EmCollective, Twitter, 3/20/2019 8:57:14 PM, 191086


FAQ | Problem?

EmCollective_2019-03-20_13-51-56.xlsx
EmCollective_2019-03-20_13-51-56.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 20, 2019
Short Description:
EmCollective via NodeXL http://bit.ly/2U0T7m6
@emcollective
@ccoleiii
@vv_teachology
@xqamerica
@nfapresearch
@fwdus
@djprince01
@tbm4w
@storycatchers1
@hager_eleanor

Top hashtags:
#cwagora
#immigration
#flamboyanpr
#edtech
#investinchi
#education
#hr6
#xqlive

Description:
Description
The graph represents a network of 131 Twitter users whose recent tweets contained "EmCollective", 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 Wednesday, 20 March 2019 at 20:52 UTC.

The tweets in the network were tweeted over the 9-day, 2-hour, 8-minute period from Monday, 11 March 2019 at 18:26 UTC to Wednesday, 20 March 2019 at 20:34 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 : 131
Unique Edges : 200
Edges With Duplicates : 109
Total Edges : 309
Self-Loops : 10
Reciprocated Vertex Pair Ratio : 0.0669642857142857
Reciprocated Edge Ratio : 0.125523012552301
Connected Components : 4
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 128
Maximum Edges in a Connected Component : 306
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.804296
Graph Density : 0.0140340575455079
Modularity : 0.533004
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://www.eventbrite.com/e/el-poder-revitalizador-de-la-cultura-registration-59016618294
[2] http://www.cognisity.how/2018/11/NSF2026.html
[2] https://emersoncollective.com/articles/2019/03/real-solutions-to-real-crises-now-is-our-time-to-act/
[1] https://carneyarenadc.com/
[1] https://www.youtube.com/watch?v=AUPrY-tj6IE&feature=youtu.be&t=2522

[1] https://www.investchi.org/livestream
[1] https://twitter.com/i/broadcasts/1YpKkVwbWodxj
[1] https://twitter.com/emcollective/status/1107714735758204928
[1] https://medium.com/xqamerica/what-is-it-like-to-be-a-school-board-member-rewarding-thing-i-have-done-649a9d766d1f
[1] https://www.cnbc.com/2019/03/11/what-america-needs-is-a-green-real-deal-top-energy-experts-say.html

Top URLs in Tweet in G1:
[2] https://emersoncollective.com/articles/2019/03/real-solutions-to-real-crises-now-is-our-time-to-act/
[1] https://www.investchi.org/livestream
[1] https://www.linkedin.com/jobs/cap/view/1136488993/?pathWildcard=1136488993&trk=mcm
[1] https://www.newhavenindependent.org/index.php/archives/entry/nelson_article/
[1] https://www.emersoncollective.com/articles/2018/12/demo-day-18?utm_source=Twitter&utm_medium=BPI&utm_campaign=Demo%20Day&utm_content=Video
[1] https://twitter.com/elementalexcel/status/1105531190197379072
[1] https://emersoncollective.com/articles/2019/03/so-what-is-tps-anyway/?utm_source=Twitter&utm_campaign=DreamAndPromise&utm_medium=Organic&utm_content=WhatisTPS
[1] https://medium.com/@amandaripley/complicating-the-narratives-93dba2d69188
[1] https://qz.com/1546444/stress-is-hurting-kids-health-californias-new-surgeon-general-has-a-plan-to-help/
[1] https://elementalexcelerator.com/latest/articles/calling-all-female-ceos-founders/

Top URLs in Tweet in G2:
[1] https://twitter.com/dinachka82/status/1107089858382741504?s=21
[1] https://link.medium.com/pVR2DyWR5U
[1] https://xqsuperschool.org/live?utm_source=social&utm_medium=face&utm_campaign=landingpage

Top URLs in Tweet in G4:
[1] https://www.npr.org/2019/03/10/701987091/legal-immigration?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social

Top URLs in Tweet in G5:
[2] http://www.cognisity.how/2018/11/NSF2026.html
[1] http://www.cognisity.how/2016/10/facilitating.html
[1] https://www.cognisity.how/2019/03/math.html

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=AUPrY-tj6IE&feature=youtu.be&t=2522

[1] https://twitter.com/i/broadcasts/1YpKkVwbWodxj

Top URLs in Tweet in G7:
[2] https://www.eventbrite.com/e/el-poder-revitalizador-de-la-cultura-registration-59016618294

Top URLs in Tweet in G8:
[1] https://medium.com/the-climate-reporter/three-american-cities-that-could-be-the-next-cape-town-ea05d87079b

Top URLs in Tweet in G9:
[1] https://twitter.com/collegetrack/status/1103423284190695424

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8] cwagora
[5] immigration
[4] flamboyanpr
[4] edtech
[3] investinchi
[3] education
[3] hr6
[3] xqlive
[2] cultureconnectsus
[2] chicagocred



Top Hashtags in Tweet in G1:
[8] cwagora
[4] edtech
[3] hr6
[2] investinchi
[2] energy
[2] water
[2] dreamers
[2] dreamact
[1] chicago
[1] chicagocred

Top Hashtags in Tweet in G2:
[3] xqlive
[1] seattle
[1] virginiabeach
[1] timetoimpeach

Top Hashtags in Tweet in G4:
[5] immigration

Top Hashtags in Tweet in G5:
[3] education
[2] iteachmath
[2] iteachphysics
[2] highered
[2] stem
[2] sunchat
[2] think
[1] k12bigideas
[1] educators
[1] wednesdaywisdom

Top Hashtags in Tweet in G6:
[1] chicagocred
[1] investinchi

Top Hashtags in Tweet in G7:
[4] flamboyanpr
[2] cultureconnectsus

Top Hashtags in Tweet in G8:
[1] climatechange

Top Hashtags in Tweet in G9:
[1] bayarea
[1] wearecollegetrack

Top Hashtags in Tweet in G10:
[1] digitalskills
[1] workforce
[1] upskill
[1] digitalage
[1] ceraweek

Top Words
Top Words in Tweet in Entire Graph:
[93] Words in Sentiment List#1: Positive
[44] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[2478] Non-categorized Words
[2615] Total Words
[79] emcollective
[12] live
[12] andykarsner
[12] s
[11] xqamerica

Top Words in Tweet in G1:
[50] emcollective
[12] andykarsner
[11] journalists
[9] emerson
[9] happens
[9] investigative
[9] community
[9] ceraweek
[8] live
[8] bring

Top Words in Tweet in G2:
[11] emcollective
[9] ava
[9] xqamerica
[9] arraynow
[3] kids
[3] xqlive
[3] popupmag
[2] need
[2] better
[2] hits

Top Words in Tweet in G3:
[3] listen
[3] share
[3] d
[3] love
[3] thoughts
[3] drbrianstanley
[3] edcitizen
[3] mr_ankrum
[3] selmekki
[3] realtalkgwens

Top Words in Tweet in G4:
[7] nfapresearch
[7] jp_conte
[5] walking
[5] through
[5] data
[5] recent
[5] policies
[5] understand
[5] u
[5] s

Top Words in Tweet in G5:
[3] everyone
[3] big
[3] emcollective
[3] education
[2] vv_teachology
[2] edweekcomm
[2] hm
[2] promises
[2] ideas
[2] though

Top Words in Tweet in G6:
[6] lightfootforchi
[4] asked
[4] toniforchicago
[4] increase
[4] opportunities
[4] justice
[4] involved
[4] youth
[4] take
[4] 2

Top Words in Tweet in G7:
[4] flamboyanpr
[4] yoyo_ma
[4] chefjoseandres
[4] wckitchen
[4] emcollective
[4] pr
[3] join
[3] saturday
[3] revitalizing
[3] power

Top Words in Tweet in G8:
[4] water
[3] wlapcs
[2] russlynnali
[2] jeromefosterii
[2] emcollective
[2] celebrating
[2] student
[2] jerome's
[2] xolbron
[2] advocacy

Top Words in Tweet in G10:
[2] workforce

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[9] investigative,journalists
[9] emcollective,arraynow
[8] happens,bring
[8] bring,together
[8] together,investigative
[8] journalists,community
[8] community,organizers
[8] organizers,entrepreneurs
[8] entrepreneurs,artists
[8] ava,xqamerica

Top Word Pairs in Tweet in G1:
[9] investigative,journalists
[8] happens,bring
[8] bring,together
[8] together,investigative
[8] journalists,community
[8] community,organizers
[8] organizers,entrepreneurs
[8] entrepreneurs,artists
[7] dream,promise
[7] promise,act

Top Word Pairs in Tweet in G2:
[9] emcollective,arraynow
[8] ava,xqamerica
[8] xqamerica,emcollective
[2] xqlive,hits
[2] hits,california
[2] california,first
[2] first,stop
[2] stop,san
[2] san,diego
[2] diego,popupmag

Top Word Pairs in Tweet in G3:
[3] listen,share
[3] share,d
[3] d,love
[3] love,thoughts
[3] thoughts,drbrianstanley
[3] drbrianstanley,edcitizen
[3] edcitizen,mr_ankrum
[3] mr_ankrum,selmekki
[3] selmekki,realtalkgwens
[3] realtalkgwens,dnas

Top Word Pairs in Tweet in G4:
[5] walking,through
[5] through,data
[5] data,recent
[5] recent,policies
[5] policies,understand
[5] understand,u
[5] u,s
[5] s,visa
[5] visa,numbers
[5] numbers,down

Top Word Pairs in Tweet in G5:
[2] edweekcomm,hm
[2] hm,everyone
[2] everyone,promises
[2] promises,big
[2] big,ideas
[2] ideas,though
[2] though,issue
[2] issue,delivering
[2] reimaginehedu,masseducation
[2] masseducation,massdhe

Top Word Pairs in Tweet in G6:
[4] asked,lightfootforchi
[4] lightfootforchi,toniforchicago
[4] toniforchicago,increase
[4] increase,opportunities
[4] opportunities,justice
[4] justice,involved
[4] involved,youth
[4] youth,take
[4] take,2
[3] mayoral,candidates

Top Word Pairs in Tweet in G7:
[4] flamboyanpr,yoyo_ma
[4] yoyo_ma,chefjoseandres
[4] chefjoseandres,wckitchen
[4] wckitchen,emcollective
[4] emcollective,pr
[3] join,flamboyanpr
[3] pr,saturday
[3] saturday,revitalizing
[3] revitalizing,power
[2] puerto,rico

Top Word Pairs in Tweet in G8:
[2] celebrating,wlapcs
[2] wlapcs,student
[2] student,jerome's
[2] jerome's,xolbron
[2] xolbron,advocacy
[2] advocacy,protection
[2] protection,water
[2] water,peter
[2] peter,gross
[2] gross,official

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@emcollective
@andykarsner
@xqamerica
@arraynow
@ceraweek
@lightfootforchi
@marshallfitz
@jp_conte
@nfapresearch
@yoyo_ma

Top Mentioned in G1:
@emcollective
@andykarsner
@ceraweek
@marshallfitz
@farhanakhera
@cnn
@elementalexcel
@investchi
@amandaripley
@drburkeharris

Top Mentioned in G2:
@emcollective
@xqamerica
@arraynow
@popupmag
@djprince01
@borywrites
@cliomiso
@vhspanthers
@nobarriersusa
@risesandiego

Top Mentioned in G3:
@drbrianstanley
@edcitizen
@mr_ankrum
@selmekki
@realtalkgwens
@dnas
@ousdnews
@ccoleiii
@su
@surgeoakland

Top Mentioned in G4:
@jp_conte
@nfapresearch
@nati
@natimmforum
@carnegiecorp
@freedompartners
@stevecase
@pierre
@emcollective
@opensociety

Top Mentioned in G5:
@vv_teachology
@reimaginehedu
@masseducation
@massdhe
@edutopia
@gateseducation
@emcollective
@chanzuckerberg
@edweekcomm
@reimagin

Top Mentioned in G6:
@lightfootforchi
@toniforchicago
@emcollective
@storycatchers1
@tonipreckwinkle
@investchi
@100bmc
@arneduncan

Top Mentioned in G7:
@yoyo_ma
@chefjoseandres
@wckitchen
@emcollective
@flamboyanfdn

Top Mentioned in G8:
@wlapcs
@emcollective
@jeromefosterii
@russlynnali

Top Mentioned in G9:
@collegetrack
@sfbusinesstimes

Top Mentioned in G10:
@salesforce
@emcollective
@ihsmarkit

Top Tweeters
Top Tweeters in Entire Graph:
@cblazblaz
@dnas
@cnn
@ktvu
@sfbusinesstimes
@nugslilsis
@scalarhumanity
@kasokim
@juanmtz122460
@reimagin

Top Tweeters in G1:
@cblazblaz
@cnn
@nugslilsis
@scalarhumanity
@kasokim
@juanmtz122460
@christophernfox
@mediafunders
@vincedaily
@farhanakhera

Top Tweeters in G2:
@ava
@yuzima
@arraynow
@xqamerica
@spartancsi
@nob
@borywrites
@leonardphillipm
@popupmag
@arts4learning

Top Tweeters in G3:
@dnas
@ktvu
@selmekki
@realtalkgwens
@ccoleiii
@mr_ankrum
@ousdnews
@hintonhodge4oak
@dirktillotson
@drbrianstanley

Top Tweeters in G4:
@stevecase
@fwdus
@immignewsdigest
@opensociety
@natimmforum
@pierre
@carnegiecorp
@freedompartners
@madnwitty
@nati

Top Tweeters in G5:
@reimagin
@edutopia
@iteachmathall
@edweekcomm
@massdhe
@masseducation
@reimaginehedu
@profnikfar
@vv_teachology
@reim

Top Tweeters in G6:
@arneduncan
@tonipreckwinkle
@lightfootforchi
@lawrencehallorg
@100bmc
@toniforchicago
@storycatchers1
@investchi

Top Tweeters in G7:
@chefjoseandres
@wckitchen
@flamboyanfdn
@yoyo_ma

Top Tweeters in G8:
@jeromefosterii
@hager_eleanor
@wlapcs
@russlynnali

Top Tweeters in G9:
@sfbusinesstimes
@collegetrack
@elissasalas_

Top Tweeters in G10:
@salesforce
@ihsmarkit
@tbm4w


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.