#stem, Twitter, 2/12/2021 4:13:30 PM, 247582


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#stem_2021-02-12_07-27-22.xlsx
#stem_2021-02-12_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 12, 2021
Short Description:
#stem via NodeXL https://bit.ly/3rQZMfM
@stem_ai
@femtech_
@womenscienceday
@in_stemm
@jefferson_mfg
@unesco
@nasa
@botfemale
@11defebreroes
@be_berilio

Top hashtags:
#stem
#womeninscience
#science
#womeninstem
#ai
#womeninscienceday
#steam
#artificialintelligence

Description:
Description
The graph represents a network of 8,095 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 February 2021 at 15:38 UTC.

The requested start date was Friday, 12 February 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 11-hour, 44-minute period from Monday, 08 February 2021 at 23:27 UTC to Thursday, 11 February 2021 at 11:12 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 : 8095
Unique Edges : 5843
Edges With Duplicates : 11996
Total Edges : 17839
Number of Edge Types : 5
Retweet : 5436
MentionsInRetweet : 7742
Mentions : 3034
Tweet : 1519
Replies to : 108
Self-Loops : 1575
Reciprocated Vertex Pair Ratio : 0.0319170771756979
Reciprocated Edge Ratio : 0.0618597712580806
Connected Components : 1212
Single-Vertex Connected Components : 439
Maximum Vertices in a Connected Component : 4493
Maximum Edges in a Connected Component : 12237
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.963077
Graph Density : 0.000153462412697744
Modularity : 0.537433
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,095 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 February 2021 at 15:38 UTC.

The requested start date was Friday, 12 February 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 11-hour, 44-minute period from Monday, 08 February 2021 at 23:27 UTC to Thursday, 11 February 2021 at 11:12 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 : #stem
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:
[27] https://www.linkedin.com/slink?code=dYxGrec
[27] http://iconversations.biz/denisempulliam.aspx
[18] https://www.instagram.com/accounts/login/
[14] https://news.usask.ca/articles/research/2021/usask-led-research-team-shows-alternate-form-of-brain-protein-that-causes-alzheimers-actually-protects-against-the-disease.php
[13] https://www.hackster.io/ybryan3/hexabitz-ir-theremin-6c96b0
[12] https://www.twitch.tv/mrbogski
[12] https://www.tnmoc.org/events/2021/2/3/bbc-microlympics-games-heptathlon
[9] https://www.un.org/en/observances/women-and-girls-in-science-day
[8] https://www.fundacionaquae.org/stem/
[8] https://docs.google.com/forms/d/e/1FAIpQLScJ5leEU-CwmMOnVtA0TThLdQw5nEHum_nNOOaRXj4oAEoUkw/viewform?fbclid=IwAR2OMLG5nxQbNjLxZsRBBVSM7GSOMBfIV1GPe-N7fQe0Rp92G_QA_7H3oLM

Top URLs in Tweet in G1:
[26] https://www.linkedin.com/slink?code=dYxGrec
[13] https://www.hackster.io/ybryan3/hexabitz-ir-theremin-6c96b0
[12] https://www.twitch.tv/mrbogski
[12] https://www.tnmoc.org/events/2021/2/3/bbc-microlympics-games-heptathlon
[6] https://www.youtube.com/playlist?list=PLRedMs45ekPsqmY-uOSWhftEqdmRAAuvp

[6] https://twitter.com/spacemomsmovie/status/1355598640077631492
[5] https://www.facebook.com/coding4kids.ph/photos/a.763693563760513/3372333776229799/
[5] https://browndoggadgets.dozuki.com/Guide/LEGO+Compatible+270+Degree+Servo/293
[4] http://crosstalk.cell.com/blog/1000-inspiring-black-scientists-in-america
[4] https://thepienews.com/the-view-from/can-lessons-from-history-shape-todays-attitudes-of-women-in-stem/

Top URLs in Tweet in G2:
[6] https://www.instagram.com/accounts/login/
[4] https://www.nasa.gov/live/
[4] https://adsei.org/2018/06/27/why-robots-are-a-disaster-for-tech-education/
[3] https://twitter.com/fillingspace_/status/1358991800346816512
[3] http://expeditions.gle/view_tour/Fly_with_NASA_s_Juno_Mission_to_Jupiter
[3] http://expeditions.gle/view_tour/International_Space_Station
[3] https://www.howitworksdaily.com/win-a-sphero-robot-worth-249-99/
[3] https://twitter.com/SpaceRef/status/1359248316421328903
[3] https://www.3m.co.uk/3M/en_GB/health-care-uk/stories/full-story/?storyid=dadfa8fb-d9a7-4898-a6fd-caf5d0373c1e
[3] https://www.nomorematildas.com/

Top URLs in Tweet in G3:
[5] https://www.instagram.com/accounts/login/
[3] https://www.forbes.com/sites/forbescoachescouncil/2021/02/09/five-trends-driving-the-future-of-working-women/
[3] https://twitter.com/GEOgovuk/status/1359774350187114496
[3] https://twitter.com/educationgovuk/status/1359759238139162624
[2] https://twitter.com/askatechnogirl/status/1358937820929396736
[2] in
[2] https://twitter.com/fr_hossain/status/1222272432729358339?s=21
[2] https://www.opencollnet.org.uk/access-to-he/access-to-he-diplomas
[2] https://www.un.org/en/observances/women-and-girls-in-science-day
[1] https://twitter.com/NWIowaSTEM/status/1358792762275950593

Top URLs in Tweet in G4:
[1] https://zenoot.com/bentley-motors-to-welcome-biggest-trainee-intake-ever/
[1] https://zenoot.com/articles/report-warns-government-and-industry-must-work-together-to-ensure-a-generation-of-apprentices-are-not-lost-to-covid-19/

Top URLs in Tweet in G5:
[4] https://fromthemixedupfiles.com/stem-tuesday-celebrating-diversity-in-stem-in-the-classroom/
[3] https://solveitforkids.com/podcast/episode-39-w
[2] https://stemeducationguide.com/middle-school-stem-activities/
[2] https://www.donorschoose.org/project/the-world-in-3d-part-2/5232503/?challengeid=21564633
[2] https://www.linkedin.com/pulse/women-stem-today-tomorrow-alysia-kennedy-cfa/?trackingId=aYMIx61tQkCKbSA7oQarCw%3D%3D
[1] https://www.teacherspayteachers.com/Product/STEM-Career-Lesson-How-do-you-map-an-underwater-forest-distance-learning-6037018
[1] https://twitter.com/KidsSolve/status/1359819311058190338
[1] https://twitter.com/ArtemisRoehrig/status/1359141486420451335
[1] https://www.nffest.com/2021/02/writing-tem-in-stem.html?fbclid=IwAR1OtL7W6QHepvlGfyBNMLH6fUoaI20PydN0fj8M_I-VJmjy-Eoq4-SzFZs
[1] https://www.youtube.com/watch?v=wIi1zXcaP_Y&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://weconnectinternational.org/working-toward-equality-in-stem-beyond-for-women/?utm_content=buffercf5f4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://skandalaris.wustl.edu/event/2021/01/19/skandalaris-startup-webinar-women-in-stem/
[2] https://www.un.org/en/observances/women-and-girls-in-science-day?cmpid=SMC-tw-aigemea-UK_BeingYou@AIG-20210211083600
[2] https://www.ukspa.org.uk/event/equality-diversity-and-inclusion/
[1] https://blogs.worldbank.org/voices/covid-19-hitting-poor-countries-hardest-world-bank-ida-stepping-support
[1] https://www.open.edu/openlearn/science-maths-technology/returning-stem/content-section-overview?active-tab=description-tab
[1] https://twitter.com/UN_Women/status/1359707489231585281
[1] https://www.allaboutstem.co.uk/2020/08/new-stem-ambassador-spotlights-learner-inspiration-challenges/
[1] https://www.allaboutstem.co.uk/2021/02/international-day-of-women-girls-in-science-2/
[1] https://www.solvay.com/en/our-company/philanthropy/future-innovators-library/skill-building?utm_medium=social&utm_source=twitter&utm_campaign=Citizen+Day&utm_content=100001843272032&linkId=100000032050564

Top URLs in Tweet in G7:
[3] https://mbxd2h.in/online/book-free-online-classes-for-kids?utm_source=Facebook&utm_medium=Social&utm_campaign=Organic%20-%20MBX%20D2H%20Demo&utm_term=Coding-For-Kids-21st-Century-Skills-Online-Coding-Classes-Live-one-on-one-class
[2] https://thekidshouldseethis.com/post/ooho-edible-water-bottle-va-museum-video?utm_source=The+Kid+Should+See+This+Newsletters&utm_campaign=3a8eee32fc-EMAIL_CAMPAIGN_2020_02_19_05_58_COPY_01&utm_medium=email&utm_term=0_5dea5752ac-3a8eee32fc-138192505
[1] https://twitter.com/bridgeschools/status/1359802064365256704
[1] https://msft.it/6019p2U7f
[1] https://t.co/iEUAU0j6BJ
[1] https://t.co/rt87wOYXcX
[1] https://pubs.usgs.gov/gip/collect1/collectgip.html?utm_source=twitter&utm_medium=social&utm_term=738037a4-401c-40f3-aca4-73357bb2544e&utm_content=&utm_campaign=usgs_yes
[1] https://www.belouga.org/series/episode/c700e1e7-8a8d-47a2-831a-8735faaf9709
[1] https://www.belouga.org/series/four-legged-astronauts
[1] https://www.epa.gov/education/presidents-environmental-youth-award

Top URLs in Tweet in G8:
[2] https://blogthinkbig.com/nina-y-mujer-en-la-ciencia?utm_source=twitter&utm_medium=relevance&utm_content=comunicacion&utm_term=btb
[1] https://genial.ly/
[1] https://view.genial.ly/601ed136a14d110d147e1145/presentation-mujeres-cientificas
[1] https://view.genial.ly/601ed136a14d110d147e1145
[1] https://www.fundacionnaturgy.org/educacion-y-divulgacion/efigy-education/recursos-efigy-education/fomento-vocaciones-stem-orientacion/
[1] http://www.juntaex.es/comunicacion/noticia?idPub=32498#.YCTp6F_pbwg.twitter
[1] https://www.uv.es/uvweb/unidad-cultura-cientifica-innovacion-catedra-divulgacion-ciencia/es/noticias/investigan-roles-genero-entorno-social-influyen-libertad-eleccion-carrera-profesional-1285899375231/Novetat.html?id=1286174220955
[1] https://www.ciemat.es/portal.do?IDM=61&NM=2&identificador=2164
[1] https://www.soilwaterquality.es/
[1] https://www.youtube.com/watch?v=zDgCcQKqUt4&feature=youtu.be


Top URLs in Tweet in G9:
[2] https://www.eventbrite.co.uk/e/young-women-in-stemonline-tickets-133087902499
[1] https://dfemedia.blog.gov.uk/2021/02/09/more-young-people-are-taking-stem-subjects-than-ever-before/
[1] https://www.varsity.co.uk/science/19693
[1] https://twitter.com/GEOgovuk/status/1359774350187114496

Top URLs in Tweet in G10:
[1] https://us1.campaign-archive.com/?e=3ae671f939&u=3e311422f8169b57982aa0286&id=bbf59c0cfc
[1] https://twitter.com/thewisecampaign/status/1359427634841673730
[1] https://stem.org.uk/
[1] https://sciencelive.net/
[1] https://nustem.uk/stem-person-of-the-week/
[1] http://www.scdi.org.uk/yesc/
[1] https://www.saferinternetday.org/
[1] https://britishscienceweek.org/Plan-Your-Activities/Activity-Packs
[1] https://adatheshow.com
[1] https://thepeopleshub.org/home

Top Domains
Top Domains in Tweet in Entire Graph:
[354] twitter.com
[92] youtube.com
[63] google.com
[58] co.uk
[53] linkedin.com
[30] instagram.com
[29] iconversations.biz
[27] org.uk
[25] bit.ly
[21] facebook.com

Top Domains in Tweet in G1:
[42] twitter.com
[36] linkedin.com
[15] twitch.tv
[15] youtube.com
[13] co.uk
[13] hackster.io
[12] google.com
[12] tnmoc.org
[6] facebook.com
[5] npr.org

Top Domains in Tweet in G2:
[39] twitter.com
[20] youtube.com
[13] careerarc.com
[9] co.uk
[8] instagram.com
[6] expeditions.gle
[6] org.uk
[4] nasa.gov
[4] adsei.org
[4] aaas.org

Top Domains in Tweet in G3:
[65] twitter.com
[12] youtube.com
[8] co.uk
[6] instagram.com
[6] google.com
[6] org.uk
[5] careerarc.com
[5] forbes.com
[4] linkedin.com
[4] com.au

Top Domains in Tweet in G4:
[2] zenoot.com

Top Domains in Tweet in G5:
[12] woobox.com
[8] twitter.com
[5] fromthemixedupfiles.com
[3] solveitforkids.com
[3] donorschoose.org
[2] stemeducationguide.com
[2] youtube.com
[2] linkedin.com
[2] rapidonline.com
[1] teacherspayteachers.com

Top Domains in Tweet in G6:
[4] twitter.com
[4] org.uk
[3] co.uk
[2] weconnectinternational.org
[2] wustl.edu
[2] un.org
[1] worldbank.org
[1] open.edu
[1] solvay.com
[1] ac.uk

Top Domains in Tweet in G7:
[3] mbxd2h.in
[2] t.co
[2] belouga.org
[2] thekidshouldseethis.com
[1] twitter.com
[1] msft.it
[1] usgs.gov
[1] epa.gov
[1] org.au
[1] com.au

Top Domains in Tweet in G8:
[5] twitter.com
[3] genial.ly
[2] blogthinkbig.com
[2] unir.net
[1] fundacionnaturgy.org
[1] juntaex.es
[1] uv.es
[1] ciemat.es
[1] soilwaterquality.es
[1] youtube.com

Top Domains in Tweet in G9:
[3] co.uk
[1] gov.uk
[1] twitter.com

Top Domains in Tweet in G10:
[2] org.uk
[1] campaign-archive.com
[1] twitter.com
[1] sciencelive.net
[1] nustem.uk
[1] saferinternetday.org
[1] britishscienceweek.org
[1] adatheshow.com
[1] thepeopleshub.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4436] stem
[783] womeninscience
[409] science
[360] womeninstem
[262] ai
[244] womeninscienceday
[161] steam
[153] artificialintelligence
[143] tech
[136] engineering



Top Hashtags in Tweet in G1:
[668] stem
[327] womeninscience
[207] ai
[165] womeninstem
[139] artificialintelligence
[132] science
[106] tech
[84] coding
[77] ml
[76] math

Top Hashtags in Tweet in G2:
[424] stem
[45] steam
[35] science
[27] womeninscience
[24] stemeducation
[19] womeninstem
[19] nasa
[18] spacex
[17] tlam
[17] stream

Top Hashtags in Tweet in G3:
[483] stem
[65] womeninscience
[62] science
[28] steam
[28] womeninscienceday
[23] womeninstem
[22] education
[19] engineering
[18] stemeducation
[13] girlsinscience

Top Hashtags in Tweet in G4:
[3] stem
[3] ukmfg
[2] manufacturing
[2] engineering
[2] skills
[2] ukmanufacturing
[1] naw2021
[1] automotive
[1] apprentices
[1] gbmfg

Top Hashtags in Tweet in G5:
[107] giveaway
[79] stem
[17] distancelearning
[9] kidlit
[8] stemtuesday
[8] podcast
[7] blackhistorymonth
[6] steam
[6] donorschoose
[6] twistem

Top Hashtags in Tweet in G6:
[98] stem
[43] womeninscience
[30] girlsinscience
[20] women
[16] science
[13] womeninstem
[12] junioreinsteins
[11] intgenderchampions
[11] genderequality
[10] womeninscienceday

Top Hashtags in Tweet in G7:
[80] stem
[17] primarystemchat
[12] designthinking
[11] k12
[7] innovation
[7] digital
[7] classroom
[6] blackhistorymonth
[5] peya
[4] womeninstem

Top Hashtags in Tweet in G8:
[103] stem
[59] 11f2021
[49] científicas
[31] díamujeryniñaenciencia
[15] 11f
[7] mujer
[7] medioambiente
[6] diadelamujerylaninaenlaciencia
[5] mujeryciencia
[5] lecturasverdes

Top Hashtags in Tweet in G9:
[14] stem
[5] womeninscience
[2] girlsinscience
[1] womeninscienceday
[1] science
[1] edutwitter
[1] womeninstem

Top Hashtags in Tweet in G10:
[47] stem
[12] womeninstem
[8] 1ofthemillion
[4] job
[4] vacancies
[3] bsw21
[3] wise
[3] adasarmy
[2] hedylamarr
[2] inspiring

Top Words
Top Words in Tweet in Entire Graph:
[4424] #stem
[1997] women
[1449] science
[1433] day
[1331] girls
[884] international
[783] #womeninscience
[585] today
[506] more
[457] next

Top Words in Tweet in G1:
[664] #stem
[499] women
[410] day
[327] #womeninscience
[230] girls
[219] science
[207] #ai
[165] #womeninstem
[154] take
[146] unesco

Top Words in Tweet in G2:
[420] #stem
[155] join
[144] nasa
[142] live
[140] tomorrow
[136] leaders
[133] space_station
[132] cdc
[132] chat
[132] astronauts

Top Words in Tweet in G3:
[483] #stem
[142] women
[122] science
[101] girls
[89] day
[65] #womeninscience
[63] stem
[62] #science
[59] international
[49] today

Top Words in Tweet in G4:
[280] generation
[278] update
[278] british
[278] steel
[278] investing
[278] next
[278] steelmakers
[278] 24
[278] engineering
[278] apprenticeships

Top Words in Tweet in G5:
[126] enter
[126] win
[118] first
[112] 2021
[110] steamteambooks
[108] follow
[107] #giveaway
[106] steam
[106] team
[106] offering

Top Words in Tweet in G6:
[98] #stem
[79] womenscienceday
[72] women
[63] day
[58] girls
[55] science
[53] international
[43] #womeninscience
[31] today
[30] #girlsinscience

Top Words in Tweet in G7:
[80] #stem
[19] amazing
[17] #primarystemchat
[14] fimorrison2
[14] design
[14] students
[14] know
[14] space
[14] dailystem
[13] club

Top Words in Tweet in G8:
[103] #stem
[66] 11defebreroes
[59] #11f2021
[55] carreras
[53] reto
[52] cómo
[51] os
[49] #científicas
[48] semana
[48] llena

Top Words in Tweet in G9:
[127] women
[121] day
[121] girls
[119] international
[119] science
[117] educationgovuk
[113] physics
[113] teacher
[113] charlotte
[113] grace

Top Words in Tweet in G10:
[69] science
[57] women
[47] #stem
[34] day
[33] more
[32] girls
[31] international
[28] today
[25] million
[25] celebration

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[985] women,girls
[800] international,day
[798] girls,science
[744] day,women
[366] next,generation
[283] 24,engineering
[281] update,british
[281] british,steel
[281] steel,investing
[281] investing,next

Top Word Pairs in Tweet in G1:
[175] #womeninscience,day
[146] women,girls
[111] day,take
[109] women,scientists
[109] scientists,still
[109] still,underrepresented
[109] underrepresented,struggle
[109] struggle,recognition
[105] recognition,achievements
[105] achievements,#womeninscience

Top Word Pairs in Tweet in G2:
[132] join,cdc
[132] cdc,leaders
[132] leaders,chat
[132] chat,live
[132] live,nasa
[132] nasa,astronauts
[132] astronauts,drs
[132] drs,kate
[132] kate,rubins
[132] rubins,shannon

Top Word Pairs in Tweet in G3:
[76] women,girls
[53] international,day
[50] day,women
[50] girls,science
[19] #stem,#steam
[18] happy,international
[12] #science,#stem
[11] #stem,#womeninscience
[10] #stem,#stemeducation
[10] #womeninscience,#stem

Top Word Pairs in Tweet in G4:
[278] update,british
[278] british,steel
[278] steel,investing
[278] investing,next
[278] next,generation
[278] generation,steelmakers
[278] steelmakers,24
[278] 24,engineering
[278] engineering,apprenticeships
[278] apprenticeships,available

Top Word Pairs in Tweet in G5:
[106] steam,team
[106] team,offering
[106] offering,first
[106] first,huge
[106] huge,#giveaway
[106] #giveaway,2021
[106] 2021,follow
[106] follow,enter
[106] enter,10
[106] 10,winners

Top Word Pairs in Tweet in G6:
[43] international,day
[33] women,girls
[29] girls,science
[28] day,women
[19] today,womenscienceday
[15] day,#women
[11] #women,#girlsinscience
[11] #girlsinscience,reaffirm
[11] reaffirm,#intgenderchampions
[11] #intgenderchampions,commitment

Top Word Pairs in Tweet in G7:
[12] #stem,club
[10] #stem,clubs
[9] girls,#stem
[9] design,thinking
[8] don,miss
[8] miss,week
[8] week,#primarystemchat
[8] #primarystemchat,#stem
[8] clubs,amazing
[8] amazing,fimorrison2

Top Word Pairs in Tweet in G8:
[54] carreras,#stem
[48] cómo,semana
[48] semana,llena
[48] llena,#científicas
[48] #científicas,carreras
[48] #stem,os
[48] os,proponemos
[48] proponemos,reto
[48] reto,#11f2021
[48] #11f2021,ayudáis

Top Word Pairs in Tweet in G9:
[121] women,girls
[119] girls,science
[118] international,day
[118] day,women
[113] science,physics
[113] physics,teacher
[113] teacher,charlotte
[113] charlotte,grace
[113] grace,talks
[111] educationgovuk,international

Top Word Pairs in Tweet in G10:
[31] international,day
[31] day,women
[31] women,girls
[31] girls,science
[27] today,international
[21] first,time
[21] time,more
[21] more,million
[21] million,women
[21] women,work

Top Replied-To
Top Replied-To in Entire Graph:
@fimorrison2
@graverobynz
@do_kinder
@stemsuperheros
@datasciau
@chantalsimonato
@anamillanj
@lizshinn63
@mstewartscience
@kothari_school

Top Replied-To in G1:
@chantalsimonato
@do_kinder
@runelinding
@fiona_newberry
@thatrayklein
@necanet
@braincures
@moringaschool
@droneblocks
@mimphx

Top Replied-To in G2:
@datasciau
@worldskillsbe
@scott_gretchen
@claudiagrossi4
@northropgrumman
@azspacecampgirl

Top Replied-To in G5:
@mstewartscience
@steamteambooks
@ynb

Top Replied-To in G6:
@fao
@womenscienceday
@clairey_s

Top Replied-To in G7:
@fimorrison2
@kothari_school
@rachaellehr
@natedusummit
@noaafish_garfo

Top Replied-To in G8:
@11defebreroes

Top Replied-To in G10:
@angelafifty
@twovizthink
@yotadimitriadi

Top Mentioned
Top Mentioned in Entire Graph:
@jefferson_mfg
@unesco
@nasa
@space_station
@cdcgov
@educationgovuk
@steamteambooks
@womenscienceday
@iconversations
@11defebreroes

Top Mentioned in G1:
@unesco
@minachan77
@ceo_aisoma
@blackwomeninai
@un_women
@fabriziobustama
@tnmoc
@stem_kasapna
@hrfahmedabad
@haroldsinnott

Top Mentioned in G2:
@nasa
@space_station
@cdcgov
@igualtatupc
@youtube
@stemhub_se
@uniofnewcastle
@ifthenshecan
@datasciau
@itvtynetees

Top Mentioned in G3:
@christinafavre
@farmyonder
@kathycordayusa
@easydrawinguide
@lovetheoceans
@frankenbots

Top Mentioned in G4:
@jefferson_mfg
@zenootuk

Top Mentioned in G5:
@steamteambooks
@wonderworkshop
@mixedupfiles
@carlawrites
@mstewartscience
@katyduffield
@mrsbng
@hollypi18008894
@natgeoeducation
@heatherlmont

Top Mentioned in G6:
@womenscienceday
@stemambassadors
@mcstemhub
@sinazerbo
@ebug_uk
@mpi_inno_comp
@begokuia
@brilliantclub
@armycadetsuk
@girls4sdgs

Top Mentioned in G7:
@dailystem
@fimorrison2
@playcraftlearn
@rachaellehr
@stemedmagazine
@google
@youngictexplore
@belouga_
@mindboxindia
@natedusummit

Top Mentioned in G8:
@11defebreroes
@junta_ex
@igualdadjuntaex
@cdamaz
@foraforestech
@uniruniversidad
@onumujeres
@imdea_agua
@junta_economia
@thinkbig_open

Top Mentioned in G9:
@educationgovuk
@ucas_online
@surreyoutreach
@unesco
@isabel_hunt710
@sce_cccu

Top Mentioned in G10:
@thewisecampaign
@catherinemross
@britsciassoc
@scdiyesc
@scienceweekuk
@swanseamad
@googleexpertuk
@amyjcast
@scdinews
@adatheshow

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@sgh_rts
@edinburghwatch
@huskorkut
@ejlazar
@chidambara09
@monicasloves
@cybersec_feeds
@robre62

Top Tweeters in G1:
@sectest9
@edinburghwatch
@huskorkut
@ejlazar
@chidambara09
@monicasloves
@robre62
@femtech_
@mhall55nine
@nieuwemarlean

Top Tweeters in G2:
@wadakashiho
@tess_blue815
@lltwing
@pacificador2040
@windows
@dudette9t9
@meatballmom2
@ukrayan
@cybervenus
@jyotsna2964

Top Tweeters in G3:
@renaissancefai
@breakingnewsit
@laurelworlds
@lanzadigital
@deepprice
@alantonelson
@nine_break
@mcastigarcia
@loveirreverence
@iphoneness

Top Tweeters in G4:
@magicdmw
@thorpelynden
@alfisutton
@rob_kimbell
@scorpiotiger77
@wisteriawitch
@johndmtb
@davey56jones
@mikestockmusic
@gilljames54

Top Tweeters in G5:
@kpheaney
@kimberlilarae
@hydeblizzardbox
@ynb
@ophirgottlieb
@craignewmark
@rexchapman
@liam11113
@jemelehill
@dtdelosh

Top Tweeters in G6:
@ilmessaggeroit
@sheffieldstar
@womened
@scieducation1
@rijean06
@mcgough_p
@lin_anderson
@scottish_water
@nhsengland
@nokia

Top Tweeters in G7:
@bar_zie
@designthinkbot
@flipgrid
@nepabuzz1
@melanie_korach
@google
@edchateu
@sprintbaseb
@edutweetoz
@jc_james_clark

Top Tweeters in G8:
@474ntx4
@slayerrr
@papamoscasgris
@elarcondeclio
@torbe_
@malechi09
@baluarte
@jmariacampanon
@bynzelman
@_mmaryne

Top Tweeters in G9:
@illathhassan
@kenikewahine78
@ravi2010mary
@pitrko
@prancinghound
@timgatt
@alisajidmdp
@stevebakerhw
@hairhofla
@calderdale

Top Tweeters in G10:
@googleexpertuk
@marshacollier
@drumeshprabhu
@wendyeslater
@drpetra
@dr_black
@hibowardere
@charlotteh71
@oldcinemas
@housingfirstuk


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