scienceteacher, Twitter, 9/10/2022 2:37:03 AM, 281626


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scienceteacher_2022-09-09_17-55-12.xlsx
scienceteacher_2022-09-09_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3xgKEh1
@this0499154500
@paul_sciteach
@peelermrs
@sciencebuddies
@donorschoose
@myscienceboutiq
@stem_ai
@browndoggadgets
@markj_ohnson
@animalearn

Top hashtags:
#scienceteacher
#science
#stem
#teacher
#reciprocalreading

Description:
Description
The graph represents a network of 1,910 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 September 2022 at 00:59 UTC.

The requested start date was Saturday, 10 September 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 130-day, 17-hour, 40-minute period from Sunday, 01 May 2022 at 07:20 UTC to Friday, 09 September 2022 at 01:01 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 : 1910
Unique Edges : 1130
Edges With Duplicates : 3481
Total Edges : 4611
Number of Edge Types : 5
Tweet : 1173
Retweet : 1140
MentionsInRetweet : 1408
Mentions : 739
Replies to : 151
Self-Loops : 1199
Reciprocated Vertex Pair Ratio : 0.0562180579216354
Reciprocated Edge Ratio : 0.106451612903226
Connected Components : 487
Single-Vertex Connected Components : 245
Maximum Vertices in a Connected Component : 609
Maximum Edges in a Connected Component : 1972
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.65954
Graph Density : 0.00051012152411147
Modularity : 0.416042
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,910 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 September 2022 at 00:59 UTC.

The requested start date was Saturday, 10 September 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 130-day, 17-hour, 40-minute period from Sunday, 01 May 2022 at 07:20 UTC to Friday, 09 September 2022 at 01:01 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 : scienceteacher
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:
[73] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[15] https://www.coresciences.co.uk/
[15] https://www.goodnewsnetwork.org/
[14] https://www.donorschoose.org/project/flexible-seating-for-better-focus/6508528/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=teacher_8494629&rf=directlink-dc-2022-07-project-teacher_8494629&challengeid=21963281
[12] https://www.shorturl.at/eqF47
[10] https://www.amazon.com/hz/wishlist/ls/4KRUU1PJIFLB/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=d9c4bee1812a01ff935f32a72e5ea030&language=en_US
[9] http://www.cultofpedagogy.com/
[9] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[9] https://myscienceboutique.com/product/earth-pattern-socks/
[9] https://www.amazon.com/dp/B0B6D647WQ?psc=1&ref_=cm_sw_r_cp_ud_dp_W7X1NC4M6GCM1AQH70VC

Top URLs in Tweet in G1:
[15] https://www.coresciences.co.uk/
[9] https://www.amazon.com/dp/B0B6D647WQ?psc=1&ref_=cm_sw_r_cp_ud_dp_W7X1NC4M6GCM1AQH70VC
[8] https://www.etsy.com/listing/696099120
[6] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[4] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[4] https://www.youtube.com/channel/UC8xgGiHwJt3R3UkYDQwKfjA
[2] https://smorescience.com/newsletter
[2] https://www.amazon.com/hz/wishlist/ls/2WJQOK5DAF046?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/2YUPWDZSMXIK?ref_=wl_share
[2] https://www.iblossomllc.com/

Top URLs in Tweet in G2:
[1] https://www.tes.com/teaching-resource/resource-12673429
[1] https://drive.google.com/drive/folders/1m6HnbHhnXLYXlmzxVeoe-qC-hZQ5Cubu?usp=sharing
[1] https://drive.google.com/file/d/1v-RNNQjyQcj61bi4jiuF3ljVeqz2tW_F/view?usp=sharing
[1] https://twitter.com/missgeog92/status/1555157224804204549
[1] https://twitter.com/DrJudeBurrows/status/1545075523163983872
[1] https://twitter.com/HoyleDoc/status/1548073829565493253
[1] https://edu.rsc.org/education-research/improve-students-scientific-literacy-through-inquiry/4015687.article
[1] https://edu.rsc.org/cpd/teaching-energy-and-change-post-16/4015925.article

Top URLs in Tweet in G3:
[9] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[6] https://www.flinnsci.com/iodized-salt/dc10627/
[6] https://www.sciencebuddies.org/blog/make-believe-stem-pirates?from=TW
[5] https://www.flinnsci.com/fruit-floats/dc10319/
[4] https://www.flinnsci.com/pavo/teacher-trial/
[4] https://www.sciencebuddies.org/blog/science-experiment-icebreakers?from=TW
[4] https://www.sciencebuddies.org/blog/make-believe-stem-unicorns?from=TW
[4] https://myscienceboutique.com/product/earth-pattern-socks/
[4] https://myscienceboutique.com/product/pi-the-never-ending-story-physics-science-soft-sweatshirt/
[3] https://www.flinnsci.com/safety-first-sign---wear-your-goggles-10-x-14/se1917/

Top URLs in Tweet in G4:
[73] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[3] https://www.amazon.com/hz/wishlist/ls/1VGQH8SGSB68C?ref_=wl_share
[1] https://www.amazon.com/hz/wishlist/ls/1HY2CYNCENA8W?ref_=wl_share
[1] https://www.donorschoose.org/project/flexible-seating-for-better-focus/6508528/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=teacher_8494629&rf=directlink-dc-2022-07-project-teacher_8494629&challengeid=21963281
[1] https://twitter.com/MrsHerrera_Sci/status/1549268343550509057
[1] https://twitter.com/mrsherrera_sci/status/1548534042789924871

Top URLs in Tweet in G5:
[13] https://www.donorschoose.org/project/flexible-seating-for-better-focus/6508528/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=teacher_8494629&rf=directlink-dc-2022-07-project-teacher_8494629&challengeid=21963281
[10] https://www.amazon.com/hz/wishlist/ls/4KRUU1PJIFLB/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=d9c4bee1812a01ff935f32a72e5ea030&language=en_US
[3] https://donorschoose.org/project/seatin
[1] https://www.donorschoose.org/project/high-school-anatomy-students-need-resour/6700985/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7759724&rf=twitter-dc-2022-08-teacherhub-teacher_7759724&challengeid=21719573&%24web_only=true&_branch_match_id=link-1092528457609149829
[1] https://www.donorschoose.org/project/the-human-body-ody-ody/6702165/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_2868329&rf=twitter-dc-2022-08-project-teacher_2868329&challengeid=22005421&%24web_only=true&_branch_match_id=link-1088244424653958385
[1] https://www.amazon.com/hz/wishlist/ls/3DUFW8ZSDWB24?ref_=wl_share
[1] https://www.amazon.com/hz/wishlist/ls/2CPZ59DJ0K9CQ?ref_=wl_share
[1] https://www.donorschoose.org/project/seating-for-teamwork/6471272/?challengeid=21619335
[1] https://www.donorschoose.org/project/back-to-school-storage-solutions/6597562/?challengeid=21390080
[1] https://twitter.com/brittsciteach17/status/1554256733870211073

Top URLs in Tweet in G6:
[7] https://www.edvotek.com/origami-organelles
[3] https://origamiorganelles.com/
[3] https://origamiorganelles.com/collections/chemistry
[3] https://origamiorganelles.com/collections/earth-science/products/global-wind-patterns
[2] https://origamiorganelles.com/collections/earth-science/products/layers-of-the-atmosphere
[2] https://origamiorganelles.com/collections/earth-science/products/estuaries
[2] https://origamiorganelles.com/collections/environmental-science/products/water-cycle
[2] https://origamiorganelles.com/collections/earth-science
[2] https://origamiorganelles.com/collections/physics/products/structure-of-the-sun
[2] https://origamiorganelles.com/collections/earth-science/products/rock-cycle

Top URLs in Tweet in G7:
[1] https://twitter.com/Fischblog/status/1542893506292846593?s=20&t=0mVlVXwc47VsnulVmT0MuA

Top URLs in Tweet in G8:
[2] https://www.browndoggadgets.com/pages/ebooks
[1] https://learn.browndoggadgets.com/Guide/The+Instant+Star+Guitar/441?lang=en
[1] https://learn.browndoggadgets.com/Guide/X-Wing+Card/116?lang=en
[1] https://learn.browndoggadgets.com/Guide/Switch+-+Cardboard+Knife+Switch/203?lang=en
[1] https://docs.google.com/presentation/d/1qK_Dud_ORZvXpWovJ7mRfv9EJWlHb83GA74x8p1i7dU/edit?usp=sharing

Top URLs in Tweet in G9:
[1] https://twitter.com/houstonisd/status/1521142474118377477

Top URLs in Tweet in G10:
[5] https://myscienceboutique.com/product/earth-pattern-socks/
[3] https://www.iwasakid.com/
[2] https://myscienceboutique.com/product/uranus-planet-pattern-socks/
[2] https://myscienceboutique.com/product/neptune-planet-pattern-socks/
[2] https://www.qut.edu.au/news?id=181091&utm_source=twitter&utm_medium=social&utm_content=science-loving_sisters&utm_campaign=corporate_organic
[1] https://myscienceboutique.com/product/tote-bag-sahara-desert/
[1] https://myscienceboutique.com/product/jupiter-planet-pattern-socks/
[1] https://myscienceboutique.com/product/science-socks-white-cells-themed/
[1] https://myscienceboutique.com/product/trendy-science-socks-pi-math-design/
[1] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/

Top Domains
Top Domains in Tweet in Entire Graph:
[152] amazon.com
[104] myscienceboutique.com
[70] co.uk
[69] twitter.com
[60] sciencebuddies.org
[59] teacherspayteachers.com
[49] origamiorganelles.com
[45] flinnsci.com
[43] etsy.com
[39] instagram.com

Top Domains in Tweet in G1:
[35] co.uk
[25] amazon.com
[24] etsy.com
[21] instagram.com
[18] twitter.com
[10] youtube.com
[10] google.com
[3] initialrecruitment.com
[3] aplitrak.com
[3] teacherspayteachers.com

Top Domains in Tweet in G2:
[3] twitter.com
[2] google.com
[2] rsc.org
[1] tes.com

Top Domains in Tweet in G3:
[87] myscienceboutique.com
[60] sciencebuddies.org
[45] flinnsci.com
[8] twitter.com
[7] amazon.com
[6] etsy.com
[6] co.uk
[5] youtube.com
[5] page.link
[4] edutopia.org

Top Domains in Tweet in G4:
[77] amazon.com
[2] twitter.com
[1] donorschoose.org

Top Domains in Tweet in G5:
[22] donorschoose.org
[15] amazon.com
[2] twitter.com
[1] wardsci.com

Top Domains in Tweet in G6:
[49] origamiorganelles.com
[8] bit.ly
[8] edvotek.com
[7] twitter.com
[2] thesciencebank.org
[1] facebook.com
[1] theguardian.com
[1] newpathlearning.com
[1] edjoin.org
[1] zspace.com

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

Top Domains in Tweet in G8:
[5] browndoggadgets.com
[1] google.com

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

Top Domains in Tweet in G10:
[17] myscienceboutique.com
[3] iwasakid.com
[2] edu.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1733] scienceteacher
[383] science
[267] stem
[155] teacher
[118] reciprocalreading
[113] clearthelist
[110] scienceteaching
[107] teaching
[102] teachertwitter
[99] iteachscience



Top Hashtags in Tweet in G1:
[364] scienceteacher
[82] science
[28] teacher
[27] stem
[21] gcsescience
[20] stemeducation
[18] chemistry
[17] scienceiscool
[17] teacherlife
[14] teachertwitter

Top Hashtags in Tweet in G2:
[116] reciprocalreading
[62] scienceclub
[12] scienceteacher
[5] edutwitter
[2] chatchemistry
[1] science
[1] literacy
[1] reading
[1] teachingresources
[1] sciencedisplay

Top Hashtags in Tweet in G3:
[287] scienceteacher
[175] stem
[125] science
[83] phd
[62] fashion
[61] sciencestudent
[56] myscienceboutique
[50] sciencetwitter
[50] scicom
[50] academictwitter

Top Hashtags in Tweet in G4:
[81] scienceteacher
[76] clearthelist
[49] clearthelists
[37] teachertwitter
[3] middleschoolteacher
[3] iteach6th
[3] iteach7th
[3] iteach8th
[2] witeacher
[2] teachertip

Top Hashtags in Tweet in G5:
[43] scienceteacher
[14] clearthelist
[9] donorschoose
[9] science
[7] ohio
[5] teachertwitter
[4] middleschool
[4] formystudents
[3] magentamagic
[3] ohiostate

Top Hashtags in Tweet in G6:
[105] scienceteacher
[21] biology
[21] science
[20] geographyteacher
[17] geography
[17] anatomy
[17] sciencetwitter
[16] biologyteacher
[16] humanescience
[16] humaneeducation

Top Hashtags in Tweet in G7:
[1] querdullissohohl

Top Hashtags in Tweet in G8:
[26] classroommanagement
[8] scienceteacher
[7] stem
[6] edtech
[5] microbit
[4] makerspace
[4] pbl
[2] stemed
[2] diy
[2] maker

Top Hashtags in Tweet in G9:
[7] scienceteacher
[3] share
[3] fanfavorite
[1] sciencekid
[1] pdjunkie
[1] teacherofthemonth

Top Hashtags in Tweet in G10:
[25] scienceteacher
[21] science
[15] fashion
[15] socks
[15] socksoftheday
[13] scicomm
[11] qut
[10] blackmaleeducator
[8] teachersofinstagram
[7] stem

Top Words
Top Words in Tweet in Entire Graph:
[1732] #scienceteacher
[867] science
[390] #science
[354] teacher
[287] students
[286] school
[267] #stem
[218] help
[180] paul_sciteach
[179] year

Top Words in Tweet in G1:
[363] #scienceteacher
[150] science
[82] #science
[67] teacher
[58] school
[43] teachers
[39] students
[38] year
[35] day
[32] more

Top Words in Tweet in G2:
[176] paul_sciteach
[117] people
[116] few
[116] requests
[116] #reciprocalreading
[116] sheets
[116] decided
[116] easier
[116] create
[116] google

Top Words in Tweet in G3:
[286] #scienceteacher
[189] science
[175] #stem
[125] #science
[90] website
[83] #phd
[72] flinnscientific
[63] students
[62] #fashion
[61] #sciencestudent

Top Words in Tweet in G4:
[93] 8th
[86] excited
[82] help
[81] #scienceteacher
[76] appreciated
[76] #clearthelist
[59] graders
[57] prepare
[57] classroom
[57] group

Top Words in Tweet in G5:
[43] #scienceteacher
[40] help
[37] project
[33] donorschoose
[31] support
[31] teacher
[29] students
[24] amazon
[21] school
[20] science

Top Words in Tweet in G6:
[105] #scienceteacher
[47] model
[44] paper
[43] science
[25] students
[21] #biology
[21] #science
[20] #geographyteacher
[20] visit
[20] one

Top Words in Tweet in G7:
[30] scienceteacher
[17] science63424214
[10] _martinhagen
[9] frau_lange
[9] br24
[9] francislreid
[8] die
[8] mumisthebest2
[8] principal
[6] man

Top Words in Tweet in G8:
[28] teachers
[27] used
[27] resources
[26] working
[26] ask
[26] #classroommanagement
[26] harry
[26] wong
[25] wilkinson_stem
[25] youtube

Top Words in Tweet in G9:
[7] #scienceteacher
[5] rickettsdeirdre
[5] bostonwhitnee
[4] hisd_elemsci
[4] amazing
[4] corneliuselem
[3] ruthgiles
[3] school
[3] vote
[3] favorite

Top Words in Tweet in G10:
[25] #scienceteacher
[24] myscienceboutiq
[24] science
[22] website
[21] #science
[20] teaching
[17] #socks
[15] socks
[15] #fashion
[15] #socksoftheday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[167] science,teacher
[117] few,requests
[117] requests,#reciprocalreading
[117] #reciprocalreading,sheets
[117] sheets,people
[117] people,decided
[117] decided,easier
[117] easier,create
[117] create,google
[116] paul_sciteach,few

Top Word Pairs in Tweet in G1:
[44] science,teacher
[36] #science,#scienceteacher
[13] science,teachers
[12] #stemforkids,#iteach345
[12] #iteach345,#iteach456
[12] #iteach456,#scienceteacher
[12] #scienceteacher,#scienceteachers
[11] #teacher,#scienceteacher
[11] #seedstosteam,#iteach
[11] #iteach,#iteachtoo

Top Word Pairs in Tweet in G2:
[116] few,requests
[116] requests,#reciprocalreading
[116] #reciprocalreading,sheets
[116] sheets,people
[116] people,decided
[116] decided,easier
[116] easier,create
[116] create,google
[115] paul_sciteach,few
[115] google,drive

Top Word Pairs in Tweet in G3:
[79] website,#science
[60] #science,#sciencestudent
[54] #scienceteacher,#stem
[51] #sciencestudent,#scienceteacher
[50] #stem,#scicom
[48] #sciencetwitter,#academictwitter
[47] #academictwitter,#gradschool
[42] #lovescience,#phd
[37] #scicom,#fashion
[37] #fashion,#lovescience

Top Word Pairs in Tweet in G4:
[74] help,appreciated
[71] appreciated,#clearthelist
[59] 8th,graders
[57] excited,prepare
[57] prepare,classroom
[57] classroom,group
[57] group,8th
[47] #clearthelist,#clearthelists
[47] #clearthelists,#scienceteacher
[35] create,safe

Top Word Pairs in Tweet in G5:
[18] project,help
[18] help,support
[18] two,years
[18] years,virtual
[18] virtual,learning
[18] learning,students
[18] students,need
[18] need,communication
[17] communication,interaction
[16] interaction,project

Top Word Pairs in Tweet in G6:
[32] paper,model
[16] #biology,#scienceteacher
[14] #science,#lifesciences
[12] #scienceteacher,#biologyteacher
[12] paper,models
[12] #anatomy,#biology
[11] #geography,#geographyteacher
[11] #humanescience,#humaneeducation
[11] #lifesciences,#anatomy
[9] origami,organelles

Top Word Pairs in Tweet in G7:
[9] frau_lange,_martinhagen
[9] _martinhagen,br24
[9] br24,scienceteacher
[8] mumisthebest2,francislreid
[7] francislreid,scienceteacher
[5] science63424214,frau_lange
[4] nanaimadiamond,frau_lange
[4] raevennz,mumisthebest2
[3] principal,fob
[2] sz,falls

Top Word Pairs in Tweet in G8:
[26] working,teachers
[26] teachers,ask
[26] ask,resources
[26] resources,#classroommanagement
[26] #classroommanagement,used
[26] used,harry
[26] harry,wong
[25] wilkinson_stem,working
[25] wong,youtube
[16] paper,circuits

Top Word Pairs in Tweet in G9:
[4] rickettsdeirdre,bostonwhitnee
[3] vote,favorite
[3] favorite,#scienceteacher
[3] #scienceteacher,#share
[3] #share,#fanfavorite
[3] #fanfavorite,rickettsdeirdre
[2] ruthgiles,amazing
[2] amazing,news
[2] news,corneliuselem
[2] corneliuselem,continues

Top Word Pairs in Tweet in G10:
[15] website,#science
[15] #science,#fashion
[15] #fashion,#socks
[15] #socks,#socksoftheday
[11] myscienceboutiq,planet
[11] planet,socks
[9] tote,bags
[9] teaching,tip
[8] myscienceboutiq,tote
[8] facts,reasons

Top Replied-To
Top Replied-To in Entire Graph:
@science63424214
@nanaimadiamond
@misspin5th
@msc_baeshore
@kenneth05573211
@kw_sagan
@bigfalcon1
@psychbrother
@iteach2motivate
@weepro83

Top Replied-To in G3:
@psychbrother
@clearinglists
@brooktroutbob
@melrgarrett
@drbradjohnson
@lisarnnrgrl
@elmahdali87
@johnlegere

Top Replied-To in G4:
@kw_sagan
@kenneth05573211
@msc_baeshore
@amazon
@robstobs
@ashleymesser11
@weepro83
@iteach2motivate
@jakemillertech
@steelcityhelps

Top Replied-To in G5:
@misspin5th
@cantu_loera
@letsplayprek
@ihadztotweet
@plugable
@kkirtley26
@priscillablock
@heather28savage
@steelcityhelps

Top Replied-To in G7:
@science63424214
@nanaimadiamond
@bigfalcon1
@raevennz
@sz
@rolandsb13
@zerocovidth
@mumisthebest2
@francislreid
@systemanalysen

Top Replied-To in G9:
@flipgrid

Top Mentioned
Top Mentioned in Entire Graph:
@paul_sciteach
@flinnscientific
@sciencebuddies
@amazon
@myscienceboutiq
@donorschoose
@peelermrs
@amrita204
@angieshandmade1
@wilkinson_stem

Top Mentioned in G1:
@pburkevt
@benking01
@jennypeek
@misslowessci

Top Mentioned in G2:
@paul_sciteach
@drjudeburrows
@fabdisalvo
@wbtourlondon
@rsc_cerp
@mrts_nqts
@mrsbbiology24
@rsc_eic

Top Mentioned in G3:
@flinnscientific
@sciencebuddies
@myscienceboutiq
@2seetheglobe
@redpenblackpen
@edutopia
@heat66195600
@eskdale_school
@jdeinhammer
@donorschoose

Top Mentioned in G4:
@peelermrs
@amazon
@donorschoose
@jarpad
@mamabeargant
@robstobs
@kenneth05573211
@kw_sagan
@katieburk07
@amazonwishlist

Top Mentioned in G5:
@donorschoose
@amazon
@marshmiddles
@mrsbadesso
@mrs_furr25
@support_a_teach
@wardsscience
@furryfriendsdc
@mrsteacher2you
@misspin5th

Top Mentioned in G6:
@nsta
@edvotek
@animalearn
@origamicells
@nmmshuskies
@myscilife
@tnsta
@mergevr
@mergeedu
@nen6thgrade

Top Mentioned in G7:
@scienceteacher
@_martinhagen
@frau_lange
@br24
@francislreid
@mumisthebest2
@science63424214
@twitterde
@raevennz
@razavibardia

Top Mentioned in G8:
@wilkinson_stem
@browndoggadgets
@instructables
@sciencebuddies
@mrshowell24
@gochapperone

Top Mentioned in G9:
@rickettsdeirdre
@bostonwhitnee
@hisd_elemsci
@corneliuselem
@ruthgiles
@letysifuentes
@alliantgroup
@uhdt2007
@msmunoz_5
@sarayrodrigu3z

Top Mentioned in G10:
@myscienceboutiq
@qut
@facts_reasons
@elinapfister
@b
@jonterlee
@marco_garbelli
@iwasakidsteam
@doodlebugkry
@thecalc_chemist

Top Tweeters
Top Tweeters in Entire Graph:
@hirogallery
@janromes
@codewithtwitchi
@education_24x7
@johnapp63499667
@sak_stories
@jvozsol
@tmobile
@ericmoo91919605
@botfemale

Top Tweeters in G1:
@woodentek
@elizawallace27
@emirats_fr
@benking01
@craftymcclever
@quietlionness
@jobs2apply4
@lupieteacher
@rolat
@historycomics

Top Tweeters in G2:
@alwayslearnweb
@rosepillay1
@moms4edfreedom
@1in5advocacy
@quarecuttie
@headofenglish
@reelresearch
@wbtourlondon
@hodandheart
@mel_mwicks

Top Tweeters in G3:
@botforequality
@robotconsumer
@tracynovick
@hart_engel
@irasocol
@markj_ohnson
@stem_ai
@mangobilling
@jc_james_clark
@garym

Top Tweeters in G4:
@tmobile
@terrillcharming
@nplace1
@honda
@nicholasferroni
@mrmikemtl
@brianuft
@kathygriffin
@authorjwiller
@meordapme_

Top Tweeters in G5:
@lang51b
@craignewmark
@dhof60
@ihadztotweet
@mrsoteachesk
@techysaavy
@cheetahkisses_
@teacherscare101
@sandrain2nd
@teacher_tattles

Top Tweeters in G6:
@kmichellehowell
@krsciencelady
@valda_varadinek
@nsta
@plantletculture
@amnh
@tasturm1
@sharkweek
@ars_animalreiki
@ngss_tweeps

Top Tweeters in G7:
@_phoeni
@sz
@br24
@ilsepupilse
@raevennz
@micfdp
@systemanalysen
@zerocovidth
@hollsteinm
@ini42

Top Tweeters in G8:
@scalarhumanity
@scas
@tarafarah7
@imsouthern
@naomiharm
@instructables
@mrshowell24
@microbitg
@tammydunbar
@kaleidoscopesci

Top Tweeters in G9:
@flipgrid
@rickettsdeirdre
@teamhisd
@jererita_wilson
@phikappaphi
@corneliuselem
@justteacheyy
@alliantgroup
@erwin_garcia_
@missquintanilla

Top Tweeters in G10:
@botfemale
@b0tsci
@scicommbot
@jayaisales
@educationsdotpk
@doodlebugkry
@qut
@maththrills
@bas_news
@george_mage


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