ngss, Twitter, 2/14/2023 7:31:22 AM, 289417


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ngss_2023-02-13_23-15-00.xlsx
ngss_2023-02-13_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 14, 2023
Short Description:
ngss via NodeXL https://bit.ly/40UaeWd
@ngssphenomena
@officialngss
@ngss_tweeps
@openscied
@stemteachtools
@mswilliamsphys1
@edreports
@nsta
@philiplbell
@ameliagotwals

Top hashtags:
#ngss
#stem
#ngsschat
#pso2ngs_ss
#science
#メンテの日なのでssを貼る
#scied
#authentic

Description:
Description
The graph represents a network of 3,494 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 2/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1531-day, 6-hour, 10-minute period from Wednesday, 05 December 2018 at 18:41 UTC to Tuesday, 14 February 2023 at 00:52 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 : 3494
Unique Edges : 2479
Edges With Duplicates : 8852
Total Edges : 11331
Number of Edge Types : 9
Retweet : 2543
MentionsInRetweet : 3227
Mentions : 1219
Tweet : 1421
Replies to : 913
MentionsInReplyTo : 1659
Quote : 169
MentionsInQuoteReply : 19
MentionsInQuote : 161
Self-Loops : 1727
Reciprocated Vertex Pair Ratio : 0.0878314393939394
Reciprocated Edge Ratio : 0.161479869423286
Connected Components : 659
Single-Vertex Connected Components : 373
Maximum Vertices in a Connected Component : 1569
Maximum Edges in a Connected Component : 6631
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.422337
Graph Density : 0.000376499175470903
Modularity : 0.372858
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,494 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 2/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1531-day, 6-hour, 10-minute period from Wednesday, 05 December 2018 at 18:41 UTC to Tuesday, 14 February 2023 at 00:52 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:
[45] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[43] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[35] https://twitter.com/ac_ngss/status/1619530846184284161/photo/1
[33] https://twitter.com/ac_ngss/status/1620635099317542912/photo/1
[24] https://twitter.com/ac_ngss/status/1610490456563142657/photo/1
[23] https://twitter.com/GosakuT/status/1592944528088272897/photo/1
[22] https://nharuka.booth.pm/items/4493526
[20] https://twitter.com/ac_ngss/status/1619034473924022273/photo/1
[18] https://twitter.com/ac_ngss/status/1618012433729351680/photo/1
[18] https://twitter.com/ac_ngss/status/1616947586761654273/photo/1

Top URLs in Tweet in G1:
[5] http://out.Free
[5] https://cascience.org/ngss/equitable-access-science-education
[5] https://www.kidsatscience.org/
[4] https://twitter.com/BethPesnell/status/1622798886937960448/photo/1
[4] https://www.edweek.org/teaching-learning/elementary-science-materials-still-lag-standards-could-free-resources-help/2022/10
[4] https://stemteachingtools.org/brief/29
[4] https://www.oercommons.org/
[4] https://twitter.com/AllieBBogart/status/1615564573813411840/photo/1
[4] https://twitter.com/AllieBBogart/status/1585799821218045952/photo/1
[4] https://twitter.com/AllieBBogart/status/1600304996226301952/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/MsVangTeachChem/status/1585766986037878784/photo/1
[4] https://twitter.com/Ms_Cheung229/status/1595594602626486272/photo/1
[4] https://twitter.com/ATaphouse22/status/1611194779756380160/photo/1
[4] https://twitter.com/yonaki_piero/status/1585156911468793857/photo/1
[4] https://twitter.com/CCCS_School/status/1624207621665464321/photo/1
[4] https://twitter.com/ElmwoodSturgeon/status/1585294369829310464/photo/1
[4] https://twitter.com/jisung9iggles/status/1613803686458970112/photo/1
[4] https://twitter.com/bvg30DyGdJcZcKZ/status/1621903372730368000/photo/1
[4] https://twitter.com/MrsCarissaHynes/status/1594884156328230912/photo/1
[3] https://nharuka.booth.pm/items/4493526

Top URLs in Tweet in G3:
[6] https://twitter.com/NGSSphenomena/status/1592648301173936128/video/1
[4] https://twitter.com/NGSSphenomena/status/1512344844794052608/photo/1
[4] https://twitter.com/NGSSphenomena/status/1584935529925443585/photo/1
[4] https://twitter.com/NGSSphenomena/status/1584149523005263873/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/Wilkinson_STEM/status/1574200543098159105/photo/1
[4] https://twitter.com/LWinifredSloan/status/1622616202236538880/photo/1
[3] https://twitter.com/NGSSphenomena/status/1592563352978739201/photo/1
[3] https://twitter.com/NGSSphenomena/status/1506107978721726465/photo/1
[3] https://twitter.com/NGSSphenomena/status/1596188531352797185/photo/1

Top URLs in Tweet in G4:
[45] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[43] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[35] https://twitter.com/ac_ngss/status/1619530846184284161/photo/1
[33] https://twitter.com/ac_ngss/status/1620635099317542912/photo/1
[24] https://twitter.com/ac_ngss/status/1610490456563142657/photo/1
[20] https://twitter.com/ac_ngss/status/1619034473924022273/photo/1
[18] https://twitter.com/ac_ngss/status/1616947586761654273/photo/1
[18] https://twitter.com/ac_ngss/status/1618012433729351680/photo/1
[15] https://twitter.com/ac_ngss/status/1592760276629454849/photo/1
[15] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1

Top URLs in Tweet in G5:
[19] https://nharuka.booth.pm/items/4493526
[9] https://twitter.com/kyussann/status/1617766116801286144/photo/1
[7] https://twitter.com/FoobarVRC/status/1617818936195833857/video/1
[1] https://twitter.com/nHaruka_vrc/status/1619663287645528065/photo/1

Top URLs in Tweet in G6:
[8] https://ngss.nsta.org/Practices.aspx?id=6
[7] https://ngss.nsta.org/Practices.aspx?id=4
[6] https://ngss.nsta.org/Practices.aspx?id=3
[6] https://ngss.nsta.org/Practices.aspx?id=7
[6] https://ngss.nsta.org/Practices.aspx?id=1
[6] https://ngss.nsta.org/Practices.aspx?id=2
[6] https://go.info.amplify.com/fy22_science_programoverview_national_q4webinars_webinar-series_content-only_optin
[5] https://ngss.nsta.org/Practices.aspx?id=5
[5] https://ngss.nsta.org/PracticesFull.aspx
[4] https://twitter.com/jimmy_bruhl/status/1620583869006360576/photo/1

Top URLs in Tweet in G7:
[2] https://wardsworld.wardsci.com/blog-posts/ngss-round-up
[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://wardsworld.wardsci.com/physics/ws-science-by-you-activity-crystal-radio
[1] https://twitter.com/WardsScience/status/1605352442681516032/photo/1
[1] https://wardsworld.wardsci.com/science-by-you/ws-science-by-you-activity-homejade-electromagnet-2
[1] https://twitter.com/WardsScience/status/1602815704096555008/photo/1
[1] https://www.vice.com/en/article/k7bm83/something-strange-is-happening-on-the-sun-and-weve-never-seen-it-before
[1] https://wgntv.com/weather/tom-skilling/graphic-gives-visualization-of-all-of-earths-water/

Top URLs in Tweet in G8:
[4] https://twitter.com/RomanowskiCRAS/status/1616515616000643105/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/1611037586121687052/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1610719259801403417/photo/1
[4] https://twitter.com/Readwritevt/status/1615103715890929665/photo/1
[3] https://twitter.com/ItsMrsGentile/status/1621585593779224577/photo/1
[3] https://twitter.com/ItsMrsGentile/status/1621527365083095041/photo/1
[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

Top URLs in Tweet in G9:
[7] https://ngss.nsta.org/Practices.aspx?id=4
[6] https://ngss.nsta.org/Practices.aspx?id=3
[6] https://ngss.nsta.org/Practices.aspx?id=6
[5] https://ngss.nsta.org/Practices.aspx?id=7
[4] https://ngss.nsta.org/Practices.aspx?id=5
[3] https://ngss.nsta.org/Practices.aspx?id=8
[3] https://ngss.nsta.org/Practices.aspx?id=2
[3] https://ngss.nsta.org/Practices.aspx?id=1
[2] https://twitter.com/enginecentralpa/status/1601190125693722625/photo/1
[2] https://www.nextgenscience.org/sites/default/files/Appendix%20F%20%20Science%20and%20Engineering%20Practices%20in%20the%20NGSS%20-%20FINAL%20060513.pdf

Top URLs in Tweet in G10:
[12] https://www.inqits.com/
[4] https://twitter.com/sahmoomoo80/status/1617000767247859714/photo/1
[4] https://twitter.com/RcollinsJudon/status/1590023869473386496/photo/1
[4] https://twitter.com/HendrickseEDU/status/1596001368275578880/photo/1
[4] https://twitter.com/mrkpyp/status/1597124064145182721/photo/1
[4] https://twitter.com/EduStaton/status/1624182545452769280/photo/1
[4] https://twitter.com/EduStaton/status/1598471124433920000/photo/1
[4] https://twitter.com/EduStaton/status/1590536510184779776/photo/1
[4] https://twitter.com/EduStaton/status/1601299920501477377/photo/1
[4] https://twitter.com/EduStaton/status/1613691521060196353/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3195] twitter.com
[175] amazon.com
[98] nsta.org
[62] mys.ci
[39] google.com
[34] stemteachingtools.org
[33] youtube.com
[22] booth.pm
[18] definedlearning.com
[18] nextgenscience.org

Top Domains in Tweet in G1:
[401] twitter.com
[32] stemteachingtools.org
[17] google.com
[11] nextgenscience.org
[8] edweek.org
[8] mnsta.org
[6] classroomscience.org
[5] wested.org
[5] youtube.com
[5] out.free

Top Domains in Tweet in G2:
[363] twitter.com
[170] amazon.com
[6] youtube.com
[6] linkedin.com
[4] instagram.com
[4] ngss.in
[4] icontact-archive.com
[3] innerorbit.com
[3] google.com
[3] teacherspayteachers.com

Top Domains in Tweet in G3:
[104] twitter.com
[4] youtube.com
[4] hindustantimes.com
[4] blogspot.com
[2] stemazing.org
[1] cbsnews.com
[1] science.org
[1] wsaz.com
[1] ngssphenomena.com
[1] khon2.com

Top Domains in Tweet in G4:
[474] twitter.com

Top Domains in Tweet in G5:
[19] booth.pm
[17] twitter.com

Top Domains in Tweet in G6:
[144] twitter.com
[53] nsta.org
[10] amplify.com
[6] pivotinteractives.com
[5] teachscience4all.org
[3] edweb.net
[2] nextgenscience.org
[1] ocregister.com
[1] keepindianalearning.org
[1] openscied.org

Top Domains in Tweet in G7:
[20] twitter.com
[4] wardsci.com
[2] edreports.org
[2] google.com
[2] pbs.org
[1] vice.com
[1] wgntv.com
[1] sacbee.com
[1] livescience.com
[1] journalisminaction.org

Top Domains in Tweet in G8:
[62] mys.ci
[34] twitter.com
[2] donorschoose.org
[1] mysteryscience.com

Top Domains in Tweet in G9:
[43] twitter.com
[38] nsta.org
[7] linkedin.com
[3] nextgenscience.org
[2] school.blog
[1] sciencepracticesleadership.com
[1] openscied.org
[1] sharemylesson.com
[1] seidenbergreading.net
[1] nationalacademies.org

Top Domains in Tweet in G10:
[85] twitter.com
[14] inqits.com
[2] zoom.us
[1] nearpod.com
[1] microbit.org
[1] google.com
[1] fcps.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1369] ngss
[287] stem
[280] ngsschat
[256] pso2ngs_ss
[192] science
[170] メンテの日なのでssを貼る
[143] scied
[95] authentic
[77] キャストはいいぞ
[63] staycurious



Top Hashtags in Tweet in G1:
[283] ngss
[194] ngsschat
[112] scied
[24] science
[23] ngssnow
[20] openscied
[15] stem
[15] edreports
[13] oer
[11] climatejustice

Top Hashtags in Tweet in G2:
[100] ngss
[20] science
[17] stem
[13] education
[7] scienceteacher
[7] funfactfriday
[6] motivationmonday
[6] reachforthestars
[6] stemsational
[6] perfectpicturebookpairing

Top Hashtags in Tweet in G3:
[76] ngss
[55] ngsschat
[24] science
[12] sciencetwitter
[4] education
[3] stemazingteacherleader
[3] phenomena
[3] scienceteacher
[3] stem
[3] pyp

Top Hashtags in Tweet in G4:
[254] pso2ngs_ss
[170] メンテの日なのでssを貼る
[77] キャストはいいぞ
[24] メンテの日じゃないけどssを貼る
[15] tanaka_ngss
[13] キャス子はいいぞ
[11] ngs服集会
[4] ngss
[4] pso2ngs
[4] pso2ngs__ss

Top Hashtags in Tweet in G5:
[11] booth_pm
[3] vrchat
[3] extensionclothing

Top Hashtags in Tweet in G6:
[112] stem
[75] ngss
[56] authentic
[20] science
[16] allmeansall
[15] sausdgraduateprofile
[13] edchat
[13] steam
[12] teaching
[12] learning

Top Hashtags in Tweet in G7:
[77] ngss
[35] didyouknow
[24] scichat
[15] phenomenon
[11] earthscience
[8] scied
[7] stem
[6] nationalkidinventorsday
[5] coyote
[5] funnyscience

Top Hashtags in Tweet in G8:
[69] ngss
[62] staycurious
[2] stem
[1] clementscrew23
[1] wearelakota
[1] risdbelieves

Top Hashtags in Tweet in G9:
[39] authentic
[38] stem
[3] 3dlearning
[3] ngss
[2] science
[1] teachers
[1] edutwitter
[1] teaching
[1] didyouknow
[1] chemfam

Top Hashtags in Tweet in G10:
[37] ngss
[30] edtech
[16] bearisland
[16] vr
[13] science
[8] guideddiscovery
[7] grade3
[5] datalogging
[5] education
[5] scienceteachers

Top Words
Top Words in Tweet in Entire Graph:
[1370] #ngss
[1329] ngss
[1175] science
[664] students
[499] ngssphenomena
[402] ac_ngss
[388] teachers
[352] learning
[324] more
[294] ngss_tweeps

Top Words in Tweet in G1:
[403] science
[283] #ngss
[269] ngss
[258] ngss_tweeps
[244] students
[194] #ngsschat
[136] officialngss
[136] teachers
[129] learning
[122] time

Top Words in Tweet in G2:
[366] ngss
[248] ms
[123] science
[107] activity
[100] #ngss
[63] set
[63] ls4
[53] ls2
[48] ps2
[46] students

Top Words in Tweet in G3:
[351] ngssphenomena
[103] two
[100] light
[96] possible
[96] work
[94] white
[94] balloon
[93] making
[93] heat
[93] pop

Top Words in Tweet in G4:
[402] ac_ngss
[254] #pso2ngs_ss
[170] #メンテの日なのでssを貼る
[77] #キャストはいいぞ
[45] 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
[45] 試作型超跳躍ユニット装備のキャス子
[43] フウショウセンコ
[35] を悪くするだけで俄然戦えそうな雰囲気が出てくる
[35] バイザー付けて目付き
[35] 自律機動型リージョンマグミニモ

Top Words in Tweet in G5:
[130] リアル影システム
[126] avatar
[126] vrchat
[118] ngss
[118] harukaの実験室
[118] vrc
[110] nharuka_vrc
[89] ぜひお試しを
[89] ついに公開しました
[89] このクオリティはvrc内でも唯一無二だと思うので

Top Words in Tweet in G6:
[113] practices
[112] #stem
[76] science
[75] #ngss
[68] more
[65] classroom
[64] engineering
[62] journey
[60] toward
[58] support

Top Words in Tweet in G7:
[77] #ngss
[73] teachers
[55] science
[41] materials
[40] edreports
[39] before
[38] use
[36] developed
[35] quarter
[35] 42

Top Words in Tweet in G8:
[70] lesson
[69] #ngss
[66] mysterysci
[62] #staycurious
[54] terrific
[18] students
[15] science
[13] trending
[11] teaching
[11] great

Top Words in Tweet in G9:
[95] science
[87] practices
[60] ngss
[59] standards
[57] more
[50] journey
[48] support
[48] engineering
[45] toward
[39] #authentic

Top Words in Tweet in G10:
[37] #ngss
[30] #edtech
[20] students
[19] mrkpyp
[18] science
[16] #vr
[16] #bearisland
[14] ss
[14] learning
[13] #science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[149] ngss,ms
[136] science,engineering
[129] リアル影システム,avatar
[129] vrchat,リアル影システム
[126] engineering,practices
[122] ngss,vrc
[121] avatar,ngss
[109] two,possible
[108] vrc,harukaの実験室
[108] making,balloons

Top Word Pairs in Tweet in G1:
[48] #ngsschat,#ngss
[42] part,time
[40] openscied,elementary
[34] high,school
[34] full,time
[33] position,below
[33] looking,hire
[33] time,link
[33] curriculum,writers
[33] hire,curriculum

Top Word Pairs in Tweet in G2:
[145] ngss,ms
[63] ms,ls4
[48] ms,ps2
[47] activity,ngss
[45] ms,ps4
[38] test,assessment
[28] ls4,ms
[27] human,impact
[26] ms,ls2
[26] impact,environment

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

Top Word Pairs in Tweet in G4:
[51] #pso2ngs_ss,#メンテの日なのでssを貼る
[49] #メンテの日なのでssを貼る,#キャストはいいぞ
[45] 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
[45] 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
[44] ac_ngss,試作型超跳躍ユニット装備のキャス子
[43] フウショウセンコ,#pso2ngs_ss
[42] ac_ngss,フウショウセンコ
[35] を悪くするだけで俄然戦えそうな雰囲気が出てくる,#pso2ngs_ss
[35] 自律機動型リージョンマグミニモ,バイザー付けて目付き
[35] バイザー付けて目付き,を悪くするだけで俄然戦えそうな雰囲気が出てくる

Top Word Pairs in Tweet in G5:
[126] リアル影システム,avatar
[126] vrchat,リアル影システム
[118] ngss,vrc
[118] avatar,ngss
[106] vrc,harukaの実験室
[89] ついに公開しました,このクオリティはvrc内でも唯一無二だと思うので
[89] ぜひお試しを,vrchat
[89] このクオリティはvrc内でも唯一無二だと思うので,ぜひお試しを
[88] nharuka_vrc,ついに公開しました
[12] 自撮り勢の方々へ届いてほしい,matcapでテカテカさせるのもいいけど

Top Word Pairs in Tweet in G6:
[61] engineering,practices
[61] science,engineering
[60] toward,more
[60] journey,toward
[57] support,journey
[56] more,#authentic
[55] #authentic,#stem
[51] #stem,classroom
[51] classroom,practices
[31] based,learning

Top Word Pairs in Tweet in G7:
[35] quarter,science
[35] regularly,use
[35] materials,developed
[35] nearly,quarter
[35] teachers,regularly
[35] use,materials
[35] developed,before
[35] before,#ngss
[35] science,teachers
[35] #ngss,42

Top Word Pairs in Tweet in G8:
[62] #staycurious,#ngss
[54] lesson,terrific
[13] trending,lesson
[13] mysterysci,trending
[11] teaching,science
[11] science,never
[9] terrific,teaching
[7] terrific,students
[7] mysterysci,energy
[7] energy,lesson

Top Word Pairs in Tweet in G9:
[48] support,journey
[48] science,engineering
[48] engineering,practices
[45] toward,more
[45] journey,toward
[39] more,#authentic
[38] #stem,classroom
[38] classroom,practices
[38] #authentic,#stem
[22] steels,standards

Top Word Pairs in Tweet in G10:
[16] #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_official
@ngss_tweeps
@ngss_rk
@ac_ngss
@trhk_ngss
@jp_ngss
@bmsscienceteach
@ns_ngss
@eduventuring04
@ajaysenthil4

Top Replied-To in G1:
@ngss_tweeps
@bmsscienceteach
@starrscience
@tdishelton
@jessicafgwrites
@katydornbos
@scijeanne
@ameliagotwals
@wandabryant
@sbottasullivan

Top Replied-To in G3:
@lavawitch
@msruggerio
@khonnews
@lancenish81
@djacob1967

Top Replied-To in G4:
@ac_ngss
@lunch_00
@imatsu026
@nue_nunue
@colonie_perdue
@st_francisco_

Top Replied-To in G6:
@regenroadtrip
@ocregister
@santaanausd
@jimmy_bruhl
@gipublicschools
@dramallya

Top Replied-To in G7:
@explorelearning

Top Replied-To in G8:
@missisquoisd

Top Replied-To in G9:
@eduventuring04
@galemorrisoned
@teachbk
@sci_rem
@msturk_mcsc
@edudissenter
@nellkduke
@mathillustrated
@mrlandesman
@itselementary85

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

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

Top Mentioned in G1:
@ngss_tweeps
@officialngss
@openscied
@stemteachtools
@ngssphenomena
@philiplbell
@nsta
@ameliagotwals
@ngsschat
@ctskeeley

Top Mentioned in G2:
@kaiserscience
@elemntrymatters
@ilepa
@ngs_education
@bambergmatthew

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@djacob1967
@ngsschat
@c_leece
@officialngss
@katydornbos
@ctskeeley
@smartfinproject
@thestemazingpro

Top Mentioned in G4:
@ac_ngss
@aclapsqlit_024
@xcza_
@cudah88
@sakurabiao
@admiral_masc501

Top Mentioned in G5:
@nharuka_vrc
@foobarvrc
@kyussann

Top Mentioned in G6:
@jimmy_bruhl
@santaanazoo
@amplify
@stacyktweets
@ctesausd
@santaanausd
@teachpasci
@pasasupts
@pascd

Top Mentioned in G7:
@edreports
@newshourextra
@gardenglen
@newshour
@society4science
@exploratorium
@schoolytics
@alliebbogart
@niwolv
@stemteachtools

Top Mentioned in G8:
@mysterysci
@fts_mathscience
@stoneranchpusd
@itsmrsgentile
@littlevikes
@splittlevikes
@cra_bulldogs
@cdepatie1
@juliekittell

Top Mentioned in G9:
@teachbk
@adamboxer1
@jstewartap
@galemorrisoned
@officialngss
@p_a_kirschner
@researched_us
@enginecentralpa
@msturk_mcsc
@mrlandesman

Top Mentioned in G10:
@mrkpyp
@fredericyue
@ngss_tweeps
@amylillingworth
@eusdtweets
@_priya
@kmclass
@microbit_edu
@nearpod
@edtech_isf

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@jurylady5
@collegemenfess
@askrlfess
@anony403
@convomf
@education_24x7
@vixynyan
@mlbbfess
@southerngemgal

Top Tweeters in G1:
@suestroud
@stem_nastics
@gdorn1
@blkpasz
@drcaberry
@educationweek
@geographile
@urfagundem
@ickiestvicki
@pammoran

Top Tweeters in G2:
@collegemenfess
@bttf551112
@sikyosyounin
@keenessays
@iaamriegoluck
@massblogxyz
@njschooljobs
@sylvia7513
@eeuunnkkll
@wisozkmodesta

Top Tweeters in G3:
@jurylady5
@valaafshar
@elizabe29599604
@mrdissent
@darwin1800
@jzd67
@shellterrell
@blocht574
@orzelc
@khonnews

Top Tweeters in G4:
@vixynyan
@schiehalliong
@akirasasao
@nowa0421
@lady_jkakatuki
@suika23498965
@9eoap5vg8zcdybs
@grass_leo_cat
@kazami_kanko
@monmo_monmonmo

Top Tweeters in G5:
@anony403
@fuwarin
@narutoo
@els002
@za_sama_prpr
@noriro_08
@kyo_aki
@nekotank610
@kazaha_yuuki
@hikallik

Top Tweeters in G6:
@rainmaker1973
@ocregister
@stem_ai
@biblio_phile
@naturetechfam
@camarowrx
@authorjwiller
@dontworryteach
@edwebnet
@pltworg

Top Tweeters in G7:
@alicekeeler
@andersoncheri
@rexannakeats
@ta_morris
@newshour
@catearthjustice
@vallen67
@classroomtools
@stillhe77170033
@ritawirtz

Top Tweeters in G8:
@mmiller_ms
@inglesconjulie
@savingyourgreen
@mrsgutierrezbf
@charccoop
@lflynnmrs
@yogloriap
@claudia040761
@cra_bulldogs
@mysterysci

Top Tweeters in G9:
@mayak46
@deestem_teach
@adamboxer1
@karenvaites
@julieruble
@cherylduckworth
@mathillustrated
@galemorrisoned
@eduleadership
@ryandal

Top Tweeters in G10:
@markj_ohnson
@ictevangelist
@rcollinsjudon
@nearpod
@mrsalakas
@makeymakey
@flocabulary
@ty_goddard
@amylillingworth
@yonkersschools


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