FAQ | Problem?

usfca_2017-06-19_09-08-16.xlsx
usfca_2017-06-19_09-08-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2017
Short Description:
usfca via NodeXL http://bit.ly/2sIxZDf
@usfca
@usfca_soe
@amdusfpr
@joselviveropol
@usfca_analytics
@usf_ltmc
@adurnbaugh
@ifjpglobal

Description:
Description
The graph represents a network of 412 Twitter users whose tweets in the requested range contained "usfca", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 19 June 2017 at 16:08 UTC.

The requested start date was Monday, 19 June 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 53-minute period from Monday, 05 June 2017 at 00:07 UTC to Monday, 19 June 2017 at 00:00 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 : 412
Unique Edges : 538
Edges With Duplicates : 287
Total Edges : 825
Self-Loops : 150
Reciprocated Vertex Pair Ratio : 0.0467289719626168
Reciprocated Edge Ratio : 0.0892857142857143
Connected Components : 52
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 324
Maximum Edges in a Connected Component : 728
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.799422
Graph Density : 0.00330711265443035
Modularity : 0.486403
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] http://www.usfdons.com/news/2017/6/9/track-and-field-charlotte-taylor-wins-ncaa-championship.aspx
[8] https://www.usfca.edu/sf-advantage/san-francisco-advantages?utm_source=usftwitter&utm_medium=social&utm_campaign=sfadvantage
[8] https://twitter.com/warriors/status/874507133039001600
[6] https://www.usfca.edu/news/new-school-of-education-dean?utm_source=usftwitter&utm_medium=social&utm_campaign=newsroom
[6] http://www.sfgate.com/sports/article/Former-NFL-receiver-Hardy-found-dead-11206799.php?utm_source=usftwitter&utm_medium=social&utm_campaign=devcom
[5] https://www.usfca.edu/news/putting-the-roar-roar-acle
[5] https://www.usfca.edu/news/new-school-of-education-dean
[5] https://mccarthycenter.blogs.usfca.edu/2017/06/09/calling-all-mccarthy-center-alumni/
[5] https://www.usfca.edu/news/grace-berg
[5] https://www.usfca.edu/data-institute/certificates/fast-machine-learning-production-systems

Top URLs in Tweet in G1:
[9] http://www.usfdons.com/news/2017/6/9/track-and-field-charlotte-taylor-wins-ncaa-championship.aspx
[7] https://twitter.com/warriors/status/874507133039001600
[6] https://www.usfca.edu/sf-advantage/san-francisco-advantages?utm_source=usftwitter&utm_medium=social&utm_campaign=sfadvantage
[3] https://www.usfca.edu/news/grace-berg
[2] https://www.usfca.edu/news/allison-littlefield
[2] https://www.usfca.edu/management/news/durham-university-meets-silicon-valley
[2] https://www.disabledperson.com/
[2] https://www.flotrack.org/video/1217017-charlotte-taylor-after-winning-the-first-ever-ncaa-track-title-for-a-usf-athlete
[1] https://twitter.com/i/web/status/876168865214062595
[1] https://twitter.com/i/web/status/871426498577788928

Top URLs in Tweet in G2:
[5] https://www.usfca.edu/news/new-school-of-education-dean?utm_source=usftwitter&utm_medium=social&utm_campaign=newsroom
[5] https://mccarthycenter.blogs.usfca.edu/2017/06/09/calling-all-mccarthy-center-alumni/
[3] https://twitter.com/usfca/status/875446590366003200
[3] https://mccarthycenter.blogs.usfca.edu/2017/06/12/engage-san-franciscos-mind-body-and-soul-pop-ups-increasing-awareness-of-community-mental-health-services/
[2] https://www.usfca.edu/news/putting-the-roar-roar-acle
[2] https://www.usfca.edu/sf-advantage/san-francisco-advantages?utm_source=usftwitter&utm_medium=social&utm_campaign=sfadvantage
[2] https://twitter.com/i/web/status/875807589895872512
[1] https://www.edutopia.org/blog/longer-recess-stronger-child-development-angela-hanscom
[1] http://www.sfchronicle.com/bayarea/article/Uncertainty-for-undocumented-graduates-who-11193634.php#comments
[1] https://www.usfca.edu/event/2017-06-06-1815/school-of-education-prospective-student-qa-session-1

Top URLs in Tweet in G3:
[4] http://www.sfgate.com/sports/article/Former-NFL-receiver-Hardy-found-dead-11206799.php?utm_source=usftwitter&utm_medium=social&utm_campaign=devcom
[3] https://www.psychologytoday.com/blog/unseen-and-unheard/201706/confronting-complex-multiracial-realities?utm_content=buffer40fb7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.usfdons.com/news/2017/6/9/track-and-field-charlotte-taylor-wins-ncaa-championship.aspx
[2] https://vimeo.com/221022283/226f35e6a3
[2] https://www.usfca.edu/news/grace-berg
[1] http://autoweek.com/article/indycar/mario-andretti-racing-royalty-has-no-intention-slowing-down
[1] http://www.sfgate.com/politics/article/Federal-appeals-court-in-SF-deals-Trump-another-11213723.php?cmpid=twitter-desktop
[1] https://vimeo.com/221031726/2588c16aff
[1] https://twitter.com/i/web/status/871765907521056768
[1] http://www.mercurynews.com/2017/06/03/campbell-elemenatary-district-names-superintendent/

Top URLs in Tweet in G4:
[1] https://usfca.co1.qualtrics.com/SE/?SID=SV_6ECabed2FUxy7hb
[1] https://fb.me/FSAi3liv
[1] http://rsvp.usfca.edu/events/north-bay-speaker-series-branding-in-the-digital-era/event-summary-1b3043df80994f6180691399ac42b55a.aspx?lang=en&sms=2&cn=6c3SHOka5UGzMNQR-mHZiA
[1] https://twitter.com/usfca/status/871435189188251649
[1] https://www.usfca.edu/news/preventing-sexual-assault-0?utm_content=buffer02557&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://fb.me/28kNZCp0Q
[1] http://paper.li/splitbackdevil/1466178741?edition_id=7e581fe0-4c62-11e7-915b-0cc47a0d164b
[1] https://twitter.com/usfca/status/872906423180681217
[1] https://fb.me/1RITWlXu1
[1] https://www.google.com/url?rct=j&sa=t&url=https://www.usfca.edu/catalog/course/622-data-visualization&ct=ga&cd=CAIyGjkyN2VmNmI4OTA0YmI2Yzc6Y29tOmVuOlVT&usg=AFQjCNG9i2i29Qh_G1KW9GQS0FrId5WVDQ

Top URLs in Tweet in G5:
[1] http://www.ifjpjournal.org/?utm_content=buffer74836&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.ifjpjournal.org/?utm_content=buffer0cada&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.ifjpjournal.org/?utm_content=buffer5a089&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/872416354208538624

Top URLs in Tweet in G6:
[3] https://www.psychologytoday.com/blog/unseen-and-unheard/201706/confronting-complex-multiracial-realities
[2] https://www.usfca.edu/news/leading-example
[1] https://twitter.com/i/web/status/871770966266847232
[1] https://myusf.usfca.edu/student-life/career-services/handshake-faq
[1] https://twitter.com/i/web/status/874700336623042560
[1] https://www.inc.com/justin-bariso/why-your-email-sign-off-is-more-important-than-you-think.html
[1] http://nypost.com/2017/06/11/these-expert-tips-can-help-you-land-your-dream-internship/
[1] http://www.mercurynews.com/2017/06/14/draw-of-silicon-valley-stronger-than-fear-of-trump-for-international-students/
[1] https://twitter.com/i/web/status/873194063704358913
[1] http://usfdons.com/news/2017/6/9/track-and-field-charlotte-taylor-wins-ncaa-championship.aspx

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=1sL_CXS_jO8&feature=youtu.be
[1] https://www.usfca.edu/news/putting-the-roar-roar-acle
[1] https://twitter.com/letsrundotcom/status/873049894457442305
[1] https://twitter.com/HakWard/status/873314511402315776
[1] http://www.sfgate.com/sports/article/Former-NFL-receiver-Hardy-found-dead-11206799.php?utm_source=usftwitter&utm_medium=social&utm_campaign=devcom
[1] https://twitter.com/donsathletics/status/873211521576435718
[1] https://www.flotrack.org/video/1217017-charlotte-taylor-after-winning-the-first-ever-ncaa-track-title-for-a-usf-athlete
[1] http://www.usfdons.com/news/2017/6/9/track-and-field-charlotte-taylor-wins-ncaa-championship.aspx
[1] https://twitter.com/DonsAthletics/status/873211521576435718

Top URLs in Tweet in G8:
[5] https://www.usfca.edu/data-institute/certificates/fast-machine-learning-production-systems
[1] https://www.meetup.com/USF-Seminar-Series-in-Analytics/events/239641657/i3/socialmedia/
[1] https://www.meetup.com/A-B-Testing-Meetup/events/240449229/i3/socialmedia/
[1] https://twitter.com/DataToViz/status/837775037377597440
[1] https://twitter.com/i/web/status/874391303143907328
[1] https://www.meetup.com/Deep-Learning-Book-Club/events/240224983/

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/872559151469088768

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/873083689189507073

Top Domains
Top Domains in Tweet in Entire Graph:
[98] twitter.com
[96] usfca.edu
[14] usfdons.com
[9] psychologytoday.com
[8] paper.li
[8] sfgate.com
[7] fb.me
[7] vimeo.com
[7] google.com
[6] instagram.com

Top Domains in Tweet in G1:
[33] twitter.com
[21] usfca.edu
[9] usfdons.com
[4] disabledperson.com
[2] psychologytoday.com
[2] flotrack.org
[1] google.com
[1] eventbrite.com
[1] usfcte.net
[1] sfgate.com

Top Domains in Tweet in G2:
[24] usfca.edu
[13] twitter.com
[6] theatlantic.com
[3] hechingerreport.org
[2] nytimes.com
[1] edutopia.org
[1] sfchronicle.com
[1] trib.al
[1] chalkbeat.org
[1] insidehighered.com

Top Domains in Tweet in G3:
[9] usfca.edu
[6] sfgate.com
[6] vimeo.com
[6] twitter.com
[3] mercurynews.com
[3] psychologytoday.com
[2] usfdons.com
[2] sfchronicle.com
[1] autoweek.com
[1] insideradio.com

Top Domains in Tweet in G4:
[8] usfca.edu
[8] twitter.com
[7] fb.me
[2] google.com
[2] instagram.com
[1] qualtrics.com
[1] paper.li
[1] saiprograms.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[3] ifjpjournal.org
[1] twitter.com

Top Domains in Tweet in G6:
[6] usfca.edu
[3] twitter.com
[3] psychologytoday.com
[1] inc.com
[1] nypost.com
[1] mercurynews.com
[1] usfdons.com
[1] youtube.com

Top Domains in Tweet in G7:
[4] twitter.com
[1] youtube.com
[1] usfca.edu
[1] sfgate.com
[1] flotrack.org
[1] usfdons.com

Top Domains in Tweet in G8:
[5] usfca.edu
[3] meetup.com
[2] twitter.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[229] usfca
[19] bestcityever
[11] ifjp2018
[10] sanfrancisco
[10] godons
[10] ncaatf
[9] usfcaalumni
[7] throwbackthursday
[5] hireusf
[5] sfbtwomen



Top Hashtags in Tweet in G1:
[85] usfca
[16] bestcityever
[9] godons
[7] throwbackthursday
[6] sanfrancisco
[5] usfcaalumni
[4] ncaatf
[4] disability
[4] jobs
[3] didyouknow

Top Hashtags in Tweet in G2:
[19] usfca
[3] bestcityever
[2] dubnation
[2] icymi
[1] sf
[1] usfcaalumni
[1] ossoff
[1] atlanta
[1] ga06
[1] godubs

Top Hashtags in Tweet in G3:
[62] usfca
[2] usfca_soe
[2] jesuit
[2] wearestillin
[2] werestillin
[2] usfcaalumni
[1] nascar
[1] travelban
[1] usnavy
[1] ossoff

Top Hashtags in Tweet in G4:
[10] usfca
[4] usfkoret
[3] sanfrancisco
[2] tipsytuesday
[2] motivationmonday
[2] metrocaffe
[2] lowerhaight
[2] fillmore
[2] sfc
[2] dalycity

Top Hashtags in Tweet in G5:
[11] usfca
[11] ifjp2018
[2] cfp
[1] isa2018

Top Hashtags in Tweet in G6:
[21] usfca
[5] hireusf
[2] nace2017
[2] sfbtwomen

Top Hashtags in Tweet in G7:
[6] ncaatf
[3] usfca
[2] oneteam
[1] usfcaalumni
[1] godons

Top Hashtags in Tweet in G8:
[2] wimlds
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[403] Words in Sentiment List#1: Positive
[95] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[8349] Non-categorized Words
[8847] Total Words
[461] usfca
[58] pc
[40] new
[40] san
[37] francisco

Top Words in Tweet in G1:
[206] usfca
[46] pc
[19] new
[19] congrats
[16] bestcityever
[15] peterlorentzen
[14] change
[14] world
[14] first
[13] ncaa

Top Words in Tweet in G2:
[39] usfca
[18] usfca_soe
[13] s
[10] new
[10] pc
[9] dean
[9] shabnam
[9] koirala
[9] azad
[8] delaruelisa

Top Words in Tweet in G3:
[79] usfca
[14] prof
[12] craseusf
[10] taylor
[9] 6
[8] sfgate
[8] student
[8] charlotte
[8] amdusfpr
[7] bill

Top Words in Tweet in G4:
[12] usfca
[5] usf
[4] join
[4] usfkoret
[3] san
[3] community
[3] sanfrancisco
[2] take
[2] lunch
[2] 1

Top Words in Tweet in G5:
[25] usfca
[22] conference
[22] held
[22] university
[22] san
[22] francisco
[22] april
[22] 2
[22] 3
[22] 2018

Top Words in Tweet in G6:
[22] usfca
[5] hireusf
[4] usfcareer
[4] dean
[4] school
[4] donald_e_heller
[3] joinhandshake
[3] conference
[3] thrilled
[3] partner

Top Words in Tweet in G7:
[18] usfca
[18] 1st
[14] charlotte
[11] donsathletics
[10] champ
[9] donsxctf's
[9] title
[8] winner
[8] woman
[8] win

Top Words in Tweet in G8:
[6] now
[5] enrolling
[5] fast
[5] ml
[5] production
[5] systems
[5] course
[5] starts
[5] july
[5] 18

Top Words in Tweet in G9:
[7] usfca
[6] out
[4] great
[4] usfsportmgt
[4] padres
[3] drewrobertsis
[3] time
[3] hanging
[3] students
[3] alumni

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] san,francisco
[30] university,san
[23] francisco,usfca
[22] conference,held
[22] held,university
[22] usfca,april
[22] april,2
[22] 2,3
[22] 3,2018
[21] charlotte,taylor

Top Word Pairs in Tweet in G1:
[14] bestcityever,pc
[13] usfca,congrats
[13] peterlorentzen,usfca
[12] first,female
[12] female,ncaa
[10] change,world
[9] usfca,pc
[9] matter,people
[9] people,tell
[9] tell,words

Top Word Pairs in Tweet in G2:
[9] shabnam,koirala
[9] koirala,azad
[7] awareness,community
[7] community,mental
[7] mental,health
[6] mind,body
[6] body,soul
[6] soul,pop
[6] pop,up
[6] increase,awareness

Top Word Pairs in Tweet in G3:
[9] usfca,prof
[7] charlotte,taylor
[6] wins,ncaa
[6] ncaa,championship
[6] craseusf,usfca
[4] bill,russell
[4] student,engagement
[4] usfca,faculty
[4] fall,2017
[4] usfca,charlotte

Top Word Pairs in Tweet in G4:
[4] usfca,usfkoret
[2] data,visualization
[2] celebrate,inclusion
[2] inclusion,diversity
[2] diversity,usf
[2] usf,community
[2] community,join
[2] join,university
[2] university,san
[2] san,francisco's

Top Word Pairs in Tweet in G5:
[22] conference,held
[22] held,university
[22] university,san
[22] san,francisco
[22] francisco,usfca
[22] usfca,april
[22] april,2
[22] 2,3
[22] 3,2018
[13] mark,calendars

Top Word Pairs in Tweet in G6:
[5] usfca,hireusf
[4] usfca,school
[3] joinhandshake,conference
[3] conference,thrilled
[3] thrilled,partner
[3] partner,mission
[3] mission,district
[3] district,entrepreneurs
[3] entrepreneurs,help
[3] help,usfca

Top Word Pairs in Tweet in G7:
[8] champ,charlotte
[8] charlotte,donsxctf's
[8] donsxctf's,1st
[8] 1st,title
[8] title,winner
[8] winner,1st
[8] 1st,woman
[8] woman,win
[8] win,'ship
[8] 'ship,usfca

Top Word Pairs in Tweet in G8:
[5] enrolling,now
[5] now,fast
[5] fast,ml
[5] ml,production
[5] production,systems
[5] systems,course
[5] course,starts
[5] starts,july
[5] july,18
[5] 18,more

Top Word Pairs in Tweet in G9:
[4] usfca,usfsportmgt
[3] great,time
[3] time,hanging
[3] hanging,out
[3] out,usfca
[3] usfsportmgt,students
[3] students,alumni
[3] alumni,today's
[3] today's,padres
[3] padres,game

Top Replied-To
Top Replied-To in Entire Graph:
@usfca
@peterlorentzen
@essvlk
@erinmvps
@emilykirsch
@ejrdavid
@justjen2015
@umarakram2
@xftrebbi
@junelee_usfca

Top Replied-To in G1:
@usfca
@peterlorentzen
@essvlk
@ejrdavid
@justjen2015
@xftrebbi
@umarakram2
@vde13rum
@usfdonsband

Top Replied-To in G2:
@delaruelisa
@usfca_soe

Top Replied-To in G3:
@usfca
@librarymail
@ktwaxman

Top Replied-To in G5:
@ifjpglobal

Top Replied-To in G9:
@drewrobertsis
@nolaagha

Top Replied-To in G10:
@taniarabesan

Top Mentioned
Top Mentioned in Entire Graph:
@usfca
@usfca_soe
@ifjpglobal
@amdusfpr
@donsxctf
@craseusf
@donsathletics
@sfgate
@donald_e_heller
@karlthefog

Top Mentioned in G1:
@usfca
@karlthefog
@amdusfpr
@donald_e_heller
@usfsom
@richmondartctr
@usfcte
@craseusf
@usfsvi
@dubusschool

Top Mentioned in G2:
@usfca
@usfca_soe
@delaruelisa
@usf_ltmc
@theatlantic
@craseusf
@addthis
@hechingerreport
@youthspeaks
@gleesonlibrary

Top Mentioned in G3:
@usfca
@sfgate
@craseusf
@amdusfpr
@usfcte
@jhejournal
@kcranews
@knx1070
@parisaccord
@usfnursing

Top Mentioned in G5:
@ifjpglobal
@usfca
@atrwibben
@jacquitrue

Top Mentioned in G6:
@usfcareer
@donald_e_heller
@joinhandshake
@usfca
@psychtoday
@sarahelizalewis
@karlthefog
@mercnews
@scoopit

Top Mentioned in G7:
@usfca
@donsxctf
@donsathletics
@mackermann51
@sfgate
@flotrack

Top Mentioned in G8:
@datainstitutesf
@projectjupyter
@math_rachel
@jeremyphoward
@usfca
@wimlds

Top Mentioned in G9:
@usfca
@usfsportmgt
@padres
@ggbridge
@drewrobertsis
@nolaagha

Top Mentioned in G10:
@scidevnet
@the_truefood
@usfca
@axrenton
@wastedfood
@envirowise1
@wenonahhauter
@worldfooddayusa

Top Tweeters
Top Tweeters in Entire Graph:
@alevergara78
@time
@mercnews
@mediaticworld
@nba
@kcranews
@kronos251
@theatlantic
@spinthedraydel
@kalishjantzen

Top Tweeters in G1:
@nba
@sfbusinesstimes
@disabledjobs
@flotrack
@socialgoodstuff
@travelleisure
@_jennmorgann
@silvasgoose
@flymetotheemily
@sgadarian

Top Tweeters in G2:
@time
@theatlantic
@qz
@warriors
@illinois_alma
@charlobo
@tedtalks
@hechingerreport
@commonsense
@sfbart

Top Tweeters in G3:
@mercnews
@kcranews
@knx1070
@sfgate
@sfchronicle
@macrotots
@chronicle
@nbc
@librarymail
@insidehighered

Top Tweeters in G4:
@kalishjantzen
@heatherpeno
@pythonloop
@imanibamba
@kiltedjediric
@sthorne
@saiprograms
@nostosnic
@visualizationb5
@ihhfilm

Top Tweeters in G5:
@swarraj
@atrwibben
@hmberents
@tonihaastrup
@kamwright
@ftgs_isa
@tom_gregory
@drljshepherd
@hannahlwright
@jacquitrue

Top Tweeters in G6:
@psychtoday
@paulasmithhawk
@scoopit
@usfcareer
@donald_e_heller
@_oliviamunoz
@sarahelizalewis
@garrettlord
@jadagriffith2
@usfcs

Top Tweeters in G7:
@dougpetrick1
@donsathletics
@mackermann51
@coachjwleach
@timbetry
@usfdiversity
@sburgxc
@tristan_ruiz14
@donsxctf
@mjlull

Top Tweeters in G8:
@alevergara78
@jeremyphoward
@sjengle
@math_rachel
@the_antlr_guy
@wimlds
@projectjupyter
@usfca_analytics
@datainstitutesf

Top Tweeters in G9:
@kronos251
@padres
@jehawks
@michaelmgoldman
@usfsportmgt
@ggbridge
@drewrobertsis
@albertjuarez20
@nolaagha

Top Tweeters in G10:
@joselviveropol
@scidevnet
@wastedfood
@the_truefood
@axrenton
@wenonahhauter
@worldfooddayusa
@taniarabesan
@envirowise1