ngss, Twitter, 9/22/2020 6:44:49 AM, 235671


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ngss_2020-09-21_23-08-32.xlsx
ngss_2020-09-21_23-08-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 22, 2020
Short Description:
ngss via NodeXL https://bit.ly/3mDVOpc
@officialngss
@marcusm04525171
@jp_ngss
@singh_nadi
@cnnbrk
@abc
@_ngss_
@joebiden
@ngss_tweeps
@cnni

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

Description:
Description
The graph represents a network of 5,242 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, 22 September 2020 at 06:16 UTC.

The requested start date was Tuesday, 22 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 73-day, 13-hour, 29-minute period from Friday, 10 July 2020 at 10:30 UTC to Tuesday, 22 September 2020 at 00:00 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 : 5242
Unique Edges : 5173
Edges With Duplicates : 11773
Total Edges : 16946
Number of Edge Types : 5
Retweet : 3872
MentionsInRetweet : 5325
Tweet : 2225
Replies to : 1637
Mentions : 3887
Self-Loops : 2342
Reciprocated Vertex Pair Ratio : 0.066077552097072
Reciprocated Edge Ratio : 0.123963874798961
Connected Components : 899
Single-Vertex Connected Components : 449
Maximum Vertices in a Connected Component : 2900
Maximum Edges in a Connected Component : 13028
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.482558
Graph Density : 0.000294212691133602
Modularity : 0.426375
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,242 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, 22 September 2020 at 06:16 UTC.

The requested start date was Tuesday, 22 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 73-day, 13-hour, 29-minute period from Friday, 10 July 2020 at 10:30 UTC to Tuesday, 22 September 2020 at 00:00 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:
[20] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[18] https://epiclearning.web.unc.edu/covid/
[18] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[14] https://www.openscied.org/remote-learning-adaptations/
[12] http://stemteachingtools.org/brief/43
[11] https://www.3dsciencecafe.org/
[10] http://www.ngss.co.ke
[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:
[20] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[14] https://www.openscied.org/remote-learning-adaptations/
[14] https://epiclearning.web.unc.edu/covid/
[11] http://stemteachingtools.org/brief/43
[9] http://STEMteachingtools.org/link/PDFcollection/
[8] https://stemforall2020.videohall.com/presentations/1674
[7] http://www.msn.com/en-us/news/us/birds-are-dropping-dead-in-new-mexico-potentially-in-the-hundreds-of-thousands/ar-BB1949AD?ocid=st
[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
[5] http://stemteachingtools.org/brief/66?s=09

Top URLs in Tweet in G2:
[10] http://www.ngss.co.ke
[4] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[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://twitter.com/101fess/status/1281538711511920641
[1] https://twitter.com/lex18news/status/1281622285753954304
[1] https://twitter.com/scijeanne/status/1276647930561286145
[1] https://twitter.com/kristcutest/status/1282240805290209280
[1] https://twitter.com/_davegorman/status/1282351819851804673
[1] https://twitter.com/i/web/status/1282957183920091136

Top URLs in Tweet in G3:
[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/shahineze213/status/1283011475217555458
[1] https://twitter.com/mivzita/status/1285276852941139969
[1] https://twitter.com/humansnocontext/status/1287743341996781570
[1] https://twitter.com/brvdley__/status/1289578535300956162
[1] https://twitter.com/daisyclk1/status/1294577029103398913
[1] https://twitter.com/ludo_inc/status/1299832501125382145
[1] https://twitter.com/itachiofwgkta/status/1307403646586494978

Top URLs in Tweet in G4:
[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.youtube.com/watch?v=evA9nkdOhKU

[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
[1] https://www.google.com/imgres?imgurl=https://wsbuzz.com/wp-content/uploads/2020/07/ccelebritiests-gun-comp-new-775x385.jpg&imgrefurl=https://wsbuzz.com/world-news/moment-blm-protester-garrett-foster-approaches-car-with-his-ak-47-before-being-shot-dead-as-suspect-is-released/&tbnid=ISCIuH1NSAyd2M&vet=1&docid=VAb2q9CQAydwGM&w=775&h=385&itg=1&source=sh/x/im

Top URLs in Tweet in G5:
[5] https://www.surveymonkey.com/r/CASENGSSPLSurvey
[4] https://sites.uci.edu/ucisp/ngss-certification-program/
[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
[3] https://ngss.sdcoe.net/
[3] https://lacoe.k12oms.org/1542-187125
[2] https://ca-eli.org/teachers/ngss-rollout-6-the-power-of-integrating-science-and-environmental-education/
[2] https://twitter.com/thenasem/status/1303710287728705537
[2] http://events.r20.constantcontact.com/register/event?oeidk=a07eh7h65xs01bcd022&llr=vlphqbdab
[2] https://twitter.com/tylercbritt/status/1294468184695869440
[1] https://twitter.com/i/web/status/1308163343551610880

Top URLs in Tweet in G6:
[4] https://www.youtube.com/watch?v=OYFXEYS4ZWY

[2] https://www.savvas.com/index.cfm?locator=PS3bG7&cmpid=7010W000002Xc6VQAS&utm_medium=social&utm_campaign=7010W000002Xc6VQAS&utm_content=ExperienceChemistry&
[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
[1] https://www.uncoveringstudentideas.org/resources/bundles

Top URLs in Tweet in G7:
[10] https://www.3dsciencecafe.org/
[5] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-mshs
[4] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-elem
[2] https://www.ngssphenomena.com/
[2] https://www.eventbrite.com/e/socially-distanced-science-for-k-5-educators-tickets-115733073739
[2] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[1] https://twitter.com/i/web/status/1286943951937650693
[1] https://sites.google.com/kk.k12.hi.us/windwardcte/home
[1] https://twitter.com/i/web/status/1283022993199955968
[1] https://neacadsci.org/page-1240105

Top URLs in Tweet in G8:
[8] https://teachchemistry.org/professional-development/webinars/ngss-what-materials-are-out-there-to-help
[5] https://melsteachingcorner.blogspot.com/p/ngss.html?m=1
[5] https://melsteachingcorner.blogspot.com/p/ngss.html
[3] https://sites.google.com/site/sciencephenomena/search
[2] https://gsuite.google.com/marketplace/app/slides_randomizer/464683408022
[1] https://twitter.com/AACTconnect/status/1282712663156555776
[1] https://education.abc.net.au/res/i/L5814/index.html
[1] https://www.youtube.com/watch?v=ujkuW-0cpNw&feature=youtu.be

[1] https://twitter.com/i/web/status/1283936313939558401
[1] https://twitter.com/i/web/status/1283936519221399554

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=AxZojlP1nSs&feature=youtu.be

[1] https://twitter.com/polimernews/status/1281805402745614337
[1] https://twitter.com/beebomco/status/1301134739013730304
[1] https://twitter.com/TKSanthosh001/status/1305791044152225794
[1] https://twitter.com/flipkartsupport/status/1306836620109205505
[1] https://www.lenovosmartered.com/#/home?utm_source=Twitter&utm_medium=Paid&utm_campaign=Smartered
[1] https://www.flipkart.com/flick/details?id=965567&cmpid=VR_CMP_250386606316638&r=9db61642-5c8a-4b98-b002-adfabb2bc4f5&login=1&_refId=fkvideo:SERIES_PAGE:REFERRAL_announcementProgress_95f05f29-8c4c-4158-a876-20b36e09ac25&_appId=CL

Top URLs in Tweet in G10:
[2] https://twitter.com/nasaexoplanets/status/1286387565264658433
[2] https://www.pbslearningmedia.org/collection/crash-course-biology/
[1] https://twitter.com/marielkolker/status/1290318128438603776
[1] https://twitter.com/rarohde/status/1300069655680299014
[1] https://twitter.com/easternchaser/status/1301673443386183681
[1] https://www.youtube.com/watch?v=IZ__PjmC6Fg&feature=youtu.be

[1] https://www.youtube.com/watch?v=YeSuQm7KfaE&feature=youtu.be

[1] http://eieiosussex.bravesites.com/
[1] https://twitter.com/scienceonseven/status/1285024910063153152
[1] https://na.eventscloud.com/ehome/index.php?eventid=557827&

Top Domains
Top Domains in Tweet in Entire Graph:
[1180] twitter.com
[73] google.com
[58] youtube.com
[49] stemteachingtools.org
[38] ngsnavigators.com
[34] nextgenscience.org
[24] tandfonline.com
[19] peing.net
[18] unc.edu
[18] nsta.org

Top Domains in Tweet in G1:
[271] twitter.com
[48] stemteachingtools.org
[38] ngsnavigators.com
[25] nextgenscience.org
[24] google.com
[24] tandfonline.com
[14] openscied.org
[14] unc.edu
[11] youtube.com
[11] nsta.org

Top Domains in Tweet in G2:
[182] twitter.com
[10] co.ke
[5] instagram.com
[4] nextgenscience.org
[4] google.com
[4] elementarymatters.com
[3] youtube.com
[3] blogspot.com
[3] edtechpicks.org
[2] nsta.org

Top Domains in Tweet in G3:
[129] twitter.com
[2] artist.es

Top Domains in Tweet in G4:
[2] youtube.com
[2] dailywire.com
[1] scientificamerican.com
[1] magapill.com
[1] medpagetoday.com
[1] washingtonexaminer.com
[1] google.com

Top Domains in Tweet in G5:
[65] twitter.com
[6] google.com
[5] surveymonkey.com
[4] sdcoe.net
[4] uci.edu
[3] loom.com
[3] capta.org
[3] k12oms.org
[2] ca-eli.org
[2] constantcontact.com

Top Domains in Tweet in G6:
[32] twitter.com
[5] youtube.com
[5] savvas.com
[3] uncoveringstudentideas.org
[3] reddit.com
[2] nsta.org
[2] twigeducation.com
[1] csba.org
[1] azed.gov
[1] memberclicks.net

Top Domains in Tweet in G7:
[16] twitter.com
[10] 3dsciencecafe.org
[9] tri-association.org
[5] google.com
[4] eventbrite.com
[2] nsta.org
[2] ngssphenomena.com
[1] neacadsci.org
[1] nap.edu
[1] instagram.com

Top Domains in Tweet in G8:
[24] twitter.com
[11] teachchemistry.org
[10] blogspot.com
[7] google.com
[6] youtube.com
[3] creosityspace.com
[1] net.au
[1] homesciencetools.com
[1] onlineteacheryouniversity.com
[1] thewonderofscience.com

Top Domains in Tweet in G9:
[4] twitter.com
[2] youtube.com
[1] lenovosmartered.com
[1] flipkart.com

Top Domains in Tweet in G10:
[7] twitter.com
[2] youtube.com
[2] pbslearningmedia.org
[1] bravesites.com
[1] eventscloud.com
[1] ilscience.org
[1] cubedigico.com
[1] pbs.org
[1] knowatom.com
[1] reimaginewaed.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1518] ngss
[317] ngsschat
[194] science
[182] stem
[141] scied
[136] anildeshmukhsavingssrkillers
[107] shameonmumbaipolice
[75] cangss
[62] nsta
[54] phenomena



Top Hashtags in Tweet in G1:
[647] ngss
[213] ngsschat
[105] scied
[63] science
[34] ngssslowchat
[31] keepteachingscience
[31] elementary
[30] phenomena
[30] stem
[27] stem_discipline

Top Hashtags in Tweet in G2:
[93] ngss
[68] anildeshmukhsavingssrkillers
[50] shameonmumbaipolice
[21] science
[19] humanitytoallsentientbeingssaves
[19] behumanelyinclusive
[11] casologyintheclassroom
[10] contipartnerthika
[10] thikatown
[8] phenomenon

Top Hashtags in Tweet in G3:
[5] ドラクエウォーク
[2] iamsomebodyartistclub
[2] under10kgang
[2] nobodyartistsclub
[2] bretthankison
[2] feudartifice
[2] bleach
[2] libéreznéo
[2] lovecraftcountry
[2] luxurylifestyle

Top Hashtags in Tweet in G4:
[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 G5:
[145] ngss
[62] cangss
[16] ngsschat
[13] discovertogether
[12] science
[8] 5emodel
[8] synchronous
[8] asynchronous
[7] caedchat
[7] environmentalliteracy

Top Hashtags in Tweet in G6:
[49] ngss
[22] nsta
[14] nsta20
[12] stem
[7] scied
[7] iteachphysics
[6] formative
[6] distancelearning
[6] activatelearningeverywhere
[5] science

Top Hashtags in Tweet in G7:
[34] ngss
[24] triassociation
[11] nyssls
[6] ngsschat
[5] socialdistancing
[5] elementary
[3] stem
[3] keepteachingscience
[3] inquiry
[3] chemchat

Top Hashtags in Tweet in G8:
[46] ngss
[15] ngsschat
[7] science
[6] miched
[6] chemathome
[6] ngssslowchat
[6] gamification
[4] phenomenon
[4] scied
[4] t2tchat

Top Hashtags in Tweet in G9:
[3] canceltnsemesterexams
[3] jioplatforms
[2] justin
[2] covid19
[2] who
[2] tedrosadhanom
[2] trustnone
[2] breaking
[2] rilagm2020
[2] reliance

Top Hashtags in Tweet in G10:
[38] ngss
[23] stem
[16] k12
[8] science
[7] nanotechnology
[6] phenomena
[5] ngsschat
[5] steam
[5] onekis
[4] scied

Top Words
Top Words in Tweet in Entire Graph:
[1517] #ngss
[1427] science
[1375] ngss
[625] learning
[603] students
[387] ø
[373] teachers
[366] ngss_tweeps
[360] great
[348] one

Top Words in Tweet in G1:
[709] science
[646] #ngss
[468] ngss
[330] ngss_tweeps
[293] students
[228] learning
[210] #ngsschat
[169] ngssphenomena
[163] school
[163] stemteachtools

Top Words in Tweet in G2:
[156] ngss
[93] #ngss
[68] #anildeshmukhsavingssrkillers
[67] science
[50] #shameonmumbaipolice
[43] die
[33] standards
[28] one
[24] learning
[23] world

Top Words in Tweet in G3:
[117] jp_ngss
[78] ça
[60] quand
[56] mais
[43] fait
[42] ce
[42] plus
[41] ai
[39] trop
[31] ils

Top Words in Tweet in G4:
[278] _ngss_
[199] kaitmarieox
[105] people
[62] npcarts
[50] realdonaldtrump
[43] socialiberalist
[42] ucf
[41] black
[41] one
[41] right

Top Words in Tweet in G5:
[145] #ngss
[124] science
[84] ngss
[70] learning
[62] #cangss
[60] cascience
[56] virtual
[53] teachers
[48] educators
[47] join

Top Words in Tweet in G6:
[86] ctskeeley
[70] learning
[63] science
[62] students
[61] usi
[52] probes
[49] #ngss
[35] great
[35] idea
[33] use

Top Words in Tweet in G7:
[68] science
[56] online
[39] ngss
[34] paulandersen
[34] #ngss
[28] remotely
[28] 2020
[28] teaching
[27] 3dsciencecafe
[25] paul

Top Words in Tweet in G8:
[46] #ngss
[45] ngss
[32] science
[27] resources
[25] virtual
[19] great
[17] youtube
[15] #ngsschat
[11] classroom
[11] cool

Top Words in Tweet in G9:
[61] ngss_official
[47] த
[28] க
[26] ம
[24] ய
[23] ர
[22] ல
[20] ட
[18] வ
[17] beebomco

Top Words in Tweet in G10:
[88] dr
[46] newshour
[46] fauci
[44] lesson
[44] anthony
[43] newshourextra
[38] #ngss
[31] coronavirus
[31] extra
[30] brainpop

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[175] ø,ø
[162] distance,learning
[122] ø,ù
[120] ù,ø
[90] #ngss,#ngsschat
[88] ù,ù
[87] science,education
[85] remote,learning
[84] 30,day
[81] science,teacher

Top Word Pairs in Tweet in G1:
[74] 30,day
[68] science,challenge
[64] distance,learning
[61] back,school
[59] bmsscienceteach,ngss_tweeps
[57] science,education
[57] high,quality
[57] day,science
[55] #ngss,#ngsschat
[54] ngss_tweeps,ngsschat

Top Word Pairs in Tweet in G2:
[32] #shameonmumbaipolice,#anildeshmukhsavingssrkillers
[19] #humanitytoallsentientbeingssaves,shared
[19] shared,one
[19] one,multispecies
[19] multispecies,world
[19] world,#behumanelyinclusive
[10] #contipartnerthika,#thikatown
[10] #thikatown,0729
[10] 0729,975
[10] 975,767

Top Word Pairs in Tweet in G3:
[13] wash,legs
[12] comme,ça
[12] legs,shower
[10] shower,wash
[9] jâ,ai
[8] aujourd,hui
[8] tweets,comme
[7] dvarchives,tazmxchine
[6] ils,ont
[6] nicki,minaj

Top Word Pairs in Tweet in G4:
[60] _ngss_,kaitmarieox
[42] ucf,realdonaldtrump
[41] npcarts,kaitmarieox
[40] socialiberalist,aoc
[37] kaitmarieox,ucf
[32] _ngss_,hyndburn_labour
[26] ogre17,timcast
[26] _ngss_,ogre17
[24] _ngss_,npcarts
[18] fascisthateacc,_ngss_

Top Word Pairs in Tweet in G5:
[30] distance,learning
[23] #ngss,#cangss
[18] scas2,going
[18] going,virtual
[18] august,21
[18] 21,2020
[18] 2020,00
[18] 00,12
[18] 12,00
[18] 00,explore

Top Word Pairs in Tweet in G6:
[34] usi,probes
[27] remote,learning
[24] know,usi
[24] probes,great
[24] great,use
[24] use,during
[24] during,digital
[24] digital,learning
[24] learning,engage
[24] engage,students

Top Word Pairs in Tweet in G7:
[27] science,remotely
[24] paul,andersen
[23] #triassociation,online
[23] online,course
[23] course,paul
[23] andersen,paulandersen
[23] paulandersen,online
[23] online,guide
[23] teaching,science
[22] guide,teaching

Top Word Pairs in Tweet in G8:
[9] youtube,ngss
[8] ngss,materials
[7] spread,word
[7] word,scifri
[7] scifri,having
[7] having,virtual
[7] virtual,summer
[7] summer,institute
[7] institute,12
[7] 12,educators

Top Word Pairs in Tweet in G9:
[15] mukuls976,beebomco
[14] ngss_official,mukuls976
[12] த,த
[8] த,ர
[8] த,ய
[7] க,க
[7] ர,வ
[7] sanjanind,ngss_official
[6] ண,ட
[6] ட,ம

Top Word Pairs in Tweet in G10:
[44] dr,anthony
[44] anthony,fauci
[31] 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
@elemscitchr
@ngss_tweeps
@diodionychopper
@sbottasullivan
@npcarts

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

Top Replied-To in G2:
@terrycontant

Top Replied-To in G3:
@jp_ngss
@diodionychopper
@itachiofwgkta
@victorblng
@oaristysev
@fleuu_blr
@niktaphilia
@klefman_
@imdavalk

Top Replied-To in G4:
@_ngss_
@npcarts
@fascisthateacc
@anonymo64439103
@scottbu46268423
@kaitmarieox
@col628
@jallenyo
@voiceof90z
@nottelling117

Top Replied-To in G5:
@ngssfresno
@lisa_bastedo
@jeansciqueen
@brlowell
@dlelnetwork
@katiejmcnamara
@crazysciteach
@jones12sciteach
@ehauck_sci
@mrswambold

Top Replied-To in G6:
@scijeanne
@alikaaay
@csba_now
@richbacolor
@srvusd_ngss
@leenabmc
@alsim4all

Top Replied-To in G7:
@jrosenberg6432
@mschung808
@anjanaiyer
@claireburkum
@shchemistry
@paulandersen
@ibchemninja
@mrseatonell
@kaimiloaes
@mrjbourque

Top Replied-To in G8:
@schmidtchemist
@33heupel
@erinkmcgurk
@neelosol
@teacher2teacher
@melshep34
@t_f_berger
@aliciamotter
@anjanaiyer
@khawaja_hanadi

Top Replied-To in G9:
@ngss_official
@sanjanind
@tarunkishore007
@geekytamizha_
@polimernews
@mukuls976
@rameshlaus
@ajaysenthil4
@gharisraj
@oppomobileindia

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@kaitmarieox
@stemteachtools
@ctskeeley
@officialngss
@_ngss_
@tjscience
@dtcampbe
@ngsschat

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

Top Mentioned in G2:
@dudeneyn
@elemntrymatters
@kimlepre
@jangmideuki
@r_khaped
@educhange

Top Mentioned in G3:
@jp_ngss
@victorblng
@dvarchives
@itachiofwgkta
@niktaphilia
@tazmxchine
@souley_cmr
@myunclesmemes
@quelqun91
@zinaelric

Top Mentioned in G4:
@kaitmarieox
@_ngss_
@realdonaldtrump
@socialiberalist
@ucf
@npcarts
@aoc
@timcast
@hyndburn_labour
@ogre17

Top Mentioned in G5:
@cascience
@flabellinajg
@k12alliance
@sandiegocoe
@chienforstem
@ngss_tweeps
@cjcochrane21
@wested
@sdngss
@californiapta

Top Mentioned in G6:
@ctskeeley
@brownpatrick8
@jaymctighe
@ngssphenomena
@twigeducation
@savvaslearning
@steve1peterson
@officialngss
@activatescience
@leenabmc

Top Mentioned in G7:
@paulandersen
@3dsciencecafe
@nats_science
@utdanacenter
@newvisionsnyc
@nycschools
@utdckatey
@dora_kastel
@stanysorg
@triassociation

Top Mentioned in G8:
@youtube
@ngss
@aactconnect
@melshep34
@scifri
@aggieanet
@schmidtchemist
@garciascihawk
@msxgarcia
@drjoybjo

Top Mentioned in G9:
@ngss_official
@beebomco
@mukuls976
@miui_india
@airtelindia
@xiaomiindia
@reliancejio
@sundarpichai
@geekytamizha_
@cmotamilnadu

Top Mentioned in G10:
@newshour
@brainpop
@newshourextra
@kispride
@robzook1
@nasastem
@marielkolker
@apoduvall
@scienceonseven
@akcora1

Top Tweeters
Top Tweeters in Entire Graph:
@telkomsel
@amazonhelp
@airtel_presence
@vodafonein
@jiocare
@femtech_
@ndtv
@fact
@reuters
@collegemenfess

Top Tweeters in G1:
@moniselseward
@ssxman2
@weecass1888
@flipgrid
@may_gun
@bflamel
@rowerikw
@mr_isaacs
@mtechman
@_astro_nerd_

Top Tweeters in G2:
@dudeneyn
@stopthatgirl7
@4alphabetbot
@fhainalex
@newsfrombw
@piyakhanna
@loreena1968
@mariae_gloria
@riichaaagha
@wenig_worte

Top Tweeters in G3:
@kiiiimiiiia
@bfmtv
@liloneteveez93
@samiiam
@kevinbobby
@sk8fuckingdied
@daniparisina
@minim03971
@oh_maguapa
@ijebuconcept

Top Tweeters in G4:
@morvjn
@cnn
@goal
@deedecrist
@mrsnickyclark
@youranonnews
@thedemcoalition
@danltcr
@csteven
@squawkanews

Top Tweeters in G5:
@bar_zie
@marciasgreen
@ksbw
@datasciencebot_
@gr8wheels
@craigyen
@pcalleypbvusd
@kion546
@lewis1jj
@anotherschwab

Top Tweeters in G6:
@bellasthunder
@eaglebymyside
@hiphughes
@getkahoot
@giftedtawk
@dassel
@sleuthacademy
@dbsiowa
@csba_now
@lbaie

Top Tweeters in G7:
@blkhwk0ps
@trev_mackenzie
@christinebemis2
@tracyscottkelly
@missfield5
@peaceloveart_
@hockeylionsmom
@briancsmith
@taylor_does_it
@hidoe808

Top Tweeters in G8:
@jcorippo
@teacher2teacher
@tweetramalan
@sardimperium
@chabis_ch
@professorkim
@edutopia
@rialtoboard
@science_george
@vxjoe

Top Tweeters in G9:
@amazonhelp
@airtel_presence
@vodafonein
@jiocare
@ndtv
@fact
@pttvonlinenews
@amazonin
@rameshlaus
@news7tamil

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


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