#stem, Twitter, 4/3/2020 8:32:10 PM, 224360


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#stem_2020-04-03_06-48-28.xlsx
#stem_2020-04-03_06-48-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 03, 2020
Short Description:
#stem via NodeXL https://bit.ly/2w8otgC
@stem_ai
@dailystem
@femtech_
@fem_in_stem
@nasa
@alpha199347812
@qubits_toy
@stemettes
@littlelessons20
@enricomolinari

Top hashtags:
#stem
#science
#mathematics
#steam
#math
#covid19
#learning
#stemeducation
#education

Description:
Description
The graph represents a network of 5,353 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, 03 April 2020 at 13:50 UTC.

The requested start date was Friday, 03 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 3-hour, 52-minute period from Tuesday, 31 March 2020 at 20:08 UTC to Friday, 03 April 2020 at 00:01 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 : 5353
Unique Edges : 6447
Edges With Duplicates : 2161
Total Edges : 8608
Number of Edge Types : 4
Tweet : 1248
MentionsInRetweet : 4783
Mentions : 2446
Replies to : 131
Self-Loops : 1248
Reciprocated Vertex Pair Ratio : 0.0398998330550918
Reciprocated Edge Ratio : 0.0767378391395088
Connected Components : 1017
Single-Vertex Connected Components : 395
Maximum Vertices in a Connected Component : 2450
Maximum Edges in a Connected Component : 5114
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.169814
Graph Density : 0.000217422749128285
Modularity : 0.716024
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 5,353 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, 03 April 2020 at 13:50 UTC.

The requested start date was Friday, 03 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 3-hour, 52-minute period from Tuesday, 31 March 2020 at 20:08 UTC to Friday, 03 April 2020 at 00:01 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:
[28] https://clicktotweet.com/fnDu7+
[21] https://www.youtube.com/watch?v=2cIdjQiS2ZE&feature=youtu.be

[13] https://www.hack-computer.com/products
[13] https://tgrfoundation.org/designchallenges
[11] https://www.youtube.com/watch?v=sCdyqbFB9KA&feature=youtu.be

[10] https://www.amazon.com/Crayola-Artic-Chemistry-Activities-Educational/dp/B07B958BPR?&_encoding=UTF8&tag=bwcdeals-20&linkCode=ur2&linkId=9181c0b2f8c441087202b6f8b01ded68&camp=1789&creative=9325
[9] https://www.wizardingworld.com/collections/harry-potter-at-home
[8] https://energized.edison.com/meet-our-2020-edison-scholars
[7] https://education.shemaps.com/front/domain_validation?step=1&domain=education.shemaps.com&url=https://education.shemaps.com/liveinorbit
[7] https://www.imagineersteam.com/blog/stem-teacher-summit-2020

Top URLs in Tweet in G1:
[4] http://sites.ieee.org/r2/
[4] http://irvineia.wix.com/the-orlando-file
[3] https://www.aeroproinflight.com/post/video-lesson-aviation-weather-basics-for-pilots
[3] https://twitter.com/littlelessons20/status/1245237004318707713
[3] https://mystemtime.com/assessment-videos
[2] https://bit.ly/39bhFNL
[2] http://bit.ly/2uI6ywL
[2] https://conta.cc/2UTi15M
[2] http://bit.ly/2JoP24e
[2] https://www.youtube.com/watch?v=jo-aPEH7pIo


Top URLs in Tweet in G2:
[10] https://www.amazon.com/Crayola-Artic-Chemistry-Activities-Educational/dp/B07B958BPR?&_encoding=UTF8&tag=bwcdeals-20&linkCode=ur2&linkId=9181c0b2f8c441087202b6f8b01ded68&camp=1789&creative=9325
[4] https://twitter.com/djkracing/status/1245077253270241290
[4] https://www.bbc.co.uk/bitesize/topics/zkgg87h/articles/zydxmnb
[4] https://firetech.outgrow.us/firetech-6
[4] https://bit.ly/2X5Ln3B
[3] https://www.facebook.com/sciencespacewollongong/videos/217695902822593/
[3] https://www.youtube.com/watch?v=PASSRCxMfVU&feature=youtu.be

[3] https://chelseamamma.co.uk/celebrating-british-science-week-with-kidnoculars-from-learning-resources/
[3] https://buff.ly/2ULiAOJ
[2] https://bluestudios.us16.list-manage.com/subscribe?u=114fcd9f31fc098ab61ab1c58&id=dc8de31790

Top URLs in Tweet in G3:
[10] https://www.hack-computer.com/products
[5] https://womenlovetech.com/28-inspirational-women-making-waves-in-stem/
[4] https://www.makerpedia.info/events
[4] https://calililiindies.com/2020/03/14/cells-have-walls-that-talk-dont-they-socialdistancing-covid19-the-two-main-characters-in-my-movie-are-never-in-the-same-room-cali-lili/
[3] https://www.google.co.uk/amp/s/www.rte.ie/amp/1073370/
[3] https://www.internationalwomensday.com/Activity/7213/13-Women-in-STEM-Who-Changed-the-World
[3] http://www.vukgroup.com/
[2] https://sciencenode.org/feature/Paths
[2] to
[2] HPC

Top URLs in Tweet in G4:
[28] https://clicktotweet.com/fnDu7+
[6] https://www.imagineersteam.com/blog/stem-teacher-summit-2020
[5] http://www.scic-conference.com
[4] http://dailystem.com/resources/
[4] https://view.flodesk.com/pages/5e810a12ee06f00026d5ee27
[3] https://sites.google.com/site/greatercincystem/family-stem-cards
[3] http://dailystem.com
[3] https://twitter.com/dailystem/status/1245757715328237574
[3] https://cmun.it/0xwps6
[3] https://woobox.com/h2nzgb/mfks1x

Top URLs in Tweet in G5:
[5] https://www.gtech.co.uk/ventilators
[3] https://rpf.io/home
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224089
[2] https://interestingengineering.com/23-stem-books-to-make-science-and-engineering-fun-for-kids
[1] http://ow.ly/9t9a50z1q71
[1] https://twitter.com/Droit_IA/status/1245005949221437440
[1] https://aironusa.com/products/ventilation/pneuton-model-a-ventilator/
[1] https://twitter.com/Ford/status/1244758930791763968
[1] https://www.raspberrypi.org/blog/using-raspberry-pi-for-deeper-learning-in-education/
[1] https://twitter.com/rhys_the_davies/status/1245725394885578753

Top URLs in Tweet in G6:
[9] https://www.wizardingworld.com/collections/harry-potter-at-home
[7] https://codeguppy.com/
[4] https://www.icerobotics.in/
[3] https://www.hack-computer.com/products
[3] https://www.iceducation.ca/
[3] https://www.teckedin.com/
[1] http://ow.ly/kR9D50z23z4
[1] http://www.worldbackupday.com/
[1] http://ow.ly/ZGkA50z3blR
[1] http://ow.ly/X1Vn50z22ZR

Top URLs in Tweet in G7:
[3] https://tinyurl.com/wqb2bhr
[2] https://tinyurl.com/yx674as6
[1] https://woobox.com/h2nzgb/mfrbk3
[1] https://twitter.com/JohnMPowell1/status/1243675654857478145
[1] https://woobox.com/of2jgu/mfuvf2
[1] https://youtu.be/LTXTeAt2mpg
[1] https://www.vubblepop.com/share?v=129158&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience
[1] https://tinyurl.com/wdphrcw
[1] https://tinyurl.com/whxgz38
[1] https://www.vubblepop.com/share?v=129046&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience

Top URLs in Tweet in G8:
[2] https://inl.gov/inl-initiatives/education/k-12-stem/resource-library/
[1] https://www.koaa.com/news/coronavirus/nasa-offers-tons-of-at-home-activities-for-children-home-from-school
[1] https://www.youtube.com/watch?v=SkoW2Icxufg&feature=youtu.be

[1] https://twitter.com/yarinaut/status/1245091416730198016
[1] https://go.nasa.gov/2warZHw
[1] https://inl.gov/mars-2020/
[1] http://hubblesite.org/image/3800/wall_murals
[1] https://paper.li/e-1495998062?edition_id=f8a17cf0-7514-11ea-b977-0cc47a0d15fd
[1] https://www.nasa.gov/
[1] http://www.nasa.gov/image-feature/rosette-nebula-gives-birth-to-stars#.XoYLroqTlS0.twitter

Top URLs in Tweet in G9:
[4] https://www.sciencefix.co.uk/category/practicals/
[2] https://twitter.com/seanbattystv/status/1245258216340099079
[1] https://classroom.littlebits.com/kits/educator-quick-start-guide?utm_content=118075977&utm_medium=social&utm_source=twitter&hss_channel=tw-20063792
[1] https://hubs.ly/H0nwcR90
[1] https://hubs.ly/H0nJwtx0
[1] https://www.teq.com/news/bringing-stem-home?utm_content=122347666&utm_medium=social&utm_source=twitter&hss_channel=tw-20063792

Top URLs in Tweet in G10:
[13] https://tgrfoundation.org/designchallenges
[6] https://youtu.be/mLPiG3_o5hM?linkId=84245101
[6] http://iconversations.biz/DeniseMPulliam.aspx
[5] http://iconversations.biz/denisempulliam.aspx
[2] https://developer.ibm.com/dwblog/2017/chatbots-for-good/?social_post=1437031168&linkId=49633296
[2] https://www.youtube.com/watch?v=_2ihX7ztq_4&feature=youtu.be

[1] https://lnkd.in/e5aBCGi
[1] https://www.linkedin.com/slink?code=erT4aJC
[1] https://twitter.com/iConversations/status/1204705671763124225/photo/1
[1] http://cquiz.com.ng

Top Domains
Top Domains in Tweet in Entire Graph:
[310] twitter.com
[124] youtube.com
[123] bit.ly
[50] co.uk
[43] tes.com
[37] buff.ly
[35] ow.ly
[33] youtu.be
[30] instagram.com
[28] clicktotweet.com

Top Domains in Tweet in G1:
[68] twitter.com
[22] bit.ly
[11] instagram.com
[11] youtube.com
[7] co.uk
[6] youtu.be
[5] ieee.org
[4] ow.ly
[4] buff.ly
[4] linkedin.com

Top Domains in Tweet in G2:
[24] twitter.com
[18] bit.ly
[14] co.uk
[10] amazon.com
[10] lnkd.in
[9] buff.ly
[8] youtube.com
[7] pinterest.com
[5] instagram.com
[5] zpr.io

Top Domains in Tweet in G3:
[18] twitter.com
[13] bit.ly
[11] hack-computer.com
[6] co.uk
[5] womenlovetech.com
[5] coruzant.com
[5] calililiindies.com
[4] makerpedia.info
[4] bah.com
[3] internationalwomensday.com

Top Domains in Tweet in G4:
[28] clicktotweet.com
[20] woobox.com
[9] twitter.com
[7] dailystem.com
[6] scic-conference.com
[6] imagineersteam.com
[4] youtube.com
[4] buff.ly
[4] flodesk.com
[3] google.com

Top Domains in Tweet in G5:
[5] co.uk
[4] twitter.com
[3] rpf.io
[2] bit.ly
[2] nodexlgraphgallery.org
[2] interestingengineering.com
[1] ow.ly
[1] aironusa.com
[1] raspberrypi.org
[1] electromaker.io

Top Domains in Tweet in G6:
[9] wizardingworld.com
[7] eduporium.com
[7] codeguppy.com
[4] ow.ly
[4] icerobotics.in
[3] hack-computer.com
[3] iceducation.ca
[3] teckedin.com
[2] bit.ly
[1] worldbackupday.com

Top Domains in Tweet in G7:
[19] tinyurl.com
[7] vubblepop.com
[6] twitter.com
[2] woobox.com
[1] youtu.be
[1] imagineersteam.com

Top Domains in Tweet in G8:
[5] nasa.gov
[3] inl.gov
[2] twitter.com
[2] issuu.com
[2] ift.tt
[1] koaa.com
[1] youtube.com
[1] hubblesite.org
[1] paper.li
[1] dailystem.com

Top Domains in Tweet in G9:
[4] co.uk
[2] hubs.ly
[2] twitter.com
[1] littlebits.com
[1] teq.com

Top Domains in Tweet in G10:
[13] tgrfoundation.org
[11] iconversations.biz
[6] youtu.be
[2] ibm.com
[2] youtube.com
[2] twitter.com
[1] lnkd.in
[1] linkedin.com
[1] com.ng
[1] shape.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3657] stem
[390] science
[251] mathematics
[215] steam
[209] math
[180] covid19
[156] learning
[152] stemeducation
[152] education
[132] physics



Top Hashtags in Tweet in G1:
[427] stem
[48] science
[28] education
[27] stemeducation
[23] steam
[17] covid19
[16] edtech
[15] engineering
[12] homeschooling
[11] teachers

Top Hashtags in Tweet in G2:
[366] stem
[33] science
[13] homeschool
[13] teachers
[12] learning
[12] distancelearning
[12] stemed
[11] edtech
[10] tbt
[10] steam

Top Hashtags in Tweet in G3:
[210] stem
[88] womeninstem
[32] womenintech
[20] engineering
[18] covid19
[15] tech
[14] steam
[13] science
[12] womenshistorymonth
[12] madetohack

Top Hashtags in Tweet in G4:
[267] stem
[64] edfinchat
[40] coding
[38] covid19
[34] distancelearning
[34] remotelearning
[31] robotics
[30] steam
[29] wwvirtualsummit
[16] stemmovies

Top Hashtags in Tweet in G5:
[80] stem
[44] futureofwork
[39] ai
[35] robotics
[22] ml
[22] hr
[12] robots
[10] edtech
[8] humans
[8] marketing

Top Hashtags in Tweet in G6:
[63] stem
[20] cybersecurity
[19] science
[19] robotics
[15] engineering
[14] coding
[13] programmer
[13] javascript
[12] infosec
[11] html

Top Hashtags in Tweet in G7:
[73] stem
[66] freestuff
[39] sharktank
[24] stemed
[24] stemeducation
[23] science
[19] onlinelearning
[13] video
[12] educational
[7] covid19

Top Hashtags in Tweet in G8:
[40] stem
[21] space
[16] beanastronaut
[7] nasa
[6] atoms
[5] xplorespace
[4] inspiration
[4] science
[3] distancelearning
[3] covidー19

Top Hashtags in Tweet in G9:
[99] stem
[8] science
[6] homeschool
[5] steam
[4] remotelearning
[4] primaryrocks
[3] sundaythoughts
[3] cool
[3] wednesdaywisdom
[2] blog

Top Hashtags in Tweet in G10:
[175] stem
[121] math
[120] science
[116] mathematics
[116] physics
[116] ibmq
[116] ibmquantum
[84] infosec
[84] cybersecurity
[37] ibm

Top Words
Top Words in Tweet in Entire Graph:
[4739] Words in Sentiment List#1: Positive
[1066] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[125679] Non-categorized Words
[131484] Total Words
[3638] #stem
[567] home
[416] stem
[409] learning
[388] #science

Top Words in Tweet in G1:
[427] #stem
[66] ø
[50] stem
[48] #science
[48] ù
[46] home
[44] science
[36] students
[35] more
[34] learning

Top Words in Tweet in G2:
[362] #stem
[71] home
[57] stem
[39] students
[37] learn
[37] learning
[33] more
[32] #science
[32] kids
[32] science

Top Words in Tweet in G3:
[206] #stem
[88] #womeninstem
[58] sensor
[50] women
[44] stemettes
[43] more
[42] home
[40] girls
[33] see
[32] #womenintech

Top Words in Tweet in G4:
[267] #stem
[125] dailystem
[113] learning
[81] learn
[69] stem
[66] free
[65] kids
[64] #edfinchat
[61] hey
[57] join

Top Words in Tweet in G5:
[80] #stem
[39] enricomolinari
[39] #ai
[35] #robotics
[28] machine
[28] wef
[26] need
[25] #futureofwork
[24] ronald_vanloon
[22] stop

Top Words in Tweet in G6:
[63] #stem
[30] angelicagallegs
[30] yukarikingdom18
[30] mhall55nine
[30] eoff_sylvia
[25] arnabch01
[25] montynishimura
[25] bperrionni
[25] semicvet50
[25] brindusab1

Top Words in Tweet in G7:
[79] qubits_toy
[73] #stem
[68] tag
[67] friends
[66] #freestuff
[44] biggest
[44] giveaway
[44] shark
[44] tank
[44] entrepreneurs

Top Words in Tweet in G8:
[48] nasa
[40] #stem
[33] entertain
[32] home
[24] children
[22] thank
[22] online
[21] #space
[18] yarinaut
[18] kids

Top Words in Tweet in G9:
[96] #stem
[83] fun
[78] paper
[76] day
[76] lets
[76] go
[76] love
[76] planes
[76] activity
[76] exploring

Top Words in Tweet in G10:
[175] #stem
[121] #math
[120] #science
[116] #mathematics
[116] #physics
[116] #ibmq
[116] #ibmquantum
[116] scientists
[116] driving
[84] #infosec

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[201] #science,#stem
[147] #stem,#steam
[124] #stem,#physics
[123] #mathematics,#science
[123] #physics,#ibmq
[123] #ibmq,#ibmquantum
[123] #math,scientists
[123] scientists,driving
[122] #mathematics,#satexam
[122] #satexam,#actexam

Top Word Pairs in Tweet in G1:
[25] ø,ø
[24] ø,ù
[22] ù,ø
[18] #stem,#stemeducation
[16] #science,#stem
[16] #stem,#steam
[10] #stem,#science
[10] ù,ù
[8] #stem,cell
[7] #stem,#edtech

Top Word Pairs in Tweet in G2:
[14] great,news
[13] home,easier
[12] home,learning
[12] news,mums
[12] mums,dads
[12] launched,downloadable
[12] downloadable,stem
[12] stem,lesson
[12] lesson,plans
[12] plans,make

Top Word Pairs in Tweet in G3:
[29] built,fart
[29] fart,sensor
[29] sensor,arduino
[29] arduino,locked
[29] locked,home
[29] home,used
[29] used,mq
[29] mq,135
[29] 135,sensor
[29] sensor,alcohol

Top Word Pairs in Tweet in G4:
[51] hey,parents
[45] dailystem,hey
[40] free,virtual
[40] virtual,summit
[39] wonderworkshop's,free
[37] summit,april
[37] april,17
[37] join,register
[37] register,learn
[36] signed,wonderworkshop's

Top Word Pairs in Tweet in G5:
[22] stop,machine
[22] machine,taking
[22] taking,job
[22] job,need
[22] need,key
[22] key,skills
[22] skills,wef
[22] wef,#ai
[22] #ai,#ml
[22] #ml,#stem

Top Word Pairs in Tweet in G6:
[30] angelicagallegs,yukarikingdom18
[30] yukarikingdom18,mhall55nine
[30] mhall55nine,eoff_sylvia
[25] eoff_sylvia,montynishimura
[25] montynishimura,bperrionni
[25] bperrionni,semicvet50
[25] semicvet50,brindusab1
[25] brindusab1,ritacobix
[20] arnabch01,angelicagallegs
[16] #science,#stem

Top Word Pairs in Tweet in G7:
[66] #freestuff,tag
[66] tag,friends
[44] biggest,giveaway
[44] giveaway,shark
[44] shark,tank
[44] tank,entrepreneurs
[44] entrepreneurs,#freestuff
[37] #sharktank,#stem
[29] friends,itâ
[24] ht,letstalkscience

Top Word Pairs in Tweet in G8:
[18] struggling,entertain
[18] entertain,primary
[18] primary,school
[18] school,aged
[18] aged,children
[18] children,very
[18] very,saturnsheila
[18] saturnsheila,running
[18] running,interactive
[18] interactive,online

Top Word Pairs in Tweet in G9:
[76] day,lets
[76] lets,go
[76] love,paper
[76] paper,planes
[76] planes,fun
[76] fun,#stem
[76] #stem,activity
[76] activity,exploring
[76] exploring,air
[76] air,resistance

Top Word Pairs in Tweet in G10:
[116] #mathematics,#science
[116] #science,#stem
[116] #stem,#physics
[116] #physics,#ibmq
[116] #ibmq,#ibmquantum
[116] #math,scientists
[116] scientists,driving
[81] #ibmquantum,#cybersecurity
[81] #cybersecurity,#infosec
[76] thomas_harrer,#mathematics

Top Replied-To
Top Replied-To in Entire Graph:
@qubits_toy
@shirky17
@shropshiresbm
@mtnviewes
@angelicagallegs
@cwildmancpa
@dailystem
@danieleoberg
@marinella_maria
@jk_rowling

Top Replied-To in G1:

Top Replied-To in G2:
@countrychildmag
@firetechcamp

Top Replied-To in G3:
@mamtasinghal2
@pfizercareers

Top Replied-To in G4:
@shirky17
@shropshiresbm
@danieleoberg
@cwildmancpa
@dailystem
@wcswarhawks
@mrsbhundley
@jakedilly4
@imsouthern
@mssadsclass

Top Replied-To in G5:
@aironcorp

Top Replied-To in G6:
@angelicagallegs
@marinella_maria
@jk_rowling

Top Replied-To in G7:
@qubits_toy
@mtnviewes
@meghanmccain

Top Replied-To in G8:
@nasa

Top Replied-To in G9:
@seanbattystv

Top Mentioned
Top Mentioned in Entire Graph:
@dailystem
@_eylem_99
@thomas_harrer
@littlelessons20
@wonderworkshop
@qubits_toy
@ibm
@letstalkscience
@nasa
@tesresources

Top Mentioned in G1:
@ciulinaru49
@newmonklandps

Top Mentioned in G2:
@twycrosszoo
@bluestudios_io
@inventorshof
@wonderworkshop
@lruk
@chelseamamma
@un
@unescobrasil
@leanpub
@newspace_hub

Top Mentioned in G3:
@stemettes
@the_ywl
@arduino
@bhavicodey
@womeninstemau
@flipgrid
@madetohack
@skypescientist
@tsmn_tstvmedia
@mit

Top Mentioned in G4:
@dailystem
@wonderworkshop
@instructables
@farkasstem
@imagineersteam
@flipaclip
@shannonmmiller
@shirky17
@jsnhubbard

Top Mentioned in G5:
@wef
@ronald_vanloon
@enricomolinari
@raspberry_pi
@jamesvgingerich
@mashable
@bbcclick
@intengineering
@osventilator
@acrtcohs

Top Mentioned in G6:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@arnabch01
@montynishimura
@bperrionni
@semicvet50
@brindusab1
@ritacobix

Top Mentioned in G7:
@qubits_toy
@letstalkscience
@epnwilliams
@johnford233
@jbooth2018
@mustanghope08
@bravojunkeee
@abcnews
@scishow
@cbcthenational

Top Mentioned in G8:
@nasa
@yarinaut
@saturnsheila
@royalastrosoc
@ausspaceagency
@inl
@dailystem
@mackinmaker
@xplorespacemag
@sacnas

Top Mentioned in G9:
@littlelessons20
@tomhall
@seanbattystv
@hdanchiano
@dannynic
@rubegoldberg
@otis4educators
@stfrancisoa
@muiredgeprimary
@michelleacet

Top Mentioned in G10:
@thomas_harrer
@ibm
@iconversations
@myphdresearch
@captechu
@topcybernews
@blackhairsalons
@tgrfound
@tigerwoods

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@cowboyscifibot
@dichristine
@huskorkut
@robre62
@edinburghwatch
@british_airways
@marionspekker
@monicasloves
@ejlazar

Top Tweeters in G1:
@cybertaters
@jamestown502
@lauriemit
@iancpirvine
@wwday3
@shauncoffey
@pa
@anthonykovloski
@homesatmetacoda
@scottturneruon

Top Tweeters in G2:
@chidambara09
@thehill
@tracyknixon
@citizentvkenya
@mellysocks
@myloc_tracker
@indiegameguys
@emmav6
@chelseamamma
@startupbulletin

Top Tweeters in G3:
@femtech_
@hackneywick
@ajiro_s
@flipgrid
@calililiindies
@bluepurplemusic
@marieclaire
@joblify_app
@womencodersbot
@dimasdw

Top Tweeters in G4:
@natmmom
@areck0001
@designthinkbot
@wfaa
@gigabytemag
@gdorn1
@realmeateater
@margaretimecs
@bowley115
@sgudlaug

Top Tweeters in G5:
@annemariayritys
@businessinsider
@edwardcalame
@fintechna
@marshacollier
@nicochan33
@mashable
@gezgintrk
@shicooks
@drumeshprabhu

Top Tweeters in G6:
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@mhall55nine
@nieuwemarlean
@jilliemary
@marienassar_
@aaroncuddeback
@cybersec_feeds

Top Tweeters in G7:
@guardian
@momsfocus
@foxnews
@nytimes
@cnbc
@abc
@abcnews
@lavesq
@janagram80
@msnbc

Top Tweeters in G8:
@lcby
@genejm29
@e_plahov
@lunarheritage
@mrios5
@stelle_lune
@tusharmarghade
@libertarican
@adamonzon
@nasa

Top Tweeters in G9:
@besleybean
@sajadah
@crystalmoon1ba
@dannynic
@tomhall
@hdanchiano
@mitchellmoffatt
@seanbattystv
@riosupt
@littlebits

Top Tweeters in G10:
@calcaware
@lalate
@instyle
@websecurityit
@iconversations
@cybersecurityn8
@topcybernews
@shape_magazine
@jesirok
@blackhairsalons


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