ngss, Twitter, 12/8/2020 9:32:48 AM, 242896


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ngss_2020-12-07_23-07-48.xlsx
ngss_2020-12-07_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 08, 2020
Short Description:
ngss via NodeXL https://bit.ly/3glZpWi
@ngss_tweeps
@jp_ngss
@stem_ai
@stemteachtools
@officialngss
@smr_foundation
@nsta
@ngssphenomena
@philiplbell
@flabellinajg

Top hashtags:
#ngss
#ngsschat
#stem
#science
#scied
#cangss
#bildungsstattpraesenzpflicht
#cascience20

Description:
Description
The graph represents a network of 4,804 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, 08 December 2020 at 07:23 UTC.

The requested start date was Tuesday, 08 December 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 59-day, 23-hour, 22-minute period from Friday, 09 October 2020 at 01:34 UTC to Tuesday, 08 December 2020 at 00:56 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 : 4804
Unique Edges : 4415
Edges With Duplicates : 12017
Total Edges : 16432
Number of Edge Types : 5
Mentions : 4487
MentionsInRetweet : 4777
Retweet : 3479
Replies to : 1565
Tweet : 2124
Self-Loops : 2216
Reciprocated Vertex Pair Ratio : 0.0819324549447221
Reciprocated Edge Ratio : 0.151455767077268
Connected Components : 900
Single-Vertex Connected Components : 441
Maximum Vertices in a Connected Component : 2238
Maximum Edges in a Connected Component : 11992
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.331987
Graph Density : 0.000309617757289149
Modularity : 0.378101
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,804 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, 08 December 2020 at 07:23 UTC.

The requested start date was Tuesday, 08 December 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 59-day, 23-hour, 22-minute period from Friday, 09 October 2020 at 01:34 UTC to Tuesday, 08 December 2020 at 00:56 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:
[58] http://ngss.iptime.org
[21] https://www.nextgenscience.org/news/december-2020-ngss-now-newsletter
[17] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[16] http://STEMteachingtools.org/link/PDFcollection/
[12] https://drive.google.com/file/d/1HRtTyxloEyaj3h9p9DLc7I-Bs0-ZuF9V/view
[10] https://ngss.sdcoe.net
[10] https://docs.google.com/forms/d/e/1FAIpQLSew6Zglj6IbjVf0-8G6Dwslqhkbj4G-8B9r8NHUxj55p-T9eg/viewform
[8] https://apl.maps.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0&adumkts=social&utm_source=social&aduc=social&adum=external&aduSF=twitter&aduca=social_branding&aduco=what_causes_ocean_currents&aduat=storymap&adupro=Esri_Story_Maps&adbsc=social2385661&adbid=1002662586528092160&adbpl=tw&adbpr=16132791
[8] https://twitter.com/focusonline/status/1329080970281029635
[8] https://twitter.com/kingsseventeen/status/1320088230457430016?s=21

Top URLs in Tweet in G1:
[7] https://solidstart.msu.edu/
[7] http://STEMteachingtools.org/link/PDFcollection/
[6] https://education.msu.edu/research/projects/solid-start/curriculum/
[6] https://docs.google.com/document/d/1Sc1xXfeXqnPa_FbFrrsY9tctL-AkX0BL94rCqCjHJ04/edit?usp=sharing
[6] https://drive.google.com/file/d/1HRtTyxloEyaj3h9p9DLc7I-Bs0-ZuF9V/view
[4] https://drive.google.com/file/d/1JQc-cGkT3pGKeF0I6iGZqu3korrbhuK_/view?usp=sharing
[4] https://www.nextgenscience.org/news/december-2020-ngss-now-newsletter
[4] http://www.modelbasedinquiry.com
[4] https://teachscience4all.org/2020/11/05/ngss-in-the-classroom-what-early-implementer-science-instruction-looks-like/
[4] https://stemtlnet.org/members/julieolson

Top URLs in Tweet in G2:
[6] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[5] http://boxfresh.site/ngpage
[3] http://www.ngss.co.ke
[2] https://www.myrobothink.com/
[2] https://dryerase.com/collections/small-group-classroom-modeling
[2] https://dryerase.com/collections/small-group-classroom-modeling/products/large_unlined_dry_erase_boards
[1] https://scratch.mit.edu/projects/433382316
[1] https://www.youtube.com/watch?v=v-6NcWFIJZI

[1] https://twitter.com/mss_wested/status/1314973972916654081
[1] https://store.sciensational.com/2020/10/thames-kosmos-forces-interactions.html#111020

Top URLs in Tweet in G3:
[16] https://www.nextgenscience.org/news/december-2020-ngss-now-newsletter
[8] https://apl.maps.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0&adumkts=social&utm_source=social&aduc=social&adum=external&aduSF=twitter&aduca=social_branding&aduco=what_causes_ocean_currents&aduat=storymap&adupro=Esri_Story_Maps&adbsc=social2385661&adbid=1002662586528092160&adbpl=tw&adbpr=16132791
[5] https://www.sciencenews.org/article/how-math-helps-explain-delicate-patterns-dragonfly-wings
[4] https://ccsesa.cventevents.com/event/419b3aae-ec91-4b8d-8435-2f1dbea6eedb/summary?rt=00000000-0000-0000-0000-000000000000&environment=P2&i=5821cdf7-7faf-45c0-a704-6c2dd740f4df&tm=KpIVCkvvuLvSDDNBP5oC9I-LvdtxuWAP0ps1d9WBTkk
[3] https://www.wested.org/resources/keep-teaching-science-distance-learning/
[3] https://www.wested.org/resources/its-about-time-ca-ngss-toolkit/
[3] https://p12framework.asee.org/
[3] https://www.exploratorium.edu/snacks/hand-battery
[3] https://tenstrands.org/ngss/environmental-education-and-ngss-in-an-era-of-uncertainty/
[2] https://drive.google.com/file/d/1HRtTyxloEyaj3h9p9DLc7I-Bs0-ZuF9V/view

Top URLs in Tweet in G4:
[2] https://ill.is/453w
[2] https://twitter.com/franceinfo/status/1334823514424086531
[1] https://twitter.com/iignisss/status/1314991357782626304
[1] https://twitter.com/LuckyovLegends/status/1314794700746887168
[1] https://twitter.com/pjmdaisies/status/1317150235089620993
[1] https://twitter.com/thortank94/status/1317773206690910208
[1] https://twitter.com/maj7n/status/1318233378454425603
[1] https://twitter.com/catvibestoanime/status/1318648987755401217
[1] https://twitter.com/fnac/status/1320819690189561858
[1] https://twitter.com/davinhorpacman/status/1321175194547998725

Top URLs in Tweet in G5:
[6] https://www.definedlearning.com/ngss-guide/
[5] https://go.info.amplify.com/getintouchoption-webinar-fy20_science_sciencewebinars_national_fall2020
[5] https://www.instagram.com/accounts/login/
[5] https://app.definedlearning.com/project/0C80BAD4-171D-4B5A-A18C-17B962187988
[4] https://app.definedlearning.com/project/2C91992F-317D-4F3D-B5F8-2854374C2300
[3] https://amplify.com/amplify-in-action-science/
[3] https://go.info.amplify.com/take-on-the-role
[3] https://www.youtube.com/watch?v=iSGTJL3LgSY&feature=youtu.be

[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237876
[3] https://www.pbslearningmedia.org/standards/0/

Top URLs in Tweet in G6:
[7] http://STEMteachingtools.org/link/PDFcollection/
[4] http://stemteachingtools.org/brief/67
[3] https://twitter.com/philiplbell/status/1117536458078851074
[3] https://drive.google.com/file/d/1HRtTyxloEyaj3h9p9DLc7I-Bs0-ZuF9V/view
[2] http://stemteachingtools.org/brief/32
[2] http://stemteachingtools.org/brief/37
[2] http://stemteachingtools.org/brief/4
[2] https://twitter.com/IAmASTEM/status/1332421796717490176
[1] https://twitter.com/officialngss/status/1316011512155246592
[1] https://twitter.com/nevadascience/status/1312055955945742336?s=20

Top URLs in Tweet in G7:
[5] https://twitter.com/ZDFheute/status/1319950717885370369
[2] https://twitter.com/beerenstark/status/1335885467255001089
[1] https://twitter.com/i/web/status/1336066495613460493
[1] https://twitter.com/i/web/status/1318148839631704064
[1] https://twitter.com/i/web/status/1332622231843840021
[1] https://twitter.com/i/web/status/1332405499019603968
[1] https://twitter.com/i/web/status/1332226268524404737
[1] https://twitter.com/i/web/status/1331613802111119361
[1] https://twitter.com/News4teachers/status/1335543607596609537
[1] https://twitter.com/i/web/status/1326891131444088832

Top URLs in Tweet in G8:
[2] https://twitter.com/brainpicker/status/1331225901930049538
[1] https://www.sciencealert.com/sparrows-have-changed-behaviour-in-response-to-coronavirus-anthropaus?fbclid=IwAR3nWGj6P-AHsvRZAeZGK7uFpX0Ph7nU3ivTdx5dmtWhfC4H49Na8iZaPkg
[1] https://mashable.com/article/nokia-cellular-network-on-the-moon/
[1] https://twitter.com/i/web/status/1317901970573852679
[1] https://twitter.com/rooneymobile/status/1327581502763380736
[1] https://twitter.com/jagarikin/status/1331409504953540613
[1] https://twitter.com/DrJoeHanson/status/1328406297566437377
[1] https://twitter.com/openscied/status/1314304632265547778
[1] https://twitter.com/i/web/status/1335968451018547201
[1] https://twitter.com/leadinsci/status/1317270355938058240

Top URLs in Tweet in G9:
[1] https://twitter.com/taekuka123/status/1334364609302712320

Top URLs in Tweet in G10:
[1] https://sadlerscience.com/2020/12/06/ngss-cause-and-effect-in-elementary-science/
[1] http://teachingsciencein3d.com/s3-e9-how-to-prevent-cheating-on-ngss-assessments/
[1] https://twitter.com/i/web/status/1318341678252523520
[1] https://twitter.com/i/web/status/1318537964771667976
[1] http://teachingsciencein3d.com/s3-e10-developing-and-using-models-for-ngss/
[1] https://twitter.com/i/web/status/1320862939419586560
[1] http://teachingsciencein3d.com/s3-e11-balancing-science-writing-exploration-with-ngss/
[1] https://sadlerscience.com/2020/11/08/systems-and-system-models-for-ngss/
[1] https://twitter.com/i/web/status/1325951645176328192
[1] https://twitter.com/hacking_stem/status/1328491791126040576

Top Domains
Top Domains in Tweet in Entire Graph:
[1162] twitter.com
[114] google.com
[74] youtube.com
[58] iptime.org
[51] stemteachingtools.org
[32] nextgenscience.org
[30] co.jp
[25] mys.ci
[24] bscs.org
[21] peing.net

Top Domains in Tweet in G1:
[269] twitter.com
[56] google.com
[24] bscs.org
[17] msu.edu
[15] youtube.com
[13] stemteachingtools.org
[12] ngsnavigators.com
[11] nextgenscience.org
[6] nsta.org
[6] teachscience4all.org

Top Domains in Tweet in G2:
[168] twitter.com
[6] youtube.com
[6] elementarymatters.com
[5] blogspot.com
[5] boxfresh.site
[4] dryerase.com
[3] google.com
[3] teacherspayteachers.com
[3] co.ke
[2] linkedin.com

Top Domains in Tweet in G3:
[98] twitter.com
[20] nextgenscience.org
[8] wested.org
[8] arcgis.com
[7] youtube.com
[6] google.com
[5] sciencenews.org
[4] cventevents.com
[4] lab-aids.com
[4] cascience.org

Top Domains in Tweet in G4:
[64] twitter.com
[2] ill.is

Top Domains in Tweet in G5:
[42] twitter.com
[19] definedlearning.com
[15] amplify.com
[8] youtube.com
[6] instagram.com
[4] google.com
[3] nodexlgraphgallery.org
[3] pbslearningmedia.org
[2] njscienceconvention.org
[2] sciencebuddies.org

Top Domains in Tweet in G6:
[35] stemteachingtools.org
[29] twitter.com
[5] google.com
[2] youtube.com
[1] nextgenscience.org
[1] pinterest.com
[1] sourcebooks.com
[1] clevelandmetroparks.com

Top Domains in Tweet in G7:
[29] twitter.com

Top Domains in Tweet in G8:
[35] twitter.com
[10] google.com
[5] youtube.com
[1] sciencealert.com
[1] mashable.com
[1] audubon.org
[1] learndbir.org
[1] msta-mich.org

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[9] twitter.com
[3] teachingsciencein3d.com
[2] sadlerscience.com
[1] nasa.gov
[1] eweblife.com
[1] underrep.com
[1] nationalgeographic.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1464] ngss
[429] ngsschat
[227] stem
[183] science
[154] scied
[79] cangss
[64] bildungsstattpraesenzpflicht
[54] cascience20
[51] bevölkerungsschutzgesetz
[49] ostawsta20



Top Hashtags in Tweet in G1:
[480] ngss
[277] ngsschat
[68] scied
[45] science
[43] 3datlaschat
[32] damornot
[32] ostawsta20
[26] elemngss
[24] stem
[17] 808science

Top Hashtags in Tweet in G2:
[80] ngss
[17] bildungsstattpraesenzpflicht
[12] science
[11] stem
[8] stemeducation
[8] ngsschat
[6] phenomenon
[6] education
[6] bildungabersicher
[6] teachers

Top Hashtags in Tweet in G3:
[249] ngss
[58] science
[55] cangss
[35] ngsschat
[34] cascience20
[27] stem
[23] cascience2020
[21] earthscience
[17] distancelearning
[17] scied

Top Hashtags in Tweet in G4:
[2] couvrefeu
[2] ゴールデンカムイ
[2] michigan
[2] on
[2] off
[2] newprofilepic
[1] pokemonmaniaxfnac
[1] paris
[1] goldenkamuy
[1] gendarmerie

Top Hashtags in Tweet in G5:
[102] ngss
[88] stem
[42] stem_discipline
[28] stel
[25] steam
[18] ngsschat
[18] pbl
[15] science
[14] k12
[14] جدة

Top Hashtags in Tweet in G6:
[91] ngss
[43] scied
[34] ngsschat
[31] indigenouspeoplesday
[10] ostawsta20
[9] science
[9] equityfirst
[4] stem
[4] nstachat
[3] nsta19

Top Hashtags in Tweet in G7:
[37] bildungsstattpraesenzpflicht
[22] covid19
[22] princetonu
[13] bildungsicherde
[9] bildungsstattpräsenzpflicht
[8] verfassungsschutz
[8] extremismus
[8] verschwörungsmythen
[8] sicherebildungjetzt
[8] sicherebildung

Top Hashtags in Tweet in G8:
[59] ngss
[19] ngsschat
[8] phenomenon
[7] iasciencechat
[5] remotelearning
[3] njsc2020
[2] redoxrxn
[2] chemtwitter
[2] science
[2] sciencegif

Top Hashtags in Tweet in G9:
[2] getwellsoonyoongi
[1] taejinstreamparty
[1] lifegoesonteaser
[1] getwellsoonsuga

Top Hashtags in Tweet in G10:
[14] ngss
[12] seeingtheseas
[11] stem
[11] equity
[11] socialjustice
[5] models
[5] phenomenon
[5] podcast
[5] podcasts
[5] podcasting

Top Words
Top Words in Tweet in Entire Graph:
[1464] #ngss
[1462] science
[1212] ngss
[1132] ngss_tweeps
[892] ì
[708] students
[695] ø
[609] ù
[539] teachers
[510] learning

Top Words in Tweet in G1:
[1007] ngss_tweeps
[583] science
[481] #ngss
[321] students
[317] ss
[274] #ngsschat
[244] ngss
[233] learning
[202] ngsschat
[193] more

Top Words in Tweet in G2:
[179] ngss
[80] #ngss
[77] ø
[59] science
[56] die
[55] ù
[24] ì
[21] students
[21] standards
[21] teachers

Top Words in Tweet in G3:
[249] #ngss
[207] science
[175] ngss
[86] learning
[73] students
[72] nesta_us
[59] teachers
[58] #science
[57] virtual
[55] #cangss

Top Words in Tweet in G4:
[40] jp_ngss
[30] mais
[25] quand
[23] mon
[23] ce
[23] ça
[20] opening
[17] ils
[15] qu
[15] vu

Top Words in Tweet in G5:
[137] ãƒ
[102] #ngss
[89] ϋ
[85] #stem
[65] æ
[63] ç
[58] ù
[51] science
[47] free
[44] ngss

Top Words in Tweet in G6:
[132] stemteachtools
[91] #ngss
[77] science
[56] students
[53] support
[51] learning
[46] indigenous
[43] #scied
[39] philiplbell
[37] pls

Top Words in Tweet in G7:
[57] die
[37] #bildungsstattpraesenzpflicht
[33] bildungssystem
[29] mal
[29] lehrerin
[29] gesagt
[29] einfachste
[29] weg
[29] deutschland
[29] verbessern

Top Words in Tweet in G8:
[61] ngssphenomena
[58] #ngss
[52] ice
[52] below
[46] found
[40] isopropyl
[40] alcohol
[26] stones
[26] small
[26] point

Top Words in Tweet in G9:
[70] win_ngss
[53] taekuka123
[16] bts
[11] win_ngs
[10] cero
[6] gracias
[6] fandom
[5] army
[5] favs
[5] empresa

Top Words in Tweet in G10:
[25] ngss
[14] #ngss
[13] mission
[13] sea
[13] level
[13] talk
[12] nasastem
[12] saturday
[12] sentinel
[12] michael

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[268] ø,ù
[260] ø,ø
[246] ì,ì
[238] ù,ø
[188] ù,ù
[178] ì,œë
[165] ãƒ,ãƒ
[156] tdishelton,katesor1027
[145] ë,ì
[128] #ngss,#ngsschat

Top Word Pairs in Tweet in G1:
[156] tdishelton,katesor1027
[128] ngss_tweeps,ngsschat
[126] racheljcox87,tdishelton
[101] thinksci,racheljcox87
[96] katesor1027,ngss_tweeps
[60] katesor1027,ngsschat
[56] science,education
[52] #ngss,#ngsschat
[37] sense,making
[35] #ngsschat,#ngss

Top Word Pairs in Tweet in G2:
[29] ø,ù
[26] ù,ø
[26] ø,ø
[11] ãƒ,ãƒ
[10] science,standards
[9] next,generation
[9] generation,science
[8] ù,ù
[8] ì,ì
[6] ngss,aligned

Top Word Pairs in Tweet in G3:
[25] science,learning
[24] #science,teaching
[24] ngss,newsletter
[24] high,school
[24] length,day
[24] day,due
[23] main,take
[23] take,away
[23] away,#cascience2020
[23] #cascience2020,teacher

Top Word Pairs in Tweet in G4:
[5] ils,ont
[4] ce,soir
[4] diodionychopper,s_assbague
[4] covid,partir
[4] jamais,été
[4] ma,vie
[4] jâ,suis
[4] video,game
[4] mais,bon
[4] ils,vont

Top Word Pairs in Tweet in G5:
[73] ãƒ,ãƒ
[25] #stem,#steam
[24] ù,ø
[20] 科学とエンジニアリングの体験的,経験的活動
[18] next,generation
[16] help,students
[15] #ngss,#ngsschat
[15] ù,ù
[14] œã,ãƒ
[14] ø,ø

Top Word Pairs in Tweet in G6:
[35] pls,share
[35] support,indigenous
[31] share,#indigenouspeoplesday
[31] #indigenouspeoplesday,encourage
[31] encourage,educators
[31] educators,learn
[31] learn,better
[31] better,support
[31] indigenous,thriving
[30] stemteachtools,pls

Top Word Pairs in Tweet in G7:
[29] mal,lehrerin
[29] lehrerin,gesagt
[29] gesagt,einfachste
[29] einfachste,weg
[29] weg,bildungssystem
[29] bildungssystem,deutschland
[29] deutschland,verbessern
[29] verbessern,sei
[29] sei,die
[29] die,kmk

Top Word Pairs in Tweet in G8:
[40] isopropyl,alcohol
[26] stones,found
[26] found,ice
[26] ice,small
[26] small,point
[26] point,below
[26] below,depression
[26] depression,surface
[26] surface,ice
[26] ice,below

Top Word Pairs in Tweet in G9:
[49] taekuka123,win_ngss
[4] kobistay,win_ngs
[3] aã,os
[3] stray,kids
[3] tus,favs
[3] crystalsnow1017,taekuka123
[3] win_ngss,bueno
[3] win_ngss,cero
[3] win_ngss,win_ngs
[2] win_ngss,bts

Top Word Pairs in Tweet in G10:
[13] sea,level
[12] saturday,sentinel
[12] sentinel,michael
[12] michael,freilich
[12] freilich,satellite
[12] satellite,launch
[12] launch,historic
[12] historic,#seeingtheseas
[12] #seeingtheseas,mission
[12] mission,measure

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@taekuka123
@thinksci
@bmsscienceteach
@jp_ngss
@kmgill135
@art_ngss
@xeno_lith
@krenaep
@drloriandersen

Top Replied-To in G1:
@ngss_tweeps
@thinksci
@bmsscienceteach
@kmgill135
@xeno_lith
@krenaep
@drloriandersen
@sbottasullivan
@carbontime
@racheljcox87

Top Replied-To in G2:

Top Replied-To in G3:
@ngss_tweeps
@nesta_us
@ethanrockstory
@inamedsciart
@drloriandersen
@lizalbertorio
@elemscitchr
@k12alliance
@gusdedservices
@hqy9agfxpkolcfb

Top Replied-To in G4:
@jp_ngss
@diodionychopper
@niktaphilia
@fleuu_blr
@oaristysev
@lizbowll
@va_laa_bas
@uneantilope
@itachiofwgkta
@fnac

Top Replied-To in G5:
@_ngss_
@alexcrowhurst3
@nkucinsam
@ngss_tweeps
@scifri
@ba_alsaleh
@richard_gudgeon
@kaitmarieox
@actiontiff

Top Replied-To in G6:
@ngss_tweeps
@tksciguy
@aboutgeology
@connectedwaters
@100kin10
@patricianewman
@ebzscience
@rc_steam
@wh_msrams
@philiplbell

Top Replied-To in G7:
@oppermannj80
@kevinhoenicke
@bildungsicherde
@markus_soeder
@senat_hamburg

Top Replied-To in G8:
@ngss_tweeps
@sperlingtcsd
@nws_mountholly
@katydornbos
@rissachem
@sciressoehl
@ralph90397024
@kimberleyastle
@leadinsci
@rvccngss

Top Replied-To in G9:
@taekuka123
@win_ngss
@v_vcutie
@je0nskit
@crystalsnow1017
@jlnminie
@sltejk

Top Replied-To in G10:
@ngss_tweeps
@mrjoemilliano
@nasastem
@level98edu
@physicsnico
@martastoeckel
@phyzman
@msruggerio

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@ngsschat
@philiplbell
@tdishelton
@katesor1027
@racheljcox87
@thinksci
@solidstartteam1
@ngssphenomena

Top Mentioned in G1:
@ngss_tweeps
@ngsschat
@tdishelton
@katesor1027
@racheljcox87
@stemteachtools
@thinksci
@solidstartteam1
@philiplbell
@dtcampbe

Top Mentioned in G2:
@elemntrymatters
@kimlepre
@captlemb1

Top Mentioned in G3:
@nesta_us
@flabellinajg
@cascience
@officialngss
@nsta
@nextgenscience
@k12alliance
@wested
@ngss_tweeps
@stemteachtools

Top Mentioned in G4:
@jp_ngss
@catvibestoanime
@diodionychopper
@myunclesmemes
@s_assbague
@mamsou752
@jjbafanaccount
@itachiofwgkta
@klefman_
@thebriightlife

Top Mentioned in G5:
@teachpasci
@njscnews
@njstanews
@rufaidia
@monica_vincent
@liu12_stem
@kispride
@amplify
@tomexplorer
@paprincipals

Top Mentioned in G6:
@stemteachtools
@philiplbell
@sandc_nsta
@ngss_tweeps
@markwindschitl
@nsta
@ecsif
@mdispezio
@sylviavardell
@acesseproject

Top Mentioned in G7:
@fischblog
@esoinfo1
@marthadear
@leanderjakobine
@blumeevolution
@bildungsicherde
@dilaranrw
@gtonne
@mpstephanweil
@ullamare

Top Mentioned in G8:
@ngssphenomena
@officialngss
@elearningnetwk
@rvccngss
@ngss_tweeps
@openscied
@carbontime
@nicolejbolduc
@stemteachtools
@tam_nagle

Top Mentioned in G9:
@win_ngss
@win_ngs
@taekuka123
@kobistay
@bts_twt
@it4efm
@gfcskoo
@ikoocatboy
@mvkego
@taegidads

Top Mentioned in G10:
@nasastem
@danny_doucette
@flipgrid
@sadlersci
@mssteminist
@natgeoeducation
@mrjoemilliano
@phyzman
@hacking_stem
@secaurphysics

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@cowboyscifibot
@5fec93919a544d3
@femtech_
@andreasandy3131
@collegemenfess
@astraea_styx
@wadakashiho
@llama_strudel
@pourqoispas

Top Tweeters in G1:
@llama_strudel
@trudaoceans
@forbes
@rgpma
@bflamel
@educationweek
@eric0lawton
@blackmudpuppy
@craken_maccraic
@paleophile

Top Tweeters in G2:
@mapthesoulwt
@cajsa123
@fasnix
@tijgernest
@mikeyafc_
@dongbin_123
@nndrfaal
@yoongiyaily
@publictorsten
@zeitgeschehen_

Top Tweeters in G3:
@bexxmodd
@npr
@masa_0083
@laurentnettweet
@specklight
@c_thomsen
@beartrust
@joshrosenau
@sciencenews
@cloo8_

Top Tweeters in G4:
@littlemoonhiden
@wesleylantana
@djlud_
@sk8fuckingdied
@wjl1691
@fnac
@jessydiandra
@deelasheeart
@tomboysanyu
@myunclesmemes

Top Tweeters in G5:
@shannonsharpe
@newstatesman
@abu_rayn8
@scicommbot
@petertatchell
@actiontiff
@jc_james_clark
@theofficialfng
@championsleague
@realdonaldtrump

Top Tweeters in G6:
@filafresh
@astraea_styx
@baluch_h1
@blkhwk0ps
@lilmoonflower
@barbarasakai1
@unfoundation
@moefeliu
@alfonsosdgs
@lindajoysinglet

Top Tweeters in G7:
@michael_kunz
@fischblog
@henscheck
@ozaed
@hermann11hueter
@harald4tweet
@darth_lehrer
@kiwonka
@toktalks
@takemetotelaviv

Top Tweeters in G8:
@klatubaradaniko
@imsouthern
@mmancuso2013
@otterbox
@bonbon_haruyasu
@ascendedleo
@natmoss
@gettoknownature
@rosta_chovanec
@rissachem

Top Tweeters in G9:
@namiwings
@bearhoba
@jktive
@vxntejeon
@ot7gigi
@koolvte
@sugaforeva
@telephatyvante
@hobichispita
@gwiyeomdungi_

Top Tweeters in G10:
@wadakashiho
@flipgrid
@lime_link
@zugarplume
@fwxqfatih
@natgeoeducation
@jsb16
@gridpalgeorge
@achmorrison
@design2research


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