#data4good, Twitter, 9/6/2021 7:00:48 PM, 261334


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#data4good_2021-09-06_10-56-28.xlsx
#data4good_2021-09-06_10-56-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 06, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3n8EITa
@ume_kyd
@_m_dey
@360giving
@carlos_santiso
@caf
@fabriciosx
@datasciencebot_
@codewithtwitchi
@data4goodfest
@datakinduk

Top hashtags:
#data
#analytics
#data4good
#ai
#innovation
#datascience
#artificialintelligence

Description:
Description
The graph represents a network of 301 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 September 2021 at 17:57 UTC.

The requested start date was Monday, 06 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 19-hour, 7-minute period from Monday, 23 August 2021 at 07:45 UTC to Sunday, 05 September 2021 at 02:52 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 : 301
Unique Edges : 94
Edges With Duplicates : 1102
Total Edges : 1196
Number of Edge Types : 5
Retweet : 546
MentionsInRetweet : 509
Replies to : 3
Mentions : 69
Tweet : 69
Self-Loops : 127
Reciprocated Vertex Pair Ratio : 0.0412371134020619
Reciprocated Edge Ratio : 0.0792079207920792
Connected Components : 34
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 136
Maximum Edges in a Connected Component : 886
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.56419
Graph Density : 0.00335548172757475
Modularity : 0.238016
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 301 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 September 2021 at 17:57 UTC.

The requested start date was Monday, 06 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 19-hour, 7-minute period from Monday, 23 August 2021 at 07:45 UTC to Sunday, 05 September 2021 at 02:52 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 : GraphServerTwitterSearch
Graph Term : #data4good
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://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[4] https://www.threesixtygiving.org/policy-engagement-manager
[3] https://www.adruk.org/news-publications/news-blogs/uk-wide-network-of-safepods-levels-up-access-to-data-for-research-in-the-public-interest-441/
[2] https://twitter.com/360Giving/status/1433705545597341701
[2] https://bit.ly/3eYl7jp
[2] https://medium.com/datakinduk/using-data-for-good-with-our-digital-champions-in-rural-tanzania-ba55e263d098?source=friends_link&sk=33b071ace2437aa3db6b15f9a1bd8a17
[2] https://www.mdpi.com/2071-1050/12/8/3223/htm
[2] https://mn.gov/mmb/careers/
[2] https://www.latech4good.org/news/hopskipdrive
[1] https://twitter.com/360Giving/status/1430076412195655691

Top URLs in Tweet in G2:
[4] https://www.threesixtygiving.org/policy-engagement-manager
[2] https://twitter.com/360Giving/status/1433705545597341701
[1] https://twitter.com/360Giving/status/1430076412195655691
[1] https://www.threesixtygiving.org/about/vacancies
[1] https://data4goodfest.org.uk/notebooks-boost/

Top URLs in Tweet in G3:
[1] https://dy.si/oaFLW
[1] https://dy.si/sac9S
[1] https://dy.si/jWEX6A2
[1] https://dy.si/RTrdmk2
[1] https://dy.si/svNC5
[1] https://dy.si/qdmQGJ
[1] https://dy.si/RyMKVD
[1] https://medium.com/@cndro/how-to-upload-and-download-blobs-from-azure-blob-storage-using-python-6e5306aa7089

Top URLs in Tweet in G4:
[1] https://twitter.com/IvanMDuran/status/1433438302200385539
[1] https://www.weforum.org/agenda/2021/08/12-ways-a-human-centric-approach-to-data-can-improve-the-world/
[1] https://colaboracion.dnp.gov.co/CDT/Desarrollo%20Digital/Publicaciones/Aprovechamiento-de-datos-para-la-toma-de-decisiones-sector-publico.pdf?utm_source=publicacion&utm_medium=redes&utm_campaign=AD

Top URLs in Tweet in G5:
[1] https://dy.si/ZXQxF
[1] http://events.r20.constantcontact.com/register/event?oeidk=a07eidciy2r74c9bc20&llr=6yxgr6cab
[1] https://blogs.sas.com/content/graphicallyspeaking/2021/08/19/cary-nc-data-streetlights/?utm_source=twitter&utm_medium=social-sprinklr&utm_content=5361954404&utm_term=5361954404
[1] https://blogs.sas.com/content/graphicallyspeaking/2021/08/13/cary-nc-data-car-crashes/?utm_source=twitter&utm_medium=social-sprinklr&utm_content=5361803535&utm_term=5361803535
[1] https://blogs.sas.com/content/graphicallyspeaking/2021/08/17/cary-nc-data-fire-incidents/?utm_source=twitter&utm_medium=social-sprinklr&utm_content=5361878767&utm_term=5361878767
[1] https://twitter.com/SASsoftware/status/1433055597193220102
[1] https://blogs.sas.com/content/graphicallyspeaking/2021/08/19/cary-nc-data-streetlights/?utm_source=twitter&utm_medium=social-sprinklr&utm_content=5397884529&utm_term=5397884529

Top URLs in Tweet in G6:
[1] https://jobs.giz.de/index.php?ac=jobad&code=PmQ4fYXWGvuRL99Xou4DNMnkRvgTSyfN/DtcX621dUZsqVvgQzxcx2YzmG4DhjO1ftBg9IxvFv37JIH3lo9keLUnnMN7Wn/8
[1] https://dy.si/3Wk67R
[1] https://bit.ly/3nwTXDq
[1] https://dy.si/76w2M
[1] http://sdg.iisd.org/commentary/guest-articles/in-need-of-speed-data-can-accelerate-progress-towards-water-and-sanitation-for-all/?utm_medium=email&utm_campaign=SDG%20Weekly%20Update%20-%2026%20August%202021&utm_content=SDG%20Weekly%20Update%20-%2026%20August%202021+CID_75face67b5ac20919bc17df358418134&utm_source=cm&utm_term=Read
[1] https://www.linkedin.com/slink?code=dC_GvNtc
[1] https://careers.un.org/lbw/jobdetail.aspx?id=162162&Lang=en-US
[1] https://twitter.com/civicledger/status/1433240389629120513
[1] https://www.theguardian.com/environment/2021/sep/01/atlas-of-the-invisible-using-data-reveal-climate-crisis
[1] https://bit.ly/3eYl7jp

Top URLs in Tweet in G7:
[2] https://medium.com/datakinduk/using-data-for-good-with-our-digital-champions-in-rural-tanzania-ba55e263d098?source=friends_link&sk=33b071ace2437aa3db6b15f9a1bd8a17

Top URLs in Tweet in G8:
[1] https://www.evhn.de/hochschule/aktuelles/veranstaltungen/datenkompetenzdata-literacy-der-sozialen-arbeit

Top URLs in Tweet in G9:
[1] https://www.meetup.com/Orlando-Lady-Developers-Meetup/events/btnknsyccmbmb/
[1] https://twitter.com/rachelauryn0/status/1431359617792102400

Top URLs in Tweet in G10:
[3] https://www.adruk.org/news-publications/news-blogs/uk-wide-network-of-safepods-levels-up-access-to-data-for-research-in-the-public-interest-441/
[1] https://blogs.lse.ac.uk/impactofsocialsciences/2021/08/23/sociable-social-science-crafting-new-relationships-between-research-and-government/
[1] https://www.eventbrite.co.uk/e/childrens-health-in-care-in-scotland-chics-event-tickets-165392985873

Top Domains
Top Domains in Tweet in Entire Graph:
[13] dy.si
[10] twitter.com
[8] ukauthority.com
[5] bah.com
[5] threesixtygiving.org
[5] sas.com
[4] bit.ly
[3] medium.com
[3] adruk.org
[2] mdpi.com

Top Domains in Tweet in G2:
[5] threesixtygiving.org
[3] twitter.com
[1] org.uk

Top Domains in Tweet in G3:
[7] dy.si
[1] medium.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] weforum.org
[1] gov.co

Top Domains in Tweet in G5:
[4] sas.com
[1] dy.si
[1] constantcontact.com
[1] twitter.com

Top Domains in Tweet in G6:
[2] dy.si
[2] bit.ly
[1] giz.de
[1] iisd.org
[1] linkedin.com
[1] un.org
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G7:
[2] medium.com

Top Domains in Tweet in G8:
[1] evhn.de

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

Top Domains in Tweet in G10:
[3] adruk.org
[1] ac.uk
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[282] data
[146] analytics
[123] data4good
[58] ai
[55] innovation
[46] datascience
[40] artificialintelligence
[29] datamining
[29] regtech
[28] python



Top Hashtags in Tweet in G1:
[256] data
[142] analytics
[55] innovation
[29] regtech
[29] data4good
[28] datamining
[28] luxembourg
[27] dataanalytics
[27] distributors
[27] fund

Top Hashtags in Tweet in G2:
[9] data4good
[8] charityjobs
[7] datapolicy
[6] opendata
[5] dataethics
[3] philanthropy
[2] funding
[2] giving
[2] charity
[1] data

Top Hashtags in Tweet in G3:
[46] ai
[40] artificialintelligence
[30] datascience
[28] python
[26] 100daysofcode
[20] machinelearning
[14] bigdata
[11] data4good
[6] sustainability
[5] conservation

Top Hashtags in Tweet in G4:
[12] data4good
[11] data
[3] colombia
[1] datos
[1] dataempowered

Top Hashtags in Tweet in G5:
[7] data4good
[4] opendata
[2] health
[1] wholepersoncare
[1] bias
[1] responsibleai
[1] ethics
[1] equity
[1] data
[1] carync

Top Hashtags in Tweet in G6:
[10] data4good
[3] ai
[2] iot
[2] publicsector
[2] publicsafety
[2] streamingdata
[2] streaminganalyics
[2] azurecloud
[1] ict4ag
[1] d4ag

Top Hashtags in Tweet in G7:
[7] fgm
[2] data4good
[1] mapping

Top Hashtags in Tweet in G8:
[7] datenkompetenz
[1] sozialenarbeit
[1] sozialearbeit
[1] data4good
[1] dataliteracy

Top Hashtags in Tweet in G9:
[2] data4good
[1] womeninstem
[1] womenwhocode
[1] d4g

Top Hashtags in Tweet in G10:
[3] data4good
[2] research
[2] socialscience
[2] datascience
[1] datafirst
[1] bigdata
[1] health
[1] children
[1] data4research

Top Words
Top Words in Tweet in Entire Graph:
[442] ume_kyd
[284] #data
[164] change
[163] one
[153] perspectives
[146] #analytics
[135] make
[123] #data4good
[122] better
[120] value

Top Words in Tweet in G1:
[434] ume_kyd
[258] #data
[159] change
[155] one
[150] perspectives
[142] #analytics
[126] make
[113] sky
[112] find
[110] value

Top Words in Tweet in G2:
[36] team
[29] engagement
[27] 360giving
[27] small
[26] join
[25] hiring
[25] policy
[25] manager
[20] use
[18] re

Top Words in Tweet in G3:
[46] #ai
[40] #artificialintelligence
[39] _m_dey
[30] #datascience
[28] #python
[26] #100daysofcode
[20] #machinelearning
[17] using
[15] researchers
[15] achieve

Top Words in Tweet in G4:
[12] #data4good
[11] #data
[11] data
[9] carlos_santiso
[9] governments
[9] leverage
[9] better
[9] policies
[9] create
[9] public

Top Words in Tweet in G5:
[15] data
[7] #data4good
[5] open
[4] sassoftware
[4] sas
[4] robertallison__
[4] #opendata
[3] analyzing
[3] more
[3] many

Top Words in Tweet in G6:
[10] #data4good
[3] check
[3] #ai
[2] iot
[2] action
[2] video
[2] sas
[2] hackathon
[2] award
[2] winner

Top Words in Tweet in G7:
[7] finding
[7] drinking
[7] water
[7] tackling
[7] #fgm
[7] gender
[7] based
[7] violence
[7] introducing
[7] sustainable

Top Words in Tweet in G8:
[7] zwar
[7] hin
[7] freue
[7] online
[7] tagesseminar
[7] thema
[7] #datenkompetenz
[6] sozialewirkung
[6] #so

Top Words in Tweet in G9:
[8] emily
[7] orlandoladydevs
[5] datakind
[4] join
[4] conversation
[4] yelverton
[4] status_quotient
[2] #data4good
[2] great

Top Words in Tweet in G10:
[3] #data4good
[3] uk
[3] wide
[3] network
[3] safepods
[3] levels
[3] access
[3] data
[3] research
[3] public

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[111] make,better
[111] better,informed
[108] one,change
[100] perspectives,find
[100] find,way
[100] way,enjoy
[100] enjoy,little
[100] little,things
[100] things,life
[100] life,one

Top Word Pairs in Tweet in G1:
[107] make,better
[107] better,informed
[104] one,change
[97] perspectives,find
[97] find,way
[97] way,enjoy
[97] enjoy,little
[97] little,things
[97] things,life
[97] life,one

Top Word Pairs in Tweet in G2:
[25] policy,engagement
[25] engagement,manager
[23] hiring,policy
[23] manager,join
[18] re,hiring
[18] successful,team
[16] join,small
[16] small,successful
[16] team,use
[16] use,comms

Top Word Pairs in Tweet in G3:
[40] #artificialintelligence,#ai
[26] #ai,#datascience
[26] #datascience,#100daysofcode
[26] #100daysofcode,#python
[15] researchers,achieve
[15] achieve,improved
[15] improved,prediction
[15] prediction,indian
[15] indian,monsoon
[15] monsoon,onset

Top Word Pairs in Tweet in G4:
[9] carlos_santiso,#data4good
[9] #data4good,governments
[9] governments,leverage
[9] leverage,#data
[9] #data,better
[9] better,policies
[9] policies,data
[9] data,create
[9] create,public
[9] public,value

Top Word Pairs in Tweet in G5:
[5] open,data
[3] many,cities
[3] cities,open
[3] data,once
[3] once,download
[3] download,data
[3] data,#opendata
[3] #opendata,series
[2] discover,practical
[2] practical,applications

Top Word Pairs in Tweet in G6:
[2] iot,action
[2] action,check
[2] check,video
[2] video,sas
[2] sas,hackathon
[2] hackathon,award
[2] award,winner
[2] winner,see
[2] see,audio
[2] audio,based

Top Word Pairs in Tweet in G7:
[7] finding,drinking
[7] drinking,water
[7] water,tackling
[7] tackling,#fgm
[7] #fgm,gender
[7] gender,based
[7] based,violence
[7] violence,introducing
[7] introducing,sustainable
[7] sustainable,development

Top Word Pairs in Tweet in G8:
[7] zwar,hin
[7] hin,freue
[7] freue,online
[7] online,tagesseminar
[7] tagesseminar,thema
[7] thema,#datenkompetenz
[6] sozialewirkung,zwar
[6] #datenkompetenz,#so

Top Word Pairs in Tweet in G9:
[4] join,orlandoladydevs
[4] orlandoladydevs,conversation
[4] conversation,emily
[4] emily,yelverton
[4] yelverton,status_quotient
[4] status_quotient,datakind
[4] datakind,emily
[3] orlandoladydevs,join

Top Word Pairs in Tweet in G10:
[3] uk,wide
[3] wide,network
[3] network,safepods
[3] safepods,levels
[3] levels,access
[3] access,data
[3] data,research
[3] research,public
[3] public,interest
[2] icymi,registration

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@360giving
@tanianc
@carlos_santiso
@datakinduk
@ja
@sozialewirkung
@data4goodfest
@datakind

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@360giving
@tanianc
@jvaldinger
@data4goodfest
@franindigo
@rachelerank
@charleskeidan
@eroohi
@mariachertok
@cafrussia

Top Mentioned in G3:
@_m_dey
@ume_kyd
@llccndro

Top Mentioned in G4:
@carlos_santiso
@mintic_responde
@agendacaf
@sergiodigra
@marisabelmejia
@enrique_za
@cifuentesaura
@germanrueda
@wef
@caf

Top Mentioned in G5:
@sassoftware
@robertallison__
@rob
@hiwiites
@uclachpr

Top Mentioned in G7:
@datakinduk
@ja
@jachapman82
@rhobi15
@crowd2map
@hopeforgirlstz
@data4goodfest

Top Mentioned in G8:
@sozialewirkung
@evhnuernberg

Top Mentioned in G9:
@datakind
@orlandoladydevs
@status_quotient
@rachelauryn0

Top Mentioned in G10:
@urbanbigdata
@chics_project
@adr
@lseimpactblog
@adr_uk

Top Tweeters
Top Tweeters in Entire Graph:
@xaelbot
@thedeveloperbot
@hasscho
@norihoshiemon
@ipythonistabot
@_masumi_222
@morolswediu
@hubofml
@ml_tweet_bot
@devvibesbot

Top Tweeters in G1:
@hasscho
@norihoshiemon
@_masumi_222
@yukika337700
@abdollah1215
@pythonexpertbot
@unicornfantasy5
@merckxcycling
@monster636ninja
@ekamochan2

Top Tweeters in G2:
@willperrin
@ldodds
@naticarfi
@glenkcampbell
@nickmhalliday
@jenit
@ingridsrinath
@balgobinthinks
@alliancemag
@serahrono

Top Tweeters in G3:
@xaelbot
@thedeveloperbot
@ipythonistabot
@morolswediu
@hubofml
@ml_tweet_bot
@devvibesbot
@fabriciosx
@godfrey_g_
@_funbot

Top Tweeters in G4:
@wef
@dgomezco
@dnp_colombia
@agendacaf
@caf
@sergiodigra
@marisabelmejia
@cifuentesaura
@germanrueda
@carlos_santiso

Top Tweeters in G5:
@taizun_tapia
@sassoftware
@recipegrow
@sas_cares
@drjosh
@uclachpr
@robertallison__
@rob
@jennifergriess
@hiwiites

Top Tweeters in G6:
@andres_mleal
@pvblicf
@jdoneill
@sassoftwareie
@sas_nordic
@david_pope_
@janschje
@abu7314
@cryptoakasha
@avishan

Top Tweeters in G7:
@crowd2map
@jachapman82
@datakinduk
@innocentmaholi
@ja
@brittanzsoc
@hopeforgirlstz
@eldesouza9
@rhobi15

Top Tweeters in G8:
@sozialpr
@hendrikepe
@elkravenhouse
@mfwstrategie
@emengelhardt
@sozialewirkung
@evhnuernberg
@micsmaggie

Top Tweeters in G9:
@womencodersbot
@b0tsci
@datakind
@augustincaitlin
@orlandoladydevs
@rachelauryn0
@status_quotient

Top Tweeters in G10:
@adr
@edwardharkins
@datazifu
@lseimpactblog
@urbanbigdata
@adr_uk
@chics_project


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