ruraled, Twitter, 2/25/2020 9:23:01 PM, 221907


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ruraled Twitter NodeXL SNA Map and Report for Tuesday, 25 February 2020 at 21:18 UTC
ruraled Twitter NodeXL SNA Map and Report for Tuesday, 25 February 2020 at 21:18 UTC
From:
marc_smith
Uploaded on:
February 25, 2020
Short Description:
ruraled via NodeXL http://bit.ly/32puXDu
@ruraled
@ruraled_drnate
@awfrench1
@johnbrownny
@pattersonaubrey
@ruraldin
@johnson557377
@ruraltrust
@andrewsmoe
@nrea1

Top hashtags:
#ruraled
#collegeaccess
#rural365
#emchat
#nebraska
#rural
#stem
#dakotasacac
#northdakota

Description:
Description
The graph represents a network of 153 Twitter users whose recent tweets contained "ruraled", 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 Tuesday, 25 February 2020 at 21:18 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 46-minute period from Sunday, 16 February 2020 at 13:50 UTC to Tuesday, 25 February 2020 at 20:36 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 : 160
Unique Edges : 475
Edges With Duplicates : 253
Total Edges : 728
Number of Edge Types : 5
Mentions : 564
Retweet : 8
Tweet : 25
Replies to : 27
MentionsInRetweet : 104
Self-Loops : 25
Reciprocated Vertex Pair Ratio : 0.0593692022263451
Reciprocated Edge Ratio : 0.112084063047285
Connected Components : 15
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 104
Maximum Edges in a Connected Component : 661
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.330882
Graph Density : 0.0224449685534591
Modularity : 0.428451
NodeXL Version : 1.0.1.424
Data Import : The graph represents a network of 153 Twitter users whose recent tweets contained "ruraled", 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 Tuesday, 25 February 2020 at 21:18 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 46-minute period from Sunday, 16 February 2020 at 13:50 UTC to Tuesday, 25 February 2020 at 20:36 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 : TwitterSearch
Graph Term : ruraled
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://www.nafisdc.org/wp-content/uploads/2020/02/NAFIS-Opposes-Presidents-FY21-Education-Budget-Request.pdf
[2] https://www.gettingsmart.com/2020/02/can-online-learning-mitigate-rural-schools-biggest-challenges/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Getting_Smart&utm_content=Can%20Online%20Learning%20Mitigate%20Rural%20Schools'%20Biggest%20Challenges%3F
[1] https://www.youtube.com/watch?v=SmcG4IiZ5e0&feature=youtu.be

[1] https://twitter.com/nrea1/status/1232255258350489600
[1] https://coloradosun.com/2020/02/24/colorado-teacher-loan-forgiveness-program/
[1] https://drsadorf.podomatic.com/
[1] https://www.eventbrite.com/e/2020-rural-college-access-success-summit-tickets-74687920581
[1] http://drsadorf.podomatic.com/
[1] https://twitter.com/educationalan/status/1230172920774823936
[1] https://www.wgbh.org/news/education/2020/02/07/despite-geographic-barriers-and-skepticism-this-rural-tennessee-college-is-helping-revive-its-county

Top URLs in Tweet in G1:
[1] https://twitter.com/mrmakemathsense/status/1230687976276951040

Top URLs in Tweet in G2:
[2] https://www.nafisdc.org/wp-content/uploads/2020/02/NAFIS-Opposes-Presidents-FY21-Education-Budget-Request.pdf
[1] https://twitter.com/theadvertiser/status/1228403301106036736
[1] https://twitter.com/PoliticsK12/status/1228452115179163648
[1] https://www.ozarksfirst.com/local-news/local-news-local-news/community-college-embeds-councilors-in-rural-schools/
[1] https://www.wgbh.org/news/education/2020/02/06/in-tennessee-free-public-college-has-existed-for-years-could-the-rest-of-the-country-follow
[1] https://finance.yahoo.com/news/education-deserts-problem-152634914.html
[1] https://www.pressdemocrat.com/news/10731750-181/how-is-this-poor-rural?sba=AAS
[1] https://madison.com/wsj/news/local/education/university/small-uw-campuses-provide-access-to-education-what-would-happen/article_57359c92-e0b2-5e81-bd7d-25bffd1b28bf.html
[1] https://www.wgbh.org/news/education/2020/02/07/despite-geographic-barriers-and-skepticism-this-rural-tennessee-college-is-helping-revive-its-county
[1] https://drsadorf.podomatic.com/

Top URLs in Tweet in G3:
[2] https://www.gettingsmart.com/2020/02/can-online-learning-mitigate-rural-schools-biggest-challenges/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Getting_Smart&utm_content=Can%20Online%20Learning%20Mitigate%20Rural%20Schools'%20Biggest%20Challenges%3F

Top URLs in Tweet in G4:
[1] https://www.amazon.com/Thinking-About-Teaching-Teachers-Excellence/dp/1970133228/ref=sr_1_1?keywords=Thinking+about+Teaching+Jakubowski&qid=1580660370&s=books&sr=1-1
[1] https://twitter.com/docassar/status/1230836312527310849

Top URLs in Tweet in G5:
[1] https://twitter.com/brenebrown/status/1228036467466829825
[1] https://twitter.com/pknut20/status/1230711778738229249

Top URLs in Tweet in G6:
[1] https://twitter.com/LoogooteeSupt/status/1230624312232751104
[1] https://www.americasfarmers.com/grow-rural-education/

Top URLs in Tweet in G7:
[1] https://drive.google.com/file/d/1mepcCw3Ym_BZFzTkqXs4cbwp3gd7v26D/view?usp=drive_open

Top URLs in Tweet in G8:
[1] https://twitter.com/mrscottbot/status/1231417381068705793
[1] https://twitter.com/mraspinall/status/1228765607543394305
[1] https://twitter.com/TG_Neil/status/1229849680160444417

Top URLs in Tweet in G9:
[1] https://www.springer.com/gp/book/9789811525599

Top URLs in Tweet in G10:
[1] https://twitter.com/CARuralEd/status/1232005731835994112

Top Domains
Top Domains in Tweet in Entire Graph:
[19] twitter.com
[2] podomatic.com
[2] wgbh.org
[2] nafisdc.org
[2] gettingsmart.com
[1] youtube.com
[1] coloradosun.com
[1] eventbrite.com
[1] google.com
[1] nokidhungry.org

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[7] twitter.com
[2] wgbh.org
[2] nafisdc.org
[2] podomatic.com
[1] ozarksfirst.com
[1] yahoo.com
[1] pressdemocrat.com
[1] madison.com
[1] eventbrite.com
[1] coloradosun.com

Top Domains in Tweet in G3:
[2] gettingsmart.com

Top Domains in Tweet in G4:
[1] amazon.com
[1] twitter.com

Top Domains in Tweet in G5:
[2] twitter.com

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

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

Top Domains in Tweet in G8:
[3] twitter.com

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

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] ruraled
[14] collegeaccess
[11] rural365
[10] emchat
[7] nebraska
[6] rural
[6] stem
[5] dakotasacac
[5] northdakota
[5] ruraledchat



Top Hashtags in Tweet in G1:
[2] ff
[1] saskedchat
[1] balanceboundariesandbreaks
[1] pln

Top Hashtags in Tweet in G2:
[4] rural
[4] collegeaccess
[2] education
[2] ruralscoop
[2] ruraled
[2] arsa
[1] absenteeism
[1] schoolhealth
[1] highered
[1] teachershortage

Top Hashtags in Tweet in G3:
[4] digitallearning
[4] ruraled
[2] onlinelearning
[1] dlac2020
[1] ruralamerica
[1] equity
[1] equalopportunity

Top Hashtags in Tweet in G4:
[3] ruraled
[1] sschat
[1] thought
[1] podcast
[1] tweetandtalk
[1] keynote

Top Hashtags in Tweet in G5:
[1] makeitmatter
[1] edmentummo
[1] educatorfirst

Top Hashtags in Tweet in G6:
[2] ruraled
[2] inedchat
[1] stem
[1] inelearn

Top Hashtags in Tweet in G7:
[11] rural365
[11] ruraled
[10] emchat
[10] collegeaccess
[7] nebraska
[5] dakotasacac
[5] northdakota

Top Hashtags in Tweet in G8:
[5] stem
[3] ruraled
[3] ruraledchat
[2] pesk8
[1] stemed
[1] edtechchat
[1] edchat

Top Hashtags in Tweet in G9:
[4] ruraled

Top Hashtags in Tweet in G10:
[2] ruraled
[2] california
[2] network
[2] educators
[1] pln
[1] buttecoe

Top Words
Top Words in Tweet in Entire Graph:
[81] Words in Sentiment List#1: Positive
[26] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3420] Non-categorized Words
[3527] Total Words
[76] rural
[58] #ruraled
[42] small
[40] town
[30] schools

Top Words in Tweet in G1:
[13] technolandy
[12] kellywchris
[12] tgrantt
[12] tcrawford306
[12] rilmcknight
[12] jenn_leach
[12] charjoypeters
[12] katiewhite426
[12] lannysaretsky
[12] principalsmart

Top Words in Tweet in G2:
[18] rural
[13] ruraled
[8] schools
[7] dr_sadorf
[5] national
[5] budget
[5] education
[5] nrea1
[5] rural_schools
[4] #rural

Top Words in Tweet in G3:
[6] #ruraled
[5] students
[4] #digitallearning
[4] solution
[4] reallykristi
[3] providing
[3] greater
[3] flexibility
[3] undebatable
[3] potential

Top Words in Tweet in G4:
[3] #ruraled
[2] honored
[2] named
[2] top
[2] 10
[2] influence
[2] again
[2] edumatchbooks
[2] ruralteachers
[2] ruraldin

Top Words in Tweet in G5:
[5] week
[3] group
[3] much
[3] thank
[2] rondat_ruraled
[2] come
[2] edmentors
[2] made
[2] possible
[2] talent

Top Words in Tweet in G6:
[10] education
[10] stem
[6] #ruraled
[6] #inedchat
[5] grow
[5] rural
[5] program
[5] allows
[5] eligible
[5] farmers

Top Words in Tweet in G7:
[42] rural
[40] small
[40] town
[21] schools
[21] nacac
[21] #rural365
[21] #ruraled
[20] college
[20] admissions
[20] officers

Top Words in Tweet in G8:
[5] #stem
[5] #ruraled
[5] #ruraledchat
[4] stem
[4] #pesk8
[3] teach
[3] little
[3] engineering
[3] idea
[3] logical

Top Words in Tweet in G9:
[4] #ruraled
[4] book
[4] rural
[4] teacher
[4] education
[4] connecting
[4] land
[4] people
[4] edited
[4] mike

Top Words in Tweet in G10:
[2] #ruraled
[2] teacher
[2] #california
[2] miss
[2] awesome
[2] opportunity
[2] #network
[2] #educators
[2] grow
[2] #pln

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[40] small,town
[20] college,admissions
[20] admissions,officers
[20] officers,visit
[20] visit,engage
[20] engage,call
[20] call,skype
[20] skype,rural
[20] rural,small
[20] town,high

Top Word Pairs in Tweet in G1:
[12] tgrantt,tcrawford306
[12] tcrawford306,technolandy
[12] rilmcknight,jenn_leach
[12] jenn_leach,charjoypeters
[12] charjoypeters,katiewhite426
[12] katiewhite426,lannysaretsky
[12] lannysaretsky,principalsmart
[11] kellywchris,tgrantt
[11] technolandy,rilmcknight
[11] paigefulkerth,40lenora

Top Word Pairs in Tweet in G2:
[4] rural,areas
[3] look,president
[3] president,proposed
[3] proposed,budget
[3] budget,calls
[3] calls,elimination
[3] elimination,impact
[3] impact,aid
[3] aid,public
[3] public,schools

Top Word Pairs in Tweet in G3:
[3] #digitallearning,providing
[3] providing,greater
[3] greater,flexibility
[3] flexibility,undebatable
[3] undebatable,potential
[3] potential,solution
[3] solution,current
[3] current,educational
[3] educational,challenges
[3] challenges,rural

Top Word Pairs in Tweet in G4:
[2] honored,named
[2] named,top
[2] top,10
[2] 10,influence
[2] influence,#ruraled
[2] #ruraled,again
[2] again,edumatchbooks
[2] edumatchbooks,ruralteachers
[2] ruralteachers,ruraldin
[2] ruraldin,ruralfutures

Top Word Pairs in Tweet in G5:
[2] group,edmentors
[2] edmentors,made
[2] made,week
[2] week,possible
[2] possible,much
[2] much,talent
[2] talent,dedication
[2] dedication,stage
[2] stage,thank
[2] thank,great

Top Word Pairs in Tweet in G6:
[5] grow,rural
[5] rural,education
[5] education,program
[5] program,allows
[5] allows,eligible
[5] eligible,farmers
[5] farmers,nominate
[5] nominate,local
[5] local,public
[5] public,school

Top Word Pairs in Tweet in G7:
[40] small,town
[20] college,admissions
[20] admissions,officers
[20] officers,visit
[20] visit,engage
[20] engage,call
[20] call,skype
[20] skype,rural
[20] rural,small
[20] town,high

Top Word Pairs in Tweet in G8:
[5] #ruraled,#ruraledchat
[4] #stem,#pesk8
[4] #pesk8,#ruraled
[3] teach,stem
[3] stem,little
[3] little,engineering
[3] engineering,idea
[3] idea,logical
[3] logical,approach
[3] approach,problem

Top Word Pairs in Tweet in G9:
[4] #ruraled,book
[4] book,rural
[4] rural,teacher
[4] teacher,education
[4] education,connecting
[4] connecting,land
[4] land,people
[4] people,edited
[4] edited,mike
[4] mike,corbett

Top Word Pairs in Tweet in G10:
[2] #ruraled,teacher
[2] teacher,#california
[2] #california,miss
[2] miss,awesome
[2] awesome,opportunity
[2] opportunity,#network
[2] #network,#educators
[2] #educators,grow
[2] grow,#pln
[2] #pln,caruraled

Top Replied-To
Top Replied-To in Entire Graph:
@awfrench1
@ruraled
@clayforsberg
@rondat_ruraled
@pattersonaubrey
@heculuckdave
@getting_smart
@steamcultivator
@vj_edadvisor
@pknut20

Top Replied-To in G1:
@awfrench1
@pattersonaubrey
@heculuckdave
@kellywchris
@skylarprimm

Top Replied-To in G2:
@ruraled
@clayforsberg
@erichoov
@ruraled_drnate

Top Replied-To in G3:
@getting_smart

Top Replied-To in G5:
@rondat_ruraled
@vj_edadvisor
@pknut20

Top Replied-To in G8:
@steamcultivator

Top Mentioned
Top Mentioned in Entire Graph:
@nacac
@gpacac
@tgrantt
@tcrawford306
@technolandy
@rilmcknight
@jenn_leach
@charjoypeters
@katiewhite426
@lannysaretsky

Top Mentioned in G1:
@tgrantt
@tcrawford306
@technolandy
@rilmcknight
@jenn_leach
@charjoypeters
@katiewhite426
@lannysaretsky
@principalsmart
@jennheculuck

Top Mentioned in G2:
@ruraled
@dr_sadorf
@nrea1
@rural_schools
@apsururaled
@florenceschools
@florencecounty
@awfrench1
@iaartcampaign
@ruralmatterspod

Top Mentioned in G3:
@reallykristi
@vtvlcjeff
@montdigacad
@vllaonline
@thedlac
@thedlcedu
@judyperez612

Top Mentioned in G4:
@edumatchbooks
@ruralteachers
@ruraldin
@ruralfutures
@ruraledchat
@ruralednews
@wamcradio

Top Mentioned in G5:
@edmentum

Top Mentioned in G6:
@loogooteecs
@pltworg

Top Mentioned in G7:
@nacac
@gpacac
@ruraltrust

Top Mentioned in G8:
@iteea
@iteeaesc
@nationaltsa

Top Mentioned in G9:
@acadiau
@dianne_gereluk
@ucalgaryeduc

Top Mentioned in G10:
@caruraled

Top Tweeters
Top Tweeters in Entire Graph:
@wadestanford
@nokidhungry
@kellywchris
@divasantamonica
@cristama
@getting_smart
@tg_neil
@philechols
@technolandy
@telus

Top Tweeters in G1:
@wadestanford
@kellywchris
@divasantamonica
@philechols
@technolandy
@alienearbud
@kylehamstra
@katiewhite426
@stella_pollard
@tommyspall

Top Tweeters in G2:
@tg_neil
@educationalan
@clayforsberg
@aasahq
@nataleestotz
@johnbrownny
@johnson557377
@coloradosun
@shuggins67
@ruraled

Top Tweeters in G3:
@getting_smart
@justinaglio
@reallykristi
@vtvlcjeff
@institute4tl
@judyperez612
@montdigacad
@ytv2tayni
@thedlcedu
@thedlac

Top Tweeters in G4:
@wamcradio
@ruralfutures
@edumatchbooks
@caseyj_edu
@ruralednews
@ruraledchat
@ruraldin
@ruralteachers

Top Tweeters in G5:
@edmentum
@pknut20
@vj_edadvisor
@anneshoward
@rondat_ruraled
@cindymcfarlan15
@drbarbaracrisp2

Top Tweeters in G6:
@brianmercernkc
@theresajhall
@pltworg
@nms_knights
@terryaukeman
@glademontgomery
@loogooteecs

Top Tweeters in G7:
@nacac
@curmudgeonphd
@lehighguy
@andrewsmoe
@collegeintl
@gpacac

Top Tweeters in G8:
@j6panus
@we_are_vaei
@iteea
@nationaltsa
@steamcultivator
@iteeaesc

Top Tweeters in G9:
@acadiau
@ucalgaryeduc
@ruraledoz
@melyssaf22
@dianne_gereluk
@rurallives

Top Tweeters in G10:
@principaltallen
@bcoestory
@caruraled


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