FAQ | Problem?

melinda gates_2017-06-19_01-42-48.xlsx
melinda gates_2017-06-19_01-42-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2017
Short Description:
melinda gates via NodeXL http://bit.ly/2sGFGtr
@spectatorindex
@billgates
@drjoeabah
@tinapayson
@melindagates
@felesmalas
@nigeriandigest

Description:
Description
The graph represents a network of 3,324 Twitter users whose tweets in the requested range contained "melinda gates", 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 08:46 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, 50-minute period from Monday, 05 June 2017 at 00:09 UTC to Sunday, 18 June 2017 at 23:59 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 : 3324
Unique Edges : 3774
Edges With Duplicates : 600
Total Edges : 4374
Self-Loops : 1020
Reciprocated Vertex Pair Ratio : 0.00342679127725857
Reciprocated Edge Ratio : 0.00683017696367588
Connected Components : 773
Single-Vertex Connected Components : 582
Maximum Vertices in a Connected Component : 1974
Maximum Edges in a Connected Component : 2661
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.292132
Graph Density : 0.000291607955782058
Modularity : 0.737932
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[378] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[141] https://gatesfoundation.wd1.myworkdayjobs.com/en-US/Gates%2520/job/Abuja-Nigeria/Director--Nigeria_B009879-1?source=glassdoor
[141] http://fortune.com/2017/03/16/bill-and-melinda-gates-foundation-slams-proposed-donald-trump-budget-cuts/?xid=time_socialflow_twitter
[110] http://fortune.com/?p=2047949
[80] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/
[43] http://unfoundationblog.org/wp-content/uploads/2014/03/5women-4.jpg
[32] http://trib.al/7Jdh23f
[32] https://richtopia.com/women-leaders/top-250?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[31] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433420
[29] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433414

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/871540608355115008
[1] https://twitter.com/i/web/status/871032572582612992
[1] http://motto.time.com/4781066/melinda-gates-feminist-son-rory-gates/
[1] https://fb.me/2XgJ9dCOh
[1] https://fb.me/11IhYs063
[1] https://fb.me/3gvSgGNlZ

Top URLs in Tweet in G2:
[57] http://fortune.com/?p=2047949
[39] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/
[30] http://unfoundationblog.org/wp-content/uploads/2014/03/5women-4.jpg
[20] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433420
[17] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[10] http://www.parents.com/parenting/technology/melinda-gates-on-the-5-apps-and-one-conversation-every-busy-parent-should-have/
[10] http://bellephill.com/2017/06/niger-state-govt-reveals-plan-to-partner-with-bill-melinda-gates-foundation-on-health-delivery/
[8] https://amp-timeinc-net.cdn.ampproject.org/c/amp.timeinc.net/fortune/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?source=dam
[7] http://trib.al/7Jdh23f
[6] http://blog.sekseeh.com/berita/bill-melinda-gates-foundation-dukung-pengembangan-keuangan-inklusi/

Top URLs in Tweet in G3:
[22] http://fortune.com/?p=2047949
[22] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/
[21] http://www.cnbc.com/2017/05/16/heres-the-one-hard-thing-melinda-gates-says-you-need-to-do-to-succeed.html?linkId=37769473
[18] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433414
[9] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433420
[7] https://medium.com/m/global-identity?redirectUrl=https://backchannel.com/melinda-gates-and-fei-fei-li-want-to-liberate-ai-from-guys-with-hoodies-17f058889a4c
[5] http://snip.ly/g9c91?utm_campaign=Breakthrough
[5] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[5] http://www.cnbc.com/2017/05/16/heres-the-one-hard-thing-melinda-gates-says-you-need-to-do-to-succeed.html?utm_content=bufferbb40e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://medium.com/m/global-identity?redirectUrl=https://journal.thriveglobal.com/melinda-gates-on-the-invaluable-advice-her-mom-gave-her-about-success-as-a-teenager-95f93320b71d

Top URLs in Tweet in G4:
[343] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[5] http://time.com/collection/2017-time-100/4736333/melinda-gates/
[4] http://www.theceomagazine.com/opinion/keeping-faith-humanitarian-vision-bill-melinda-gates/
[3] https://medium.com/bill-melinda-gates-foundation/the-path-to-a-meaningful-life-32a1b4761742
[3] http://www.cbsnews.com/news/melinda-gates-on-making-a-successful-life/?linkId=35182353
[2] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433414
[1] http://motto.time.com/4634783/melinda-gates-mlk-jr-service/?linkId=33416403
[1] https://twitter.com/i/web/status/855151389328121856
[1] http://www.parents.com/parenting/technology/melinda-gates-on-the-5-apps-and-one-conversation-every-busy-parent-should-have/
[1] https://twitter.com/i/web/status/875410285837795328

Top URLs in Tweet in G5:
[140] https://gatesfoundation.wd1.myworkdayjobs.com/en-US/Gates%2520/job/Abuja-Nigeria/Director--Nigeria_B009879-1?source=glassdoor
[3] https://www.bellanaija.com/2017/06/niger-state-plan-partner-bill-melinda-gates-foundation/?utm_source=dlvr.it&utm_medium=twitter
[1] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[1] https://twitter.com/i/web/status/875957959804596224
[1] https://twitter.com/i/web/status/875867122320031745
[1] https://twitter.com/i/web/status/872933829748588545

Top URLs in Tweet in G6:
[140] http://fortune.com/2017/03/16/bill-and-melinda-gates-foundation-slams-proposed-donald-trump-budget-cuts/?xid=time_socialflow_twitter
[1] https://twitter.com/i/web/status/874836147943428096

Top URLs in Tweet in G7:
[22] http://p.ctx.ly/r/4ojs
[3] https://fb.me/22f286jqn
[2] https://www.intechopen.com/news/bill-and-melinda-gates-foundation-joins-intechopens-list-of-open-access-funders
[2] https://fb.me/1gMhuxdeF
[2] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/?linkId=38433415
[1] http://defimedia.info/location-de-voitures-pour-la-presidente-la-facture-sera-reglee-par-la-bill-and-melinda-gates-foundation?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/web/status/874764598263635970
[1] https://twitter.com/i/web/status/861615047277203457
[1] https://medium.com/bill-melinda-gates-foundation/thinking-locally-and-acting-globally-the-amazing-legacy-of-rotary-international-ee744aa644e1?adbsc=socialrotary171594361&adbid=875351299553804288&adbpl=tw&adbpr=17819033%3Futm_campaign%3D2017_misc&ms=social_soc_2017_misc_20170616_twitter-unicefusa&initialms=social_soc_2017_misc_20170616_twitter-unicefusa
[1] http://fortune.com/2017/06/06/melinda-gates-microsoft-women-college-graduates-tech-jobs/

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/872891145709174785
[1] https://twitter.com/i/web/status/875523399401054208

Top URLs in Tweet in G9:
[23] http://trib.al/7Jdh23f
[12] http://trib.al/5Y2Ew8e
[5] http://www.makers.com/blog/heres-why-makers-ava-duvernay-john-legend-melinda-gates-and-more-topped-times-100-most
[1] https://twitter.com/i/web/status/874940829894311936
[1] https://twitter.com/i/web/status/872492092936867840
[1] https://twitter.com/i/web/status/872646138138112000

Top URLs in Tweet in G10:
[32] https://richtopia.com/women-leaders/top-250?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top Domains
Top Domains in Tweet in Entire Graph:
[828] fortune.com
[153] globaltraveler.club
[141] myworkdayjobs.com
[139] twitter.com
[100] fb.me
[77] trib.al
[47] linkedin.com
[43] unfoundationblog.org
[42] parents.com
[36] cnbc.com

Top Domains in Tweet in G1:
[3] fb.me
[2] twitter.com
[1] time.com

Top Domains in Tweet in G2:
[161] fortune.com
[153] globaltraveler.club
[76] fb.me
[42] twitter.com
[37] linkedin.com
[30] unfoundationblog.org
[16] trib.al
[16] parents.com
[12] youtube.com
[10] bellephill.com

Top Domains in Tweet in G3:
[89] fortune.com
[27] cnbc.com
[14] twitter.com
[13] medium.com
[8] snip.ly
[4] backchannel.com
[3] time.com
[3] parents.com
[3] fb.me
[2] anitaborg.org

Top Domains in Tweet in G4:
[345] fortune.com
[6] time.com
[4] twitter.com
[4] theceomagazine.com
[3] medium.com
[3] cbsnews.com
[1] parents.com
[1] wix.com
[1] wixsite.com

Top Domains in Tweet in G5:
[140] myworkdayjobs.com
[3] twitter.com
[3] bellanaija.com
[1] fortune.com

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

Top Domains in Tweet in G7:
[22] ctx.ly
[5] twitter.com
[5] fortune.com
[5] fb.me
[3] medium.com
[2] intechopen.com
[1] defimedia.info
[1] gatesfoundation.org
[1] telegraphindia.com
[1] ow.ly

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

Top Domains in Tweet in G9:
[35] trib.al
[5] makers.com
[3] twitter.com

Top Domains in Tweet in G10:
[32] richtopia.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[141] gates
[140] trumps
[105] computerscience
[81] womenintech
[76] happyfathersday
[74] wonderwoman
[54] morphe35r
[48] tech
[43] quote
[33] ghc17



Top Hashtags in Tweet in G2:
[30] quote
[20] womenintech
[11] tech
[9] news
[6] womeninstem
[5] melindagates
[5] billmelindagatesfoundation
[4] health
[4] fitness
[4] nigeria

Top Hashtags in Tweet in G3:
[89] computerscience
[67] happyfathersday
[33] ghc17
[25] womenintech
[23] tech
[15] women
[9] ai
[7] stem
[5] careers
[5] makeitnewgrads

Top Hashtags in Tweet in G4:
[8] happyfathersday
[7] computerscience
[3] mlkday
[2] 5wordgraduationspeech
[1] parent

Top Hashtags in Tweet in G6:
[140] gates
[140] trumps

Top Hashtags in Tweet in G7:
[7] endpolio
[3] computerscience
[3] intechopen
[3] openaccess
[3] book
[2] polio
[2] partnersinservice
[1] mauritius
[1] poverty
[1] happyfathersday

Top Hashtags in Tweet in G8:
[74] wonderwoman
[54] morphe35r

Top Hashtags in Tweet in G9:
[5] makers
[2] personoftheyear

Top Hashtags in Tweet in G10:
[32] femaleleaders

Top Words
Top Words in Tweet in Entire Graph:
[1497] Words in Sentiment List#1: Positive
[434] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[57508] Non-categorized Words
[59439] Total Words
[2727] melinda
[2542] gates
[1772] bill
[1381] over
[711] million

Top Words in Tweet in G1:
[1354] over
[677] bill
[677] melinda
[677] gates
[677] donated
[677] 28
[677] billion
[675] spectatorindex
[674] past
[674] decade

Top Words in Tweet in G2:
[763] gates
[722] melinda
[428] bill
[203] women
[173] tech
[154] fundation
[154] duthel
[154] heinz
[147] succeed
[146] grads

Top Words in Tweet in G3:
[424] melindagates
[160] women
[95] careers
[91] amazing
[90] young
[89] computerscience
[88] launching
[88] t
[88] http
[87] hopes

Top Words in Tweet in G4:
[367] billgates
[362] melinda
[356] s
[343] briefly
[343] considered
[343] quitting
[343] dream
[343] job
[343] here
[343] instead

Top Words in Tweet in G5:
[156] melinda
[154] bill
[154] gates
[150] foundation
[141] director
[140] drjoeabah
[140] vacancy
[140] nigeria
[10] niger
[10] state

Top Words in Tweet in G6:
[142] bill
[141] gates
[141] realdonaldtrump
[141] people
[140] deeply
[140] troubled
[140] trumps
[140] budget
[140] cuts
[140] affecting

Top Words in Tweet in G7:
[81] gatesfoundation
[70] rotary
[65] amazing
[63] chrisjelias
[61] legacy
[47] polio
[45] thanks
[45] map
[40] re
[40] closer

Top Words in Tweet in G8:
[148] woman
[74] voice
[74] definition
[74] strong
[74] melinda
[74] gates
[74] nikkietutorials
[74] wonderwoman
[71] morphebrushes
[54] morphe35r

Top Words in Tweet in G9:
[42] gates
[39] time
[39] melinda
[35] shares
[35] essential
[35] quality
[35] inherited
[35] father
[5] meet
[5] makers

Top Words in Tweet in G10:
[32] women
[32] leaders
[32] top
[32] 250
[32] melinda
[32] gates
[32] michelle
[32] obama
[32] femaleleaders
[31] richtopia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2280] melinda,gates
[1463] bill,melinda
[690] gates,donated
[690] donated,over
[690] over,28
[690] 28,billion
[690] billion,over
[687] over,past
[687] past,decade
[687] decade,saving

Top Word Pairs in Tweet in G1:
[677] bill,melinda
[677] melinda,gates
[677] gates,donated
[677] donated,over
[677] over,28
[677] 28,billion
[677] billion,over
[675] spectatorindex,bill
[674] over,past
[674] past,decade

Top Word Pairs in Tweet in G2:
[693] melinda,gates
[353] bill,melinda
[154] gates,fundation
[142] gates,foundation
[141] succeed,tech
[139] women,grads
[136] grads,succeed
[135] gates,women
[95] fundation,heinz
[95] heinz,duthel

Top Word Pairs in Tweet in G3:
[89] young,women
[88] amazing,young
[88] launching,careers
[87] women,launching
[87] careers,computerscience
[87] computerscience,hopes
[87] hopes,couldn
[87] couldn,t
[87] t,higher
[87] melindagates,amazing

Top Word Pairs in Tweet in G4:
[348] billgates,melinda
[343] melinda,briefly
[343] briefly,considered
[343] considered,quitting
[343] quitting,dream
[343] dream,job
[343] job,here
[343] here,s
[343] s,instead
[9] inspires,day

Top Word Pairs in Tweet in G5:
[154] bill,melinda
[154] melinda,gates
[150] gates,foundation
[140] vacancy,director
[140] director,bill
[140] foundation,nigeria
[139] drjoeabah,vacancy
[10] niger,state
[10] state,govt
[10] govt,reveals

Top Word Pairs in Tweet in G6:
[140] bill,gates
[140] gates,deeply
[140] deeply,troubled
[140] troubled,trumps
[140] trumps,realdonaldtrump
[140] realdonaldtrump,budget
[140] budget,cuts
[140] cuts,affecting
[140] affecting,poor
[140] poor,people

Top Word Pairs in Tweet in G7:
[61] amazing,legacy
[40] thanks,rotary
[40] rotary,re
[40] re,closer
[40] closer,wiping
[40] wiping,polio
[40] polio,map
[40] map,chrisjelias
[39] chrisjelias,reflects
[39] reflects,amazing

Top Word Pairs in Tweet in G8:
[74] woman,voice
[74] voice,definition
[74] definition,strong
[74] strong,woman
[74] woman,melinda
[74] melinda,gates
[74] gates,nikkietutorials
[74] nikkietutorials,wonderwoman
[71] morphebrushes,woman
[54] wonderwoman,morphe35r

Top Word Pairs in Tweet in G9:
[39] melinda,gates
[35] gates,shares
[35] shares,essential
[35] essential,quality
[35] quality,inherited
[35] inherited,father
[33] time,melinda
[5] meet,makers
[5] makers,topped
[5] topped,time

Top Word Pairs in Tweet in G10:
[32] women,leaders
[32] leaders,top
[32] top,250
[32] 250,melinda
[32] melinda,gates
[32] gates,michelle
[32] michelle,obama
[32] obama,femaleleaders
[31] richtopia,women

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@spectatorindex
@melindagates
@billgates
@realdonaldtrump
@drjoeabah
@unpersuaded112
@gatesfoundation
@nikkietutorials
@morphebrushes
@rotary

Top Mentioned in G1:
@spectatorindex

Top Mentioned in G2:
@deestar99
@monashs
@timothy_re
@icyberczar
@daveybooc
@bob_benoit
@hillestadnils
@contraaquam

Top Mentioned in G3:
@melindagates
@debbieblox
@georgiatech_ece
@anitaborg_org
@drfeifei
@ghc
@codeorg
@cnbcmakeit
@microsoftwomen
@girlpower3

Top Mentioned in G4:
@billgates
@melindagates
@suedhellmann
@sinclaircc
@warrenbuffett

Top Mentioned in G5:
@drjoeabah
@bellanaija
@spectatorindex
@billgates

Top Mentioned in G6:
@realdonaldtrump
@unpersuaded112
@realgollumtrump
@spectatorindex

Top Mentioned in G7:
@gatesfoundation
@rotary
@chrisjelias
@endpolionow
@m
@melindagates
@unicefusa
@billgates
@poliowalk
@intechopen

Top Mentioned in G8:
@nikkietutorials
@morphebrushes
@fashioninxs

Top Mentioned in G9:
@time
@makerswomen
@spectatorindex

Top Mentioned in G10:
@richtopia

Top Tweeters
Top Tweeters in Entire Graph:
@notiven
@hotelanzeigen
@topnewskoeln
@usmananwar78
@anntzt
@yuuji_k1
@dbbmonica
@0l1l2
@alicesttu
@melislily

Top Tweeters in G1:
@yuuji_k1
@melislily
@qxnews
@jeffersonobama
@alextackie
@ggg_says
@1loriking
@mutombodapoet
@semperfelix
@arrogantdemon

Top Tweeters in G2:
@hotelanzeigen
@topnewskoeln
@usmananwar78
@dbbmonica
@0l1l2
@newsinhr
@kellyroosve
@linadbg
@en1am
@virginiakimba

Top Tweeters in G3:
@startuprealtime
@itknowingness
@valaafshar
@emanbreish2
@homefronthugs
@de_plazza
@michaelohiku
@teetweetshere
@saver_jain
@djwarrenyoung

Top Tweeters in G4:
@notiven
@talkintou
@expres_ua
@aroon_dani
@natashasamani
@imperialmerchnt
@elizabethtoni
@pmccy
@theahmad__
@aparanjape

Top Tweeters in G5:
@musadiqz
@jajaphd
@harsiwarju
@tinatweets__
@inpoco
@onipimpin
@tinapayson
@ice131queen
@karoagono
@lemeveteran

Top Tweeters in G6:
@britpoptarts
@cberrl
@profesortbaker
@smell3roses
@aefadul22
@tarotdarrow
@1099rock
@arthur59611540
@gotdem
@dsheehy100

Top Tweeters in G7:
@scsmorishita
@mikestrattonnet
@m_mcsquare
@nasa
@breakfastqueen1
@ksl123
@oatp
@wfvanvalkenburg
@d_aarons
@clubrsmoficial

Top Tweeters in G8:
@lydiarose21
@sweetdominican_
@josephine_kk
@suicidequeen98
@_reenablaze
@nikkietutorials
@harley_w_addam
@thegreatfabsby
@almaacruuz_
@jodie1dlee

Top Tweeters in G9:
@time
@real_infinity95
@dra_jessica
@nandito94
@almasol77139453
@22c0in
@mmichael0
@1naturalzeta
@papasharmfbi
@angieevanhorn

Top Tweeters in G10:
@richtopia
@kylanedward
@jamesgilkes1231
@christo89380079
@mark3robinson1
@johnson1234ed5
@florenc51537953
@markaparicio124
@peggywalden1232
@luneazola