#data4good, Twitter, 11/4/2020 8:28:04 AM, 239410


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#data4good_2020-11-03_07-53-31.xlsx
#data4good_2020-11-03_07-53-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 04, 2020
Short Description:
#data4good via NodeXL https://bit.ly/34UEp4C
@kirkdborne
@undesa
@salhaj
@correlaid
@biscorecard
@sallyeaves
@werobotics
@trendsinai
@ccmkazakhstan1
@thomashilbig2

Top hashtags:
#data4good
#datascience
#ai
#bigdata
#undataforum
#datascibowl
#data
#machinelearning

Description:
Description
The graph represents a network of 355 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 Tuesday, 03 November 2020 at 15:54 UTC.

The requested start date was Monday, 02 November 2020 at 01:01 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 13-day, 19-hour, 28-minute period from Monday, 19 October 2020 at 04:05 UTC to Sunday, 01 November 2020 at 23:33 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 : 355
Unique Edges : 263
Edges With Duplicates : 772
Total Edges : 1035
Number of Edge Types : 5
Tweet : 79
Retweet : 272
MentionsInRetweet : 473
Mentions : 207
Replies to : 4
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0495867768595041
Reciprocated Edge Ratio : 0.094488188976378
Connected Components : 52
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 205
Maximum Edges in a Connected Component : 779
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.084722
Graph Density : 0.00404233309461288
Modularity : 0.419895
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 355 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 Tuesday, 03 November 2020 at 15:54 UTC.

The requested start date was Monday, 02 November 2020 at 01:01 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 13-day, 19-hour, 28-minute period from Monday, 19 October 2020 at 04:05 UTC to Sunday, 01 November 2020 at 23:33 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:
[14] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[10] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[7] https://www.linkedin.com/pulse/data-360-selected-lead-google-developers-group-cloud-la-marie-smith
[6] https://www.iotworldtoday.com/2020/08/14/iot-in-utilities-market-brings-resilience-in-wake-of-covid-19-pressure/
[5] https://theiotmagazine.com/5-ways-iot-will-change-how-we-respond-to-disasters-b70eaa066661
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238244
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238925
[4] https://www.amazon.com/gp/product/1138032638/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1138032638&linkCode=as2&tag=kirkdborne-20&linkId=c7d46da14d56e38b33112402195303ce

Top URLs in Tweet in G1:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238925
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238835
[1] https://attendify.co/62RQIWV
[1] https://blog.werobotics.org/2020/09/25/zambia-flying-labs-relaunches-with-the-university-of-zambia-and-supporting-partners/?utm_content=buffer2b6d3&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] http://sdg.iisd.org/commentary/policy-briefs/sdg-implementation-and-accountability-bring-on-the-data/
[1] http://sdg.iisd.org/commentary/guest-articles/in-times-of-crisis-a-global-network-connects-data-experts-around-the-world-for-sdgs/

Top URLs in Tweet in G2:
[9] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[8] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[5] https://www.iotworldtoday.com/2020/08/14/iot-in-utilities-market-brings-resilience-in-wake-of-covid-19-pressure/
[3] https://www.nextgov.com/emerging-tech/2019/12/pentagon-wants-ai-driven-drone-swarms-search-and-rescue-ops/162113/
[3] https://theiotmagazine.com/5-ways-iot-will-change-how-we-respond-to-disasters-b70eaa066661
[3] https://www.iotworldtoday.com/2019/06/25/improving-transportation-infrastructure-management-with-iot/
[2] https://www.amazon.com/gp/product/1138032638/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1138032638&linkCode=as2&tag=kirkdborne-20&linkId=c7d46da14d56e38b33112402195303ce
[1] https://dy.si/oeydWg
[1] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[1] https://engage.bah.com/Article/Redirect/61ec565f-59d3-4655-a44d-1bf06ea215e5?uc=30185&g=1b883bed-2283-4fb2-9bdf-492cc2c0a25a&f=179705

Top URLs in Tweet in G3:
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[7] https://www.linkedin.com/pulse/data-360-selected-lead-google-developers-group-cloud-la-marie-smith
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238244
[4] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[2] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[1] https://www.linkedin.com/slink?code=gpPS-Dq
[1] https://phys.org/news/2020-10-big-machine-asian-reforestation-successes.html
[1] https://twitter.com/FmFrancoise/status/1320837252495429632
[1] https://theiotmagazine.com/5-ways-iot-will-change-how-we-respond-to-disasters-b70eaa066661

Top URLs in Tweet in G4:
[1] http://intinyurl.com/yxpxl54h
[1] https://twitter.com/psb_dc/status/1321753711589396480
[1] https://twitter.com/litterati/status/1311943811065688064
[1] https://www.linkedin.com/slink?code=d4WyAUd
[1] http://varsitytutors.pxf.io/c/27795/321973/4893?subId1=kh25jma0vi0002cl03gs6&u=https%3A%2F%2Fwww.varsitytutors.com%2Fcourses%2Fstar-thoughtspot%2Fdp%2Fa6b3b268-ab74-4035-a2f3-4125cc6b5aef
[1] https://twitter.com/data4blacklives/status/1301249539010113540
[1] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[1] https://hopin.to/events/dssg-summit-week-3
[1] https://www.youtube.com/watch?v=DQk3Op_U6w8&feature=youtu.be

[1] https://www.youtube.com/watch?v=hlCuucN-r9U&feature=youtu.be


Top URLs in Tweet in G5:
[2] https://correlaid.org/en/events/2020-11/correlcon/
[1] https://twitter.com/jj_mllr/status/1319280513291411457

Top URLs in Tweet in G6:
[1] https://hopin.to/events/dssg-summit-week-3
[1] https://twitter.com/NFTIAfrica/status/1318471382385201153
[1] http://www.changemag-diinsider.com/blog/digital-surveillance-in-covid-19-a-boon-or-a-bane
[1] https://twitter.com/antonioguterres/status/1318354998858862592
[1] https://twitter.com/rashiq/status/1319346264992026624
[1] https://twitter.com/dearthafrica/status/1319534263172255744
[1] https://twitter.com/gefoerster/status/1319591159480594434
[1] https://whova.com/xems/apis/opengraph_redirector/7JCdpRHblJiOikEIh1GIzBXZhtWaudGIhRHIEFGdhByQv5GIMFEIyAjMwICLiMHahJXZfVncsJiOigGd0B3c68yL3h2b2FmLj9WbvUWbiVGZkVGZvMHclF2alJ3LkFGdhN2XyAjMwADOvEjMzUTMyMTOvICLiMHahJXZfBXajRXdyVmI6ICa0RHczpzLvQWMrVWd0hWe1MHO2MGOuMGbvVHZmJ3buRnLuVGdvMHdhRXaj9SZtN3L1BHbvFGZvkWbn9Cbu9CM5UTZ3I2MhZjZ2EjNyYGZ5MzY3YmNhV2MidzN4QmN14iawV2ZiwiI0lHclJiOicXZiNXa0VmIsICZlN3YiojITVWZg02byVGIoVmclJSf/
[1] https://www.linkedin.com/slink?code=ezgFjCu
[1] https://www.linkedin.com/posts/akhooli_community-network-data-economy-in-arab-activity-6726856395926327296--GOQ

Top URLs in Tweet in G7:
[3] https://blog.werobotics.org/2020/09/25/zambia-flying-labs-relaunches-with-the-university-of-zambia-and-supporting-partners/?utm_content=buffer2b6d3&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://blog.werobotics.org/2020/10/15/shifting-the-power-how-the-rules-of-play-written-in-the-global-north-exclude-the-global-south/?utm_content=buffer91ef5&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://werobotics.org/wp-content/uploads/2020/09/Job-Description-Communications-Intern-for-Flying-Labs.pdf?utm_content=buffer6de4f&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://blog.werobotics.org/2020/10/15/shifting-the-power-how-the-rules-of-play-written-in-the-global-north-exclude-the-global-south/?utm_content=bufferf377d&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://twitter.com/WeRobotics/status/1319171784466456578

Top URLs in Tweet in G8:
[1] https://twitter.com/InnoJustice/status/1320998980856197121

Top URLs in Tweet in G9:
[1] https://twitter.com/StateCDONetwork/status/1322177396351602694

Top URLs in Tweet in G10:
[1] https://twitter.com/undesa/status/1318235466496356358
[1] https://twitter.com/iisd_sdgs/status/1318164493613125632

Top Domains
Top Domains in Tweet in Entire Graph:
[35] nodexlgraphgallery.org
[33] linkedin.com
[29] twitter.com
[16] bah.com
[12] sas.com
[9] iotworldtoday.com
[7] dy.si
[7] werobotics.org
[6] youtube.com
[5] theiotmagazine.com

Top Domains in Tweet in G1:
[6] nodexlgraphgallery.org
[2] iisd.org
[1] attendify.co
[1] werobotics.org

Top Domains in Tweet in G2:
[11] bah.com
[10] sas.com
[8] iotworldtoday.com
[3] nextgov.com
[3] theiotmagazine.com
[2] amazon.com
[1] dy.si
[1] mdpi.com
[1] westerndigital.com
[1] youtube.com

Top Domains in Tweet in G3:
[29] nodexlgraphgallery.org
[8] linkedin.com
[4] bah.com
[2] sas.com
[1] phys.org
[1] twitter.com
[1] theiotmagazine.com
[1] amazon.com
[1] iotworldtoday.com
[1] ukauthority.com

Top Domains in Tweet in G4:
[4] twitter.com
[2] youtube.com
[1] intinyurl.com
[1] linkedin.com
[1] pxf.io
[1] bah.com
[1] hopin.to
[1] github.com
[1] amazon.com

Top Domains in Tweet in G5:
[2] correlaid.org
[1] twitter.com

Top Domains in Tweet in G6:
[21] linkedin.com
[6] twitter.com
[1] hopin.to
[1] changemag-diinsider.com
[1] whova.com
[1] youtu.be
[1] octave.io
[1] financialpost.com

Top Domains in Tweet in G7:
[6] werobotics.org
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[221] data4good
[87] datascience
[75] ai
[50] bigdata
[47] undataforum
[36] datascibowl
[35] data
[34] machinelearning
[31] iot
[28] analytics



Top Hashtags in Tweet in G1:
[33] undataforum
[13] data4good
[5] data
[5] sdgs
[3] datascience
[3] ai
[3] dssgsummit
[3] healthcare
[3] analytics
[3] bigdata

Top Hashtags in Tweet in G2:
[30] datascience
[29] ai
[26] bigdata
[26] data4good
[15] machinelearning
[15] iot
[15] iotpl
[14] iiot
[11] analytics
[10] healthcare

Top Hashtags in Tweet in G3:
[35] datascibowl
[26] ai
[19] data4good
[19] datascience
[16] bigdata
[13] sustainability
[9] machinelearning
[9] iot
[8] innovation
[5] analytics

Top Hashtags in Tweet in G4:
[19] data4good
[13] dssgsummit
[9] datascience
[9] socialgood
[8] summit
[7] data
[5] analytics
[3] ai
[2] bigdata
[2] competition

Top Hashtags in Tweet in G5:
[15] data4good
[13] datascience
[1] citizenscience
[1] opensource

Top Hashtags in Tweet in G6:
[26] data4good
[11] tedtalks
[10] positiveness
[9] evolution
[9] karma
[9] kindness
[9] joyful
[8] payitforward
[7] policy
[7] honesty

Top Hashtags in Tweet in G7:
[12] storytelling
[8] data4good
[8] techforgood
[2] flyinglabs

Top Hashtags in Tweet in G8:
[11] dataartistry4mentalhealth
[6] data4good
[4] art
[2] data
[2] design
[1] mentalhealthawareness
[1] artists
[1] designers
[1] justicedashboard

Top Hashtags in Tweet in G9:
[2] cdo
[1] data
[1] data4good

Top Hashtags in Tweet in G10:
[11] undataforum
[10] 世界統計の日
[9] 統計
[7] sdgs
[7] data4good

Top Words
Top Words in Tweet in Entire Graph:
[221] #data4good
[141] data
[87] #datascience
[83] kirkdborne
[75] #ai
[58] join
[50] #bigdata
[49] fmfrancoise
[47] #undataforum
[46] world

Top Words in Tweet in G1:
[35] data
[34] undesa
[33] #undataforum
[30] global
[29] kicked
[29] today
[29] everywhere
[29] wherever
[29] world
[29] join

Top Words in Tweet in G2:
[30] #datascience
[30] kirkdborne
[29] #ai
[26] #bigdata
[26] #data4good
[15] #machinelearning
[15] #iot
[15] #iotpl
[14] #iiot
[12] power

Top Words in Tweet in G3:
[49] fmfrancoise
[43] kirkdborne
[35] #datascibowl
[29] rubiscape
[29] cloudpreacher
[29] chidambara09
[26] #ai
[25] nodexl
[20] how_sust
[19] #data4good

Top Words in Tweet in G4:
[19] #data4good
[13] #dssgsummit
[10] data
[9] #datascience
[9] #socialgood
[8] #summit
[7] #data
[6] thoughtspot
[5] #analytics
[5] biscorecard

Top Words in Tweet in G5:
[26] correlaid
[15] #data4good
[13] excited
[13] announce
[13] registrations
[13] yearly
[13] conference
[13] 11
[13] 2020
[13] open

Top Words in Tweet in G6:
[26] #data4good
[11] #tedtalks
[10] #positiveness
[9] #evolution
[9] #karma
[9] #kindness
[9] #joyful
[9] #
[8] #payitforward
[7] #policy

Top Words in Tweet in G7:
[13] flying
[13] labs
[12] #storytelling
[12] werobotics
[11] know
[10] looking
[10] communications
[10] intern
[10] someone
[10] excels

Top Words in Tweet in G8:
[15] mental
[14] pollicyorg
[13] team
[12] creatives
[11] #dataartistry4mentalhealth
[10] meeting
[9] health
[8] awareness
[8] lockdown
[6] project

Top Words in Tweet in G9:
[2] without
[2] support
[2] public
[2] sector
[2] #cdo
[2] friends
[2] allies
[2] tkleykamp
[2] drewmingl
[2] joybonaguro

Top Words in Tweet in G10:
[13] kaorunemoto
[11] #undataforum
[10] #世界統計の日
[9] 今日は
[9] 世界の
[9] #統計
[9] 関係者にとって5年に一度の記念日です
[9] バーチャルで開催中の
[9] は
[9] 世界最大のデータ関連のイベント

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[31] nodexl,kirkdborne
[30] #undataforum,kicked
[30] kicked,today
[30] today,everywhere
[30] everywhere,wherever
[30] wherever,world
[30] world,join
[30] join,year's
[30] year's,largest
[30] largest,global

Top Word Pairs in Tweet in G1:
[29] #undataforum,kicked
[29] kicked,today
[29] today,everywhere
[29] everywhere,wherever
[29] wherever,world
[29] world,join
[29] join,year's
[29] year's,largest
[29] largest,global
[29] global,data

Top Word Pairs in Tweet in G2:
[17] #bigdata,#datascience
[14] #iiot,#iotpl
[10] #datascience,#data4good
[9] wisconsin,utility
[9] utility,turns
[9] turns,#ai
[9] #ai,reduce
[9] reduce,wasted
[9] wasted,power
[9] power,#bigdata

Top Word Pairs in Tweet in G3:
[29] kirkdborne,rubiscape
[29] rubiscape,cloudpreacher
[29] cloudpreacher,chidambara09
[29] chidambara09,fmfrancoise
[25] #datascibowl,nodexl
[25] nodexl,kirkdborne
[20] fmfrancoise,#datascibowl
[20] fmfrancoise,how_sust
[7] #bigdata,#datascience
[7] big,data

Top Word Pairs in Tweet in G4:
[5] #data,#analytics
[4] #socialgood,#data4good
[4] dssgpt,#dssgsummit
[3] discovered,great
[3] great,#data4good
[3] #data4good,org
[3] org,nice
[3] nice,work
[3] work,jeffkirschner
[3] jeffkirschner,using

Top Word Pairs in Tweet in G5:
[13] excited,announce
[13] announce,registrations
[13] registrations,yearly
[13] yearly,correlaid
[13] correlaid,conference
[13] conference,11
[13] 11,2020
[13] 2020,open
[13] open,great
[13] great,speakers

Top Word Pairs in Tweet in G6:
[5] #,#policy
[4] #policy,#data4good
[4] #karma,#kindness
[4] #kindness,#joyful
[4] #data4good,#tedtalks
[3] #data4good,#positiveness
[3] #positiveness,#tedtalks
[3] #evolution,#karma
[3] #joyful,#honesty
[3] #tedtalks,#positiveness

Top Word Pairs in Tweet in G7:
[13] flying,labs
[10] looking,communications
[10] communications,intern
[10] intern,flying
[10] labs,someone
[10] someone,know
[10] know,excels
[10] excels,digital
[10] digital,#storytelling
[9] werobotics,looking

Top Word Pairs in Tweet in G8:
[9] mental,health
[7] pollicyorg,team
[6] spike,mental
[6] mental,breakdown
[6] breakdown,country
[6] country,covid
[6] covid,19
[6] 19,lockdown
[5] awareness,project
[5] #dataartistry4mentalhealth,awareness

Top Word Pairs in Tweet in G9:
[2] without,support
[2] support,public
[2] public,sector
[2] sector,#cdo
[2] #cdo,friends
[2] friends,allies
[2] allies,tkleykamp
[2] tkleykamp,drewmingl
[2] drewmingl,joybonaguro

Top Word Pairs in Tweet in G10:
[9] 今日は,#世界統計の日
[9] #世界統計の日,世界の
[9] 世界の,#統計
[9] #統計,関係者にとって5年に一度の記念日です
[9] 関係者にとって5年に一度の記念日です,バーチャルで開催中の
[9] バーチャルで開催中の,#undataforum
[9] #undataforum,は
[9] は,世界最大のデータ関連のイベント
[9] 世界最大のデータ関連のイベント,どなたでも参加可能
[9] どなたでも参加可能,最先端のデータ関連の議論に触れてみませんか

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@undataforum
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