scichat, Twitter, 10/15/2022 12:40:42 AM, 282911


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scichat_2022-10-14_17-16-48.xlsx
scichat_2022-10-14_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2022
Short Description:
scichat via NodeXL https://bit.ly/3yHxNFc
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@ncse
@tcea
@ericcurts
@b0tsci
@jayaisales
@this0499154500

Top hashtags:
#scichat
#stem
#edchat
#scicomm
#science
#edtech
#sschat
#d123
#learning
#k12

Description:
Description
The graph represents a network of 2,511 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, 15 October 2022 at 00:34 UTC.

The requested start date was Saturday, 15 October 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 105-day, 3-hour, 54-minute period from Friday, 01 July 2022 at 00:21 UTC to Friday, 14 October 2022 at 04:16 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 : 2511
Unique Edges : 1400
Edges With Duplicates : 12214
Total Edges : 13614
Number of Edge Types : 5
MentionsInRetweet : 6000
Replies to : 26
Mentions : 995
Retweet : 5313
Tweet : 1280
Self-Loops : 1874
Reciprocated Vertex Pair Ratio : 0.0269905533063428
Reciprocated Edge Ratio : 0.0525624178712221
Connected Components : 96
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 2300
Maximum Edges in a Connected Component : 13259
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.438564
Graph Density : 0.000603718142166499
Modularity : 0.23845
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 2,511 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, 15 October 2022 at 00:34 UTC.

The requested start date was Saturday, 15 October 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 105-day, 3-hour, 54-minute period from Friday, 01 July 2022 at 00:21 UTC to Friday, 14 October 2022 at 04:16 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:
[123] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[42] https://www.controlaltachieve.com/p/science-links.html
[37] https://www.fodey.com/generators/newspaper/snippet.asp
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[22] https://www.anyplaceamerica.com/
[15] https://www.flinnsci.com/science-behind/ice-cream/
[15] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[14] https://www.weareteachers.com/science-jokes/
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom

Top URLs in Tweet in G1:
[2] https://www.cbsnews.com/video/artemis-americas-new-moonshot-cbs-reports/#XiJinping
[1] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://twitter.com/plugusin/status/1558438253656670210

Top URLs in Tweet in G2:
[12] https://www.flinnsci.com/science-behind/ice-cream/
[10] 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
[9] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/
[9] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[8] https://link.medium.com/tTQMvpBajsb
[8] https://twitch.tv/sciencestreams
[7] https://www.sciencenews.org/article/multiple-sclerosis-epstein-barr-virus-vaccines-treatments?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[7] https://primarysourcenexus.org/2022/09/selecting-primary-sources-strategies-tips/
[7] https://medicinehatnews.com/life/local-life/2022/10/08/science-smarts-dazzle-your-thanksgiving-guests-with-magic-science/
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3849_a_new_kind_flashcard._flexcards.htm

Top URLs in Tweet in G3:
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[10] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[6] https://www.science.org/content/article/genes-reveal-how-our-pelvis-evolved-upright-walking
[6] https://ncse.ngo/deep-time-really-really-deep-man
[6] https://www.cnbc.com/2022/07/04/bill-nye-the-best-way-to-fight-climate-change-is-by-voting.html
[6] https://worldofpaleoanthropology.org/2022/08/21/why-is-science-communication-important/
[5] https://www.the-scientist.com/news-opinion/penguins-are-among-the-world-s-slowest-evolving-birds-study-70249
[5] https://www.theguardian.com/environment/2022/jul/27/james-lovelock-creator-of-gaia-hypothesis-dies-on-103rd-birthday
[5] https://nextpittsburgh.com/latest-news/discover-the-secret-dinosaur-bone-room-at-the-carnegie-musuem-of-natural-history/
[5] https://www.bbc.com/future/article/20220812-dinosaur-extinction-why-did-mammals-survive

Top URLs in Tweet in G4:
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[8] https://twitter.com/i/spaces/1yNGaNrMOvDJj
[7] https://twitter.com/i/spaces/1MnxnkDBjZjKO
[7] https://twitter.com/i/spaces/1DXxyvgQNERKM
[6] https://twitter.com/i/spaces/1BdGYyjNAPAGX
[5] https://www.buzzsprout.com/413041/10962518-scichat-liliian-maher-from-the-middle-island-penguin-project.mp3
[3] https://twitter.com/i/spaces/1vOxwyybmZPGB
[3] https://twitter.com/i/spaces/1MYxNgrQdnZKw
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[2] https://twitter.com/i/spaces/1mrxmkqjYadGy

Top URLs in Tweet in G5:
[108] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[10] https://www.weareteachers.com/science-jokes/
[9] https://www.weareteachers.com/free-recycling-lesson-plans/
[7] https://blog.tcea.org/investigating-science-with-flipgrid/
[2] https://www.natureworkseverywhere.org/events/exploring-by-canoe/?utm_source=Social&utm_medium=TW&utm_campaign=MDR_WAT&utm_content=TNC_1707_EmeraldEdge+VFT3_PGM
[2] https://www.pinterest.com/pin/2251868538112086/
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1657979673
[1] https://twitter.com/i/web/status/1573140600920080384
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://blog.tcea.org/historical-photos-pull-back-the-veil-of-time/

Top URLs in Tweet in G6:
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[9] https://sacredframework.com/are-you-a-pizza-based-learner/
[8] https://edtechteacher.org/ett_events/mastery2022/
[7] https://www.edutopia.org/article/relationship-building-day-1
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[5] https://www.jonbergmann.com/podcasts/making-mastery-learning-a-reality-one-day-at-a-time/episodes/2147799755
[4] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/
[4] https://www.anyplaceamerica.com/
[4] https://www.fodey.com/generators/newspaper/snippet.asp
[3] https://www.youtube.com/watch?v=RSlc9IxdBw8


Top URLs in Tweet in G7:
[35] https://www.controlaltachieve.com/p/science-links.html
[33] https://www.fodey.com/generators/newspaper/snippet.asp
[18] https://www.anyplaceamerica.com/
[13] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[10] https://www.jpl.nasa.gov/infographics
[5] https://www.explorelearning.com/resources/insights/9-tips-for-supporting-inquiry-in-classroom?utm_campaign=2022+Gizmos+News&utm_source=tw&utm_medium=organic-social&utm_content=1658846332
[5] https://www.explorelearning.com/our-products/science4us?utm_campaign=Science4Us+2022&utm_source=tw&utm_medium=organic-social&utm_content=1659015253
[5] https://fabiodisalvo.com/2022/05/22/science-root-words/
[4] https://artsandculture.google.com/project/explore-the-solar-system
[4] https://learninglab.si.edu/

Top URLs in Tweet in G8:
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[1] https://play.google.com/store/apps/details?id=co.marshal.situy
[1] https://www.tiktok.com/@allthisscience/video/7117302389966654725?_t=8TlK86OnZDS&_r=1
[1] https://twitter.com/nasa/status/1542958774339747846
[1] https://twitter.com/zedscience/status/1546987765576871937
[1] https://twitter.com/boxlightinc/status/1552692864106250240
[1] https://twitter.com/FlinnScientific/status/1551973638814973955
[1] https://twitter.com/i/spaces/1MnxnkDBjZjKO
[1] https://twitter.com/VisualCap/status/1555040996483792896
[1] https://www.etsy.com/listing/160911444/paper-bead-making-tool-slotted-double?t=1659904382

Top URLs in Tweet in G9:
[2] https://www.middleweb.com/47325/multitasking-mentor-texts-for-integrated-literacy/
[2] https://twitter.com/middleweb/status/1551286403555856385
[1] https://amigos-3.com/home
[1] https://www.middleweb.com/46993/independent-study-for-middle-schoolers/
[1] https://twitter.com/WoodswriterG/status/1566404464470364160
[1] https://www.middleweb.com/47320/21-deep-pd-dives-just-right-for-summer-reading/
[1] https://twitter.com/middleweb/status/1544700305006362625
[1] https://twitter.com/i/web/status/1568997599620784130
[1] https://twitter.com/EdReports/status/1559280769918451723
[1] https://twitter.com/Larryferlazzo/status/1562653582301679619

Top URLs in Tweet in G10:
[1] https://www.tiktok.com/@newshourclassroom/video/7117732455653707054?_r=1&_t=8VSnjCTXYyM&is_from_webapp=v1&item_id=7117732455653707054
[1] https://www.pbs.org/newshour/classroom/2022/07/how-new-technologies-accelerate-spread-of-conspiracy-theories/
[1] https://www.pbs.org/newshour/classroom/2022/09/californias-move-to-ban-sales-of-new-gasoline-fueled-cars-and-other-news-for-sept-2-2022/
[1] https://namleconference.net/register-2022/

Top Domains
Top Domains in Tweet in Entire Graph:
[432] twitter.com
[221] scitechdaily.com
[151] tcea.org
[69] nature.com
[68] theguardian.com
[65] cbc.ca
[60] controlaltachieve.com
[58] futurity.org
[57] medium.com
[57] flinnsci.com

Top Domains in Tweet in G1:
[2] cbsnews.com
[1] fabiodisalvo.com
[1] twitter.com

Top Domains in Tweet in G2:
[208] scitechdaily.com
[174] twitter.com
[60] cbc.ca
[56] futurity.org
[51] nature.com
[49] wordpress.com
[49] flinnsci.com
[43] theconversation.com
[43] phys.org
[42] medium.com

Top Domains in Tweet in G3:
[48] twitter.com
[32] theguardian.com
[31] ncse.ngo
[26] nytimes.com
[25] org.uk
[16] science.org
[16] nature.com
[14] nodexlgraphgallery.org
[14] medium.com
[12] smithsonianmag.com

Top Domains in Tweet in G4:
[85] twitter.com
[9] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G5:
[116] tcea.org
[21] weareteachers.com
[2] natureworkseverywhere.org
[2] pinterest.com
[1] twitter.com
[1] teachingabovethetest.com
[1] controlaltachieve.com
[1] mashable.com

Top Domains in Tweet in G6:
[54] twitter.com
[42] edutopia.org
[18] edsurge.com
[12] tcea.org
[12] sacredframework.com
[9] youtube.com
[9] shakeuplearning.com
[9] edtechteacher.org
[8] gettingsmart.com
[8] flinnsci.com

Top Domains in Tweet in G7:
[48] controlaltachieve.com
[33] fodey.com
[18] anyplaceamerica.com
[10] explorelearning.com
[10] nasa.gov
[6] tcea.org
[5] fabiodisalvo.com
[4] google.com
[4] si.edu
[3] twitter.com

Top Domains in Tweet in G8:
[17] twitter.com
[6] etsy.com
[5] donorschoose.org
[2] google.com
[2] iconohash.com
[1] tiktok.com
[1] edcite.com
[1] fiverr.com
[1] texasacademy.net
[1] globallinkeducation.com

Top Domains in Tweet in G9:
[10] twitter.com
[8] middleweb.com
[2] sharemylesson.com
[1] amigos-3.com
[1] stitcher.com
[1] controlaltachieve.com

Top Domains in Tweet in G10:
[2] pbs.org
[1] tiktok.com
[1] namleconference.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3080] scichat
[703] stem
[664] edchat
[626] scicomm
[539] science
[465] edtech
[269] sschat
[263] d123
[228] learning
[224] k12



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[1639] scichat
[477] stem
[313] science
[179] scicomm
[124] evolution
[121] edchat
[107] biology
[94] scied
[78] edtech
[76] cdnsci

Top Hashtags in Tweet in G3:
[529] scichat
[433] scicomm
[51] stem
[36] science
[28] edchat
[25] ocr
[21] climatechange
[20] evolution
[20] ukedchat
[20] openscience

Top Hashtags in Tweet in G4:
[162] scichat
[23] spaces
[1] petchat
[1] stem
[1] science
[1] edtech
[1] italiangreyhound

Top Hashtags in Tweet in G5:
[29] scichat
[28] science
[26] edtech
[14] teachertwitter
[12] edchat
[9] learning
[7] flipgridfever
[4] teaching
[1] iteachkinder
[1] citizenscience

Top Hashtags in Tweet in G6:
[430] edchat
[378] scichat
[292] edtech
[234] d123
[189] cpchat
[174] elemchat
[167] sschat
[160] pblchat
[158] k12
[155] mschat

Top Hashtags in Tweet in G7:
[56] scichat
[36] controlaltachieve
[14] edtech
[8] edutwitter
[6] stem
[5] science
[5] k12
[5] sschat
[4] mathchat
[4] elachat

Top Hashtags in Tweet in G8:
[53] scichat
[23] edchat
[20] literacy
[19] edtech
[18] learning
[18] mathchat
[18] engchat
[17] k12
[17] edleadership
[13] edreform

Top Hashtags in Tweet in G9:
[57] scichat
[39] educoach
[33] sschat
[31] engchat
[25] mschat
[21] literacy
[15] elachat
[14] edtech
[11] edchat
[11] reading

Top Hashtags in Tweet in G10:
[6] scichat
[3] ngsschat
[3] sschat
[3] namle22
[2] nsta22
[2] edutwitter
[2] medialiteracy
[2] teachertwitter
[1] invented
[1] stem

Top Words
Top Words in Tweet in Entire Graph:
[3078] #scichat
[1860] science
[1329] garym
[1020] students
[894] teachers
[873] ncse
[845] amazing
[819] teaching
[769] resource
[768] understand

Top Words in Tweet in G1:
[698] teaching
[697] science
[697] teachers
[697] resource
[696] plugusin
[695] roots
[695] believe
[695] prefixes
[695] amazing
[695] students

Top Words in Tweet in G2:
[1637] #scichat
[1022] garym
[606] science
[475] #stem
[313] #science
[298] ncse
[279] news
[239] gwardis
[197] latest
[191] outreach

Top Words in Tweet in G3:
[573] ncse
[529] #scichat
[433] #scicomm
[297] garym
[87] science
[84] climate
[81] ncse's
[74] human
[64] years
[59] time

Top Words in Tweet in G4:
[398] bunsenbernerbmd
[254] scichat
[162] #scichat
[123] science
[116] week
[99] tuesday
[85] audio
[79] guest
[69] shows
[69] amazing

Top Words in Tweet in G5:
[143] tcea
[133] science
[114] bit
[109] more
[109] make
[108] interactive
[108] periodic
[108] tables
[108] elements
[108] bookmark

Top Words in Tweet in G6:
[430] #edchat
[378] #scichat
[292] #edtech
[234] #d123
[188] #cpchat
[174] #elemchat
[167] #sschat
[160] #pblchat
[158] #k12
[155] #mschat

Top Words in Tweet in G7:
[119] ericcurts
[66] clipping
[66] newspaper
[63] science
[56] #scichat
[46] custom
[46] create
[36] each
[36] #controlaltachieve
[35] 100's

Top Words in Tweet in G8:
[53] #scichat
[23] #edchat
[20] #literacy
[19] #edtech
[18] #mathchat
[18] #learning
[18] #engchat
[17] #edleadership
[17] #k12
[13] #edreform

Top Words in Tweet in G9:
[57] #scichat
[39] middleweb
[39] #educoach
[33] #sschat
[31] #engchat
[25] #mschat
[21] #literacy
[18] stem
[16] content
[15] teach

Top Words in Tweet in G10:
[17] newshourextra
[13] science
[12] classroom
[12] sources
[12] newshour
[12] find
[11] pbs
[11] help
[11] students
[10] environmental

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[741] science,teachers
[730] students,understand
[720] understand,roots
[720] teaching,students
[720] teachers,believe
[720] pretty,amazing
[720] believe,teaching
[720] amazing,resource
[720] resource,science
[716] roots,prefixes

Top Word Pairs in Tweet in G1:
[695] amazing,resource
[695] resource,science
[695] understand,roots
[695] science,teachers
[695] believe,teaching
[695] teachers,believe
[695] teaching,students
[695] roots,prefixes
[695] students,understand
[695] pretty,amazing

Top Word Pairs in Tweet in G2:
[210] #stem,#scichat
[191] science,outreach
[191] praxis,science
[189] 'science,smarts'
[188] smarts',column
[184] latest,praxis
[184] outreach,'science
[176] medicine,news
[169] column,medicine
[164] #science,#scichat

Top Word Pairs in Tweet in G3:
[330] #scichat,#scicomm
[50] #scicomm,#scichat
[39] climate,change
[32] ncse's,friend
[32] years,ago
[32] recipient,ncse's
[31] ncse's,board
[31] member,ncse's
[29] board,directors
[25] join,#ocr

Top Word Pairs in Tweet in G4:
[63] middle,island
[63] 9pm,eastern
[54] audio,shows
[38] come,learn
[37] bunsenbernerbmd,hi
[31] week,scichat
[30] island,penguin
[30] audio,show
[30] penguin,project
[29] don,miss

Top Word Pairs in Tweet in G5:
[108] science,bit
[108] more,interactive
[108] elements,make
[108] explore,bookmark
[108] bit,more
[108] tables,elements
[108] periodic,tables
[108] make,science
[108] bookmark,periodic
[103] tcea,explore

Top Word Pairs in Tweet in G6:
[229] #d123,#edchat
[224] #edchat,#edtech
[188] #edtech,#cpchat
[167] #cpchat,#elemchat
[155] #elemchat,#mschat
[151] #sschat,#scichat
[148] #mschat,#hschat
[146] #hschat,#ntchat
[146] #pblchat,#apchat
[146] #ntchat,#pblchat

Top Word Pairs in Tweet in G7:
[66] newspaper,clipping
[46] create,custom
[35] 100's,best
[35] best,science
[35] curated,each
[35] science,edtech
[35] month,#scichat
[35] links,curated
[35] #scichat,#controlaltachieve
[35] edtech,links

Top Word Pairs in Tweet in G8:
[18] #literacy,#scichat
[17] #edleadership,#edtech
[17] #k12,#learning
[17] #learning,#edleadership
[16] #engchat,#literacy
[16] #edchat,#k12
[15] #edtech,#engchat
[14] #scichat,#mathchat
[13] #mathchat,#edreform
[3] lake,worth

Top Word Pairs in Tweet in G9:
[28] #sschat,#scichat
[17] #engchat,#educoach
[12] #scichat,#educoach
[12] #mschat,#elachat
[12] #scichat,#engchat
[11] #elachat,#sschat
[11] multilinguals,#mschat
[11] #educoach,larryferlazzo
[11] teach,academic
[11] content,multilinguals

Top Word Pairs in Tweet in G10:
[11] newshour,classroom
[11] pbs,newshour
[10] come,find
[10] students,solve
[10] solve,environmental
[10] science,teachers
[10] use,primary
[10] primary,sources
[10] teachers,use
[10] help,students

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@paulbraterman
@playdoh
@americansunited
@iceageeurope
@witchjitsch
@drjengunter
@beebrookshire
@sherrygmusic
@naomioreskes

Top Replied-To in G2:
@flinnscientific
@playdoh

Top Replied-To in G3:
@paulbraterman
@laelaps
@thescientistllc
@naomioreskes
@iceageeurope
@americansunited
@scottforsc
@mattwalshblog
@trippytrav4

Top Replied-To in G4:
@bunsenbernerbmd
@witchjitsch
@blackinchem
@beebrookshire
@drjengunter
@sherrygmusic
@cerra__

Top Replied-To in G10:
@spockresists

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@plugusin
@bunsenbernerbmd
@gwardis
@praxismedhat
@tcea
@flinnscientific
@ericcurts

Top Mentioned in G1:
@plugusin
@garym
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@scistarter
@sciencebuddies
@seesaw
@physorg_com
@nature

Top Mentioned in G3:
@ncse
@garym
@laelaps
@praxismedhat
@deepgreendesign
@brianapobiner
@savvaslearning
@stevebrusatte
@brennawalks
@neilshubin

Top Mentioned in G4:
@bunsenbernerbmd
@tea_francis
@ldpharr
@wboolpenguins
@shellyvphd
@zagrrl
@georgehrab
@jatetro
@twi
@sciencepawdcast

Top Mentioned in G5:
@tcea
@weareteachers
@plugusin
@flip
@drbruceellis
@mguhlin
@tmclain903
@ericcurts
@flinnscientific

Top Mentioned in G6:
@paulenderle
@edutopia
@junioreinsteins
@flinnscientific
@edsurge
@saintfester
@ericcurts
@jonbergmann
@praxismedhat
@youtube

Top Mentioned in G7:
@ericcurts
@googlearts
@aaronmaureredu
@tcea
@plugusin
@googleforedu
@rmbyrne
@fabdisalvo
@brilliantorg

Top Mentioned in G8:
@thejbclasses
@debbiemiya

Top Mentioned in G9:
@middleweb
@larryferlazzo
@threeamigos_co
@ncte
@sho
@ajollygal
@nsta
@stemteachtools
@naisnetwork
@wwnorton

Top Mentioned in G10:
@newshourextra
@newshour
@nsta
@savvaslearning
@inventitforward
@iamamnanawaz
@medialiteracyed

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@kardonolimjadi
@fabriciosx
@dataaugmented
@linda_u_w_a
@carolmaewy
@frecklesxx20
@ken_crichlow
@education_24x7
@andrewmorrisuk

Top Tweeters in G1:
@gvg1
@lookforsun
@aldoaria
@twistedmilkyway
@phunphunphun
@kiptw
@deborahyearyddd
@locat66
@grahamandre
@piecorbett

Top Tweeters in G2:
@fabriciosx
@linda_u_w_a
@andrewmorrisuk
@godfrey_g_
@suestroud
@calcaware
@globeandmail
@blueravefinn
@eco1start
@alisonborealis

Top Tweeters in G3:
@ken_crichlow
@amazingchevvolt
@botfemale
@argobagdr
@neilyoungsaveus
@forbes
@jane__eden
@imagine_garden
@3pennymovies
@financialtimes

Top Tweeters in G4:
@kardonolimjadi
@carolmaewy
@frecklesxx20
@auntsophie1
@rrnunez
@llhawaii
@saranhe_aoo_598
@dd9000
@shellysherrchen
@rudefulk

Top Tweeters in G5:
@southerngemgal
@raspmarytea
@shellterrell
@stpstservices
@mguhlin
@cathywebsavvypr
@goldenapplefoun
@weareteachers
@anneleblanc2
@tcea

Top Tweeters in G6:
@washingtonpost
@jonesls
@hephaistos_ai
@digitaldecoded1
@time
@3drenderbot
@alicekeeler
@npr
@scalarhumanity
@rdene915

Top Tweeters in G7:
@digitalmaverick
@getiftech
@mdrechsler
@weincludedorg
@shirky17
@mhairiforrest
@erik_youngman
@explorelearning
@employnet_
@sdiazc39

Top Tweeters in G8:
@pa
@iconohash
@nevitdilmen
@ga
@bsctc05
@elanaleoni
@bbp3
@vbardakos
@dbulucy
@yashwantsaikish

Top Tweeters in G9:
@education_24x7
@larryferlazzo
@rweingarten
@ncte
@aftunion
@sharemylesson
@middleweb
@aftteach
@routledgeeoe
@playmorestudios

Top Tweeters in G10:
@newshour
@spockresists
@pbsfortwayne
@nsta
@lutzfernandez
@iamamnanawaz
@newshourextra
@quillandpen
@vicpasquantonio
@medialiteracyed