datacommunitydc, Twitter, 4/8/2021 5:03:11 PM, 252329


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datacommunitydc_2021-04-07_22-50-41.xlsx
datacommunitydc_2021-04-07_22-50-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 08, 2021
Short Description:
datacommunitydc via NodeXL https://bit.ly/3t2s6wW
@datacommunitydc
@thos_jones
@apachepinot
@discdiver
@sorishapragyan
@seanmgonzalez
@tlberg
@notfakebrendan
@datadrivenangel
@karinwolok

Top hashtags:
#apachekafka
#apachepinot
#datascience
#datadc
#dctech

Description:
Description
The graph represents a network of 52 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 Thursday, 08 April 2021 at 05:50 UTC.

The requested start date was Tuesday, 06 April 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 81-day, 23-hour, 11-minute period from Wednesday, 13 January 2021 at 20:02 UTC to Monday, 05 April 2021 at 19:13 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 : 52
Unique Edges : 75
Edges With Duplicates : 145
Total Edges : 220
Number of Edge Types : 5
Retweet : 35
MentionsInRetweet : 69
Mentions : 98
Replies to : 13
Tweet : 5
Self-Loops : 5
Reciprocated Vertex Pair Ratio : 0.0964912280701754
Reciprocated Edge Ratio : 0.176
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 52
Maximum Edges in a Connected Component : 220
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.511095
Graph Density : 0.0471342383107089
Modularity : 0.282087
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 52 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 Thursday, 08 April 2021 at 05:50 UTC.

The requested start date was Tuesday, 06 April 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 81-day, 23-hour, 11-minute period from Wednesday, 13 January 2021 at 20:02 UTC to Monday, 05 April 2021 at 19:13 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:
[2] https://www.meetup.com/DataOpsDC/events/276876078/
[2] https://twitter.com/thos_jones/status/1352393941262475269
[2] https://www.meetup.com/Data-Science-DC/events/275683778/
[1] https://www.meetup.com/Data-Science-DC/events/276894298/
[1] https://twitter.com/SnorkelAI/status/1374409245257392141
[1] https://www.meetup.com/Statistical-Seminars-DC/events/276673426/
[1] https://www.eventbrite.com/e/leadin-group-centered-leadership-workshop-tickets-144769588737
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4238237?e=3ed83e8b75
[1] https://www.meetup.com/apache-pinot/events/275704223
[1] http://rarible.com/token/0x60f80121c31a0d46b5279700f9df786054aa5ee5:100297:0x1b1dd56b7951ea9e5b7e6b6873b5f0738e55d273?tab=details

Top URLs in Tweet in G1:
[2] https://twitter.com/thos_jones/status/1352393941262475269
[1] https://www.meetup.com/Data-Science-DC/events/275683778/
[1] https://www.meetup.com/apache-pinot/events/275704223

Top URLs in Tweet in G2:
[1] https://twitter.com/SnorkelAI/status/1374409245257392141
[1] https://twitter.com/DataVizDC/status/1349765556216455171
[1] https://www.meetup.com/Data-Science-DC/events/276164693/
[1] https://www.meetup.com/Statistical-Seminars-DC/events/277059057
[1] https://www.meetup.com/DataOpsDC/events/276876078/
[1] https://www.meetup.com/Statistical-Seminars-DC/events/276673426/
[1] https://www.eventbrite.com/e/leadin-group-centered-leadership-workshop-tickets-144769588737
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4238237?e=3ed83e8b75
[1] http://rarible.com/token/0x60f80121c31a0d46b5279700f9df786054aa5ee5:100297:0x1b1dd56b7951ea9e5b7e6b6873b5f0738e55d273?tab=details

Top URLs in Tweet in G4:
[1] https://www.meetup.com/DataOpsDC/events/276876078/
[1] https://www.meetup.com/Data-Science-DC/events/276894298/

Top URLs in Tweet in G5:
[1] https://www.meetup.com/Data-Science-DC/events/275683778/

Top Domains
Top Domains in Tweet in Entire Graph:
[9] meetup.com
[4] twitter.com
[1] eventbrite.com
[1] mailchi.mp
[1] rarible.com

Top Domains in Tweet in G1:
[2] twitter.com
[2] meetup.com

Top Domains in Tweet in G2:
[4] meetup.com
[2] twitter.com
[1] eventbrite.com
[1] mailchi.mp
[1] rarible.com

Top Domains in Tweet in G4:
[2] meetup.com

Top Domains in Tweet in G5:
[1] meetup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] apachekafka
[15] apachepinot
[7] datascience
[4] datadc
[3] dctech
[2] dataengineering
[2] dataweekdc
[1] machinelearning
[1] datafam
[1] dataops



Top Hashtags in Tweet in G1:
[11] apachekafka
[11] apachepinot
[1] datadc
[1] datascience
[1] realtimeanalytics
[1] kafka
[1] pinot

Top Hashtags in Tweet in G2:
[5] datascience
[2] dataweekdc
[1] apachekafka
[1] apachepinot
[1] dataengineering
[1] dctech
[1] nlp
[1] rstats
[1] dataops
[1] devops

Top Hashtags in Tweet in G3:
[1] apachekafka
[1] apachepinot
[1] datadc
[1] abm

Top Hashtags in Tweet in G5:
[2] datadc
[2] dctech
[2] apachekafka
[2] apachepinot
[1] datascience
[1] dataengineering
[1] analytics
[1] tbt

Top Words
Top Words in Tweet in Entire Graph:
[33] datacommunitydc
[23] data
[23] using
[23] time
[23] analytics
[19] meetup
[18] dc
[16] thos_jones
[16] miss
[16] presentation

Top Words in Tweet in G1:
[15] using
[15] time
[15] analytics
[11] #apachekafka
[11] #apachepinot
[11] miss
[11] presentation
[9] apachepinot
[8] learn
[7] discdiver

Top Words in Tweet in G2:
[8] data
[7] 2021
[5] #datascience
[5] datacommunitydc
[4] 10
[4] dc
[3] live
[3] work
[3] thank
[2] learn

Top Words in Tweet in G3:
[12] text
[12] mining
[9] datacommunitydc
[9] thos_jones
[8] dc
[8] washstat
[8] dcnlp
[7] data
[7] science
[7] interest

Top Words in Tweet in G4:
[6] datacommunitydc
[5] data
[4] meetup
[3] 3p
[3] pt
[3] 6p
[3] hosted
[3] snorkel
[3] ai
[3] dc

Top Words in Tweet in G5:
[8] datacommunitydc
[6] meetup
[5] using
[5] time
[5] analytics
[5] apachepinot
[5] discdiver
[4] pinot
[3] data
[3] thos_jones

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15] using,#apachekafka
[15] #apachekafka,#apachepinot
[15] #apachepinot,time
[15] time,analytics
[15] analytics,miss
[11] data,science
[11] science,dc
[11] learn,using
[11] miss,presentation
[10] apachepinot,learn

Top Word Pairs in Tweet in G1:
[11] using,#apachekafka
[11] #apachekafka,#apachepinot
[11] #apachepinot,time
[11] time,analytics
[11] analytics,miss
[8] learn,using
[8] miss,presentation
[7] apachepinot,learn
[7] presentation,tlberg
[4] tlberglund,nehapawar18

Top Word Pairs in Tweet in G2:
[2] #dataweekdc,2021
[2] 2021,save
[2] save,date
[2] date,10
[2] 10,october
[2] october,2021
[2] 2021,planning
[2] planning,contemplating
[2] contemplating,hosting
[2] hosting,data

Top Word Pairs in Tweet in G3:
[8] datacommunitydc,washstat
[8] washstat,dcnlp
[7] data,science
[7] science,dc
[7] amstatnews,datacommunitydc
[6] watching,text
[6] text,mining
[6] mining,music
[6] music,mining
[6] mining,data

Top Word Pairs in Tweet in G4:
[3] 3p,pt
[3] pt,6p
[2] join,tomorrow
[2] tomorrow,3p
[2] 6p,dataopsdc
[2] dataopsdc,online
[2] online,meetup
[2] meetup,hosted
[2] hosted,datacommunitydc
[2] datacommunitydc,henryehrenberg

Top Word Pairs in Tweet in G5:
[3] check,meetup
[3] meetup,hosting
[3] hosting,tomorrow
[3] tomorrow,thursday
[3] thursday,using
[3] using,kafka
[3] kafka,pinot
[3] pinot,time
[3] time,user
[3] user,facing

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@apachepinot
@discdiver
@amstatnews
@thos_jones
@tlberg
@tlberglund
@washstat
@dcnlp
@snorkelai

Top Mentioned in G1:
@apachepinot
@discdiver
@tlberglund
@tlberg
@datacommunitydc
@nehapawar18
@thos_jones
@margandur
@chinmaysoman
@karinwolok

Top Mentioned in G2:
@datacommunitydc
@snorkelai
@apachepinot
@tlberg
@sorishapragyan
@bpbartholomew
@banjtheman
@mikejadoo
@eventbritela
@leadincommunity

Top Mentioned in G3:
@amstatnews
@datacommunitydc
@washstat
@dcnlp
@thos_jones
@discdiver
@snorkelai
@paroma_varma
@greenbacker
@apachepinot

Top Mentioned in G4:
@datacommunitydc
@snorkelai
@henryehrenberg
@paroma_varma
@mariobaldassari
@discdiver
@greenbacker
@thos_jones

Top Mentioned in G5:
@datacommunitydc
@apachepinot
@discdiver
@datasciencedc
@thos_jones
@datavizdc
@tlberglund
@snorkelai
@paroma_varma
@greenbacker

Top Tweeters
Top Tweeters in Entire Graph:
@epuujee
@datasciencebot_
@sorishapragyan
@eventbritela
@tlberglund
@sethgrimes
@greenbacker
@grimalkina
@amstatnews
@datacommunitydc

Top Tweeters in G1:
@epuujee
@datasciencebot_
@hanochrizz
@confluentinc
@loicmdivad
@karinwolok
@dalavoie
@apachepinot
@chinmaysoman
@phillytechblog

Top Tweeters in G2:
@sorishapragyan
@eventbritela
@datacommunitydc
@prukalpa
@adamrossnelson
@seanmgonzalez
@bpbartholomew
@vanarman
@atlanhq
@leadincommunity

Top Tweeters in G3:
@sethgrimes
@amstatnews
@md_harris
@brsepulvado
@thos_jones
@stephenhky
@washstat
@dcnlp
@nlpxing

Top Tweeters in G4:
@greenbacker
@grimalkina
@datadrivenangel
@mariobaldassari
@hiromuhota
@paroma_varma
@snorkelai
@henryehrenberg

Top Tweeters in G5:
@tlberglund
@notfakebrendan
@adibr
@kishorebytes
@discdiver
@datavizdc
@datasciencedc
@nehapawar