ngss, Twitter, 3/14/2023 6:29:26 AM, 291145


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ngss_2023-03-13_23-15-00.xlsx
ngss_2023-03-13_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 14, 2023
Short Description:
ngss via NodeXL https://bit.ly/3ZJoy36
@ngssphenomena
@officialngss
@openscied
@stemteachtools
@ngss_tweeps
@nsta
@ameliagotwals
@philiplbell
@stem_ai
@tjscience

Top hashtags:
#ngss
#pso2ngs_ss
#stem
#ngsschat
#メンテの日なのでssを貼る
#science
#キャストはいいぞ
#scied
#authentic

Description:
Description
The graph represents a network of 3,371 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 06:23 UTC.

The tweets in the network were tweeted over the 2318-day, 2-hour, 36-minute period from Sunday, 06 November 2016 at 21:18 UTC to Monday, 13 March 2023 at 23:55 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 : 3371
Unique Edges : 2320
Edges With Duplicates : 8752
Total Edges : 11072
Number of Edge Types : 9
Retweet : 2638
MentionsInRetweet : 3267
Replies to : 829
MentionsInReplyTo : 1477
Tweet : 1371
Mentions : 1156
Quote : 167
MentionsInQuote : 153
MentionsInQuoteReply : 14
Self-Loops : 1693
Reciprocated Vertex Pair Ratio : 0.0843585237258348
Reciprocated Edge Ratio : 0.155591572123177
Connected Components : 641
Single-Vertex Connected Components : 370
Maximum Vertices in a Connected Component : 1469
Maximum Edges in a Connected Component : 6158
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.548272
Graph Density : 0.000380184625893575
Modularity : 0.364007
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,371 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 06:23 UTC.

The tweets in the network were tweeted over the 2318-day, 2-hour, 36-minute period from Sunday, 06 November 2016 at 21:18 UTC to Monday, 13 March 2023 at 23:55 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:
[50] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[45] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[45] https://twitter.com/ac_ngss/status/1624591524276338688/photo/1
[35] https://twitter.com/ac_ngss/status/1619530846184284161/photo/1
[34] https://twitter.com/ac_ngss/status/1629788853371551744/photo/1
[31] https://twitter.com/ac_ngss/status/1620635099317542912/photo/1
[29] https://nharuka.booth.pm/items/4493526
[28] https://twitter.com/ac_ngss/status/1623734130109448192/photo/1
[26] https://twitter.com/ac_ngss/status/1622136061379117057/photo/1
[24] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1

Top URLs in Tweet in G1:
[5] https://www.kidsatscience.org/
[5] https://cascience.org/ngss/equitable-access-science-education
[5] https://drive.google.com/file/d/1YrOWNV_hhSiX016jGj-U0nVb8MKA4vDh/view?usp=sharing
[4] https://twitter.com/BethPesnell/status/1622798886937960448/photo/1
[4] https://twitter.com/AllieBBogart/status/1626460685730447368/photo/1
[4] https://twitter.com/AllieBBogart/status/1615564573813411840/photo/1
[4] https://twitter.com/AllieBBogart/status/1602495579405180928/photo/1
[4] https://twitter.com/AllieBBogart/status/1600304996226301952/photo/1
[4] https://twitter.com/philiplbell/status/1602104044407095296/photo/1
[4] https://twitter.com/JMulhernBiology/status/1631670886397796352/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/ItsAmandaMacias/status/1631494651302776833/photo/1
[4] https://twitter.com/Nuelxtxxx/status/1631608008441733120/photo/1
[4] https://twitter.com/Ms_Cheung229/status/1595594602626486272/photo/1
[4] https://twitter.com/lang_science/status/1628109668370219040/photo/1
[4] https://twitter.com/01miomio01/status/1627621608025395200/photo/1
[4] https://twitter.com/ATaphouse22/status/1611194779756380160/photo/1
[4] https://twitter.com/ATaphouse22/status/1631837766261637123/photo/1
[4] https://twitter.com/KellyAnneGarner/status/1615155696777199616/photo/1
[4] https://twitter.com/jisung9iggles/status/1613803686458970112/photo/1
[4] https://twitter.com/bvg30DyGdJcZcKZ/status/1621903372730368000/photo/1

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/1511265212254539776/photo/1
[4] https://twitter.com/Wilkinson_STEM/status/1574200543098159105/photo/1
[3] https://twitter.com/NGSSphenomena/status/1325944823912816644/photo/1
[3] https://twitter.com/NGSSphenomena/status/1592563352978739201/photo/1
[3] https://twitter.com/NGSSphenomena/status/1596188531352797185/photo/1
[3] https://twitter.com/NGSSphenomena/status/1618673976431243264/photo/1
[3] https://twitter.com/NGSSphenomena/status/1612216465813381121/photo/1
[3] https://twitter.com/NGSSphenomena/status/1506107978721726465/photo/1

Top URLs in Tweet in G4:
[50] https://twitter.com/ac_ngss/status/1613490349661642752/photo/1
[45] https://twitter.com/ac_ngss/status/1600344710698369024/photo/1
[45] https://twitter.com/ac_ngss/status/1624591524276338688/photo/1
[35] https://twitter.com/ac_ngss/status/1619530846184284161/photo/1
[34] https://twitter.com/ac_ngss/status/1629788853371551744/photo/1
[31] https://twitter.com/ac_ngss/status/1620635099317542912/photo/1
[28] https://twitter.com/ac_ngss/status/1623734130109448192/photo/1
[26] https://twitter.com/ac_ngss/status/1622136061379117057/photo/1
[24] https://twitter.com/ac_ngss/status/1597808706649219072/photo/1
[23] https://twitter.com/ac_ngss/status/1610490456563142657/photo/1

Top URLs in Tweet in G5:
[26] https://nharuka.booth.pm/items/4493526
[9] https://twitter.com/kyussann/status/1617766116801286144/photo/1
[7] https://twitter.com/FoobarVRC/status/1617818936195833857/video/1
[3] https://twitter.com/segawa_vrc/status/1632962529881391105/photo/1
[1] https://twitter.com/nHaruka_vrc/status/1632321374776864769/photo/1
[1] https://twitter.com/nHaruka_vrc/status/1619663287645528065/photo/1
[1] https://twitter.com/segawa_vrc/status/1632323674291470336/photo/1
[1] https://twitter.com/segawa_vrc/status/1632328393487446017/video/1

Top URLs in Tweet in G6:
[9] https://www.inqits.com/
[4] https://twitter.com/sahmoomoo80/status/1617000767247859714/photo/1
[4] https://twitter.com/HendrickseEDU/status/1596001368275578880/photo/1
[4] https://twitter.com/mrkpyp/status/1597124064145182721/photo/1
[4] https://twitter.com/RudyChem/status/1633679967505776640/photo/1
[4] https://twitter.com/RudyChem/status/1622597213838012416/photo/1
[4] https://twitter.com/RudyChem/status/1633680789929103362/photo/1
[4] https://twitter.com/RudyChem/status/1633610399554867202/photo/1
[4] https://twitter.com/YPS_Inquiry/status/1629985552769458177/photo/1
[3] https://twitter.com/mrkpyp/status/1592342820136046592/photo/1

Top URLs in Tweet in G7:
[6] https://ngss.nsta.org/Practices.aspx?id=6
[6] https://ngss.nsta.org/Practices.aspx?id=7
[6] https://ngss.nsta.org/Practices.aspx?id=3
[6] https://ngss.nsta.org/Practices.aspx?id=4
[5] https://ngss.nsta.org/Practices.aspx?id=8
[5] https://ngss.nsta.org/Practices.aspx?id=2
[4] https://ngss.nsta.org/Practices.aspx?id=1
[4] https://ngss.nsta.org/Practices.aspx?id=5
[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 G8:
[4] https://twitter.com/jimmy_bruhl/status/1620583869006360576/photo/1
[4] https://twitter.com/jimmy_bruhl/status/1600696475310178304/photo/1
[4] https://twitter.com/SantaAnaUSD/status/1628136723288068096/photo/1
[4] https://twitter.com/SantaAnaUSD/status/1600506139707416582/photo/1
[4] https://twitter.com/TytoOnline/status/1619406003380035584/photo/1
[4] https://twitter.com/STEMedGraziano/status/1631455013133336577/photo/1
[4] https://twitter.com/STEMedGraziano/status/1615538376660365312/photo/1
[4] https://twitter.com/Disbell_sausd/status/1624494571085512704/photo/1
[3] https://twitter.com/StacyKTweets/status/1600606005561212928/photo/1
[3] https://twitter.com/MissRadjavitch/status/1626763342894211074/photo/1

Top URLs in Tweet in G9:
[4] https://twitter.com/RomanowskiCRAS/status/1610719259801403417/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1601351519357390853/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1611037586121687052/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1616515616000643105/photo/1
[4] https://twitter.com/RomanowskiCRAS/status/1605651509194199053/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://mys.ci/water/4?r=125346431
[2] https://mys.ci/astronomy/1?r=151484801

Top URLs in Tweet in G10:
[4] https://twitter.com/tjscience/status/1634292869589508097/photo/1
[4] https://twitter.com/tjscience/status/1598475670191067136/photo/1
[4] https://twitter.com/tjscience/status/1601013686726021121/photo/1
[4] https://twitter.com/tjscience/status/1625206575995420672/photo/1
[4] https://twitter.com/tjscience/status/1621313170777247750/photo/1
[4] https://twitter.com/tjscience/status/1598769175861858308/photo/1
[4] https://twitter.com/tjscience/status/1626649448741801994/photo/1
[3] https://twitter.com/tjscience/status/1597964890026770435/photo/1
[3] https://twitter.com/tjscience/status/1601008531175608322/photo/1
[3] https://twitter.com/tjscience/status/1621545527178305537/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3318] twitter.com
[165] amazon.com
[100] nsta.org
[63] mys.ci
[34] youtube.com
[33] google.com
[29] stemteachingtools.org
[29] booth.pm
[18] definedlearning.com
[18] nextgenscience.org

Top Domains in Tweet in G1:
[302] twitter.com
[25] stemteachingtools.org
[12] google.com
[10] nextgenscience.org
[7] reddit.com
[6] classroomscience.org
[6] cascience.org
[5] wested.org
[5] kidsatscience.org
[5] stem4real.org

Top Domains in Tweet in G2:
[331] twitter.com
[161] amazon.com
[8] stanford.edu
[6] knowatom.com
[4] instagram.com
[4] icontact-archive.com
[3] booth.pm
[3] youtube.com
[3] boxfresh.site
[3] firsteducation-us.com

Top Domains in Tweet in G3:
[91] twitter.com
[5] blogspot.com
[4] youtube.com
[4] dataspire.org
[4] mykajabi.com
[2] hindustantimes.com
[2] k12science.net
[2] mailchi.mp
[1] science.org
[1] wsaz.com

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

Top Domains in Tweet in G5:
[26] booth.pm
[23] twitter.com

Top Domains in Tweet in G6:
[74] twitter.com
[10] inqits.com
[2] zoom.us
[1] google.com
[1] nearpod.com
[1] microbit.org
[1] fcps.net

Top Domains in Tweet in G7:
[57] twitter.com
[43] nsta.org
[3] nextgenscience.org
[1] sciencepracticesleadership.com
[1] wi.gov
[1] openscied.org
[1] school.blog
[1] nationalacademies.org
[1] si.edu
[1] pdesas.org

Top Domains in Tweet in G8:
[85] twitter.com
[12] teachscience4all.org
[6] pivotinteractives.com
[3] tytoonline.com
[1] ocregister.com
[1] climateclock.net
[1] mailchi.mp
[1] instagram.com
[1] discoveryeducation.com
[1] blogtalkradio.com

Top Domains in Tweet in G9:
[63] mys.ci
[31] twitter.com
[1] donorschoose.org

Top Domains in Tweet in G10:
[55] twitter.com
[4] google.com
[2] youtube.com
[2] stemteachingtools.org
[1] aaas-iuse.org
[1] ngssphenomena.com
[1] canva.com
[1] spotify.com
[1] knowatom.com
[1] thewonderofscience.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1297] ngss
[525] pso2ngs_ss
[295] stem
[246] ngsschat
[221] メンテの日なのでssを貼る
[187] science
[120] キャストはいいぞ
[117] scied
[92] authentic
[63] staycurious



Top Hashtags in Tweet in G1:
[255] ngss
[151] ngsschat
[97] scied
[36] science
[34] edreports
[31] stem
[24] openscied
[20] cangss
[17] teachclimate
[14] ngssnow

Top Hashtags in Tweet in G2:
[81] ngss
[16] science
[14] stem
[7] education
[6] ngssstorylines
[5] funfactfriday
[5] perfectpicturebookpairing
[4] phenomena
[4] scienceeducation
[4] edtech

Top Hashtags in Tweet in G3:
[88] ngss
[52] ngsschat
[24] science
[12] sciencetwitter
[8] k12
[6] education
[5] nsta
[5] graphing
[4] stem
[4] scienceteacher

Top Hashtags in Tweet in G4:
[523] pso2ngs_ss
[221] メンテの日なのでssを貼る
[120] キャストはいいぞ
[42] pso2ngs_風景
[23] メンテの日じゃないけどssを貼る
[16] キャス子はいいぞ
[4] ngss
[4] pso2ngs
[4] pso2ngs__ss

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

Top Hashtags in Tweet in G6:
[35] ngss
[21] edtech
[16] bearisland
[16] vr
[11] science
[8] guideddiscovery
[7] grade3
[5] csforall
[4] stem
[4] csforca

Top Hashtags in Tweet in G7:
[44] stem
[43] authentic
[4] 3dlearning
[3] ngss
[2] science
[1] phenomenon
[1] teaching
[1] knowledgematters
[1] phenomena
[1] askquestions

Top Hashtags in Tweet in G8:
[74] ngss
[55] stem
[21] sausdgraduateprofile
[19] allmeansall
[11] citizenscience
[11] ngsschat
[10] ctemonth
[9] edchat
[8] waedu
[8] nsta

Top Hashtags in Tweet in G9:
[70] ngss
[63] staycurious
[2] stem
[1] clementscrew23

Top Hashtags in Tweet in G10:
[33] ngss
[16] ngsschat
[10] stem
[3] scied
[2] nyssls
[1] sciencecommunication
[1] science
[1] scienceed
[1] nsta
[1] womeninstem

Top Words
Top Words in Tweet in Entire Graph:
[1330] ngss
[1298] #ngss
[1162] science
[657] ac_ngss
[601] students
[525] #pso2ngs_ss
[424] learning
[406] ngssphenomena
[370] teachers
[308] standards

Top Words in Tweet in G1:
[308] science
[255] #ngss
[234] ngss
[196] students
[156] openscied
[151] #ngsschat
[146] learning
[136] officialngss
[136] teachers
[128] school

Top Words in Tweet in G2:
[350] ngss
[233] ms
[116] science
[98] activity
[81] #ngss
[57] set
[53] ls4
[48] ps2
[47] test
[46] ps4

Top Words in Tweet in G3:
[306] ngssphenomena
[106] two
[104] light
[100] possible
[99] work
[98] white
[98] balloon
[97] making
[97] heat
[97] pop

Top Words in Tweet in G4:
[657] ac_ngss
[523] #pso2ngs_ss
[221] #メンテの日なのでssを貼る
[120] #キャストはいいぞ
[50] フウショウセンコ
[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
[45] うちの新型ヘッドレスキャスト
[45] ボストンダイナミクスのアトラスみたいなキモい感じを目指してたけど意外とヒロイックな感じで纏まりました
[42] #pso2ngs_風景

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

Top Words in Tweet in G6:
[42] science
[35] #ngss
[32] great
[32] thank
[28] rudychem
[25] krausecenter
[24] micro
[21] #edtech
[19] learning
[18] day

Top Words in Tweet in G7:
[113] science
[94] practices
[77] standards
[74] ngss
[66] more
[52] journey
[50] engineering
[50] support
[47] toward
[44] #stem

Top Words in Tweet in G8:
[74] #ngss
[55] #stem
[43] learning
[38] work
[33] based
[26] students
[26] program
[24] jimmy_bruhl
[24] amazing
[21] science

Top Words in Tweet in G9:
[70] #ngss
[67] mysterysci
[67] lesson
[63] #staycurious
[56] terrific
[18] science
[16] students
[15] never
[15] teaching
[13] trending

Top Words in Tweet in G10:
[43] science
[33] #ngss
[24] tjscience
[20] buwheelock
[20] ngssphenomena
[16] #ngsschat
[15] students
[14] stem
[12] learning
[12] today

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[148] ngss,ms
[137] science,engineering
[134] リアル影システム,avatar
[134] vrchat,リアル影システム
[127] ngss,vrc
[126] avatar,ngss
[120] engineering,practices
[114] middle,school
[113] vrc,harukaの実験室
[112] #pso2ngs_ss,#メンテの日なのでssを貼る

Top Word Pairs in Tweet in G1:
[66] middle,school
[45] part,time
[42] #ngsschat,#ngss
[41] philiplbell,pls
[40] openscied,elementary
[39] high,school
[34] rating,#edreports
[34] full,time
[33] position,below
[33] looking,hire

Top Word Pairs in Tweet in G2:
[136] ngss,ms
[53] ms,ls4
[48] ms,ps2
[46] ms,ps4
[40] test,assessment
[39] activity,ngss
[25] assessment,ngss
[25] digital,signals
[25] analog,digital
[24] ps2,ms

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

Top Word Pairs in Tweet in G4:
[112] #pso2ngs_ss,#メンテの日なのでssを貼る
[50] フウショウセンコ,#pso2ngs_ss
[49] #メンテの日なのでssを貼る,#キャストはいいぞ
[49] ac_ngss,フウショウセンコ
[48] #pso2ngs_ss,#キャストはいいぞ
[45] うちの新型ヘッドレスキャスト,ボストンダイナミクスのアトラスみたいなキモい感じを目指してたけど意外とヒロイックな感じで纏まりました
[45] ボストンダイナミクスのアトラスみたいなキモい感じを目指してたけど意外とヒロイックな感じで纏まりました,#pso2ngs_ss
[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,うちの新型ヘッドレスキャスト

Top Word Pairs in Tweet in G5:
[131] vrchat,リアル影システム
[131] リアル影システム,avatar
[123] avatar,ngss
[123] ngss,vrc
[111] vrc,harukaの実験室
[87] 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
[87] 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
[87] ぜひお試しを,vrchat
[86] nharuka_vrc,ついに公開しました
[13] harukaの実験室,#booth_pm

Top Word Pairs in Tweet in G6:
[13] krausecenter,sewelljteach
[13] bits,science
[13] amazing,presenters
[13] day,using
[13] thank,krausecenter
[13] micro,bits
[13] using,micro
[13] hosting,thank
[13] science,thank
[13] thank,amazing

Top Word Pairs in Tweet in G7:
[50] engineering,practices
[50] support,journey
[50] science,engineering
[47] journey,toward
[47] toward,more
[43] #authentic,#stem
[43] classroom,practices
[43] #stem,classroom
[43] more,#authentic
[34] steels,standards

Top Word Pairs in Tweet in G8:
[33] based,learning
[32] #stem,#ngss
[31] work,based
[21] #ngss,work
[21] learning,program
[14] program,#allmeansall
[12] #allmeansall,#sausdgraduateprofile
[8] #ngss,#ngsschat
[8] #teaching,#learning
[7] #ngss,#stem

Top Word Pairs in Tweet in G9:
[63] #staycurious,#ngss
[56] lesson,terrific
[15] teaching,science
[15] science,never
[13] trending,lesson
[13] mysterysci,trending
[12] terrific,teaching
[10] mysterysci,energy
[10] energy,lesson
[8] never,easy

Top Word Pairs in Tweet in G10:
[11] science,methods
[10] #ngss,#ngsschat
[9] learning,action
[9] action,impact
[9] #stem,learning
[8] stemteachtools,students
[8] structure,stemteachtools
[8] inspired,structure
[8] course,chose
[8] impact,course

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_official
@trhk_ngss
@ac_ngss
@jp_ngss
@bmsscienceteach
@ngss_rk
@ngss_tweeps
@eduventuring04
@ajaysenthil4
@lunch_00

Top Replied-To in G1:
@bmsscienceteach
@ngss_tweeps
@tdishelton
@jessicafgwrites
@ameliagotwals
@tedwillard2061
@achosinfo
@scijeanne
@surfingsulliva5
@newhousebiology

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

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

Top Replied-To in G5:
@nharuka_vrc
@segawa_vrc

Top Replied-To in G6:
@hendrickseedu
@mattwarne
@kwagssd3
@_priya
@mrkpyp

Top Replied-To in G7:
@eduventuring04
@galemorrisoned
@teachbk
@edudissenter
@guidingliteracy
@sci_rem
@nellkduke
@mattw009
@mrw_science
@msturk_mcsc

Top Replied-To in G8:
@santaanausd
@regenroadtrip
@ocregister
@acapellascience
@jimmy_bruhl
@dramallya

Top Replied-To in G9:
@missisquoisd

Top Replied-To in G10:
@aisalions
@paulandersen

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

Top Mentioned in G1:
@openscied
@officialngss
@ngss_tweeps
@stemteachtools
@nsta
@philiplbell
@ameliagotwals
@ngssphenomena
@cascience
@laschools

Top Mentioned in G2:
@kaiserscience
@elemntrymatters
@ilepa

Top Mentioned in G3:
@ngssphenomena
@ru_dataspire
@ctskeeley
@philiplbell
@ngss_tweeps
@c_leece
@officialngss
@djacob1967
@stemteachtools
@msruggerio

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

Top Mentioned in G5:
@nharuka_vrc
@foobarvrc
@segawa_vrc
@kyussann

Top Mentioned in G6:
@rudychem
@krausecenter
@mrkpyp
@microbit_edu
@sewelljteach
@fredericyue
@_priya
@stancostem
@techrankin
@kmclass

Top Mentioned in G7:
@galemorrisoned
@teachbk
@adamboxer1
@ehanford
@miriamfein
@officialngss
@s_oberle
@p_a_kirschner
@researched_us
@smorrisey

Top Mentioned in G8:
@jimmy_bruhl
@santaanazoo
@stacyktweets
@ctesausd
@santaanausd
@science_4_all
@ocregister
@ngssphenomena
@pltworg

Top Mentioned in G9:
@mysterysci
@fts_mathscience
@stoneranchpusd
@itsmrsgentile
@littlevikes
@splittlevikes
@cra_bulldogs
@cdepatie1

Top Mentioned in G10:
@tjscience
@buwheelock
@ngssphenomena
@stemteachtools
@albertojrodrig8
@jrstpub
@paulandersen
@meenaks37738840
@bryson_sed
@mrbrownchem

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

Top Tweeters in G1:
@suestroud
@imagine_garden
@stem_nastics
@blkpasz
@drcaberry
@educationweek
@geographile
@ickiestvicki
@paleophile
@elianatardio

Top Tweeters in G2:
@collegemenfess
@sikyosyounin
@keenessays
@gdorn1
@iaamriegoluck
@massblogxyz
@njschooljobs
@sylvia7513
@eeuunnkkll
@kathrynegerhold

Top Tweeters in G3:
@jurylady5
@elizabe29599604
@ladysnarkansas
@ghostcatlady
@mrdissent
@darwin1800
@jzd67
@shellterrell
@ivriniel
@blocht574

Top Tweeters in G4:
@vixynyan
@schiehalliong
@akirasasao
@nowa0421
@lady_jkakatuki
@tasarings
@suika23498965
@hide11262455
@grass_leo_cat
@00e921876dcf4ef

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

Top Tweeters in G6:
@markj_ohnson
@ictevangelist
@scas
@rcollinsjudon
@nearpod
@mrsalakas
@makeymakey
@flocabulary
@ty_goddard
@yonkersschools

Top Tweeters in G7:
@deestem_teach
@adamboxer1
@karenvaites
@julieruble
@cherylduckworth
@mathillustrated
@galemorrisoned
@eduleadership
@mr_almonded
@ksliz22

Top Tweeters in G8:
@rainmaker1973
@ocregister
@stem_ai
@naturetechfam
@camarowrx
@authorjwiller
@pltworg
@projekt61
@birdbraintech
@acapellascience

Top Tweeters in G9:
@jmilfy562
@ilaypolat
@savingyourgreen
@mrsgutierrezbf
@charccoop
@lflynnmrs
@missgoldman19
@yogloriap
@claudia040761
@cra_bulldogs

Top Tweeters in G10:
@harmonygritz
@educatoral
@carlyziter
@donttrythis
@ainissaramirez
@neaq
@buwheelock
@berondam
@jenniferfine5
@mikeszczepanik


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