pew research, Twitter, 3/24/2022 2:20:40 AM, 273596
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pew research_2022-03-23_19-07-56.xlsx
pew research_2022-03-23_19-07-56.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 24, 2022
Short Description:
pew research via NodeXL https://bit.ly/3tz1cPM
@pewstates
@kylegriffin1
@pewtrusts
@pewenvironment
@potus
@maqart55
@pewhealth
@vickie627
@_dream_out_loud
@pewresearch

Top hashtags:
#righttorepair
#internationaldayofforests
#highseas
#ukraine
#opioid
#smartnews

Description:
Description
The graph represents a network of 5,813 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, 24 March 2022 at 02:11 UTC.

The requested start date was Thursday, 24 March 2022 at 00:01 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 13-day, 21-hour, 44-minute period from Thursday, 10 March 2022 at 00:03 UTC to Wednesday, 23 March 2022 at 21:48 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 : 5813
Unique Edges : 2632
Edges With Duplicates : 7855
Total Edges : 10487
Number of Edge Types : 5
Retweet : 3571
MentionsInRetweet : 3985
Replies to : 562
Mentions : 1387
Tweet : 982
Self-Loops : 1011
Reciprocated Vertex Pair Ratio : 0.0103953963244849
Reciprocated Edge Ratio : 0.0205768877457285
Connected Components : 1063
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 1799
Maximum Edges in a Connected Component : 4316
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.476017
Graph Density : 0.000161106256250526
Modularity : 0.532056
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,813 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, 24 March 2022 at 02:11 UTC.

The requested start date was Thursday, 24 March 2022 at 00:01 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 13-day, 21-hour, 44-minute period from Thursday, 10 March 2022 at 00:03 UTC to Wednesday, 23 March 2022 at 21:48 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:
[159] https://www.cnn.com/2022/03/15/politics/congress-asymmetric-polarization-pew-research-center/index.html
[80] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/07/06/tree-the-critical-infrastructure-low-income-neighborhoods-lack?utm_campaign=communities_stl___pewfacts_____&utm_source=twitter_trusts&utm_medium=social&utm_content=statelinearticle_general____stattile_&utm_term=___
[28] https://www.pewresearch.org/fact-tank/2022/03/09/majority-of-workers-who-quit-a-job-in-2021-cite-low-pay-no-opportunities-for-advancement-feeling-disrespected/
[16] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/15/as-rents-soar-states-take-aim-at-local-zoning-laws
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/11/many-medicaid-recipients-could-lose-coverage-as-pandemic-ends
[15] https://www.pewresearch.org/politics/2022/03/15/public-expresses-mixed-views-of-u-s-response-to-russias-invasion-of-ukraine/
[14] https://fortune.com/2022/03/10/pew-research-great-resignation-russia-sanctions-ceo-daily/
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/14/gop-targets-tenure-to-curb-classroom-discussions-of-race-gender
[12] https://twitter.com/sweetstench/status/1502793240923279363
[11] https://www.inc.com/melissa-angell/working-from-home-worker-disconnect-pew-research.html

Top URLs in Tweet in G1:
[80] https://www.cnn.com/2022/03/15/politics/congress-asymmetric-polarization-pew-research-center/index.html
[21] https://www.pewresearch.org/fact-tank/2022/03/09/majority-of-workers-who-quit-a-job-in-2021-cite-low-pay-no-opportunities-for-advancement-feeling-disrespected/
[12] https://fortune.com/2022/03/10/pew-research-great-resignation-russia-sanctions-ceo-daily/
[10] https://www.pewresearch.org/politics/2022/03/15/public-expresses-mixed-views-of-u-s-response-to-russias-invasion-of-ukraine/
[8] https://twitter.com/sweetstench/status/1502793240923279363
[8] https://www.pewresearch.org/internet/2022/03/17/ai-and-human-enhancement-americans-openness-is-tempered-by-a-range-of-concerns/
[7] https://www.inc.com/melissa-angell/working-from-home-worker-disconnect-pew-research.html
[6] https://fortune.com/2022/03/10/pew-research-great-resignation-russia-sanctions-ceo-daily/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.businessinsider.com/quitting-making-more-money-great-resignation-pew-research-survey-2022-3
[5] https://www.pewresearch.org/fact-tank/2022/03/09/americans-largely-support-u-s-joining-international-efforts-to-address-climate-change/

Top URLs in Tweet in G2:
[2] https://www.cnn.com/2022/03/15/politics/congress-asymmetric-polarization-pew-research-center/index.html
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/new-mexico-promises-safer-passage-for-wildlife-and-drivers?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_migrations____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/21/research-identifies-which-wyoming-and-south-dakota-forest-areas?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_blmforestsvc____linkcard_&utm_term=___

Top URLs in Tweet in G3:
[1] https://www.businessinsider.com/remote-workers-interested-in-working-from-home-pew-research-survey-2022-2
[1] https://www.pewresearch.org/politics/2022/03/15/public-expresses-mixed-views-of-u-s-response-to-russias-invasion-of-ukraine/

Top URLs in Tweet in G4:
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/11/inequitable-access-to-oral-health-care-continues-to-harm-children-of-color?utm_campaign=health_dntl________&utm_source=twitter_states&utm_medium=social&utm_content=article_lackofaccess____map_&utm_term=___problem
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/tax-revenue-in-21-states-outperformed-pre-pandemic-growth
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/07/06/tree-the-critical-infrastructure-low-income-neighborhoods-lack?utm_campaign=communities_stl___pewfacts_____&utm_source=twitter_trusts&utm_medium=social&utm_content=statelinearticle_general____stattile_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/states-prime-age-employment-rates-are-still-recovering
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2022/where-states-get-their-money-fy-2020?utm_campaign=financeandeconomy_sfh_fiscalandeconomicpolicy_______&utm_source=twitter_states&utm_medium=social&utm_content=datavisualization_revenue_gif&utm_term=datapoint_yourstate
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/states-encounter-uneven-personal-income-growth-as-aid-subsides?utm_campaign=financeandeconomy_sfh_fiscalandeconomicpolicy_______&utm_source=twitter_states&utm_medium=social&utm_content=article_recessionrecovery_map&utm_term=yourstate
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2021/how-local-governments-raise-their-tax-dollars?utm_campaign=financeandeconomy_sfh________&utm_source=twitter_states&utm_medium=social&utm_content=datavisualization_revenue_gif&utm_term=cta
[2] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2014/fiscal-50?utm_campaign=financeandeconomy_sfh________&utm_source=twitter_states&utm_medium=social&utm_content=datavisualization_recessionrecovery____chart_&utm_term=yourstate_ranking#ind3
[2] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/15/as-rents-soar-states-take-aim-at-local-zoning-laws?utm_campaign=communities_stl________&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____map_&utm_term=___generaltrend
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/08/these-5-flood-resilience-and-adaptation-challenges-offer-opportunities-for-states

Top URLs in Tweet in G5:
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/02/the-deep-ocean-is-essential-for-life-on-earth-but-it-is-under-threat?utm_campaign=conservation_smp_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____quotetile_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/11/to-keep-wildlife-off-roads-and-trails-wyoming-builds-more-crossings?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_migrations____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/03/plan-aims-to-save-emblematic-patagonian-otter-from-extinction?utm_campaign=conservation_chpt________&utm_source=twitter_environment&utm_medium=social&utm_content=article_localcollab____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/14/us-rivers-need-more-protection-and-congress-can-help-now?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_blmforestsvc____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/new-mexico-promises-safer-passage-for-wildlife-and-drivers?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_migrations____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/07/global-voices-seek-to-protect-and-conserve-abundant-life-in-international-waters?utm_campaign=conservation_olhs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=collection_general____video_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/07/leaders-in-chilean-patagonia-agree-to-strengthen-conservation-and-communities?utm_campaign=conservation_chpt________&utm_source=twitter_environment&utm_medium=social&utm_content=article_gateways____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/16/north-pacific-fisheries-commission-should-guard-against-illegally-caught-fish?utm_campaign=conservation_intf_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_transshipment____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/new-mexico-promises-safer-passage-for-wildlife-and-drivers
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/23/pews-2022-marine-fellows-to-tackle-range-of-projects-to-improve-ocean-health?utm_campaign=conservation_pmf___2022pmfannouncement_____&utm_source=fb-li-tw_partner&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___declarative

Top URLs in Tweet in G6:
[73] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/07/06/tree-the-critical-infrastructure-low-income-neighborhoods-lack?utm_campaign=communities_stl___pewfacts_____&utm_source=twitter_trusts&utm_medium=social&utm_content=statelinearticle_general____stattile_&utm_term=___
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/15/as-rents-soar-states-take-aim-at-local-zoning-laws
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/17/as-nurses-quit-states-seek-to-train-more
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/18/contentious-fringe-legal-theory-could-reshape-state-election-laws
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/11/many-medicaid-recipients-could-lose-coverage-as-pandemic-ends
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/08/these-5-flood-resilience-and-adaptation-challenges-offer-opportunities-for-states
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/14/gop-targets-tenure-to-curb-classroom-discussions-of-race-gender
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/02/24/new-study-underscores-urgent-need-for-new-antibiotics
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/10/new-mexico-promises-safer-passage-for-wildlife-and-drivers
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/07/seaweed-farming-has-vast-potential-but-good-luck-getting-a-permit

Top URLs in Tweet in G7:
[1] https://nationalpost.com/news/world/majority-of-americans-support-restarting-keystone-xl-pipeline-to-make-up-for-russian-oil-ban

Top URLs in Tweet in G8:
[2] https://www.cnn.com/2022/03/15/politics/congress-asymmetric-polarization-pew-research-center/index.html

Top URLs in Tweet in G9:
[1] https://www.cnn.com/2022/03/15/politics/congress-asymmetric-polarization-pew-research-center/index.html

Top URLs in Tweet in G10:
[6] https://rsci.app.link/24t6Z0mz0mb?_p=c41029c098027af1e21e90f5eb&utm_content=buffer64e46&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.christianitytoday.com/news/2022/march/return-to-church-plateau-in-person-virtual-pew-research.html?utm_source=twitter&utm_medium=post&utm_campaign=article
[4] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/job/Washington-DC-Pew-Research-Center/Research-Assistant--Race-and-Ethnicity_R001551
[3] https://rsci.app.link/OEqpt2AIbnb?_p=c51029c39e067af1e11890f8e9&utm_content=buffer41f89&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.deseret.com/coronavirus/2022/3/17/22979105/covid-19-pandemic-democrats-republicans-vaccines-death-rates-pew-research-center?utm_source=twitter&utm_medium=dn-social&utm_campaign=twitter&utm_content=deseretnews
[3] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/11/many-medicaid-recipients-could-lose-coverage-as-pandemic-ends
[2] https://www.christianitytoday.com/news/2022/march/return-to-church-plateau-in-person-virtual-pew-research.html?utm_source=twitter&utm_medium=post&utm_campaign=article&fbclid=IwAR3MiZSDW-5q3nid5byvpkGgQAqm64NlFXa3L0tpoRFoA5zTvmHvVVMgX9s
[2] https://www.christianitytoday.com/news/2022/march/return-to-church-plateau-in-person-virtual-pew-research.html
[2] https://www.pewresearch.org/fact-tank/2021/09/07/how-do-people-in-the-u-s-take-pew-research-center-surveys-anyway/?utm_content=buffer7eee6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.deseret.com/faith/2022/3/19/22983164/new-data-sheds-light-on-black-catholics-pew-research-center-african-americans-religion-protestants?utm_campaign=myaguarnieri&utm_content=chorus&utm_medium=social&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[500] pewtrusts.org
[233] pewresearch.org
[186] cnn.com
[68] twitter.com
[24] fortune.com
[23] businessinsider.com
[21] pewforum.org
[17] christianitytoday.com
[17] searchenginejournal.com
[16] deseret.com

Top Domains in Tweet in G1:
[123] pewresearch.org
[94] cnn.com
[31] twitter.com
[27] pewtrusts.org
[19] fortune.com
[13] businessinsider.com
[9] linkedin.com
[9] pewforum.org
[7] inc.com
[7] adweek.com

Top Domains in Tweet in G2:
[2] pewtrusts.org
[2] cnn.com

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

Top Domains in Tweet in G4:
[142] pewtrusts.org
[3] twitter.com
[2] pewresearch.org
[1] theconversation.com
[1] zippia.com
[1] mcknightsseniorliving.com
[1] thefiscaltimes.com

Top Domains in Tweet in G5:
[82] pewtrusts.org
[1] bit.ly

Top Domains in Tweet in G6:
[219] pewtrusts.org
[1] careerwebsite.com
[1] fortune.com
[1] pewresearch.org
[1] twitter.com

Top Domains in Tweet in G7:
[1] nationalpost.com

Top Domains in Tweet in G8:
[2] cnn.com

Top Domains in Tweet in G9:
[1] cnn.com

Top Domains in Tweet in G10:
[12] deseret.com
[10] christianitytoday.com
[9] pewresearch.org
[9] app.link
[9] medium.com
[5] pewtrusts.org
[5] myworkdayjobs.com
[2] infodocket.com
[1] adweek.com
[1] mcknightsseniorliving.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[125] righttorepair
[80] internationaldayofforests
[50] highseas
[28] ukraine
[18] opioid
[18] smartnews
[17] biden
[12] igc4
[11] sotu
[11] twitter



Top Hashtags in Tweet in G1:
[10] smartnews
[5] bigtech
[4] media
[3] news
[3] jobs
[3] republicans
[3] jill305
[3] internet
[3] ukraine
[3] 2020elections

Top Hashtags in Tweet in G2:
[2] smartnews

Top Hashtags in Tweet in G3:
[5] ukrainerussiawar
[1] standwithukraine

Top Hashtags in Tweet in G4:
[116] righttorepair
[15] opioid
[11] sotu
[6] internationaldayofforests
[4] cccnlc
[4] matact
[3] dentaltherapy
[3] dyk
[3] antibioticresistance
[2] philadelphia

Top Hashtags in Tweet in G5:
[50] highseas
[12] igc4
[9] iuu
[5] wildandscenic
[5] nmleg
[4] pewmarinefellow
[3] ai
[2] riversuniteus
[2] npfc
[2] iuufishing

Top Hashtags in Tweet in G6:
[73] internationaldayofforests
[7] philadelphia
[7] righttorepair
[6] diversity
[6] jobs
[6] washingtondc
[6] childcare
[4] seaweed
[3] opioid
[3] climateaction

Top Hashtags in Tweet in G8:
[2] smartnews
[1] kentanjibrownjackson

Top Hashtags in Tweet in G10:
[3] greatresignation
[2] ai
[1] twitter
[1] covid
[1] pandemic
[1] lowpay
[1] disrespected
[1] philadelphia
[1] greatrealization
[1] solarmasons

Top Words
Top Words in Tweet in Entire Graph:
[3173] pew
[3083] research
[1671] americans
[1333] support
[1145] russia
[1053] poll
[827] center
[596] action
[592] military
[582] adults

Top Words in Tweet in G1:
[448] pew
[442] research
[258] center
[99] according
[98] americans
[76] more
[71] congress
[66] survey
[65] yes
[63] fault

Top Words in Tweet in G2:
[488] pew
[487] research
[486] americans
[485] poll
[485] 85
[485] keep
[485] strict
[485] economic
[485] sanctions
[485] russia

Top Words in Tweet in G3:
[456] russia
[446] pew
[446] research
[441] support
[440] americans
[435] proudsocialist
[435] military
[435] action
[434] poll
[434] alarming

Top Words in Tweet in G4:
[327] pewstates
[177] companies
[167] states
[116] farmers
[116] ranchers
[116] small
[116] shops
[116] #righttorepair
[116] equipment
[116] pushing

Top Words in Tweet in G5:
[276] pewenvironment
[107] ocean
[77] river
[76] protect
[70] help
[63] wildlife
[60] patagonia
[60] leaders
[56] water
[53] one

Top Words in Tweet in G6:
[227] pewtrusts
[80] income
[73] inequity
[73] #internationaldayofforests
[54] states
[41] pandemic
[33] state
[31] pewstates
[27] more
[20] rents

Top Words in Tweet in G7:
[182] 71
[182] americans
[182] support
[182] keystone
[182] xl
[182] pipeline
[182] bring
[182] canadian
[182] oil
[182] refineries

Top Words in Tweet in G8:
[158] same
[158] sex
[158] marriage
[157] senator
[157] cornyn
[157] stated
[157] christians
[157] oppose
[157] according
[157] 2019

Top Words in Tweet in G9:
[4] pew
[4] research
[4] conservative
[3] people
[3] cosmicindiffer1
[3] lanyjennifer
[3] jackwhoelse
[3] thelivingkira
[3] 43cyoa
[3] ladyoftheocean1

Top Words in Tweet in G10:
[36] survey
[32] research
[30] pewresearch
[30] pew
[27] more
[22] pandemic
[20] center
[16] ctmagazine
[16] online
[15] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2956] pew,research
[1007] research,poll
[814] research,center
[724] americans,support
[581] military,action
[524] 35,americans
[517] taking,military
[516] support,taking
[515] sanctions,russia
[498] economic,sanctions

Top Word Pairs in Tweet in G1:
[417] pew,research
[255] research,center
[65] according,pew
[62] fault,congress
[62] congress,polarized
[58] yes,republicans'
[58] republicans',fault
[36] great,resignation
[35] quit,jobs
[29] center,survey

Top Word Pairs in Tweet in G2:
[486] pew,research
[485] research,poll
[485] poll,85
[485] 85,americans
[485] americans,keep
[485] keep,strict
[485] strict,economic
[485] economic,sanctions
[485] sanctions,russia
[485] russia,77

Top Word Pairs in Tweet in G3:
[446] pew,research
[435] military,action
[434] proudsocialist,pew
[434] research,poll
[434] poll,alarming
[434] alarming,35
[434] 35,americans
[434] americans,support
[434] support,taking
[434] taking,military

Top Word Pairs in Tweet in G4:
[116] farmers,ranchers
[116] ranchers,small
[116] small,shops
[116] shops,#righttorepair
[116] #righttorepair,equipment
[116] equipment,companies
[116] companies,pushing
[116] pushing,back
[116] back,withholding
[115] pewstates,farmers

Top Word Pairs in Tweet in G5:
[53] one,ocean
[52] estimated,500
[52] 500,patagonia
[52] patagonia,huillínes
[52] huillínes,river
[52] river,cats
[52] cats,left
[52] left,chile
[52] chile,argentina
[52] argentina,luckily

Top Word Pairs in Tweet in G6:
[73] inequity,income
[73] income,#internationaldayofforests
[72] pewtrusts,inequity
[16] covid,19
[12] states,take
[10] 2021,rents
[10] rents,rose
[10] rose,faster
[10] faster,past
[10] past,20

Top Word Pairs in Tweet in G7:
[182] 71,americans
[182] americans,support
[182] support,keystone
[182] keystone,xl
[182] xl,pipeline
[182] pipeline,bring
[182] bring,canadian
[182] canadian,oil
[182] oil,refineries
[182] refineries,liberal

Top Word Pairs in Tweet in G8:
[158] same,sex
[158] sex,marriage
[157] senator,cornyn
[157] cornyn,stated
[157] stated,christians
[157] christians,oppose
[157] oppose,same
[157] marriage,according
[157] according,2019
[157] 2019,pew

Top Word Pairs in Tweet in G9:
[3] pew,research
[2] synyster63,mistressredwasp
[2] nathanbronson7,giddy_bunny
[2] southtownking,_teekeemon
[2] _teekeemon,jackwhoelse
[2] jackwhoelse,thelivingkira
[2] thelivingkira,43cyoa
[2] 43cyoa,nanettedonnelly
[2] mrchingone,quidrises
[2] ladyoftheocean1,blackca28867722

Top Word Pairs in Tweet in G10:
[26] pew,research
[19] research,center
[14] javascript,react
[14] react,d3
[14] d3,wordpress
[14] wordpress,chops
[14] chops,interested
[14] interested,joining
[14] joining,great
[14] great,team

Top Replied-To
Top Replied-To in Entire Graph:
@sweetstench
@marshablackburn
@unusual_whales
@timkell91827640
@foxnews
@gop
@nirita
@jonesydude87
@gopchairwoman
@famedcelebrity

Top Replied-To in G1:

Top Replied-To in G2:
@kylegriffin1

Top Replied-To in G3:
@sameerakhan
@proudsocialist
@leslie64993617

Top Replied-To in G4:
@asymons33
@potus
@okielibsherry

Top Replied-To in G9:
@mt_heathen
@liarsalwayslie
@sinner_lilith
@42gnome
@sockpuppettruth

Top Replied-To in G10:
@gregsmith_polls

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@proudsocialist
@pewstates
@pewenvironment
@pewtrusts
@ecosensenow
@revjeskast
@pewhealth
@statisense
@visegrad24

Top Mentioned in G1:
@cotoblogzz
@limitlessleila
@78tiger
@priscilagural
@tvtimewithjohn
@judebennett0
@dailyproperties
@seashelldigital
@harrieteve9

Top Mentioned in G2:
@kylegriffin1
@azpetrich
@5slapout

Top Mentioned in G3:
@proudsocialist
@sameerakhan
@danpriceseattle
@mazzenilsson
@wildfang135
@selmakhan14
@johncena_2036

Top Mentioned in G4:
@pewstates
@pewhealth
@pewtrusts
@potus
@sleiseca
@pewenvironment
@sueurahn
@kilhuh
@us_fda
@brown_alex_

Top Mentioned in G5:
@pewenvironment
@peweurope
@divaamon
@mattskroch
@djellenberger
@pewstates
@peterericthor
@leslieannduncan
@isabeljarrett
@ubcoceans

Top Mentioned in G6:
@pewtrusts
@pewstates
@kristianreports
@gatesfoundation
@rockefellerfdn
@wk_kellogg_fdn
@aallyahpatrice
@pewhealth
@lajunetabron
@larry_eichel

Top Mentioned in G7:
@ecosensenow

Top Mentioned in G8:
@revjeskast
@candies2639

Top Mentioned in G9:
@cosmicindiffer1
@lanyjennifer
@jackwhoelse
@thelivingkira
@43cyoa
@ladyoftheocean1
@ashiey_janice
@tj_onfire
@_dream_out_loud
@synyster63

Top Mentioned in G10:
@pewresearch
@ctmagazine
@mpiccorossi
@danielsilliman
@pewglobal
@pewmethods
@myaguarnieri
@kateshellnutt
@loisco
@itskelseybutler

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@knewz_currently
@oldlady12345
@rashidaldosari
@berkleybearnews
@robinsnewswire
@mistersalesman
@zyitegadgets
@tradermarcocost
@chris_1791

Top Tweeters in G1:
@berkleybearnews
@robinsnewswire
@zyitegadgets
@andyvermaut
@foggybottomgal
@stigmabase
@purplegarter1
@jimmyroybloom
@memeburk
@pastorabharris

Top Tweeters in G2:
@missb62
@sddphoto
@manmet80
@vedehimajumdar
@carolmaewy
@metaquest
@jrbkjrbk
@maryalicebisho2
@briangrnotabot
@davidpsdem

Top Tweeters in G3:
@dianabechini93
@paulsorrentino3
@yananous
@godandthebear
@danielocl
@socialistvoice
@cb765
@diddymcc
@raphaeldogg
@lfaraday

Top Tweeters in G4:
@oldlady12345
@rjber15
@lehimesa
@onahunttoday
@bob_stinson1234
@john_siracusa
@jjj5819
@79topper
@awelab1956
@ecclesias

Top Tweeters in G5:
@terpsichore_los
@education_24x7
@mpassy_jr
@loreyjeanene
@watchdogsniffer
@bravosabre
@whysharksmatter
@laplapv3
@impeachbdevos
@taximanf100

Top Tweeters in G6:
@hrblock_21
@cheezwitham
@reneevoicebrand
@avonan
@brettaapplebaum
@sampson_elaine
@paulmick
@suzanneinlgb
@passarelliallan
@ae4ca

Top Tweeters in G7:
@maegan_laporte
@rog_2
@shiremoorpotter
@billmoore20
@erikluczak
@sidljon
@friedasmom7
@shelliecorreia
@trocbe
@idgaf_alaniz

Top Tweeters in G8:
@raypride
@samlitzinger
@jaunte
@milenaac
@mostlymartha
@forsyth_barb
@pennypyro
@bugjudy
@reesean
@rocapri

Top Tweeters in G9:
@vickie627
@vincegottalotta
@ladyoftheocean1
@medwoman1
@instinctnaturel
@42gnome
@viktor_renquist
@merry_hippie
@photoartist9
@asjah8

Top Tweeters in G10:
@nufcedkevin
@fox7austin
@xandertaylor3
@deseret
@py_data_sci
@dccajun
@scottyjws
@paula_span
@pewresearch
@meetthepress


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