine.com/record-en-numero-de-mujeres-en-el-117-congreso-estudio-pew-research-center/
[3] https://www.pewresearch.org/fact-tank/2021/01/15/a-record-number-of-women-are-serving-in-the-117th-congress/

Top URLs in Tweet in G6:
[1] https://www.ktvu.com/news/trumps-approval-rating-hits-all-time-low-following-us-capitol-riot?taid=6004aa071a90330001f1b6e4&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter
[1] https://www.ktvu.com/news/trumps-approval-rating-hits-all-time-low-following-us-capitol-riot?taid=60038f746800350001efb665&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter

Top URLs in Tweet in G9:
[1] https://www.nytimes.com/2021/01/16/us/politics/trump-approval-rating.html

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[158] trump
[34] اے_میری_قوم_میں_مسلمان_ہوں
[29] covid19
[14] america
[13] antibiotics
[12] antibiotic
[12] justiceforstudents
[12] s
[10] iuu
[10] transshipment



Top Hashtags in Tweet in G1:
[2] mc425

Top Hashtags in Tweet in G3:
[26] covid19
[13] antibiotics
[12] antibiotic
[10] iuu
[10] transshipment
[7] wildlifecorridors
[7] wildlifemigration
[6] coastalwetlands
[6] coronavirus
[6] standuptosuperbugs

Top Hashtags in Tweet in G5:
[4] trump
[3] socialmedia
[3] liuna
[3] middleclass
[3] solidarity
[3] unionstrong
[3] generationz
[2] telemedicine
[2] islam
[2] righttobeforgotten

Top Hashtags in Tweet in G9:
[1] bebest
[1] begone

Top Hashtags in Tweet in G10:
[144] trump
[7] nbc
[7] pew

Top Words
Top Words in Tweet in Entire Graph:
[5209] pew
[5170] research
[3592] trump
[2549] poll
[2073] president
[1773] 29
[1702] americans
[1652] approval
[1650] center
[1482] job

Top Words in Tweet in G1:
[1189] pew
[1189] research
[1186] trump
[1185] poll
[1184] performance
[1183] americans
[1183] view
[1182] president
[1181] johnjharwood
[1170] office

Top Words in Tweet in G2:
[767] brianklaas
[755] trump
[739] change
[738] confidence
[738] leadership
[738] obama
[738] 76
[738] germany
[738] 75
[738] france

Top Words in Tweet in G3:
[274] pewenvironment
[262] pewtrusts
[205] states
[167] help
[127] wildlife
[107] 2021
[100] fishing
[97] pewstates
[93] issues
[87] state

Top Words in Tweet in G4:
[552] pew
[552] research
[551] president
[551] poll
[540] ryanstruyk
[540] trump's
[540] overall
[540] approval
[540] rating
[540] fallen

Top Words in Tweet in G5:
[472] pew
[428] research
[250] center
[113] trump
[100] according
[68] approval
[68] 29
[65] americans
[57] poll
[57] more

Top Words in Tweet in G6:
[217] approval
[215] pew
[215] research
[213] poll
[205] trump
[203] 51
[202] leaves
[201] 29
[201] missourians
[201] josh

Top Words in Tweet in G7:
[161] believe
[160] 2013
[160] pew
[160] research
[160] center
[160] opinion
[160] survey
[160] showed
[160] malaysian
[160] population

Top Words in Tweet in G8:
[158] trump
[158] termina
[158] mandato
[158] peor
[158] nivel
[158] aprobación
[158] 29
[158] 68
[158] eeuu
[158] quiere

Top Words in Tweet in G9:
[187] trump
[162] pew
[162] research
[157] approval
[157] 29
[129] job
[129] lowest
[123] center
[122] stands
[122] down

Top Words in Tweet in G10:
[151] research
[151] center
[149] branaajean
[146] 29
[144] c'est
[144] trou
[144] lequel
[144] tombé
[144] donald
[144] #trump

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5021] pew,research
[2320] research,poll
[1642] research,center
[1356] trump,job
[1303] president,trump
[1248] americans,view
[1247] poll,americans
[1240] job,performance
[1239] johnjharwood,pew
[1229] view,president

Top Word Pairs in Tweet in G1:
[1187] pew,research
[1183] research,poll
[1183] poll,americans
[1183] americans,view
[1180] johnjharwood,pew
[1168] job,performance
[1167] trump,job
[1167] performance,five
[1167] five,days
[1167] days,before

Top Word Pairs in Tweet in G2:
[738] confidence,leadership
[738] leadership,change
[738] change,obama
[738] obama,trump
[738] trump,76
[738] 76,germany
[738] germany,75
[738] 75,france
[738] france,58
[738] 58,canada

Top Word Pairs in Tweet in G3:
[62] marine,protected
[60] dyk,seabirds
[60] seabirds,help
[60] help,spot
[60] spot,illegal
[60] illegal,fishing
[60] fishing,2021
[60] 2021,underway
[60] underway,look
[60] look,major

Top Word Pairs in Tweet in G4:
[552] pew,research
[551] research,poll
[540] president,trump's
[540] trump's,overall
[540] overall,approval
[540] approval,rating
[540] rating,fallen
[540] fallen,29
[540] 29,pew
[540] poll,released

Top Word Pairs in Tweet in G5:
[408] pew,research
[250] research,center
[75] according,pew
[44] approval,rating
[34] pew,charitable
[34] charitable,trusts
[29] center,survey
[26] capitol,riot
[24] research,poll
[24] riot,pew

Top Word Pairs in Tweet in G6:
[215] pew,research
[213] research,poll
[201] 51,missourians
[201] missourians,josh
[201] josh,hawley
[201] hawley,resign
[200] approval,rating
[199] poll,donald
[199] donald,trump
[199] trump,leaves

Top Word Pairs in Tweet in G7:
[160] 2013,pew
[160] pew,research
[160] research,center
[160] center,opinion
[160] opinion,survey
[160] survey,showed
[160] showed,malaysian
[160] malaysian,population
[160] population,believe
[160] believe,homosexuality

Top Word Pairs in Tweet in G8:
[158] trump,termina
[158] termina,mandato
[158] mandato,peor
[158] peor,nivel
[158] nivel,aprobación
[158] aprobación,29
[158] 29,68
[158] 68,eeuu
[158] eeuu,quiere
[158] quiere,permanezca

Top Word Pairs in Tweet in G9:
[162] pew,research
[128] trump,job
[123] research,center
[123] job,approval
[122] center,trump
[122] approval,stands
[122] stands,29
[122] 29,down
[122] down,percentage
[122] percentage,points

Top Word Pairs in Tweet in G10:
[151] research,center
[144] 29,c'est
[144] c'est,trou
[144] trou,lequel
[144] lequel,tombé
[144] tombé,donald
[144] donald,#trump
[144] #trump,pew
[144] pew,research
[144] center,révèle

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@johnjharwood
@brianklaas
@ryanstruyk
@pewenvironment
@pewtrusts
@nothoodlum
@cooifont
@jorgegestoso
@branaajean
@acosta

Top Mentioned in G1:
@johnjharwood
@ellenhel
@marybuggiehunt
@bostonseo10
@massgop

Top Mentioned in G2:
@brianklaas
@johnjharwood
@dollymad1812
@jdawsey1
@john_sipher

Top Mentioned in G3:
@pewenvironment
@pewtrusts
@pewstates
@peweurope
@y2y_initiative
@mattskroch
@saveantibiotics
@hiltyjodi
@bas_news
@johnnyrbriggs

Top Mentioned in G4:
@ryanstruyk
@johnjharwood
@brianklaas
@pewstates

Top Mentioned in G5:
@videsulizan
@writerjvp
@firstinmyfam
@paulnemitz
@stigmabase
@ivbaoshi
@isaiahquintana_
@elgon777

Top Mentioned in G6:
@nothoodlum
@ktvu
@brianklaas
@johnjharwood
@simonschuster
@ryanstruyk
@threepercenters
@morningconsult
@politico

Top Mentioned in G7:
@cooifont

Top Mentioned in G8:
@jorgegestoso

Top Mentioned in G9:
@acosta
@king_of_ray
@johnjharwood
@ianbremmer
@ryanstruyk
@brianklaas

Top Mentioned in G10:
@branaajean

Top Tweeters
Top Tweeters in Entire Graph:
@vzwsupport
@robinsnewswire
@kat4obama
@absyaecg
@serendipitysays
@pavan_sethi
@faby_nava77
@aaolion
@real_infinity95
@cheezwitham

Top Tweeters in G1:
@politicalbee
@teram323tere
@micjojd
@npsusa
@davidpsdem
@gwydion620
@asmith702
@briangrnotabot
@mtmarilyn2
@aprylsmithts

Top Tweeters in G2:
@morgfair
@dovewoman1
@melissajpeltier
@tempkt
@amb0306
@angelakrebs444
@beccanalia
@dc4hope
@evcoc54
@suestroud

Top Tweeters in G3:
@cheezwitham
@kulturbolschewi
@betseybess
@janiecestaton
@charluv2011
@petchary
@suzanneinlgb
@barbiewithatude
@dwatchnews
@samy45

Top Tweeters in G4:
@kenjihuncho
@cunningham_cch
@mardigroan
@straitarrow10
@virus1979c
@lovealaska1105
@maryfabulous3
@madvet2000
@piapinachiodo
@varda_friedman

Top Tweeters in G5:
@vzwsupport
@robinsnewswire
@stigmabase
@hagiwararyu11
@bmangh
@macbeestje
@canal_44
@mile_by_mile
@wittatwitta
@micah_not_micha

Top Tweeters in G6:
@ecclesias
@debsomewhere
@jacquelinehine1
@rosiem1919
@rleas
@jolievie123
@maryellenbella4
@politico
@lilsliceofcraze
@frygerard

Top Tweeters in G7:
@captainm15
@gviral1
@kleen_kut_t
@touchytorracat
@maenasheryn
@heya_rogy
@liulyz_
@bokbokfire
@justonejoon
@virtuaprocessor

Top Tweeters in G8:
@sucresabanero
@solysbellagines
@magallanero965
@joseant72838920
@joseguaina23
@jennyca35561303
@anibalmorillo1
@tovaris_01
@pueblopatriota
@afrolat

Top Tweeters in G9:
@russelltim151
@esnesy
@lorettabower3
@familygrowing1
@stanspak
@vivbwoke
@kahlanamnell77
@danacheuka
@magaji_1
@solivitaguy

Top Tweeters in G10:
@she534
@costeslioneler
@tonton_phil
@deycatherine1
@fpasquisdumont
@gailuronnicky
@swiss_pepita
@1001portails_fr
@blogcpolitic
@cataclem