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ngss_2023-01-16_23-15-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 17, 2023
Short Description:
ngss via NodeXL https://bit.ly/3DgDVH9
@ngssphenomena
@ngss_tweeps
@officialngss
@nsta
@stemteachtools
@edreports
@mswilliamsphys1
@philiplbell
@openscied
@ameliagotwals

Top hashtags:
#ngss
#stem
#ngsschat
#science
#scied
#staycurious
#メンテの日なのでssを貼る
#authentic

Description:
Description
The graph represents a network of 3,422 Twitter users whose recent tweets contained "ngss", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/16/2023 5:00:34 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1846-day, 7-hour, 30-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Tuesday, 17 January 2023 at 00:03 UTC.

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

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3422
Unique Edges : 2605
Edges With Duplicates : 8866
Total Edges : 11471
Number of Edge Types : 9
Retweet : 2419
MentionsInRetweet : 3175
Quote : 181
MentionsInQuote : 156
Mentions : 1353
Tweet : 1446
Replies to : 970
MentionsInReplyTo : 1751
MentionsInQuoteReply : 20
Self-Loops : 1775
Reciprocated Vertex Pair Ratio : 0.0874035989717224
Reciprocated Edge Ratio : 0.160756501182033
Connected Components : 657
Single-Vertex Connected Components : 382
Maximum Vertices in a Connected Component : 1679
Maximum Edges in a Connected Component : 7504
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.419888
Graph Density : 0.000397465989878242
Modularity : 0.364012
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,422 Twitter users whose recent tweets contained "ngss", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/16/2023 5:00:34 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1846-day, 7-hour, 30-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Tuesday, 17 January 2023 at 00:03 UTC.

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

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : 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:
[41] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[23] https://twitter.com/GosakuT/status/1592944528088272897/photo/1
[16] https://ngss.nsta.org/PracticesFull.aspx
[16] https://twitter.com/EunnHeeeeee/status/1384826921838469123/photo/1
[16] https://www.inqits.com/
[12] https://twitter.com/ac_ngss/status/1592760276629454849/photo/1
[12] https://ngss.nsta.org/Practices.aspx?id=3
[12] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1
[12] https://twitter.com/RahillySciLB/status/1601247754528776194/photo/1
[11] https://myventure.us/venture

Top URLs in Tweet in G1:
[5] http://out.Free
[5] https://ngss.nsta.org/PracticesFull.aspx
[4] https://stemteachingtools.org/brief/29
[4] https://www.oercommons.org/
[4] https://twitter.com/STEMTeachTools/status/1575560648163049473/photo/1
[4] https://twitter.com/philiplbell/status/1587168704395366400/photo/1
[4] https://twitter.com/philiplbell/status/1582050010450997258/photo/1
[4] https://twitter.com/philiplbell/status/1602104044407095296/photo/1
[4] https://twitter.com/MsWilliamsPhys1/status/1571205045290520577/photo/1
[4] https://twitter.com/NIHSISA/status/1585062091332800512/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/MsVangTeachChem/status/1585766986037878784/photo/1
[4] https://twitter.com/ff14arutai/status/1580133451302174721/photo/1
[4] https://twitter.com/yonaki_piero/status/1577327552556720129/photo/1
[4] https://twitter.com/yonaki_piero/status/1585156911468793857/photo/1
[4] https://twitter.com/ElmwoodSturgeon/status/1585294369829310464/photo/1
[4] https://twitter.com/jisung9iggles/status/1613803686458970112/photo/1
[4] https://twitter.com/SD_Coastkeeper/status/1584938273805373440/photo/1
[4] https://twitter.com/MrsCarissaHynes/status/1594884156328230912/photo/1
[3] https://www.inquisitive.com/us/
[3] https://twitter.com/RoboThinkFC/status/1584877544767389702/photo/1

Top URLs in Tweet in G3:
[8] https://twitter.com/DrHydrogenHC/status/1611742224982614017/photo/1
[6] https://twitter.com/NGSSphenomena/status/1592648301173936128/video/1
[4] https://twitter.com/NGSSphenomena/status/1584935529925443585/photo/1
[4] https://twitter.com/NGSSphenomena/status/1584149523005263873/photo/1
[4] https://twitter.com/NGSSphenomena/status/1512344844794052608/photo/1
[4] https://www.hindustantimes.com/trending/scientist-tries-dropping-eggs-from-space-without-breaking-watch-how-that-ends-101669615282730.html?utm_source=twitter
[4] https://twitter.com/GreenwaldSci/status/1587527867235241996/photo/1
[4] https://twitter.com/GreenwaldSci/status/1598036978523860993/photo/1
[4] https://twitter.com/GreenwaldSci/status/1583531604085178368/photo/1
[4] https://twitter.com/GreenwaldSci/status/1603024132635070465/photo/1

Top URLs in Tweet in G4:
[4] https://twitter.com/RomanowskiCRAS/status/1611037586121687052/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1601351519357390853/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1605651509194199053/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1610719259801403417/photo/1
[4] https://twitter.com/Readwritevt/status/1615103715890929665/photo/1
[2] https://mys.ci/animal-superpowers/4?r=819302
[2] https://www.donorschoose.org/project/paper-paper-and-more-paper-oh-and-mark/6911531/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_8488100&rf=directlink-dc-2022-11-teacherhub-teacher_8488100&challengeid=21960545
[2] https://mys.ci/astronomy/1?r=151484801
[2] https://twitter.com/Alexand21497416/status/1585315917214334978/photo/1
[1] https://mys.ci/trending/11?r=82624462

Top URLs in Tweet in G5:
[8] https://twitter.com/ejslee/status/1585100819845632000/photo/1
[8] https://ngss.nsta.org/PracticesFull.aspx
[6] https://www.kidsatscience.org/
[6] https://ngss.nsta.org/Practices.aspx?id=1
[6] https://ngss.nsta.org/Practices.aspx?id=3
[6] https://ngss.nsta.org/Practices.aspx?id=6
[6] https://go.info.amplify.com/fy22_science_programoverview_national_q4webinars_webinar-series_content-only_optin
[5] https://ngss.nsta.org/Practices.aspx?id=4
[5] https://ngss.nsta.org/Practices.aspx?id=2
[4] https://keepindianalearning.org/events/ngss-unpacking-the-standards/

Top URLs in Tweet in G6:
[4] https://twitter.com/3DScinceguy/status/1593972504565014528/photo/1
[1] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[1] https://twitter.com/EdReports/status/1554549815463145472/photo/1
[1] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials?utm_medium=organic&utm_source=twitter&utm_campaign=annual-report-may-2022
[1] https://hechingerreport.org/proof-points-several-surprises-in-gloomy-naep-report/
[1] https://need.org/
[1] https://www.socialstudies.org/system/files/2022/c3-framework-for-social-studies-rev0617.2.pdf
[1] https://twitter.com/curriculum_fusd/status/1577072067261841409/photo/1
[1] https://twitter.com/EdReports/status/1523771792158076928
[1] https://twitter.com/alicekeeler/status/1588099167326539777

Top URLs in Tweet in G7:
[41] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[12] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1
[12] https://twitter.com/ac_ngss/status/1592760276629454849/photo/1
[10] https://twitter.com/ac_ngss/status/1587685943418720257/photo/1
[9] https://twitter.com/ac_ngss/status/1590192655753162756/photo/1
[7] https://twitter.com/ac_ngss/status/1592647467568607233/photo/1
[7] https://twitter.com/ac_ngss/status/1607981615803953152/photo/1
[6] https://twitter.com/ac_ngss/status/1596455827573190657/photo/1
[6] https://twitter.com/ac_ngss/status/1606283920240267266/photo/1
[6] https://twitter.com/ac_ngss/status/1604093537515364352/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/Steph4Science/status/1589308471706791937/photo/1
[4] https://twitter.com/Steph4Science/status/1589641588074237953/photo/1
[4] https://twitter.com/KellyAnneGarner/status/1484284369355354119/photo/1
[4] https://twitter.com/AlishaZare/status/1582580970103808000/photo/1
[3] https://twitter.com/mirandamallen/status/1583598237755183104/photo/1
[3] https://twitter.com/Steph4Science/status/1588904399321321472/photo/1
[3] https://twitter.com/mrsphilip21/status/1600735770758684673/photo/1
[3] https://twitter.com/MsDamberger/status/1585764743830065152/photo/1
[2] https://stanys.org/Sys/PageNotFound
[2] https://twitter.com/stacythib/status/1589349471821131777/photo/1

Top URLs in Tweet in G9:
[3] https://twitter.com/Rufaidia/status/1579027405104386048/photo/1
[1] https://twitter.com/Rufaidia/status/1567799774505492480/photo/1
[1] https://twitter.com/AdnanAlqadhi2/status/1577932042959994880/photo/1

Top URLs in Tweet in G10:
[16] https://www.inqits.com/
[4] https://twitter.com/HendrickseEDU/status/1596001368275578880/photo/1
[4] https://twitter.com/mrkpyp/status/1597124064145182721/photo/1
[4] https://ebird.org/
[3] https://twitter.com/mrkpyp/status/1592342820136046592/photo/1
[3] https://twitter.com/scienceonseven/status/1580979991604473860/photo/1
[2] https://twitter.com/_priya/status/1611247499796443139/photo/1
[2] https://twitter.com/scienceonseven/status/1578452785523478528/photo/1
[1] https://www.microbit.org/get-started/user-guide/data-logging/
[1] https://twitter.com/mrkpyp/status/1535139944544358400

Top Domains
Top Domains in Tweet in Entire Graph:
[2901] twitter.com
[194] amazon.com
[98] mys.ci
[98] nsta.org
[48] google.com
[46] youtube.com
[34] stemteachingtools.org
[23] linkedin.com
[21] instagram.com
[19] inqits.com

Top Domains in Tweet in G1:
[500] twitter.com
[32] stemteachingtools.org
[24] nsta.org
[23] google.com
[15] nextgenscience.org
[10] linkedin.com
[9] mnsta.org
[8] youtube.com
[6] wested.org
[6] edweek.org

Top Domains in Tweet in G2:
[397] twitter.com
[189] amazon.com
[21] instagram.com
[8] linkedin.com
[5] youtube.com
[4] inquisitive.com
[4] nsta.org
[4] teacherspayteachers.com
[4] wordpress.com
[4] icontact-archive.com

Top Domains in Tweet in G3:
[202] twitter.com
[6] youtube.com
[6] blogspot.com
[4] hindustantimes.com
[4] nsela.org
[2] cbsnews.com
[2] stemazing.org
[2] google.com
[1] science.org
[1] nikonsmallworld.com

Top Domains in Tweet in G4:
[98] mys.ci
[24] twitter.com
[2] donorschoose.org
[1] mysteryscience.com

Top Domains in Tweet in G5:
[142] twitter.com
[47] nsta.org
[8] amplify.com
[6] kidsatscience.org
[6] keepindianalearning.org
[5] teachscience4all.org
[4] google.com
[3] classroomscience.org
[1] theguardian.com
[1] cascience.org

Top Domains in Tweet in G6:
[10] twitter.com
[2] edreports.org
[1] hechingerreport.org
[1] need.org
[1] socialstudies.org
[1] alicekeeler.com

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

Top Domains in Tweet in G8:
[48] twitter.com
[4] lab-aids.com
[2] stanys.org
[2] google.com
[1] suntimes.com
[1] libcal.com
[1] wiley.com
[1] babbledabbledo.com
[1] youtube.com
[1] thewonderofscience.com

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

Top Domains in Tweet in G10:
[62] twitter.com
[19] inqits.com
[4] ebird.org
[1] microbit.org
[1] zoom.us
[1] fcps.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1551] ngss
[321] stem
[307] ngsschat
[213] science
[188] scied
[99] staycurious
[95] メンテの日なのでssを貼る
[80] authentic
[68] stemeducation
[62] ngssup



Top Hashtags in Tweet in G1:
[353] ngss
[195] ngsschat
[152] scied
[50] science
[42] scienceeducation
[38] outdooreducation
[30] stem
[28] nature
[27] ngssnow
[26] indigenouspeoplesday

Top Hashtags in Tweet in G2:
[162] ngss
[62] ngssup
[31] ngssup2018
[31] ngsssecurity
[31] ngsssecurityagra
[31] ngssguard
[16] stem
[15] education
[14] science
[14] peerphysics

Top Hashtags in Tweet in G3:
[125] ngss
[61] ngsschat
[20] science
[18] wearechappaqua
[13] sciencetwitter
[12] nsta
[10] scied
[8] iteachscience
[6] apes
[5] scienceed

Top Hashtags in Tweet in G4:
[102] ngss
[98] staycurious
[2] stem
[1] clementscrew23
[1] vbits
[1] wearelakota
[1] risdbelieves

Top Hashtags in Tweet in G5:
[70] stem
[69] ngss
[48] authentic
[22] science
[17] ngsschat
[14] amplifyscience
[9] elemngss
[7] steam
[6] psta22
[5] sep

Top Hashtags in Tweet in G6:
[55] ngss
[46] didyouknow
[4] scitlap
[3] floatingtrains
[2] ngsschat
[1] stem
[1] sciencetwitter
[1] nativescience
[1] middleschoolscience
[1] scienceteacher

Top Hashtags in Tweet in G7:
[95] メンテの日なのでssを貼る
[45] キャストはいいぞ
[28] pso2ngs_ss
[4] キャス子はいいぞ

Top Hashtags in Tweet in G8:
[44] ngss
[23] stanys22
[6] ngsschat
[5] nyssls
[4] windwardcte
[3] tiinnovatorhub
[3] handsonlearning
[3] teacherpd
[3] scienceandengineeringpractices
[3] science

Top Hashtags in Tweet in G9:
[59] stem
[59] ngss
[57] الكيمياء
[56] صباح_الخير
[56] التحصيلي
[56] نظام_المسارات
[56] نظام_المقررات
[3] steam
[1] الاختبار_التحصيلي
[1] دأمل_الرفيدي

Top Hashtags in Tweet in G10:
[48] ngss
[33] edtech
[16] bearisland
[16] vr
[13] science
[9] scienceteachers
[8] guideddiscovery
[7] grade3
[7] bird
[5] datalogging

Top Words
Top Words in Tweet in Entire Graph:
[1552] #ngss
[1305] ngss
[1190] science
[740] students
[488] ngssphenomena
[455] ngss_tweeps
[431] teachers
[354] learning
[345] more
[321] #stem

Top Words in Tweet in G1:
[381] science
[353] #ngss
[306] ngss_tweeps
[291] ngss
[282] students
[195] #ngsschat
[156] learning
[152] #scied
[151] stemteachtools
[137] philiplbell

Top Words in Tweet in G2:
[391] ngss
[273] ms
[162] #ngss
[123] science
[120] activity
[69] set
[64] ls4
[62] #ngssup
[57] ls2
[57] ps2

Top Words in Tweet in G3:
[358] ngssphenomena
[125] #ngss
[113] two
[106] work
[104] light
[99] heat
[98] possible
[98] white
[97] balloon
[96] making

Top Words in Tweet in G4:
[110] lesson
[102] #ngss
[100] mysterysci
[98] #staycurious
[91] terrific
[25] trending
[22] students
[16] loved
[14] kids
[13] science

Top Words in Tweet in G5:
[114] science
[92] practices
[70] #ngss
[70] #stem
[68] ngss_tweeps
[64] more
[54] engineering
[52] journey
[52] toward
[49] classroom

Top Words in Tweet in G6:
[94] teachers
[67] science
[55] #ngss
[52] edreports
[51] materials
[47] use
[46] quarter
[46] 42
[46] developed
[46] #didyouknow

Top Words in Tweet in G7:
[132] ac_ngss
[95] #メンテの日なのでssを貼る
[45] #キャストはいいぞ
[41] スリークな上半身とメッカメカな下半身のコントラストがイチオシポイントです
[41] 試作型超跳躍ユニット装備のキャス子
[28] #pso2ngs_ss
[10] エステ無料だから挑戦してみた一夜漬けシルフィー
[8] lunch_00
[7] に幽閉される日々が始まる
[7] 1月のアプデでまた

Top Words in Tweet in G8:
[44] #ngss
[24] science
[23] #stanys22
[19] morning
[17] issues
[16] sepup_ucb
[16] using
[15] steph4science
[15] ss
[14] labaids

Top Words in Tweet in G9:
[59] #ngss
[59] #stem
[57] #الكيمياء
[57] rufaidia
[56] بمشيئة
[56] #نظام_المقررات
[56] الله
[56] أسئلة
[56] من
[56] #صباح_الخير

Top Words in Tweet in G10:
[48] #ngss
[33] #edtech
[26] students
[19] mrkpyp
[19] ss
[18] learning
[16] #bearisland
[16] #vr
[15] inq
[14] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[165] ngss,ms
[119] science,engineering
[112] engineering,practices
[109] two,possible
[108] making,balloons
[108] balloons,pop
[108] white,balloon
[108] light,heat
[108] pop,light
[108] balloon,two

Top Word Pairs in Tweet in G1:
[74] #ngsschat,#ngss
[53] philiplbell,pls
[41] part,time
[39] openscied,elementary
[34] science,engineering
[33] pls,#ngsschat
[33] full,time
[32] looking,hire
[32] curriculum,writers
[32] below,part

Top Word Pairs in Tweet in G2:
[159] ngss,ms
[64] ms,ls4
[56] ms,ps2
[52] activity,ngss
[51] ms,ps4
[42] test,assessment
[31] #ngssup,#ngssup2018
[31] #ngss,#ngssup
[31] #ngsssecurity,#ngsssecurityagra
[31] #ngssup2018,#ngsssecurity

Top Word Pairs in Tweet in G3:
[97] two,possible
[96] balloons,pop
[96] light,heat
[96] making,balloons
[96] white,balloon
[96] balloon,two
[96] pop,light
[96] work,white
[96] doesn,work
[96] heat,doesn

Top Word Pairs in Tweet in G4:
[98] #staycurious,#ngss
[91] lesson,terrific
[25] trending,lesson
[25] mysterysci,trending
[14] terrific,students
[10] terrific,kids
[10] teaching,science
[10] science,never
[9] terrific,teaching
[8] rocks,lesson

Top Word Pairs in Tweet in G5:
[52] engineering,practices
[52] toward,more
[52] journey,toward
[52] science,engineering
[48] more,#authentic
[47] #authentic,#stem
[45] support,journey
[40] #stem,classroom
[40] classroom,practices
[12] science,teachers

Top Word Pairs in Tweet in G6:
[46] science,teachers
[46] quarter,science
[46] #didyouknow,nearly
[46] use,materials
[46] developed,before
[46] before,#ngss
[46] nearly,quarter
[46] teachers,regularly
[46] #ngss,42
[46] materials,developed

Top Word Pairs in Tweet in G7:
[43] #メンテの日なのでssを貼る,#キャストはいいぞ
[41] スリークな上半身とメッカメカな下半身のコントラストがイチオシポイントです,#メンテの日なのでssを貼る
[41] 試作型超跳躍ユニット装備のキャス子,スリークな上半身とメッカメカな下半身のコントラストがイチオシポイントです
[40] ac_ngss,試作型超跳躍ユニット装備のキャス子
[10] エステ無料だから挑戦してみた一夜漬けシルフィー,#メンテの日なのでssを貼る
[9] ac_ngss,エステ無料だから挑戦してみた一夜漬けシルフィー
[7] 今年最後のメンテすっすは青の洞窟から,1月のアプデでまた
[7] ヘッドアサシン,メカ頭サイボーグはいつか作ろうと思ってたネタの一つなので消化できてよかった
[7] 1月のアプデでまた,に幽閉される日々が始まる
[7] 最近作ったサイバーワンワン,ヘッドアサシン

Top Word Pairs in Tweet in G8:
[13] morning,#stanys22
[12] global,issues
[12] science,global
[10] labaids,#ngss
[9] sepup_ucb,labaids
[9] learn,more
[8] hs,bio
[7] #ngss,hs
[7] using,sepup_ucb
[6] evidence,evolution

Top Word Pairs in Tweet in G9:
[56] #الكيمياء,#stem
[56] #صباح_الخير,#التحصيلي
[56] سننطلق,بمشيئة
[56] نماذج,من
[56] بمشيئة,الله
[56] الله,في
[56] من,أسئلة
[56] #ngss,سننطلق
[56] #stem,#ngss
[56] طرح,نماذج

Top Word Pairs in Tweet in G10:
[20] #edtech,#ngss
[9] g3,ss
[8] participating,#bearisland
[8] observations,questions
[8] questions,exclamations
[8] #vr,learning
[8] reflected,observations
[8] learning,experience
[8] ss,reflected
[8] experience,g3

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@ngss_rk
@ngss_official
@jp_ngss
@bmsscienceteach
@trhk_ngss
@ac_ngss
@scijeanne
@ajaysenthil4
@diobrandnewcar

Top Replied-To in G1:
@ngss_tweeps
@bmsscienceteach
@scijeanne
@msturk_mcsc
@starrscience
@buwheelock
@wandabryant
@nihsisa
@jessicafgwrites
@ameliagotwals

Top Replied-To in G3:
@katydornbos
@ngss_tweeps
@teachearthspace
@carolinabio
@ngssphenomena
@queenozma
@hookean1
@pckeller
@khonnews
@lancenish81

Top Replied-To in G4:
@missisquoisd

Top Replied-To in G5:
@ngss_tweeps
@richbacolor
@johannabrown
@jbibbsfox
@cascience
@auntjennoelle
@gipublicschools
@flyingmonkey13

Top Replied-To in G6:
@scijeanne

Top Replied-To in G7:
@ac_ngss
@lunch_00
@st_francisco_

Top Replied-To in G8:
@ngss_tweeps
@fis
@msmagaryphysics
@allieteachessci
@ashley_green2
@newhousebiology
@leenabmc
@paulandersen

Top Replied-To in G9:
@adnanalqadhi2

Top Replied-To in G10:
@hendrickseedu
@mattwarne
@kwagssd3
@_priya
@mrkpyp

Top Mentioned
Top Mentioned in Entire Graph:
@ngssphenomena
@ngss_tweeps
@officialngss
@stemteachtools
@philiplbell
@ac_ngss
@mysterysci
@nsta
@openscied
@edreports

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@philiplbell
@officialngss
@openscied
@nsta
@ngssphenomena
@ameliagotwals
@scijeanne
@buwheelock

Top Mentioned in G2:
@kaiserscience
@elemntrymatters
@kottiecb
@bambergmatthew
@kidsread09

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@ctskeeley
@officialngss
@greenwaldsci
@nhs_titans
@nats_science
@stemteachtools
@thease
@argumentdriven

Top Mentioned in G4:
@mysterysci
@fts_mathscience
@missmac100
@littlevikes
@splittlevikes
@cra_bulldogs
@cdepatie1
@juliekittell

Top Mentioned in G5:
@ngss_tweeps
@amplify
@teachpasci
@ngssphenomena
@cascience
@keepinlearning
@fossscience
@kidsatscience2
@pasasupts
@pascd

Top Mentioned in G6:
@edreports
@ngssphenomena
@doc_b_brown
@schoolytics
@3dscinceguy
@curriculum_fusd
@daleyscience
@pgcpsscience
@pgcpscurriculum
@need_project

Top Mentioned in G7:
@ac_ngss

Top Mentioned in G8:
@sepup_ucb
@steph4science
@labaids
@paulandersen
@inquiry_hub
@sciwise
@stanysorg
@cusdk8
@ticalculators
@lanelle_hibbs

Top Mentioned in G9:
@rufaidia
@adnanalqadhi2

Top Mentioned in G10:
@mrkpyp
@fredericyue
@_priya
@scienceonseven
@kmclass
@microbit_edu
@edtech_isf
@brinationn
@mraemmons
@debra_nsta

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@sectest9
@mistersalesman
@jurylady5
@collegemenfess
@cybersecurityn8
@askrlfess
@convomf
@stugs
@ronaldclarke

Top Tweeters in G1:
@suestroud
@infomorsels
@stem_nastics
@sfchronicle
@gdorn1
@blkpasz
@drcaberry
@educationweek
@geographile
@jeffhavig

Top Tweeters in G2:
@collegemenfess
@stugs
@bttf551112
@keenessays
@iaamriegoluck
@vkcotys
@massblogxyz
@sylvia7513
@kyost79
@eeuunnkkll

Top Tweeters in G3:
@jurylady5
@valaafshar
@elizabe29599604
@mrdissent
@jzd67
@shellterrell
@blocht574
@khonnews
@newscientist
@workingbnb

Top Tweeters in G4:
@mistersalesman
@bobbijohancock
@missmac100
@anchorgaledu
@mmiller_ms
@inglesconjulie
@mkuensti
@meyersmakes
@mrsgutierrezbf
@kimdamita

Top Tweeters in G5:
@rainmaker1973
@sierraclub
@stem_ai
@camarowrx
@paleocameron
@childrennature
@thecoachrich
@monica_vincent
@padeptofed
@paiu

Top Tweeters in G6:
@alicekeeler
@catearthjustice
@vallen67
@classroomtools
@stillhe77170033
@ritawirtz
@bbsutton
@jacquel6176
@stayhumble61
@mectravels

Top Tweeters in G7:
@schiehalliong
@akirasasao
@nowa0421
@9eoap5vg8zcdybs
@kazami_kanko
@whiteweathercoc
@minatuki4610
@kidd4610
@uchu_sparrow
@leon3625

Top Tweeters in G8:
@pammoran
@amnh
@brainpop
@calacademy
@mikeszczepanik
@ticalculators
@fis
@allieteachessci
@pitscoed
@tiplanetnews

Top Tweeters in G9:
@aedamohmmad
@0msosoo
@ali_aljalal2016
@rufaidia
@serenasj2
@foadghlees
@bdallhl44146344
@pickaw02023
@sba95393186
@zdccdz__877

Top Tweeters in G10:
@markj_ohnson
@ictevangelist
@mrsalakas
@makeymakey
@ty_goddard
@njea
@mrtullock
@michiganstateu
@mscaprioli
@olewis_coaching