scichat, Twitter, 4/17/2022 12:09:45 AM, 274900


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scichat_2022-04-16_16-48-01.xlsx
scichat_2022-04-16_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 17, 2022
Short Description:
scichat via NodeXL https://bit.ly/3jJtIIP
@garym
@praxismedhat
@ncse
@weareteachers
@paulenderle
@tcea
@pj_saez
@b0tsci
@superteamup
@mguhlin

Top hashtags:
#scichat
#stem
#edchat
#scicomm
#science
#edtech
#d123
#sschat
#elemchat
#cpchat

Description:
Description
The graph represents a network of 1,818 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 April 2022 at 23:58 UTC.

The requested start date was Saturday, 16 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 104-day, 23-hour, 24-minute period from Saturday, 01 January 2022 at 00:00 UTC to Friday, 15 April 2022 at 23:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 1818
Unique Edges : 1459
Edges With Duplicates : 10133
Total Edges : 11592
Number of Edge Types : 5
Mentions : 1016
Retweet : 4133
MentionsInRetweet : 5077
Tweet : 1331
Replies to : 35
Self-Loops : 1795
Reciprocated Vertex Pair Ratio : 0.035819914558002
Reciprocated Edge Ratio : 0.0691624365482233
Connected Components : 113
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 1543
Maximum Edges in a Connected Component : 11129
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.535779
Graph Density : 0.000954195584665786
Modularity : 0.225925
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,818 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 April 2022 at 23:58 UTC.

The requested start date was Saturday, 16 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 104-day, 23-hour, 24-minute period from Saturday, 01 January 2022 at 00:00 UTC to Friday, 15 April 2022 at 23:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scichat
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:
[104] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[58] https://praxissciencesmarts.wordpress.com/blog/
[32] https://twitch.tv/sciencestreams
[27] https://www.controlaltachieve.com/p/science-links.html
[20] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[19] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[16] https://blog.tcea.org/stem-tastic-activities/
[14] https://praxissciencesmarts.wordpress.com/2022/01/15/praxis-science-outreach-science-smarts-tricky-science/
[12] https://schoolreportwriter.com/
[12] https://ncse.ngo/darwin-day-approaches-14

Top URLs in Tweet in G1:
[58] https://praxissciencesmarts.wordpress.com/blog/
[14] https://praxissciencesmarts.wordpress.com/2022/01/15/praxis-science-outreach-science-smarts-tricky-science/
[12] https://schoolreportwriter.com/
[10] https://www.nationalgeographic.com/animals/article/why-bats-are-the-real-superheroes-of-the-animal-world
[9] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[9] https://medicinehatnews.com/life/local-life/2022/01/22/science-smarts-saving-snowflakes/
[9] https://medicinehatnews.com/news/local-news/2022/02/01/science-challenge-allows-students-to-showcase-love-of-the-subject/
[8] https://blog.tcea.org/stem-tastic-activities/
[8] https://medicinehatnews.com/life/local-life/2022/01/07/science-smarts-edible-eruption/
[8] https://medicinehatnews.com/life/local-life/2022/01/15/science-smarts-tricky-science/

Top URLs in Tweet in G2:
[28] https://twitch.tv/sciencestreams
[18] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[8] https://ncse.ngo/darwin-day-approaches-14
[7] https://www.theguardian.com/environment/2022/jan/13/they-saw-bigger-things-richard-leakey-edward-o-wilson-and-thomas-lovejoy-remembered-aoe
[7] https://www.priweb.org/event/darwin-days
[6] https://insideclimatenews.org/news/15032022/coal-mining-methane/
[6] https://www.au.org/the-latest/articles/40-ncse/
[5] https://www.bbc.com/news/world-africa-59855445
[5] https://www.northjersey.com/obituaries/ber103630
[5] https://nautil.us/issue/112/inspiration/eo-wilson-saw-the-world-in-a-wholly-new-way

Top URLs in Tweet in G3:
[21] https://www.controlaltachieve.com/p/science-links.html
[8] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm
[7] https://dinosaurpictures.org/ancient-earth#750
[6] https://onlineclasshelpusa.com/
[5] https://www.communicationcrafts.com/ai-in-education-reshaping-the-future-of-learning/
[5] https://www.mshouser.com/organization/4-steps-for-creating-a-coaching-cycle-schedule
[5] https://www.festeredu.com/single-post/camp-culture-creating-an-ideal-learning-environment-part-i
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=270090
[5] https://docs.google.com/forms/d/e/1FAIpQLSfOJ82YlNNmdDOPnkv1FsQ1Hq-ZG-OjtSUmhLOaGKeTal7z_g/viewform
[5] https://alteredqualia.com/canvasmol/

Top URLs in Tweet in G4:
[18] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[3] https://www.labxchange.org/library/pathway/lx-pathway:757b6552-8235-471f-8074-591d304991cc?utm_source=social&utm_medium=lxc&utm_campaign=think_like_mars&utm_id=mars
[2] https://wardsworld.wardsci.com/high-school/have-no-fear-your-hydrophobic-effect-activity-is-here
[2] https://www.weareteachers.com/8th-grade-science-projects/?utm_medium=Social&utm_source=Twitter#Echobox=1645198448
[1] https://twitter.com/i/web/status/1508942112456388622
[1] https://wardsworld.wardsci.com/chemistry/fun-science-activities-to-celebrate-the-new-year
[1] https://wardsworld.wardsci.com/biology/double-helix-the-fun-with-this-dna-activity
[1] https://wardsworld.wardsci.com/high-school/shed-light-on-chemiluminescence-with-this-simple-activity
[1] https://wardsworld.wardsci.com/blog-posts/shed-light-on-chemiluminescence-with-this-simple-activity

Top URLs in Tweet in G5:
[93] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://blog.tcea.org/stem-tastic-activities/
[5] https://sciencelessonsthatrock.com/tips-for-teaching-on-a-block-schedule-html/
[4] https://tcea.org/webinars
[4] https://prezi.com/p/2osjud8jnkvi/strategies-for-teaching-science-to-ell-students/
[3] https://elements.wlonk.com/ElementsTable.htm?utm_sq=gt29x1fpp7&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[2] https://www.controlaltachieve.com/p/science-links.html
[2] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[1] https://blog.tcea.org/stem-resouce-for-high-school-learners/
[1] https://twitter.com/i/web/status/1513738183414095875

Top URLs in Tweet in G6:
[1] https://twitter.com/pj_saez/status/1496058781146439685
[1] https://www.biorxiv.org/content/10.1101/2022.01.18.476840v3

Top URLs in Tweet in G7:
[2] https://basehorlinwood.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[1] https://activatelearning.com/south-carolina-science-review/
[1] https://www.woolwichpoly.co.uk/teacher-of-science6/984.html
[1] https://harryhansford.com/2022/01/10/level-up-your-skills-with-free-online-university-courses/
[1] https://www.stem.org.uk/cpd/search
[1] https://twitter.com/i/web/status/1481302807986999302
[1] https://paper.li/K12Live/1313492545?edition_id=ec5c7830-7596-11ec-9360-fa163e1a70d7
[1] https://twitter.com/i/web/status/1482414317286866947
[1] https://eduk8.me/2021/01/calculate-anything/
[1] http://ow.ly/fblT50Hm91y?hsamp_network=twitter&hsamp=bGS5f%2BvSj9bm

Top URLs in Tweet in G8:
[3] https://www.tamwarnerminton.com/free-printable
[1] https://sites.psu.edu/materialsret/
[1] https://travelswithtam.com/tam-warner-minton/more-fish-faces/
[1] https://nourishingmyscholar.com/fish-picture-book/
[1] https://twitter.com/TamWMinton/status/1486456364339765256
[1] https://twitter.com/VogelWendi/status/1512082050647396356
[1] https://twitter.com/ngss_tweeps/status/1487988822092640257
[1] https://go.magik.ly:443/ml/xquo/
[1] https://twitter.com/Data_Nuggets/status/1417214878121594885

Top URLs in Tweet in G9:
[2] https://www.middleweb.com/46708/low-prep-and-no-prep-vocabulary-activities/
[2] https://edulastic.com/blog/science-lessons-by-students-for-students/
[1] https://twitter.com/middleweb/status/1478786052194283524
[1] https://twitter.com/i/web/status/1447918444998021126
[1] https://www.middleweb.com/46332/15-of-our-most-read-articles-during-2021/
[1] https://www.middleweb.com/category/articles/questioning/
[1] https://www.middleweb.com/46465/every-stem-teacher-is-new-in-2022/
[1] https://twitter.com/shortisweet3/status/1462462350259376129
[1] https://twitter.com/EdSurge/status/1499033792195010560
[1] https://www.middleweb.com/27113/all-the-vocabulary-help-youre-likely-to-need/

Top URLs in Tweet in G10:
[4] http://dkbdigitaldesigns.com/bugdex
[1] https://www.youtube.com/watch?v=esPRsT-lmw8&feature=youtu.be

[1] https://phys.org/news/2021-10-rna-therapies-human-cells.html
[1] https://scitechdaily.com/cancer-cells-use-tiny-tentacles-to-suck-mitochondria-out-of-immune-cells/
[1] https://neurosciencenews.com/tbx1-asd-myelin-19828/
[1] https://neurosciencenews.com/als-fat-metabolism-19656/
[1] https://www.nsf.gov/discoveries/disc_summ.jsp?cntn_id=304144&WT.mc_id=USNSF_1
[1] https://www.nsf.gov/discoveries/disc_summ.jsp?cntn_id=304143&WT.mc_id=USNSF_1
[1] https://scitechdaily.com/are-black-holes-and-dark-matter-the-same-astrophysicists-upend-textbook-explanations/
[1] https://scitechdaily.com/study-shows-the-food-you-eat-is-linked-to-covid-19-symptom-severity/

Top Domains
Top Domains in Tweet in Entire Graph:
[241] scitechdaily.com
[219] twitter.com
[210] wordpress.com
[155] tcea.org
[96] medicinehatnews.com
[73] sciencebuddies.org
[66] smithsonianmag.com
[63] theconversation.com
[60] nature.com
[60] sciencenews.org

Top Domains in Tweet in G1:
[221] scitechdaily.com
[189] wordpress.com
[100] twitter.com
[95] medicinehatnews.com
[73] sciencebuddies.org
[57] theconversation.com
[55] pbslearningmedia.org
[52] sciencenews.org
[49] smithsonianmag.com
[47] technologynetworks.com

Top Domains in Tweet in G2:
[39] nytimes.com
[30] twitter.com
[28] twitch.tv
[24] ncse.ngo
[18] theguardian.com
[15] smithsonianmag.com
[13] nature.com
[11] science.org
[11] youtube.com
[11] mcgill.ca

Top Domains in Tweet in G3:
[27] controlaltachieve.com
[26] tcea.org
[26] twitter.com
[23] edutopia.org
[23] teachthought.com
[22] droolees.com
[16] google.com
[15] blogspot.com
[15] edsurge.com
[14] teacheridea.com

Top Domains in Tweet in G4:
[38] weareteachers.com
[10] wardsci.com
[3] tcea.org
[3] labxchange.org
[2] bit.ly
[1] twitter.com
[1] medicinehatnews.com

Top Domains in Tweet in G5:
[105] tcea.org
[5] sciencelessonsthatrock.com
[4] prezi.com
[3] wlonk.com
[2] controlaltachieve.com
[2] whatihavelearnedteaching.com
[1] twitter.com
[1] molview.org
[1] chrmbook.com
[1] dinosaurpictures.org

Top Domains in Tweet in G6:
[1] twitter.com
[1] biorxiv.org

Top Domains in Tweet in G7:
[11] twitter.com
[5] co.uk
[5] teacherspayteachers.com
[3] youtube.com
[2] tedk12.com
[2] ow.ly
[2] edcite.com
[1] activatelearning.com
[1] harryhansford.com
[1] org.uk

Top Domains in Tweet in G8:
[4] twitter.com
[3] tamwarnerminton.com
[1] psu.edu
[1] travelswithtam.com
[1] nourishingmyscholar.com
[1] magik.ly

Top Domains in Tweet in G9:
[8] twitter.com
[7] middleweb.com
[4] pbslearningmedia.org
[2] edulastic.com
[1] edublogs.org
[1] nature.com
[1] csod.com
[1] gpb.org
[1] weareteachers.com

Top Domains in Tweet in G10:
[13] scitechdaily.com
[4] dkbdigitaldesigns.com
[2] youtube.com
[2] neurosciencenews.com
[2] nsf.gov
[2] sciencenews.org
[1] phys.org
[1] scientificamerican.com
[1] lww.com
[1] sciencedaily.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3303] scichat
[870] stem
[757] edchat
[629] scicomm
[538] science
[526] edtech
[361] d123
[345] sschat
[338] elemchat
[320] cpchat



Top Hashtags in Tweet in G1:
[1762] scichat
[686] stem
[384] science
[288] scied
[174] scicomm
[149] stemathome
[136] biology
[121] medhat
[118] edchat
[117] evolution

Top Hashtags in Tweet in G2:
[457] scichat
[403] scicomm
[52] darwinday
[33] science
[32] cdnpoli
[17] istandwithukraine
[16] spaceshost
[14] stem
[14] twitch
[14] scitlap

Top Hashtags in Tweet in G3:
[465] edchat
[417] edtech
[393] scichat
[353] d123
[321] elemchat
[309] cpchat
[282] mschat
[270] sschat
[264] hschat
[264] pblchat

Top Hashtags in Tweet in G4:
[123] scichat
[100] sponsored
[13] edchat
[9] wardsworld
[6] wardsscience
[6] scienceeducation
[4] science
[3] stem
[3] learning
[2] biology

Top Hashtags in Tweet in G5:
[116] scichat
[103] learning
[58] stem
[57] science
[56] edutwitter
[50] edchat
[9] edtech
[8] stemchat
[7] teacherwitter
[6] chemistry

Top Hashtags in Tweet in G6:
[63] cell
[63] mitochondria
[45] nucleus
[18] organelles
[9] scichat
[4] cob_ecr_advocacy
[3] er
[3] scicomm
[3] septins
[2] microscopy

Top Hashtags in Tweet in G7:
[66] scichat
[29] mathchat
[28] engchat
[26] edtech
[25] edchat
[19] learning
[19] edleadership
[18] edreform
[16] k12
[15] literacy

Top Hashtags in Tweet in G8:
[27] scichat
[17] ngsschat
[14] nselals2022
[14] brillianceandstrengths
[8] stemchat
[6] stem
[4] elemschool
[3] free
[3] printables
[3] ocean

Top Hashtags in Tweet in G9:
[57] scichat
[23] sschat
[22] elachat
[18] educoach
[14] mathchat
[14] mschat
[12] stem
[10] literacy
[9] sd113a
[6] scienceed

Top Hashtags in Tweet in G10:
[33] scichat
[17] scicomm
[13] sciencetwitter
[11] science
[11] research
[11] sciences
[11] cancer
[9] medtwitter
[9] sciencematters
[8] meded

Top Words
Top Words in Tweet in Entire Graph:
[3298] #scichat
[976] garym
[907] science
[873] #stem
[764] ncse
[754] #edchat
[629] #scicomm
[538] #science
[526] #edtech
[471] students

Top Words in Tweet in G1:
[1762] #scichat
[863] garym
[689] #stem
[458] science
[384] #science
[384] praxismedhat
[316] 'science
[316] smarts'
[284] #scied
[247] ncse

Top Words in Tweet in G2:
[478] ncse
[457] #scichat
[403] #scicomm
[90] book
[86] mark
[80] science
[79] scientists
[72] garym
[70] calendar
[55] fossil

Top Words in Tweet in G3:
[462] #edchat
[417] #edtech
[393] #scichat
[353] #d123
[321] #elemchat
[308] #cpchat
[282] #mschat
[270] #sschat
[264] #hschat
[264] #pblchat

Top Words in Tweet in G4:
[172] weareteachers
[161] science
[120] #scichat
[117] poster
[112] 10
[112] 000
[112] copies
[100] #sponsored
[85] awesome
[84] send

Top Words in Tweet in G5:
[116] #scichat
[115] tcea
[103] #learning
[97] tools
[97] periodic
[97] table
[94] mguhlin
[93] interactive
[58] #stem
[57] #science

Top Words in Tweet in G6:
[65] pj_saez
[63] inside
[63] #cell
[63] #mitochondria
[45] life
[45] videoed
[45] under
[45] microscope
[45] #nucleus
[45] green

Top Words in Tweet in G7:
[66] #scichat
[29] #mathchat
[28] #engchat
[26] #edtech
[25] #edchat
[19] #learning
[19] #edleadership
[18] #edreform
[16] #k12
[15] #literacy

Top Words in Tweet in G8:
[27] #scichat
[17] #ngsschat
[16] ngss_tweeps
[14] join
[14] virtual
[14] leadership
[14] series
[14] #nselals2022
[14] #brillianceandstrengths
[13] year's

Top Words in Tweet in G9:
[57] #scichat
[23] #sschat
[22] #elachat
[19] students
[18] #educoach
[18] middleweb
[17] science
[14] #mathchat
[14] #mschat
[13] more

Top Words in Tweet in G10:
[32] #scichat
[18] cancer
[17] #scicomm
[17] gwardis
[16] msoskil
[16] join
[15] global
[15] garym
[14] students
[13] #sciencetwitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[443] #stem,#scichat
[391] #scichat,#scicomm
[351] #d123,#edchat
[343] #edchat,#edtech
[317] 'science,smarts'
[313] #edtech,#cpchat
[295] #sschat,#scichat
[293] #cpchat,#elemchat
[275] #elemchat,#mschat
[256] #mschat,#hschat

Top Word Pairs in Tweet in G1:
[383] #stem,#scichat
[316] 'science,smarts'
[197] latest,praxis
[197] praxis,'science
[195] smarts',column
[176] #science,#scichat
[149] #scichat,#stemathome
[134] #stemathome,#scied
[112] blog,#stem
[97] article,found

Top Word Pairs in Tweet in G2:
[292] #scichat,#scicomm
[70] mark,calendar
[65] #scicomm,#scichat
[46] calendar,register
[37] ncse,mark
[35] richard,leakey
[29] ncse,scientists
[28] leakey,#scichat
[27] book,origins
[26] paleoanthropologist,richard

Top Word Pairs in Tweet in G3:
[343] #d123,#edchat
[327] #edchat,#edtech
[306] #edtech,#cpchat
[288] #cpchat,#elemchat
[273] #elemchat,#mschat
[256] #mschat,#hschat
[252] #sschat,#scichat
[242] #hschat,#ntchat
[242] #ntchat,#pblchat
[241] #suptchat,#libchat

Top Word Pairs in Tweet in G4:
[112] 10,000
[112] 000,copies
[112] science,poster
[79] send,10
[79] copies,awesome
[79] awesome,science
[79] poster,classrooms
[79] classrooms,country
[79] country,last
[79] last,chance

Top Word Pairs in Tweet in G5:
[97] periodic,table
[93] interactive,tools
[93] table,mguhlin
[49] tools,#learning
[49] #learning,periodic
[49] mguhlin,#scichat
[49] #scichat,#science
[49] #science,#edutwitter
[48] tcea,interactive
[44] five,interactive

Top Word Pairs in Tweet in G6:
[63] inside,#cell
[45] life,inside
[45] #cell,videoed
[45] videoed,under
[45] under,microscope
[45] microscope,#nucleus
[45] #nucleus,green
[44] contribute,energy
[43] green,#mitochondria
[43] #mitochondria,yellow

Top Word Pairs in Tweet in G7:
[19] #edtech,#engchat
[17] #learning,#edleadership
[16] #edleadership,#edtech
[15] #k12,#learning
[15] #engchat,#literacy
[15] #literacy,#scichat
[15] #scichat,#mathchat
[14] #edchat,#k12
[12] #mathchat,#edreform
[11] #mathchat,#scichat

Top Word Pairs in Tweet in G8:
[16] #ngsschat,ngss_tweeps
[16] ngss_tweeps,#scichat
[14] virtual,leadership
[14] leadership,series
[14] series,#nselals2022
[14] #nselals2022,#ngsschat
[14] #scichat,#brillianceandstrengths
[13] join,year's
[13] year's,virtual
[11] nselascience,join

Top Word Pairs in Tweet in G9:
[18] #sschat,#scichat
[11] #elachat,#sschat
[10] #scichat,#mathchat
[10] book,talks
[8] #mschat,#elachat
[7] middleweb,popular
[6] #educoach,#elachat
[6] students,ask
[6] #mschat,#educoach
[6] middle,grades

Top Word Pairs in Tweet in G10:
[13] global,project
[13] project,students
[13] students,join
[13] join,children
[13] children,around
[13] around,world
[13] world,learning
[13] learning,compost
[13] compost,easy
[13] easy,resources

Top Replied-To
Top Replied-To in Entire Graph:
@liverfig
@airchorn
@johnfocook
@juststephj
@awsnsocial
@braca_m
@drlabos
@galesinatra
@gravesjl55
@natureportfolio

Top Replied-To in G1:
@awsnsocial
@mrscottbot

Top Replied-To in G2:
@liverfig
@johnfocook
@skeptinquirer
@naomioreskes
@johnhawks
@stevebrusatte
@kennethrmiller
@lemoustier
@sciencemagazine
@khayhoe

Top Replied-To in G3:
@airchorn
@braca_m
@saintfester

Top Replied-To in G8:
@kcedventures
@sylviaearle

Top Replied-To in G9:
@nsta

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@weareteachers
@gwardis
@tcea
@paulenderle
@gbheducation
@mguhlin
@medicinehatnews

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@gbheducation
@medicinehatnews
@sciencebuddies
@educatoral
@mcgilloss
@weareteachers

Top Mentioned in G2:
@ncse
@garym
@deepgreendesign
@jenniferraff
@nytimes
@laelaps
@naomioreskes
@pentaclethra
@mideastmeetwest
@darwinday_ncse

Top Mentioned in G3:
@paulenderle
@natgeoeducation
@saintfester
@ncse
@ericcurts
@parkbasedlearn
@garym
@teachthought
@edsurge
@mrsramirezrocks

Top Mentioned in G4:
@weareteachers
@wardsscience
@stjude
@labxchange
@tcea
@mguhlin
@mheducation

Top Mentioned in G5:
@tcea
@mguhlin
@jrsowash
@biodigitalhuman
@circuitlab
@ericcurts
@whatihavelearnd
@ncse
@drbruceellis
@rmbyrne

Top Mentioned in G6:
@pj_saez
@focalplane_jcs
@the_node
@prelights
@aaandmoore
@cellcommlab
@mito_news
@biorxivpreprint

Top Mentioned in G7:
@belkhattare
@weteachmfl

Top Mentioned in G8:
@ngss_tweeps
@nselascience
@teachpasci
@joinsciencemoms
@data_nuggets
@ihub
@gboers29
@sugsteam
@elsciences
@missionblue

Top Mentioned in G9:
@middleweb
@nsta
@larryferlazzo
@explorelearning
@pbsteachers
@jserravallo
@sayvillems
@papaliaed
@gwardis
@thejr

Top Mentioned in G10:
@gwardis
@msoskil
@garym
@mideastmeetwest
@mabelina82
@r_benavides2
@bugdex
@thenasem
@garciascihawk
@bdevore

Top Tweeters
Top Tweeters in Entire Graph:
@streamerwall
@rk70534
@streamer_boost
@viralvideovlogs
@jfsebastian146
@artificialbra1n
@sudeepkhatri
@b1e56df9ce6549f
@twitchsie
@fabriciosx

Top Tweeters in G1:
@rk70534
@viralvideovlogs
@b1e56df9ce6549f
@ml_tweet_bot
@slate
@nasrene41
@botfemale
@eco1start
@jane__eden
@ctvnews

Top Tweeters in G2:
@streamerwall
@streamer_boost
@jfsebastian146
@twitchsie
@noybsk2017
@sydsalesman
@nytimes
@neilyoungsaveus
@torontostar
@halleverkehrt

Top Tweeters in G3:
@artificialbra1n
@o_g_log
@forbes
@designthinkbot
@inc
@alicekeeler
@prqosjdyofn1ylj
@superteamup
@scalarhumanity
@djriveraros

Top Tweeters in G4:
@sampson_elaine
@kenikewahine78
@scott_squires
@dprnesq
@feralartist
@fourcornersrock
@beijo11
@elizawallace27
@vwheato
@losivad

Top Tweeters in G5:
@stanleyepstein
@stem_nastics
@thartman2u
@coachgoodman
@mguhlin
@rj21nagourisher
@rmbyrne
@kanek09
@kerszi
@vipulasharma1

Top Tweeters in G6:
@rafaelg21253842
@_tlr_
@biorxivpreprint
@olu_gh
@jsteward2930
@roswitamind
@andthehouserock
@the_node
@flexi23
@phdgprotein86

Top Tweeters in G7:
@iconohash
@mrsmurat
@dgoble2001
@bkuhl2you
@mpilakow
@uf_ifas
@mr_rcollins
@nashworld
@nlakusta
@k12live

Top Tweeters in G8:
@krsciencelady
@kcedventures
@philiplbell
@dallasschools
@travelwithtam
@sciencecook
@missionblue
@ihub
@ngss_tweeps
@mrsdi

Top Tweeters in G9:
@thatmags
@cornubiageol
@larryferlazzo
@heinemannpub
@explorelearning
@seesaw
@tesforteachers
@dgburris
@nsta
@naesp

Top Tweeters in G10:
@andrewmorrisuk
@notacquiescing
@imagine_garden
@grhluna24
@telehealthbot
@hephaistos_ai
@jmattmiller
@medstudent_bot
@friel
@mrs_deebuck


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