scichat, Twitter, 5/21/2022 12:41:32 AM, 276726


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scichat_2022-05-20_17-16-48.xlsx
scichat_2022-05-20_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 21, 2022
Short Description:
scichat via NodeXL https://bit.ly/388vrW4
@garym
@praxismedhat
@ncse
@weareteachers
@savvaslearning
@paulenderle
@tcea
@pj_saez
@b0tsci
@mguhlin

Top hashtags:
#scichat
#stem
#edchat
#edtech
#scicomm
#science
#d123
#sschat
#cpchat
#elemchat

Description:
Description
The graph represents a network of 1,805 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 Saturday, 21 May 2022 at 00:31 UTC.

The requested start date was Saturday, 21 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 108-day, 0-hour, 27-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 20 May 2022 at 01:03 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 : 1805
Unique Edges : 1395
Edges With Duplicates : 10268
Total Edges : 11663
Number of Edge Types : 5
Mentions : 1032
Retweet : 4147
MentionsInRetweet : 5062
Tweet : 1377
Replies to : 45
Self-Loops : 1883
Reciprocated Vertex Pair Ratio : 0.0349034225686208
Reciprocated Edge Ratio : 0.0674525212835625
Connected Components : 116
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 1496
Maximum Edges in a Connected Component : 11168
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.488054
Graph Density : 0.000937897316520383
Modularity : 0.214045
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,805 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 Saturday, 21 May 2022 at 00:31 UTC.

The requested start date was Saturday, 21 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 108-day, 0-hour, 27-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 20 May 2022 at 01:03 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:
[105] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[36] https://twitch.tv/sciencestreams
[34] https://praxissciencesmarts.wordpress.com/blog/
[27] https://www.controlaltachieve.com/p/science-links.html
[16] https://blog.tcea.org/stem-tastic-activities/
[15] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[14] https://schoolreportwriter.com/
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[12] https://ncse.ngo/darwin-day-approaches-14

Top URLs in Tweet in G1:
[34] https://praxissciencesmarts.wordpress.com/blog/
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[12] https://schoolreportwriter.com/
[10] https://www.nationalgeographic.com/animals/article/why-bats-are-the-real-superheroes-of-the-animal-world
[9] https://medicinehatnews.com/news/local-news/2022/02/01/science-challenge-allows-students-to-showcase-love-of-the-subject/
[9] https://www.earthday.org/earth-day-tips/
[8] https://hsl.uw.edu/international-day-women-girls-in-science/
[7] https://www.beaversww.org/international-beaver-day/
[7] https://medicinehatnews.com/life/local-life/2022/02/18/science-smarts-wind-speed/
[7] https://praxissciencesmarts.wordpress.com/2022/03/12/praxis-science-outreach-science-smarts-static-electricity/

Top URLs in Tweet in G2:
[29] https://twitch.tv/sciencestreams
[6] https://insideclimatenews.org/news/15032022/coal-mining-methane/
[6] https://www.forbes.com/sites/petergreene/2022/04/27/creationism-versus-evolution-has-been-roiling-education-for-a-century-what-can-we-learn-from-the-debate/?sh=513c09a571fb
[5] https://ncse.ngo/darwin-day-approaches-14
[5] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[5] https://www.au.org/the-latest/articles/40-ncse/
[4] https://www.northjersey.com/obituaries/ber103630
[4] https://www.nature.com/articles/d41586-022-00209-0
[4] https://ncse.ngo/double-helping-ncse-american-biology-teacher
[3] https://www.journals.uchicago.edu/doi/10.1086/718738

Top URLs in Tweet in G3:
[22] https://www.controlaltachieve.com/p/science-links.html
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[9] https://www.edutopia.org/article/research-life-changing-teaching
[8] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm
[8] https://dinosaurpictures.org/ancient-earth#750
[7] https://onlineclasshelpusa.com/
[5] https://www.mshouser.com/organization/4-steps-for-creating-a-coaching-cycle-schedule
[5] https://edtechteacher.org/summer
[5] https://alteredqualia.com/canvasmol/
[4] https://www.ascd.org/el/articles/empathy-as-a-tool-for-equity

Top URLs in Tweet in G4:
[14] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[2] https://www.weareteachers.com/8th-grade-science-projects/?utm_medium=Social&utm_source=Twitter#Echobox=1645198448
[2] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[1] https://twitter.com/i/web/status/1508942112456388622
[1] https://wardsworld.wardsci.com/biology/wards-working-with-algae-and-cyanobacteria-literature
[1] https://wardsworld.wardsci.com/high-school/have-no-fear-your-hydrophobic-effect-activity-is-here
[1] https://www.weareteachers.com/science-resources-for-middle-and-high-school/
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1645635755
[1] https://www.weareteachers.com/generation-genius-teacher-review/?utm_medium=Social&utm_source=Twitter#Echobox=1646067631
[1] https://www.weareteachers.com/4th-grade-science-experiments/?utm_medium=Social&utm_source=Twitter#Echobox=1647534079-1

Top URLs in Tweet in G5:
[7] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[3] https://scitechdaily.com/new-screening-tool-identifies-95-of-stage-1-pancreatic-cancer/
[3] https://www.nature.com/articles/s41467-022-29246-z
[3] https://www.gutmicrobiotaforhealth.com/a-study-casts-doubt-on-the-contribution-of-altered-gut-microbiota-in-autism-spectrum-disorder-related-behaviors/
[3] https://scitechdaily.com/scientists-create-first-comprehensive-map-of-human-blood-stem-cell-development/
[3] https://scitechdaily.com/how-to-lower-your-risk-of-developing-colorectal-cancer/
[3] https://www.futurity.org/melanoma-over-diagnosed-2735462-2/
[3] https://ncse.ngo/darwin-day-approaches-14
[3] https://twitch.tv/sciencestreams
[2] https://www.sciencenews.org/article/deadly-bacteria-infection-medieval-child-haemophilus-influenzae-type-b?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines

Top URLs in Tweet in G6:
[93] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[8] https://blog.tcea.org/stem-tastic-activities/
[6] https://sciencelessonsthatrock.com/tips-for-teaching-on-a-block-schedule-html/
[5] https://prezi.com/p/2osjud8jnkvi/strategies-for-teaching-science-to-ell-students/
[1] https://twitter.com/i/web/status/1513738183414095875
[1] https://twitter.com/i/web/status/1513774263433584642
[1] https://dinosaurpictures.org/ancient-earth#750
[1] https://www.controlaltachieve.com/p/science-links.html

Top URLs in Tweet in G7:
[5] https://www.savvas.com/virtualstemfair
[2] https://www.savvas.com/VirtualSTEMFair
[2] https://savvas.com/NSTA2022
[1] https://blog.savvas.com/engaging-students-with-phenomena-why-cant-we-walk-through-walls/
[1] https://www.savvas.com/index.cfm?locator=PS3fGu&acornRdt=1&acornRef=http%3A%2F%2Fwww%2Esavvas%2Ecom%3A80%2Fvirtualstemfair
[1] https://www.savvas.com/index.cfm?locator=PS3g9q&elementType=news&articleId=328877&elementId=328877&level=#articleTop
[1] https://www.savvas.com/virtualSTEMfair
[1] https://teachingedge.savvas.com/resource/elevatescience-dare-to-dream/
[1] https://savvas.zoom.us/webinar/register/WN_JZdz8hgIQ9CwJLm6x4Zumg
[1] https://savvas.com/

Top URLs in Tweet in G8:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/presidents_day.htm
[2] https://www.fiverr.com/fav_bim
[1] https://www.concernedcitizensscla.org/support-us
[1] https://twitter.com/TCEA/status/1489379931666661378
[1] https://iconohash.com:443/scichat/2022-02-07
[1] https://www.youtube.com/watch?v=IO8l3FxjUo8&t=8s

[1] https://twitter.com/i/web/status/1494039350379794435
[1] https://twitter.com/i/web/status/1494480033100050432
[1] https://twitter.com/i/web/status/1494714075372265486
[1] https://twitter.com/i/web/status/1495208668752613376

Top URLs in Tweet in G9:
[1] https://twitter.com/pj_saez/status/1496058781146439685

Top URLs in Tweet in G10:
[3] https://elements.wlonk.com/ElementsTable.htm?utm_sq=gt29x1fpp7&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[2] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[2] https://onlineclasshelpusa.com
[2] https://intercom.help/mosa-mack-science/en/articles/1569577-what-is-mosa-mack-science
[2] https://learn.twigeducation.com/l/272722/2022-03-29/241vkzl
[1] https://www.pbslearningmedia.org/resource/nvcl.sci.earth.wild/the-climate-wild-card/?utm_source=sfacebook&utm_medium=social
[1] https://www.pbslearningmedia.org/resource/inside-energy-energy-explained-the-carbon-cycle/energy-explained-the-carbon-cycle/
[1] https://www.pbs.org/parents/thrive/15-ways-to-celebrate-earth-day-with-kids
[1] https://www.pbs.org/parents/printables/build-it-from-nature?utm_source=sfacebook&utm_medium=social&utm_campaign=elinorwonderswhy
[1] https://www.pbslearningmedia.org/resource/ee18-sci-greentm/kids-go-green-waste-less/?utm_source=sfacebook&utm_medium=social

Top Domains
Top Domains in Tweet in Entire Graph:
[268] twitter.com
[235] scitechdaily.com
[147] tcea.org
[144] wordpress.com
[81] medicinehatnews.com
[74] sciencebuddies.org
[65] nature.com
[61] pbslearningmedia.org
[61] smithsonianmag.com
[59] sciencenews.org

Top Domains in Tweet in G1:
[139] scitechdaily.com
[131] wordpress.com
[100] twitter.com
[80] medicinehatnews.com
[73] sciencebuddies.org
[51] pbslearningmedia.org
[49] theconversation.com
[46] smithsonianmag.com
[43] technologynetworks.com
[42] nature.com

Top Domains in Tweet in G2:
[29] twitch.tv
[26] nytimes.com
[23] twitter.com
[20] ncse.ngo
[14] nature.com
[12] smithsonianmag.com
[10] youtube.com
[8] science.org
[8] the-scientist.com
[8] theguardian.com

Top Domains in Tweet in G3:
[52] twitter.com
[31] tcea.org
[29] edutopia.org
[26] controlaltachieve.com
[24] teachthought.com
[16] cultofpedagogy.com
[15] blogspot.com
[14] gettingsmart.com
[13] edweek.org
[13] edsurge.com

Top Domains in Tweet in G4:
[33] weareteachers.com
[3] scitechdaily.com
[3] sciencenews.org
[2] wardsci.com
[2] wordpress.com
[2] tcea.org
[1] twitter.com
[1] bit.ly
[1] arcgis.com

Top Domains in Tweet in G5:
[89] scitechdaily.com
[31] twitter.com
[25] futurity.org
[16] sciencenews.org
[8] theglobeandmail.com
[8] nature.com
[7] sciencedaily.com
[6] phys.org
[5] youtube.com
[5] mcgill.ca

Top Domains in Tweet in G6:
[101] tcea.org
[6] sciencelessonsthatrock.com
[5] prezi.com
[2] twitter.com
[1] dinosaurpictures.org
[1] controlaltachieve.com

Top Domains in Tweet in G7:
[18] savvas.com
[2] twitter.com
[1] zoom.us

Top Domains in Tweet in G8:
[19] twitter.com
[5] teacherspayteachers.com
[4] co.uk
[4] fiverr.com
[3] youtube.com
[3] internet4classrooms.com
[2] edcite.com
[2] phosphorescience.com
[1] concernedcitizensscla.org
[1] iconohash.com

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

Top Domains in Tweet in G10:
[14] twigeducation.com
[7] pbslearningmedia.org
[3] pbs.org
[3] edweek.org
[3] onlineclasshelpusa.com
[3] droolees.com
[3] wordpress.com
[3] wlonk.com
[2] intercom.help
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3225] scichat
[869] stem
[782] edchat
[556] edtech
[539] scicomm
[486] science
[381] d123
[342] sschat
[339] cpchat
[333] elemchat



Top Hashtags in Tweet in G1:
[1538] scichat
[687] stem
[342] science
[276] scied
[139] scicomm
[126] biology
[124] stemathome
[107] edchat
[99] evolution
[88] medhat

Top Hashtags in Tweet in G2:
[349] scichat
[285] scicomm
[23] science
[21] darwinday
[17] scitlap
[16] twitch
[12] climatechange
[7] evolution
[7] dinosaurs
[7] news

Top Hashtags in Tweet in G3:
[445] edchat
[435] edtech
[378] scichat
[374] d123
[330] cpchat
[312] elemchat
[289] mschat
[272] hschat
[252] ntchat
[249] pblchat

Top Hashtags in Tweet in G4:
[108] scichat
[77] sponsored
[12] scienceclassroom
[12] edchat
[10] gamificación
[2] wardsworld
[2] scienceeducation
[2] iteachfourth
[2] iteachkinder
[2] teacherfreebie

Top Hashtags in Tweet in G5:
[289] scichat
[90] scicomm
[38] cancer
[34] cdnpoli
[20] microbiome
[20] genomics
[18] covid19
[18] darwinday
[17] diet
[17] istandwithukraine

Top Hashtags in Tweet in G6:
[108] scichat
[101] learning
[55] science
[55] edutwitter
[51] stem
[49] edchat
[8] stemchat
[8] teacherwitter
[6] teaching
[6] teachers

Top Hashtags in Tweet in G7:
[68] 3dthursday
[29] scichat
[19] ngsschat
[14] edchat
[11] stem
[7] stemed
[7] nsta22
[6] nsta
[5] teacherappreciationweek
[5] mathchat

Top Hashtags in Tweet in G8:
[63] scichat
[28] engchat
[26] edchat
[24] edtech
[21] k12
[21] learning
[21] mathchat
[20] edleadership
[17] literacy
[17] edreform

Top Hashtags in Tweet in G9:
[45] cell
[45] nucleus
[45] mitochondria
[6] scichat
[4] cob_ecr_advocacy
[2] er
[2] microscopy
[2] scicomm
[1] lysosomes

Top Hashtags in Tweet in G10:
[46] scichat
[44] k12
[42] edchat
[33] edtech
[31] learning
[25] edleadership
[11] stem
[8] engchat
[8] science
[7] literacy

Top Words
Top Words in Tweet in Entire Graph:
[3221] #scichat
[999] science
[990] garym
[872] #stem
[780] ncse
[779] #edchat
[556] #edtech
[539] #scicomm
[490] #science
[449] students

Top Words in Tweet in G1:
[1537] #scichat
[842] garym
[690] #stem
[513] science
[375] praxismedhat
[342] #science
[276] #scied
[260] day
[251] ncse
[241] 'science

Top Words in Tweet in G2:
[382] ncse
[349] #scichat
[285] #scicomm
[97] book
[73] science
[70] mark
[59] calendar
[52] scientists
[48] garym
[43] register

Top Words in Tweet in G3:
[442] #edchat
[435] #edtech
[378] #scichat
[374] #d123
[329] #cpchat
[312] #elemchat
[289] #mschat
[272] #hschat
[252] #ntchat
[249] #pblchat

Top Words in Tweet in G4:
[160] weareteachers
[156] science
[107] #scichat
[104] 10
[104] 000
[104] copies
[104] poster
[79] send
[79] awesome
[79] classrooms

Top Words in Tweet in G5:
[288] #scichat
[105] ncse
[90] #scicomm
[50] garym
[49] gwardis
[39] cancer
[38] #cancer
[35] science
[34] #cdnpoli
[31] deepgreendesign

Top Words in Tweet in G6:
[108] #scichat
[103] tcea
[101] #learning
[93] interactive
[93] tools
[93] periodic
[93] table
[93] mguhlin
[55] #science
[55] #edutwitter

Top Words in Tweet in G7:
[96] savvaslearning
[70] use
[70] 3d
[70] class
[69] printer
[68] #3dthursday
[65] retweet
[65] comment
[65] sharing
[65] entered

Top Words in Tweet in G8:
[63] #scichat
[28] #engchat
[26] #edchat
[24] #edtech
[21] #k12
[21] #learning
[21] #mathchat
[20] #edleadership
[17] #literacy
[17] #edreform

Top Words in Tweet in G9:
[46] pj_saez
[45] life
[45] inside
[45] #cell
[45] videoed
[45] under
[45] microscope
[45] #nucleus
[45] green
[45] #mitochondria

Top Words in Tweet in G10:
[46] #scichat
[44] #k12
[42] #edchat
[41] science
[33] #edtech
[31] #learning
[29] students
[25] #edleadership
[15] first
[14] grand

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] #stem,#scichat
[369] #d123,#edchat
[360] #edchat,#edtech
[348] #scichat,#scicomm
[331] #edtech,#cpchat
[305] #cpchat,#elemchat
[295] #sschat,#scichat
[288] #elemchat,#mschat
[264] #mschat,#hschat
[252] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[370] #stem,#scichat
[241] 'science,smarts'
[189] smarts',column
[183] latest,praxis
[159] #science,#scichat
[137] column,medicine
[137] medicine,news
[126] praxis,'science
[111] #scichat,#stemathome
[104] #stemathome,#scied

Top Word Pairs in Tweet in G2:
[221] #scichat,#scicomm
[59] mark,calendar
[43] calendar,register
[43] #scicomm,#scichat
[38] ncse,mark
[26] book,origins
[23] origins,jenniferraff
[22] years,ago
[21] ncse,book
[21] ncse,scientists

Top Word Pairs in Tweet in G3:
[362] #d123,#edchat
[350] #edchat,#edtech
[325] #edtech,#cpchat
[301] #cpchat,#elemchat
[286] #elemchat,#mschat
[264] #mschat,#hschat
[252] #hschat,#ntchat
[249] #ntchat,#pblchat
[248] #suptchat,#libchat
[248] #libchat,#spedchat

Top Word Pairs in Tweet in G4:
[104] 10,000
[104] 000,copies
[104] science,poster
[79] send,10
[79] copies,awesome
[79] awesome,science
[79] poster,classrooms
[79] classrooms,country
[79] country,last
[79] last,chance

Top Word Pairs in Tweet in G5:
[47] #scichat,#scicomm
[34] #scichat,#cancer
[19] mark,calendar
[18] #scicomm,#scichat
[16] #scichat,#microbiome
[16] #istandwithukraine,safe
[16] safe,space
[16] space,ukraine
[16] ukraine,discussion
[16] discussion,#spaceshost

Top Word Pairs in Tweet in G6:
[93] interactive,tools
[93] periodic,table
[93] table,mguhlin
[50] tools,#learning
[50] #learning,periodic
[50] mguhlin,#scichat
[50] #scichat,#science
[50] #science,#edutwitter
[49] tcea,interactive
[43] five,interactive

Top Word Pairs in Tweet in G7:
[69] 3d,printer
[66] use,3d
[65] #3dthursday,retweet
[65] retweet,comment
[65] comment,sharing
[65] sharing,use
[65] printer,class
[65] class,entered
[64] savvaslearning,#3dthursday
[9] register,free

Top Word Pairs in Tweet in G8:
[19] #learning,#edleadership
[18] #edtech,#engchat
[17] #engchat,#literacy
[17] #literacy,#scichat
[16] #k12,#learning
[16] #edleadership,#edtech
[15] #edchat,#k12
[13] #scichat,#mathchat
[11] #mathchat,#edreform
[7] #mathchat,#scichat

Top Word Pairs in Tweet in G9:
[45] life,inside
[45] inside,#cell
[45] #cell,videoed
[45] videoed,under
[45] under,microscope
[45] microscope,#nucleus
[45] #nucleus,green
[44] contribute,energy
[43] green,#mitochondria
[43] #mitochondria,yellow

Top Word Pairs in Tweet in G10:
[29] #k12,#learning
[29] #edchat,#k12
[24] #learning,#edleadership
[24] #edleadership,#edtech
[14] english_jrf,ugc
[14] ugc,net
[14] net,guidance
[14] guidance,ace
[14] ace,exam
[14] exam,qualify

Top Replied-To
Top Replied-To in Entire Graph:
@rutgersaltroute
@savvaslearning
@liverfig
@airchorn
@drlabos
@leedugatkin
@gravesjl55
@unesco_mgiep
@juststephj
@johnfocook

Top Replied-To in G1:
@awsnsocial
@nsta

Top Replied-To in G2:
@stevebrusatte
@sciencemagazine
@lemoustier
@natureportfolio
@johnfocook
@gravesjl55
@leedugatkin
@drlabos
@tanyaofmars

Top Replied-To in G3:
@airchorn

Top Replied-To in G5:
@liverfig
@celaurie
@ianjamesyoung70
@juststephj

Top Replied-To in G7:
@savvaslearning

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@gwardis
@weareteachers
@tcea
@paulenderle
@savvaslearning
@mguhlin
@gbheducation

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@gbheducation
@medicinehatnews
@sciencebuddies
@weareteachers
@mcgilloss
@twigeducation

Top Mentioned in G2:
@ncse
@garym
@laelaps
@jenniferraff
@pentaclethra
@leedugatkin
@praxismedhat
@micha
@pj_saez
@tryingbiology

Top Mentioned in G3:
@paulenderle
@garym
@ncse
@ericcurts
@edutopia
@praxismedhat
@teachthought
@cultofpedagogy
@tcea
@weareteachers

Top Mentioned in G4:
@weareteachers
@wardsscience
@stjude
@educatoral
@gwardis
@tcea
@mguhlin

Top Mentioned in G5:
@ncse
@garym
@gwardis
@deepgreendesign
@youtube
@twitterspaces
@darwinday_ncse
@nickijolie73
@360theatres
@unimelb

Top Mentioned in G6:
@tcea
@mguhlin
@ericcurts
@ncse

Top Mentioned in G7:
@savvaslearning
@ramymahmoud21
@banlohannon
@ashley_basnight
@dasthannah
@chrismooresci
@aishakenya77
@techlearning
@nsta

Top Mentioned in G8:
@belkhattare
@weteachmfl
@pburkevt

Top Mentioned in G9:
@pj_saez
@focalplane_jcs
@the_node
@prelights

Top Mentioned in G10:
@english_jrf
@paulsolarz
@twigeducation
@jrsowash
@onlineclassusa
@arizonaeducator
@education2conf
@droolees1
@eduvickys
@2seetheglobe

Top Tweeters
Top Tweeters in Entire Graph:
@streamerwall
@streamer_boost
@cybersecurityn8
@jfsebastian146
@viralvideovlogs
@b1e56df9ce6549f
@twitchsie
@fabriciosx
@ronaldclarke
@carolmaewy

Top Tweeters in G1:
@ml_tweet_bot
@education_24x7
@artallks
@slate
@nasrene41
@botfemale
@cnn
@jane__eden
@imagine_garden
@ctvnews

Top Tweeters in G2:
@streamerwall
@streamer_boost
@jfsebastian146
@twitchsie
@noybsk2017
@sydsalesman
@nytimes
@neilyoungsaveus
@eco1start
@halleverkehrt

Top Tweeters in G3:
@ssxman2
@forbes
@alicekeeler
@getiftech
@superteamup
@npr
@scalarhumanity
@teachertoolkit
@markj_ohnson
@stem_ai

Top Tweeters in G4:
@sampson_elaine
@kenikewahine78
@hlthiskrieger
@scott_squires
@dprnesq
@feralartist
@fourcornersrock
@beijo11
@elizawallace27
@vwheato

Top Tweeters in G5:
@viralvideovlogs
@b1e56df9ce6549f
@andrewmorrisuk
@globeandmail
@torontostar
@3pennymovies
@deepgreendesign
@cornubiageol
@joaniegentian
@hephaistos_ai

Top Tweeters in G6:
@stanleyepstein
@stem_nastics
@thartman2u
@coachgoodman
@rj21nagourisher
@mguhlin
@kanek09
@vipulasharma1
@ericharvieschl
@rsamantha725

Top Tweeters in G7:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@nikkibankert34
@neonbeaver
@smethvin
@twenteries
@cl2n2

Top Tweeters in G8:
@iconohash
@mrsmurat
@dgoble2001
@jarowell
@internet4classr
@pburkevt
@uf_ifas
@nlakusta
@daydreamedu
@ridoradeola

Top Tweeters in G9:
@rafaelg21253842
@_tlr_
@olu_gh
@andthehouserock
@the_node
@flexi23
@phdgprotein86
@drellenlemosy
@okanecahir
@uraeus_nefer

Top Tweeters in G10:
@educationweek
@irasocol
@teacher2teacher
@jc_james_clark
@paulsolarz
@stoupasteresa
@reelresearch
@novapbs
@compostjesus
@naemmanuele