ngss, Twitter, 9/16/2020 12:17:38 AM, 235218


FAQ | Problem?

ngss_2020-09-14_23-08-32.xlsx
ngss_2020-09-14_23-08-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2020
Short Description:
ngss via NodeXL https://bit.ly/2GZv6XD
@officialngss
@marcusm04525171
@jp_ngss
@singh_nadi
@cnnbrk
@abc
@_ngss_
@joebiden
@bbcworld
@cnni

Top hashtags:
#ngss
#ngsschat
#science
#stem
#scied
#anildeshmukhsavingssrkillers
#shameonmumbaipolice
#cangss
#nsta

Description:
Description
The graph represents a network of 5,212 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 06:16 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 75-day, 23-hour, 25-minute period from Wednesday, 01 July 2020 at 00:01 UTC to Monday, 14 September 2020 at 23:27 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 : 5212
Unique Edges : 5268
Edges With Duplicates : 11637
Total Edges : 16905
Number of Edge Types : 5
Retweet : 3826
MentionsInRetweet : 5460
Tweet : 2235
Mentions : 3775
Replies to : 1609
Self-Loops : 2340
Reciprocated Vertex Pair Ratio : 0.0638325703073905
Reciprocated Edge Ratio : 0.120004918234354
Connected Components : 881
Single-Vertex Connected Components : 443
Maximum Vertices in a Connected Component : 2927
Maximum Edges in a Connected Component : 13087
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.55196
Graph Density : 0.000299450672046396
Modularity : 0.426547
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,212 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 06:16 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 75-day, 23-hour, 25-minute period from Wednesday, 01 July 2020 at 00:01 UTC to Monday, 14 September 2020 at 23:27 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 : ngss
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:
[19] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[18] https://epiclearning.web.unc.edu/covid/
[14] https://www.openscied.org/remote-learning-adaptations/
[13] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[12] http://stemteachingtools.org/brief/43
[11] http://www.ngss.co.ke
[11] https://www.3dsciencecafe.org/
[9] http://STEMteachingtools.org/link/PDFcollection/
[9] https://teachchemistry.org/professional-development/webinars/ngss-what-materials-are-out-there-to-help
[9] https://www.definedstem.com/blog/project-based-learning-and-standards/

Top URLs in Tweet in G1:
[19] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[14] https://epiclearning.web.unc.edu/covid/
[13] https://www.openscied.org/remote-learning-adaptations/
[11] http://stemteachingtools.org/brief/43
[10] https://www.3dsciencecafe.org/
[9] http://STEMteachingtools.org/link/PDFcollection/
[7] https://www.edutopia.org/article/building-critical-thinkers-combining-stem-history
[6] https://content.sierraclub.org/creative-archive/sites/content.sierraclub.org.creative-archive/files/pdfs/100_96_NavajoGeneratingStation_FactSht_07_low.pdf
[6] http://tinyurl.com/US-GRC-3D
[5] http://stemteachingtools.org/brief/66?s=09

Top URLs in Tweet in G2:
[2] https://twitter.com/Nassrou75/status/1258487716553129986
[2] http://METTEZ.LE.NOM.DES.ARTIST.ES
[2] https://twitter.com/niqita11/status/1292699675372531714
[2] https://twitter.com/netflixfilm/status/1295755622923644929
[1] https://twitter.com/emma2d1/status/1279471850402254848
[1] https://twitter.com/jp_ngss/status/1280226989018882049
[1] https://twitter.com/solarian_queen/status/1280936666723647488
[1] https://twitter.com/shahineze213/status/1283011475217555458
[1] https://twitter.com/mivzita/status/1285276852941139969
[1] https://twitter.com/humansnocontext/status/1287743341996781570

Top URLs in Tweet in G3:
[11] http://www.ngss.co.ke
[2] http://edtechpicks.org/2015/06/themespark-standards-based-rubrics-html/?utm_content=buffer62b7e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://exploration.org/programs/homeschool/new-virtual-science-classes/
[1] https://start-engineering.com/start-engineering-now/2020/3/9/is-k-12-engineering-doomed
[1] https://asknature.org/resource/nature-did-it-first-engineering-through-biomimicry/
[1] http://casite-1131047.cloudaccess.net
[1] https://www.pinterest.com/pin/85849936636347170/
[1] https://twitter.com/sonkisseu/status/1280127479470936071
[1] https://forms.gle/LWRF3JGcZXLaqafR8
[1] https://twitter.com/eunioabear/status/1280316484380758016

Top URLs in Tweet in G4:
[5] https://www.surveymonkey.com/r/CASENGSSPLSurvey
[4] https://sites.uci.edu/ucisp/ngss-certification-program/
[3] https://lacoe.k12oms.org/1542-187125
[3] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/document/d/1PY_2518LTi5Z2Bxb-X99MJqZad5_n_-EAHjPAd9vNxg/copy&followup=https://docs.google.com/document/d/1PY_2518LTi5Z2Bxb-X99MJqZad5_n_-EAHjPAd9vNxg/copy<mpl=docs
[2] https://twitter.com/flabellinajg/status/1280916216849154050
[2] https://twitter.com/thenasem/status/1303710287728705537
[2] https://ngss.sdcoe.net/
[2] https://twitter.com/tylercbritt/status/1294468184695869440
[2] https://ca-eli.org/teachers/ngss-rollout-6-the-power-of-integrating-science-and-environmental-education/
[2] http://events.r20.constantcontact.com/register/event?oeidk=a07eh7h65xs01bcd022&llr=vlphqbdab

Top URLs in Tweet in G5:
[2] https://www.dailywire.com/news/cdc-now-says-face-masks-with-vents-or-valves-dont-prevent-spread-of-coronavirus?utm_source=facebook&utm_medium=social&utm_campaign=benshapiro
[1] https://blogs.scientificamerican.com/voices/george-floyds-autopsy-and-the-structural-gaslighting-of-america/
[1] http://www.magapill.com/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DevA9nkdOhKU&q=EgS4SO-bGIK2gfsFIhkA8aeDS_WMGAzo3HhIBU1atgWKAZ_3PMaWMgFy
[1] https://www.youtube.com/watch?v=b85Dw0R4ipg&feature=youtu.be

[1] https://www.medpagetoday.com/blogs/working-stiff/86913
[1] https://www.washingtonexaminer.com/news/medical-examiner-concludes-george-floyd-didnt-die-of-asphyxia

Top URLs in Tweet in G6:
[2] https://www.youtube.com/watch?v=AxZojlP1nSs&feature=youtu.be

[1] https://twitter.com/shrinivassg/status/1278911557137649664
[1] https://twitter.com/dad_saloni/status/1280193030251663360
[1] https://twitter.com/polimernews/status/1281805402745614337
[1] https://twitter.com/beebomco/status/1301134739013730304
[1] https://www.youracclaim.com/badges/84b58155-ac57-4437-b1ab-f7cae745a567/twitter
[1] https://www.lenovosmartered.com/#/home?utm_source=Twitter&utm_medium=Paid&utm_campaign=Smartered
[1] https://twitter.com/Shahnawaz_JK/status/1296839744035287042
[1] https://twitter.com/i/web/status/1288857470933192704

Top URLs in Tweet in G7:
[2] https://www.savvas.com/index.cfm?locator=PS3bG7&cmpid=7010W000002Xc6VQAS&utm_medium=social&utm_campaign=7010W000002Xc6VQAS&utm_content=ExperienceChemistry&
[1] https://twitter.com/Decorah_MS/status/1301960176162017289
[1] https://www.ngssphenomena.com/ourvoice/2020/3/19/scienceisforeveryone-derecho#disqus_thread
[1] https://my.nsta.org/resource/117948
[1] https://twitter.com/i/web/status/1282643869767794690
[1] https://twitter.com/i/web/status/1287421662040907776
[1] https://twitter.com/i/web/status/1288445246792183810
[1] https://twitter.com/i/web/status/1288559314542755843
[1] https://twitter.com/STEMTeachTools/status/1290743088600809472
[1] https://www.uncoveringstudentideas.org

Top URLs in Tweet in G8:
[5] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-mshs
[4] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-elem
[2] https://teachscience4all.org/2020/07/10/free-chapter-toward-more-equitable-learning-in-science/
[2] https://thewonderofscience.com/
[1] https://twitter.com/i/web/status/1304480894569381890
[1] https://sepuplhs.org/middle/third-edition/simulations/index.html
[1] https://lab-aids.com/blog/distance-learning-lab-aids
[1] https://www.lab-aids.com/blog/creating-community-virtual-classroom
[1] https://www.eventbrite.com/e/ngss-assessment-academy-pt-4-purposeful-ngss-assessment-tickets-118051143147?aff=TwitterAdFREEPD
[1] https://twitter.com/i/web/status/1303454766282932224

Top URLs in Tweet in G9:
[7] https://teachchemistry.org/professional-development/webinars/ngss-what-materials-are-out-there-to-help
[2] https://twitter.com/AppleEDU/status/1295435229134348288
[1] https://findingtheprocess.wordpress.com/2020/09/11/who-is-the-canary-of-your-classroom/
[1] https://twitter.com/i/web/status/1286811281433849856
[1] https://twitter.com/IRIS_EPO/status/1292498723323424768
[1] https://twitter.com/ConcordDotOrg/status/1293547906667094016
[1] https://twitter.com/i/web/status/1295525681179156480
[1] https://twitter.com/NGSSphenomena/status/1299464463490396163
[1] https://twitter.com/i/web/status/1302514884920262656
[1] https://findingtheprocess.wordpress.com/2020/09/05/science-kick-off-using-routines-to-get-started/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1304137979653484545
[1] https://na.eventscloud.com/ehome/index.php?eventid=557827&
[1] https://www.pbs.org/newshour/extra/daily-videos/brainpop-dr-fauci-discusses-young-peoples-role-fighting-coronavirus/

Top Domains
Top Domains in Tweet in Entire Graph:
[1135] twitter.com
[92] google.com
[47] stemteachingtools.org
[43] youtube.com
[38] ngsnavigators.com
[35] nextgenscience.org
[23] tandfonline.com
[18] unc.edu
[18] nsta.org
[17] teacherspayteachers.com

Top Domains in Tweet in G1:
[254] twitter.com
[45] stemteachingtools.org
[38] ngsnavigators.com
[32] google.com
[27] nextgenscience.org
[23] tandfonline.com
[14] unc.edu
[13] openscied.org
[10] nsta.org
[10] 3dsciencecafe.org

Top Domains in Tweet in G2:
[126] twitter.com
[2] artist.es
[1] uquiz.com

Top Domains in Tweet in G3:
[161] twitter.com
[11] co.ke
[5] blogspot.com
[4] google.com
[3] facebook.com
[3] nextgenscience.org
[3] apasseducation.com
[3] instagram.com
[3] edtechpicks.org
[2] pinterest.com

Top Domains in Tweet in G4:
[89] twitter.com
[12] google.com
[5] surveymonkey.com
[4] uci.edu
[3] sdcoe.net
[3] k12oms.org
[3] loom.com
[3] capta.org
[2] ca-eli.org
[2] constantcontact.com

Top Domains in Tweet in G5:
[2] dailywire.com
[1] scientificamerican.com
[1] magapill.com
[1] google.com
[1] youtube.com
[1] medpagetoday.com
[1] washingtonexaminer.com

Top Domains in Tweet in G6:
[6] twitter.com
[2] youtube.com
[1] youracclaim.com
[1] lenovosmartered.com

Top Domains in Tweet in G7:
[16] twitter.com
[5] savvas.com
[5] reddit.com
[4] learninglist.com
[3] uncoveringstudentideas.org
[2] nsta.org
[2] twigeducation.com
[1] ngssphenomena.com
[1] soundcloud.com
[1] openscied.org

Top Domains in Tweet in G8:
[23] twitter.com
[9] tri-association.org
[2] lab-aids.com
[2] eventbrite.com
[2] teachscience4all.org
[2] thewonderofscience.com
[1] sepuplhs.org
[1] instagram.com
[1] ngssphenomena.com
[1] 3dsciencecafe.org

Top Domains in Tweet in G9:
[21] twitter.com
[10] teachchemistry.org
[6] youtube.com
[2] wordpress.com
[2] google.com
[1] stemtradingcards.org
[1] chemedx.org
[1] nationalgeographic.org
[1] instagram.com
[1] nextgenscience.org

Top Domains in Tweet in G10:
[1] twitter.com
[1] eventscloud.com
[1] pbs.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1556] ngss
[352] ngsschat
[193] science
[185] stem
[151] scied
[136] anildeshmukhsavingssrkillers
[107] shameonmumbaipolice
[79] cangss
[63] nsta
[56] distancelearning



Top Hashtags in Tweet in G1:
[673] ngss
[244] ngsschat
[109] scied
[62] science
[37] elementary
[34] ngssslowchat
[34] stem
[27] stem_discipline
[25] equityfirst
[25] caedchat

Top Hashtags in Tweet in G2:
[2] freebritney
[2] iamsomebodyartistclub
[2] under10kgang
[2] nobodyartistsclub
[2] bretthankison
[2] feudartifice
[2] bleach
[2] libéreznéo
[2] lovecraftcountry
[1] blackjoy

Top Hashtags in Tweet in G3:
[86] ngss
[68] anildeshmukhsavingssrkillers
[50] shameonmumbaipolice
[20] science
[19] humanitytoallsentientbeingssaves
[19] behumanelyinclusive
[11] contipartnerthika
[11] thikatown
[7] teachers
[6] stem

Top Hashtags in Tweet in G4:
[194] ngss
[69] cangss
[25] ngsschat
[13] science
[13] discovertogether
[10] distancelearning
[9] environmentalliteracy
[8] scientificliteracy
[8] caedchat
[7] 5emodel

Top Hashtags in Tweet in G5:
[2] removethetorygovernment
[2] blacklivesmatter
[1] alllivesmattter
[1] kylerittenhouseisinnocent
[1] mybodymychoice
[1] portlandprotests
[1] kag
[1] trump2020
[1] maga
[1] rittenhouse

Top Hashtags in Tweet in G6:
[12] indiaunitedtopostponejee_neet
[4] canceltnsemesterexams
[4] ugc_cancel_exam
[4] ugcguidelines
[4] cancel_exam2020
[4] covid19
[4] postponejee_neetsept
[3] jioplatforms
[2] exams2020
[2] promotestudentsincovid

Top Hashtags in Tweet in G7:
[47] ngss
[23] nsta
[14] nsta20
[14] stem
[8] scied
[7] iteachphysics
[6] formative
[6] distancelearning
[6] science
[5] twigscience

Top Hashtags in Tweet in G8:
[36] ngss
[24] triassociation
[7] ngsschat
[5] scitlap
[5] ngssslowchat
[4] science
[4] pln
[3] socialdistancing
[3] scichat
[3] inquiry

Top Hashtags in Tweet in G9:
[32] ngss
[5] sciencenotebooks
[5] science
[4] ngsschat
[4] womeninstem
[4] makerspace
[4] dpsk8
[4] edtech
[4] diversity
[4] equity

Top Hashtags in Tweet in G10:
[4] ngss
[2] scichat
[2] scitlap
[2] stem
[1] ngsschat
[1] engchat
[1] busedu
[1] apush
[1] apgov
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[1555] #ngss
[1442] science
[1372] ngss
[595] learning
[549] students
[425] ø
[395] teachers
[354] one
[347] great
[344] #ngsschat

Top Words in Tweet in G1:
[741] science
[672] #ngss
[477] ngss
[292] ngss_tweeps
[240] #ngsschat
[228] students
[213] learning
[165] resources
[155] teachers
[154] one

Top Words in Tweet in G2:
[136] jp_ngss
[74] ça
[61] quand
[54] mais
[43] plus
[40] ce
[40] fait
[39] ai
[38] ils
[36] trop

Top Words in Tweet in G3:
[166] ngss
[86] #ngss
[68] #anildeshmukhsavingssrkillers
[65] science
[50] #shameonmumbaipolice
[37] die
[34] standards
[30] learning
[24] one
[23] world

Top Words in Tweet in G4:
[194] #ngss
[143] science
[108] cascience
[102] ngss
[92] educators
[86] learning
[69] #cangss
[65] survey
[65] virtual
[63] flabellinajg

Top Words in Tweet in G5:
[242] _ngss_
[159] kaitmarieox
[90] people
[62] npcarts
[43] socialiberalist
[42] black
[40] aoc
[36] timcast
[33] one
[33] hyndburn_labour

Top Words in Tweet in G6:
[63] ngss_official
[53] த
[32] க
[28] ம
[24] ய
[23] ர
[22] ல
[20] வ
[20] ட
[17] beebomco

Top Words in Tweet in G7:
[97] ctskeeley
[72] learning
[66] students
[64] usi
[57] science
[55] probes
[47] #ngss
[35] idea
[33] use
[31] great

Top Words in Tweet in G8:
[61] ngss
[58] science
[48] online
[41] learning
[36] #ngss
[33] paulandersen
[28] teaching
[25] remotely
[24] #triassociation
[24] paul

Top Words in Tweet in G9:
[37] ngss
[32] #ngss
[25] science
[18] youtube
[13] great
[12] virtual
[11] online
[10] aactconnect
[9] thinking
[9] schmidtchemist

Top Words in Tweet in G10:
[86] dr
[56] newshour
[53] newshourextra
[45] fauci
[43] lesson
[43] anthony
[42] extra
[31] coronavirus
[30] brainpop
[29] facts

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[185] ø,ø
[145] distance,learning
[128] ø,ù
[127] ù,ø
[108] science,summer
[101] ãƒ,ãƒ
[98] ù,ù
[87] science,education
[87] #ngss,#ngsschat
[79] 30,day

Top Word Pairs in Tweet in G1:
[98] science,summer
[70] 30,day
[67] fun,science
[62] science,education
[61] high,quality
[57] bmsscienceteach,ngss_tweeps
[55] distance,learning
[53] ngss_tweeps,ngsschat
[50] #ngsschat,#ngss
[50] happy,share

Top Word Pairs in Tweet in G2:
[13] wash,legs
[12] jâ,ai
[12] comme,ça
[12] legs,shower
[10] shower,wash
[8] ils,ont
[8] tweets,comme
[7] ils,sont
[7] tout,monde
[6] quelqun91,zinaelric

Top Word Pairs in Tweet in G3:
[32] #shameonmumbaipolice,#anildeshmukhsavingssrkillers
[19] #humanitytoallsentientbeingssaves,shared
[19] shared,one
[19] one,multispecies
[19] multispecies,world
[19] world,#behumanelyinclusive
[11] #contipartnerthika,#thikatown
[11] #thikatown,0729
[11] 0729,975
[11] 975,767

Top Word Pairs in Tweet in G4:
[51] #ngss,implementation
[48] ca,educators
[48] educators,cascience
[48] cascience,urgently
[48] urgently,needs
[48] needs,input
[48] input,survey
[48] survey,gather
[48] gather,data
[48] data,#ngss

Top Word Pairs in Tweet in G5:
[41] npcarts,kaitmarieox
[40] socialiberalist,aoc
[32] _ngss_,hyndburn_labour
[30] _ngss_,kaitmarieox
[26] ogre17,timcast
[26] _ngss_,ogre17
[24] _ngss_,npcarts
[18] fascisthateacc,_ngss_
[16] black,people
[16] d0gel0ge,_ngss_

Top Word Pairs in Tweet in G6:
[15] mukuls976,beebomco
[14] த,த
[14] ngss_official,mukuls976
[10] beingss18,#indiaunitedtopostponejee_neet
[9] க,க
[8] த,ர
[8] த,ய
[7] ர,வ
[7] sanjanind,ngss_official
[6] ngss_official,miui_india

Top Word Pairs in Tweet in G7:
[35] usi,probes
[28] remote,learning
[24] ctskeeley,know
[24] know,usi
[24] probes,great
[24] great,use
[24] use,during
[24] during,digital
[24] digital,learning
[24] learning,engage

Top Word Pairs in Tweet in G8:
[24] paul,andersen
[24] teaching,science
[24] science,remotely
[23] #triassociation,online
[23] online,course
[23] course,paul
[23] andersen,paulandersen
[23] paulandersen,online
[23] online,guide
[22] guide,teaching

Top Word Pairs in Tweet in G9:
[9] youtube,ngss
[7] ngss,materials
[6] ngss,aggieanet
[5] virtual,labs
[5] asked,video
[5] video,recently
[5] recently,decided
[5] decided,add
[5] add,youtube
[5] youtube,channel

Top Word Pairs in Tweet in G10:
[43] dr,anthony
[43] anthony,fauci
[42] newshour,extra
[29] facts,coronavirus
[29] coronavirus,dr
[29] fauci,current
[29] current,events
[29] events,lesson
[29] lesson,pbs
[29] pbs,newshour

Top Replied-To
Top Replied-To in Entire Graph:
@_ngss_
@jp_ngss
@bmsscienceteach
@ngss_official
@thinksci
@ngss_tweeps
@npcarts
@sbottasullivan
@diodionychopper
@ngss_0526

Top Replied-To in G1:
@bmsscienceteach
@thinksci
@ngss_tweeps
@sbottasullivan
@elemscitchr
@drloriandersen
@scijeanne
@anjanaiyer
@emsandy
@rvccngss

Top Replied-To in G2:
@jp_ngss
@diodionychopper
@itachiofwgkta
@victorblng
@oaristysev
@fleuu_blr
@imdavalk
@klefman_
@souley_cmr

Top Replied-To in G3:
@terrycontant

Top Replied-To in G4:
@ngssfresno
@lisa_bastedo
@barondana
@msdiranna
@misterhirmas
@jeansciqueen
@dlelnetwork
@joncampopiano
@leenabmc
@anotherschwab

Top Replied-To in G5:
@_ngss_
@npcarts
@fascisthateacc
@anonymo64439103
@scottbu46268423
@kaitmarieox
@col628
@jallenyo
@voiceof90z
@nottelling117

Top Replied-To in G6:
@ngss_official
@sanjanind
@tarunkishore007
@geekytamizha_
@polimernews
@pttvonlinenews
@mukuls976
@news7tamil
@rameshlaus
@ajaysenthil4

Top Replied-To in G7:
@alsim4all

Top Replied-To in G8:
@steph4science
@sepup_ucb
@bmsscienceteach
@paulandersen
@educatoral
@mistersci
@mrjbourque
@thinksci
@anne_mayre
@tdishelton

Top Replied-To in G9:
@schmidtchemist
@erinkmcgurk
@33heupel
@ngssfresno
@tdishelton
@wandabryant
@lgates_science
@3dscinceguy
@chemmastercorey
@aggieanet

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@ctskeeley
@stemteachtools
@kaitmarieox
@officialngss
@cascience
@philiplbell
@_ngss_
@tjscience

Top Mentioned in G1:
@ngss_tweeps
@ngssphenomena
@stemteachtools
@philiplbell
@tjscience
@officialngss
@ngsschat
@dtcampbe
@nextgenscience
@nsta

Top Mentioned in G2:
@jp_ngss
@victorblng
@zinaelric
@bouteflikov
@myunclesmemes
@niktaphilia
@souley_cmr
@itachiofwgkta
@ordurebizarree

Top Mentioned in G3:
@dudeneyn
@kimlepre
@jangmideuki
@r_khaped
@educhange

Top Mentioned in G4:
@cascience
@flabellinajg
@chienforstem
@ngss_tweeps
@sandiegocoe
@k12alliance
@cjcochrane21
@sdngss
@twnklstrr
@tenstrands

Top Mentioned in G5:
@kaitmarieox
@_ngss_
@socialiberalist
@npcarts
@aoc
@timcast
@hyndburn_labour
@ogre17
@miabella4u
@d0gel0ge

Top Mentioned in G6:
@ngss_official
@beebomco
@beingss18
@mukuls976
@miui_india
@xiaomiindia
@airtelindia
@news7tamil
@twitterindia
@reliancejio

Top Mentioned in G7:
@ctskeeley
@brownpatrick8
@jaymctighe
@savvaslearning
@ngssphenomena
@twigeducation
@steve1peterson
@chrismooresci
@stemscopes
@plaea

Top Mentioned in G8:
@paulandersen
@innerorbitedu
@sepup_ucb
@labaids
@triassociation
@3dsciencecafe
@steph4science
@sciwise
@trev_mackenzie
@nysmtp

Top Mentioned in G9:
@youtube
@ngss
@aactconnect
@tytoonline
@aggieanet
@schmidtchemist
@chemduncan
@drjoybjo
@kristamcgowan14
@frankmcgowa

Top Mentioned in G10:
@newshour
@newshourextra
@brainpop
@nasastem
@bar_sni
@nasaepdc
@nih
@nihsepa

Top Tweeters
Top Tweeters in Entire Graph:
@telkomsel
@amazonhelp
@airtel_presence
@vodafonein
@jiocare
@bcci
@femtech_
@shirleyringuet5
@ndtv
@dinamalarweb

Top Tweeters in G1:
@may_gun
@bflamel
@mrsjjee
@rowerikw
@drjlmooreiii
@_astro_nerd_
@aftunion
@xeno_lith
@beartrust
@epuujee

Top Tweeters in G2:
@kiiiimiiiia
@liloneteveez93
@samiiam
@kevinbobby
@asos
@sk8fuckingdied
@vrsene
@daniparisina
@minim03971
@oh_maguapa

Top Tweeters in G3:
@dudeneyn
@stopthatgirl7
@4alphabetbot
@fhainalex
@newsfrombw
@editaola
@piyakhanna
@loreena1968
@riichaaagha
@mariae_gloria

Top Tweeters in G4:
@bar_zie
@marciasgreen
@ksbw
@gr8wheels
@datasciencebot_
@craigyen
@pcalleypbvusd
@kion546
@anotherschwab
@nearpod

Top Tweeters in G5:
@morvjn
@cnn
@goal
@deedecrist
@youranonnews
@thedemcoalition
@csteven
@squawkanews
@ninnyd101
@skysportsnews

Top Tweeters in G6:
@amazonhelp
@airtel_presence
@vodafonein
@jiocare
@bcci
@ndtv
@dinamalarweb
@republic
@pttvonlinenews
@amazonin

Top Tweeters in G7:
@bellasthunder
@eaglebymyside
@hiphughes
@giftedtawk
@dassel
@sleuthacademy
@sciencecook
@dbsiowa
@lbaie
@sciencecat222

Top Tweeters in G8:
@mgcjusa
@bethhill2829
@mtechman
@garym
@jaybilly2
@trev_mackenzie
@ludigencia
@doctorjeff
@educatoral
@hockeylionsmom

Top Tweeters in G9:
@femtech_
@designthinkbot
@volcanowatching
@tweetramalan
@chabis_ch
@sprintbaseb
@professorkim
@science_george
@rwood2477
@seriousgames123

Top Tweeters in G10:
@wadakashiho
@coronaupdatebot
@weirmb
@knz48
@lovingvoltrav
@newshour
@progresivetrend
@fabylousfaby
@aikencountydems
@thebingle