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college savings Twitter NodeXL SNA Map and Report for Friday, 21 April 2017 at 10:05 UTC
college savings Twitter NodeXL SNA Map and Report for Friday, 21 April 2017 at 10:05 UTC
From:
Harald Meier
Uploaded on:
April 21, 2017
Short Description:
college savings via NodeXL http://bit.ly/2obdpKJ
@forbes
@bbwslayer666
@corp529
@abeltekle_
@college_savings
@mamapojo
@masstreasury

Description:
Description
The graph represents a network of 1,382 Twitter users whose recent tweets contained "college savings", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Friday, 21 April 2017 at 10:08 UTC.

The tweets in the network were tweeted over the 10-day, 1-hour, 45-minute period from Tuesday, 11 April 2017 at 07:01 UTC to Friday, 21 April 2017 at 08:46 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 : 1382
Unique Edges : 1388
Edges With Duplicates : 499
Total Edges : 1887
Number of Edge Types : 3
Tweet : 960
Mentions : 755
Replies to : 172
Self-Loops : 960
Reciprocated Vertex Pair Ratio : 0.0590841949778434
Reciprocated Edge Ratio : 0.111576011157601
Connected Components : 837
Single-Vertex Connected Components : 658
Maximum Vertices in a Connected Component : 46
Maximum Edges in a Connected Component : 133
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 1.782195
Graph Density : 0.000375679445356717
Modularity : 0.539031
NodeXL Version : 1.0.1.379

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[143] http://www.morganstanley.com/articles/saving-for-college
[103] http://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?utm_source=dlvr.it&utm_medium=twitter
[76] http://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[24] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?ss=mutual-funds&utm_source=TWITTER&utm_medium=social&utm_content=864139478&utm_campaign=sprinklrForbesMainTwitter#21d3dff75295
[18] http://news.pcc.edu/2017/04/textbook-savings/
[17] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[17] http://sallie.cc/6009BJ4pv
[12] http://sallie.cc/6008BJ4Vi
[10] http://lawnews.tv/?p=12321
[7] http://befinanciallyfit.mysharebar.com/view?iframe=http://www.be-financially-fit.com/why-military-families-should-reconsider-using-529-college-savings-plans/%3Futm_medium%3Dsocial%26utm_campaign%3Dpostplanner%26utm_source%3Dtwitter.com

Top URLs in Tweet in G1:
[130] http://www.morganstanley.com/articles/saving-for-college
[99] http://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?utm_source=dlvr.it&utm_medium=twitter
[74] http://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[6] https://www.reviewjournal.com/news/education/applications-for-college-savings-matching-grants-available/
[6] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[5] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?ss=mutual-funds&utm_source=TWITTER&utm_medium=social&utm_content=864139478&utm_campaign=sprinklrForbesMainTwitter#21d3dff75295
[4] http://parentingsquad.com/7-things-you-need-to-know-about-opening-a-college-savings-plan
[3] https://twitter.com/dopexteen1/status/850965427295596544
[3] http://www.cooperators.ca/en/Answer-Centre/what-happens-when/saving-for-college.aspx
[3] http://www.masslive.com/news/index.ssf/2017/04/massachusetts_treasurer_deb_go.html

Top URLs in Tweet in G2:
[19] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?ss=mutual-funds&utm_source=TWITTER&utm_medium=social&utm_content=864139478&utm_campaign=sprinklrForbesMainTwitter#21d3dff75295
[10] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[2] http://www.collegesavings.org/advantagesOf529.aspx?utm_medium=Social&utm_source=Unknown&utm_campaign=Leadify
[2] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/#475754ef5295?platform=hootsuite
[2] http://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/
[1] http://www.forbes.com/sites/johnwasik/2014/11/05/the-five-best-college-savings-plans/?utm_medium=Social&utm_source=Unknown&utm_campaign=Leadify
[1] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/#5857aa5b5295
[1] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/#1073408d5295
[1] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings
[1] https://www.forbes.com/sites/zackfriedman/2017/04/18/gradvisor-529-plan-marcos-cordero-college-savings/?ss=personalfinance&utm_source=TWITTER&utm_medium=social&utm_content=863013856&utm_campaign=sprinklrForbesPersFinTwitter#4419f0252953

Top URLs in Tweet in G4:
[1] http://paper.li/corp529/1421154990?edition_id=8e922260-25cb-11e7-b67b-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=68603120-204b-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=92223f70-2114-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=bd2c5e20-21dd-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=e74c6af0-22a6-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=0f965830-2370-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=3bbac080-2439-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=6667a400-2502-11e7-b2a6-0cc47a0d15fd
[1] http://paper.li/corp529/1421154990?edition_id=3d96ec00-1f82-11e7-b2a6-0cc47a0d15fd
[1] https://www.missourimost.org/home/college-savings-articles/mo-content-sec-col0/two-big-questions.html?sf63563410=1

Top URLs in Tweet in G5:
[2] http://www.marketwatch.com/story/should-you-use-your-retirement-savings-to-pay-for-kids-college-2017-04-06
[2] http://www.savingforcollege.com/articles/the-magic-number-for-college-savings#.WO6oCcAkLE8.twitter
[1] https://www.fool.com/retirement/2017/02/22/3-smart-money-moves-to-make-in-your-40s.aspx
[1] https://uesp.org/other-essentials/for-utah-residents/
[1] http://www.collegesavings.org/what-is-529/
[1] https://www.cnbc.com/2017/03/17/in-18-years-a-college-degree-could-cost-about-500000.html
[1] https://www.usnews.com/education/best-colleges/the-short-list-college/articles/2017-03-07/10-colleges-that-charge-the-least-for-room-and-board
[1] http://www.collegesavings.org/how-you-can-combat-student-loans/
[1] http://plans.collegesavings.org/viewState.aspx
[1] https://twitter.com/i/web/status/852907046949146624

Top URLs in Tweet in G7:
[2] http://www.masslive.com/news/index.ssf/2017/04/massachusetts_treasurer_deb_go.html
[1] http://www.kiplinger.com/article/college/T042-C000-S002-new-employee-benefit-help-with-saving-for-college.html?rid=SOC-twitter
[1] https://twitter.com/i/web/status/852602120155090944
[1] https://twitter.com/i/web/status/853272970755690497
[1] https://www.mefa.org/college-savings-estimator/?utm_source=twitter&utm_medium=post&utm_campaign=organic+social&utm_content=saving
[1] https://twitter.com/i/web/status/852561497687511041
[1] https://twitter.com/i/web/status/852913268096196608
[1] https://twitter.com/i/web/status/852557587316957184

Top URLs in Tweet in G9:
[17] http://news.pcc.edu/2017/04/textbook-savings/
[1] http://www.ccdaily.com/2017/04/faculty-help-students-save-1m-in-textbook-costs/

Top Domains
Top Domains in Tweet in Entire Graph:
[245] forbes.com
[208] twitter.com
[143] morganstanley.com
[30] fb.me
[29] sallie.cc
[18] pcc.edu
[11] paper.li
[11] co.uk
[10] lawnews.tv
[8] rismedia.com

Top Domains in Tweet in G1:
[198] forbes.com
[130] morganstanley.com
[62] twitter.com
[25] fb.me
[8] rismedia.com
[6] co.uk
[6] reviewjournal.com
[5] wordpress.com
[5] linkedin.com
[4] parentingsquad.com

Top Domains in Tweet in G2:
[40] forbes.com
[2] collegesavings.org
[2] twitter.com

Top Domains in Tweet in G4:
[9] paper.li
[3] twitter.com
[1] missourimost.org
[1] facebook.com
[1] fultonsun.com
[1] michigan.gov

Top Domains in Tweet in G5:
[5] collegesavings.org
[4] twitter.com
[3] savingforcollege.com
[2] uesp.org
[2] marketwatch.com
[2] usnews.com
[2] paper.li
[2] wsj.com
[1] fool.com
[1] cnbc.com

Top Domains in Tweet in G7:
[5] twitter.com
[2] masslive.com
[1] kiplinger.com
[1] mefa.org

Top Domains in Tweet in G9:
[17] pcc.edu
[1] ccdaily.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[191] savings
[145] taxes
[51] college
[33] ad
[24] finance
[22] retirement
[20] money
[20] realestate
[19] oer
[15] mortgages



Top Hashtags in Tweet in G1:
[151] savings
[132] taxes
[29] college
[9] finance
[6] education
[6] tech
[6] business
[5] tuition
[5] money
[5] entrepreneur

Top Hashtags in Tweet in G2:
[5] personalfinance
[5] assetmanagement
[4] college
[2] harvard
[2] boomers
[1] finaid
[1] saving
[1] education
[1] savings
[1] ttibusinessnyc

Top Hashtags in Tweet in G4:
[6] tuition
[2] ad
[2] digitalmarketing
[1] productivity
[1] marketing
[1] socialmedia
[1] onlinemarketing
[1] entrepreneur
[1] newyork
[1] college

Top Hashtags in Tweet in G5:
[11] 529plan
[6] 529plans
[4] didyouknow
[3] taxday
[3] college
[2] dormlife
[2] collegesavings
[2] collegefund
[2] financialplanning
[1] financialliteracymonth

Top Hashtags in Tweet in G7:
[11] seedma
[8] monson
[3] college
[2] saving

Top Hashtags in Tweet in G9:
[18] oer

Top Words
Top Words in Tweet in Entire Graph:
[2017] Words in Sentiment List#1: Positive
[599] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[22277] Non-categorized Words
[24893] Total Words
[1426] college
[1262] savings
[297] harvard
[276] alum
[274] disrupt

Top Words in Tweet in G1:
[744] college
[666] savings
[218] harvard
[218] alum
[218] disrupt
[216] industry
[185] plan
[179] 529
[138] taxes
[135] advantages

Top Words in Tweet in G2:
[45] college
[45] savings
[42] forbes
[40] harvard
[40] alum
[38] disrupt
[38] industry
[5] personalfinance
[5] assetmanagement
[4] 529

Top Words in Tweet in G3:
[64] college
[32] spent
[32] sons
[32] savings
[32] yesjulz
[32] meet
[32] greet
[32] fuck
[32] lol
[32] community

Top Words in Tweet in G4:
[18] college
[17] savings
[11] 529
[9] corporate
[9] out
[9] stories
[7] most529
[6] tuition
[5] eric_schmitt
[5] today

Top Words in Tweet in G5:
[18] college
[16] savings
[11] 529plan
[9] 529
[7] college_savings
[6] 529plans
[4] good
[4] didyouknow
[4] cschoenberger
[4] wsj

Top Words in Tweet in G6:
[25] really
[25] know
[25] broke
[25] college
[25] student
[25] transferring
[25] 3
[25] 00
[25] savings
[25] 1

Top Words in Tweet in G7:
[31] college
[26] savings
[23] masstreasury
[19] monson
[15] program
[11] seedma
[9] empowermentma
[7] help
[7] mefatweets
[7] treasurer

Top Words in Tweet in G8:
[42] used
[21] oh
[21] cute
[21] kid
[21] college
[21] savings
[21] go
[21] harvard
[21] mine
[21] bail

Top Words in Tweet in G9:
[18] students
[18] portlandcc
[18] oer
[17] portland
[17] community
[17] college
[17] saves
[17] 1
[17] million
[17] creativecommons

Top Words in Tweet in G10:
[18] s
[17] time
[17] bring
[17] back
[17] glass
[17] steagall
[17] act
[17] big
[17] banks
[17] allowed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[886] college,savings
[276] harvard,alum
[274] alum,disrupt
[273] disrupt,college
[264] savings,industry
[211] 529,college
[200] savings,plan
[145] advantages,529
[145] plan,taxes
[57] community,college

Top Word Pairs in Tweet in G1:
[523] college,savings
[218] harvard,alum
[218] alum,disrupt
[217] disrupt,college
[216] savings,industry
[167] savings,plan
[164] 529,college
[132] advantages,529
[132] plan,taxes
[31] pay,college

Top Word Pairs in Tweet in G2:
[44] college,savings
[40] harvard,alum
[38] alum,disrupt
[38] disrupt,college
[38] savings,industry
[18] forbes,harvard
[9] industry,forbes
[5] industry,personalfinance
[5] personalfinance,assetmanagement
[5] assetmanagement,forbes

Top Word Pairs in Tweet in G3:
[32] spent,sons
[32] sons,college
[32] college,savings
[32] savings,yesjulz
[32] yesjulz,meet
[32] meet,greet
[32] greet,fuck
[32] fuck,lol
[32] lol,community
[32] community,college

Top Word Pairs in Tweet in G4:
[17] college,savings
[11] 529,college
[9] corporate,529
[9] savings,out
[9] out,stories
[3] bush,elementary
[3] elementary,today
[3] today,fulton
[3] fulton,talking
[3] talking,most529

Top Word Pairs in Tweet in G5:
[11] college,savings
[3] cschoenberger,wsj
[3] 529,college
[3] 529,savings
[2] govherbert's,economic
[2] economic,summit
[2] summit,educated
[2] educated,workforce
[2] workforce,good
[2] good,economy

Top Word Pairs in Tweet in G6:
[25] really,know
[25] know,broke
[25] broke,college
[25] college,student
[25] student,transferring
[25] transferring,3
[25] 3,00
[25] 00,savings
[25] savings,1
[25] 1,57

Top Word Pairs in Tweet in G7:
[25] college,savings
[15] savings,program
[7] masstreasury,seedma
[7] goldberg,touts
[7] touts,college
[7] program,monson
[7] monson,kindergarten
[7] kindergarten,visit
[6] seedma,college
[6] such,great

Top Word Pairs in Tweet in G8:
[21] oh,cute
[21] cute,kid
[21] kid,used
[21] used,college
[21] college,savings
[21] savings,go
[21] go,harvard
[21] harvard,mine
[21] mine,used
[21] used,bail

Top Word Pairs in Tweet in G9:
[17] portland,community
[17] community,college
[17] college,saves
[17] saves,students
[17] students,1
[17] 1,million
[17] million,oer
[17] oer,portlandcc
[17] portlandcc,creativecommons
[16] cgreen,portland

Top Word Pairs in Tweet in G10:
[17] s,time
[17] time,bring
[17] bring,back
[17] back,glass
[17] glass,steagall
[17] steagall,act
[17] act,big
[17] big,banks
[17] banks,allowed
[17] allowed,gamble

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@bbwslayer666
@salliemae
@lhfang
@ziga_iglic
@abeltekle_
@masstreasury
@djovanhenriques
@mamapojo
@portlandcc

Top Mentioned in G1:
@scholarkeys
@republicwealth
@biotechmillions

Top Mentioned in G2:
@forbes
@psb_dc
@gradvisorhq
@tougaloocollege
@ideafund
@zackafriedman
@forbespersfin
@yahoofinance
@yesmakelemonade
@johntarnoff

Top Mentioned in G3:
@bbwslayer666

Top Mentioned in G4:
@most529
@eric_schmitt
@futuremoneytren
@setwithmet
@ostrov_a
@heatherreynolds
@trade_schools
@jeremypmurphy
@kclarkcollege
@emedconsulting

Top Mentioned in G5:
@college_savings
@cschoenberger
@usnews
@wsj
@govherbert
@saving4college
@giftofcollege
@uesp
@ohio529plan
@themotleyfool

Top Mentioned in G6:
@abeltekle_

Top Mentioned in G7:
@masstreasury
@empowermentma
@mefatweets
@masslive
@msavery1
@kgrooms42
@k_pitsker
@annegobi
@monsonschools

Top Mentioned in G8:
@mamapojo

Top Mentioned in G9:
@portlandcc
@creativecommons
@cgreen
@comm_college

Top Mentioned in G10:
@tulsigabbard

Top Tweeters
Top Tweeters in Entire Graph:
@parishatzi
@fortraders
@michael_vasanth
@taxtreats
@qxnews
@silverbacklive
@piyuanker12
@joleonbusby
@theapple_fanboy
@lucas_wyrsch

Top Tweeters in G1:
@parishatzi
@fortraders
@michael_vasanth
@taxtreats
@silverbacklive
@theapple_fanboy
@ragaminfonews
@jasonhartsoe
@purecleaningsvc
@showerthotbot

Top Tweeters in G2:
@qxnews
@joleonbusby
@liewkongyee
@carlyinnj
@forbes
@toodye4
@yahoofinance
@news365247live
@johntarnoff
@neelc_mktg

Top Tweeters in G3:
@punkbeds
@ogxfrvnk
@mexicanmamba93
@an1suh
@trigosolorio
@totobarrr
@lefraicheboi
@gioisabeast
@newbalancenate
@trashybrat

Top Tweeters in G4:
@trusselise
@nm99791307
@cnafinance
@jeremypmurphy
@amyresnick
@ostrov_a
@heatherreynolds
@lplresearch
@nirvishah
@anthug

Top Tweeters in G5:
@wsj
@usnews
@themotleyfool
@newsfromin
@lancemmorgan
@straighterline
@giftofcollege
@saving4college
@higheredutah
@cnbcmakeit

Top Tweeters in G6:
@papioverbitches
@jaz_mineeee
@_dreaaa05
@tatyanamo_
@curlyytop_
@mojujubiz
@_asianickole
@jusjessicaa
@_tuupaac
@naithebae

Top Tweeters in G7:
@chandraallard
@chalkboardsalem
@mefatweets
@bob_hildreth
@stevemartins_nb
@alaynavt
@masstreasury
@craftychrisnh
@empowermentma
@annegobi

Top Tweeters in G8:
@e_lok44
@bighandsmassuer
@mamapojo
@badazz_mom
@lex_talionis_11
@thegreatnanak
@angryraccoon2
@faultymoonpie
@talkative_julie
@opie_wan_kanobe

Top Tweeters in G9:
@comm_college
@open_sourcing
@creativecommons
@oer_hub
@oeconsortium
@cgreen
@shelmcnamara
@portlandcc
@sharlenepaxton
@nfinkbeiner

Top Tweeters in G10:
@haldonahue
@ms_msmarshas
@bluelightsshine
@jjmartini21
@artsyjudith
@laserhaas01
@socueme
@primality
@kipwood13
@mayanewb