scichat, Twitter, 7/30/2022 12:43:47 AM, 279712


FAQ | Problem?

scichat_2022-07-29_17-16-48.xlsx
scichat_2022-07-29_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2022
Short Description:
scichat via NodeXL https://bit.ly/3zIUvxV
@garym
@ncse
@praxismedhat
@bunsenbernerbmd
@savvaslearning
@paulenderle
@educationbnb
@flinnscientific
@weareteachers
@ericcurts

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

Description:
Description
The graph represents a network of 1,702 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, 30 July 2022 at 00:33 UTC.

The requested start date was Saturday, 30 July 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 119-day, 0-hour, 36-minute period from Friday, 01 April 2022 at 00:10 UTC to Friday, 29 July 2022 at 00:47 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 : 1702
Unique Edges : 1397
Edges With Duplicates : 10463
Total Edges : 11860
Number of Edge Types : 5
MentionsInRetweet : 5244
Mentions : 967
Retweet : 4216
Tweet : 1385
Replies to : 48
Self-Loops : 1916
Reciprocated Vertex Pair Ratio : 0.0316218973138388
Reciprocated Edge Ratio : 0.0613052076466711
Connected Components : 98
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 1470
Maximum Edges in a Connected Component : 11515
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.507139
Graph Density : 0.00104797689338752
Modularity : 0.206271
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,702 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, 30 July 2022 at 00:33 UTC.

The requested start date was Saturday, 30 July 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 119-day, 0-hour, 36-minute period from Friday, 01 April 2022 at 00:10 UTC to Friday, 29 July 2022 at 00:47 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:
[53] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[41] https://www.controlaltachieve.com/p/science-links.html
[34] https://twitch.tv/sciencestreams
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[16] https://schoolreportwriter.com/
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[13] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[13] https://www.weareteachers.com/free-recycling-lesson-plans/

Top URLs in Tweet in G1:
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[11] https://www.wired.com/story/why-the-search-for-life-on-mars-is-happening-in-canadas-arctic/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[10] https://www.cbc.ca/news/science/monarch-butterflies-rise-1.6464231?__vfz=medium%3Dsharebar
[9] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[9] https://www.earthday.org/earth-day-tips/
[8] https://scitechdaily.com/what-is-monkeypox-a-microbiologist-explains-whats-known-about-this-disease/
[7] https://www.beaversww.org/international-beaver-day/
[7] https://www.technologynetworks.com/immunology/news/harmful-bacteria-can-survive-on-plastic-waste-washed-up-on-beaches-362125#.YpYnyymg49c.twitter
[7] https://www.natureconservancy.ca/en/blog/archive/ick-its-a-tick-tips-for-tick-safety.html?utm_source=eblast
[7] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/

Top URLs in Tweet in G2:
[8] https://twitch.tv/sciencestreams
[8] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[6] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/
[6] https://www.the-scientist.com/news-opinion/marilyn-fogel-biogeochemist-and-isotope-queen-dies-at-69-70064
[5] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[4] https://www.rfi.fr/en/france/20220623-french-archaeologist-yves-coppens-papa-of-lucy-dies-aged-87
[3] https://www.mcgill.ca/oss/article/general-science/babies-botulism-and-honey
[3] https://climatecrocks.com/2022/07/17/is-this-the-oldest-living-thing-on-earth-and-what-can-it-teach-us/
[3] https://www.newscientist.com/article/2316113-rediscovered-orchid-was-presumed-extinct-for-almost-a-century/?NSDAY_140422
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=276726

Top URLs in Tweet in G3:
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[9] https://www.edutopia.org/article/research-life-changing-teaching
[5] https://edtechteacher.org/summer
[5] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[5] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[4] https://www.cultofpedagogy.com/blindspots/
[4] https://www.edutopia.org/article/we-drastically-underestimate-importance-brain-breaks
[4] https://www.gettingsmart.com/2022/05/31/10-steps-to-develop-great-learners-i-am-a-parent-not-a-teacher/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275370

Top URLs in Tweet in G4:
[5] https://www.savvas.com/virtualstemfair
[4] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[4] https://www.flinnsci.com/science-behind/ice-cream/
[3] https://www.flinnsci.com/flinn-freebies/monthly-lab-activities/
[2] https://www.flinnsci.com/straw-half-life/dc91669/
[2] https://www.edutopia.org/article/how-use-5e-model-your-science-classroom
[2] https://www.edutopia.org/article/how-give-science-lessons-real-world-boost
[1] https://savvas.com/ISTE2022
[1] https://savvas.com/NSTA2022
[1] https://www.savvas.com/virtualSTEMfair

Top URLs in Tweet in G5:
[22] https://twitter.com/i/spaces/1BRJjnPldgdJw
[3] https://twitter.com/i/spaces/1vOxwyybmZPGB
[1] https://twitter.com/i/spaces/1djxXPlXXBNxZ
[1] https://twitter.com/i/spaces/1dRKZlmpymNJB
[1] https://twitter.com/i/web/status/1536692998670413824
[1] https://www.buzzsprout.com/413041/10962518
[1] https://twitter.com/i/web/status/1533844582160470016
[1] https://twitter.com/i/spaces/1eaKbNNvBZRKX
[1] https://twitter.com/bunsenbernerbmd/status/1546728097289973761

Top URLs in Tweet in G6:
[45] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://www.weareteachers.com/free-recycling-lesson-plans/
[6] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[3] https://elements.wlonk.com/ElementsTable.htm?utm_sq=gt29x1fpp7&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://twitter.com/i/web/status/1513738183414095875
[1] https://www.controlaltachieve.com/p/science-links.html
[1] https://molview.org/?utm_sq=gvnup7umw1&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://www.chrmbook.com/science/?utm_sq=gw06fb8x01&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts

Top URLs in Tweet in G7:
[6] https://onlineclasshelpusa.com
[5] https://www.litfiles.co/
[3] https://39576jpcq3vv9z6stgj-qc0zd6.hop.clickbank.net/
[3] https://play.google.com/store/apps/details?id=com.invincyx.litfiles
[3] https://onlineclasshelpusa.com/
[2] http://www.teachconnect.in
[2] https://knowledge-fort.com/
[2] https://edulastic.com/blog/science-lessons-by-students-for-students/
[2] https://elizabethtown.tedk12.com/hire/Index.aspx
[1] https://www.pbslearningmedia.org/resource/inside-energy-energy-explained-the-carbon-cycle/energy-explained-the-carbon-cycle/

Top URLs in Tweet in G8:
[3] https://twitter.com/middleweb/status/1511489360050466816
[2] https://twitter.com/johncroftnorton/status/1540684788931207168
[2] https://www.middleweb.com/47325/multitasking-mentor-texts-for-integrated-literacy/
[2] https://twitter.com/middleweb/status/1551286403555856385
[1] https://www.pbs.org/newshour/classroom/2022/07/how-new-technologies-accelerate-spread-of-conspiracy-theories/
[1] https://www.pbs.org/newshour/classroom/2022/06/arrests-made-in-murder-of-journalist-indigenous-activist-in-the-amazon-and-other-news-for-june-20-2022/
[1] https://www.pbs.org/newshour/classroom/2022/05/selfie-of-our-galaxys-black-hole-marks-new-era-in-space-science/
[1] https://www.pbs.org/newshour/classroom/2022/05/6-things-for-students-to-know-about-monkeypox/
[1] https://www.middleweb.com/47372/try-nonfiction-graphic-novels-to-engage-kids/
[1] https://www.middleweb.com/46864/digital-book-talks-in-middle-grades-science/

Top URLs in Tweet in G9:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[2] https://southernteachers.com/science-jobs?utm_source=twitter&utm_medium=chemistry
[1] https://www.technology-innovators.com/plandisc/
[1] https://edcite.com/1qwyvt
[1] https://twitter.com/mariana057/status/1511869391557873667
[1] https://twitter.com/FloridaMGs/status/1513503859817299968
[1] https://twitter.com/tmclain903/status/1513774263433584642
[1] https://youtube.com/ENGAGEshow
[1] https://twitter.com/i/web/status/1518654849268727808
[1] https://twitter.com/wewright1234/status/1518604599153901568

Top URLs in Tweet in G10:
[12] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[7] https://www.scienceworld.ca/futurescienceleaders/
[5] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[2] https://phys.org/news/2022-04-tear-free-math.html
[1] https://twitter.com/i/web/status/1517890360923631617
[1] https://en.wikipedia.org/wiki/Slartibartfast
[1] https://twitter.com/gwardis/status/1525291815586279424
[1] https://www.stitcher.com/episode/203239542?c=sharelink&deep_link_value=stitcher://episode/203239542
[1] https://phys.org/news/2022-05-mathematical-cellular-movement.html
[1] https://www.stitcher.com/episode/203601307?c=sharelink&deep_link_value=stitcher://episode/203601307

Top Domains
Top Domains in Tweet in Entire Graph:
[337] twitter.com
[234] scitechdaily.com
[72] wordpress.com
[70] edutopia.org
[67] tcea.org
[65] phys.org
[63] nature.com
[62] cbc.ca
[56] sciencebuddies.org
[54] pbslearningmedia.org

Top Domains in Tweet in G1:
[227] scitechdaily.com
[127] twitter.com
[65] wordpress.com
[59] cbc.ca
[56] sciencebuddies.org
[49] nature.com
[47] phys.org
[47] pbslearningmedia.org
[45] theconversation.com
[43] futurity.org

Top Domains in Tweet in G2:
[26] ncse.ngo
[22] twitter.com
[16] smithsonianmag.com
[14] nodexlgraphgallery.org
[14] nytimes.com
[12] yaleclimateconnections.org
[12] the-scientist.com
[11] nature.com
[10] theguardian.com
[8] twitch.tv

Top Domains in Tweet in G3:
[66] twitter.com
[54] edutopia.org
[25] primarysourcenexus.org
[19] tcea.org
[18] blogspot.com
[15] gettingsmart.com
[14] nodexlgraphgallery.org
[13] teachthought.com
[12] edweek.org
[9] cultofpedagogy.com

Top Domains in Tweet in G4:
[16] flinnsci.com
[14] savvas.com
[6] edutopia.org
[5] twitter.com
[1] ow.ly
[1] zoom.us
[1] conservation.org
[1] npr.org
[1] controlaltachieve.com

Top Domains in Tweet in G5:
[31] twitter.com
[1] buzzsprout.com

Top Domains in Tweet in G6:
[45] tcea.org
[7] weareteachers.com
[6] thesciencepenguin.com
[3] wlonk.com
[1] twitter.com
[1] controlaltachieve.com
[1] molview.org
[1] chrmbook.com

Top Domains in Tweet in G7:
[9] onlineclasshelpusa.com
[7] pbslearningmedia.org
[6] twitter.com
[5] litfiles.co
[3] pbs.org
[3] clickbank.net
[3] google.com
[3] edulastic.com
[2] teachconnect.in
[2] knowledge-fort.com

Top Domains in Tweet in G8:
[14] twitter.com
[11] middleweb.com
[4] pbs.org
[1] nga.org
[1] namleconference.net

Top Domains in Tweet in G9:
[15] twitter.com
[3] internet4classrooms.com
[2] onlineclasshelpusa.com
[2] southernteachers.com
[2] google.com
[1] technology-innovators.com
[1] edcite.com
[1] youtube.com
[1] schoolspring.com
[1] fiverr.com

Top Domains in Tweet in G10:
[17] twitter.com
[8] phys.org
[7] scienceworld.ca
[2] stitcher.com
[2] nature.com
[1] wikipedia.org
[1] interestingengineering.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3165] scichat
[769] edchat
[685] stem
[570] scicomm
[537] edtech
[405] science
[357] sschat
[333] d123
[288] cpchat
[287] mschat



Top Hashtags in Tweet in G1:
[1663] scichat
[493] stem
[332] science
[168] scied
[147] scicomm
[128] biology
[122] evolution
[96] environment
[91] edchat
[84] cdnsci

Top Hashtags in Tweet in G2:
[415] scichat
[354] scicomm
[14] stem
[13] climatechange
[11] edutwitter
[11] educhat
[11] ukedchat
[11] nqtchat
[10] ks2
[10] science

Top Hashtags in Tweet in G3:
[415] scichat
[415] edchat
[367] edtech
[331] d123
[285] cpchat
[256] elemchat
[238] mschat
[220] sschat
[216] hschat
[210] ntchat

Top Hashtags in Tweet in G4:
[65] 3dthursday
[55] scichat
[39] nationaldonutday
[15] stem
[12] chemchat
[11] edchat
[11] ngsschat
[7] chemed
[5] sciencefriday
[5] teacherappreciationweek

Top Hashtags in Tweet in G5:
[23] spaces
[18] scichat
[1] spacesunleashed

Top Hashtags in Tweet in G6:
[64] scichat
[51] edchat
[51] stem
[51] learning
[14] teachertwitter
[8] edtech
[6] chemistry
[3] science
[2] chemchat
[1] scicomm

Top Hashtags in Tweet in G7:
[107] edchat
[106] k12
[92] learning
[83] scichat
[77] edtech
[74] edleadership
[58] engchat
[56] literacy
[38] mathchat
[30] edreform

Top Hashtags in Tweet in G8:
[71] scichat
[47] sschat
[47] educoach
[41] elachat
[37] mschat
[21] literacy
[20] mathchat
[20] engchat
[11] reading
[8] stem

Top Hashtags in Tweet in G9:
[44] scichat
[22] edchat
[14] learning
[14] edtech
[14] k12
[13] engchat
[12] edleadership
[10] edreform
[10] mathchat
[9] literacy

Top Hashtags in Tweet in G10:
[28] fsl
[25] scichat
[25] designthinking
[23] innovation
[18] scicomm
[18] stem
[11] cdnpoli
[7] science
[6] blacksteminnovators
[6] robotics

Top Words
Top Words in Tweet in Entire Graph:
[3161] #scichat
[1104] garym
[1004] science
[871] ncse
[767] #edchat
[685] #stem
[570] #scicomm
[537] #edtech
[410] #science
[372] news

Top Words in Tweet in G1:
[1659] #scichat
[947] garym
[572] science
[493] #stem
[332] #science
[291] ncse
[282] news
[276] praxismedhat
[246] gwardis
[225] praxis

Top Words in Tweet in G2:
[470] ncse
[415] #scichat
[354] #scicomm
[96] book
[85] garym
[80] science
[62] mark
[59] calendar
[57] climate
[51] register

Top Words in Tweet in G3:
[415] #scichat
[413] #edchat
[367] #edtech
[331] #d123
[284] #cpchat
[256] #elemchat
[238] #mschat
[220] #sschat
[215] #hschat
[210] #ntchat

Top Words in Tweet in G4:
[89] savvaslearning
[68] use
[67] 3d
[66] printer
[66] class
[65] #3dthursday
[62] retweet
[62] comment
[62] sharing
[62] entered

Top Words in Tweet in G5:
[142] bunsenbernerbmd
[132] scichat
[58] middle
[58] island
[37] week
[37] come
[37] learn
[29] audio
[27] wboolpenguins
[27] dogs

Top Words in Tweet in G6:
[64] #scichat
[55] tcea
[51] #edchat
[51] #stem
[51] #learning
[49] periodic
[49] table
[48] tools
[45] five
[45] interactive

Top Words in Tweet in G7:
[107] #edchat
[106] #k12
[92] #learning
[83] #scichat
[77] #edtech
[74] #edleadership
[58] #engchat
[56] #literacy
[38] #mathchat
[30] #edreform

Top Words in Tweet in G8:
[71] #scichat
[47] #sschat
[47] #educoach
[41] #elachat
[41] middleweb
[37] #mschat
[30] science
[22] newshourextra
[21] #literacy
[20] #mathchat

Top Words in Tweet in G9:
[44] #scichat
[22] #edchat
[14] #learning
[14] #edtech
[14] #k12
[13] #engchat
[12] #edleadership
[10] #edreform
[10] help
[10] #mathchat

Top Words in Tweet in G10:
[28] #fsl
[26] dr
[25] #scichat
[25] #designthinking
[23] #innovation
[23] deep
[23] company
[22] shaun
[22] fickling
[22] developing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[380] #scichat,#scicomm
[335] #stem,#scichat
[310] #edchat,#edtech
[309] #d123,#edchat
[280] #edtech,#cpchat
[279] #sschat,#scichat
[254] #cpchat,#elemchat
[235] #elemchat,#mschat
[215] #mschat,#hschat
[209] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[261] #stem,#scichat
[195] latest,praxis
[195] 'science,smarts'
[195] smarts',column
[190] medicine,news
[189] #science,#scichat
[185] column,medicine
[173] praxis,science
[173] science,outreach
[173] outreach,'science

Top Word Pairs in Tweet in G2:
[266] #scichat,#scicomm
[59] mark,calendar
[51] calendar,register
[46] ncse,mark
[45] #scicomm,#scichat
[33] climate,change
[33] discusses,book
[27] last,days
[27] days,dinosaurs
[24] riley,black

Top Word Pairs in Tweet in G3:
[307] #d123,#edchat
[299] #edchat,#edtech
[278] #edtech,#cpchat
[253] #cpchat,#elemchat
[235] #elemchat,#mschat
[215] #mschat,#hschat
[209] #sschat,#scichat
[209] #hschat,#ntchat
[207] #ntchat,#pblchat
[206] #pblchat,#apchat

Top Word Pairs in Tweet in G4:
[66] 3d,printer
[63] use,3d
[62] #3dthursday,retweet
[62] retweet,comment
[62] comment,sharing
[62] sharing,use
[62] printer,class
[62] class,entered
[61] savvaslearning,#3dthursday
[40] gift,card

Top Word Pairs in Tweet in G5:
[58] middle,island
[37] come,learn
[25] thrilled,wboolpenguins
[25] wboolpenguins,middle
[25] island,penguin
[25] penguin,project
[25] project,tuesday
[25] tuesday,night
[25] night,scichat
[25] scichat,come

Top Word Pairs in Tweet in G6:
[49] periodic,table
[45] five,interactive
[45] interactive,tools
[45] tools,learning
[45] learning,periodic
[45] table,mguhlin
[45] mguhlin,#stem
[45] #stem,#scichat
[45] #scichat,#learning
[44] tcea,five

Top Word Pairs in Tweet in G7:
[87] #edchat,#k12
[83] #k12,#learning
[74] #learning,#edleadership
[71] #edleadership,#edtech
[55] #edtech,#engchat
[55] #engchat,#literacy
[54] #literacy,#scichat
[37] #scichat,#mathchat
[30] #mathchat,#edreform
[15] #onlineclasshelpusa,#edchat

Top Word Pairs in Tweet in G8:
[32] #sschat,#scichat
[20] #elachat,#sschat
[18] #scichat,#educoach
[16] #mschat,#elachat
[13] ask,stude
[12] #scichat,#mathchat
[11] #educoach,#literacy
[11] #literacy,#reading
[10] third,arrest
[10] arrest,made

Top Word Pairs in Tweet in G9:
[10] #edtech,#engchat
[10] #learning,#edleadership
[9] #k12,#learning
[9] #edleadership,#edtech
[9] #engchat,#literacy
[9] #literacy,#scichat
[9] #scichat,#mathchat
[9] #edchat,#k12
[7] #mathchat,#edreform
[3] #edchat,#scichat

Top Word Pairs in Tweet in G10:
[22] #designthinking,dr
[22] dr,shaun
[22] shaun,fickling
[22] fickling,#fsl
[22] #fsl,deep
[22] deep,developing
[22] developing,ideas
[22] ideas,#innovation
[22] #innovation,based
[22] based,company

Top Replied-To
Top Replied-To in Entire Graph:
@rutgersaltroute
@stevebrusatte
@savvaslearning
@liverfig
@leedugatkin
@drlabos
@americansunited
@carbonbrief
@ayanaeliza
@meganjherbert

Top Replied-To in G2:
@stevebrusatte
@jenniferraff
@laelaps
@thescientistllc
@meganjherbert
@ayanaeliza
@carbonbrief
@americansunited
@drlabos
@leedugatkin

Top Replied-To in G3:
@ascd

Top Replied-To in G4:
@savvaslearning

Top Replied-To in G5:
@k_zackowski

Top Replied-To in G10:
@liverfig
@ianjamesyoung70
@trippytrav4
@juststephj

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@gwardis
@paulenderle
@bunsenbernerbmd
@savvaslearning
@weareteachers
@flinnscientific
@tcea

Top Mentioned in G1:
@garym
@ncse
@praxismedhat
@gwardis
@gbheducation
@medicinehatnews
@sciencebuddies
@novaeducation
@gardenglen
@flinnscientific

Top Mentioned in G2:
@ncse
@garym
@laelaps
@ct_bergstrom
@praxismedhat
@leedugatkin
@deepgreendesign
@paulenderle
@scifri
@jevinwest

Top Mentioned in G3:
@paulenderle
@ncse
@garym
@edutopia
@weareteachers
@praxismedhat
@eduvickys
@e_sheninger
@tcea
@psntps

Top Mentioned in G4:
@savvaslearning
@flinnscientific
@edutopia
@thestevieawards
@praxismedhat
@banlohannon
@npr
@dasthannah
@gergeselissar
@jdeinhammer

Top Mentioned in G5:
@bunsenbernerbmd
@wboolpenguins
@tea_francis
@companimalpsych
@k_zackowski
@jatetro
@bigblackwolf188
@twi
@maireadmontague
@twitterspaces

Top Mentioned in G6:
@tcea
@mguhlin
@weareteachers
@jrsowash
@biodigitalhuman
@circuitlab
@ncse
@ericcurts
@rmbyrne
@labxchange

Top Mentioned in G7:
@english_jrf
@threeamigos_co
@eduvickys
@arizonaeducator
@teachersjourney
@lit_files
@onlineclassusa
@eissupksb
@wsgsc
@isaachieves

Top Mentioned in G8:
@middleweb
@newshourextra
@nsta
@ncte
@newshour
@jserravallo
@amle
@naesp
@ncssnetwork
@sho

Top Mentioned in G9:
@pburkevt
@megandubee

Top Mentioned in G10:
@drcarlottaberry
@deepgreendesign
@scienceworldtr
@blackstemusa
@randomaxon
@marinaglogovac
@dfisman
@torontostar
@edvaldez8888

Top Tweeters
Top Tweeters in Entire Graph:
@kardonolimjadi
@cybersecurityn8
@jfsebastian146
@bob_stinson1234
@fabriciosx
@dataaugmented
@linda_u_w_a
@carolmaewy
@its_coachnorman
@ken_crichlow

Top Tweeters in G1:
@jfsebastian146
@linda_u_w_a
@ml_tweet_bot
@andrewmorrisuk
@artallks
@globeandmail
@alisonborealis
@eco1start
@forbes
@swentol

Top Tweeters in G2:
@bob_stinson1234
@ken_crichlow
@noybsk2017
@botfemale
@neilyoungsaveus
@halleverkehrt
@dazilmz
@rmathematicus
@origamigryphon
@theleftyleftie

Top Tweeters in G3:
@its_coachnorman
@ssxman2
@brlanray
@washingtonpost
@hlthiskrieger
@alicekeeler
@superteamup
@scalarhumanity
@chrispirillo
@teacher2teacher

Top Tweeters in G4:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@npr
@nikkibankert34
@neonbeaver
@smethvin
@twenteries

Top Tweeters in G5:
@kardonolimjadi
@carolmaewy
@auntsophie1
@llhawaii
@saranhe_aoo_598
@shellysherrchen
@jmedeiros71
@rudefulk
@sbram94
@rachelintheoc

Top Tweeters in G6:
@stem_nastics
@coachgoodman
@rj21nagourisher
@mguhlin
@vipulasharma1
@ericharvieschl
@rsamantha725
@novapbs
@tcea
@jrsowash

Top Tweeters in G7:
@education_24x7
@irasocol
@jc_james_clark
@jamesdevaney2
@paulsolarz
@teachersjourney
@mk13of
@stoupasteresa
@reelresearch
@dswineyehs

Top Tweeters in G8:
@nihaustin
@richardweiner
@thatmags
@ncte
@blocht574
@_cest_la_vie_21
@googlemyrna
@bivey
@alflint
@lpdoyle

Top Tweeters in G9:
@jarowell
@raspberryberet3
@jcasatodd
@dgburris
@internet4classr
@pburkevt
@uf_ifas
@indra_bartona
@megandubee
@daydreamedu

Top Tweeters in G10:
@cybersecurityn8
@fabriciosx
@torontostar
@designthinkbot
@deepgreendesign
@benshapiro
@sprintbaseb
@drcaberry
@madcounter
@bilongma