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scichat_2022-05-13_17-16-48.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2022
Short Description:
scichat via NodeXL https://bit.ly/3PhjQVk
@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 1,741 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, 14 May 2022 at 00:30 UTC.

The requested start date was Saturday, 14 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 101-day, 0-hour, 11-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 13 May 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 : 1741
Unique Edges : 1347
Edges With Duplicates : 9756
Total Edges : 11103
Number of Edge Types : 5
Retweet : 3947
MentionsInRetweet : 4836
Tweet : 1284
Mentions : 993
Replies to : 43
Self-Loops : 1763
Reciprocated Vertex Pair Ratio : 0.0347612359550562
Reciprocated Edge Ratio : 0.0671869697997964
Connected Components : 107
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 1461
Maximum Edges in a Connected Component : 10663
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.499696
Graph Density : 0.000972819161929661
Modularity : 0.216675
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,741 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, 14 May 2022 at 00:30 UTC.

The requested start date was Saturday, 14 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 101-day, 0-hour, 11-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 13 May 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:
[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/
[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/
[5] 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
[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
[6] 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://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
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1650125239
[1] https://www.weareteachers.com/free-science-videos/?utm_medium=Social&utm_source=Twitter#Echobox=1650560959
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1651603729

Top URLs in Tweet in G5:
[7] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[3] https://ncse.ngo/darwin-day-approaches-14
[3] https://twitch.tv/sciencestreams
[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/
[2] https://www.theguardian.com/culture/2022/jan/31/joe-rogan-covid-claims-what-does-the-science-actually-say

Top URLs in Tweet in G6:
[94] 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/
[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://twitter.com/i/web/status/1513774263433584642
[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
[1] https://dinosaurpictures.org/ancient-earth#750

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:
[9] https://www.scienceworld.ca/futurescienceleaders/
[6] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009957
[3] https://oceanservice.noaa.gov/hazards/sealevelrise/sealevelrise-tech-report.html
[2] https://twitter.com/ONS/status/1489169784902148097
[2] https://paper.li/yuriquintana/1437264705
[1] https://bit.ly/3tdbOCN
[1] https://twitter.com/yaneerbaryam/status/1487814184104517632
[1] https://www.noaa.gov/news-release/us-coastline-to-see-up-to-foot-of-sea-level-rise-by-2050
[1] https://twitter.com/i/web/status/1495311157577535488
[1] https://twitter.com/theAGU/status/1494673398034804746

Top Domains
Top Domains in Tweet in Entire Graph:
[249] twitter.com
[224] scitechdaily.com
[146] tcea.org
[143] wordpress.com
[81] medicinehatnews.com
[72] sciencebuddies.org
[61] pbslearningmedia.org
[60] smithsonianmag.com
[60] nature.com
[58] sciencenews.org

Top Domains in Tweet in G1:
[131] scitechdaily.com
[130] wordpress.com
[93] twitter.com
[81] medicinehatnews.com
[71] sciencebuddies.org
[51] pbslearningmedia.org
[49] theconversation.com
[45] smithsonianmag.com
[39] technologynetworks.com
[39] nature.com

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

Top Domains in Tweet in G3:
[48] twitter.com
[30] tcea.org
[28] edutopia.org
[26] controlaltachieve.com
[21] teachthought.com
[15] cultofpedagogy.com
[14] blogspot.com
[14] gettingsmart.com
[13] edweek.org
[12] 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] bit.ly
[1] twitter.com
[1] arcgis.com

Top Domains in Tweet in G5:
[86] scitechdaily.com
[29] twitter.com
[23] futurity.org
[16] sciencenews.org
[8] theglobeandmail.com
[7] nature.com
[7] sciencedaily.com
[5] mcgill.ca
[5] youtube.com
[4] ncse.ngo

Top Domains in Tweet in G6:
[102] tcea.org
[6] sciencelessonsthatrock.com
[5] prezi.com
[3] wlonk.com
[2] twitter.com
[1] molview.org
[1] chrmbook.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:
[15] twitter.com
[5] teacherspayteachers.com
[4] co.uk
[3] youtube.com
[3] internet4classrooms.com
[3] fiverr.com
[2] edcite.com
[1] concernedcitizensscla.org
[1] iconohash.com
[1] amazon.com

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

Top Domains in Tweet in G10:
[9] twitter.com
[9] scienceworld.ca
[6] plos.org
[4] noaa.gov
[2] paper.li
[2] youtube.com
[1] bit.ly
[1] ucsd.edu
[1] linkedin.com
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3047] scichat
[829] stem
[738] edchat
[525] edtech
[503] scicomm
[456] science
[361] d123
[323] sschat
[321] cpchat
[315] elemchat



Top Hashtags in Tweet in G1:
[1458] scichat
[647] stem
[313] science
[262] scied
[134] scicomm
[124] stemathome
[117] biology
[101] edchat
[98] evolution
[87] medhat

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

Top Hashtags in Tweet in G3:
[422] edchat
[414] edtech
[354] d123
[346] scichat
[312] cpchat
[294] elemchat
[272] mschat
[256] hschat
[236] sschat
[236] ntchat

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

Top Hashtags in Tweet in G5:
[275] scichat
[83] scicomm
[38] cancer
[31] cdnpoli
[20] microbiome
[19] genomics
[18] darwinday
[17] istandwithukraine
[16] covid19
[16] spaceshost

Top Hashtags in Tweet in G6:
[112] scichat
[102] learning
[58] science
[55] edutwitter
[52] stem
[50] edchat
[8] stemchat
[8] teacherwitter
[7] edtech
[6] teaching

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:
[64] scichat
[29] engchat
[26] mathchat
[24] edchat
[24] edtech
[19] learning
[17] edleadership
[16] k12
[16] edreform
[15] literacy

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:
[40] scichat
[38] fsl
[30] designthinking
[26] innovation
[16] stem
[15] sciencetwitter
[12] brainawarenessweek
[10] stemed
[10] projectbasedlearning
[9] futurescienceleaders

Top Words
Top Words in Tweet in Entire Graph:
[3043] #scichat
[941] garym
[938] science
[832] #stem
[742] ncse
[735] #edchat
[525] #edtech
[503] #scicomm
[460] #science
[426] students

Top Words in Tweet in G1:
[1457] #scichat
[798] garym
[650] #stem
[479] science
[367] praxismedhat
[313] #science
[262] #scied
[255] day
[239] ncse
[230] 'science

Top Words in Tweet in G2:
[367] ncse
[329] #scichat
[265] #scicomm
[84] book
[71] science
[66] mark
[55] calendar
[52] scientists
[47] garym
[43] fossil

Top Words in Tweet in G3:
[419] #edchat
[414] #edtech
[354] #d123
[346] #scichat
[311] #cpchat
[294] #elemchat
[272] #mschat
[256] #hschat
[236] #sschat
[236] #ntchat

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:
[274] #scichat
[100] ncse
[83] #scicomm
[48] garym
[47] gwardis
[39] cancer
[38] #cancer
[34] science
[31] #cdnpoli
[29] deepgreendesign

Top Words in Tweet in G6:
[112] #scichat
[104] tcea
[102] #learning
[98] periodic
[98] table
[97] tools
[94] interactive
[94] mguhlin
[58] #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:
[64] #scichat
[29] #engchat
[26] #mathchat
[24] #edchat
[24] #edtech
[19] #learning
[17] #edleadership
[16] #k12
[16] #edreform
[15] #literacy

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:
[40] #scichat
[38] #fsl
[30] #designthinking
[30] dr
[27] company
[26] shaun
[26] fickling
[26] deep
[26] developing
[26] ideas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[420] #stem,#scichat
[350] #d123,#edchat
[341] #edchat,#edtech
[321] #scichat,#scicomm
[313] #edtech,#cpchat
[287] #cpchat,#elemchat
[281] #sschat,#scichat
[271] #elemchat,#mschat
[248] #mschat,#hschat
[236] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[348] #stem,#scichat
[230] 'science,smarts'
[178] smarts',column
[172] latest,praxis
[145] #science,#scichat
[131] column,medicine
[131] medicine,news
[126] praxis,'science
[111] #scichat,#stemathome
[105] #stemathome,#scied

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

Top Word Pairs in Tweet in G3:
[343] #d123,#edchat
[332] #edchat,#edtech
[307] #edtech,#cpchat
[283] #cpchat,#elemchat
[269] #elemchat,#mschat
[248] #mschat,#hschat
[236] #hschat,#ntchat
[233] #ntchat,#pblchat
[232] #suptchat,#libchat
[232] #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:
[45] #scichat,#scicomm
[34] #scichat,#cancer
[18] mark,calendar
[18] #scicomm,#scichat
[16] #istandwithukraine,safe
[16] safe,space
[16] space,ukraine
[16] ukraine,discussion
[16] discussion,#spaceshost
[16] #spaceshost,nickijolie73

Top Word Pairs in Tweet in G6:
[98] periodic,table
[94] interactive,tools
[94] table,mguhlin
[50] tools,#learning
[50] #learning,periodic
[50] mguhlin,#scichat
[50] #scichat,#science
[50] #science,#edutwitter
[49] tcea,interactive
[44] 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:
[18] #edtech,#engchat
[17] #learning,#edleadership
[15] #k12,#learning
[15] #edleadership,#edtech
[15] #engchat,#literacy
[15] #literacy,#scichat
[14] #edchat,#k12
[14] #scichat,#mathchat
[11] #mathchat,#edreform
[10] #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:
[26] #designthinking,dr
[26] dr,shaun
[26] shaun,fickling
[26] fickling,#fsl
[26] #fsl,deep
[26] deep,developing
[26] developing,ideas
[26] ideas,#innovation
[26] #innovation,based
[26] based,company

Top Replied-To
Top Replied-To in Entire Graph:
@rutgersaltroute
@savvaslearning
@liverfig
@airchorn
@drlabos
@gravesjl55
@juststephj
@johnfocook
@unesco_mgiep
@ianjamesyoung70

Top Replied-To in G1:
@awsnsocial
@nsta

Top Replied-To in G2:
@stevebrusatte
@sciencemagazine
@lemoustier
@natureportfolio
@johnfocook
@gravesjl55
@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
@novaeducation

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

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

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

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

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

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

Top Mentioned in G8:
@belkhattare
@weteachmfl

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

Top Mentioned in G10:
@scienceworldtr
@thechbh
@moorejh
@newscience101
@uob_sop
@randomaxon
@cbr_ubc
@jibin_sadasivan
@edvaldez8888
@garym

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

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

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
@internet4classr
@mpilakow
@uf_ifas
@nlakusta
@daydreamedu
@ridoradeola
@herrforce1

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

Top Tweeters in G10:
@cybersecurityn8
@fabriciosx
@designthinkbot
@np_grwl
@sprintbaseb
@compchembiobot
@sdgscolab
@matthewrbroome
@binfotrends
@intengineering