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ngss_2020-03-30_23-05-48.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2020
Short Description:
ngss via NodeXL https://bit.ly/3dERDVE
@ngss_tweeps
@emindweb
@nesta_us
@ngssphenomena
@mysterysci
@tedwillard2061
@officialngss
@philiplbell
@kimmomteacher
@doc_b_brown

Top hashtags:
#ngss
#ngsschat
#covid19
#stem
#science
#staycurious
#distancelearning

Description:
Description
The graph represents a network of 3,115 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, 31 March 2020 at 06:07 UTC.

The requested start date was Tuesday, 31 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 22-day, 18-hour, 45-minute period from Saturday, 07 March 2020 at 21:33 UTC to Monday, 30 March 2020 at 16:18 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 : 3115
Unique Edges : 4534
Edges With Duplicates : 3148
Total Edges : 7682
Number of Edge Types : 4
Tweet : 1211
MentionsInRetweet : 3416
Mentions : 2095
Replies to : 960
Self-Loops : 1211
Reciprocated Vertex Pair Ratio : 0.0584329349269588
Reciprocated Edge Ratio : 0.110414052697616
Connected Components : 450
Single-Vertex Connected Components : 214
Maximum Vertices in a Connected Component : 1953
Maximum Edges in a Connected Component : 6113
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.372411
Graph Density : 0.000492984100180307
Modularity : 0.498049
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 3,115 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, 31 March 2020 at 06:07 UTC.

The requested start date was Tuesday, 31 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 22-day, 18-hour, 45-minute period from Saturday, 07 March 2020 at 21:33 UTC to Monday, 30 March 2020 at 16:18 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:
[26] https://www.youtube.com/watch?v=8ohXFXghSJA

[18] http://learningcenter.nsta.org/webseminars/
[17] http://blog.nsta.org/2020/03/27/on-the-having-of-wonderful-ideas-about-science/
[14] https://www.nsta.org/
[13] http://stemteachingtools.org/pd/playlist-talk
[13] https://www.teacherspayteachers.com/Store/Science-Sub-Plans
[7] https://www.youtube.com/watch?v=MQiszdkOwuU

[7] https://www.achieve.org/our-initiatives/equip/tools-subject/science/task-annotation-project-science
[6] https://www.nextgenscience.org/resources/equip-rubric-lessons-units-science
[6] http://stemteachingtools.org/brief/61

Top URLs in Tweet in G1:
[13] https://www.nsta.org/
[12] http://stemteachingtools.org/pd/playlist-talk
[6] https://www.achieve.org/our-initiatives/equip/tools-subject/science/task-annotation-project-science
[5] https://www.ngsnavigators.com/blog/038
[5] http://learningcenter.nsta.org/webseminars/
[5] http://stemteachingtools.org/pd/sessione
[5] http://stemteachingtools.org/brief/61
[4] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[3] https://www.ngsnavigators.com/blog/061#.Xnt6JeSG5Qs.twitter
[3] https://sites.google.com/view/adventures-in-ngss/home

Top URLs in Tweet in G2:
[2] https://www.groovylabinabox.com/our-lab-notebooks-are-groovy/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00903-x
[1] https://twitter.com/i/web/status/1236411366862467076
[1] https://twitter.com/i/web/status/1236449015744659461
[1] https://twitter.com/i/web/status/1236459260474687489
[1] https://twitter.com/i/web/status/1236694347585896450
[1] https://ngss.nsta.org/NSforCC.aspx?id=6
[1] https://twitter.com/Rainmaker1973/status/1236711145911787527
[1] https://twitter.com/i/web/status/1236722084304367618
[1] https://twitter.com/i/web/status/1236730416356302849

Top URLs in Tweet in G3:
[3] https://www.emindweb.com/
[1] https://twitter.com/i/web/status/1242936136294531073
[1] https://twitter.com/i/web/status/1238499898816790529
[1] https://twitter.com/i/web/status/1239584035862491137
[1] https://twitter.com/i/web/status/1238248938085519368
[1] https://twitter.com/i/web/status/1239311006095958016
[1] https://twitter.com/i/web/status/1238240431848083456
[1] https://twitter.com/i/web/status/1238246717067231232
[1] https://twitter.com/i/web/status/1238255854551474178
[1] https://twitter.com/i/web/status/1238259614032056320

Top URLs in Tweet in G4:
[26] https://www.youtube.com/watch?v=8ohXFXghSJA

[7] https://www.youtube.com/watch?v=MQiszdkOwuU

[5] https://www.pinterest.com/nesta_us/
[4] https://www.nextgenscience.org/resources/equip-rubric-lessons-units-science
[1] https://twitter.com/i/web/status/1237385580582825984
[1] https://twitter.com/i/web/status/1238113070318157827
[1] https://twitter.com/i/web/status/1238474050470432769
[1] https://twitter.com/i/web/status/1239569362735923202
[1] https://twitter.com/i/web/status/1240324535871614977
[1] https://vimeo.com/150094425

Top URLs in Tweet in G5:
[2] https://mys.ci/biodiversity/3?r=75553856
[2] https://mys.ci/r/47480351
[2] https://mys.ci/r/75703506
[1] https://mys.ci/pushes/2?r=1224648
[1] https://mys.ci/materials/5?r=77696118
[1] https://mys.ci/water/3?r=40217455
[1] https://mys.ci/ecosystems/4?r=58823900
[1] https://mys.ci/waves/3?r=77074493
[1] https://mys.ci/plants/2?r=11637872
[1] https://mys.ci/rocks/3?r=55157893

Top URLs in Tweet in G6:
[2] https://twitter.com/teemsproject/status/1235634544406966272
[1] https://twitter.com/i/web/status/1238532126577958912
[1] https://twitter.com/i/web/status/1243630876384202755
[1] https://twitter.com/i/web/status/1237042208252899328
[1] https://twitter.com/i/web/status/1238482196760911872
[1] https://twitter.com/i/web/status/1240328670096633856
[1] https://twitter.com/i/web/status/1242440203861712897
[1] https://twitter.com/i/web/status/1241064300824977408
[1] https://twitter.com/i/web/status/1241068169890009091
[1] https://twitter.com/i/web/status/1237140805640429570

Top URLs in Tweet in G7:
[2] https://twitter.com/20minutes/status/1238126084304101376
[2] https://twitter.com/samy91__/status/1238190066947829761
[2] https://teammanga.fr/2020/03/18/bleach-de-retour-en-anime/
[2] https://twitter.com/Baros310_/status/1243337093063102466
[1] https://twitter.com/laregina__/status/1237367823204311040
[1] https://twitter.com/PicturesFolder_/status/1243913107732299776
[1] https://twitter.com/hna123456789010/status/1244603333089820678
[1] https://twitter.com/AngelGail_4/status/1242568577758232577
[1] https://twitter.com/bhaddhad/status/1243923377112449025
[1] https://twitter.com/reactvidsp/status/1244275329750962177

Top URLs in Tweet in G8:
[13] http://learningcenter.nsta.org/webseminars/
[6] http://www.nsta.org
[2] https://twitter.com/whysharksmatter/status/1243175694177390594
[2] https://science-u.org
[1] https://www.nsta.org/about/pressroom.aspx?id=60418
[1] https://twitter.com/_astro_nerd_/status/1235634387913334784
[1] https://twitter.com/Paleophile/status/1238469169156427776
[1] https://twitter.com/SarahMackAttack/status/1238630795163639810
[1] https://twitter.com/i/web/status/1240259188024061953
[1] https://twitter.com/i/web/status/1240335446393176067

Top URLs in Tweet in G9:
[2] https://zoom.us/webinar/register/WN_DsvZ-AZhSzeETzr8pKvxYQ
[1] https://twitter.com/i/web/status/1240395310498811905
[1] https://twitter.com/i/web/status/1238287174295932928
[1] https://twitter.com/i/web/status/1239579637925085184
[1] https://twitter.com/i/web/status/1242110200426803201
[1] https://twitter.com/i/web/status/1243206037638914053
[1] https://twitter.com/i/web/status/1238200865850183680
[1] https://www.eventbrite.com/e/ngss-assessment-academy-pt-1-phenomena-and-sense-making-tickets-97383906887
[1] https://twitter.com/i/web/status/1236803126033666048
[1] https://twitter.com/i/web/status/1238199103172964353

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1243519481516826625
[1] https://twitter.com/i/web/status/1237879831787798531
[1] https://twitter.com/i/web/status/1243553757666959368
[1] https://twitter.com/i/web/status/1242168332586893312
[1] https://twitter.com/jhilker10/status/1239580924028862472
[1] http://www.pbs.org/newshour/extra/lessons-plans/5-engaging-lesson-plans-celebrating-invention-and-innovation/
[1] https://twitter.com/i/web/status/1238543325474545664
[1] https://www.pbs.org/newshour/extra/student-voices/
[1] https://twitter.com/i/web/status/1239744184267005958
[1] https://twitter.com/i/web/status/1239973985166581761

Top Domains
Top Domains in Tweet in Entire Graph:
[1166] twitter.com
[102] mys.ci
[68] nsta.org
[55] youtube.com
[35] stemteachingtools.org
[25] google.com
[22] teacherspayteachers.com
[19] nap.edu
[19] ngsnavigators.com
[14] nextgenscience.org

Top Domains in Tweet in G1:
[328] twitter.com
[32] nsta.org
[32] stemteachingtools.org
[19] nap.edu
[18] ngsnavigators.com
[17] google.com
[9] youtube.com
[7] nationalacademies.org
[7] achieve.org
[7] nextgenscience.org

Top Domains in Tweet in G2:
[160] twitter.com
[5] youtube.com
[2] groovylabinabox.com
[2] blogspot.com
[2] nature.com
[1] nsta.org
[1] msnucleus.org
[1] paper.li
[1] edtechpicks.org
[1] dryerase.com

Top Domains in Tweet in G3:
[133] twitter.com
[3] emindweb.com

Top Domains in Tweet in G4:
[34] youtube.com
[25] twitter.com
[5] pinterest.com
[4] nextgenscience.org
[1] vimeo.com
[1] ted.com

Top Domains in Tweet in G5:
[102] mys.ci
[13] twitter.com
[1] nasa.gov
[1] paper.li

Top Domains in Tweet in G6:
[21] twitter.com
[1] stemteachingtools.org
[1] nextgenscience.org
[1] teacherspayteachers.com

Top Domains in Tweet in G7:
[27] twitter.com
[2] teammanga.fr

Top Domains in Tweet in G8:
[22] twitter.com
[21] nsta.org
[2] youtube.com
[2] science-u.org
[1] nextgenscience.org
[1] kare11.com
[1] vimeo.com
[1] ngsnavigators.com
[1] kuaf.com

Top Domains in Tweet in G9:
[16] twitter.com
[3] zoom.us
[1] eventbrite.com
[1] concord.org
[1] google.com
[1] nextgenstorylines.org

Top Domains in Tweet in G10:
[15] twitter.com
[2] pbs.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[898] ngss
[300] ngsschat
[185] covid19
[129] stem
[110] science
[100] staycurious
[53] distancelearning
[37] mondaymotivation
[30] earthscience
[28] free



Top Hashtags in Tweet in G1:
[300] ngss
[238] ngsschat
[151] covid19
[28] distancelearning
[17] science
[17] learningtogether
[16] scied
[16] cangss
[14] elstem
[13] dailydo

Top Hashtags in Tweet in G2:
[59] ngss
[15] microgrant
[12] stem
[9] stem_discipline
[7] science
[7] ausgangssperre
[6] middleschool
[5] molympics
[5] school
[5] grants

Top Hashtags in Tweet in G3:
[3] ngss
[2] choiceboard
[2] baldwinstocker
[1] weather

Top Hashtags in Tweet in G4:
[28] ngss
[26] gopro
[26] canttaketheheat
[25] earthscience
[25] volcano
[24] stem
[18] geology
[11] steam
[11] sciencehow
[10] literacy

Top Hashtags in Tweet in G5:
[107] ngss
[100] staycurious
[5] studentscientists
[3] fts4rkids
[1] baronnotebook
[1] climatechange
[1] covid19

Top Hashtags in Tweet in G6:
[57] ngss
[24] mondaymotivation
[6] engineering
[5] k12
[5] stem
[4] science
[4] earthscience
[3] ngsschat
[3] stemeducation
[3] geology

Top Hashtags in Tweet in G7:
[2] macron20h
[2] resterchezvous
[2] savagechallenge
[1] confinementotal

Top Hashtags in Tweet in G8:
[32] ngsschat
[18] ngss
[7] edchat
[5] mschat
[5] scichat
[3] covid19
[2] academictwitter
[2] stem
[2] amazingeducators
[2] sausdscience

Top Hashtags in Tweet in G9:
[11] ngss
[7] ngsschat
[7] covid19
[2] handsonlearning
[2] investigation
[2] allin4nb
[1] virtualscienceed
[1] stemeducation
[1] stem
[1] mondaymotivation

Top Hashtags in Tweet in G10:
[19] invention
[18] ngss
[12] stem
[11] ar
[11] vr
[5] humanities
[4] pbl
[4] enviroliteracy
[4] elachat
[4] sschat

Top Words
Top Words in Tweet in Entire Graph:
[3859] Words in Sentiment List#1: Positive
[740] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[98359] Non-categorized Words
[102958] Total Words
[1165] science
[898] #ngss
[851] ngss_tweeps
[794] learning
[706] ngss

Top Words in Tweet in G1:
[705] ngss_tweeps
[645] science
[412] learning
[300] #ngss
[277] resources
[263] students
[238] #ngsschat
[194] parents
[188] teachers
[184] ngss

Top Words in Tweet in G2:
[64] ngss
[59] #ngss
[51] science
[24] students
[20] learning
[17] standards
[15] #microgrant
[15] alert
[13] next
[13] teachers

Top Words in Tweet in G3:
[131] looking
[131] affordable
[130] interactive
[129] biology
[128] software
[117] remote
[114] student
[106] learning
[99] ngss
[40] aligned

Top Words in Tweet in G4:
[118] nesta_us
[44] video
[35] full
[34] more
[31] free
[28] #ngss
[26] #gopro
[26] melted
[26] hawaii
[26] lava

Top Words in Tweet in G5:
[117] mysterysci
[107] #ngss
[100] #staycurious
[91] lesson
[77] terrific
[59] science
[35] teaching
[35] never
[31] great
[24] free

Top Words in Tweet in G6:
[81] officialngss
[57] #ngss
[38] science
[33] learning
[33] world
[27] students
[26] around
[24] #mondaymotivation
[22] happen
[21] check

Top Words in Tweet in G7:
[35] jp_ngss
[26] ça
[19] yao_frndez
[17] eggatn
[16] fait
[15] trap_queen07
[13] mais
[13] ils
[10] comme
[9] ont

Top Words in Tweet in G8:
[92] ngss_tweeps
[43] bmsscienceteach
[40] nsta
[36] science
[32] #ngsschat
[18] #ngss
[16] kids
[15] need
[14] starting
[14] resources

Top Words in Tweet in G9:
[68] science
[60] doc_b_brown
[59] teachers
[37] home
[36] lessons
[33] bunch
[33] downloadable
[33] use
[33] interactive
[33] based

Top Words in Tweet in G10:
[69] pbs
[67] ms
[67] hs
[67] resource
[66] students
[65] newshourextra
[50] newshour
[45] classroom
[45] list
[41] check

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] science,learning
[149] supporting,science
[131] looking,affordable
[130] affordable,interactive
[129] interactive,biology
[128] biology,software
[125] science,teachers
[124] during,#covid19
[123] guidance,supporting
[123] learning,during

Top Word Pairs in Tweet in G1:
[148] science,learning
[130] supporting,science
[108] learning,during
[108] during,#covid19
[107] guidance,supporting
[106] #covid19,resources
[106] resources,educators
[106] educators,parents
[104] pls,#ngsschat
[101] philiplbell,pls

Top Word Pairs in Tweet in G2:
[15] #microgrant,alert
[10] alert,apply
[10] apply,31
[10] 31,20
[10] 20,#ngss
[10] #ngss,microgrant
[10] microgrant,immersed
[10] immersed,games
[10] games,winners
[10] winners,receive

Top Word Pairs in Tweet in G3:
[131] looking,affordable
[130] affordable,interactive
[129] interactive,biology
[128] biology,software
[117] software,remote
[114] remote,student
[104] student,learning
[88] learning,ngss
[40] ngss,aligned
[16] ngss,ali

Top Word Pairs in Tweet in G4:
[35] full,video
[26] #gopro,melted
[26] melted,hawaii
[26] hawaii,lava
[26] lava,survives
[26] survives,kilaueaecoguide
[26] kilaueaecoguide,full
[26] video,#canttaketheheat
[25] nesta_us,#gopro
[25] #canttaketheheat,#volcano

Top Word Pairs in Tweet in G5:
[99] #staycurious,#ngss
[77] lesson,terrific
[35] teaching,science
[35] science,never
[29] terrific,teaching
[23] science,resource
[23] resource,mysterysci
[21] never,easy
[20] easy,#staycurious
[20] sign,today

Top Word Pairs in Tweet in G6:
[26] world,around
[22] officialngss,#mondaymotivation
[21] #ngss,figuring
[21] figuring,world
[21] around,best
[21] best,learning
[21] learning,happen
[21] happen,students
[20] officialngss,#ngss
[20] students,homes

Top Word Pairs in Tweet in G7:
[10] eggatn,yao_frndez
[8] comme,ça
[6] jp_ngss,yao_frndez
[5] ils,ont
[5] jp_ngss,eggatn
[4] covid,19
[4] t'as,pris
[4] pris,vu
[4] ont,été
[4] janvier,1888

Top Word Pairs in Tweet in G8:
[30] bmsscienceteach,ngss_tweeps
[21] #ngsschat,ngss_tweeps
[13] nsta,web
[13] web,seminar
[13] seminar,coronavirus
[13] coronavirus,covid
[13] covid,19
[13] 19,25
[13] 25,starting
[13] starting,00

Top Word Pairs in Tweet in G9:
[55] science,teachers
[33] teachers,bunch
[33] bunch,downloadable
[33] downloadable,lessons
[33] lessons,use
[33] use,interactive
[33] interactive,home
[32] doc_b_brown,science
[32] home,based
[32] based,less

Top Word Pairs in Tweet in G10:
[67] ms,hs
[49] pbs,newshour
[45] list,ms
[45] hs,students
[34] worried,school
[34] school,closures
[34] closures,check
[34] check,pbs
[34] newshour,extra's
[34] extra's,classroom

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@bmsscienceteach
@jp_ngss
@sbottasullivan
@haschweingruber
@jeansciqueen
@kimmomteacher
@trap_queen07
@starrscience
@eggatn

Top Replied-To in G1:
@ngss_tweeps
@sbottasullivan
@haschweingruber
@bmsscienceteach
@jeansciqueen
@kimmomteacher
@starrscience
@achosinfo
@thinksci
@lisa_rymac90

Top Replied-To in G3:
@northshore_sd
@beavertonsd
@cdcgov
@camasschools
@shorelinek12
@pullmansd
@thebsd405
@govmikedewine
@rhsgiants411
@tamsupt

Top Replied-To in G4:
@carinotcarl
@nesta_us

Top Replied-To in G5:
@mysterysci
@cnusd
@meowpar85

Top Replied-To in G6:
@dawnbazely
@officialngss
@nsf
@cadrek12
@smithnj
@grantsfacilitat

Top Replied-To in G7:
@jp_ngss
@trap_queen07
@eggatn
@dionysosduswag
@emmadedun
@hna123456789010
@niktaphilia
@grace_hnt
@julialinton
@victorblng

Top Replied-To in G8:
@bmsscienceteach
@ngss_tweeps
@nsta
@uncims
@gosundevils
@mrb_emscats
@pablovidalribas
@wmgreed
@philiplbell
@tdishelton

Top Replied-To in G9:
@mbasnage
@vogelwendi
@nilukamdar
@shannonsaglio1

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@philiplbell
@officialngss
@nesta_us
@mysterysci
@stemteachtools
@ngsnavigators
@doc_b_brown
@thespacegal

Top Mentioned in G1:
@ngss_tweeps
@philiplbell
@ngssphenomena
@stemteachtools
@ngsnavigators
@thenasem
@krenaep
@sbottasullivan
@bpenuel
@officialngss

Top Mentioned in G2:

Top Mentioned in G3:
@cdcgov
@who
@avmavets
@arcadiaunified
@tamhigh
@usda
@vmariep27
@ausd_lfelippa
@biointeractive
@ihschools

Top Mentioned in G4:
@nesta_us
@kilaueaecoguide
@iris_epo
@omv
@berkeleyearth
@smithsonianedu
@nmnh
@unavco
@disneymovies
@officialngss

Top Mentioned in G5:
@mysterysci
@romanowskicras
@mrswhitesrsgate
@cra_bulldogs
@ngssphenomena
@pickspacers
@virtualgiff
@kaffey8
@w_benefield
@palcschemistry

Top Mentioned in G6:
@officialngss
@ngss_tweeps
@openscied
@nsf
@achievein
@cadrek12
@nesta_us
@bcmcgcav
@ngsschat
@thenasem

Top Mentioned in G7:
@yao_frndez
@eggatn
@jp_ngss
@klefman_
@bysysr
@trap_queen07
@ryann75
@djoats02
@virgoaquariusss
@winryirl

Top Mentioned in G8:
@ngss_tweeps
@nsta
@bmsscienceteach
@fljmendez
@wstasci
@nigronia
@bakerhhhs
@academicchatter
@ngsschat

Top Mentioned in G9:
@doc_b_brown
@philiplbell
@ngss_tweeps
@ngssphenomena
@ms_galasso
@nbmszebras
@bpenuel
@docchriswright
@thinksci
@ruffinoscience

Top Mentioned in G10:
@newshourextra
@newshour
@zspace
@creecnetwork
@pnicho50_paul
@tenstrands
@ngssphenomena
@gvsurmsc
@sealwithsmiles
@philiplbell

Top Tweeters
Top Tweeters in Entire Graph:
@clairebotai
@onlyrpe
@eddarrell
@samir_patil
@femtech_
@tizthalife77
@nctconfess
@dudeneyn
@hdmcardenadenis
@evcoc54

Top Tweeters in G1:
@femtech_
@shyduroff
@hlthiskrieger
@ricardo_ik_ahau
@korytellers
@theweirdteacher
@rumpfshaker
@zettie_geez
@paleophile
@jasonwardny

Top Tweeters in G2:
@dudeneyn
@caratstalk
@sunicamarkovic
@flexi_bell
@lisasholic
@gabriel08780473
@astronoluke
@mutabor17
@vsefzat
@kybeline

Top Tweeters in G3:
@nbcla
@voxdotcom
@elranchohs
@carlzimmer
@who
@avmavets
@arcadiaunified
@voiceofsandiego
@cincylibrary
@pahowho

Top Tweeters in G4:
@samir_patil
@hdmcardenadenis
@mahanthanut
@markmichdomnic
@elleallever
@volcanowatching
@sansan1377
@bg_grace
@cornubiageol
@prometheusgreen

Top Tweeters in G5:
@lorileal1
@mygrindelwald
@meowpar85
@kaffey8
@pricechris
@kendremilburn
@mamagotfreetime
@ellingsonkc
@rosenelsonwest
@petalo79

Top Tweeters in G6:
@dawnbazely
@teacher2teacher
@meg_gruber
@treebiology
@motivationza
@sarahmackattack
@usedgov
@nsf
@amykfmurphy
@dr___white

Top Tweeters in G7:
@thacondition
@bolabankz
@haitmagne_
@idkheyrcm
@jinathot
@itachiofwgkta
@lemeryam
@owlyfuck
@caporallv
@virgoaquariusss

Top Tweeters in G8:
@whysharksmatter
@academicchatter
@craken_maccraic
@_astro_nerd_
@phlane
@scifri
@wpsu
@drmichellelarue
@michaela_65uk
@bmsscienceteach

Top Tweeters in G9:
@marclamonthill
@chrisemdin
@karenvaites
@lisgurthie
@leshell
@travisjbristol
@zingerlearns
@docchriswright
@scifleur
@kevnix

Top Tweeters in G10:
@evcoc54
@bigforkgirl
@bgheaven
@justbementalist
@gingin21
@longislandtonv
@akdm_bot
@newshour
@unitebluemn
@jackiec1989


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