pew research, Twitter, 3/11/2021 3:28:38 AM, 250487
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pew research_2021-03-10_19-07-56.xlsx
pew research_2021-03-10_19-07-56.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 11, 2021
Short Description:
pew research via NodeXL https://bit.ly/3rDvoG7
@pewenvironment
@nytimes
@pewtrusts
@govsherazkhan
@kjp46
@abc
@pewstates
@shannon_d_young
@axios
@pewhealth

Top hashtags:
#antibiotics
#standuptosuperbugs
#antibiotic
#covid19
#china
#americans
#worldseagrassday

Description:
Description
The graph represents a network of 5,576 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, 11 March 2021 at 03:13 UTC.

The requested start date was Thursday, 11 March 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 13-day, 22-hour, 7-minute period from Thursday, 25 February 2021 at 01:17 UTC to Wednesday, 10 March 2021 at 23:24 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 : 5576
Unique Edges : 2569
Edges With Duplicates : 8687
Total Edges : 11256
Number of Edge Types : 5
Retweet : 3037
MentionsInRetweet : 3586
Replies to : 446
Mentions : 1284
Tweet : 2903
Self-Loops : 2928
Reciprocated Vertex Pair Ratio : 0.0195163343232923
Reciprocated Edge Ratio : 0.0382854764877237
Connected Components : 1621
Single-Vertex Connected Components : 1114
Maximum Vertices in a Connected Component : 2087
Maximum Edges in a Connected Component : 5572
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.231631
Graph Density : 0.000154602363749831
Modularity : 0.460737
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 5,576 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, 11 March 2021 at 03:13 UTC.

The requested start date was Thursday, 11 March 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 13-day, 22-hour, 7-minute period from Thursday, 25 February 2021 at 01:17 UTC to Wednesday, 10 March 2021 at 23:24 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:
[683] https://www.pewresearch.org/2021/03/05/a-year-of-u-s-public-opinion-on-the-coronavirus-pandemic/
[678] https://www.pewresearch.org/2021/03/05/methodology/
[648] https://www.pewresearch.org/2021/03/05/in-their-own-words-americans-describe-the-struggles-and-silver-linings-of-the-covid-19-pandemic/
[123] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/06/21/scientists-at-work-the-art-and-science-of-saving-mangroves?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=aburtomarinefellow
[30] https://www.pewresearch.org/politics/2021/03/09/broad-public-support-for-coronavirus-aid-package-just-a-third-say-it-spends-too-much/
[19] https://carjiescott.com/2018/06/17/cdc-report-on-fathers-involvement-proves-that-black-dads-are-most-involved-and-the-pew-research-center-reports-that-the-role-of-the-american-dad-is-changing/
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/09/alarming-decline-in-shark-populations-points-to-need-for-stricter-conservation-measures
[16] https://medium.com/pew-research-center-decoded/contending-with-the-80-20-rule-when-studying-online-behavior-14040af11453
[16] https://www.the74million.org/new-pew-research-polling-on-school-reopening-shows-concerns-shifting-from-virus-spread-to-learning-loss/
[14] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/01/states-fail-to-prioritize-homeless-people-for-vaccines

Top URLs in Tweet in G1:
[651] https://www.pewresearch.org/2021/03/05/methodology/
[649] https://www.pewresearch.org/2021/03/05/a-year-of-u-s-public-opinion-on-the-coronavirus-pandemic/
[634] https://www.pewresearch.org/2021/03/05/in-their-own-words-americans-describe-the-struggles-and-silver-linings-of-the-covid-19-pandemic/
[22] https://www.pewresearch.org/politics/2021/03/09/broad-public-support-for-coronavirus-aid-package-just-a-third-say-it-spends-too-much/
[11] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[8] https://www.pewresearch.org/science/2021/03/05/growing-share-of-americans-say-they-plan-to-get-a-covid-19-vaccine-or-already-have/
[6] https://www.pewresearch.org/fact-tank/2021/02/24/more-americans-now-say-academic-concerns-should-be-a-top-factor-in-deciding-to-reopen-k-12-schools/
[5] https://www.pewresearch.org/fact-tank/2019/07/30/two-thirds-of-americans-favor-raising-federal-minimum-wage-to-15-an-hour/
[5] https://medium.com/pew-research-center-decoded/contending-with-the-80-20-rule-when-studying-online-behavior-14040af11453
[5] https://www.pewresearch.org/global/2021/03/04/most-americans-support-tough-stance-toward-china-on-human-rights-economic-issues/

Top URLs in Tweet in G2:
[12] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/02/what-policymakers-can-learn-from-the-minnesota-model-of-broadband-expansion
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/01/states-fail-to-prioritize-homeless-people-for-vaccines
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/24/who-are-philadelphias-landlords
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/09/churches-community-groups-help-states-vaccinate-immigrants
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/17/pandemic-drives-historic-state-tax-revenue-drop
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/17/pandemic-drives-historic-state-tax-revenue-drop?utm_campaign=financeandeconomy_sfh_fiscalandeconomicpolicy__nextrecession_____&utm_source=twitter_states&utm_medium=social&utm_content=article_recessionrecovery_map&utm_term=___generaltrend
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/01/11-facts-about-salt-marshes-and-why-we-need-to-protect-them
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/03/03/its-patchwork-rural-teachers-struggle-to-connect-in-pandemic
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/02/24/women-gain-record-power-in-state-legislatures
[6] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_trusts&utm_medium=social&utm_content=datavisualization_coastalhabitats____linkcard_&utm_term=__ncsoc_thread

Top URLs in Tweet in G3:
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/09/alarming-decline-in-shark-populations-points-to-need-for-stricter-conservation-measures
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/03/indian-ocean-managers-must-commit-to-long-term-rebuilding-of-yellowfin-tuna?utm_campaign=conservation_intf________&utm_source=twitter_environment&utm_medium=social&utm_content=article_overfishingtopthreat____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/01/seagrass-a-powerful-ally-in-the-fight-against-climate-change-says-seychelles-based-expert
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/11/after-chaotic-year-seabed-mining-oversight-body-must-strengthen-policies?utm_campaign=conservation_smp_oceans_seabedmining______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/01/11-facts-about-salt-marshes-and-why-we-need-to-protect-them
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/28/is-canada-doing-enough-to-save-right-whales?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_arctic____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/01/11-facts-about-salt-marshes-and-why-we-need-to-protect-them?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_coastalhabitats____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/05/pressure-mounts-on-governments-worldwide-to-stop-subsidizing-overfishing?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_wtobestway____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/22/fisheries-subsidies-reform-could-reduce-overfishing-and-illegal-fishing-case-studies-find?utm_campaign=conservation_rhfs________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/03/indian-ocean-managers-must-commit-to-long-term-rebuilding-of-yellowfin-tuna?utm_campaign=conservation_intf________&utm_source=twitter_eu&utm_medium=social&utm_content=article_overfishingtopthreat____linkcard_&utm_term=___

Top URLs in Tweet in G4:
[1] https://trib.al/cXX3ut1

Top URLs in Tweet in G5:
[1] https://twitter.com/theplumlinegs/status/1369398866693488653
[1] https://www.pewresearch.org/politics/2021/03/09/broad-public-support-for-coronavirus-aid-package-just-a-third-say-it-spends-too-much/

Top URLs in Tweet in G6:
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/03/05/stand-up-to-superbugs
[6] https://www.pewtrusts.org/en/research-and-analysis/video/2016/why-cant-we-find-new-antibiotics?utm_campaign=health&utm_source=twitter&utm_medium=social&utm_content=standuptosuperbugs_flyin
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/26/meet-our-2021-stand-up-to-superbugs-ambassadors?utm_campaign=saveantibiotics&utm_source=twitter&utm_medium=social
[4] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2021/03/syringe-distribution-programs-can-improve-public-health-during-the-opioid-overdose-crisis?utm_campaign=health_supti_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=issuebrief_comprehensivesyst____linkcard_&utm_term=___datapoint
[4] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/broken-antibiotics-market-puts-cancer-treatments-at-risk
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/03/01/how-community-development-financing-can-help-support-healthier-neighborhoods?utm_campaign=health_hlm_usstatepolicy_______&utm_source=twitter_health&utm_medium=social&utm_content=article_healthshouldbefactor____linkcard_&utm_term=___summary
[2] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/broken-antibiotics-market-puts-cancer-treatments-at-risk?utm_campaign=health_arp_antibiotics_______&utm_source=twitter_health&utm_medium=social&utm_content=infographic_needfedfunding____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/18/researcher-explains-challenges-in-finding-novel-antibiotics?utm_campaign=health_arp_antibiotics_______&utm_source=twitter_health&utm_medium=social&utm_content=article_newabxneeded____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/14/extended-medicaid-coverage-would-help-postpartum-patients-with-treatment-for-opioid-use-disorder?utm_campaign=health_supti_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=article_rxaccess____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2021/antibiotic-development-needs-economic-incentives?utm_campaign=health_arp_antibiotics_______&utm_source=twitter_health&utm_medium=social&utm_content=infographic_needfedfunding____stattile_&utm_term=___

Top URLs in Tweet in G7:
[123] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/06/21/scientists-at-work-the-art-and-science-of-saving-mangroves?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=aburtomarinefellow

Top URLs in Tweet in G9:
[11] https://www.the74million.org/?p=568533
[10] https://news.fordham.edu/event/black-churches-black-catholics-exploring-a-groundbreaking-new-survey-from-pew-research/
[10] https://www.the74million.org/new-pew-research-polling-on-school-reopening-shows-concerns-shifting-from-virus-spread-to-learning-loss/
[9] https://medium.com/pew-research-center-decoded/contending-with-the-80-20-rule-when-studying-online-behavior-14040af11453
[2] https://myemail.constantcontact.com/Black-Churches--Black-Catholics--New-Pew-Research-Study.html?soid=1116659472670&aid=jppGpaMws6s
[2] https://www.pewresearch.org/2021/03/05/a-year-of-u-s-public-opinion-on-the-coronavirus-pandemic/
[1] https://www.pewforum.org/2021/01/14/measuring-religion-in-pew-research-centers-american-trends-panel/
[1] https://medium.com/pew-research-center-decoded/adapting-how-we-ask-about-the-gender-of-our-survey-respondents-77b0cb7367c0?utm_content=buffer9af03&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://medium.com/pew-research-center-decoded/contending-with-the-80-20-rule-when-studying-online-behavior-14040af11453?utm_content=buffer66a5d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://medium.com/pew-research-center-decoded/what-different-survey-modes-and-question-types-can-tell-us-about-americans-views-of-china-4523a47b5d99?utm_content=buffer15189&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[1] https://trib.al/OCFa0XC
[1] https://cmun.it/e/vafcfsq/Politics/69-americans-plan-covid-19-vaccine-poll/story?t=1615159559

Top Domains
Top Domains in Tweet in Entire Graph:
[2200] pewresearch.org
[715] pewtrusts.org
[59] twitter.com
[31] pew.org
[27] medium.com
[27] the74million.org
[20] carjiescott.com
[18] savvas.com
[13] pewforum.org
[13] facebook.com

Top Domains in Tweet in G1:
[2041] pewresearch.org
[46] pewtrusts.org
[29] twitter.com
[15] savvas.com
[13] facebook.com
[12] forbes.com
[5] journalism.org
[5] medium.com
[5] axios.com
[4] the74million.org

Top Domains in Tweet in G2:
[314] pewtrusts.org
[14] pew.org
[7] twitter.com
[2] bit.ly
[1] pennlive.com
[1] wsj.com
[1] morningconsult.com
[1] washingtonpost.com
[1] nevadacurrent.com
[1] economist.com

Top Domains in Tweet in G3:
[101] pewtrusts.org
[5] pew.org

Top Domains in Tweet in G4:
[1] trib.al

Top Domains in Tweet in G5:
[1] twitter.com
[1] pewresearch.org

Top Domains in Tweet in G6:
[84] pewtrusts.org
[12] pew.org
[1] nbcnews.com

Top Domains in Tweet in G7:
[123] pewtrusts.org

Top Domains in Tweet in G9:
[21] the74million.org
[13] medium.com
[10] fordham.edu
[7] pewresearch.org
[5] icims.com
[2] constantcontact.com
[1] pewforum.org
[1] scpr.org
[1] youtube.com
[1] districtadministration.com

Top Domains in Tweet in G10:
[1] trib.al
[1] cmun.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[90] antibiotics
[77] standuptosuperbugs
[74] antibiotic
[71] covid19
[58] china
[56] americans
[34] worldseagrassday
[33] antibioticresistance
[26] digitaldivide
[23] stopfundingoverfishing



Top Hashtags in Tweet in G1:
[16] digitaldivide
[16] edchat
[15] edtech
[9] smartnews
[4] pew
[2] turkeycoup
[2] nato
[2] jcpoa
[2] covid19
[2] genz

Top Hashtags in Tweet in G2:
[28] covid19
[16] philadelphia
[15] antibiotics
[12] homelessness
[10] broadband
[7] antibiotic
[7] localgov
[5] cjreform
[4] philly
[4] digitaldivide

Top Hashtags in Tweet in G3:
[31] worldseagrassday
[22] stopfundingoverfishing
[21] rightwhales
[17] pewmarinefellow
[17] mpa
[13] boreal
[8] oceansummit
[7] seagrass
[5] safeseas
[3] wildolympics

Top Hashtags in Tweet in G6:
[76] standuptosuperbugs
[75] antibiotics
[67] antibiotic
[33] antibioticresistance
[27] covid19
[6] superbug
[5] opioid
[3] iwd2021
[2] sepsis
[1] xthexwaiver

Top Hashtags in Tweet in G9:
[3] learningloss
[2] siaworks
[2] covid19
[2] mrx
[2] schoolreopening
[1] vaccine
[1] africanamerican
[1] funfactfriday
[1] youtube
[1] youtuber

Top Hashtags in Tweet in G10:
[1] soulofanation

Top Words
Top Words in Tweet in Entire Graph:
[4108] pew
[3967] research
[1487] pandemic
[1409] americans
[1045] public
[1000] 19
[963] coronavirus
[923] covid
[850] center
[817] year

Top Words in Tweet in G1:
[2401] pew
[2372] research
[1306] pandemic
[753] americans
[693] covid
[687] 19
[667] year
[665] public
[661] coronavirus
[659] opinion

Top Words in Tweet in G2:
[292] pewtrusts
[289] jail
[190] pewstates
[161] time
[144] states
[103] 19
[101] state
[98] population
[96] more
[94] 20

Top Words in Tweet in G3:
[373] pewenvironment
[114] ocean
[107] tuna
[78] fisheries
[78] yellowfin
[69] salt
[66] win
[65] harmful
[65] subsidies
[64] marshes

Top Words in Tweet in G4:
[233] package
[231] nytimes
[231] republicans
[231] attacked
[231] president
[231] biden
[231] trillion
[231] coronavirus
[231] relief
[231] wasteful

Top Words in Tweet in G5:
[218] trillion
[217] president
[217] biden
[214] pew
[214] research
[213] support
[212] poll
[212] confirms
[212] again
[212] broad

Top Words in Tweet in G6:
[99] pewhealth
[76] #standuptosuperbugs
[75] #antibiotics
[67] #antibiotic
[64] saveantibiotics
[42] drugs
[41] quaveethnobot
[33] #antibioticresistance
[32] development
[32] ambassador

Top Words in Tweet in G7:
[123] here's
[123] mexican
[123] marine
[123] biologist
[123] octavio
[123] aburto
[123] being
[123] dwarfed
[123] jackfish
[123] welcome

Top Words in Tweet in G8:
[5] research
[4] pew
[3] slenderskeptic
[3] controversial
[2] done
[2] jools6691
[2] imkimaaron
[2] godflythe
[2] pg13scottwatson
[2] simple_shaman

Top Words in Tweet in G9:
[59] research
[50] pew
[36] pewresearch
[36] learning
[33] loss
[33] reopening
[31] school
[28] the74
[23] shows
[23] concerns

Top Words in Tweet in G10:
[100] americans
[97] abc
[75] black
[62] increasing
[62] percentage
[62] 69
[62] gotten
[62] plan
[62] covid
[62] 19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3792] pew,research
[900] covid,19
[845] research,center
[687] public,opinion
[687] coronavirus,pandemic
[685] year,public
[685] opinion,coronavirus
[682] 19,pandemic
[681] words,americans
[681] research,year

Top Word Pairs in Tweet in G1:
[2337] pew,research
[686] covid,19
[652] coronavirus,pandemic
[651] research,methodology
[651] public,opinion
[650] year,public
[650] opinion,coronavirus
[648] research,year
[638] 19,pandemic
[637] words,americans

Top Word Pairs in Tweet in G2:
[84] jail,admissions
[83] 19,jail
[82] 13,2007
[82] 2007,2017
[82] jail,spending
[81] pewstates,jail
[79] spending,rose
[79] rose,13
[79] 2017,same
[79] same,time

Top Word Pairs in Tweet in G3:
[75] yellowfin,tuna
[64] salt,marshes
[58] harmful,fisheries
[58] fisheries,subsidies
[45] tuna,being
[44] coastal,communities
[43] indian,ocean
[38] ending,harmful
[35] case,studies
[33] win,win

Top Word Pairs in Tweet in G4:
[231] republicans,attacked
[231] attacked,president
[231] president,biden
[231] biden,trillion
[231] trillion,coronavirus
[231] coronavirus,relief
[231] relief,package
[231] package,wasteful
[231] wasteful,excessive
[231] excessive,70

Top Word Pairs in Tweet in G5:
[217] president,biden
[217] biden,trillion
[214] pew,research
[212] poll,pew
[212] research,confirms
[212] confirms,again
[212] again,broad
[212] broad,public
[212] public,support
[212] support,president

Top Word Pairs in Tweet in G6:
[32] #standuptosuperbugs,ambassador
[23] saveantibiotics,#standuptosuperbugs
[21] iâ,meeting
[19] ambassador,highlight
[18] one,thing
[17] thread,annual
[17] annual,assessment
[17] assessment,#antibiotic
[17] #antibiotic,pipeline
[17] pipeline,one

Top Word Pairs in Tweet in G7:
[123] here's,mexican
[123] mexican,marine
[123] marine,biologist
[123] biologist,octavio
[123] octavio,aburto
[123] aburto,being
[123] being,dwarfed
[123] dwarfed,jackfish
[123] jackfish,welcome
[123] welcome,ÿ

Top Word Pairs in Tweet in G8:
[4] pew,research
[2] research,done

Top Word Pairs in Tweet in G9:
[47] pew,research
[33] learning,loss
[31] school,reopening
[22] research,polling
[22] polling,school
[22] reopening,shows
[22] shows,concerns
[22] concerns,shifting
[22] shifting,virus
[22] virus,spread

Top Word Pairs in Tweet in G10:
[62] increasing,percentage
[62] percentage,americans
[62] americans,69
[62] 69,gotten
[62] gotten,plan
[62] plan,covid
[62] covid,19
[62] 19,vaccine
[62] vaccine,according
[62] according,poll

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@pewtrusts
@nytimes
@kjp46
@pewstates
@miblogestublog
@pewhealth
@abc
@axios
@profpavarghese

Top Mentioned in G1:
@ladyeleanora
@tihtri
@isaiahquintana_
@wilder_maxim
@blackrepublican
@michlschwrtz
@limitlessleila
@doyougetitdone
@joniej2016

Top Mentioned in G2:
@pewtrusts
@pewstates
@thisrickard
@aallyahpatrice
@mikethompsongvt
@pewenvironment
@km_dewit
@an_catherine
@alaynacalabro
@sleiseca

Top Mentioned in G3:
@pewenvironment
@wto
@peweurope
@noiweala
@stacyscientist
@pewtrusts
@loraclarke14
@fishertrueline
@pe

Top Mentioned in G4:
@nytimes
@pewenvironment
@tulsateresa

Top Mentioned in G5:
@kjp46
@nytimes
@democratsup
@newsmax

Top Mentioned in G6:
@pewhealth
@saveantibiotics
@quaveethnobot
@bethconnolly20
@g17esiason
@drshrutinaik
@nyu
@emorycollege
@caltech
@senatorbaldwin

Top Mentioned in G7:
@miblogestublog

Top Mentioned in G8:
@slenderskeptic
@imkimaaron
@godflythe
@pg13scottwatson
@simple_shaman
@randalton15
@petealonsocrazy
@playdfc
@stuart_tees
@cobraeldiablo

Top Mentioned in G9:
@pewresearch
@the74
@tiaphd
@mkeierleber
@crcfordham
@bmoham
@pewmethods
@kianacoxphd
@fordhamnyc
@olgamsegura

Top Mentioned in G10:
@abc
@fascinatesci
@nytimes
@nbcblk

Top Tweeters
Top Tweeters in Entire Graph:
@rashidaldosari
@paijwar
@solutioneer72
@lopezgovlaw
@phuketdailynews
@kat4obama
@rjber15
@independent
@serendipitysays
@faby_nava77

Top Tweeters in G1:
@paijwar
@npsusa
@infocisels
@blackrepublican
@mrkalman
@radionovesei96
@lenniejarratt
@pfanderson
@jackhutton
@hephaestus7

Top Tweeters in G2:
@rjber15
@beverly21811568
@brontyman
@unlewis
@joekoffee
@cwharlow
@lltwing
@suzanneinlgb
@cynicalvision50
@akaxochi

Top Tweeters in G3:
@_redfrog
@rousseauagnes
@artis_elemental
@mr_spock
@annie5133
@watchdogsniffer
@mpassy_jr
@ana_captures
@trudaoceans
@alejandrosig

Top Tweeters in G4:
@rashidaldosari
@solutioneer72
@lisakbromley
@micjojd
@maryalicebisho2
@coronaupdatebot
@njdoc
@nytimes
@amir2real
@gadflyquebec

Top Tweeters in G5:
@kat4obama
@ecclesias
@amyayers16
@briangrnotabot
@suekhi
@kenjihuncho
@sallyagale
@debrob1947
@fran_neena20409
@beverlyfolkers

Top Tweeters in G6:
@rosenchild
@jchrispires
@peacelovingrn
@canettoyant
@spiderwort52
@msep0003
@timethief
@zugarplume
@leobeletsky
@who

Top Tweeters in G7:
@faby_nava77
@yordimx
@aldotomis
@tovieji
@cgelover
@rodrigovazquezj
@lparra20
@jm_aguilera_a
@manglehaft
@goat2king69

Top Tweeters in G8:
@michellmybell1
@zapher134
@smokeystafford
@ayrshirebog
@gamingmentor101
@zypisfy
@imkimaaron
@jackiebarbosa
@megavolt1
@cern_lxxl

Top Tweeters in G9:
@reesetheone1
@academicchatter
@afronola
@failureofhuman1
@hkb73
@suggswriter
@keenamcgee
@galonaki
@alexanderrusso
@hihretrofonts

Top Tweeters in G10:
@monakinkcurlz
@lorettabower3
@raygibbs1
@kenikewahine78
@ippatsu_sendai
@abc
@ebscbwi
@danibabe__
@artstrada
@bloodlinefranco


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