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#RightToRepair_2019-05-14_21-38-55.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2019
Short Description:
#RightToRepair via NodeXL http://bit.ly/2VG4VMc
@kaykayclapp
@bern_identity
@berniesanders
@policyspacexyz
@coteau
@nproctor
@ifixit
@restartproject
@apple
@hyperbaroque

Top hashtags:
#righttorepair
#bernie2020
#apple
#repair
#onpoli
#iphone
#cdnpoli
#ewaste
#ab1163

Description:
Description
The graph represents a network of 3,239 Twitter users whose tweets in the requested range contained "#RightToRepair", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 15 May 2019 at 04:39 UTC.

The requested start date was Monday, 13 May 2019 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, 4-minute period from Monday, 29 April 2019 at 00:34 UTC to Sunday, 12 May 2019 at 23:38 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 : 3239
Unique Edges : 4017
Edges With Duplicates : 598
Total Edges : 4615
Number of Edge Types : 3
Tweet : 464
Mentions : 4051
Replies to : 100
Self-Loops : 464
Reciprocated Vertex Pair Ratio : 0.0108723789800673
Reciprocated Edge Ratio : 0.0215108834827145
Connected Components : 280
Single-Vertex Connected Components : 191
Maximum Vertices in a Connected Component : 2773
Maximum Edges in a Connected Component : 4095
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.205832
Graph Density : 0.00037233447134512
Modularity : 0.655977
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[34] https://securepairs.org/top-cybersecurity-experts-stand-up-for-digital-right-to-repair/
[20] https://motherboard.vice.com/en_us/article/wjvdb4/apple-is-telling-lawmakers-people-will-hurt-themselves-if-they-try-to-fix-iphones
[20] https://www.theguardian.com/technology/2019/may/08/sidestepping-apple-the-third-party-tinkerers-fighting-for-your-right-to-repair
[19] https://www.ola.org/en/legislative-business/video
[19] https://twitter.com/kaykayclapp/status/1123339532068253696
[18] https://ifixit.org/blog/16321/introducing-securerepairs-org/
[18] https://actionnetwork.org/letters/support-your-right-to-repair-in-california?source=twitter&
[15] https://motherboard.vice.com/en_us/article/9kxayy/right-to-repair-bill-killed-after-big-tech-lobbying-in-ontario
[11] https://berniesanders.com/revitalizing-rural-america/
[11] https://www.wired.com/story/right-to-repair-security-experts-california/

Top URLs in Tweet in G1:
[8] https://www.theguardian.com/technology/2019/may/08/sidestepping-apple-the-third-party-tinkerers-fighting-for-your-right-to-repair
[1] https://motherboard.vice.com/en_us/article/wjvdb4/apple-is-telling-lawmakers-people-will-hurt-themselves-if-they-try-to-fix-iphones
[1] https://motherboard.vice.com/en_us/article/9kxayy/right-to-repair-bill-killed-after-big-tech-lobbying-in-ontario
[1] https://twitter.com/ipad_rehab/status/1126205213516419077
[1] https://twitter.com/iFixit/status/1123305318862204932

Top URLs in Tweet in G2:
[31] https://securepairs.org/top-cybersecurity-experts-stand-up-for-digital-right-to-repair/
[18] https://ifixit.org/blog/16321/introducing-securerepairs-org/
[15] https://www.ola.org/en/legislative-business/video
[11] https://motherboard.vice.com/en_us/article/wjvdb4/apple-is-telling-lawmakers-people-will-hurt-themselves-if-they-try-to-fix-iphones
[11] https://berniesanders.com/revitalizing-rural-america/
[10] https://www.wired.com/story/right-to-repair-security-experts-california/
[5] https://california.repair.org
[5] https://www.theguardian.com/technology/2019/may/08/sidestepping-apple-the-third-party-tinkerers-fighting-for-your-right-to-repair
[5] https://uspirg.org/blogs/blog/usp/leading-cyber-security-experts-endorse-right-repair
[5] https://twitter.com/repaircoalition/status/1125041584922398721

Top URLs in Tweet in G3:
[2] https://twitter.com/BernieSanders/status/1125109464980434955
[1] https://appleinsider.com/articles/19/03/18/california-reintroduces-right-to-repair-bill-after-previous-effort-failed
[1] https://action.eff.org/o/9042/p/dia/action4/common/public/?action_KEY=10920
[1] https://twitter.com/i/web/status/1125589305731080194
[1] https://gizmodo.com/hell-yeah-bernie-sanders-just-endorsed-a-national-righ-1834550743
[1] https://twitter.com/i/web/status/1125584223908188161
[1] https://twitter.com/i/web/status/1125595546058551296
[1] https://twitter.com/i/web/status/1125560710853824514
[1] https://twitter.com/i/web/status/1125237565487861761
[1] https://twitter.com/i/web/status/1125558841809166337

Top URLs in Tweet in G4:
[7] https://boingboing.net/2019/05/05/thanks-bill-walker.html
[6] https://motherboard.vice.com/en_us/article/9kxayy/right-to-repair-bill-killed-after-big-tech-lobbying-in-ontario
[4] https://www.ola.org/en/legislative-business/video
[3] https://twitter.com/coteau/status/1124054248835231744
[3] https://act.openmedia.org/your-right-to-repair?utm_source=twitter&utm_medium=typage&utm_content=&utm_campaign=7176&utm_term=&tdid=2173
[1] https://twitter.com/i/web/status/1127704071908024326
[1] https://globalnews.ca/radio/640toronto/player/?gref=640toronto&cmpid=other#/
[1] https://www.cbc.ca/news/technology/what-happens-to-the-e-waste-you-drop-off-for-recycling-1.5101357
[1] https://mobilesyrup.com/2019/05/03/michael-coteau-right-repair-bill/
[1] https://appleinsider.com/articles/19/05/03/apple-tech-companies-successfully-lobby-to-kill-ontario-right-to-repair-bill

Top URLs in Tweet in G5:
[15] https://actionnetwork.org/letters/support-your-right-to-repair-in-california?source=twitter&
[12] https://twitter.com/kaykayclapp/status/1123339532068253696
[6] https://motherboard.vice.com/en_us/article/wjvdb4/apple-is-telling-lawmakers-people-will-hurt-themselves-if-they-try-to-fix-iphones
[6] https://www.theverge.com/2019/5/1/18525542/apple-right-to-repair-bill-california-lobbyist-comptia
[4] https://twitter.com/jason_koebler/status/1123315796908945414
[4] https://motherboard.vice.com/en_us/article/xykkkd/why-american-farmers-are-hacking-their-tractors-with-ukrainian-firmware
[3] https://actionnetwork.org/letters/support-right-to-repair-in-illinois?source=twitter&
[3] https://www.switchedonnetwork.com/2017/12/04/how-to-repair-replace-a-broken-laptop-keyboard/
[3] https://www.theguardian.com/technology/2019/may/08/sidestepping-apple-the-third-party-tinkerers-fighting-for-your-right-to-repair
[3] http://www.mymacfixer.com/

Top URLs in Tweet in G6:
[1] https://gizmodo.com/hell-yeah-bernie-sanders-just-endorsed-a-national-righ-1834550743
[1] https://twitter.com/i/web/status/1125942601889320962
[1] https://www.vice.com/en_us/article/8xzqmp/bernie-sanders-calls-for-a-national-right-to-repair-law-for-farmers
[1] https://twitter.com/i/web/status/1125249204761317376
[1] https://twitter.com/i/web/status/1125203550882213891

Top URLs in Tweet in G7:
[3] https://twitter.com/BernieSanders/status/1125109464980434955
[3] https://twitter.com/BNeidhardt/status/1125494781793251328
[1] https://twitter.com/i/web/status/1125597553389654018
[1] https://twitter.com/i/web/status/1125485582568906753
[1] https://twitter.com/i/web/status/1125783945059164162
[1] https://twitter.com/i/web/status/1125702278411952131
[1] https://twitter.com/i/web/status/1125596346566762502
[1] https://twitter.com/i/web/status/1125700872732839936

Top URLs in Tweet in G8:
[4] https://openinverter.org/
[1] https://www.youtube.com/watch?v=B3B1dmczXgY&feature=youtu.be

[1] https://www.youtube.com/watch?v=jCpx1DKYn6U&feature=youtu.be

[1] https://twitter.com/i/web/status/1126859042339610624
[1] https://twitter.com/JolyonMaugham/status/1126030698706624512

Top URLs in Tweet in G9:
[1] https://therestartproject.org/
[1] https://twitter.com/i/web/status/1125497881962541056
[1] https://twitter.com/i/web/status/1125821929372274689

Top URLs in Tweet in G10:
[1] https://twitter.com/repaircoalition/status/1125041584922398721
[1] https://minnesota.repair.org/
[1] https://www.gis.leg.mn/iMaps/districts/
[1] https://twitter.com/EnvironmentMN/status/1121829862057156608

Top Domains
Top Domains in Tweet in Entire Graph:
[288] twitter.com
[63] vice.com
[45] securepairs.org
[28] actionnetwork.org
[25] theguardian.com
[22] ifixit.org
[19] ola.org
[16] youtube.com
[16] repair.org
[14] wired.com

Top Domains in Tweet in G1:
[8] theguardian.com
[2] vice.com
[2] twitter.com

Top Domains in Tweet in G2:
[95] twitter.com
[37] securepairs.org
[19] vice.com
[18] ifixit.org
[15] ola.org
[11] wired.com
[11] berniesanders.com
[11] repair.org
[7] theguardian.com
[5] youtube.com

Top Domains in Tweet in G3:
[8] twitter.com
[1] appleinsider.com
[1] eff.org
[1] gizmodo.com

Top Domains in Tweet in G4:
[15] twitter.com
[8] boingboing.net
[7] vice.com
[4] ola.org
[4] openmedia.org
[1] globalnews.ca
[1] cbc.ca
[1] mobilesyrup.com
[1] appleinsider.com
[1] iphoneincanada.ca

Top Domains in Tweet in G5:
[87] twitter.com
[21] vice.com
[20] actionnetwork.org
[11] instagram.com
[8] switchedonnetwork.com
[6] theverge.com
[5] theguardian.com
[4] repair.org
[4] appleinsider.com
[4] youtube.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] gizmodo.com
[1] vice.com

Top Domains in Tweet in G7:
[12] twitter.com

Top Domains in Tweet in G8:
[4] openinverter.org
[2] youtube.com
[2] twitter.com

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

Top Domains in Tweet in G10:
[2] twitter.com
[1] repair.org
[1] leg.mn

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3215] righttorepair
[262] bernie2020
[48] apple
[23] repair
[22] onpoli
[22] iphone
[18] cdnpoli
[17] ewaste
[16] ab1163
[16] forthepeople



Top Hashtags in Tweet in G1:
[1636] righttorepair
[2] howtonotbeanawfulhuman
[1] eu
[1] elections
[1] sonos
[1] yamaha
[1] repairdontreplace

Top Hashtags in Tweet in G2:
[560] righttorepair
[16] ewaste
[16] ab1163
[16] apple
[12] citizens
[9] iphone
[7] aurighttorepair
[6] repair
[6] california
[6] podcast

Top Hashtags in Tweet in G3:
[267] righttorepair
[230] bernie2020

Top Hashtags in Tweet in G4:
[241] righttorepair
[16] forthepeople
[15] onpoli
[13] cdnpoli
[8] ontario
[1] antitrust
[1] oligopoly
[1] olpldr
[1] olp
[1] pcpo

Top Hashtags in Tweet in G5:
[188] righttorepair
[21] apple
[16] repair
[12] repairshop
[10] freytechnology
[10] chambersburg
[10] chambersburgpa
[8] iphone
[6] diy
[4] market

Top Hashtags in Tweet in G6:
[44] righttorepair
[25] bernie2020
[6] yanggang
[1] aurighttorepair

Top Hashtags in Tweet in G7:
[30] righttorepair
[1] bernie2020

Top Hashtags in Tweet in G8:
[15] tesla
[14] opensource
[14] fullychargedlive
[10] righttorepair
[7] ev
[4] circulareconomy
[4] climatechange
[3] leaf
[3] electricvehicles
[3] unmissable

Top Hashtags in Tweet in G9:
[6] righttorepair
[1] bernie
[1] supremeleader
[1] tractors

Top Hashtags in Tweet in G10:
[3] righttorepair

Top Words
Top Words in Tweet in Entire Graph:
[1307] Words in Sentiment List#1: Positive
[4064] Words in Sentiment List#2: Negative
[1726] Words in Sentiment List#3: Angry/Violent
[66241] Non-categorized Words
[71612] Total Words
[3213] #righttorepair
[1866] legislation
[1829] apple
[1814] consumers
[1726] lawmakers

Top Words in Tweet in G1:
[1636] #righttorepair
[1625] kaykayclapp
[1618] legislation
[1609] apple
[1606] california
[1606] hurt
[1605] killed
[1605] telling
[1605] lawmakers
[1605] consumers

Top Words in Tweet in G2:
[560] #righttorepair
[142] repair
[116] apple
[109] ifixit
[87] bill
[85] california
[76] nproctor
[75] more
[70] restartproject
[70] kaykayclapp

Top Words in Tweet in G3:
[267] #righttorepair
[235] bern_identity
[234] platform
[232] rural
[230] top
[230] tech
[230] site
[230] applauding
[230] inclusion
[230] #bernie2020

Top Words in Tweet in G4:
[241] #righttorepair
[190] coteau
[137] legislation
[129] fordnation
[123] consumers
[110] down
[109] voted
[108] forces
[105] pcs
[105] keeping

Top Words in Tweet in G5:
[186] #righttorepair
[57] repair
[39] right
[29] apple
[23] support
[22] state
[22] here
[20] write
[20] letter
[20] rep

Top Words in Tweet in G6:
[177] rural
[177] platform
[155] one
[155] farm
[153] more
[153] underrated
[153] elements
[153] berniesanders'
[153] policy
[153] rolled

Top Words in Tweet in G7:
[30] #righttorepair
[16] yes
[11] legislation
[10] maximillian_alv
[9] sensanders
[8] true
[8] man
[8] endorsed
[8] idea
[7] thebaffle

Top Words in Tweet in G8:
[17] newelectricirl
[15] electric
[15] #tesla
[15] ðÿ
[15] ready
[14] #opensource
[14] #fullychargedlive
[13] great
[13] scott
[13] june

Top Words in Tweet in G9:
[12] snubs
[6] #righttorepair
[6] take
[6] role
[6] online
[6] very
[6] seriously
[6] turn
[6] down
[6] lot

Top Words in Tweet in G10:
[3] #righttorepair
[2] mn
[2] time
[2] support

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1838] #righttorepair,legislation
[1697] hurt,themselves
[1678] telling,lawmakers
[1673] apple,killed
[1673] killed,#righttorepair
[1672] lawmakers,consumers
[1672] consumers,hurt
[1671] legislation,california
[1671] california,telling
[1670] kaykayclapp,apple

Top Word Pairs in Tweet in G1:
[1618] #righttorepair,legislation
[1605] apple,killed
[1605] killed,#righttorepair
[1605] legislation,california
[1605] california,telling
[1605] telling,lawmakers
[1605] lawmakers,consumers
[1605] consumers,hurt
[1605] hurt,themselves
[1604] kaykayclapp,apple

Top Word Pairs in Tweet in G2:
[71] #righttorepair,bill
[55] #righttorepair,legislation
[53] hurt,themselves
[49] telling,lawmakers
[46] kaykayclapp,apple
[46] apple,killed
[46] killed,#righttorepair
[46] legislation,california
[46] california,telling
[46] lawmakers,consumers

Top Word Pairs in Tweet in G3:
[230] top,tech
[230] tech,site
[230] site,applauding
[230] applauding,#righttorepair
[230] #righttorepair,inclusion
[230] inclusion,#bernie2020
[230] #bernie2020,ag
[230] ag,rural
[230] rural,platform
[229] bern_identity,top

Top Word Pairs in Tweet in G4:
[128] #righttorepair,legislation
[109] voted,down
[105] fordnation,pcs
[105] pcs,voted
[105] down,#righttorepair
[105] legislation,keeping
[105] keeping,place
[105] place,unfair
[105] unfair,monopoly
[105] monopoly,forces

Top Word Pairs in Tweet in G5:
[33] right,repair
[21] support,#righttorepair
[20] write,letter
[20] letter,state
[20] state,rep
[20] rep,here
[14] #righttorepair,ca
[14] ca,write
[11] repair,bill
[9] #freytechnology,#chambersburg

Top Word Pairs in Tweet in G6:
[153] one,more
[153] more,underrated
[153] underrated,elements
[153] elements,berniesanders'
[153] berniesanders',farm
[153] farm,rural
[153] rural,policy
[153] policy,platform
[153] platform,rolled
[153] rolled,out

Top Word Pairs in Tweet in G7:
[11] #righttorepair,legislation
[8] yes,yes
[8] yes,true
[8] true,man
[8] man,sensanders
[8] sensanders,endorsed
[8] endorsed,#righttorepair
[8] legislation,idea
[7] maximillian_alv,yes
[7] idea,thebaffle

Top Word Pairs in Tweet in G8:
[13] great,scott
[13] june,7
[13] 7,8
[13] 8,9
[13] 9,2019
[13] 2019,silverstone
[13] silverstone,tickets
[13] ðÿ,ž
[12] #fullychargedlive,ðÿ
[11] newelectricirl,great

Top Word Pairs in Tweet in G9:
[6] take,role
[6] role,online
[6] online,very
[6] very,seriously
[6] seriously,turn
[6] turn,down
[6] down,lot
[6] lot,opportunities
[6] opportunities,company
[6] company,align

Top Replied-To
Top Replied-To in Entire Graph:
@kaykayclapp
@snubs
@jason_koebler
@apple
@bbc_haveyoursay
@restartproject
@ayetempleton
@mekki
@nproctor
@openmediaorg

Top Replied-To in G1:
@kaykayclapp
@cargoshortlife

Top Replied-To in G2:
@kaykayclapp
@jason_koebler
@apple
@bbc_haveyoursay
@restartproject
@nproctor
@vicwma
@repaircoalition
@ifixit
@nxthompson

Top Replied-To in G3:
@bern_identity
@scapelliti
@noranorqdo
@brooklynnygirl
@joejsaltarelli

Top Replied-To in G4:
@openmediaorg
@ayetempleton
@mekki
@toenviro
@ifixit

Top Replied-To in G6:
@berniesanders

Top Replied-To in G7:
@menditaussie
@tulsigabbard
@somegadgetguy
@waywardwinifred

Top Replied-To in G9:
@snubs

Top Replied-To in G10:
@wdpi

Top Mentioned
Top Mentioned in Entire Graph:
@kaykayclapp
@bern_identity
@coteau
@berniesanders
@bneidhardt
@fordnation
@ifixit
@nproctor
@restartproject
@repaircoalition

Top Mentioned in G1:
@kaykayclapp
@apple

Top Mentioned in G2:
@ifixit
@nproctor
@restartproject
@kaykayclapp
@repaircoalition
@securepairs
@uspirg
@schneierblog
@apple

Top Mentioned in G3:
@bern_identity
@eff
@reppeterfischer
@scapelliti
@bneidhardt
@berniesanders
@graematterz
@susaneggman
@therepairdude
@brooklynnygirl

Top Mentioned in G4:
@coteau
@fordnation
@openmediaorg
@coteauteam
@boingboing
@rakocevict
@billwalkermpp
@j_scott_
@apple
@gurratansingh

Top Mentioned in G5:

Top Mentioned in G6:
@berniesanders
@bneidhardt
@bern_identity
@andrewyang
@aletheiaatheos
@woot66
@ewarren
@therepairdude
@menditaussie
@retroberner

Top Mentioned in G7:
@maximillian_alv
@sensanders
@thebaffle
@waywardwinifred
@somegadgetguy
@kaykayclapp
@tulsipress
@berniesanders
@vicwma
@ewastewatch

Top Mentioned in G8:
@newelectricirl
@evbmw
@openinverter

Top Mentioned in G9:
@snubs
@apple

Top Mentioned in G10:
@gracielootoday
@vibrant
@alta_tech
@environmentmn
@evolvingsol
@winthropfinance
@voyagetechinc
@simonsystem3
@simonsystem2
@reusemn

Top Tweeters
Top Tweeters in Entire Graph:
@applesupport
@edinburghwatch
@rjber15
@drdaveanddee
@gamergeeknews
@truthglow
@cook_robert_l
@ggg_says
@grainofsands
@1loriking

Top Tweeters in G1:
@itswanda
@jovangnr
@dwatchnews
@faraiwe
@cfdrok
@innocentgee
@jenscorpio83
@jav_riv
@donnerbeutel
@johnadeleon

Top Tweeters in G2:
@glynmoody
@dtporge
@drrimmer
@bbcworld
@kevincarson1
@abcnews
@sschinke
@cybertaters
@fastcompany
@growmap

Top Tweeters in G3:
@rjber15
@drdaveanddee
@truthglow
@cook_robert_l
@ggg_says
@grainofsands
@k810mt
@shaktilila
@flugennock
@eaglefeather43

Top Tweeters in G4:
@1loriking
@virgiliocorrado
@meeksvs
@boingboing
@anniegirl1138
@j0ann3
@thetorontosun
@codienec
@legant66
@knitmeg

Top Tweeters in G5:
@jessicafastball
@unseennewsuk
@swmstn2
@sociability
@hankthe2nd
@leojtravis10
@seohycun
@flwrgirl66x
@twinrocksor
@primo4k

Top Tweeters in G6:
@glorialaw5
@oteachjohn
@progressivedrey
@dwilliams1001
@cujowasagoodboy
@solon594bce
@uvklvr47
@hobbitj
@whizkid7
@shell_loyd

Top Tweeters in G7:
@jhamby
@shachtmanite
@chicating
@waywardwinifred
@somegadgetguy
@thisishellradio
@phil_christman
@sensanders
@panzer_z
@hemskvampyr

Top Tweeters in G8:
@philcampbell
@brianscififan
@carpervert
@eamonambrose
@fpetrie
@sateayam
@carannaden
@neileroberts
@albertsandtoast
@deanfieldingf1

Top Tweeters in G9:
@donengene
@fxrseen
@snubs
@ge_ki_tsu
@buzzbros2002
@jockular
@nandoblue0
@djangodude
@themalkin
@bpa314

Top Tweeters in G10:
@wdpi
@environmentmn
@vibrant
@evolvingsol
@reusemn
@alta_tech
@ascdinatd
@voyagetechinc
@simonsystem2
@winthropfinance


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