#techthatmatters, Twitter, 2/15/2020 5:55:50 AM, 221191


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#techthatmatters Twitter NodeXL SNA Map and Report for Saturday, 15 February 2020 at 05:49 UTC
#techthatmatters Twitter NodeXL SNA Map and Report for Saturday, 15 February 2020 at 05:49 UTC
From:
docassar
Uploaded on:
February 15, 2020
Short Description:
#techthatmatters via NodeXL http://bit.ly/2Hr268c
@bhs_equip
@uni_newcastle
@safehavenmarine
@realtechmatters
@dendrasystems
@joseenpeco
@shahprateek939
@adamdanyal
@ssmehta1758
@parizp

Top hashtags:
#techthatmatters
#wheelchair
#nowhiring
#techjobs
#technj
#jobsnj

Description:
Description
The graph represents a network of 136 Twitter users whose recent tweets contained "#techthatmatters", 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 Saturday, 15 February 2020 at 05:49 UTC.

The tweets in the network were tweeted over the 9-day, 9-hour, 29-minute period from Wednesday, 05 February 2020 at 17:00 UTC to Saturday, 15 February 2020 at 02:30 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 : 136
Unique Edges : 151
Edges With Duplicates : 12
Total Edges : 163
Number of Edge Types : 4
Tweet : 19
Mentions : 14
MentionsInRetweet : 108
Retweet : 22
Self-Loops : 19
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 13
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 108
Maximum Edges in a Connected Component : 125
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.357932
Graph Density : 0.00784313725490196
Modularity : 0.664242
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 136 Twitter users whose recent tweets contained "#techthatmatters", 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 Saturday, 15 February 2020 at 05:49 UTC.

The tweets in the network were tweeted over the 9-day, 9-hour, 29-minute period from Wednesday, 05 February 2020 at 17:00 UTC to Saturday, 15 February 2020 at 02:30 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #techthatmatters
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://www.linkedin.com/slink?code=ez-5Pu2
[4] https://twitter.com/adamdanyal/status/1227044434652618752
[1] https://www.forbes.com/sites/cognitiveworld/2020/02/06/unleashing-the-real-power-of-data/?ss=ai#32bea31d389d
[1] https://www.linkedin.com/slink?code=dxRCWU6
[1] https://fb.com/kawing.ph
[1] https://blog.marlow.com/powering-space-radioisotope-thermoelectric-generators?utm_campaign=Thermoelectric%20Energy%20Harvesting&utm_content=114683350&utm_medium=social&utm_source=twitter&hss_channel=tw-2591856074
[1] https://fusionscienceacademy.com/thermoelectric-modules-market-size-2020-by-top-leading-companies-ferrotec-laird-ii-vi-marlow-te-technology-tec-microsystems/?utm_content=113677994&utm_medium=social&utm_source=twitter&hss_channel=tw-2591856074
[1] https://www.managedhealthcareexecutive.com/news/3-technologies-providing-personalized-healthcare
[1] https://www.fiercehealthcare.com/tech/hhs-releases-draft-2020-2025-federal-health-it-strategic-plan-a-focus-patient-access-to-data
[1] https://www.linkedin.com/slink?code=d9Y7b8P

Top URLs in Tweet in G5:
[4] https://twitter.com/adamdanyal/status/1227044434652618752
[1] https://www.linkedin.com/slink?code=dxRCWU6

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=V8fU7tZP_Ak

[1] https://www.linkedin.com/slink?code=d9Y7b8P
[1] https://www.managedhealthcareexecutive.com/news/3-technologies-providing-personalized-healthcare
[1] https://www.fiercehealthcare.com/tech/hhs-releases-draft-2020-2025-federal-health-it-strategic-plan-a-focus-patient-access-to-data
[1] https://blog.marlow.com/powering-space-radioisotope-thermoelectric-generators?utm_campaign=Thermoelectric%20Energy%20Harvesting&utm_content=114683350&utm_medium=social&utm_source=twitter&hss_channel=tw-2591856074
[1] https://fusionscienceacademy.com/thermoelectric-modules-market-size-2020-by-top-leading-companies-ferrotec-laird-ii-vi-marlow-te-technology-tec-microsystems/?utm_content=113677994&utm_medium=social&utm_source=twitter&hss_channel=tw-2591856074
[1] https://fb.com/kawing.ph
[1] https://www.forbes.com/sites/cognitiveworld/2020/02/06/unleashing-the-real-power-of-data/?ss=ai#32bea31d389d

Top URLs in Tweet in G8:
[5] https://www.linkedin.com/slink?code=ez-5Pu2

Top URLs in Tweet in G9:
[1] https://trella.io/partnerships

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[47] techthatmatters
[18] wheelchair
[5] nowhiring
[5] techjobs
[5] technj
[5] jobsnj
[5] technology
[5] innovation
[2] ai
[2] ar



Top Hashtags in Tweet in G2:
[2] techthatmatters
[2] aumentedreality
[2] designthinking
[1] wheelchair
[1] designintelligence

Top Hashtags in Tweet in G3:
[16] techthatmatters
[13] wheelchair
[2] technology
[2] innovation
[1] climatechange
[1] beehive
[1] boatbuilding
[1] offroad
[1] disability
[1] outdoor

Top Hashtags in Tweet in G4:
[4] techthatmatters
[4] wheelchair

Top Hashtags in Tweet in G5:
[8] techthatmatters
[1] awesome
[1] smartsolutions
[1] clever

Top Hashtags in Tweet in G6:
[2] techthatmatters
[2] zorginnovatie

Top Hashtags in Tweet in G7:
[8] techthatmatters
[2] innovation
[2] ai
[2] techforgood
[2] medtech
[1] amazing
[1] technews
[1] ux
[1] ui
[1] telehealth

Top Hashtags in Tweet in G8:
[5] nowhiring
[5] techjobs
[5] technj
[5] jobsnj
[2] womenwhocode
[2] womenintech
[2] governmentjobs
[2] recruiting
[2] jobopening
[2] joinourteam

Top Hashtags in Tweet in G9:
[1] agritech
[1] cannatech
[1] modernfarming
[1] innovation
[1] techthatmatters

Top Hashtags in Tweet in G10:
[1] waterlooregion
[1] techthatmatters
[1] scaleup

Top Words
Top Words in Tweet in Entire Graph:
[344] Words in Sentiment List#1: Positive
[66] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4595] Non-categorized Words
[5005] Total Words
[150] #techthatmatters
[76] solar
[66] uses
[59] called
[58] more

Top Words in Tweet in G1:
[52] uses
[26] collaborative
[26] robot
[26] artificial
[26] intelligence
[26] help
[26] humans
[26] recycle
[26] more
[26] efficiently

Top Words in Tweet in G2:
[69] solar
[46] panels
[31] #techthatmatters
[27] more
[23] paint
[23] lighter
[23] flexible
[23] less
[23] expensive
[23] organic

Top Words in Tweet in G3:
[32] #techthatmatters
[26] #innovation
[16] #technology
[13] six
[13] wheel
[13] drive
[13] wheelchair
[13] helps
[13] disabled
[13] conquer

Top Words in Tweet in G4:
[28] #techthatmatters
[26] #technology
[23] called
[23] right
[22] boat's
[22] buoyant
[22] superstructure
[22] self
[22] itself
[22] gets

Top Words in Tweet in G5:
[8] #techthatmatters
[6] adamdanyal
[5] thanks
[5] feature
[3] solar
[2] uses
[2] more
[2] panels

Top Words in Tweet in G6:
[2] zijn
[2] start
[2] energieke
[2] kick
[2] 'dwarslaesie
[2] project'
[2] #techthatmatters
[2] #zorginnovatie
[2] dehoogstraat
[2] zonmw

Top Words in Tweet in G7:
[8] #techthatmatters
[6] kawing
[3] innovations
[3] engineers
[3] first
[2] #innovation
[2] world
[2] technology
[2] #ai
[2] #techforgood

Top Words in Tweet in G8:
[5] #nowhiring
[5] #techjobs
[5] njoit
[5] apply
[5] today
[5] career
[5] #technj
[5] team
[5] #jobsnj
[5] #womenwhocode

Top Words in Tweet in G9:
[4] best
[4] temp
[4] fastest
[4] growth
[4] particular
[4] strain
[4] grow
[4] environment
[4] find
[4] become

Top Words in Tweet in G10:
[2] very
[2] cool
[2] see
[2] faire_wholesale
[2] prominently
[2] standing
[2] along
[2] king
[2] st
[2] citykitchener

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[50] solar,panels
[33] collaborative,robot
[33] robot,uses
[33] uses,artificial
[33] artificial,intelligence
[33] intelligence,help
[33] help,humans
[33] humans,recycle
[33] recycle,more
[33] more,efficiently

Top Word Pairs in Tweet in G1:
[26] collaborative,robot
[26] robot,uses
[26] uses,artificial
[26] artificial,intelligence
[26] intelligence,help
[26] help,humans
[26] humans,recycle
[26] recycle,more
[26] more,efficiently
[26] efficiently,reliably

Top Word Pairs in Tweet in G2:
[46] solar,panels
[23] paint,solar
[23] panels,lighter
[23] lighter,more
[23] more,flexible
[23] flexible,less
[23] less,expensive
[23] expensive,organic
[23] organic,solar
[23] solar,ink

Top Word Pairs in Tweet in G3:
[13] six,wheel
[13] wheel,drive
[13] drive,wheelchair
[13] wheelchair,helps
[13] helps,disabled
[13] disabled,conquer
[13] conquer,terrains
[13] terrains,go
[13] go,road
[13] road,#techthatmatters

Top Word Pairs in Tweet in G4:
[22] boat's,buoyant
[22] buoyant,superstructure
[22] superstructure,self
[22] self,right
[22] right,itself
[22] itself,gets
[22] gets,capsized
[22] capsized,called
[22] called,'thunder
[22] 'thunder,child'

Top Word Pairs in Tweet in G5:
[5] thanks,feature
[5] feature,adamdanyal
[5] adamdanyal,#techthatmatters
[2] solar,panels

Top Word Pairs in Tweet in G6:
[2] zijn,start
[2] start,energieke
[2] energieke,kick
[2] kick,'dwarslaesie
[2] 'dwarslaesie,project'
[2] project',#techthatmatters
[2] #techthatmatters,#zorginnovatie
[2] #zorginnovatie,dehoogstraat
[2] dehoogstraat,zonmw
[2] zonmw,dwarslaesieorgn

Top Word Pairs in Tweet in G7:
[3] kawing,innovations
[2] #techforgood,#techthatmatters
[2] #techthatmatters,#medtech
[2] control,health
[2] innovations,inc
[2] ai,first

Top Word Pairs in Tweet in G8:
[5] #nowhiring,#techjobs
[5] #techjobs,njoit
[5] njoit,apply
[5] apply,today
[5] today,career
[5] career,#technj
[5] #technj,team
[5] team,#jobsnj
[5] #jobsnj,#womenwhocode
[5] #womenwhocode,#womenintech

Top Word Pairs in Tweet in G9:
[4] best,temp
[4] temp,fastest
[4] fastest,growth
[4] growth,particular
[4] particular,strain
[4] strain,grow
[4] grow,environment
[4] environment,find
[4] find,become
[4] become,elite

Top Word Pairs in Tweet in G10:
[2] very,cool
[2] cool,see
[2] see,faire_wholesale
[2] faire_wholesale,prominently
[2] prominently,standing
[2] standing,along
[2] along,king
[2] king,st
[2] st,citykitchener
[2] citykitchener,city

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@bhs_equip
@safehavenmarine
@uni_newcastle
@dendrasystems
@adamdanyal
@njoit
@hatcats
@flowhive
@faire_wholesale
@citykitchener

Top Mentioned in G1:
@bhs_equip

Top Mentioned in G2:
@uni_newcastle
@bhs_equip
@hatcats
@safehavenmarine

Top Mentioned in G3:
@dendrasystems
@safehavenmarine
@flowhive
@bhs_equip
@uni_newcastle

Top Mentioned in G4:
@safehavenmarine
@bhs_equip
@flowhive

Top Mentioned in G5:
@adamdanyal
@bhs_equip
@uni_newcastle

Top Mentioned in G6:
@dehoogstraat
@zonmw
@dwarslaesieorgn
@klaas66710786

Top Mentioned in G8:
@njoit

Top Mentioned in G10:
@faire_wholesale
@citykitchener

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ecodaren
@femtech_
@about_di
@corruptpunjab
@phosphoria31
@cybersecurityn8
@womencodersbot
@joseenpeco
@scoshield

Top Tweeters in G1:
@about_di
@alephedu
@otrasenda_ac
@iinqpe
@caranet
@sauti_ya254
@celty3q
@agustin_aviles
@paulvillegas199
@4ndres

Top Tweeters in G2:
@ecodaren
@joseenpeco
@addor171
@cellbell9505
@pasq
@uni_newcastle
@aqua2webs
@thefaystudio
@ghellermp
@rilang13rear

Top Tweeters in G3:
@sectest9
@corruptpunjab
@phosphoria31
@cybersecurityn8
@scoshield
@iarlabyrne
@ssmehta1758
@notbatmanyet
@acewhitehouse1
@nomi12477

Top Tweeters in G4:
@metoscm
@shahprateek939
@manccommunities
@mr_chikwekwe
@sk27ms1
@venezuela_peace
@smanian11
@livefreelvelong
@proudtenant
@marspec_engine

Top Tweeters in G5:
@666ros666
@nikkiegp
@usatechguide
@adamdanyal
@paulmuncey59
@whill_us
@cheelcare

Top Tweeters in G6:
@revalidatie_nl
@zonmw
@dehoogstraat
@dwarslaesieorgn
@holomoves
@klaas66710786

Top Tweeters in G7:
@amadurell
@ubiquityu
@marlowind
@siriuspoint
@dreamincolorco
@kawing_ph

Top Tweeters in G8:
@femtech_
@womencodersbot
@learn__together
@njoit

Top Tweeters in G9:
@e_nterdiscipl
@agronomy_
@travisconsults
@trellatech

Top Tweeters in G10:
@citykitchener
@instantautograp
@wredc_tony
@faire_wholesale