scienceteacher, Twitter, 8/20/2022 1:16:46 AM, 280377


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scienceteacher_2022-08-19_17-55-12.xlsx
scienceteacher_2022-08-19_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3A9GgB9
@this0499154500
@paul_sciteach
@peelermrs
@donorschoose
@sciencebuddies
@myscienceboutiq
@stem_ai
@browndoggadgets
@markj_ohnson
@educationbnb

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

Description:
Description
The graph represents a network of 1,659 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, 20 August 2022 at 00:58 UTC.

The requested start date was Saturday, 20 August 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 109-day, 17-hour, 20-minute period from Sunday, 01 May 2022 at 07:20 UTC to Friday, 19 August 2022 at 00:40 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 : 1659
Unique Edges : 988
Edges With Duplicates : 3046
Total Edges : 4034
Number of Edge Types : 5
Retweet : 990
MentionsInRetweet : 1253
Tweet : 991
Mentions : 656
Replies to : 144
Self-Loops : 1011
Reciprocated Vertex Pair Ratio : 0.058974358974359
Reciprocated Edge Ratio : 0.11138014527845
Connected Components : 414
Single-Vertex Connected Components : 206
Maximum Vertices in a Connected Component : 581
Maximum Edges in a Connected Component : 1796
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.567339
Graph Density : 0.000600591429865681
Modularity : 0.416941
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,659 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, 20 August 2022 at 00:58 UTC.

The requested start date was Saturday, 20 August 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 109-day, 17-hour, 20-minute period from Sunday, 01 May 2022 at 07:20 UTC to Friday, 19 August 2022 at 00:40 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
[14] https://www.coresciences.co.uk/
[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.goodnewsnetwork.org/
[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] 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
[9] https://www.eltrust.org/careers

Top URLs in Tweet in G1:
[14] https://www.coresciences.co.uk/
[9] https://www.amazon.com/dp/B0B6D647WQ?psc=1&ref_=cm_sw_r_cp_ud_dp_W7X1NC4M6GCM1AQH70VC
[7] https://www.etsy.com/listing/696099120
[4] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[4] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[3] 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.sciencebuddies.org/blog/make-believe-stem-pirates?from=TW
[5] https://www.flinnsci.com/iodized-salt/dc10627/
[5] https://www.flinnsci.com/fruit-floats/dc10319/
[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.sciencebuddies.org/stem-activities/wearables-LED-temporary-tattoo?from=TW
[3] https://myscienceboutique.com/product/science-jewelry-dna-earrings/
[3] http://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink

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.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
[1] https://www.donorschoose.org/project/jot-it-down-in-science-notebooks/6520246/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=donor_2933657&rf=directlink-dc-2022-07-project-donor_2933657
[1] https://www.amazon.com/hz/wishlist/ls/3DUFW8ZSDWB24?ref_=wl_share
[1] https://www.amazon.com/hz/wishlist/ls/2C83566MR7SFC?ref_=wl_share

Top URLs in Tweet in G6:
[2] https://www.browndoggadgets.com/pages/ebooks
[1] https://docs.google.com/presentation/d/1qK_Dud_ORZvXpWovJ7mRfv9EJWlHb83GA74x8p1i7dU/edit?usp=sharing
[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

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

Top URLs in Tweet in G8:
[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 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:
[148] amazon.com
[98] myscienceboutique.com
[66] co.uk
[63] twitter.com
[50] teacherspayteachers.com
[49] origamiorganelles.com
[48] sciencebuddies.org
[35] instagram.com
[34] flinnsci.com
[33] etsy.com

Top Domains in Tweet in G1:
[32] co.uk
[25] amazon.com
[19] etsy.com
[19] instagram.com
[18] twitter.com
[10] google.com
[9] youtube.com
[4] carolina.com
[3] initialrecruitment.com
[3] aplitrak.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:
[81] myscienceboutique.com
[48] sciencebuddies.org
[34] flinnsci.com
[7] twitter.com
[7] amazon.com
[6] co.uk
[5] youtube.com
[5] etsy.com
[4] edutopia.org
[4] instagram.com

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

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

Top Domains in Tweet in G6:
[5] browndoggadgets.com
[1] google.com

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

Top Domains in Tweet in G8:
[49] origamiorganelles.com
[7] edvotek.com
[5] twitter.com
[2] thesciencebank.org
[1] allaboutbirds.org
[1] facebook.com
[1] theguardian.com
[1] newpathlearning.com
[1] zohopublic.com
[1] wildapricot.org

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:
[1500] scienceteacher
[333] science
[226] stem
[133] teacher
[118] reciprocalreading
[113] clearthelist
[94] scienceteaching
[93] teachertwitter
[82] scienceactivities
[82] teaching



Top Hashtags in Tweet in G1:
[310] scienceteacher
[78] science
[27] teacher
[22] stem
[19] stemeducation
[19] gcsescience
[16] scienceiscool
[14] chemistry
[14] scienceteachers
[13] teacherlife

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:
[245] scienceteacher
[149] stem
[111] science
[75] phd
[56] fashion
[55] sciencestudent
[51] myscienceboutique
[46] sciencetwitter
[46] scicom
[46] 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:
[40] scienceteacher
[14] clearthelist
[9] science
[8] donorschoose
[7] ohio
[5] teachertwitter
[4] middleschool
[4] formystudents
[3] magentamagic
[3] ohiostate

Top Hashtags in Tweet in G6:
[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 G7:
[1] querdullissohohl

Top Hashtags in Tweet in G8:
[80] scienceteacher
[19] geographyteacher
[18] biology
[17] science
[16] geography
[14] sciencetwitter
[14] nsta22
[14] anatomy
[14] biologyteacher
[13] humaneeducation

Top Hashtags in Tweet in G9:
[6] scienceteacher
[3] share
[3] fanfavorite
[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:
[1499] #scienceteacher
[702] science
[335] #science
[271] teacher
[249] students
[226] #stem
[224] school
[200] help
[180] paul_sciteach
[169] create

Top Words in Tweet in G1:
[309] #scienceteacher
[132] science
[78] #science
[63] teacher
[55] school
[36] teachers
[35] year
[35] students
[28] more
[27] #teacher

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:
[244] #scienceteacher
[168] science
[149] #stem
[111] #science
[84] website
[75] #phd
[56] make
[56] #fashion
[55] #sciencestudent
[54] flinnscientific

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:
[40] #scienceteacher
[37] help
[34] project
[31] support
[31] teacher
[30] donorschoose
[29] students
[24] amazon
[21] school
[20] science

Top Words in Tweet in G6:
[28] teachers
[27] resources
[27] used
[26] working
[26] ask
[26] #classroommanagement
[26] harry
[26] wong
[25] wilkinson_stem
[25] youtube

Top Words in Tweet in G7:
[27] scienceteacher
[15] science63424214
[10] _martinhagen
[9] frau_lange
[9] br24
[9] francislreid
[8] mumisthebest2
[8] principal
[5] die
[5] put

Top Words in Tweet in G8:
[80] #scienceteacher
[42] model
[38] paper
[23] science
[20] visit
[19] students
[19] #geographyteacher
[18] #biology
[17] #science
[16] #geography

Top Words in Tweet in G9:
[6] #scienceteacher
[5] rickettsdeirdre
[5] bostonwhitnee
[4] amazing
[4] corneliuselem
[3] ruthgiles
[3] hisd_elemsci
[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:
[123] 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:
[38] science,teacher
[34] #science,#scienceteacher
[12] 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:
[74] website,#science
[54] #science,#sciencestudent
[49] #scienceteacher,#stem
[47] #sciencestudent,#scienceteacher
[46] #stem,#scicom
[44] #sciencetwitter,#academictwitter
[43] #academictwitter,#gradschool
[39] #lovescience,#phd
[34] #scicom,#fashion
[34] #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:
[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 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] scienceteacher,follow

Top Word Pairs in Tweet in G8:
[29] paper,model
[13] #biology,#scienceteacher
[11] #science,#lifesciences
[11] #scienceteacher,#biologyteacher
[10] #anatomy,#biology
[10] #geography,#geographyteacher
[9] #lifesciences,#anatomy
[9] origami,organelles
[9] paper,models
[8] #humanescience,#humaneeducation

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
@letsplayprek
@ihadztotweet
@plugable
@kkirtley26
@priscillablock
@cantu_loera
@heather28savage
@steelcityhelps

Top Replied-To in G7:
@science63424214
@nanaimadiamond
@bigfalcon1
@raevennz
@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
@wilkinson_stem
@browndoggadgets

Top Mentioned in G1:
@pburkevt
@benking01
@jennypeek

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

Top Mentioned in G3:
@flinnscientific
@sciencebuddies
@myscienceboutiq
@redpenblackpen
@edutopia
@2seetheglobe
@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:
@wilkinson_stem
@browndoggadgets
@instructables
@sciencebuddies
@mrshowell24
@gochapperone

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

Top Mentioned in G8:
@nsta
@origamicells
@animalearn
@edvotek
@myscilife
@tnsta
@mergevr
@mergeedu
@nen6thgrade
@tnteachnhike

Top Mentioned in G9:
@rickettsdeirdre
@bostonwhitnee
@corneliuselem
@ruthgiles
@hisd_elemsci
@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:
@codewithtwitchi
@education_24x7
@johnapp63499667
@jvozsol
@tmobile
@ericmoo91919605
@botfemale
@nomoreslaves
@eco1start
@reveal_house

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

Top Tweeters in G2:
@alwayslearnweb
@rosepillay1
@moms4edfreedom
@1in5advocacy
@quarecuttie
@headofenglish
@wbtourlondon
@reelresearch
@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
@cheetahkisses_
@teacherscare101
@techysaavy
@sandrain2nd
@teacher_tattles

Top Tweeters in G6:
@scalarhumanity
@scas
@tarafarah7
@imsouthern
@naomiharm
@instructables
@mrshowell24
@microbitg
@tammydunbar
@kaleidoscopesci

Top Tweeters in G7:
@br24
@ilsepupilse
@raevennz
@micfdp
@systemanalysen
@zerocovidth
@ini42
@oliverbeige
@prof_freedom
@elefantimraum2

Top Tweeters in G8:
@kmichellehowell
@valda_varadinek
@nsta
@amnh
@plantletculture
@ngss_tweeps
@thease
@desertgranite
@anatomyinclay
@mergevr

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
@bas_news
@maththrills
@george_mage


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