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early childhood education Twitter NodeXL SNA Map and Report for Friday, 06 January 2017 at 23:40 UTC
early childhood education Twitter NodeXL SNA Map and Report for Friday, 06 January 2017 at 23:40 UTC
From:
marc_smith
Uploaded on:
January 06, 2017
Short Description:
early childhood education via NodeXL http://bit.ly/2iLnOJd
@governorbullock
@lbmayorsoffice
@nrchispanic
@meganbacko
@longbeachpost

Description:
Description
The graph represents a network of 139 Twitter users whose recent tweets contained "early childhood education", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 06 January 2017 at 23:40 UTC.

The tweets in the network were tweeted over the 6-hour, 10-minute period from Friday, 06 January 2017 at 17:20 UTC to Friday, 06 January 2017 at 23:30 UTC. 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 : 139
Unique Edges : 120
Edges With Duplicates : 2
Total Edges : 122
Number of Edge Types : 3
Tweet : 37
Mentions : 74
Replies to : 11
Self-Loops : 37
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 67
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 7
Maximum Edges in a Connected Component : 14
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 0.937656
Graph Density : 0.00437910541132312
Modularity : 0.801717
NodeXL Version : 1.0.1.366

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] http://r.socialstudio.radian6.com/610a464e-3a79-47f8-b791-4f3427a256d3
[4] http://www.huffingtonpost.com/entry/early-childhood-education-pays-big-dividends-study_us_5850929fe4b0320ed05a996c
[3] http://pdce-sandbox.sites.olt.ubc.ca/?p=24100&utm_source=Twitter&utm_campaign=EC17&utm_medium=social
[2] http://www.usnews.com/opinion/knowledge-bank/articles/2016-12-29/early-childhood-education-made-real-progress-in-2016
[2] https://twitter.com/i/web/status/817492240520146949
[2] http://smartbrief.com/s/2017/01/guiding-principles-early-childhood-stem?utm_content=buffer165b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.linkedin.com/pulse/7-signs-you-should-working-early-childhood-education-sam-hendry?articleId=7008977233504675364&utm_content=buffer5bf15&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://ecstem.uchicago.edu/
[1] https://www.youtube.com/watch?v=5FMqf30_oI0&feature=youtu.be&a
[1] https://twitter.com/i/web/status/817506107467776000

Top URLs in Tweet in G1:
[4] http://www.huffingtonpost.com/entry/early-childhood-education-pays-big-dividends-study_us_5850929fe4b0320ed05a996c
[1] http://jobs.mt.gov/jobs/single-job?j=102404071
[1] http://www.npr.org/sections/ed/2016/12/27/504712171/we-learned-a-lot-in-2016-about-how-preschool-can-help-kids?platform=hootsuite
[1] https://twitter.com/i/web/status/817438693589848064
[1] http://www.shopbecker.com/blogger-program
[1] http://www.washingtonpost.com/blogs/answer-sheet/wp/2015/11/24/how-twisted-early-childhood-education-has-become-from-a-child-development-expert/?tid=ss_tw
[1] http://classified.djournal.com/listings/legals/1231558-legal-notice-section-00100-advertisement-for-bids-notice-to/
[1] https://twitter.com/courierjournal/status/817464087303036928
[1] http://blogs.edweek.org/edweek/campaign-k-12/2017/01/trump_and_k-12_education_five_.html?cmp=eml-eb-popweek+01062017&M=57739147&U=1681640
[1] http://www.jamaicanjobsonline.com/content/seeking-individual-who-has-training-early-childhood-education-do-childcare-call-or-whatsapp

Top URLs in Tweet in G2:
[5] http://r.socialstudio.radian6.com/610a464e-3a79-47f8-b791-4f3427a256d3
[1] https://twitter.com/i/web/status/817422495183765504
[1] https://t.co/KijVQXDajM

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/817445562542735360

Top URLs in Tweet in G4:
[1] http://lbpost.com/news/education/2000010223-mayor-s-fund-for-education-to-focus-on-early-childhood-education-from-outset#.WG_X_oFtBjc.twitter

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/817492240520146949

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[12] ece
[4] edchat
[3] education
[3] fsw
[3] elcofswfl
[3] qualityeducation
[3] earlychildhooddev
[3] srilanka
[2] job
[2] rwanda



Top Hashtags in Tweet in G1:
[2] job
[2] ece
[2] edchat
[1] santaclarita
[1] earlychildhoodeducation
[1] american
[1] mathematics
[1] bids
[1] constructionreport
[1] ecechat

Top Hashtags in Tweet in G2:
[5] ece

Top Hashtags in Tweet in G4:
[1] longbeach
[1] ece
[1] earlyed

Top Hashtags in Tweet in G6:
[1] 2016matricresults

Top Hashtags in Tweet in G7:
[3] earlychildhooddev
[3] srilanka

Top Hashtags in Tweet in G10:
[3] fsw
[3] elcofswfl
[3] qualityeducation

Top Words
Top Words in Tweet in Entire Graph:
[80] Words in Sentiment List#1: Positive
[6] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1502] Non-categorized Words
[1588] Total Words
[86] education
[84] early
[83] childhood
[13] ece
[11] children

Top Words in Tweet in G1:
[26] education
[25] childhood
[24] early
[5] children
[3] teacher
[3] job
[3] ece
[2] instructor
[2] 2016
[2] best

Top Words in Tweet in G2:
[6] 2016
[6] yr
[6] end
[6] review
[6] progress
[6] made
[6] early
[6] childhood
[6] education
[5] zerotothree

Top Words in Tweet in G3:
[6] ve
[6] proposed
[6] modest
[6] investment
[6] early
[6] childhood
[6] education
[6] s
[6] right
[6] thing

Top Words in Tweet in G4:
[4] education
[3] mayor's
[3] fund
[2] longbeachpost
[2] lbmayorsoffice
[2] nonprofit
[2] aims
[2] fundraise
[2] supplement
[2] educational

Top Words in Tweet in G5:
[2] elizabethfagen
[2] yes
[2] love
[2] early
[2] childhood
[2] education
[2] student
[2] centered
[2] engaging
[2] skill

Top Words in Tweet in G7:
[3] wbg_education
[3] earlychildhooddev
[3] improves
[3] school
[3] readiness
[3] learning
[3] outcomes
[3] srilanka
[3] stepping
[3] up

Top Words in Tweet in G8:
[2] quality

Top Words in Tweet in G9:
[3] gpe
[3] supports
[3] early
[3] childhood
[3] education
[3] s
[3] one
[3] best
[3] ways
[3] ensure

Top Words in Tweet in G10:
[6] fsw
[3] looking
[3] funding
[3] gap
[3] early
[3] childhood
[3] education
[3] collier
[3] elcofswfl
[3] qualityeducation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[82] early,childhood
[71] childhood,education
[10] education,s
[6] ve,proposed
[6] proposed,modest
[6] modest,investment
[6] investment,early
[6] s,right
[6] right,thing
[6] thing,mt

Top Word Pairs in Tweet in G1:
[24] early,childhood
[22] childhood,education
[2] preschool,teacher
[2] education,become

Top Word Pairs in Tweet in G2:
[6] 2016,yr
[6] yr,end
[6] end,review
[6] review,progress
[6] progress,made
[6] made,early
[6] early,childhood
[6] childhood,education
[5] zerotothree,2016
[5] education,ece

Top Word Pairs in Tweet in G3:
[6] ve,proposed
[6] proposed,modest
[6] modest,investment
[6] investment,early
[6] early,childhood
[6] childhood,education
[6] education,s
[6] s,right
[6] right,thing
[6] thing,mt

Top Word Pairs in Tweet in G4:
[3] mayor's,fund
[3] fund,education
[2] nonprofit,mayor's
[2] education,aims
[2] aims,fundraise
[2] fundraise,supplement
[2] supplement,educational
[2] educational,programs
[2] programs,city

Top Word Pairs in Tweet in G5:
[2] elizabethfagen,yes
[2] yes,love
[2] love,early
[2] early,childhood
[2] childhood,education
[2] education,student
[2] student,centered
[2] centered,engaging
[2] engaging,skill
[2] skill,integration

Top Word Pairs in Tweet in G7:
[3] wbg_education,earlychildhooddev
[3] earlychildhooddev,improves
[3] improves,school
[3] school,readiness
[3] readiness,learning
[3] learning,outcomes
[3] outcomes,srilanka
[3] srilanka,stepping
[3] stepping,up
[3] up,efforts

Top Word Pairs in Tweet in G9:
[3] gpe,supports
[3] supports,early
[3] early,childhood
[3] childhood,education
[3] education,s
[3] s,one
[3] one,best
[3] best,ways
[3] ways,ensure
[3] ensure,children

Top Word Pairs in Tweet in G10:
[3] looking,funding
[3] funding,gap
[3] gap,early
[3] early,childhood
[3] childhood,education
[3] education,fsw
[3] fsw,collier
[3] collier,fsw
[3] fsw,elcofswfl
[3] elcofswfl,qualityeducation

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@governorbullock
@zerotothree
@saramead
@usnews
@wbg_education
@elizabethfagen
@humbleisd_ege
@humbleisd
@gpforeducation
@elcswfl

Top Mentioned in G1:
@matchcollege

Top Mentioned in G2:
@zerotothree
@saramead
@usnews

Top Mentioned in G3:
@governorbullock

Top Mentioned in G4:
@longbeachpost
@lbmayorsoffice
@lbmayorsfund4ed

Top Mentioned in G5:
@elizabethfagen
@humbleisd_ege
@humbleisd

Top Mentioned in G6:
@sadtunational
@_cosatu
@eduin

Top Mentioned in G7:
@wbg_education

Top Mentioned in G8:
@abigailmmedina
@sbcounty
@f5sb

Top Mentioned in G9:
@gpforeducation

Top Mentioned in G10:
@elcswfl

Top Tweeters
Top Tweeters in Entire Graph:
@k810mt
@_cosatu
@usnews
@equalitydepot
@amnasuleiman
@thinktankthuto
@vondoubleg
@szlrmigerialamm
@zanylikethat
@adamrutherford

Top Tweeters in G1:
@equalitydepot
@thinktankthuto
@vondoubleg
@equal_education
@child_caring
@schoolbuildnews
@bigbugbookscc
@voicesne
@studenttutorusa
@imagineworange

Top Tweeters in G2:
@usnews
@zerotothree
@saramead
@raseducation
@mspsdaycare
@childcarelink
@caramurdoch1

Top Tweeters in G3:
@k810mt
@realdrismael
@stonetipapps
@governorbullock
@bigskydemocrats
@ronjaabel

Top Tweeters in G4:
@noelani817
@longbeachpost
@nrchispanic
@lbmayorsoffice
@lbmayorsfund4ed
@meganbacko

Top Tweeters in G5:
@elizabethfagen
@humbleisd
@humbleisd_ege
@mrskimharper

Top Tweeters in G6:
@_cosatu
@robmwhit
@sadtunational
@eduin

Top Tweeters in G7:
@szlrmigerialamm
@wbg_education
@deejayxax
@nabendra

Top Tweeters in G8:
@sbcounty
@monofirst5
@abigailmmedina
@f5sb

Top Tweeters in G9:
@gpforeducation
@lebomoloi
@saveourneedy

Top Tweeters in G10:
@listeninginswfl
@elcswfl
@flsouthwestern