scichat, Twitter, 5/7/2022 6:06:08 AM, 275837


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scichat_2022-05-06_17-16-48.xlsx
scichat_2022-05-06_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 07, 2022
Short Description:
scichat via NodeXL https://bit.ly/3siveXe
@garym
@praxismedhat
@ncse
@weareteachers
@paulenderle
@savvaslearning
@tcea
@pj_saez
@mguhlin
@b0tsci

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

Description:
Description
The graph represents a network of 1,638 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, 07 May 2022 at 00:32 UTC.

The requested start date was Saturday, 07 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 94-day, 20-hour, 41-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 06 May 2022 at 21:17 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 : 1638
Unique Edges : 1269
Edges With Duplicates : 9091
Total Edges : 10360
Number of Edge Types : 5
Retweet : 3686
MentionsInRetweet : 4521
Mentions : 919
Tweet : 1194
Replies to : 40
Self-Loops : 1637
Reciprocated Vertex Pair Ratio : 0.0347014925373134
Reciprocated Edge Ratio : 0.0670753696357735
Connected Components : 102
Single-Vertex Connected Components : 47
Maximum Vertices in a Connected Component : 1368
Maximum Edges in a Connected Component : 9926
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.502801
Graph Density : 0.00103415894497141
Modularity : 0.218744
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,638 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, 07 May 2022 at 00:32 UTC.

The requested start date was Saturday, 07 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 94-day, 20-hour, 41-minute period from Tuesday, 01 February 2022 at 00:35 UTC to Friday, 06 May 2022 at 21:17 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/
[34] https://praxissciencesmarts.wordpress.com/blog/
[31] https://twitch.tv/sciencestreams
[21] 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/
[13] https://schoolreportwriter.com/
[12] https://ncse.ngo/darwin-day-approaches-14
[11] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm

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/
[13] 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/
[9] https://www.scienceworld.ca/futurescienceleaders/
[8] https://hsl.uw.edu/international-day-women-girls-in-science/
[8] https://blog.tcea.org/stem-tastic-activities/
[8] https://blog.tcea.org/make-science-interactive-periodic-table-elements/

Top URLs in Tweet in G2:
[24] https://twitch.tv/sciencestreams
[7] https://ncse.ngo/darwin-day-approaches-14
[6] https://insideclimatenews.org/news/15032022/coal-mining-methane/
[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://ncse.ngo/double-helping-ncse-american-biology-teacher
[3] https://www.nature.com/articles/d41586-022-00209-0
[3] https://www.journals.uchicago.edu/doi/10.1086/718738
[3] https://www.nytimes.com/2022/03/06/science/ice-age-rock-art.html

Top URLs in Tweet in G3:
[18] https://www.controlaltachieve.com/p/science-links.html
[11] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[8] https://dinosaurpictures.org/ancient-earth#750
[8] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm
[7] https://www.edutopia.org/article/research-life-changing-teaching
[6] https://onlineclasshelpusa.com/
[5] https://www.mshouser.com/organization/4-steps-for-creating-a-coaching-cycle-schedule
[5] https://alteredqualia.com/canvasmol/
[4] https://www.cultofpedagogy.com/arab-american-students/
[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:
[93] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://blog.tcea.org/stem-tastic-activities/
[5] https://sciencelessonsthatrock.com/tips-for-teaching-on-a-block-schedule-html/
[4] https://prezi.com/p/2osjud8jnkvi/strategies-for-teaching-science-to-ell-students/
[1] https://twitter.com/i/web/status/1513738183414095875
[1] https://dinosaurpictures.org/ancient-earth#750
[1] https://www.controlaltachieve.com/p/science-links.html

Top URLs in Tweet in G6:
[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.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/
[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
[2] https://www.sciencenews.org/article/cancer-genetically-engineered-immune-cells-car-t-therapy-remission?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[2] https://scitechdaily.com/compound-in-the-herb-rosemary-could-be-a-two-pronged-weapon-against-covid-19/
[2] https://journals.lww.com/oncology-times/fulltext/2022/02050/new_link_between_gut_microbiome___lethal_prostate.7.aspx
[2] https://www.sciencealert.com/scientists-discover-how-some-gut-microbiomes-could-be-promoting-obesity

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:
[1] https://twitter.com/pj_saez/status/1496058781146439685

Top URLs in Tweet in G9:
[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 G10:
[4] https://brianoduor603144134.wordpress.com/2022/04/30/how-to-plan-appropriate-and-effective-lessons-for-your-students/
[3] https://brianoduor603144134.wordpress.com/2022/03/27/do-you-teach-a-multicultural-classroom/
[3] https://www.fiverr.com/miriam_angel/proofread-and-edit-your-english-papers?gig_id=254469820&utm_campaign=base_gig_create_share&utm_content=&utm_medium=shared&utm_source=twitter&utm_term=&view=gig
[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/

Top Domains
Top Domains in Tweet in Entire Graph:
[232] twitter.com
[201] scitechdaily.com
[145] tcea.org
[141] wordpress.com
[77] medicinehatnews.com
[70] sciencebuddies.org
[57] pbslearningmedia.org
[57] sciencenews.org
[56] smithsonianmag.com
[55] nature.com

Top Domains in Tweet in G1:
[123] wordpress.com
[120] scitechdaily.com
[84] twitter.com
[77] medicinehatnews.com
[69] sciencebuddies.org
[48] pbslearningmedia.org
[47] theconversation.com
[41] smithsonianmag.com
[36] technologynetworks.com
[36] sciencenews.org

Top Domains in Tweet in G2:
[24] twitch.tv
[23] nytimes.com
[21] twitter.com
[21] ncse.ngo
[12] smithsonianmag.com
[10] youtube.com
[9] nature.com
[8] science.org
[7] theguardian.com
[6] the-scientist.com

Top Domains in Tweet in G3:
[39] twitter.com
[26] tcea.org
[23] edutopia.org
[22] controlaltachieve.com
[21] teachthought.com
[15] cultofpedagogy.com
[13] blogspot.com
[12] edweek.org
[12] edsurge.com
[10] shakeuplearning.com

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

Top Domains in Tweet in G5:
[100] tcea.org
[5] sciencelessonsthatrock.com
[4] prezi.com
[1] twitter.com
[1] dinosaurpictures.org
[1] controlaltachieve.com

Top Domains in Tweet in G6:
[76] scitechdaily.com
[28] twitter.com
[16] sciencenews.org
[14] futurity.org
[8] theglobeandmail.com
[7] sciencedaily.com
[6] nature.com
[5] youtube.com
[5] mcgill.ca
[4] sciencealert.com

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

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[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 G10:
[8] wordpress.com
[8] twigeducation.com
[6] pbslearningmedia.org
[3] pbs.org
[3] onlineclasshelpusa.com
[3] droolees.com
[3] fiverr.com
[3] wlonk.com
[2] edweek.org
[2] intercom.help

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2847] scichat
[779] stem
[689] edchat
[487] edtech
[468] scicomm
[425] science
[334] d123
[303] sschat
[299] cpchat
[296] elemchat



Top Hashtags in Tweet in G1:
[1359] scichat
[625] stem
[296] science
[252] scied
[128] scicomm
[120] biology
[118] stemathome
[100] edchat
[92] evolution
[84] medhat

Top Hashtags in Tweet in G2:
[286] scichat
[232] scicomm
[29] darwinday
[19] science
[13] twitch
[13] scitlap
[11] climatechange
[7] dinosaurs
[7] news
[6] evolution

Top Hashtags in Tweet in G3:
[385] edchat
[382] edtech
[328] d123
[321] scichat
[291] cpchat
[277] elemchat
[257] mschat
[242] hschat
[223] ntchat
[222] sschat

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

Top Hashtags in Tweet in G5:
[105] scichat
[101] learning
[54] science
[54] edutwitter
[50] stem
[50] edchat
[7] stemchat
[7] teacherwitter
[5] teaching
[5] teachers

Top Hashtags in Tweet in G6:
[246] scichat
[74] scicomm
[31] cancer
[31] cdnpoli
[20] microbiome
[19] genomics
[17] istandwithukraine
[16] spaceshost
[14] covid19
[12] diet

Top Hashtags in Tweet in G7:
[44] 3dthursday
[26] scichat
[18] ngsschat
[13] edchat
[8] stem
[7] stemed
[7] nsta22
[6] nsta
[4] thescienceofdoing
[4] teacherappreciationweek

Top Hashtags in Tweet in G8:
[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 G9:
[60] scichat
[29] engchat
[26] mathchat
[24] edtech
[22] edchat
[18] learning
[17] edleadership
[16] k12
[16] edreform
[15] literacy

Top Hashtags in Tweet in G10:
[42] scichat
[40] k12
[39] edchat
[29] edtech
[28] learning
[21] edleadership
[18] stem
[11] stemeducation
[10] engchat
[9] literacy

Top Words
Top Words in Tweet in Entire Graph:
[2843] #scichat
[865] garym
[847] science
[782] #stem
[696] ncse
[686] #edchat
[487] #edtech
[468] #scicomm
[425] #science
[410] students

Top Words in Tweet in G1:
[1358] #scichat
[755] garym
[628] #stem
[445] science
[357] praxismedhat
[296] #science
[252] day
[252] #scied
[228] ncse
[223] 'science

Top Words in Tweet in G2:
[291] ncse
[286] #scichat
[232] #scicomm
[75] book
[60] mark
[50] calendar
[50] scientists
[46] science
[37] garym
[34] register

Top Words in Tweet in G3:
[382] #edchat
[382] #edtech
[328] #d123
[321] #scichat
[290] #cpchat
[277] #elemchat
[257] #mschat
[242] #hschat
[223] #ntchat
[222] #sschat

Top Words in Tweet in G4:
[153] weareteachers
[147] science
[104] 10
[104] 000
[104] copies
[104] poster
[97] #scichat
[79] send
[79] awesome
[79] classrooms

Top Words in Tweet in G5:
[105] #scichat
[104] tcea
[101] #learning
[93] interactive
[93] tools
[93] periodic
[93] table
[93] mguhlin
[54] #science
[54] #edutwitter

Top Words in Tweet in G6:
[245] #scichat
[93] ncse
[74] #scicomm
[46] garym
[41] gwardis
[35] cancer
[31] #cancer
[31] #cdnpoli
[29] deepgreendesign
[28] science

Top Words in Tweet in G7:
[70] savvaslearning
[46] use
[46] 3d
[45] printer
[45] class
[44] #3dthursday
[42] retweet
[42] comment
[42] sharing
[42] entered

Top Words in Tweet in G8:
[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 G9:
[60] #scichat
[29] #engchat
[26] #mathchat
[24] #edtech
[22] #edchat
[18] #learning
[17] #edleadership
[16] #k12
[16] #edreform
[15] #literacy

Top Words in Tweet in G10:
[42] #scichat
[40] #k12
[39] #edchat
[36] science
[33] students
[29] #edtech
[28] #learning
[21] #edleadership
[18] #stem
[14] grand

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[404] #stem,#scichat
[324] #d123,#edchat
[317] #edchat,#edtech
[292] #edtech,#cpchat
[291] #scichat,#scicomm
[269] #cpchat,#elemchat
[266] #sschat,#scichat
[256] #elemchat,#mschat
[235] #mschat,#hschat
[223] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[343] #stem,#scichat
[223] 'science,smarts'
[171] smarts',column
[165] latest,praxis
[135] #science,#scichat
[129] praxis,'science
[122] column,medicine
[122] medicine,news
[110] #scichat,#stemathome
[103] #stemathome,#scied

Top Word Pairs in Tweet in G2:
[178] #scichat,#scicomm
[50] mark,calendar
[38] #scicomm,#scichat
[34] calendar,register
[25] ncse,mark
[24] book,origins
[21] origins,jenniferraff
[21] ncse,scientists
[19] years,ago
[19] year,old

Top Word Pairs in Tweet in G3:
[318] #d123,#edchat
[309] #edchat,#edtech
[287] #edtech,#cpchat
[266] #cpchat,#elemchat
[254] #elemchat,#mschat
[235] #mschat,#hschat
[223] #hschat,#ntchat
[220] #ntchat,#pblchat
[219] #suptchat,#libchat
[219] #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:
[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 G6:
[37] #scichat,#scicomm
[27] #scichat,#cancer
[18] #scicomm,#scichat
[16] #scichat,#microbiome
[16] #istandwithukraine,safe
[16] safe,space
[16] space,ukraine
[16] ukraine,discussion
[16] discussion,#spaceshost
[16] #spaceshost,nickijolie73

Top Word Pairs in Tweet in G7:
[45] 3d,printer
[43] use,3d
[42] #3dthursday,retweet
[42] retweet,comment
[42] comment,sharing
[42] sharing,use
[42] printer,class
[42] class,entered
[41] savvaslearning,#3dthursday
[9] register,free

Top Word Pairs in Tweet in G8:
[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 G9:
[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 G10:
[26] #k12,#learning
[24] #edchat,#k12
[21] #learning,#edleadership
[21] #edleadership,#edtech
[13] english_jrf,ugc
[13] ugc,net
[13] net,guidance
[13] guidance,ace
[13] ace,exam
[13] exam,qualify

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

Top Replied-To in G1:
@awsnsocial

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

Top Replied-To in G3:
@airchorn

Top Replied-To in G6:
@liverfig
@juststephj
@celaurie

Top Replied-To in G7:
@savvaslearning

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

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

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

Top Mentioned in G3:
@paulenderle
@ncse
@ericcurts
@garym
@edutopia
@cultofpedagogy
@laelaps
@teachthought
@mrsramirezrocks
@praxismedhat

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

Top Mentioned in G5:
@tcea
@mguhlin
@ericcurts
@ncse
@english_jrf

Top Mentioned in G6:
@ncse
@garym
@gwardis
@deepgreendesign
@youtube
@twitterspaces
@nickijolie73
@strokecore
@unimelb
@360theatres

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

Top Mentioned in G8:
@pj_saez
@focalplane_jcs
@the_node
@prelights

Top Mentioned in G9:
@belkhattare
@weteachmfl

Top Mentioned in G10:
@english_jrf
@paulsolarz
@twigeducation
@onlineclassusa
@arizonaeducator
@jrsowash
@edu_coach100
@profmiriam2
@droolees1
@edulastic

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

Top Tweeters in G1:
@cybersecurityn8
@fabriciosx
@ml_tweet_bot
@education_24x7
@slate
@nasrene41
@botfemale
@designthinkbot
@jane__eden
@imagine_garden

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
@mycotae
@markj_ohnson

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

Top Tweeters in G5:
@stanleyepstein
@stem_nastics
@thartman2u
@coachgoodman
@rj21nagourisher
@mguhlin
@kanek09
@vipulasharma1
@ericharvieschl
@rsamantha725

Top Tweeters in G6:
@viralvideovlogs
@b1e56df9ce6549f
@andrewmorrisuk
@globeandmail
@torontostar
@3pennymovies
@deepgreendesign
@joaniegentian
@hephaistos_ai
@ecology_tweets

Top Tweeters in G7:
@jonilovevwbugs
@nicoleschoice1
@kimberlilarae
@nikkibankert34
@neonbeaver
@kerbear77
@dwilightf66
@royaldixie
@alinicole711
@sra_djgc

Top Tweeters in G8:
@rafaelg21253842
@_tlr_
@olu_gh
@andthehouserock
@the_node
@flexi23
@phdgprotein86
@drellenlemosy
@okanecahir
@uraeus_nefer

Top Tweeters in G9:
@iconohash
@mrsmurat
@dgoble2001
@internet4classr
@mpilakow
@uf_ifas
@nlakusta
@daydreamedu
@ridoradeola
@herrforce1

Top Tweeters in G10:
@educationweek
@teacher2teacher
@jc_james_clark
@paulsolarz
@reelresearch
@novapbs
@compostjesus
@naemmanuele
@twigstories
@jrsowash


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