datacommunitydc, Twitter, 7/7/2020 11:02:25 AM, 230305


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datacommunitydc_2020-07-06_22-53-39.xlsx
datacommunitydc_2020-07-06_22-53-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 07, 2020
Short Description:
datacommunitydc via NodeXL https://bit.ly/3iBHonB
@datacommunitydc
@hirtieks
@discdiver
@scikit_yb
@cytalks
@manchesterodsc
@sorishapragyan
@racheltobac
@isacatron
@uuallan

Top hashtags:
#datadc
#yellowbrick
#cybersecurity
#cyber
#misinformation
#r
#datascience

Description:
Description
The graph represents a network of 83 Twitter users whose tweets in the requested range contained "datacommunitydc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 July 2020 at 05:53 UTC.

The requested start date was Tuesday, 07 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 4-hour, 15-minute period from Thursday, 02 April 2020 at 13:11 UTC to Saturday, 04 July 2020 at 17:27 UTC.

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 : 83
Unique Edges : 89
Edges With Duplicates : 228
Total Edges : 317
Number of Edge Types : 5
Mentions : 183
MentionsInRetweet : 87
Retweet : 35
Replies to : 7
Tweet : 5
Self-Loops : 5
Reciprocated Vertex Pair Ratio : 0.0571428571428571
Reciprocated Edge Ratio : 0.108108108108108
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 83
Maximum Edges in a Connected Component : 317
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.906082
Graph Density : 0.0217455186600059
Modularity : 0.357246
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 83 Twitter users whose tweets in the requested range contained "datacommunitydc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 July 2020 at 05:53 UTC.

The requested start date was Tuesday, 07 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 4-hour, 15-minute period from Thursday, 02 April 2020 at 13:11 UTC to Saturday, 04 July 2020 at 17:27 UTC.

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 : datacommunitydc
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://isaca-gwdc.org/event/vcw-socialeng/
[4] https://isaca-gwdc.org/event/vcw-misinformationcyber/
[3] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3999721
[2] https://insidebigdata.com/2020/04/12/thinking-about-privacy-in-the-fight-against-covid-19/
[2] https://insidebigdata.com/2020/04/08/enhancing-predictive-cognitive-computing-models-with-traditional-data-modeling/
[2] https://insidebigdata.com/2020/03/27/intel-cornell-pioneering-work-in-the-science-of-smell/
[2] https://insidebigdata.com/2020/04/10/the-good-the-bad-of-big-data-in-the-criminal-justice-system/
[2] https://insidebigdata.com/2020/04/14/data-science-is-changing-the-world-for-the-better-heres-how/
[1] http://DataOps.Next
[1] https://twitter.com/Hitachi_Latam/status/1258713427113017347

Top URLs in Tweet in G1:
[3] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3999721
[2] https://insidebigdata.com/2020/03/27/intel-cornell-pioneering-work-in-the-science-of-smell/
[2] https://insidebigdata.com/2020/04/14/data-science-is-changing-the-world-for-the-better-heres-how/
[2] https://insidebigdata.com/2020/04/10/the-good-the-bad-of-big-data-in-the-criminal-justice-system/
[2] https://insidebigdata.com/2020/04/08/enhancing-predictive-cognitive-computing-models-with-traditional-data-modeling/
[2] https://insidebigdata.com/2020/04/12/thinking-about-privacy-in-the-fight-against-covid-19/
[1] https://www.techrepublic.com/article/artificial-intelligence-is-predicting-coronavirus-outbreaks-before-they-start/?ftag=CMG-01-10aaa1b&ftag=TRE-03-10aaa6b&bhid=29003619768668068111210987327485&mid=12815612&cid=2199360034
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=5dcd5c7201
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=405767f05b
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-4009745

Top URLs in Tweet in G2:
[5] https://isaca-gwdc.org/event/vcw-socialeng/
[4] https://isaca-gwdc.org/event/vcw-misinformationcyber/
[1] https://isaca-gwdc.org/event/we-are-going-virtual-cybersecurity-workshops/2020-04-02/#.XoXj3hZq0lR
[1] https://isaca-gwdc.org/event/vcw-hs/

Top URLs in Tweet in G3:
[1] https://us02web.zoom.us/rec/play/7JQkJeyr-js3T4aWsgSDAqIsW9S_evqsgHAb8vIOy0u0BnEFNAeibuZHZeJl3gQoHfLpfgYYQgsSHlOk?startTime=1588286424000&_x_zm_rtaid=RfRxKNiETJakiQz406LGsw.1589432698610.db40e53a9eaf5943e0d40968c4941e5b&_x_zm_rhtaid=960
[1] https://twitter.com/scikit_yb/status/1254451149039636483
[1] https://www.meetup.com/DataOpsDC/events/270482126/
[1] https://twitter.com/PremaRoman/status/1254138771727056900

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=x_wXQSxaf98&feature=youtu.be


Top URLs in Tweet in G5:
[1] https://www.meetup.com/Data-Science-DC/events/270217358/

Top URLs in Tweet in G6:
[1] https://twitter.com/VizFSG/status/1268429199787929604
[1] http://DataOps.Next
[1] https://twitter.com/Hitachi_Latam/status/1258713427113017347

Top URLs in Tweet in G7:
[1] https://aiplus.odsc.com/courses/consume-control-and-serve-rest-apis-with-r

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] datadc
[9] yellowbrick
[6] cybersecurity
[5] cyber
[4] misinformation
[3] r
[3] datascience
[3] zoomin
[2] visualsteering
[2] why_not



Top Hashtags in Tweet in G1:
[51] datadc
[1] hackcorona

Top Hashtags in Tweet in G2:
[6] cybersecurity
[5] cyber
[4] misinformation
[1] covid19

Top Hashtags in Tweet in G3:
[9] yellowbrick
[3] zoomin
[2] datascience
[2] visualsteering
[2] why_not
[1] rockstars
[1] steering
[1] roll_the_tape
[1] tonight
[1] after_work

Top Hashtags in Tweet in G5:
[1] shiny
[1] rstats
[1] dataviz

Top Hashtags in Tweet in G7:
[3] r
[1] odsc
[1] datascience
[1] api
[1] mondaylearning

Top Words
Top Words in Tweet in Entire Graph:
[59] data
[51] #datadc
[36] insidebigdata
[35] datacommunitydc
[30] statprogdc
[27] dc
[20] datasciencedc
[15] talk
[13] 2020
[13] science

Top Words in Tweet in G1:
[51] #datadc
[44] data
[36] insidebigdata
[30] statprogdc
[20] datasciencedc
[15] datacommunitydc
[13] 2020
[10] datassist
[9] ai
[9] use

Top Words in Tweet in G2:
[11] womencyberjutsu
[10] cytalks
[8] today
[8] 12pm
[7] novasystemic
[7] isaca_gwdc
[7] datacommunitydc
[6] #cybersecurity
[5] heard
[5] racheltobac

Top Words in Tweet in G3:
[9] scikit_yb
[9] #yellowbrick
[9] meetup
[8] tonight
[7] make
[6] join
[6] 30pm
[6] learn
[6] zoom
[6] free

Top Words in Tweet in G4:
[2] block
[2] code

Top Words in Tweet in G5:
[14] dc
[7] tomorrow
[7] wednesday
[7] april
[7] 29
[7] statistical
[7] programming
[7] data
[7] science
[7] hosting

Top Words in Tweet in G6:
[4] datacommunitydc
[4] novadeeplearn
[2] leadincommunity

Top Words in Tweet in G7:
[3] great
[3] tutorial
[3] demonstrating
[3] use
[3] #r
[3] consumption
[3] control
[3] serving
[3] apis
[3] lead

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] #datadc,insidebigdata
[19] insidebigdata,statprogdc
[17] insidebigdata,datasciencedc
[13] dc,data
[11] data,science
[8] use,data
[8] today,12pm
[7] covid,19
[7] tomorrow,wednesday
[7] wednesday,april

Top Word Pairs in Tweet in G1:
[36] #datadc,insidebigdata
[19] insidebigdata,statprogdc
[17] insidebigdata,datasciencedc
[8] use,data
[7] data,community
[7] community,dc
[7] 2020,newsletter
[7] covid,19
[6] dc,april
[6] datacommunitydc,data

Top Word Pairs in Tweet in G2:
[8] today,12pm
[6] womencyberjutsu,novasystemic
[5] heard,racheltobac
[5] racheltobac,keynote
[5] keynote,mid
[5] mid,sign
[5] sign,#cyber
[5] #cyber,womencyberjutsu
[4] cytalks,heard
[4] womencyberjutsu,novasys

Top Word Pairs in Tweet in G3:
[6] join,tonight
[6] tonight,30pm
[6] 30pm,learn
[6] learn,#yellowbrick
[6] #yellowbrick,zoom
[6] zoom,free
[6] free,dc
[6] dc,data
[6] data,ops
[6] ops,meetup

Top Word Pairs in Tweet in G4:
[2] block,code

Top Word Pairs in Tweet in G5:
[7] tomorrow,wednesday
[7] wednesday,april
[7] april,29
[7] 29,statistical
[7] statistical,programming
[7] programming,dc
[7] dc,data
[7] data,science
[7] science,dc
[7] dc,hosting

Top Word Pairs in Tweet in G6:
[2] novadeeplearn,datacommunitydc

Top Word Pairs in Tweet in G7:
[3] great,tutorial
[3] tutorial,demonstrating
[3] demonstrating,use
[3] use,#r
[3] #r,consumption
[3] consumption,control
[3] control,serving
[3] serving,apis
[3] apis,lead
[3] lead,mark

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@insidebigdata
@datacommunitydc
@statprogdc
@datasciencedc
@womencyberjutsu
@datassist
@scikit_yb
@cytalks
@datavizdc
@novasystemic

Top Mentioned in G1:
@insidebigdata
@statprogdc
@datasciencedc
@datacommunitydc
@datassist
@datavizdc
@evalacademy
@data
@datafloq
@zdnet

Top Mentioned in G2:
@womencyberjutsu
@cytalks
@novasystemic
@isaca_gwdc
@datacommunitydc
@racheltobac
@novasys
@marymountu
@shoutoutloudoun
@isac

Top Mentioned in G3:
@scikit_yb
@datacommunitydc
@premaroman
@kautumn06
@numfocus
@world
@twitter

Top Mentioned in G4:
@engineeringvids
@engineers_feed
@cardboardcompy
@datascifact
@datacommunitydc
@datacommunitypl
@datanetworksint
@datasciresume
@engineeringstu

Top Mentioned in G5:
@discdiver
@datacommunitydc
@rstudio

Top Mentioned in G6:
@novadeeplearn
@datacommunitydc
@leadincommunity
@hitachi_latam
@hvfederal

Top Mentioned in G7:
@manchesterodsc
@wahalulu
@azure
@microsoft
@datacommunitydc

Top Tweeters
Top Tweeters in Entire Graph:
@reuters
@zdnet
@rstatstweet
@techrepublic
@ml_tweet_bot
@nvsdata
@techreview
@fivethirtyeight
@datafloq
@athigah

Top Tweeters in G1:
@reuters
@zdnet
@techrepublic
@techreview
@fivethirtyeight
@datafloq
@medium
@oreillymedia
@trishpaton
@dataconomymedia

Top Tweeters in G2:
@athigah
@racheltobac
@isacatron
@isac
@novacommcollege
@realbafomet
@uuallan
@womencyberjutsu
@shoutoutloudoun
@marymountu

Top Tweeters in G3:
@ml_tweet_bot
@ericschles
@twitter
@numfocus
@f_dion
@bbengfort
@world
@groupecalcul
@scikit_yb
@kautumn06

Top Tweeters in G4:
@datascifact
@engineers_feed
@datacommunitypl
@cardboardcompy
@datasciresume
@datanetworksint
@engineeringvids
@hirtieks
@engineeringstu

Top Tweeters in G5:
@rstatstweet
@rstats4ds
@_twitwork
@thos_jones
@rstudio
@discdiver
@nermil
@alexkgold

Top Tweeters in G6:
@sorishapragyan
@hitachi_latam
@hvfederal
@leadincommunity
@vizfsg
@novadeeplearn

Top Tweeters in G7:
@nvsdata
@azure
@microsoft
@wahalulu
@manchesterodsc