scichat, Twitter, 9/10/2022 2:22:37 AM, 281624


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scichat_2022-09-09_17-16-48.xlsx
scichat_2022-09-09_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2022
Short Description:
scichat via NodeXL https://bit.ly/3qL5Kkd
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@ncse
@tcea
@b0tsci
@paulenderle
@educationbnb
@this0499154500

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

Description:
Description
The graph represents a network of 2,473 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, 10 September 2022 at 00:35 UTC.

The requested start date was Saturday, 10 September 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 121-day, 23-hour, 20-minute period from Tuesday, 10 May 2022 at 01:35 UTC to Friday, 09 September 2022 at 00:55 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 : 2473
Unique Edges : 1477
Edges With Duplicates : 12517
Total Edges : 13994
Number of Edge Types : 5
Retweet : 5325
MentionsInRetweet : 6214
Mentions : 993
Tweet : 1430
Replies to : 32
Self-Loops : 2026
Reciprocated Vertex Pair Ratio : 0.0250867360555111
Reciprocated Edge Ratio : 0.0489455870866962
Connected Components : 104
Single-Vertex Connected Components : 63
Maximum Vertices in a Connected Component : 2260
Maximum Edges in a Connected Component : 13644
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.461054
Graph Density : 0.000628306748482314
Modularity : 0.231833
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,473 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, 10 September 2022 at 00:35 UTC.

The requested start date was Saturday, 10 September 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 121-day, 23-hour, 20-minute period from Tuesday, 10 May 2022 at 01:35 UTC to Friday, 09 September 2022 at 00:55 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:
[121] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[34] https://www.controlaltachieve.com/p/science-links.html
[30] https://twitch.tv/sciencestreams
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[19] https://sacredframework.com/are-you-a-pizza-based-learner/
[16] https://www.flinnsci.com/science-behind/ice-cream/
[14] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[13] https://link.medium.com/tTQMvpBajsb
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO

Top URLs in Tweet in G1:
[2] https://www.cbsnews.com/video/artemis-americas-new-moonshot-cbs-reports/#XiJinping
[1] https://www.vox.com/down-to-earth/22949475/ocean-plastic-pollution-cleanup
[1] https://twitter.com/i/web/status/1526315312429289473
[1] https://www.theinertia.com/environment/phytoplankton-why-these-tiny-oceanic-creatures-are-essential-to-tackling-climate-change/
[1] https://www.nytimes.com/2021/09/21/science/how-humans-lost-their-tails.html
[1] https://www.theverge.com/2021/9/10/22666328/samsung-eco-friendly-sustainable-limited-edition-galaxy-watch-4-bands
[1] https://www.cbsnews.com/news/dinosaur-egg-embryo-fossilized-oviraptor-yingliang-ganzhou-china/?utm_source=pocket_mylist
[1] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://twitter.com/plugusin/status/1558438253656670210

Top URLs in Tweet in G2:
[20] https://twitch.tv/sciencestreams
[15] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[12] https://blog.tcea.org/investigating-science-with-flipgrid/
[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://link.medium.com/tTQMvpBajsb
[9] https://www.flinnsci.com/science-behind/ice-cream/
[9] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/
[8] https://scitechdaily.com/what-is-monkeypox-a-microbiologist-explains-whats-known-about-this-disease/
[7] https://www.technologynetworks.com/immunology/news/harmful-bacteria-can-survive-on-plastic-waste-washed-up-on-beaches-362125#.YpYnyymg49c.twitter

Top URLs in Tweet in G3:
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[9] https://twitch.tv/sciencestreams
[8] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[8] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[6] https://ncse.ngo/reminder-about-ncses-youtube-channel
[6] https://www.the-scientist.com/news-opinion/marilyn-fogel-biogeochemist-and-isotope-queen-dies-at-69-70064
[6] https://ncse.ngo/deep-time-really-really-deep-man
[6] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/
[5] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[5] https://www.science.org/content/article/genes-reveal-how-our-pelvis-evolved-upright-walking

Top URLs in Tweet in G4:
[19] https://sacredframework.com/are-you-a-pizza-based-learner/
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[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://sacredframework.com/how-well-do-you-understand-the-learning-brain/
[5] https://www.litfiles.co/
[4] https://www.edutopia.org/article/we-drastically-underestimate-importance-brain-breaks
[4] https://www.innovationtraining.org/design-thinking-for-teachers/
[4] https://www.gettingsmart.com/2022/05/31/10-steps-to-develop-great-learners-i-am-a-parent-not-a-teacher/
[4] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/

Top URLs in Tweet in G5:
[103] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[30] https://www.controlaltachieve.com/p/science-links.html
[11] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[7] https://www.weareteachers.com/free-recycling-lesson-plans/
[6] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[2] http://www.peepandthebigwideworld.com/en/
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://blog.tcea.org/investigating-science-with-flipgrid/
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1657979673
[1] https://www.weareteachers.com/free-science-videos/?utm_medium=Social&utm_source=Twitter#Echobox=1650560959-1

Top URLs in Tweet in G6:
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[7] https://twitter.com/i/spaces/1MnxnkDBjZjKO
[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
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[1] https://twitter.com/i/spaces/1lDGLnvaNpMxm
[1] https://twitter.com/i/spaces/1dRKZlmpymNJB
[1] https://twitter.com/i/web/status/1536692998670413824
[1] https://www.buzzsprout.com/413041/10962518

Top URLs in Tweet in G7:
[7] https://www.flinnsci.com/science-behind/ice-cream/
[6] https://edtechteacher.org/ett_events/mastery2022/
[5] https://www.flinnsci.com/straw-half-life/dc91669/
[4] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[3] https://www.flinnsci.com/pavo/teacher-trial/
[2] https://home.edweb.net/webinar/science20220818/
[1] https://www.conservation.org/act/shark-facts
[1] https://www.edutopia.org/article/8-simple-steps-launching-outdoor-learning-program
[1] https://www.edutopia.org/article/when-life-gives-you-mud-make-science
[1] https://twitter.com/i/web/status/1537090562272239617

Top URLs in Tweet in G8:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[1] https://twitter.com/mashable/status/1526206082682695681
[1] https://twitter.com/NASA/status/1525143510181085186
[1] https://twitter.com/i/web/status/1526232231727054850
[1] https://twitter.com/ct_bergstrom/status/1526440957129859072
[1] https://imascientist.us/teachers?twitter=
[1] https://www.assignmentprime.com/blog/apple-swot-analysis
[1] https://twitter.com/i/web/status/1526158004139466752
[1] https://www.schoolspring.com/job.cfm?jid=3889208
[1] https://www.fiverr.com/tosin_barb/online-course-content-course-curriculum-e-learning

Top URLs in Tweet in G9:
[1] https://mass.pbslearningmedia.org/resource/nvbb22-sci-mimickingnanostructures/mimicking-butterfly-nanostructures-to-improve-solar-cells-butterfly-blueprints/
[1] https://mass.pbslearningmedia.org/resource/nvpas-sci-rb/raychelle-burks-picture-a-scientist/
[1] https://twitter.com/i/web/status/1536720618523172865
[1] https://mass.pbslearningmedia.org/resource/tdc02.sci.life.gen.sheppard/forensic-dna-analysis/
[1] https://mass.pbslearningmedia.org/resource/nvtcq-sci-regulation/regulation-of-cannabis-and-cannabis-derived-products-the-cannabis-question/
[1] https://mass.pbslearningmedia.org/resource/nvur-sci-sunimpactearth/how-the-sun-impacts-life-on-earth-nova-universe-revealed-age-of-stars/
[1] https://mass.pbslearningmedia.org/resource/nvnn-sci-reverseclimate/wgbh-nova-next-the-power-plants-that-can-reverse-climate-change/
[1] https://mass.pbslearningmedia.org/resource/buac16-k2-sci-ess-wtrplanet/the-water-planet/
[1] https://mass.pbslearningmedia.org/resource/mol20-sci-groundwater/disappearing-groundwater-h2o-the-molecule-that-made-us/
[1] https://mass.pbslearningmedia.org/resource/npls13.sci.ess.eiu.planetevol/the-formation-of-stars-nasa-planetary-sciences/

Top URLs in Tweet in G10:
[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.middleweb.com/47649/designing-successful-independent-study/
[1] https://www.middleweb.com/34208/5-ideas-to-make-writing-more-fun-to-teach/
[1] https://twitter.com/i/web/status/1528520834742034435
[1] https://twitter.com/i/web/status/1536386127174815744
[1] https://twitter.com/i/web/status/1537037915833913344
[1] https://www.middleweb.com/47320/21-deep-pd-dives-just-right-for-summer-reading/
[1] https://twitter.com/middleweb/status/1544700305006362625

Top Domains
Top Domains in Tweet in Entire Graph:
[408] twitter.com
[253] scitechdaily.com
[150] tcea.org
[84] cbc.ca
[82] nature.com
[69] phys.org
[69] edutopia.org
[66] theguardian.com
[64] flinnsci.com
[56] sciencenews.org

Top Domains in Tweet in G1:
[3] cbsnews.com
[2] twitter.com
[1] vox.com
[1] theinertia.com
[1] nytimes.com
[1] theverge.com
[1] fabiodisalvo.com

Top Domains in Tweet in G2:
[247] scitechdaily.com
[174] twitter.com
[81] cbc.ca
[62] nature.com
[58] phys.org
[55] futurity.org
[47] sciencenews.org
[44] theconversation.com
[41] medium.com
[41] wordpress.com

Top Domains in Tweet in G3:
[43] twitter.com
[34] ncse.ngo
[26] theguardian.com
[16] nature.com
[15] the-scientist.com
[13] nytimes.com
[13] yaleclimateconnections.org
[13] smithsonianmag.com
[12] science.org
[12] medium.com

Top Domains in Tweet in G4:
[59] edutopia.org
[58] twitter.com
[27] sacredframework.com
[17] tcea.org
[16] edweek.org
[16] blogspot.com
[14] youtube.com
[13] edsurge.com
[11] shakeuplearning.com
[11] gettingsmart.com

Top Domains in Tweet in G5:
[104] tcea.org
[41] controlaltachieve.com
[11] weareteachers.com
[6] thesciencepenguin.com
[2] peepandthebigwideworld.com
[2] flinnsci.com
[1] teachingabovethetest.com
[1] chromeexperiments.com
[1] twitter.com
[1] nasa.gov

Top Domains in Tweet in G6:
[50] twitter.com
[8] buzzsprout.com

Top Domains in Tweet in G7:
[30] flinnsci.com
[8] edtechteacher.org
[4] edutopia.org
[3] twitter.com
[2] edweb.net
[1] conservation.org
[1] thoughtco.com
[1] scitechdaily.com
[1] nasa.gov
[1] npr.org

Top Domains in Tweet in G8:
[22] twitter.com
[6] etsy.com
[3] internet4classrooms.com
[2] fiverr.com
[2] google.com
[1] imascientist.us
[1] assignmentprime.com
[1] schoolspring.com
[1] onlineclasshelpusa.com
[1] southernteachers.com

Top Domains in Tweet in G9:
[16] pbslearningmedia.org
[5] pbs.org
[4] twitter.com
[1] nga.org
[1] namleconference.net

Top Domains in Tweet in G10:
[12] twitter.com
[11] middleweb.com
[2] sharemylesson.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3388] scichat
[763] edchat
[735] scicomm
[654] stem
[534] edtech
[497] science
[323] sschat
[323] d123
[260] learning
[258] cpchat



Top Hashtags in Tweet in G1:
[9] scichat

Top Hashtags in Tweet in G2:
[1799] scichat
[459] stem
[341] science
[216] scicomm
[154] biology
[143] evolution
[124] scied
[112] edchat
[98] environment
[84] cdnsci

Top Hashtags in Tweet in G3:
[518] scichat
[467] scicomm
[28] stem
[18] science
[14] climatechange
[10] scied
[10] evolution
[9] cdnpoli
[9] edutwitter
[9] educhat

Top Hashtags in Tweet in G4:
[533] edchat
[491] scichat
[397] edtech
[312] d123
[253] cpchat
[242] elemchat
[219] pblchat
[213] mschat
[209] sschat
[198] hschat

Top Hashtags in Tweet in G5:
[73] scichat
[31] controlaltachieve
[17] scienceclassroom
[15] teachertwitter
[8] learning
[8] edchat
[6] stem
[4] edtech
[2] mathchat
[2] edutwitter

Top Hashtags in Tweet in G6:
[72] scichat
[23] spaces
[1] petchat
[1] italiangreyhound

Top Hashtags in Tweet in G7:
[71] scichat
[39] nationaldonutday
[11] chemchat
[10] chemed
[8] chemistry
[7] edtech
[7] edchat
[7] chem
[7] masterylearning
[6] scienceeducation

Top Hashtags in Tweet in G8:
[64] scichat
[34] edchat
[26] learning
[25] edleadership
[25] edtech
[23] k12
[19] engchat
[19] literacy
[18] mathchat
[17] edreform

Top Hashtags in Tweet in G9:
[31] scichat
[13] science
[6] sschat
[3] edutwitter
[3] edchat
[3] teachertwitter
[3] namle22
[2] ngsschat
[2] nsta22
[2] stem

Top Hashtags in Tweet in G10:
[51] scichat
[38] sschat
[38] educoach
[29] elachat
[25] mschat
[21] engchat
[15] mathchat
[14] literacy
[11] reading
[10] ntchat

Top Words
Top Words in Tweet in Entire Graph:
[3384] #scichat
[1878] science
[1304] garym
[1044] students
[961] ncse
[874] teachers
[820] amazing
[815] teaching
[783] understand
[782] resource

Top Words in Tweet in G1:
[695] teachers
[695] resource
[695] science
[695] teaching
[695] plugusin
[693] pretty
[693] amazing
[693] believe
[693] students
[693] understand

Top Words in Tweet in G2:
[1797] #scichat
[1129] garym
[662] science
[459] #stem
[345] news
[341] #science
[329] ncse
[253] gwardis
[225] latest
[222] praxis

Top Words in Tweet in G3:
[536] ncse
[518] #scichat
[467] #scicomm
[114] garym
[84] science
[81] book
[73] climate
[56] ncse's
[54] human
[52] world

Top Words in Tweet in G4:
[531] #edchat
[491] #scichat
[397] #edtech
[312] #d123
[252] #cpchat
[242] #elemchat
[219] #pblchat
[213] #mschat
[209] #sschat
[197] #hschat

Top Words in Tweet in G5:
[184] science
[119] tcea
[110] bit
[106] more
[105] interactive
[103] explore
[103] bookmark
[103] periodic
[103] tables
[103] elements

Top Words in Tweet in G6:
[292] bunsenbernerbmd
[240] scichat
[105] week
[79] audio
[72] #scichat
[66] come
[63] tuesday
[63] middle
[63] island
[58] amazing

Top Words in Tweet in G7:
[71] #scichat
[61] flinnscientific
[42] celebrate
[41] educators
[40] gift
[40] card
[39] tgif
[39] treating
[39] dunkin
[39] donuts

Top Words in Tweet in G8:
[64] #scichat
[34] #edchat
[26] #learning
[25] #edleadership
[25] #edtech
[23] #k12
[19] #engchat
[19] #literacy
[18] #mathchat
[17] #edreform

Top Words in Tweet in G9:
[29] #scichat
[29] students
[29] newshourextra
[22] news
[21] pbs
[18] lesson
[17] use
[17] ask
[17] science
[16] resource

Top Words in Tweet in G10:
[51] #scichat
[39] middleweb
[38] #sschat
[38] #educoach
[29] #elachat
[25] #mschat
[21] #engchat
[17] teach
[15] #mathchat
[14] review

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[740] science,teachers
[729] students,understand
[719] teaching,students
[718] pretty,amazing
[718] amazing,resource
[718] resource,science
[718] teachers,believe
[718] believe,teaching
[718] understand,roots
[714] roots,prefixes

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

Top Word Pairs in Tweet in G2:
[217] latest,praxis
[217] praxis,science
[217] science,outreach
[217] outreach,'science
[217] 'science,smarts'
[217] smarts',column
[210] #stem,#scichat
[210] #science,#scichat
[207] medicine,news
[202] column,medicine

Top Word Pairs in Tweet in G3:
[367] #scichat,#scicomm
[49] mark,calendar
[44] #scicomm,#scichat
[41] calendar,register
[36] climate,change
[36] ncse,mark
[33] discusses,book
[32] news,death
[31] natural,history
[27] sad,news

Top Word Pairs in Tweet in G4:
[291] #d123,#edchat
[281] #edchat,#edtech
[247] #edtech,#cpchat
[229] #cpchat,#elemchat
[209] #elemchat,#mschat
[196] #mschat,#hschat
[192] #hschat,#ntchat
[190] #ntchat,#pblchat
[190] #pblchat,#apchat
[190] #apchat,#suptchat

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

Top Word Pairs in Tweet in G6:
[63] middle,island
[49] audio,shows
[42] 9pm,eastern
[37] come,learn
[37] bunsenbernerbmd,hi
[31] week,scichat
[30] island,penguin
[30] penguin,project
[29] don,miss
[29] audio,show

Top Word Pairs in Tweet in G7:
[40] gift,card
[39] tgif,treating
[39] treating,educators
[39] educators,dunkin
[39] dunkin,donuts
[39] donuts,krispy
[39] krispy,kreme
[39] kreme,donut
[39] donut,gift
[39] card,celebrate

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

Top Word Pairs in Tweet in G9:
[14] ask,stude
[11] #scichat,#science
[11] help,students
[11] pbs,newshour
[11] newshour,classroom
[11] third,arrest
[11] arrest,made
[11] made,murder
[11] murder,journalist
[11] journalist,indigenous

Top Word Pairs in Tweet in G10:
[28] #sschat,#scichat
[17] #scichat,#educoach
[15] #elachat,#sschat
[12] #mschat,#elachat
[11] #educoach,#literacy
[11] #literacy,#reading
[10] #engchat,#sschat
[8] #engchat,#educoach
[8] #scichat,#mathchat
[8] mentor,texts

Top Replied-To
Top Replied-To in Entire Graph:
@stevebrusatte
@iceageeurope
@americansunited
@medfieldscience
@iste
@carbonbrief
@ayanaeliza
@meganjherbert
@leedugatkin
@naomioreskes

Top Replied-To in G2:
@flinnscientific
@medfieldscience

Top Replied-To in G3:
@stevebrusatte
@jenniferraff
@laelaps
@thescientistllc
@naomioreskes
@leedugatkin
@meganjherbert
@ayanaeliza
@carbonbrief
@americansunited

Top Replied-To in G4:
@ascd

Top Replied-To in G6:
@blackinchem
@beebrookshire
@drjengunter
@bunsenbernerbmd

Top Replied-To in G9:
@spockresists
@lindakekelis

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

Top Mentioned in G1:
@plugusin
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@medicinehatnews
@sciencebuddies
@physorg_com
@nature
@gardenglen

Top Mentioned in G3:
@ncse
@garym
@laelaps
@deepgreendesign
@stevebrusatte
@drcarlottaberry
@scifri
@ct_bergstrom
@jevinwest
@brianapobiner

Top Mentioned in G4:
@paulenderle
@ncse
@garym
@edutopia
@junioreinsteins
@eduvickys
@savvaslearning
@teachargument
@e_sheninger
@praxismedhat

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

Top Mentioned in G6:
@bunsenbernerbmd
@tea_francis
@ldpharr
@wboolpenguins
@shellyvphd
@georgehrab
@jatetro
@bigblackwolf188
@twi
@maireadmontague

Top Mentioned in G7:
@flinnscientific
@jonbergmann
@edtechteacher21
@edutopia
@ngssphenomena
@compoundchem
@n
@conservationorg
@garym
@nasa

Top Mentioned in G8:
@pburkevt
@megandubee
@thejbclasses
@debbiemiya

Top Mentioned in G9:
@newshourextra
@novaeducation
@gbheducation
@newshour
@drrubidium
@nsta
@gpbeducation
@ngcproject
@stemnext
@pbsteachers

Top Mentioned in G10:
@middleweb
@ncte
@amle
@ncssnetwork
@sho
@naisnetwork
@wwnorton
@jserravallo
@naesp
@stemteachtools

Top Tweeters
Top Tweeters in Entire Graph:
@kardonolimjadi
@jfsebastian146
@bob_stinson1234
@fabriciosx
@dataaugmented
@linda_u_w_a
@carolmaewy
@frecklesxx20
@its_coachnorman
@ken_crichlow

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

Top Tweeters in G2:
@jfsebastian146
@linda_u_w_a
@andrewmorrisuk
@artallks
@calcaware
@suestroud
@globeandmail
@eco1start
@forbes
@alisonborealis

Top Tweeters in G3:
@bob_stinson1234
@fabriciosx
@ken_crichlow
@noybsk2017
@botfemale
@neilyoungsaveus
@dazilmz
@3pennymovies
@rmathematicus
@origamigryphon

Top Tweeters in G4:
@brlanray
@washingtonpost
@hlthiskrieger
@npr
@scalarhumanity
@rdene915
@educationweek
@chrispirillo
@teacher2teacher
@markj_ohnson

Top Tweeters in G5:
@its_coachnorman
@raspmarytea
@stpstservices
@erik_youngman
@cathywebsavvypr
@goldenapplefoun
@weareteachers
@employnet_
@maternellenum
@rsamantha725

Top Tweeters in G6:
@kardonolimjadi
@carolmaewy
@frecklesxx20
@auntsophie1
@llhawaii
@saranhe_aoo_598
@shellysherrchen
@rudefulk
@sousleradar
@cassandranocov

Top Tweeters in G7:
@krsciencelady
@12mandown
@maestraw
@cmiller_teacher
@melissadarrow
@slothteacher
@ladyandromeda
@commkr8vewriter
@cherishtoday08
@edtechteacher21

Top Tweeters in G8:
@iconohash
@jarowell
@noapp4pedagogy
@mrjoshflores
@dgburris
@micwalker
@internet4classr
@pburkevt
@imascientist
@ga

Top Tweeters in G9:
@nihaustin
@richardweiner
@drrubidium
@_cest_la_vie_21
@googlemyrna
@spockresists
@pbsfortwayne
@alflint
@languorous_era
@lpdoyle

Top Tweeters in G10:
@larryferlazzo
@rweingarten
@ncte
@blocht574
@aftunion
@sharemylesson
@naesp
@middleweb
@aftteach
@playmorestudios


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