datacommunitydc, Twitter, 2/19/2020 2:29:22 AM, 221452


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datacommunitydc_2020-02-18_17-56-14.xlsx
datacommunitydc_2020-02-18_17-56-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2020
Short Description:
datacommunitydc via NodeXL http://bit.ly/2uWjYVX
@datacommunitydc
@alexkgold
@discdiver
@thos_jones
@troyhodges12
@gaytascience
@datasciencedc
@potomachaven
@shybot7
@kubqr1

Top hashtags:
#datadc
#tensorflow
#datascience
#rstats
#deeplearning
#ai
#devops

Description:
Description
The graph represents a network of 115 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, 19 February 2020 at 01:56 UTC.

The requested start date was Wednesday, 19 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 74-day, 22-hour, 15-minute period from Sunday, 01 December 2019 at 13:57 UTC to Friday, 14 February 2020 at 12:12 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 : 115
Unique Edges : 156
Edges With Duplicates : 378
Total Edges : 534
Number of Edge Types : 4
Mentions : 372
Replies to : 10
MentionsInRetweet : 129
Tweet : 23
Self-Loops : 23
Reciprocated Vertex Pair Ratio : 0.0358974358974359
Reciprocated Edge Ratio : 0.0693069306930693
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 111
Maximum Edges in a Connected Component : 532
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.575554
Graph Density : 0.0154080854309687
Modularity : 0.251125
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 115 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, 19 February 2020 at 01:56 UTC.

The requested start date was Wednesday, 19 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 74-day, 22-hour, 15-minute period from Sunday, 01 December 2019 at 13:57 UTC to Friday, 14 February 2020 at 12:12 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:
[3] https://conferences.oreilly.com/strata/strata-ny?utm_medium=social&utm_source=media+partner&utm_campaign=sany20&utm_content=pc+2020+strata+ny+cfp
[2] https://insidebigdata.com/2020/02/02/rumblings-in-the-ai-conversational-space/
[2] https://insidebigdata.com/2020/01/11/the-secret-to-accurate-machine-learning-models-is-data-transformation/
[2] https://dataconomy.com/2020/01/2020-the-decade-of-intelligent-democratized-data/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Why+over+one-third+of+AI+and+Analytics+Projects+in+the+Cloud+Fail%3F&utm_campaign=Dataconomy+Newsletter+December+19+(Copy)
[2] https://www.meetup.com/Data-Science-DC/events/266444146/
[2] https://www.meetup.com/stats-prog-dc/events/266519715/
[1] https://insidebigdata.com/2020/02/07/healthcare-apis-artificial-intelligence-whats-the-big-data-connection/
[1] https://insidebigdata.com/2020/02/08/vaccines-are-being-created-by-ai-heres-how/
[1] https://insidebigdata.com/2020/02/09/researcher-develops-algorithm-to-make-artificial-intelligence-fairer/
[1] https://insidebigdata.com/2020/02/10/intel-parallel-studio-xe-2020-transform-enterprise-cloud-hpc-artificial-intelligence-with-faster-parallel-code/

Top URLs in Tweet in G1:
[3] https://conferences.oreilly.com/strata/strata-ny?utm_medium=social&utm_source=media+partner&utm_campaign=sany20&utm_content=pc+2020+strata+ny+cfp
[2] https://insidebigdata.com/2020/02/02/rumblings-in-the-ai-conversational-space/
[2] https://www.meetup.com/stats-prog-dc/events/266519715/
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=54f092666f
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3795865
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=c977056699
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=26ccb65dc2
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=c9f32d9271
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=0f6554b2db
[1] https://www.zdnet.com/article/neon-captures-ces-2020-buzz-and-may-help-reinvent-the-future-of-work/?ftag=TRE-03-10aaa6b&bhid=29003619768668068111210987327485

Top URLs in Tweet in G2:
[2] https://www.meetup.com/Data-Science-DC/events/266444146/
[1] https://www.meetup.com/Data-Science-DC/events/267649980/
[1] https://dataconomy.com/2020/01/2020-the-decade-of-intelligent-democratized-data/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Why+over+one-third+of+AI+and+Analytics+Projects+in+the+Cloud+Fail%3F&utm_campaign=Dataconomy+Newsletter+December+19+(Copy)
[1] https://insidebigdata.com/2020/01/11/the-secret-to-accurate-machine-learning-models-is-data-transformation/

Top URLs in Tweet in G3:
[1] http://dc2020.netlify.com/

Top URLs in Tweet in G5:
[1] https://www.gaytascience.com/dataweekdc2019/

Top URLs in Tweet in G7:
[1] http://cleanenergyleaders.org/fellowship

Top URLs in Tweet in G8:
[1] http://www.datasciencebowl.com

Top URLs in Tweet in G9:
[1] https://twitter.com/beefoo/status/1217508364432891904

Top URLs in Tweet in G10:
[1] http://survey.datacommunitydc.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[49] insidebigdata.com
[32] zdnet.com
[8] campaign-archive.com
[7] dataconomy.com
[6] techrepublic.com
[6] datainnovation.org
[6] technologyreview.com
[5] meetup.com
[4] medium.com
[4] oreilly.com

Top Domains in Tweet in G1:
[48] insidebigdata.com
[32] zdnet.com
[8] campaign-archive.com
[6] datainnovation.org
[6] technologyreview.com
[6] techrepublic.com
[6] dataconomy.com
[4] oreilly.com
[4] medium.com
[3] mailchi.mp

Top Domains in Tweet in G2:
[3] meetup.com
[1] dataconomy.com
[1] insidebigdata.com

Top Domains in Tweet in G3:
[1] netlify.com

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

Top Domains in Tweet in G7:
[1] cleanenergyleaders.org

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

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

Top Domains in Tweet in G10:
[1] datacommunitydc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[161] datadc
[28] tensorflow
[15] datascience
[14] rstats
[12] deeplearning
[6] ai
[6] devops
[5] datacommunitydc
[5] rstudio
[4] spdc



Top Hashtags in Tweet in G1:
[147] datadc
[4] stratadataai
[4] datascience
[3] ai
[3] ml
[1] data4dev
[1] datadive4dev
[1] dive4dev
[1] dsdc
[1] datacommunitydc

Top Hashtags in Tweet in G2:
[24] tensorflow
[14] datadc
[11] deeplearning
[4] rstats
[3] datacommunitydc
[3] spdc
[3] datascience
[2] ai

Top Hashtags in Tweet in G3:
[9] rstats
[1] datacommunitydc
[1] spdc
[1] dsdc

Top Hashtags in Tweet in G4:
[6] datascience
[6] devops
[5] rstudio
[4] tensorflow
[1] rstats
[1] deeplearning
[1] machinelearning
[1] deployment

Top Hashtags in Tweet in G5:
[2] lgbtq
[1] dataweekdc

Top Hashtags in Tweet in G6:
[2] morsetf
[1] datascience
[1] ai
[1] machinelearning

Top Hashtags in Tweet in G8:
[1] datascience

Top Hashtags in Tweet in G9:
[1] dataweekdc

Top Words
Top Words in Tweet in Entire Graph:
[118] Words in Sentiment List#1: Positive
[69] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3706] Non-categorized Words
[3893] Total Words
[161] #datadc
[116] statprogdc
[72] datasciencedc
[61] data
[50] insidebigdata

Top Words in Tweet in G1:
[147] #datadc
[108] statprogdc
[49] insidebigdata
[46] data
[33] datasciencedc
[32] ai
[32] zdnet
[19] 2020
[17] learning
[15] cloud

Top Words in Tweet in G2:
[28] datasciencedc
[26] neozero497
[24] thos_jones
[24] #tensorflow
[23] datacommunitydc
[15] really
[14] #datadc
[13] discdiver
[12] meetup
[11] dc

Top Words in Tweet in G3:
[9] dc
[9] area
[9] #rstats
[9] enthusiast
[9] newbie
[9] learn
[9] more
[9] sign
[9] satrdays
[9] affordable

Top Words in Tweet in G4:
[11] datasciencedc
[10] datacommunitydc
[6] stephenhky
[6] #datascience
[6] #devops
[5] starting
[5] conversation
[5] org
[5] #rstudio
[5] kellrstats

Top Words in Tweet in G5:
[2] ruslan_kl
[2] teamed
[2] r_lgbtq
[2] hrc
[2] foundation
[2] datacommunitydc
[2] put
[2] epic
[2] #lgbtq
[2] themed

Top Words in Tweet in G6:
[2] wahalulu
[2] microsoft
[2] datacommunitydc
[2] keynote
[2] #morsetf
[2] yesterday
[2] highlighted
[2] value
[2] community

Top Words in Tweet in G7:
[3] energy
[2] rladiesdc
[2] datacommunitydc
[2] fellowship
[2] opportunity
[2] members
[2] data
[2] skills
[2] clean

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[49] #datadc,insidebigdata
[31] insidebigdata,statprogdc
[31] #datadc,zdnet
[25] zdnet,statprogdc
[18] dc,area
[15] insidebigdata,datasciencedc
[15] machine,learning
[12] learn,more
[12] #deeplearning,#tensorflow
[11] data,science

Top Word Pairs in Tweet in G1:
[48] #datadc,insidebigdata
[31] insidebigdata,statprogdc
[31] #datadc,zdnet
[25] zdnet,statprogdc
[15] insidebigdata,datasciencedc
[11] data,community
[11] community,dc
[11] machine,learning
[6] 2020,newsletter
[6] #datadc,datainnovation

Top Word Pairs in Tweet in G2:
[11] #deeplearning,#tensorflow
[10] come,join
[10] neozero497,tells
[10] really,really
[9] datasciencedc,datacommunitydc
[8] datasciencedc,meetup
[7] dc,area
[7] datasciencedc,statdc
[7] datacommunitydc,#datadc
[6] join,tonight

Top Word Pairs in Tweet in G3:
[9] dc,area
[9] area,#rstats
[9] #rstats,enthusiast
[9] enthusiast,newbie
[9] newbie,learn
[9] learn,more
[9] more,sign
[9] sign,satrdays
[9] satrdays,affordable
[9] affordable,one

Top Word Pairs in Tweet in G4:
[9] datacommunitydc,datasciencedc
[5] starting,conversation
[5] conversation,org
[5] org,#datascience
[5] #datascience,#devops
[5] #devops,#rstudio
[5] #rstudio,kellrstats
[5] kellrstats,datacommunitydc
[4] stephenhky,starting
[4] datasciencedc,statprogdc

Top Word Pairs in Tweet in G5:
[2] ruslan_kl,teamed
[2] teamed,r_lgbtq
[2] r_lgbtq,hrc
[2] hrc,foundation
[2] foundation,datacommunitydc
[2] datacommunitydc,put
[2] put,epic
[2] epic,#lgbtq
[2] #lgbtq,themed

Top Word Pairs in Tweet in G6:
[2] wahalulu,microsoft
[2] microsoft,datacommunitydc
[2] datacommunitydc,keynote
[2] keynote,#morsetf
[2] #morsetf,yesterday
[2] yesterday,highlighted
[2] highlighted,value
[2] value,community

Top Word Pairs in Tweet in G7:
[2] rladiesdc,datacommunitydc
[2] clean,energy

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@statprogdc
@datasciencedc
@insidebigdata
@datacommunitydc
@zdnet
@neozero497
@thos_jones
@discdiver
@alexkgold
@datavizdc

Top Mentioned in G1:
@statprogdc
@insidebigdata
@datasciencedc
@zdnet
@datavizdc
@datainnovation
@techreview
@techrepublic
@dataconomymedia
@datacommunitydc

Top Mentioned in G2:
@datasciencedc
@neozero497
@thos_jones
@datacommunitydc
@discdiver
@statdc
@marskar
@statprogdc
@alexkgold
@wahalulu

Top Mentioned in G3:
@alexkgold

Top Mentioned in G4:
@datasciencedc
@datacommunitydc
@stephenhky
@kellrstats
@statprogdc
@alexkgold
@discdiver

Top Mentioned in G5:
@r_lgbtq
@hrc
@datacommunitydc
@gaytascience
@ruslan_kl
@charliehollisw

Top Mentioned in G6:
@microsoft
@datacommunitydc
@kubqr1
@wahalulu
@mors_news

Top Mentioned in G7:
@datacommunitydc
@energy_leaders
@womenwhocodedc

Top Mentioned in G8:
@datacommunitydc
@pbskids
@kaggle

Top Mentioned in G9:
@datacommunitydc
@beefoo

Top Mentioned in G10:
@sayhitosean

Top Tweeters
Top Tweeters in Entire Graph:
@thehill
@businessinsider
@business
@nytimes
@washingtonpost
@releaseteam
@cnet
@zdnet
@forbes
@justbementalist

Top Tweeters in G1:
@thehill
@businessinsider
@business
@nytimes
@cnet
@zdnet
@forbes
@venturebeat
@techrepublic
@datafloq

Top Tweeters in G2:
@washingtonpost
@justbementalist
@rstatstweet
@fullnam35087976
@shybot7
@neozero497
@doppenhe
@seanmgonzalez
@digitalbitlabs
@algorithmia

Top Tweeters in G3:
@spencer_rayner
@mac2biz4mark
@mjhendrickson
@emilyriederer
@alexkgold
@collnell
@satrdays_dc
@wendywongsw
@laurenmcdowney

Top Tweeters in G4:
@releaseteam
@rstats4ds
@peerxp
@notfakebrendan
@stephenhky
@yitfaye
@kellrstats

Top Tweeters in G5:
@hrc
@gaytascience
@leisurelife11
@r_lgbtq
@ruslan_kl
@charliehollisw

Top Tweeters in G6:
@_oliviabot
@microsoft
@wahalulu
@mors_news
@kubqr1

Top Tweeters in G7:
@energy_leaders
@womenwhocodedc
@troyhodges12
@rladiesdc

Top Tweeters in G8:
@pbskids
@kaggle
@potomachaven

Top Tweeters in G9:
@craigparisot
@beefoo

Top Tweeters in G10:
@wldmrgml
@sayhitosean


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