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datacommunitydc_2021-10-11_22-56-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
datacommunitydc via NodeXL https://bit.ly/3p8xeRd
@datacommunitydc
@discdiver
@sorishapragyan
@p_g_bernard
@cjsaysthis
@allitorban
@developerbot_v1
@datadrivenangel
@mathematicanow
@omanojkumar

Top hashtags:
#dataweekdc
#datascience
#data
#hopsworks
#featurestore
#va

Description:
Description
The graph represents a network of 55 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, 12 October 2021 at 05:56 UTC.

The requested start date was Tuesday, 12 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 68-day, 23-hour, 44-minute period from Monday, 02 August 2021 at 22:33 UTC to Sunday, 10 October 2021 at 22:18 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 : 55
Unique Edges : 55
Edges With Duplicates : 104
Total Edges : 159
Number of Edge Types : 5
Retweet : 35
MentionsInRetweet : 54
Mentions : 51
Replies to : 1
Tweet : 18
Self-Loops : 19
Reciprocated Vertex Pair Ratio : 0.0886075949367089
Reciprocated Edge Ratio : 0.162790697674419
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 159
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.913058
Graph Density : 0.028956228956229
Modularity : 0.360369
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 55 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, 12 October 2021 at 05:56 UTC.

The requested start date was Tuesday, 12 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 68-day, 23-hour, 44-minute period from Monday, 02 August 2021 at 22:33 UTC to Sunday, 10 October 2021 at 22:18 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 : 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:
[9] https://www.dataweekdc.com/
[3] https://www.dataweekdc.com/event-calendar
[2] https://www.meetup.com/Data-Visualization-DC/events/278615312/
[2] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248586
[2] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248594
[1] https://twitter.com/stanley_h_chan/status/1446674786898300930
[1] https://twitter.com/KomakFoundation/status/1444824675348099084
[1] https://www.eventbrite.com/e/equity-in-the-age-of-covid-a-mathematica-data-week-dc-data-dive-tickets-181212650917
[1] https://twitter.com/MathematicaNow/status/1445921778887536640
[1] https://www.meetup.com/Data-Visualization-DC/events/278615312

Top URLs in Tweet in G1:
[2] https://www.dataweekdc.com/
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248586

Top URLs in Tweet in G2:
[5] https://www.dataweekdc.com/
[2] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248594
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248586
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248590
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248598
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248602
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248606
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248610
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=1955608c9b
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248618

Top URLs in Tweet in G3:
[1] https://twitter.com/stanley_h_chan/status/1446674786898300930
[1] https://twitter.com/KomakFoundation/status/1444824675348099084

Top URLs in Tweet in G4:
[1] https://www.meetup.com/Data-Visualization-DC/events/278615312/
[1] https://www.dataweekdc.com/event-calendar
[1] https://www.dataweekdc.com/producing-an-event
[1] https://www.dataweekdc.com/

Top URLs in Tweet in G5:
[2] https://www.dataweekdc.com/event-calendar
[1] https://www.dataweekdc.com/
[1] https://www.meetup.com/Data-Visualization-DC/events/278615312

Top URLs in Tweet in G6:
[1] https://www.einnews.com/pr_news/549607752/content-streaming-producing-companies-are-integrating-blockchain-technology-artificial-intelligence-ai-technologies

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] dataweekdc
[12] datascience
[6] data
[4] hopsworks
[4] featurestore
[2] va
[2] datavisualization
[2] dataviz
[1] odiasinmlconf2021
[1] dataengineering



Top Hashtags in Tweet in G1:
[3] dataweekdc
[3] datascience
[1] machinelearning
[1] statistics

Top Hashtags in Tweet in G2:
[5] dataweekdc
[4] hopsworks
[4] featurestore
[3] datascience
[2] data
[1] datavisualization
[1] datadrivingdollardecisions
[1] mlops

Top Hashtags in Tweet in G3:
[2] va
[1] odiasinmlconf2021

Top Hashtags in Tweet in G4:
[7] dataweekdc
[3] datascience
[1] datavisualization
[1] dataviz
[1] dataengineering
[1] networking
[1] rstats
[1] dataknowledge
[1] dataethics
[1] digitalskills

Top Hashtags in Tweet in G5:
[4] data
[3] datascience
[1] dataviz

Top Hashtags in Tweet in G6:
[1] streaming
[1] blockchain

Top Words
Top Words in Tweet in Entire Graph:
[49] data
[35] dc
[22] datacommunitydc
[20] meetup
[19] event
[16] discdiver
[15] #dataweekdc
[15] science
[14] october
[14] great

Top Words in Tweet in G1:
[19] data
[16] dc
[12] science
[12] meetup
[11] discdiver
[9] great
[6] october
[6] turnout
[6] 's
[6] measuring

Top Words in Tweet in G2:
[21] data
[15] dc
[13] community
[12] newsletter
[9] datacommunitydc
[8] event
[6] august
[6] week
[5] october
[5] tomorrow

Top Words in Tweet in G3:
[2] datacommunitydc
[2] please
[2] contribute
[2] pass
[2] word
[2] drop
[2] fairfax
[2] #va
[2] amazon
[2] wishlist

Top Words in Tweet in G4:
[7] #dataweekdc
[5] today
[4] check
[4] free
[4] professional
[4] development
[4] networking
[4] events
[4] taking
[4] place

Top Words in Tweet in G5:
[7] event
[6] data
[4] transition
[4] #data
[4] career
[3] datacommunitydc
[3] #datascience
[3] imposter
[3] syndrome
[3] immunity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15] data,science
[15] science,dc
[13] data,community
[13] community,dc
[13] dc,newsletter
[9] dc,meetup
[7] great,turnout
[7] turnout,data
[7] dc,'s
[7] 's,measuring

Top Word Pairs in Tweet in G1:
[12] data,science
[12] science,dc
[6] great,turnout
[6] turnout,data
[6] dc,'s
[6] 's,measuring
[6] measuring,ml
[6] ml,metrics
[6] metrics,meetup
[6] meetup,sigopt's

Top Word Pairs in Tweet in G2:
[12] data,community
[12] community,dc
[12] dc,newsletter
[6] newsletter,august
[4] newsletter,september
[4] #dataweekdc,event
[4] check,last
[4] last,week
[4] week,datacommunitydc
[4] datacommunitydc,meetup

Top Word Pairs in Tweet in G3:
[2] please,contribute
[2] contribute,pass
[2] pass,word
[2] word,drop
[2] drop,fairfax
[2] fairfax,#va
[2] #va,amazon
[2] amazon,wishlist
[2] wishlist,well
[2] well,washprobs

Top Word Pairs in Tweet in G4:
[4] #dataweekdc,check
[4] check,free
[4] free,professional
[4] professional,development
[4] development,networking
[4] networking,events
[4] events,taking
[4] taking,place
[4] place,today
[3] cjsaysthis,#dataweekdc

Top Word Pairs in Tweet in G5:
[4] event,#data
[3] #data,#datascience
[3] #datascience,data
[3] imposter,syndrome
[3] syndrome,immunity
[3] immunity,boosts
[3] boosts,career
[2] icymi,datacommunitydc
[2] datacommunitydc,event
[2] event,afternoon

Top Replied-To
Top Replied-To in Entire Graph:
@datasciencedc

Top Replied-To in G5:
@datasciencedc

Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@discdiver
@sigopt
@adamrossnelson
@thos_jones
@jim_dowling
@datadrivenangel
@datavizdc

Top Mentioned in G1:
@discdiver
@sigopt
@datacommunitydc
@thos_jones
@prefectio
@marskar
@atallc
@datadrivenangel

Top Mentioned in G2:
@datacommunitydc
@jim_dowling
@hopsworks
@adamrossnelson
@datavizdc
@mathematicanow
@discdiver
@allitorban
@prefectio
@atallc

Top Mentioned in G3:
@datacommunitydc
@washprobs
@stanley_h_chan
@dcist
@afceadc
@dcstartupweek
@sorishapragyan
@data

Top Mentioned in G4:
@cjsaysthis
@ana
@datacommunitydc
@anantcorp
@careerconfiden2
@datavizdc
@discdiver

Top Mentioned in G5:
@datacommunitydc
@adamrossnelson
@discdiver
@sigopt
@daniellealberti
@rtkrum
@jillannebrown
@datadrivenangel

Top Mentioned in G6:
@rlingle
@datacommunitydc
@hwdomains
@akbarth3great
@pm_girl
@mrbarrybrown

Top Tweeters
Top Tweeters in Entire Graph:
@hubofml
@ml_tweet_bot
@thecuriousluke
@pm_girl
@rstatstweet
@akbarth3great
@developerbot_v1
@datasciencebot_
@omanojkumar
@rstats4ds

Top Tweeters in G1:
@hubofml
@ml_tweet_bot
@thecuriousluke
@datasciencebot_
@intel
@jlowin
@marskar
@thos_jones
@atallc
@discdiver

Top Tweeters in G2:
@adonaigautier
@mathematicanow
@mlopsbot
@datacommunitydc
@stoddrad
@jbwogan
@jim_dowling
@acmlocal
@prefectio
@hopsworks

Top Tweeters in G3:
@omanojkumar
@dcist
@sorishapragyan
@washprobs
@data
@afceadc
@dcstartupweek
@stanley_h_chan

Top Tweeters in G4:
@rstatstweet
@developerbot_v1
@rstats4ds
@anantcorp
@ana
@datavizdc
@cjsaysthis
@careerconfiden2

Top Tweeters in G5:
@rtkrum
@adamrossnelson
@allitorban
@datadrivenangel
@daniellealberti
@datasciencedc
@jillannebrown

Top Tweeters in G6:
@pm_girl
@akbarth3great
@mrbarrybrown
@rlingle
@hwdomains
@p_g_bernard


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