ngss, Twitter, 2/7/2023 7:30:56 AM, 288779


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ngss_2023-02-06_23-15-00.xlsx
ngss_2023-02-06_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 07, 2023
Short Description:
ngss via NodeXL https://bit.ly/3X9hkTR
@ngssphenomena
@ngss_tweeps
@officialngss
@philiplbell
@nsta
@stemteachtools
@edreports
@mswilliamsphys1
@lgates_science
@openscied

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

Description:
Description
The graph represents a network of 3,502 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1867-day, 7-hour, 37-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Tuesday, 07 February 2023 at 00:11 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 : 3502
Unique Edges : 2487
Edges With Duplicates : 8860
Total Edges : 11347
Number of Edge Types : 9
Retweet : 2512
MentionsInRetweet : 3183
Mentions : 1265
Tweet : 1423
Replies to : 922
MentionsInReplyTo : 1704
Quote : 174
MentionsInQuote : 145
MentionsInQuoteReply : 19
Self-Loops : 1725
Reciprocated Vertex Pair Ratio : 0.0883534136546185
Reciprocated Edge Ratio : 0.162361623616236
Connected Components : 660
Single-Vertex Connected Components : 371
Maximum Vertices in a Connected Component : 1577
Maximum Edges in a Connected Component : 6789
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.413529
Graph Density : 0.000375759491740224
Modularity : 0.371665
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,502 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 07:23 UTC.

The tweets in the network were tweeted over the 1867-day, 7-hour, 37-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Tuesday, 07 February 2023 at 00:11 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:
[46] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[43] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[24] https://twitter.com/ac_ngss/status/1610490456563142657/photo/1
[22] https://twitter.com/GosakuT/status/1592944528088272897/photo/1
[22] https://nharuka.booth.pm/items/4493526
[18] https://twitter.com/ac_ngss/status/1616947586761654273/photo/1
[17] https://twitter.com/ac_ngss/status/1618012433729351680/photo/1
[17] https://twitter.com/ac_ngss/status/1619034473924022273/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 G1:
[5] http://out.Free
[5] https://cascience.org/ngss/equitable-access-science-education
[5] https://www.kidsatscience.org/
[4] https://www.edweek.org/teaching-learning/elementary-science-materials-still-lag-standards-could-free-resources-help/2022/10
[4] https://www.oercommons.org/
[4] https://stemteachingtools.org/brief/29
[4] https://twitter.com/AllieBBogart/status/1582935880376819712/photo/1
[4] https://twitter.com/AllieBBogart/status/1615564573813411840/photo/1
[4] https://twitter.com/AllieBBogart/status/1585799821218045952/photo/1
[4] https://twitter.com/AllieBBogart/status/1602495579405180928/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/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/bvg30DyGdJcZcKZ/status/1621903372730368000/photo/1
[4] https://twitter.com/MrsCarissaHynes/status/1594884156328230912/photo/1
[3] https://twitter.com/RoboThinkFC/status/1584877544767389702/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/1584149523005263873/photo/1
[4] https://twitter.com/NGSSphenomena/status/1584935529925443585/photo/1
[4] https://twitter.com/NGSSphenomena/status/1512344844794052608/photo/1
[4] https://twitter.com/workman_chang/status/1613259278428831745/photo/1
[4] https://twitter.com/Wilkinson_STEM/status/1574200543098159105/photo/1
[4] https://twitter.com/LWinifredSloan/status/1622616202236538880/photo/1
[4] https://twitter.com/SossongBrady/status/1589289762892181510/photo/1
[4] https://twitter.com/SossongBrady/status/1589561187163070469/photo/1
[4] https://twitter.com/AdrienneHigley/status/1593566849400295425/photo/1

Top URLs in Tweet in G4:
[46] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[43] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[24] https://twitter.com/ac_ngss/status/1610490456563142657/photo/1
[18] https://twitter.com/ac_ngss/status/1616947586761654273/photo/1
[17] https://twitter.com/ac_ngss/status/1619034473924022273/photo/1
[17] https://twitter.com/ac_ngss/status/1618012433729351680/photo/1
[15] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1
[15] https://twitter.com/ac_ngss/status/1592760276629454849/photo/1
[12] https://twitter.com/ac_ngss/status/1616052402905583616/photo/1
[10] https://twitter.com/ac_ngss/status/1587685943418720257/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:
[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/1610719259801403417/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1611037586121687052/photo/1
[4] https://twitter.com/Readwritevt/status/1615103715890929665/photo/1
[3] https://twitter.com/ItsMrsGentile/status/1621527365083095041/photo/1
[3] https://twitter.com/ItsMrsGentile/status/1621585593779224577/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 G7:
[7] https://ngss.nsta.org/Practices.aspx?id=1
[7] https://ngss.nsta.org/Practices.aspx?id=6
[6] https://ngss.nsta.org/Practices.aspx?id=2
[6] https://ngss.nsta.org/PracticesFull.aspx
[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=4
[6] https://go.info.amplify.com/fy22_science_programoverview_national_q4webinars_webinar-series_content-only_optin
[4] https://twitter.com/jimmy_bruhl/status/1620583869006360576/photo/1
[4] https://twitter.com/jimmy_bruhl/status/1600696475310178304/photo/1

Top URLs in Tweet in G8:
[6] https://ngss.nsta.org/Practices.aspx?id=4
[6] https://ngss.nsta.org/Practices.aspx?id=3
[5] https://ngss.nsta.org/Practices.aspx?id=7
[5] https://ngss.nsta.org/Practices.aspx?id=6
[4] https://ngss.nsta.org/Practices.aspx?id=1
[4] https://ngss.nsta.org/PracticesFull.aspx
[3] https://ngss.nsta.org/Practices.aspx?id=2
[3] https://ngss.nsta.org/Practices.aspx?id=8
[3] https://ngss.nsta.org/Practices.aspx?id=5
[2] https://twitter.com/enginecentralpa/status/1601190125693722625/photo/1

Top URLs in Tweet in G9:
[11] 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/1616325933463633921/photo/1
[4] https://twitter.com/EduStaton/status/1590536510184779776/photo/1
[4] https://twitter.com/EduStaton/status/1598471124433920000/photo/1
[4] https://twitter.com/EduStaton/status/1601299920501477377/photo/1
[4] https://twitter.com/EduStaton/status/1613691521060196353/photo/1

Top URLs in Tweet in G10:
[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://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[1] https://twitter.com/EdReports/status/1554549815463145472/photo/1
[1] https://twitter.com/EdReports/status/1523771792158076928
[1] https://twitter.com/daleyscience/status/1585997633809973249/photo/1
[1] https://twitter.com/alicekeeler/status/1588099167326539777
[1] https://alicekeeler.com/2022/08/19/sweet-add-hashtags-to-google-classroom/
[1] https://twitter.com/alicekeeler/status/1588099167326539777/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3134] twitter.com
[178] amazon.com
[102] nsta.org
[77] mys.ci
[40] youtube.com
[38] google.com
[33] stemteachingtools.org
[22] booth.pm
[19] linkedin.com
[18] definedlearning.com

Top Domains in Tweet in G1:
[442] twitter.com
[31] stemteachingtools.org
[18] google.com
[11] nextgenscience.org
[8] youtube.com
[8] edweek.org
[8] mnsta.org
[5] wested.org
[5] out.free
[5] classroomscience.org

Top Domains in Tweet in G2:
[357] twitter.com
[173] amazon.com
[9] linkedin.com
[6] youtube.com
[5] instagram.com
[4] innerorbit.com
[3] inquisitive.com
[3] nsta.org
[3] google.com
[3] booth.pm

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

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

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

Top Domains in Tweet in G6:
[77] mys.ci
[34] twitter.com
[2] donorschoose.org
[1] mysteryscience.com

Top Domains in Tweet in G7:
[122] twitter.com
[52] nsta.org
[9] amplify.com
[6] keepindianalearning.org
[5] teachscience4all.org
[2] nextgenscience.org
[1] sciencepracticesleadership.com
[1] openscied.org
[1] mailchi.mp
[1] youtube.com

Top Domains in Tweet in G8:
[40] twitter.com
[39] nsta.org
[8] 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 G9:
[80] twitter.com
[13] inqits.com
[2] zoom.us
[1] nearpod.com
[1] microbit.org
[1] fcps.net

Top Domains in Tweet in G10:
[5] twitter.com
[2] edreports.org
[1] alicekeeler.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1405] ngss
[306] stem
[299] ngsschat
[190] science
[185] pso2ngs_ss
[165] scied
[138] メンテの日なのでssを貼る
[96] authentic
[78] staycurious
[78] キャストはいいぞ



Top Hashtags in Tweet in G1:
[305] ngss
[203] ngsschat
[133] scied
[20] ngssnow
[20] science
[15] stem
[12] oer
[11] nsta
[11] elemngss
[10] climatejustice

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

Top Hashtags in Tweet in G3:
[91] ngss
[57] ngsschat
[24] science
[11] sciencetwitter
[6] stem
[4] education
[3] stemazingteacherleader
[3] phenomena
[3] scienceteacher
[3] pyp

Top Hashtags in Tweet in G4:
[182] pso2ngs_ss
[138] 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
[13] キャス子はいいぞ
[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:
[84] ngss
[77] staycurious
[2] stem
[1] clementscrew23
[1] wearelakota
[1] risdbelieves

Top Hashtags in Tweet in G7:
[99] stem
[55] authentic
[53] ngss
[15] science
[13] allmeansall
[13] steam
[12] sausdgraduateprofile
[7] amplifyscience
[5] citizenscience
[5] workbasedlearning

Top Hashtags in Tweet in G8:
[41] authentic
[39] stem
[3] 3dlearning
[3] ngss
[2] science
[1] teachers
[1] edutwitter
[1] teaching
[1] problemsolving
[1] workforcedevelopment

Top Hashtags in Tweet in G9:
[36] ngss
[29] edtech
[16] vr
[16] bearisland
[12] science
[8] guideddiscovery
[7] grade3
[5] datalogging
[5] education
[5] scienceteachers

Top Hashtags in Tweet in G10:
[48] ngss
[41] didyouknow
[5] scitlap
[1] nativescience
[1] middleschoolscience
[1] scienceteacher
[1] googleclassroom

Top Words
Top Words in Tweet in Entire Graph:
[1406] #ngss
[1335] ngss
[1182] science
[674] students
[526] ngssphenomena
[412] teachers
[336] learning
[332] more
[323] ngss_tweeps
[320] ac_ngss

Top Words in Tweet in G1:
[382] science
[305] #ngss
[281] ngss_tweeps
[256] ngss
[248] students
[203] #ngsschat
[133] teachers
[133] stemteachtools
[133] #scied
[131] officialngss

Top Words in Tweet in G2:
[372] ngss
[249] ms
[120] science
[106] activity
[90] #ngss
[65] set
[63] ls4
[53] ls2
[50] ps2
[46] test

Top Words in Tweet in G3:
[370] ngssphenomena
[109] two
[101] light
[100] work
[96] possible
[94] balloon
[94] making
[94] white
[93] heat
[93] doesn

Top Words in Tweet in G4:
[320] ac_ngss
[182] #pso2ngs_ss
[138] #メンテの日なのでssを貼る
[77] #キャストはいいぞ
[46] 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
[46] 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
[24] 五十六
[24] #メンテの日じゃないけどssを貼る
[18] アピスメルビー

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:
[86] lesson
[84] #ngss
[81] mysterysci
[77] #staycurious
[69] terrific
[19] trending
[18] students
[17] science
[13] never
[13] teaching

Top Words in Tweet in G7:
[108] practices
[99] #stem
[91] science
[65] more
[60] journey
[60] engineering
[59] toward
[59] classroom
[55] #authentic
[55] support

Top Words in Tweet in G8:
[93] science
[88] practices
[60] more
[54] ngss
[53] standards
[52] journey
[51] engineering
[47] toward
[47] support
[41] #authentic

Top Words in Tweet in G9:
[36] #ngss
[29] #edtech
[20] students
[19] mrkpyp
[17] science
[16] #vr
[16] #bearisland
[14] ss
[14] learning
[12] #science

Top Words in Tweet in G10:
[84] teachers
[54] science
[48] #ngss
[46] materials
[46] edreports
[42] use
[41] quarter
[41] 42
[41] developed
[41] #didyouknow

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[150] ngss,ms
[137] science,engineering
[129] リアル影システム,avatar
[129] vrchat,リアル影システム
[129] 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:
[70] #ngsschat,#ngss
[48] philiplbell,pls
[42] part,time
[40] openscied,elementary
[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:
[146] ngss,ms
[63] ms,ls4
[50] ms,ps2
[48] activity,ngss
[45] ms,ps4
[38] test,assessment
[28] ls4,ms
[26] ms,ls2
[26] human,impact
[25] set,activity

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

Top Word Pairs in Tweet in G4:
[50] #メンテの日なのでssを貼る,#キャストはいいぞ
[46] 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
[46] 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
[45] 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
[24] 五十六,#メンテの日じゃないけどssを貼る
[24] #メンテの日じゃないけどssを貼る,#キャストはいいぞ
[23] ac_ngss,五十六
[18] アピスメルビー,#pso2ngs_ss

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:
[77] #staycurious,#ngss
[69] lesson,terrific
[19] trending,lesson
[19] mysterysci,trending
[13] teaching,science
[13] science,never
[11] terrific,teaching
[8] never,easy
[8] easy,#staycurious
[7] terrific,students

Top Word Pairs in Tweet in G7:
[59] science,engineering
[59] engineering,practices
[59] journey,toward
[59] toward,more
[55] more,#authentic
[54] #authentic,#stem
[54] support,journey
[49] classroom,practices
[49] #stem,classroom
[25] #stem,#ngss

Top Word Pairs in Tweet in G8:
[51] engineering,practices
[51] science,engineering
[47] journey,toward
[47] support,journey
[47] toward,more
[41] more,#authentic
[39] #authentic,#stem
[36] classroom,practices
[36] #stem,classroom
[19] steels,standards

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[41] before,#ngss
[41] quarter,science
[41] teachers,regularly
[41] #ngss,42
[41] materials,developed
[41] science,teachers
[41] use,materials
[41] regularly,use
[41] 42,teachers
[41] #didyouknow,nearly

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@ngss_official
@ngss_rk
@jp_ngss
@trhk_ngss
@ac_ngss
@bmsscienceteach
@ajaysenthil4
@lunch_00
@ns_ngss

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

Top Replied-To in G3:
@katydornbos
@teachearthspace
@pckeller
@lavawitch
@msruggerio
@khonnews
@lancenish81

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

Top Replied-To in G6:
@missisquoisd

Top Replied-To in G7:
@santaanausd
@jimmy_bruhl
@gipublicschools
@dramallya

Top Replied-To in G8:
@galemorrisoned
@eduventuring04
@teachbk
@sci_rem
@msturk_mcsc
@edudissenter
@nellkduke
@mathillustrated
@mrlandesman
@itselementary85

Top Replied-To in G9:
@edustaton
@hendrickseedu
@mattwarne
@kwagssd3
@_priya
@mrkpyp
@nearpod
@marklynmusic

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

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

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

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@nhs_titans
@nats_science
@officialngss
@aislagos
@canva
@c_leece
@katydornbos
@ctskeeley

Top Mentioned in G4:
@ac_ngss
@cudah88
@admiral_masc501

Top Mentioned in G5:
@nharuka_vrc
@foobarvrc
@kyussann

Top Mentioned in G6:
@mysterysci
@fts_mathscience
@stoneranchpusd
@itsmrsgentile
@littlevikes
@splittlevikes
@cra_bulldogs
@cdepatie1
@juliekittell

Top Mentioned in G7:
@jimmy_bruhl
@santaanazoo
@stacyktweets
@santaanausd
@amplify
@keepinlearning
@teachpasci
@ctesausd
@pasasupts
@pascd

Top Mentioned in G8:
@adamboxer1
@pennstatecsats
@teachbk
@jstewartap
@galemorrisoned
@officialngss
@p_a_kirschner
@researched_us
@enginecentralpa
@msturk_mcsc

Top Mentioned in G9:
@mrkpyp
@fredericyue
@_priya
@amylillingworth
@eusdtweets
@ngss_tweeps
@kmclass
@microbit_edu
@nearpod
@edtech_isf

Top Mentioned in G10:
@edreports
@schoolytics
@daleyscience
@jasonlearning

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@sectest9
@jurylady5
@collegemenfess
@cybersecurityn8
@askrlfess
@anony403
@convomf
@ronaldclarke
@education_24x7

Top Tweeters in G1:
@suestroud
@stem_nastics
@gdorn1
@blkpasz
@drcaberry
@educationweek
@geographile
@urfagundem
@scottolling
@annstrahm

Top Tweeters in G2:
@collegemenfess
@bttf551112
@sikyosyounin
@keenessays
@iaamriegoluck
@massblogxyz
@vkcotys
@njschooljobs
@sylvia7513
@kyost79

Top Tweeters in G3:
@jurylady5
@ronaldclarke
@valaafshar
@elizabe29599604
@mrdissent
@darwin1800
@canva
@jzd67
@shellterrell
@blocht574

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

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

Top Tweeters in G6:
@mmiller_ms
@inglesconjulie
@mkuensti
@savingyourgreen
@mrsgutierrezbf
@charccoop
@alfiemcbo
@lflynnmrs
@yogloriap
@claudia040761

Top Tweeters in G7:
@rainmaker1973
@stem_ai
@camarowrx
@authorjwiller
@dmurff5
@pltworg
@monica_vincent
@padeptofed
@birdbraintech
@gipublicschools

Top Tweeters in G8:
@mayak46
@deestem_teach
@adamboxer1
@karenvaites
@julieruble
@cherylduckworth
@mathillustrated
@galemorrisoned
@eduleadership
@ryandal

Top Tweeters in G9:
@markj_ohnson
@ictevangelist
@rcollinsjudon
@nearpod
@mrsalakas
@makeymakey
@flocabulary
@ty_goddard
@amylillingworth
@yonkersschools

Top Tweeters in G10:
@alicekeeler
@catearthjustice
@vallen67
@classroomtools
@stillhe77170033
@ritawirtz
@jacquel6176
@stayhumble61
@mectravels
@idalovenursing


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