datacommunitydc, Twitter, 6/23/2021 4:44:54 PM, 257556


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datacommunitydc_2021-06-22_22-50-41.xlsx
datacommunitydc_2021-06-22_22-50-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 23, 2021
Short Description:
datacommunitydc via NodeXL https://bit.ly/2Snllc3
@datacommunitydc
@melcich
@womenwhocodedc
@profjimliew
@discdiver
@tinglongdai
@snorkelai
@marskar
@robinson_es
@skyetetra

Top hashtags:
#machinelearningengineer
#dataingovernment
#data
#government
#dataviz
#rstats

Description:
Description
The graph represents a network of 70 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 Wednesday, 23 June 2021 at 05:50 UTC.

The requested start date was Tuesday, 22 June 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 80-day, 11-hour, 14-minute period from Thursday, 01 April 2021 at 02:44 UTC to Sunday, 20 June 2021 at 13:59 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 : 70
Unique Edges : 101
Edges With Duplicates : 235
Total Edges : 336
Number of Edge Types : 5
Mentions : 93
Retweet : 63
MentionsInRetweet : 162
Tweet : 13
Replies to : 5
Self-Loops : 14
Reciprocated Vertex Pair Ratio : 0.119047619047619
Reciprocated Edge Ratio : 0.212765957446809
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 70
Maximum Edges in a Connected Component : 336
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.44898
Graph Density : 0.0389233954451346
Modularity : 0.30564
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 70 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 Wednesday, 23 June 2021 at 05:50 UTC.

The requested start date was Tuesday, 22 June 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 80-day, 11-hour, 14-minute period from Thursday, 01 April 2021 at 02:44 UTC to Sunday, 20 June 2021 at 13:59 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:
[4] https://twitter.com/WomenWhoCodeDC/status/1397269228533714949
[4] https://www.meetup.com/Data-Community-DC/events/278159920/
[4] https://snkl.ai/y3i
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkpRLT_tRinM&q=EgS4SO-bGLjzuoYGIhASXIHrFr402uH47JOEVKNDMgFy
[3] https://www.meetup.com/Data-Science-DC/events/276894471/
[2] https://www.meetup.com/Data-Community-DC/events/278159920
[2] https://www.meetup.com/Women-Who-Code-DC/events/278405285/
[1] https://www.datacommunitydc.org/gallery-items/2021/6/nces-geographic-time-data
[1] https://harvard.zoom.us/j/91889455577?pwd=R2c2Q05iNjEwSVR1c2t3aHI5VTMxQT09
[1] https://www.datacommunitydc.org/

Top URLs in Tweet in G1:
[2] https://twitter.com/WomenWhoCodeDC/status/1397269228533714949
[2] https://www.meetup.com/Data-Community-DC/events/278159920/
[1] https://www.meetup.com/Data-Community-DC/events/278159920/?rv=ea1_v2&_xtd=gatlbWFpbF9jbGlja9oAJGNjZDhkYjU1LTU4NjUtNGVmYS05YTBlLTg2YzFiM2M5ZjZiOQ&utm_campaign=event-announce&utm_medium=email&utm_source=promo
[1] https://www.datacommunitydc.org/
[1] https://github.com/datacommunitydc/dig
[1] https://www.meetup.com/Women-Who-Code-DC/events/278405285/
[1] https://www.linkedin.com/slink?code=gwRDNkm

Top URLs in Tweet in G2:
[1] https://www.datacommunitydc.org/gallery-items/2021/6/nces-geographic-time-data
[1] https://www.meetup.com/Data-Wranglers-DC/events/dkhsbsyccgbjc/
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248534
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=bad89ddee5
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248542
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248546
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248550
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248554
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkpRLT_tRinM&q=EgS4SO-bGLjzuoYGIhASXIHrFr402uH47JOEVKNDMgFy
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-jan-newsletter-4248558

Top URLs in Tweet in G3:
[2] https://www.meetup.com/Data-Science-DC/events/276894471/
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkpRLT_tRinM&q=EgS4SO-bGLjzuoYGIhASXIHrFr402uH47JOEVKNDMgFy
[2] https://www.meetup.com/Data-Community-DC/events/278159920/
[1] https://www.meetup.com/Data-Community-DC/events/278159920
[1] https://twitter.com/MikeJadoo/status/1397358172059414538

Top URLs in Tweet in G4:
[4] https://snkl.ai/y3i
[1] https://www.meetup.com/DataOpsDC/events/276876078/
[1] https://twitter.com/WomenWhoCodeDC/status/1397269228533714949
[1] https://twitter.com/RUGatHDSI/status/1397258982251712512
[1] https://t.co/PELvuDgggL
[1] https://twitter.com/DataCommunityDC/status/1376522594678157316

Top URLs in Tweet in G5:
[1] https://twitter.com/summitdistrict/status/1384919615881498628
[1] https://twitter.com/summitdistrict/status/1397985107420585987

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[17] machinelearningengineer
[16] dataingovernment
[9] data
[8] government
[6] dataviz
[3] rstats
[2] dc
[2] usa
[2] usarmy
[2] usaf



Top Hashtags in Tweet in G1:
[6] data
[6] government
[5] dataingovernment
[5] dataviz
[2] machinelearning
[1] ai
[1] ml

Top Hashtags in Tweet in G2:
[2] machinelearningengineer
[1] rstats
[1] dataingovernment
[1] dc
[1] usa
[1] usarmy
[1] usaf
[1] usmc

Top Hashtags in Tweet in G3:
[2] data
[1] dc
[1] usa
[1] usarmy
[1] usaf
[1] usmc
[1] government
[1] rstats
[1] python
[1] datascience

Top Hashtags in Tweet in G4:
[15] machinelearningengineer
[10] dataingovernment
[1] dataviz
[1] data
[1] government
[1] mw
[1] enterpriseai
[1] rstats

Top Hashtags in Tweet in G5:
[1] datadc

Top Words
Top Words in Tweet in Entire Graph:
[57] data
[50] datacommunitydc
[43] panel
[38] discussion
[31] womenwhocodedc
[26] event
[24] lightning
[24] talks
[23] science
[22] talk

Top Words in Tweet in G1:
[21] datacommunitydc
[19] womenwhocodedc
[13] panel
[12] lightning
[12] talks
[11] event
[10] excited
[10] data
[9] discussion
[8] partnership

Top Words in Tweet in G2:
[15] data
[8] dc
[7] community
[7] newsletter
[7] june
[7] tinglongdai
[6] excited
[6] jhucarey
[5] event
[5] datacommunitydc

Top Words in Tweet in G3:
[20] data
[16] science
[11] meetup
[10] discdiver
[9] dc
[9] skyetetra
[9] robinson_es
[8] build
[8] career
[8] podcast

Top Words in Tweet in G4:
[21] panel
[20] discussion
[17] join
[15] snorkelai
[15] exciting
[15] talk
[15] #machinelearningengineer
[14] datacommunitydc
[13] aarti_bagul
[10] hosted

Top Words in Tweet in G5:
[5] job
[5] alert
[4] summitdistrict
[4] currently
[4] hiring
[4] data
[4] science
[4] software
[4] engineer
[4] roles

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] panel,discussion
[24] lightning,talks
[23] data,science
[22] talks,panel
[19] data,government
[17] join,exciting
[17] exciting,talk
[17] talk,panel
[17] discussion,#machinelearningengineer
[15] #machinelearningengineer,aarti_bagul

Top Word Pairs in Tweet in G1:
[12] lightning,talks
[11] talks,panel
[9] panel,discussion
[8] partnership,datacommunitydc
[8] datacommunitydc,excited
[8] excited,hosting
[8] hosting,series
[8] series,lightning
[8] womenwhocodedc,datacommunitydc
[7] womenwhocodedc,partnership

Top Word Pairs in Tweet in G2:
[7] data,community
[7] community,dc
[7] dc,newsletter
[5] panel,discussion
[5] poetsandquants,jhucarey
[5] jhucarey,johnshopkins
[5] johnshopkins,jhu_hbhi
[5] jhu_hbhi,jhunursing
[4] data,government
[3] newsletter,june

Top Word Pairs in Tweet in G3:
[16] data,science
[8] science,dc
[8] dc,meetup
[8] meetup,skyetetra
[8] skyetetra,robinson_es
[8] robinson_es,build
[8] build,career
[8] career,data
[8] science,podcast
[8] podcast,managing

Top Word Pairs in Tweet in G4:
[20] panel,discussion
[15] join,exciting
[15] exciting,talk
[15] talk,panel
[15] discussion,#machinelearningengineer
[13] #machinelearningengineer,aarti_bagul
[10] aarti_bagul,#dataingovernment
[9] snorkelai,join
[8] event,hosted
[6] lightning,talks

Top Word Pairs in Tweet in G5:
[5] job,alert
[4] alert,summitdistrict
[4] summitdistrict,currently
[4] currently,hiring
[4] hiring,data
[4] data,science
[4] science,software
[4] software,engineer
[4] engineer,roles
[4] roles,note

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@womenwhocodedc
@snorkelai
@aarti_bagul
@discdiver
@skyetetra
@robinson_es
@datasciencedc
@selina_carter_
@nicole_janeway

Top Mentioned in G1:
@datacommunitydc
@womenwhocodedc
@selina_carter_
@nicole_janeway
@datacomm
@kimberlykreiss
@elderresearch
@marskar
@policy_insights

Top Mentioned in G2:
@datacommunitydc
@poetsandquants
@jhucarey
@johnshopkins
@jhu_hbhi
@jhunursing
@wsj
@womenwhocodedc
@aarti_bagul
@profjimliew

Top Mentioned in G3:
@discdiver
@skyetetra
@robinson_es
@datacommunitydc
@datasciencedc
@thos_jones
@womenwhocode
@amstatnews
@mikejadoo
@datadrivenangel

Top Mentioned in G4:
@snorkelai
@datacommunitydc
@aarti_bagul
@womenwhocodedc
@siminaboca
@discdiver
@datasciencedc
@towards_ai
@henryehrenberg
@robiriondo

Top Mentioned in G5:
@summitdistrict
@womendatasci
@datasciencedc
@datacommunitydc
@melcich
@dchackathons

Top Tweeters
Top Tweeters in Entire Graph:
@ipythonistabot
@wjz
@usatoday
@wsj
@baltimoresun
@datasciencebot_
@holytoastr
@sigularityhub
@johnshopkins
@poetsandquants

Top Tweeters in G1:
@holytoastr
@zkancs
@ucloudifyai
@privatestorm
@nniphq
@victori_ousg
@womenwhocodedc
@insectsoup
@nicole_janeway
@andrewgeorge47

Top Tweeters in G2:
@wjz
@usatoday
@wsj
@baltimoresun
@johnshopkins
@poetsandquants
@jhunursing
@jschwabish
@jhucarey
@datacommunitydc

Top Tweeters in G3:
@ipythonistabot
@datasciencebot_
@sigularityhub
@womenwhocode
@randy_au
@grimalkina
@skyetetra
@amstatnews
@robinson_es
@thos_jones

Top Tweeters in G4:
@apporima
@towards_ai
@marskar
@siminaboca
@robiriondo
@hiromuhota
@devopsdc
@banjtheman
@snorkelai
@statprogdc

Top Tweeters in G5:
@whosehiringbot
@rhiannonroot
@melcich
@summitdistrict
@womendatasci
@dchackathons


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