scichat, Twitter, 11/19/2022 2:58:33 AM, 284706


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scichat_2022-11-18_17-16-48.xlsx
scichat_2022-11-18_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2022
Short Description:
scichat via NodeXL https://bit.ly/3V7F9uH
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@tcea
@ncse
@ericcurts
@jayaisales
@b0tsci
@this0499154500

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

Description:
Description
The graph represents a network of 2,450 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, 19 November 2022 at 01:33 UTC.

The requested start date was Saturday, 19 November 2022 at 01:01 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, 23-hour, 50-minute period from Monday, 01 August 2022 at 00:16 UTC to Friday, 04 November 2022 at 00:07 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 : 2450
Unique Edges : 1255
Edges With Duplicates : 12206
Total Edges : 13461
Number of Edge Types : 5
Mentions : 926
Retweet : 5316
MentionsInRetweet : 5855
Tweet : 1344
Replies to : 20
Self-Loops : 1962
Reciprocated Vertex Pair Ratio : 0.0263979562872552
Reciprocated Edge Ratio : 0.0514380530973451
Connected Components : 98
Single-Vertex Connected Components : 59
Maximum Vertices in a Connected Component : 2232
Maximum Edges in a Connected Component : 13093
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.409957
Graph Density : 0.000602661644486296
Modularity : 0.234105
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 2,450 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, 19 November 2022 at 01:33 UTC.

The requested start date was Saturday, 19 November 2022 at 01:01 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, 23-hour, 50-minute period from Monday, 01 August 2022 at 00:16 UTC to Friday, 04 November 2022 at 00:07 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:
[125] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[43] https://bunsenbernerbmd.buzzsprout.com/
[37] https://www.fodey.com/generators/newspaper/snippet.asp
[25] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[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://www.anyplaceamerica.com/
[15] https://www.weareteachers.com/science-jokes/
[15] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[14] https://schoolreportwriter.com/
[13] https://bit.ly/3TVoUjK

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:
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[13] https://link.medium.com/tTQMvpBajsb
[9] https://www.theguardian.com/environment/2022/jul/27/james-lovelock-creator-of-gaia-hypothesis-dies-on-103rd-birthday
[9] https://scitechdaily.com/astronomy-astrophysics-101-spectrographs-and-spectroscopy/
[9] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[8] https://www.science.org/content/article/genes-reveal-how-our-pelvis-evolved-upright-walking
[8] https://ncse.ngo/deep-time-really-really-deep-man
[8] https://www.sciencenews.org/article/dinosaur-mummies-fossils-paleontology
[8] https://blog.scistarter.org/2022/08/gaming-for-science-how-video-games-are-making-research-fun/?utm_campaign=UM42&utm_medium=Email&utm_source=User%20Messages
[8] https://worldofpaleoanthropology.org/2022/08/21/why-is-science-communication-important/

Top URLs in Tweet in G3:
[43] https://bunsenbernerbmd.buzzsprout.com/
[14] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[9] https://twitter.com/i/spaces/1lDGLnYWyOPxm
[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/1MYxNgrQdnZKw
[3] https://twitter.com/i/spaces/1rmxPkjrzMqJN

Top URLs in Tweet in G4:
[113] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[10] https://bit.ly/3TVoUjK
[10] https://www.weareteachers.com/science-jokes/
[7] https://blog.tcea.org/investigating-science-with-flipgrid/
[2] https://bit.ly/3SVJi3o
[1] https://twitter.com/i/web/status/1583073830066454528
[1] https://blog.tcea.org/historical-photos-pull-back-the-veil-of-time/
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://twitter.com/i/web/status/1573140600920080384
[1] https://twitter.com/i/web/status/1583081658533584899

Top URLs in Tweet in G5:
[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
[6] https://www.jonbergmann.com/podcasts/making-mastery-learning-a-reality-one-day-at-a-time/episodes/2147799755
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[4] https://blog.neolms.com/data-literacy-skills/
[4] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/
[4] https://primarysourcenexus.org/2022/10/primary-source-learning-conservation-environment/
[3] https://spencerauthor.com/3-ways-empowered-culture/
[3] https://www.edutopia.org/article/balancing-friendliness-firmness

Top URLs in Tweet in G6:
[34] https://www.fodey.com/generators/newspaper/snippet.asp
[20] https://www.anyplaceamerica.com/
[13] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[10] https://learninglab.si.edu/
[10] https://www.jpl.nasa.gov/infographics
[7] https://fabiodisalvo.com/2022/05/22/science-root-words/
[6] https://www.controlaltachieve.com/p/science-links.html
[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
[4] https://artsandculture.google.com/project/explore-the-solar-system

Top URLs in Tweet in G7:
[7] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[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
[1] https://www.edcite.com/collection-staar-practice-tests-2021
[1] https://twitter.com/arpeggio_jay/status/1557754583719391232
[1] https://twitter.com/i/web/status/1559282126197035009
[1] https://www.fiverr.com/weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19731717_|afp0:random-hashtag|afp1:weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand&show_join=true
[1] https://www.texasacademy.net/

Top URLs in Tweet in G8:
[8] https://www.marriott.com/event-reservations/reservation-link.mi?id=1658510503755&key=GRP&app=resvlink
[8] https://www.crowneplaza.com/redirect?path=asearch&brandCode=CP&localeCode=en®ionCode=1&hotelCode=SYRCP&checkInDate=03&checkInMonthYear=102022&checkOutDate=07&checkOutMonthYear=102022&rateCode=6CBARC&_PMID=99801505&GPC=SCT&cn=no&viewfullsite=true
[7] https://stanys.org/Registration-Main-Page
[7] https://stanys.org/ConferenceMain
[5] https://www.flinnsci.com/pavo/teacher-trial/
[3] https://www.flinnsci.com/straw-half-life/dc91669/
[3] https://www.flinnsci.com/colorful-stalactites-and-stalagmites/dc91817/
[3] https://solarsystem.nasa.gov/planets/earth/overview/
[2] https://www.flinnsci.com/bowling-ball-pendulum/dc10812/
[2] https://www.flinnsci.com/singing-tube-demonstration/dc10568/

Top URLs in Tweet in G9:
[7] https://www.innovatingplay.world/book
[1] https://twitter.com/i/web/status/1564797473499013122
[1] https://twitter.com/i/web/status/1564801208371617794
[1] https://twitter.com/i/web/status/1583177116757073920
[1] https://twitter.com/i/web/status/1565029300180500481
[1] https://padlet.com/manderson38/l9auc6k3hsu5a05h
[1] https://twitter.com/i/web/status/1569112826823823361
[1] https://twitter.com/i/web/status/1570830230520221697
[1] https://www.flinnsci.com/fruit-floats/dc10319/

Top URLs in Tweet in G10:
[7] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-florence-nightingale-changed-data-visualization-forever%2F
[6] http://tinyurl.com/2yceyd4s
[2] https://thestemhub.org.uk/stem-today
[1] https://twitter.com/i/web/status/1585890357635473408
[1] https://twitter.com/i/web/status/1579729763773476864
[1] https://twitter.com/i/web/status/1580454540368760833
[1] https://thestemhub.org.uk/resources
[1] https://twitter.com/i/web/status/1580577600237338624
[1] https://twitter.com/i/web/status/1582370665147006979
[1] https://twitter.com/i/web/status/1583005106626351110

Top Domains
Top Domains in Tweet in Entire Graph:
[523] twitter.com
[221] scitechdaily.com
[154] tcea.org
[74] nature.com
[71] theguardian.com
[66] cbc.ca
[62] futurity.org
[59] phys.org
[59] flinnsci.com
[56] medium.com

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

Top Domains in Tweet in G2:
[237] twitter.com
[219] scitechdaily.com
[73] nature.com
[71] theguardian.com
[65] cbc.ca
[62] futurity.org
[59] phys.org
[53] sciencenews.org
[52] medium.com
[46] wordpress.com

Top Domains in Tweet in G3:
[112] twitter.com
[51] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G4:
[121] tcea.org
[12] bit.ly
[10] weareteachers.com
[3] twitter.com
[1] teachingabovethetest.com
[1] controlaltachieve.com
[1] mashable.com

Top Domains in Tweet in G5:
[63] twitter.com
[31] primarysourcenexus.org
[30] edutopia.org
[15] edsurge.com
[12] sacredframework.com
[11] tcea.org
[10] youtube.com
[9] blogspot.com
[9] shakeuplearning.com
[8] weareteachers.com

Top Domains in Tweet in G6:
[34] fodey.com
[21] controlaltachieve.com
[20] anyplaceamerica.com
[10] si.edu
[10] nasa.gov
[10] explorelearning.com
[7] fabiodisalvo.com
[4] twitter.com
[4] google.com
[4] tcea.org

Top Domains in Tweet in G7:
[23] twitter.com
[6] etsy.com
[5] donorschoose.org
[2] amazon.com
[2] google.com
[2] iconohash.com
[1] edcite.com
[1] fiverr.com
[1] texasacademy.net
[1] globallinkeducation.com

Top Domains in Tweet in G8:
[32] flinnsci.com
[14] stanys.org
[10] twitter.com
[8] marriott.com
[8] crowneplaza.com
[3] nasa.gov
[3] bbc.com
[2] edweb.net
[2] scitechdaily.com
[1] thoughtco.com

Top Domains in Tweet in G9:
[7] innovatingplay.world
[6] twitter.com
[1] padlet.com
[1] flinnsci.com

Top Domains in Tweet in G10:
[11] twitter.com
[7] tinyurl.com
[7] scientificamerican.com
[3] org.uk
[1] nytimes.com
[1] bbc.com
[1] wordpress.com
[1] theglobaleducationreport.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2969] scichat
[812] stem
[619] scicomm
[616] science
[585] edchat
[418] edtech
[244] d123
[223] sschat
[211] k12
[208] learning



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[2056] scichat
[672] stem
[601] scicomm
[421] science
[184] edchat
[149] scied
[140] steam
[134] evolution
[115] biology
[104] k12

Top Hashtags in Tweet in G3:
[215] scichat
[17] catnip6
[2] science
[1] petchat
[1] catsoftwitter
[1] cats
[1] scienceoutreach
[1] stem
[1] edtech
[1] italiangreyhound

Top Hashtags in Tweet in G4:
[91] science
[30] scichat
[25] edtech
[13] learning
[11] stem
[10] math
[9] mathchat
[9] teachertwitter
[7] flipgridfever
[4] teaching

Top Hashtags in Tweet in G5:
[341] edchat
[289] scichat
[268] edtech
[216] d123
[177] sschat
[174] cpchat
[161] elemchat
[148] pblchat
[147] mschat
[142] edleaders

Top Hashtags in Tweet in G6:
[29] scichat
[17] edtech
[10] edutwitter
[10] controlaltachieve
[8] science
[7] sschat
[6] elachat
[6] mathchat
[6] stem
[5] k12

Top Hashtags in Tweet in G7:
[50] scichat
[19] edchat
[16] literacy
[15] learning
[14] k12
[14] edleadership
[14] edtech
[14] engchat
[13] mathchat
[10] edreform

Top Hashtags in Tweet in G8:
[101] scichat
[27] science
[21] stanys22
[17] scied
[9] scienceeducation
[8] nyssls
[8] nyedchat
[7] biochat
[7] sciencerocks
[6] chemchat

Top Hashtags in Tweet in G9:
[27] scichat
[26] steam
[21] sd113a
[20] stem
[18] weareoq
[12] oqms
[8] innovatingplay
[8] kinderchat
[6] googlesheets
[5] seesawchat

Top Hashtags in Tweet in G10:
[14] scichat
[12] stem
[8] edchat
[7] mathchat
[5] teachers
[5] onthisday
[4] stemed
[3] primary
[3] ukedchat
[2] secondary

Top Words
Top Words in Tweet in Entire Graph:
[2963] #scichat
[2063] science
[1340] garym
[1012] students
[869] amazing
[861] teachers
[810] #stem
[809] teaching
[804] ncse
[780] understand

Top Words in Tweet in G1:
[701] teaching
[700] science
[700] teachers
[700] resource
[699] plugusin
[698] roots
[698] believe
[698] prefixes
[698] amazing
[698] students

Top Words in Tweet in G2:
[2050] #scichat
[1324] garym
[803] ncse
[755] science
[670] #stem
[601] #scicomm
[425] #science
[288] news
[264] gwardis
[220] more

Top Words in Tweet in G3:
[429] bunsenbernerbmd
[300] love
[248] science
[232] show
[229] audio
[215] #scichat
[194] scichat
[165] pawdcast
[159] podcast
[147] main

Top Words in Tweet in G4:
[194] tcea
[178] science
[172] explore
[164] interactive
[162] make
[162] elements
[162] periodic
[162] tables
[118] bit
[112] more

Top Words in Tweet in G5:
[341] #edchat
[289] #scichat
[268] #edtech
[216] #d123
[177] #sschat
[174] #cpchat
[161] #elemchat
[148] #pblchat
[147] #mschat
[142] #edleaders

Top Words in Tweet in G6:
[103] ericcurts
[68] clipping
[68] newspaper
[47] create
[47] custom
[40] over
[36] date
[35] science
[34] name
[34] paper

Top Words in Tweet in G7:
[50] #scichat
[19] #edchat
[16] #literacy
[15] #learning
[14] #edleadership
[14] #engchat
[14] #edtech
[14] #k12
[13] #mathchat
[10] students

Top Words in Tweet in G8:
[101] #scichat
[47] flinnscientific
[30] students
[28] #science
[27] conference
[21] #stanys22
[21] science
[20] hotel
[19] stanysorg
[19] stanys

Top Words in Tweet in G9:
[70] weather
[32] seesaw
[31] class
[30] ss
[29] reporting
[27] gr
[27] #scichat
[26] #steam
[24] level
[24] create

Top Words in Tweet in G10:
[14] day
[14] #scichat
[12] #stem
[11] stemhub_se
[11] find
[10] first
[8] learn
[8] #edchat
[8] karenblumberg
[7] florence

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

Top Word Pairs in Tweet in G2:
[448] #scichat,#scicomm
[219] #stem,#scichat
[184] praxis,science
[180] science,outreach
[169] 'science,smarts'
[168] smarts',column
[164] latest,praxis
[164] outreach,'science
[157] medicine,news
[143] #science,#scichat

Top Word Pairs in Tweet in G3:
[187] audio,show
[165] science,pawdcast
[146] pawdcast,podcast
[146] love,audio
[146] show,science
[146] love,tweet
[146] podcast,sites
[146] tweet,love
[146] sites,main
[82] bunsenbernerbmd,love

Top Word Pairs in Tweet in G4:
[162] tables,elements
[162] periodic,tables
[160] make,science
[112] tcea,explore
[111] science,bit
[111] more,interactive
[111] elements,make
[111] explore,bookmark
[111] bit,more
[111] bookmark,periodic

Top Word Pairs in Tweet in G5:
[211] #d123,#edchat
[210] #edchat,#edtech
[174] #edtech,#cpchat
[161] #cpchat,#elemchat
[157] #sschat,#scichat
[147] #elemchat,#mschat
[138] #mschat,#hschat
[136] #hschat,#ntchat
[136] #pblchat,#apchat
[136] #ntchat,#pblchat

Top Word Pairs in Tweet in G6:
[68] newspaper,clipping
[47] create,custom
[34] clipping,generator
[34] custom,newspaper
[34] name,date
[34] clipping,paper
[34] paper,name
[34] generator,create
[31] date,hea
[31] ericcurts,newspaper

Top Word Pairs in Tweet in G7:
[15] #literacy,#scichat
[14] #edleadership,#edtech
[14] #k12,#learning
[14] #learning,#edleadership
[13] #engchat,#literacy
[13] #edchat,#k12
[12] #edtech,#engchat
[11] #scichat,#mathchat
[10] #mathchat,#edreform
[3] lake,worth

Top Word Pairs in Tweet in G8:
[19] stanys,conference
[12] nov,7th
[11] #scichat,#scied
[10] hotel,oct
[10] #stanys22,#scichat
[10] 159,night
[10] syracuse,downtown
[10] 3rd,released
[10] marriott,syracuse
[10] downtown,159

Top Word Pairs in Tweet in G9:
[29] weather,reporting
[25] seesaw,class
[24] weather,folder
[24] set,seesaw
[24] level,weather
[24] create,weather
[24] class,create
[23] record,video
[17] folder,record
[17] reporting,routine

Top Word Pairs in Tweet in G10:
[7] #mathchat,#edchat
[7] online,classroom
[7] florence,nightingale
[7] #scichat,#mathchat
[7] data,visualization
[7] changed,data
[7] nightingale,changed
[7] visualization,forever
[7] forever,#scichat
[7] find,free

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

Top Replied-To in G2:
@naomioreskes
@flinnscientific
@paulbraterman
@playdoh
@scottforsc
@mattwalshblog

Top Replied-To in G3:
@bunsenbernerbmd
@witchjitsch
@blackinchem
@beebrookshire
@drjengunter
@sherrygmusic
@cerra__

Top Replied-To in G8:
@schnekser

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

Top Mentioned in G1:
@plugusin
@garym
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@sciencebuddies
@scistarter
@deepgreendesign
@nature
@junioreinsteins

Top Mentioned in G3:
@bunsenbernerbmd
@ldpharr
@cowboycatranch
@tea_francis
@shellyvphd
@zagrrl
@zedscience
@georgehrab
@yanevaldezt
@malikagrayson

Top Mentioned in G4:
@tcea
@mguhlin
@plugusin
@flip
@drbruceellis
@tmclain903
@ericcurts
@scistarter
@marianagserrato

Top Mentioned in G5:
@paulenderle
@forsanamerican
@edutopia
@junioreinsteins
@weareteachers
@teachargument
@jonbergmann
@edsurge
@ericcurts
@technotesorg

Top Mentioned in G6:
@ericcurts
@googlearts
@aaronmaureredu
@tcea
@googleforedu
@plugusin
@smithsonianlab
@rmbyrne
@mguhlin

Top Mentioned in G7:
@thejbclasses
@debbiemiya

Top Mentioned in G8:
@flinnscientific
@stanysorg
@schnekser
@garym
@jumbominds
@nasa
@ngssphenomena
@tcea
@compoundchem
@burgessdave

Top Mentioned in G9:
@seesaw
@jlabar2me
@citgoiaoqms
@pintobeanz11
@andermm1
@sphero
@msmakecode
@tinkercad
@evnautilus
@officialngss

Top Mentioned in G10:
@stemhub_se
@karenblumberg
@stem4sussex
@praxismedhat
@cilcorg
@balamsinhue
@jornalistavitor
@bbsutton
@tcea
@plugusin

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@victormanuelje1
@iwd12
@fabriciosx
@gracemurphy2
@carolmaewy
@frecklesxx20
@ken_crichlow
@education_24x7
@ambiimoore

Top Tweeters in G1:
@gvg1
@lookforsun
@aldoaria
@twistedmilkyway
@phunphunphun
@kiptw
@deborahyearyddd
@locat66
@grahamandre
@rosepillay1

Top Tweeters in G2:
@fabriciosx
@ken_crichlow
@godfrey_g_
@andrewmorrisuk
@amazingchevvolt
@suestroud
@calcaware
@globeandmail
@mr_spock
@argobagdr

Top Tweeters in G3:
@victormanuelje1
@iwd12
@gracemurphy2
@carolmaewy
@frecklesxx20
@ambiimoore
@trumpgot2go
@rrnunez
@llhawaii
@saranhe_aoo_598

Top Tweeters in G4:
@raspmarytea
@shellterrell
@blubberycrest
@mguhlin
@jenniferagates
@richardklee1
@wickededtech
@anneleblanc2
@tcea
@teresaflutemath

Top Tweeters in G5:
@southerngemgal
@advocatefored
@washingtonpost
@hephaistos_ai
@time
@3drenderbot
@alicekeeler
@npr
@scalarhumanity
@markj_ohnson

Top Tweeters in G6:
@digitalmaverick
@getiftech
@mdrechsler
@plasticsimpact
@weincludedorg
@shirky17
@mhairiforrest
@erik_youngman
@explorelearning
@sdiazc39

Top Tweeters in G7:
@pa
@iconohash
@pha
@nevitdilmen
@ktalbot70
@ga
@techkev
@bsctc05
@vbardakos
@bbp3

Top Tweeters in G8:
@burgessdave
@taramartinedu
@nasa
@krsciencelady
@dbc_inc
@rkiker
@drmcgettigan
@nasobot
@commkr8vewriter
@finleyt

Top Tweeters in G9:
@darwin1800
@seesaw
@arcadiaunified
@tracipiltz
@newsela
@microbitg
@pintobeanz11
@tinkercad
@mrsgadkey
@gimkit

Top Tweeters in G10:
@jornalistavitor
@botfemale
@balamsinhue
@bbsutton
@karenblumberg
@emoryott
@globaledaction
@gcsolaroli
@stefania_druga
@cilcorg


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