scichat, Twitter, 6/7/2020 2:22:40 AM, 228858


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scichat_2020-06-06_16-57-55.xlsx
scichat_2020-06-06_16-57-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 07, 2020
Short Description:
scichat via NodeXL https://bit.ly/2YcXCtM
@garym
@ncse
@natgeoeducation
@praxismedhat
@stem_ai
@weareteachers
@middleweb
@mrmwilby
@karenblumberg
@moorejh

Top hashtags:
#scichat
#stem
#scicomm
#science
#edchat
#climatechange
#sschat
#engchat
#covid19
#scied

Description:
Description
The graph represents a network of 2,289 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 07 June 2020 at 00:01 UTC.

The requested start date was Saturday, 06 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 65-day, 22-hour, 26-minute period from Wednesday, 01 April 2020 at 00:04 UTC to Friday, 05 June 2020 at 22:30 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 : 2289
Unique Edges : 1394
Edges With Duplicates : 7596
Total Edges : 8990
Number of Edge Types : 5
Mentions : 884
MentionsInRetweet : 3748
Retweet : 2961
Tweet : 1376
Replies to : 21
Self-Loops : 1534
Reciprocated Vertex Pair Ratio : 0.0312707917498337
Reciprocated Edge Ratio : 0.0606451612903226
Connected Components : 211
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 1745
Maximum Edges in a Connected Component : 8103
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.529636
Graph Density : 0.000591915729530408
Modularity : 0.318152
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 2,289 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 07 June 2020 at 00:01 UTC.

The requested start date was Saturday, 06 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 65-day, 22-hour, 26-minute period from Wednesday, 01 April 2020 at 00:04 UTC to Friday, 05 June 2020 at 22:30 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 : scichat
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:
[50] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[31] https://www.cbsnews.com/news/2020-atlantic-hurricane-season-colorado-state-university-forecast-released-today-2020-04-02/
[31] http://www.controlaltachieve.com/p/science-links.html
[18] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[16] https://www.twitch.tv/sciencestreams
[14] https://www.instructables.com/id/DIY-Automatic-Alcohol-Dispenser-No-Arduino-Needed/
[13] https://schoolreportwriter.com/
[13] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01294-9
[12] https://www.pltw.org/blog/why-pltw-for-science
[11] https://makeprojects.com/ysc/project/fungus-in-snow

Top URLs in Tweet in G1:
[31] https://www.cbsnews.com/news/2020-atlantic-hurricane-season-colorado-state-university-forecast-released-today-2020-04-02/
[17] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[11] https://www.youtube.com/watch?v=chkzEc_jE8I

[11] https://makeprojects.com/ysc/project/fungus-in-snow
[11] https://makeprojects.com/ysc/project/what-are-microplastics-and-why-should-you-care
[11] https://makeprojects.com/ysc/project/ysc-online-stem-fair-2020-template-zrogb
[11] https://makeprojects.com/ysc/project/worm-phun
[10] https://origins.case.edu/2020/03/26/origins-goes-online/
[9] https://www.sciencenews.org/article/lucy-species-brain-skull-heralded-rise-long-childhoods-hominids
[9] https://ncse.ngo/climate-activities-home-learning

Top URLs in Tweet in G2:
[6] https://www.nationalgeographic.org/encyclopedia/great-pacific-garbage-patch/
[5] https://www.nationalgeographic.org/photo/marine-food-pyramid-1/
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[1] https://www.nationalgeographic.org/video/exploring-gis-tracking-black-bears/
[1] https://twitter.com/i/web/status/1250094720824610816
[1] https://twitter.com/i/web/status/1250507332066447368
[1] https://twitter.com/i/web/status/1251181840490278912
[1] https://twitter.com/i/web/status/1252270988101922816
[1] https://twitter.com/i/web/status/1252993245279371267
[1] https://www.nationalgeographic.org/education/student-experiences/explorer-classroom/

Top URLs in Tweet in G3:
[13] https://schoolreportwriter.com/
[7] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3172_kids_friendly_news_websites.htm
[7] https://www.sharingtree.net/
[4] http://www.inqits.com
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3163_national_geographic_launches_homeschool_hub_parents_teachers.htm
[3] https://blog.savvas.com/stem-it-up-week-for-inspiration-and-professional-development/
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3236_exit_ticket_ideas._15_examples_use_your_elementary_classroom.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3154_8_tips_success_reluctant_homeschool_administrator_during_covid-19.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3195_skype_scientist.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3199_teach_from_home._an_excellent_google_resource_enhance_your_remote_teaching.htm

Top URLs in Tweet in G4:
[46] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[12] https://www.pltw.org/blog/why-pltw-for-science
[5] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1588702126&utm_medium=social&utm_source=twitter
[3] https://www.gettingsmart.com/2020/05/making-a-case-for-science-and-social-studies-through-pbl-in-distance-learning/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Getting_Smart&utm_content=Making%20a%20Case%20for%20Science%20and%20Social%20Studies%20Through%20PBL%20in%20Distance%20Learning
[2] https://www.youtube.com/watch?v=R-hhXDX98us&feature=youtu.be

[2] https://www.weareteachers.com/best-nature-webcams/?utm_content=1584971392&utm_medium=social&utm_source=facebook&fbclid=IwAR0J1ebLBIMwOTlV1IRG5KoHI8UPUxw6KX4yj6pDWgpk_RUxuyU_XJHvVrI
[1] https://twitter.com/i/web/status/1256344146371100676
[1] https://www.weareteachers.com/contest/hydroponics-giveaway/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=RealityWorks_1912_GIVE_MEGA&utm_content=1588269731
[1] https://twitter.com/i/web/status/1265222648683995136
[1] https://twitter.com/i/web/status/1262007466809794560

Top URLs in Tweet in G5:
[5] https://wacom.zoom.us/webinar/register/WN_WqGGbqK2REC03E313QzCDw
[3] https://community.wacom.com/active-and-connected-remote-learning-with-stacey-roshan/
[2] https://www.middleweb.com/42850/find-classroom-books-without-breaking-the-bank/
[1] https://www.middleweb.com/43000/5-strategies-to-teach-sel-online-or-in-person/
[1] https://twitter.com/i/web/status/1246823055986495489
[1] https://twitter.com/i/web/status/1249372487370059778
[1] https://twitter.com/i/web/status/1246807701251919876
[1] https://twitter.com/i/web/status/1247135211156013056
[1] https://twitter.com/i/web/status/1253025418141151241
[1] https://twitter.com/i/web/status/1255559978301227008

Top URLs in Tweet in G6:
[3] https://educhange.com/3phases/
[2] https://app.edu.buncee.com/buncee/a10c6650071243b3a4a506023f4bf65a
[2] https://www.educatorstechnology.com/2020/02/3-science-websites-for-teachers-and.html
[2] https://twitter.com/NPR/status/1263976318728843268
[2] https://www.nytimes.com/interactive/2020/04/30/climate/antarctica-ice-climate-change.html?smid=tw-share
[2] https://www.youtube.com/watch?v=JaVqSRY6Hvk&feature=youtu.be

[2] https://www.internet4classrooms.com/assessment_assistance/state_standards_tests_to_print_3rd_third_grade.htm
[1] https://docs.google.com/document/d/1Zq0gjoo6zcf2GKRC3zN6yT0Gk079pfM0aOoyqWSW9LM/edit?usp=sharing
[1] https://paper.li/Hipondemand/1388236851?edition_id=03a44b70-754a-11ea-8ba5-002590a5ba2d
[1] https://twitter.com/i/web/status/1246104426034667527

Top URLs in Tweet in G7:
[5] https://scistarter.org/join-us-to-learn-how-to-do-science-while-stargazin
[3] https://scistarter.org/citizensciencemonth
[3] https://edulastic.com/blog/earth-day-assessments/
[3] https://s3.amazonaws.com/NSTA1/1658086/2._OpenSciEd_Professional_Learning_Design_Specifications.pdf?AWSAccessKeyId=AKIAIMRSQAV7P6X4QIKQ&Expires=1590753902&Signature=4CIJr0AK75Zx4XgcBTfMaF6UIFE%3d
[3] https://primarysourcenexus.org/2020/05/primary-source-spotlight-disease/
[2] https://edulastic.com/blog/edulastic-innovator-spotlight-buck-bommer/
[2] https://preview.edulastic.com/d/cp?eAId=MzI4MjE2OTI3Ng==
[2] http://primarysourcenexus.org/2012/04/today-in-history-first-arbor-day/
[2] https://common.nsta.org/resource/?id=10.2505/9/WSNSTA200429
[2] https://www.cdc.gov/vaccines/parents/infographics/journey-of-child-vaccine-h.pdf

Top URLs in Tweet in G8:
[1] https://edu.rsc.org/ideas/4-ways-to-successfully-use-images-in-your-lessons/4011753.article
[1] https://twitter.com/i/web/status/1254805505064742912
[1] https://www.smartsurvey.co.uk/s/5W8IWO/
[1] https://twitter.com/i/web/status/1255215708167901184
[1] https://twitter.com/i/web/status/1255093626318790656
[1] https://twitter.com/i/web/status/1255181394952798215

Top URLs in Tweet in G9:
[12] https://www.instructables.com/id/DIY-Automatic-Alcohol-Dispenser-No-Arduino-Needed/
[2] https://www.nytimes.com/interactive/2020/04/08/us/coronavirus-rural-america-cases.html?smid=nytcore-ios-share
[2] https://www.space.com/best-geologic-moon-map-ever-apollo-data.html
[2] https://www.fastcompany.com/90496349/we-could-turn-out-of-use-school-buses-into-low-cost-mobile-covid-test-labs
[2] https://www.washingtonpost.com/world/asia_pacific/new-zealand-edges-back-to-normal-after-routing-coronavirus-in-49-days/2020/05/15/c8f43f46-950e-11ea-87a3-22d324235636_story.html
[2] https://techcrunch.com/2020/04/17/nasa-and-spacex-set-historic-first-astronaut-launch-for-may-27/
[2] https://www.huffpost.com/entry/doctor-rishi-desai-fox-news_n_5e8578ecc5b6f55ebf47e55b?ncid=engmodushpmg00000004
[1] http://www.nasa.gov/press-release/nasa-awards-contracts-for-architect-engineer-services
[1] http://www.nasa.gov/press-release/nasa-tv-to-air-us-cargo-ship-departure-from-space-station-1
[1] https://twitter.com/i/web/status/1246176519149490176

Top URLs in Tweet in G10:
[13] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01294-9
[5] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416
[4] https://mbio.asm.org/content/7/3/e00809-16
[3] https://www.theatlantic.com/science/archive/2018/04/the-scientific-paper-is-obsolete/556676/
[3] https://paper.li/xenite_org/1349371023?edition_id=3b530e80-7dab-11ea-a01c-0cc47a0d1605
[2] https://www.irishtimes.com/news/science/rigorous-science-rather-than-speed-matters-most-in-race-for-a-covid-19-cure-1.4245562
[1] https://www.nytimes.com/article/how-to-read-a-science-study-coronavirus.html
[1] https://simplystatistics.org/2019/04/17/tukey-design-thinking-and-better-questions/
[1] https://twitter.com/i/web/status/1252281279468486656
[1] https://twitter.com/i/web/status/1256220872962162693

Top Domains
Top Domains in Tweet in Entire Graph:
[764] twitter.com
[107] ncse.ngo
[90] youtube.com
[88] paper.li
[81] sciencenews.org
[75] tes.com
[67] weareteachers.com
[56] nasa.gov
[54] nytimes.com
[47] makeprojects.com

Top Domains in Tweet in G1:
[263] twitter.com
[105] ncse.ngo
[80] sciencenews.org
[53] youtube.com
[47] makeprojects.com
[45] nytimes.com
[45] scitechdaily.com
[40] smithsonianmag.com
[38] yaleclimateconnections.org
[32] cbsnews.com

Top Domains in Tweet in G2:
[34] nationalgeographic.org
[19] twitter.com
[3] google.com
[1] nationalgeographic.com
[1] edublogs.org
[1] youtube.com
[1] smithsonianmag.com
[1] myhero.com

Top Domains in Tweet in G3:
[72] twitter.com
[27] teacheridea.com
[13] schoolreportwriter.com
[8] sharingtree.net
[6] pbslearningmedia.org
[5] savvas.com
[4] inqits.com
[4] coetail.com
[3] google.com
[3] gotowebinar.com

Top Domains in Tweet in G4:
[54] weareteachers.com
[12] pltw.org
[9] twitter.com
[3] gettingsmart.com
[2] youtube.com

Top Domains in Tweet in G5:
[24] twitter.com
[8] middleweb.com
[5] zoom.us
[3] wacom.com
[2] youtube.com
[2] readingways.org
[1] scitechdaily.com
[1] washingtonpost.com
[1] blog.google
[1] amle.org

Top Domains in Tweet in G6:
[56] twitter.com
[14] paper.li
[7] educhange.com
[4] blogspot.com
[4] instagram.com
[3] nytimes.com
[2] buncee.com
[2] educatorstechnology.com
[2] youtube.com
[2] internet4classrooms.com

Top Domains in Tweet in G7:
[26] twitter.com
[19] primarysourcenexus.org
[15] edulastic.com
[8] scistarter.org
[6] google.com
[5] youtube.com
[4] amazonaws.com
[3] loc.gov
[2] nsta.org
[2] cdc.gov

Top Domains in Tweet in G8:
[4] twitter.com
[1] rsc.org
[1] co.uk

Top Domains in Tweet in G9:
[47] twitter.com
[46] nasa.gov
[13] instructables.com
[6] fastcompany.com
[5] washingtonpost.com
[3] nytimes.com
[2] inside.com
[2] theguardian.com
[2] economist.com
[2] nih.gov

Top Domains in Tweet in G10:
[14] nature.com
[5] plos.org
[4] asm.org
[4] paper.li
[3] theatlantic.com
[3] twitter.com
[2] irishtimes.com
[1] nytimes.com
[1] simplystatistics.org
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2236] scichat
[449] stem
[410] scicomm
[370] science
[352] edchat
[209] climatechange
[196] sschat
[189] engchat
[155] covid19
[147] scied



Top Hashtags in Tweet in G1:
[1118] scichat
[381] scicomm
[249] stem
[206] climatechange
[187] science
[130] scied
[98] medhat
[86] evolution
[82] covid19
[70] scinews

Top Hashtags in Tweet in G2:
[42] scichat
[37] teacherstrong
[21] citizensciencemonth
[15] earthday
[14] map
[11] internationalmuseumday
[8] science
[8] edchat
[6] natgeoeducation
[6] extinction

Top Hashtags in Tweet in G3:
[93] scichat
[76] edchat
[48] edtech
[26] aussieed
[26] edchateu
[26] asiaed
[26] engchat
[24] onted
[24] cdnedchat
[24] physed

Top Hashtags in Tweet in G4:
[103] scichat
[47] sschat
[46] natgeo
[32] teacherappreciationweek
[32] teacherperks
[14] pltw
[14] stem
[6] ngss
[5] elemchat
[5] slime

Top Hashtags in Tweet in G5:
[112] scichat
[88] mschat
[81] sschat
[80] elachat
[76] edchat
[69] engchat
[66] educoach
[57] ellchat
[51] mathchat
[23] remotelearning

Top Hashtags in Tweet in G6:
[83] scichat
[21] edchat
[19] edutwitter
[15] educhat
[15] education
[15] teachers
[14] science
[14] ukedchat
[12] stem
[11] learning

Top Hashtags in Tweet in G7:
[69] scichat
[40] edchat
[22] tlchat
[18] ngsschat
[17] primarysources
[17] sschat
[12] todayinhistory
[10] science
[9] edulasticscience
[9] openscied

Top Hashtags in Tweet in G8:
[9] biochemistry
[8] parentsprimer
[8] chemistry
[8] parents
[2] edutwitter
[2] scichat
[2] research
[1] teachingtips
[1] weloveeic
[1] teachertwitter

Top Hashtags in Tweet in G9:
[97] scichat
[28] aerospace
[28] stem
[28] science
[28] space
[19] makered
[18] covid19edu
[17] steam
[15] mathchat
[10] covid19

Top Hashtags in Tweet in G10:
[40] science
[39] scichat
[21] covid19
[19] research
[12] datascience
[12] funny
[11] fridayfun
[5] sciencetwitter
[5] publishing
[3] writing

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[1116] #scichat
[683] ncse
[381] #scicomm
[303] garym
[292] science
[254] #stem
[205] #climatechange
[200] praxismedhat
[187] #science
[174] climate

Top Words in Tweet in G2:
[284] natgeoeducation
[67] ss
[56] insidenatgeo
[45] find
[42] #scichat
[39] today
[38] 2pm
[38] see
[37] #teacherstrong
[36] earth

Top Words in Tweet in G3:
[93] #scichat
[76] #edchat
[48] #edtech
[46] students
[40] science
[37] free
[29] savvaslearning
[27] week
[26] teachers
[26] #aussieed

Top Words in Tweet in G4:
[103] #scichat
[102] weareteachers
[52] science
[46] visit
[46] volcanoes
[46] engineer
[46] robots
[46] explore
[46] oceans
[46] yes

Top Words in Tweet in G5:
[112] #scichat
[99] middleweb
[88] #mschat
[81] #sschat
[80] #elachat
[69] #engchat
[66] #educoach
[57] #ellchat
[52] #edchat
[51] #mathchat

Top Words in Tweet in G6:
[83] #scichat
[27] science
[21] #edchat
[19] #edutwitter
[17] students
[15] #educhat
[15] latest
[15] #education
[15] #teachers
[14] #science

Top Words in Tweet in G7:
[69] #scichat
[63] science
[40] #edchat
[35] edulastic
[22] #tlchat
[20] lessons
[20] learning
[19] teachers
[18] check
[18] #ngsschat

Top Words in Tweet in G8:
[49] resources
[49] worksheets
[40] spent
[40] lots
[40] time
[40] making
[40] independent
[40] learning
[40] including
[40] quizzes

Top Words in Tweet in G9:
[109] nasa
[97] #scichat
[36] karenblumberg
[28] #aerospace
[28] #stem
[28] #science
[28] #space
[25] coronavirus
[23] space
[19] #makered

Top Words in Tweet in G10:
[50] moorejh
[42] science
[40] #science
[39] #scichat
[34] one
[30] pandemic
[26] research
[21] #covid19
[19] #research
[18] read

Top Word Pairs
Top Word Pairs in Tweet in G2:
[286] natgeoeducation,happy
[135] insidenatgeo,explorer
[116] activity,idea
[91] natgeoeducation,activity
[85] today,2pm
[85] ss,grades
[80] grades,12
[74] 10,days
[74] days,around
[63] possible,help

Top Word Pairs in Tweet in G3:
[32] #edtech,#edchat
[30] #onted,#cdnedchat
[27] #cdnedchat,#physed
[26] #physed,#pechat
[22] #pechat,#pegeeks
[22] #pegeeks,#ibmyp
[22] #ibmyp,#ibpyp
[22] #ibpyp,#ibdp
[22] #ibdp,#scichat
[22] #scichat,#aussieed

Top Word Pairs in Tweet in G4:
[26] visit,volcanoes
[24] volcanoes,engineer
[24] engineer,robots
[24] explore,oceans
[24] oceans,yes
[24] yes,please
[24] please,#natgeo
[24] #natgeo,#scichat
[24] robots,explore
[24] #scichat,#sschat

Top Word Pairs in Tweet in G5:
[46] #engchat,#elachat
[46] #sschat,#scichat
[46] #mschat,#engchat
[46] #elachat,#ellchat
[46] #scichat,#sschat
[46] #scichat,#mathchat
[46] #engchat,#scichat
[46] science,teachers
[45] active,connected
[45] #sschat,#mathchat

Top Word Pairs in Tweet in G6:
[35] #educhat,#ukedchat
[32] #ukedchat,#teachers
[28] #education,#students
[28] #edutwitter,#educhat
[27] #students,#school
[26] #school,#teacher
[24] #science,#scichat
[24] #teacher,#teacherlife
[23] #schoolcuts,#nqtchat
[22] #nqtchat,#ntchat

Top Word Pairs in Tweet in G7:
[14] #scichat,#edchat
[13] #tlchat,#sschat
[11] citizen,science
[11] bscs,science
[10] science,learning
[10] #ngsschat,#edchat
[7] #edchat,#scichat
[7] #sschat,#scichat
[7] nkcscience,bscs
[7] science,teachers

Top Word Pairs in Tweet in G8:
[22] spent,lots
[17] lots,time
[16] time,making
[15] making,independent
[15] independent,learning
[14] learning,resources
[14] resources,including
[14] including,worksheets
[13] worksheets,quizzes
[12] quizzes,ks3

Top Word Pairs in Tweet in G9:
[40] nasa,#scichat
[40] #scichat,#aerospace
[40] #aerospace,#stem
[40] #stem,#science
[40] #science,#space
[40] #makered,#scichat
[40] #scichat,#steam
[40] diy,automatic
[40] automatic,alcohol
[40] alcohol,dispenser

Top Word Pairs in Tweet in G10:
[38] one,science
[28] #science,#scichat
[28] read,one
[28] science,related
[28] related,paper
[17] paper,#covid19
[13] #covid19,today
[12] today,one
[12] science,against
[12] against,pandemic

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@natgeoeducation
@garym
@praxismedhat
@weareteachers
@middleweb
@cre8tiver
@tesresources
@nasa
@gwardis

Top Mentioned in G1:
@ncse
@garym
@praxismedhat
@gwardis
@ncsereid
@nytimes
@johnfocook
@ysc_sjc
@cc_yale
@genomealberta

Top Mentioned in G2:
@natgeoeducation
@insidenatgeo
@googleearth
@badlandbison
@natgeomuseum
@paulnicklen
@willmorereed
@nasa
@mpilakow
@janegoodallinst

Top Mentioned in G3:
@savvaslearning
@gpbeducation
@historyhoney
@wgbh_edu
@saintfester
@coetail
@parkbasedlearn
@melloluiz2
@mrqphoto

Top Mentioned in G4:
@weareteachers
@nickelodeon
@theresajhall
@getting_smart
@pintobeanz11
@pltworg
@middleweb
@pltw
@crafted_jennyp
@teachtolead

Top Mentioned in G5:
@middleweb
@buddyxo
@larryferlazzo
@naesp
@rit
@amle
@readingways
@dmourlam
@flipgrid

Top Mentioned in G6:
@tcbird1
@educhange
@iegsolar

Top Mentioned in G7:
@edulastic
@2footgiraffe
@nkcscience
@scistarter
@jenm42
@phetsims
@garym
@nsta
@deicherstar
@astronomymag

Top Mentioned in G8:
@mrmwilby
@rsc_eic
@benrogersedu
@dave2004b
@uottawa
@sci_drscott

Top Mentioned in G9:
@nasa
@karenblumberg
@natgeoeducation
@instructables
@spacex
@techcrunch
@washingtonpost
@cdcgov
@ultimakered
@middleweb

Top Mentioned in G10:
@moorejh
@iainh_z
@micro
@a3veen
@jamiecobbett
@rubendlugo
@arizonastate
@uarizona
@garym
@xenite_org

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@hrblock_21
@supstreamersrt2
@evankirstel
@bannerite
@chuddles11
@upma23
@eddarrell
@lizditz

Top Tweeters in G1:
@hrblock_21
@chuddles11
@lizditz
@huffpost
@frecklesxx20
@softgrasswalker
@suepeac
@nytimes
@pameladrew
@ruthsorbello

Top Tweeters in G2:
@rockslashjeffry
@southerngemgal
@bar_zie
@saludhealthinfo
@whysharksmatter
@1realkidd
@apuelhindu
@nordbergvalerie
@jochen_wotan
@burgessdave

Top Tweeters in G3:
@eddarrell
@thecuriousluke
@scalarhumanity
@shellterrell
@atlantainmotion
@edchateu
@markj_ohnson
@jc_james_clark
@mjjohnson1216
@cangeographers

Top Tweeters in G4:
@robinmcouch
@vievararosel
@ahmedmanik3
@katherineislay
@teacher2teacher
@elizawallace27
@poetsmom
@getting_smart
@nickelodeon
@goldenapplefoun

Top Tweeters in G5:
@researchmrx
@flipgrid
@larryferlazzo
@drmnikfar
@erobbprincipal
@terriah01
@courosa
@google
@rit
@iteachmathall

Top Tweeters in G6:
@cybraryman1
@takapapacom
@clcsimon
@noapp4pedagogy
@mrbadura
@suddenlyquiet
@internet4classr
@csmithgoblue
@mrsebiology
@jlubinsky

Top Tweeters in G7:
@docfreeride
@2footgiraffe
@drricky
@bennettscience
@crestwoodsupt
@_kaiuoti
@astronomymag
@drlangraad
@dgburris
@nsta

Top Tweeters in G8:
@drpaulitious
@doc_kristy
@everburningfire
@radley_and_me
@uottawa
@jwscattergood
@rsc_eic
@teachingtricks
@ajtf71
@hecharden

Top Tweeters in G9:
@washingtonpost
@hdpr2016
@huffpostpol
@cnet
@theeconomist
@techcrunch
@engadget
@bad_rzn
@robclemmonsjr
@mrsjjee

Top Tweeters in G10:
@dropoutnation
@akdm_bot
@redianbot
@mtanichthys
@keithbday
@rubendlugo
@lindytx21
@laurie_snyder
@carlzimmer
@microbiomdigest


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