#stem, Twitter, 3/17/2023 1:42:51 PM, 291429


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#stem_2023-03-17_06-26-43.xlsx
#stem_2023-03-17_06-26-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 17, 2023
Short Description:
#stem via NodeXL https://bit.ly/3LwysAW
@nasa
@scienceweekuk
@usedgov
@nsf
@gdahlby
@cia
@waterrokit
@cudy_id
@mstewartscience
@eli_krumova

Top hashtags:
#stem
#science
#steam
#education
#ai
#womeninstem
#stemeducation
#verkiezingen15maart
#coding
#technology

Description:
Description
The graph represents a network of 5,935 Twitter users whose recent tweets contained "#stem", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:36 UTC.

The tweets in the network were tweeted over the 3274-day, 10-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 17 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5935
Unique Edges : 4565
Edges With Duplicates : 7610
Total Edges : 12175
Number of Edge Types : 9
Retweet : 2825
MentionsInRetweet : 4548
MentionsInQuote : 404
Mentions : 2293
Tweet : 1403
Quote : 183
Replies to : 191
MentionsInReplyTo : 324
MentionsInQuoteReply : 4
Self-Loops : 2035
Reciprocated Vertex Pair Ratio : 0.0534351145038168
Reciprocated Edge Ratio : 0.101449275362319
Connected Components : 1352
Single-Vertex Connected Components : 516
Maximum Vertices in a Connected Component : 1776
Maximum Edges in a Connected Component : 5153
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 9.179271
Graph Density : 0.000184165670735291
Modularity : 0.546569
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,935 Twitter users whose recent tweets contained "#stem", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:36 UTC.

The tweets in the network were tweeted over the 3274-day, 10-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 17 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[40] https://twitter.com/SBergsma/status/1635950728496791553/photo/1
[24] https://twitter.com/CherThomson14/status/1636068692369735681/photo/1
[18] https://frugalfun4boys.com/awesome-stem-challenges/
[14] https://lydialukidis.wordpress.com/2023/03/15/author-melissa-stewart-on-expository-nonfiction-plus-a-giveaway/
[12] https://twitter.com/iTeach_Wales/status/1636049362542379036/photo/1
[12] https://twitter.com/siri0714/status/1636434794924916746/photo/1
[11] https://www.edutopia.org/article/stem-teaching-tools-all-classrooms
[10] https://twitter.com/TabanSharifi/status/1636031162857705472/photo/1
[9] https://www.booklistonline.com/Focus-on-STEM-Women-s-History-Month-Suen-Anastasia/pid=9777848
[9] https://www.amazon.com/hz/wishlist/ls/2NK5PGHHY36YC?ref_=wl_share

Top URLs in Tweet in G1:
[4] https://amzn.to/3Z5d49W
[4] https://twitter.com/DuFiefDragons/status/1636145420991619073/photo/1
[4] https://twitter.com/Burleywoodheadp/status/1636315523498614785/photo/1
[4] https://twitter.com/HtfsBerwick/status/1636013260947243010/photo/1
[4] https://twitter.com/BWPrimary/status/1636421597199253512/photo/1
[4] https://twitter.com/BWPrimary/status/1636422066315378691/photo/1
[4] https://twitter.com/blackgirlsnstem/status/1636385474297356295/photo/1
[4] https://twitter.com/HenRyCreated/status/1636407447366828033/photo/1
[4] https://twitter.com/rupeleMX/status/1636065442560196610/photo/1
[4] https://twitter.com/rupeleMX/status/1636017490768822272/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/holy_nursery/status/1636069167836086272/photo/1
[4] https://twitter.com/whitdale_ps/status/1636381919737937923/photo/1
[4] https://twitter.com/whitdale_ps/status/1636446521196437504/photo/1
[4] https://twitter.com/whitdale_ps/status/1636454426159226893/photo/1
[4] https://twitter.com/KSGscience/status/1636034368819830786/photo/1
[4] https://twitter.com/KSGJunior/status/1636346959324643329/photo/1
[4] https://twitter.com/WjgsS/status/1636376912997257217/photo/1
[4] https://twitter.com/WjgsS/status/1636018764356497410/photo/1
[4] https://twitter.com/ERCL4/status/1636427217348468736/photo/1
[4] https://twitter.com/allsaintsps/status/1636048054838087681/photo/1

Top URLs in Tweet in G3:
[7] https://www.aises.org/news/events/region-7-conference
[4] https://twitter.com/usedgov/status/1636065103324798976/photo/1
[4] https://twitter.com/KatzenbachNJSD/status/1635700122725089282/photo/1
[4] https://twitter.com/PamRountree/status/1636462610559148045/photo/1
[3] https://twitter.com/KWolffFRSD/status/1636438622684495896/photo/1
[2] https://twitter.com/LearningUNDFTD/status/1636085906594582528/photo/1
[2] https://sharemylesson.com/vc2023
[2] https://twitter.com/DrKLBowen/status/1635078877499514880/photo/1
[2] https://www.amazon.com/Chromebook-Guide-Google-Linux-thousand/dp/B09ZF8VDW1/ref=mp_s_a_1_17?keywords=Chromebook+Guide&qid=1678976927&sr=8-17
[1] https://twitter.com/katie_enman/status/1636170237165928448/photo/1

Top URLs in Tweet in G4:
[4] https://twitter.com/CIA/status/1636433728057557012/photo/1
[2] https://twitter.com/CIA/status/1635772490050854912/photo/1
[2] https://go.usa.gov/K6M9
[1] https://twitter.com/CIA/status/1636140201276784640/photo/1
[1] https://twitter.com/CIA/status/1635644852640661506/photo/1
[1] https://beta.nsf.gov/tip/updates/celebrating-one-year-tip?sf175943031=1
[1] https://twitter.com/NSF/status/1636385733635375107/photo/1
[1] https://www.afosrstem.org/academy
[1] https://twitter.com/GMUDigitalInnov/status/1635773417193447425/photo/1
[1] https://twitter.com/Women_Rio20/status/1636420998219333632/photo/1

Top URLs in Tweet in G5:
[7] https://www.amazon.com/dp/1492078190?tag=zippylab-20&linkCode=osi&th=1&psc=1
[5] https://iconversations.biz/denisempulliam.aspx
[4] https://www.mltut.com/best-free-online-courses-for-machine-learning-and-ai/
[4] https://statanalytica.com/blog/statistics-for-data-science/
[4] https://www.amazon.com/Pragmatic-Machine-Learning-Python-Production/dp/938984536X?_encoding=UTF8&qid=&sr=&linkCode=sl1&tag=kirkdborne-20&linkId=7c6c18f98f3ca18f633f52d573932705&language=en_US&ref_=as_li_ss_tl
[4] https://www.datacamp.com/tracks/data-scientist-with-python
[4] https://www.youtube.com/watch?v=LlKAna21fLE

[4] https://pub.towardsai.net/how-much-math-do-i-need-in-data-science-d05d83f8cb19
[4] https://twitter.com/Eli_Krumova/status/1565337228393398274/photo/1
[4] https://twitter.com/Eli_Krumova/status/1556680008411893760/photo/1

Top URLs in Tweet in G6:
[14] https://lydialukidis.wordpress.com/2023/03/15/author-melissa-stewart-on-expository-nonfiction-plus-a-giveaway/
[9] https://www.booklistonline.com/Focus-on-STEM-Women-s-History-Month-Suen-Anastasia/pid=9777848
[3] https://twitter.com/UrbanMuseWriter/status/1636113299098988546
[2] https://www.kidlit.tv/2023/03/on-the-look-out-for-kids-books-spring-2023/
[2] https://fromthemixedupfiles.com/stem-tuesday-math-in-the-classroom/
[2] https://twitter.com/PatriciaNewman/status/1636366713095692289/photo/1
[1] https://twitter.com/mstewartscience/status/1635601380374093826/photo/1
[1] https://twitter.com/mstewartscience/status/1636328204930539523/photo/1
[1] https://twitter.com/mstewartscience/status/1636095461105729536/photo/1
[1] https://twitter.com/mstewartscience/status/1636176455024488455/photo/1

Top URLs in Tweet in G7:
[18] https://frugalfun4boys.com/awesome-stem-challenges/
[10] https://www.edutopia.org/article/stem-teaching-tools-all-classrooms
[5] https://www.sciencebuddies.org/engineering-challenge?utm_source=TW&utm_medium=social&utm_campaign=engineering-challenge&utm_content=submissionwindow
[4] https://twitter.com/AdamHillEDU/status/1636198750623236097/photo/1
[4] https://www.aldebaran.com/en/pepper-and-nao-robots-education
[4] https://twitter.com/NaoRobot/status/1636311405459537921/photo/1
[3] https://robotical.io/free-trial/
[3] https://paper.li/PraxisMedHat/1412928780?edition_id=c95e2330-c33b-11ed-967d-fa163e65ae25
[3] https://theconversation.com/what-exactly-is-the-internet-a-computer-scientist-explains-what-it-is-and-how-it-came-to-be-198132?utm_source=twitter&utm_medium=bylinetwitterbutton
[3] https://www.tes.com/magazine/news/secondary/stem-teacher-bursaries-will-continue-scotland-teacher-shortages

Top URLs in Tweet in G8:
[2] https://twitter.com/i/web/status/1635973666696491008
[2] https://twitter.com/roosvanvugt/status/1635973666696491008/video/1
[1] https://twitter.com/Deryaderrrr/status/1636083558342164485/photo/1
[1] https://twitter.com/roosvanvugt/status/1635973666696491008

Top URLs in Tweet in G9:
[5] https://cdn.discordapp.com/attachments/940949500753756191/1085095501017399296/CodeSkool.zip
[4] https://twitter.com/Stemettes/status/1635683523234263041/photo/1
[4] https://twitter.com/USAinUK/status/1636401092119478275/photo/1
[4] https://twitter.com/STEMRussell/status/1635788490834161667/photo/1
[4] https://twitter.com/SuperSansbury/status/1635795006278578177/photo/1
[4] https://twitter.com/HolmewoodOnline/status/1634224007720345600/photo/1
[4] https://twitter.com/HolmewoodOnline/status/1633845263218663424/photo/1
[4] https://twitter.com/donna_mgl/status/1636122367008075779/photo/1
[3] https://twitter.com/FHSRPHead/status/1636357437728112643/photo/1
[3] https://ir.shareaholic.com/e?u=https://www.daddymojo.net/2022/08/consider-the-octopus-silly-nautical-fun-with-an-eco-twist/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1&a=1&s=7

Top URLs in Tweet in G10:
[40] https://twitter.com/SBergsma/status/1635950728496791553/photo/1
[4] https://twitter.com/nl708090wastop/status/1636047158750093312/photo/1
[3] https://twitter.com/CorleoneConrad/status/1636080658962415618/photo/1
[1] https://twitter.com/ovcned/status/1635712814873444369/photo/1
[1] https://twitter.com/ovcned/status/1635870941728354304/photo/1
[1] https://twitter.com/Brigitt29038900/status/1636115405365231616/photo/1
[1] https://twitter.com/thierrybaudet/status/1636042607162712065
[1] https://twitter.com/thierrybaudet/status/1636042607162712065/video/1
[1] https://twitter.com/BackupHerb/status/1635906034370854912/video/1
[1] https://twitter.com/Kevster16040/status/1636030212021297156/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3725] twitter.com
[89] youtube.com
[47] paper.li
[46] amazon.com
[40] co.uk
[27] wordpress.com
[24] facebook.com
[18] frugalfun4boys.com
[18] org.uk
[17] linkedin.com

Top Domains in Tweet in G1:
[692] twitter.com
[13] co.uk
[12] youtube.com
[9] facebook.com
[8] instagram.com
[8] careerarc.com
[6] stemfuse.com
[6] freeastroscience.com
[5] amazon.com
[5] nasa.gov

Top Domains in Tweet in G2:
[268] twitter.com
[8] britishscienceweek.org
[7] org.uk
[5] co.uk
[3] junioreinsteinsscienceclub.com
[2] waterrokit.com
[2] kingsely.org
[1] conradchallenge.org
[1] youtube.com
[1] crestawards.org

Top Domains in Tweet in G3:
[67] twitter.com
[7] aises.org
[6] minimegeology.com
[5] sharemylesson.com
[3] nasa.gov
[3] linkedin.com
[3] amazon.com
[2] prnewswire.com
[2] sciencefriday.com
[2] sciencebuddies.org

Top Domains in Tweet in G4:
[18] twitter.com
[2] usa.gov
[2] nsf.gov
[1] afosrstem.org
[1] tfaforms.com
[1] eventbrite.com
[1] zoomgov.com
[1] asm.org
[1] ams.org

Top Domains in Tweet in G5:
[187] twitter.com
[21] youtube.com
[20] amazon.com
[8] medium.com
[6] mltut.com
[6] towardsai.net
[6] iconversations.biz
[5] nasa.gov
[4] statanalytica.com
[4] datacamp.com

Top Domains in Tweet in G6:
[37] twitter.com
[14] wordpress.com
[9] booklistonline.com
[3] fromthemixedupfiles.com
[2] kidlit.tv
[1] blogspot.com
[1] 100scopenotes.com
[1] solveitforkids.com
[1] annettewhipple.com
[1] familyeducation.com

Top Domains in Tweet in G7:
[57] twitter.com
[18] frugalfun4boys.com
[10] edutopia.org
[9] paper.li
[8] sciencebuddies.org
[8] definedlearning.com
[6] youtube.com
[5] robotical.io
[4] aldebaran.com
[3] tcea.org

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

Top Domains in Tweet in G9:
[68] twitter.com
[5] discordapp.com
[5] stemettes.org
[3] paper.li
[3] shareaholic.com
[3] dozuki.com
[2] co.uk
[2] codeskool.cc
[2] createeducation.com
[2] t.co

Top Domains in Tweet in G10:
[66] twitter.com
[2] nos.nl

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3670] stem
[326] science
[262] steam
[214] education
[169] ai
[156] womeninstem
[146] stemeducation
[142] verkiezingen15maart
[139] coding
[137] technology



Top Hashtags in Tweet in G1:
[659] stem
[87] science
[45] stemeducation
[45] education
[43] steam
[23] womeninstem
[21] engineering
[21] womenshistorymonth
[18] technology
[17] verkiezingen15maart

Top Hashtags in Tweet in G2:
[180] stem
[62] bsw23
[57] science
[49] scienceweek
[36] schools
[34] junioreinsteins
[34] teachers
[31] kids
[29] schooltour
[29] halloween

Top Hashtags in Tweet in G3:
[84] stem
[10] education
[8] 7aises23
[7] piday
[7] technology
[7] indigenous
[7] geology
[6] scicomm
[6] workforcedevelopment
[6] minerals

Top Hashtags in Tweet in G4:
[96] stem
[91] cia
[81] steam
[81] emergingtech
[80] ciasxsw
[58] sxsw2023
[31] sxsw
[3] technology
[2] technical
[2] physics

Top Hashtags in Tweet in G5:
[163] stem
[116] datascience
[115] ai
[98] ml
[97] machinelearning
[94] python
[89] analytics
[78] bigdata
[74] 100daysofcode
[73] iot

Top Hashtags in Tweet in G6:
[71] stem
[24] bookgiveaway
[21] poetry
[19] kidlit
[17] giveaway
[17] winterstorm
[14] picturebooks
[12] nonfiction
[10] womeninstem
[9] scicomm

Top Hashtags in Tweet in G7:
[134] stem
[38] education
[35] edtech
[30] steam
[20] scichat
[19] sel
[18] ai
[17] edchat
[15] teachertwitter
[14] macul23

Top Hashtags in Tweet in G8:
[92] stem
[1] fuckinghoedan
[1] toeslagenschandaal
[1] alleentegendestaat
[1] fsv

Top Hashtags in Tweet in G9:
[62] stem
[13] cryptonews
[13] crypto
[10] steam
[10] scratch
[9] makecode
[9] programming
[9] micropython
[9] stemettesbirthday
[8] microbit

Top Hashtags in Tweet in G10:
[104] stem
[97] verkiezingen15maart
[52] stemfvd
[50] stemzeweg
[46] stemmen
[30] fvd
[26] nederlandkiest
[19] waterschapsverkiezingen
[17] verkiezingen2023
[16] provincialestatenverkiezingen

Top Words
Top Words in Tweet in Entire Graph:
[3669] #stem
[666] stem
[521] students
[447] science
[393] more
[351] today
[328] #science
[302] day
[300] great
[291] women

Top Words in Tweet in G1:
[659] #stem
[134] stem
[87] #science
[74] more
[71] science
[64] women
[51] students
[48] today
[45] #stemeducation
[45] #education

Top Words in Tweet in G2:
[180] #stem
[113] scienceweekuk
[64] science
[62] #bsw23
[57] #science
[49] #scienceweek
[47] week
[37] fun
[36] today
[36] #schools

Top Words in Tweet in G3:
[84] #stem
[38] nasa
[26] students
[22] learn
[20] more
[17] conference
[15] aises
[15] register
[13] day
[13] region

Top Words in Tweet in G4:
[159] cia
[114] thank
[96] #stem
[95] coming
[95] panel
[95] supercharged
[95] spies
[81] #steam
[81] #emergingtech
[80] #ciasxsw

Top Words in Tweet in G5:
[163] #stem
[116] #datascience
[115] #ai
[111] eli_krumova
[98] #ml
[97] #machinelearning
[94] #python
[89] #analytics
[78] #bigdata
[74] #100daysofcode

Top Words in Tweet in G6:
[71] #stem
[48] time
[36] book
[34] author
[33] urbanmusewriter
[31] order
[29] copies
[29] march
[29] surprising
[29] animals

Top Words in Tweet in G7:
[134] #stem
[38] #education
[35] #edtech
[31] students
[30] #steam
[27] fun
[25] science
[24] rdene915
[23] challenges
[20] awesome

Top Words in Tweet in G8:
[92] #stem
[90] dit
[90] ik
[90] krijg
[90] vader
[89] roosvanvugt
[26] met
[25] salaris
[25] schuldeiser
[25] die

Top Words in Tweet in G9:
[62] #stem
[27] microbit_edu
[16] 3d
[15] stemettes
[15] raspberry_pi
[14] code
[14] using
[14] students
[14] projects
[13] run

Top Words in Tweet in G10:
[104] #stem
[97] #verkiezingen15maart
[52] #stemfvd
[50] #stemzeweg
[46] #stemmen
[42] met
[41] dus
[40] man
[40] plek
[40] ralfdkkr

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[159] #stem,#steam
[98] learn,more
[97] supercharged,panel
[97] spies,supercharged
[92] ik,dit
[90] vader,#stem
[90] dit,vader
[90] krijg,ik
[89] roosvanvugt,krijg
[78] #ciasxsw,#stem

Top Word Pairs in Tweet in G1:
[25] #stem,#stemeducation
[20] #science,#stem
[20] learn,more
[18] #stem,#science
[17] #stem,#education
[17] #stem,#steam
[16] science,week
[16] women,stem
[10] #stem,#scitlap
[9] #stemeducation,#stem

Top Word Pairs in Tweet in G2:
[36] #stem,#science
[29] #schools,#teachers
[29] #teachers,#stem
[29] #scienceweek,#schooltour
[29] fun,#junioreinsteins
[29] #halloween,fun
[29] treat,#scienceweek
[29] #schooltour,#halloween
[28] #kids,#schools
[28] science,week

Top Word Pairs in Tweet in G3:
[12] aises,conference
[12] learn,more
[11] region,aises
[11] april,21
[10] conference,held
[10] 21,22
[9] held,robesoncc
[9] robesoncc,april
[8] #stem,#education
[7] nasa,mission

Top Word Pairs in Tweet in G4:
[95] spies,supercharged
[95] supercharged,panel
[81] #stem,#steam
[78] #steam,#emergingtech
[78] #ciasxsw,#stem
[77] support,#cia's
[77] team,coming
[77] coming,support
[77] panel,#ciasxsw
[77] #cia's,spies

Top Word Pairs in Tweet in G5:
[59] #iot,#iiot
[54] #ai,#ml
[41] #iiot,#iotpl
[40] #analytics,#bigdata
[33] #ai,#machinelearning
[33] #iotpl,#iotcl
[27] #datascience,#analytics
[27] #coding,#programming
[24] #programming,#coding
[23] #ml,#machinelearning

Top Word Pairs in Tweet in G6:
[29] surprising,shades
[29] animals,surprising
[29] author,copies
[26] order,before
[26] time,pre
[26] pre,order
[26] still,time
[26] before,official
[26] shades,still
[26] look,author

Top Word Pairs in Tweet in G7:
[21] #education,#edtech
[18] awesome,#stem
[18] challenges,kids
[18] #stem,challenges
[18] kids,inexpensive
[18] 30,awesome
[18] inexpensive,recycled
[18] recycled,materials
[17] frugal,fun
[17] materials,frugal

Top Word Pairs in Tweet in G8:
[90] krijg,ik
[90] ik,dit
[90] dit,vader
[90] vader,#stem
[89] roosvanvugt,krijg
[25] staat,salaris
[25] met,schuldeiser
[25] moeder,die
[25] probeert,regeling
[25] treffen,met

Top Word Pairs in Tweet in G9:
[12] 3d,printer
[11] raspberry_pi,pico
[9] code,adventure
[9] #stem,#steam
[8] classroom,weeks
[8] #3dprinter,classroom
[8] printer,loan
[8] #micropython,firmware
[8] adventure,tutorial
[8] #makecode,arcade

Top Word Pairs in Tweet in G10:
[41] #verkiezingen15maart,#stem
[40] goede,plek
[40] hart,goede
[40] man,met
[40] zaken,hart
[40] plek,ralfdkkr
[40] met,kennis
[40] ralfdkkr,dus
[40] kennis,zaken
[40] dus,#verkiezingen15maart

Top Replied-To
Top Replied-To in Entire Graph:
@holy_nursery
@nestle_es
@sigridkaag
@nasa
@vvd
@bcsdschools
@thefrankdomenic
@johnnyneff_
@mentailyiii
@kingstonece

Top Replied-To in G2:
@holy_nursery
@stjosephscp
@olsk_
@bigbangukstem
@redrhino_uk
@wjgss
@scienceweekuk
@eggbucklandcc
@sralibrary_
@stninianspri

Top Replied-To in G3:
@nasa
@kwolfffrsd
@militarydotcom
@usedgov
@powwows
@space_station
@nasastem
@expbysci

Top Replied-To in G5:
@ciotechtalk
@enilev
@joinengatica
@sallyeaves

Top Replied-To in G7:
@mrstemurray

Top Replied-To in G9:
@stemettes
@rakiafinley
@msmakecode

Top Replied-To in G10:
@fvdemocratie
@thierrybaudet
@niewsovernl

Top Mentioned
Top Mentioned in Entire Graph:
@cia
@scienceweekuk
@eli_krumova
@roosvanvugt
@womensrightstw
@odnigov
@nsf
@natreconofc
@nsagov
@nga_geoint

Top Mentioned in G1:
@tcollegedayz
@ten_town
@paadvice
@mayankbajaj1491
@learnxplore
@tutormentorteam
@mystemeducation
@thendifrekeokon

Top Mentioned in G2:
@scienceweekuk
@britsciassoc
@stemlearninguk
@youngstemleader
@eblaeast
@unifiqgames
@bhamdes
@bigbangukstem
@myerscoughcoll

Top Mentioned in G3:
@nasa
@aises
@robesoncc
@usedgov
@sharemylesson
@nasaartemis
@drklbowen
@newjerseydoe
@playcraftlearn
@microsoftedu

Top Mentioned in G4:
@cia
@odnigov
@nsf
@natreconofc
@nsagov
@nga_geoint
@faanews
@women_rio20
@science360
@kpk3p

Top Mentioned in G5:
@eli_krumova
@sourabhskatoch
@gp_pulipaka
@kirkdborne
@iconversations
@datasciencedojo
@smjxjones
@sallyeaves
@thedataprof
@rohanpaul_ai

Top Mentioned in G6:
@urbanmusewriter
@steamteambooks
@mstewartscience
@lydialukidis
@gianferrari_m
@kidlittv_nyc
@randomhousekids
@soaring20spb
@ala_booklist
@rhcbeducators

Top Mentioned in G7:
@rdene915
@tcea
@garym
@birdbraintech
@edutopia
@adamhilledu
@roboticalltd
@sciencebuddies
@isteofficial

Top Mentioned in G8:
@roosvanvugt
@deryaderrrr

Top Mentioned in G9:
@microbit_edu
@raspberry_pi
@stemettes
@create_edu_proj
@hacktronicsin
@alphabalzer
@oglifeogl
@strongnodeedge
@ucantootech
@liamfmurphy

Top Mentioned in G10:
@ralfdkkr
@sbergsma
@backupherb
@ovcned
@niewsovernl
@fvdemocratie
@thierrybaudet
@nl708090wastop
@simonesays123

Top Tweeters
Top Tweeters in Entire Graph:
@tvin270584
@raymond_norman
@renaissancefai
@rjber15
@javascriptd
@jamesroy
@joanisparkles
@pimmaiden
@viriyabot
@birdwriter7

Top Tweeters in G1:
@renaissancefai
@discoverself
@miragenewscom
@gdorn1
@massblogxyz
@swingtradebotuk
@sutekinamiraie
@gridcustomersuk
@jais_george
@thecolumbian

Top Tweeters in G2:
@javascriptd
@labcold
@stillwesendit
@bobehpearson
@charlotte_cymru
@lawriejohnston
@esteban_carrera
@staracademies
@surreylibraries
@nfutweets

Top Tweeters in G3:
@washingtonpost
@lorion
@francoleuzzi
@aftunion
@astronautabby
@prnalert
@nasa
@scifri
@laborradionet
@militarydotcom

Top Tweeters in G4:
@joanisparkles
@koolholio
@trueblue51
@tihtri
@hypnoticomg
@madhavanpallan
@luisandresnieto
@kamilotapiya
@absmom1
@pierre018

Top Tweeters in G5:
@thepixeldevs
@frcretweets
@ssxman2
@franceafrik
@arealhumanname1
@jamesvgingerich
@nicochan33
@shi4tech
@ericserati68
@gvalan

Top Tweeters in G6:
@bbcnews
@rightbuzzradio
@suzygeiger
@lisagemini
@blondepreneur
@sljournal
@jilltataraworld
@sophieriggsby
@poddys
@annielynn215

Top Tweeters in G7:
@sadasemb
@rdene915
@dragofix
@markj_ohnson
@tes
@jarrett_lerner
@ritawirtz
@garym
@un
@edutopia

Top Tweeters in G8:
@chrisinactie
@roosvanvugt
@merlyntje
@zorgenzo
@bwelleweerd
@noej
@fschuurk
@verymetaldev
@sanbent1
@rose_mentink

Top Tweeters in G9:
@jacobussystems
@hubbucket
@hardistymark
@botmagic_22
@philnelson
@heyahermione
@scas
@six20brownie
@gaepol
@kenya

Top Tweeters in G10:
@rpberkhout
@jjdemul
@florantine11
@ingridtuinstra1
@hansdek35828687
@ietjefietje
@libertepaix777
@visseradriaan
@delnos
@roelsipke