datacommunitydc, Twitter, 1/8/2020 7:55:42 AM, 219876


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datacommunitydc_2020-01-07_17-56-17.xlsx
datacommunitydc_2020-01-07_17-56-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2020
Short Description:
datacommunitydc via NodeXL http://bit.ly/2sNqFc0
@datacommunitydc
@thos_jones
@stephnie
@rstatsdc
@gaytascience
@datasciencedc
@rstatstweet
@t_tsvet
@potomachaven
@troyhodges12

Top hashtags:
#datadc
#rstats
#rstatsdc
#datascience
#nlproc
#tensorflow
#geospatial

Description:
Description
The graph represents a network of 164 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, 08 January 2020 at 01:56 UTC.

The requested start date was Wednesday, 08 January 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 66-day, 5-hour, 49-minute period from Friday, 01 November 2019 at 09:10 UTC to Monday, 06 January 2020 at 14:59 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 : 164
Unique Edges : 256
Edges With Duplicates : 1048
Total Edges : 1304
Number of Edge Types : 4
Mentions : 583
MentionsInRetweet : 637
Replies to : 24
Tweet : 60
Self-Loops : 60
Reciprocated Vertex Pair Ratio : 0.0777479892761394
Reciprocated Edge Ratio : 0.144278606965174
Connected Components : 8
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 155
Maximum Edges in a Connected Component : 1298
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.353039
Graph Density : 0.0150381565165345
Modularity : 0.17721
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 164 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, 08 January 2020 at 01:56 UTC.

The requested start date was Wednesday, 08 January 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 66-day, 5-hour, 49-minute period from Friday, 01 November 2019 at 09:10 UTC to Monday, 06 January 2020 at 14:59 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:
[3] https://www.gaytascience.com/dataweekdc2019/
[3] https://www.meetup.com/Data-Science-DC/events/266444146/
[3] http://tweetedtimes.com/v/1524
[3] https://www.meetup.com/stats-prog-dc/events/266519715/
[2] https://insidebigdata.com/2019/11/24/why-ai-will-be-inhuman/
[2] https://www.datainnovation.org/2019/11/how-data-can-help-in-the-fight-against-the-opioid-epidemic-in-the-united-states/
[2] https://www.datainnovation.org/2019/11/modernizing-europes-rules-for-digital-services/
[2] https://opendatascience.com/xgboost-is-machine-learnings-captain-america/?utm_campaign=Newsletters&utm_source=hs_email&utm_medium=email&utm_content=79984442&_hsenc=p2ANqtz-_IW0O3-GAWaulIy8yeTl2UEnFfLZpnt9KWOf7vItEOrg7DYPdsEUIiuij-YAbceuxtFANf48gIwKykbMwCKRuCJJAdZ5tmlSfToQo_XLuR0HTjhRU&_hsmi=79984442
[2] https://a16z.com/2019/01/08/crossing-the-chasm-in-practice-secular-trends/?utm_medium=email&utm_source=topic+optin&utm_campaign=awareness&utm_content=20191104+infraops+nl&mkt_tok=eyJpIjoiTlRJeE5tRXpOVGN5TURVdyIsInQiOiJ4UXlTQWo1ekdtdWZ0SnBkQnM0ZFVCT1BQRWg4K0dZeEs1bE1qSEtQdk15Y3NSN1Q2NkJYa3BTVWRXZkpzZ0h0cVFYMGlITlwvQTNGZ2JDdkNaZ1wvTFVKRXlWWlZYOVwvUmVxSlpHaUhIUk1aZzZGWDlqaUdVK3lQTG9vTkRIVk1PTCJ9
[2] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3697233

Top URLs in Tweet in G1:
[2] https://www.datainnovation.org/2019/11/modernizing-europes-rules-for-digital-services/
[2] https://www.datainnovation.org/2019/11/how-data-can-help-in-the-fight-against-the-opioid-epidemic-in-the-united-states/
[2] https://insidebigdata.com/2019/11/24/why-ai-will-be-inhuman/
[2] https://www.meetup.com/stats-prog-dc/events/266519715/
[1] https://insidebigdata.com/2019/12/24/data-problems-look-at-in-memory-analytics-first/
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=b953bfceb1
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3697233
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=0e16e1b89a
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=0bcf3598d1
[1] https://us3.campaign-archive.com/?u=75fc125999b198f97fe860a8d&id=54f092666f

Top URLs in Tweet in G2:
[3] http://tweetedtimes.com/v/1524
[1] https://www.meetup.com/Data-Science-DC/events/266444146/
[1] https://opendatascience.com/xgboost-is-machine-learnings-captain-america/?utm_campaign=Newsletters&utm_source=hs_email&utm_medium=email&utm_content=79984442&_hsenc=p2ANqtz-_IW0O3-GAWaulIy8yeTl2UEnFfLZpnt9KWOf7vItEOrg7DYPdsEUIiuij-YAbceuxtFANf48gIwKykbMwCKRuCJJAdZ5tmlSfToQo_XLuR0HTjhRU&_hsmi=79984442
[1] https://www.youtube.com/channel/UC2-hKemnrmVCH_29duyJ26A?app=desktop
[1] https://twitter.com/jaredlander/status/1192896837126164482

Top URLs in Tweet in G3:
[2] https://www.meetup.com/Data-Science-DC/events/266444146/
[1] https://www.meetup.com/stats-prog-dc/events/266519715/

Top URLs in Tweet in G4:
[1] http://cdn.viglink.com/api/click?format=txt&out=https%3A%2F%2Fwww.meetup.com%2FData-Science-DC%2Fevents%2F265915800%2F%3Frv%3Dme1%26_xtd%3DgatlbWFpbF9jbGlja9oAJGYyZjAwZjNiLTY1NDAtNDZmMC1hNjE3LThkZDZkZTE2MjNlNA&loc=&cuid=00dc77d6938338b848ef9bb504dbf76&opt=0&reaf=0&key=a7e37b5f6ff1de9cb410158b1013e54a
[1] https://mailchi.mp/datacommunitydc.org/data-community-dc-august-3-2019-newsletter-3697233

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

Top URLs in Tweet in G6:
[1] https://twitter.com/DataCommunityDC/status/1195992472935112706
[1] https://twitter.com/DataCommunityDC/status/1197850217539919873

Top URLs in Tweet in G7:
[1] https://twitter.com/thos_jones/status/1193189803803758593

Top URLs in Tweet in G8:
[1] https://a16z.com/2019/01/08/crossing-the-chasm-in-practice-secular-trends/?utm_medium=email&utm_source=topic+optin&utm_campaign=awareness&utm_content=20191104+infraops+nl&mkt_tok=eyJpIjoiTlRJeE5tRXpOVGN5TURVdyIsInQiOiJ4UXlTQWo1ekdtdWZ0SnBkQnM0ZFVCT1BQRWg4K0dZeEs1bE1qSEtQdk15Y3NSN1Q2NkJYa3BTVWRXZkpzZ0h0cVFYMGlITlwvQTNGZ2JDdkNaZ1wvTFVKRXlWWlZYOVwvUmVxSlpHaUhIUk1aZzZGWDlqaUdVK3lQTG9vTkRIVk1PTCJ9
[1] https://twitter.com/DataCommunityDC/status/1192776786586882050
[1] https://www.linkedin.com/slink?code=gEDePAK

Top URLs in Tweet in G9:
[1] http://www.datasciencebowl.com

Top URLs in Tweet in G10:
[1] http://cleanenergyleaders.org/fellowship

Top Domains
Top Domains in Tweet in Entire Graph:
[36] insidebigdata.com
[15] datainnovation.org
[13] zdnet.com
[8] campaign-archive.com
[7] technologyreview.com
[7] medium.com
[7] twitter.com
[6] meetup.com
[5] opendatascience.com
[3] nytimes.com

Top Domains in Tweet in G1:
[36] insidebigdata.com
[15] datainnovation.org
[13] zdnet.com
[8] campaign-archive.com
[7] medium.com
[7] technologyreview.com
[4] opendatascience.com
[3] wsj.com
[3] techrepublic.com
[3] nytimes.com

Top Domains in Tweet in G2:
[3] tweetedtimes.com
[1] meetup.com
[1] opendatascience.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G3:
[3] meetup.com

Top Domains in Tweet in G4:
[1] viglink.com
[1] mailchi.mp

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

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[1] a16z.com
[1] twitter.com
[1] linkedin.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[377] datadc
[240] rstats
[240] rstatsdc
[38] datascience
[31] nlproc
[28] tensorflow
[26] geospatial
[18] deeplearning
[10] radmins
[8] shiny



Top Hashtags in Tweet in G1:
[180] datadc
[39] rstatsdc
[38] rstats
[5] datascience
[5] nlproc
[4] geospatial
[2] radmins
[1] carcasscalculator
[1] rststs
[1] tidyverse

Top Hashtags in Tweet in G2:
[197] rstats
[196] rstatsdc
[188] datadc
[26] datascience
[26] nlproc
[22] geospatial
[8] radmins
[8] tensorflow
[7] shiny
[5] carcasscalculator

Top Hashtags in Tweet in G3:
[16] tensorflow
[15] deeplearning
[4] datadc
[1] datascience
[1] ai
[1] rstats
[1] datacommunitydc
[1] spdc

Top Hashtags in Tweet in G4:
[3] datascience
[3] datadc
[3] rstatsdc
[3] rstats

Top Hashtags in Tweet in G5:
[6] lgbtq
[5] dataweekdc
[1] lgbtqhealth

Top Hashtags in Tweet in G6:
[4] tensorflow
[1] deeplearning

Top Hashtags in Tweet in G7:
[2] rstatsdc
[2] morsetf
[1] rstats
[1] datadc
[1] datascience
[1] ai
[1] machinelearning

Top Hashtags in Tweet in G8:
[1] datadc
[1] datascience
[1] emergingtechniques
[1] operationsresearch
[1] defenseanalysis
[1] dataanalysis
[1] datacommunitydc

Top Hashtags in Tweet in G9:
[1] datascience

Top Words
Top Words in Tweet in Entire Graph:
[292] Words in Sentiment List#1: Positive
[134] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8405] Non-categorized Words
[8831] Total Words
[377] #datadc
[257] datasciencedc
[248] thos_jones
[242] #rstats
[240] #rstatsdc

Top Words in Tweet in G1:
[180] #datadc
[106] statprogdc
[65] datasciencedc
[53] data
[47] thos_jones
[39] #rstatsdc
[38] #rstats
[37] insidebigdata
[36] ai
[31] datacommunitydc

Top Words in Tweet in G2:
[199] #rstats
[196] #rstatsdc
[188] #datadc
[181] thos_jones
[171] datasciencedc
[160] datacommunitydc
[75] rstatsdc
[53] seanmgonzalez
[49] data
[33] civicangela

Top Words in Tweet in G3:
[17] neozero497
[16] #tensorflow
[15] #deeplearning
[12] thos_jones
[10] datasciencedc
[9] meetup
[9] come
[9] join
[9] tonight
[9] really

Top Words in Tweet in G4:
[25] data
[15] quality
[10] science
[8] stephnie
[6] speaking
[6] re
[6] accuracy
[6] model
[6] predictions
[6] depends

Top Words in Tweet in G5:
[8] hrc
[7] charliehollisw
[6] foundation
[6] #lgbtq
[6] data
[5] gaytascience
[5] #dataweekdc
[4] r_lgbtq
[4] datacommunitydc
[4] event

Top Words in Tweet in G6:
[6] datacommunitydc
[6] statprogdc
[4] #tensorflow
[4] datasciencedc
[3] ecosystem
[2] stephenhky
[2] thos_jones
[2] washingtonpost
[2] love
[2] excitement

Top Words in Tweet in G7:
[5] datacommunitydc
[3] thos_jones
[2] rstatsdc
[2] #rstatsdc
[2] getting
[2] wahalulu
[2] microsoft
[2] keynote
[2] #morsetf
[2] yesterday

Top Words in Tweet in G8:
[2] a16z
[2] mors

Top Words in Tweet in G10:
[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:
[150] #rstatsdc,#datadc
[134] #rstats,#rstatsdc
[119] datasciencedc,datacommunitydc
[90] #datadc,datasciencedc
[56] #rstatsdc,#rstats
[53] seanmgonzalez,thos_jones
[49] datacommunitydc,datasciencedc
[43] #rstats,#datadc
[43] #datadc,datacommunitydc
[39] datacommunitydc,rstatsdc

Top Word Pairs in Tweet in G1:
[36] #datadc,insidebigdata
[25] #rstatsdc,#datadc
[22] insidebigdata,statprogdc
[21] #rstats,#rstatsdc
[15] #datadc,datasciencedc
[15] #datadc,datainnovation
[13] insidebigdata,datasciencedc
[13] datasciencedc,datacommunitydc
[13] #datadc,zdnet
[12] machine,learning

Top Word Pairs in Tweet in G2:
[125] #rstatsdc,#datadc
[113] #rstats,#rstatsdc
[98] datasciencedc,datacommunitydc
[74] #datadc,datasciencedc
[51] seanmgonzalez,thos_jones
[44] #rstatsdc,#rstats
[38] datacommunitydc,datasciencedc
[36] datacommunitydc,rstatsdc
[36] #datadc,datacommunitydc
[35] #rstats,#datadc

Top Word Pairs in Tweet in G3:
[10] #deeplearning,#tensorflow
[9] come,join
[7] neozero497,tells
[6] datasciencedc,statdc
[6] really,really
[5] #deeplearning,tensorflow
[5] tensorflow,meetup
[5] meetup,date
[5] date,wednesday
[5] wednesday,december

Top Word Pairs in Tweet in G4:
[14] quality,data
[10] data,science
[6] speaking,re
[6] re,quality
[6] data,data
[6] science,accuracy
[6] accuracy,model
[6] model,predictions
[6] predictions,depends
[6] depends,quality

Top Word Pairs in Tweet in G5:
[6] hrc,foundation
[6] charliehollisw,hrc
[4] #dataweekdc,event
[4] #lgbtq,data
[3] make,#dataweekdc
[3] event,last
[3] last,month
[3] month,watch
[3] watch,awesome
[3] awesome,talk

Top Word Pairs in Tweet in G6:
[4] datasciencedc,statprogdc
[3] #tensorflow,ecosystem
[3] ecosystem,datacommunitydc
[3] datacommunitydc,datasciencedc
[2] stephenhky,#tensorflow
[2] datacommunitydc,thos_jones
[2] thos_jones,washingtonpost
[2] washingtonpost,statprogdc
[2] statprogdc,love
[2] love,excitement

Top Word Pairs in Tweet in G7:
[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 G10:
[2] rladiesdc,datacommunitydc
[2] clean,energy

Top Replied-To
Top Replied-To in Entire Graph:
@thos_jones
@rstatsdc
@datacommunitydc
@rladiesdc
@wahalulu
@ruslan_kl
@neozero497
@chendaniely
@geetwadekar
@jaredlander

Top Replied-To in G1:
@rstatsdc
@datacommunitydc

Top Replied-To in G2:
@thos_jones
@jaredlander
@wahalulu
@chendaniely
@geetwadekar
@rstatsdc

Top Replied-To in G3:
@neozero497

Top Replied-To in G4:
@datasciencedc
@stephnie

Top Replied-To in G5:
@ruslan_kl

Top Replied-To in G6:
@datacommunitydc

Top Replied-To in G7:
@rstatsdc
@wahalulu

Top Replied-To in G10:
@rladiesdc

Top Mentioned
Top Mentioned in Entire Graph:
@datasciencedc
@datacommunitydc
@thos_jones
@statprogdc
@rstatsdc
@seanmgonzalez
@insidebigdata
@civicangela
@kellrstats
@bj_bloom

Top Mentioned in G1:
@statprogdc
@datasciencedc
@thos_jones
@insidebigdata
@datacommunitydc
@datainnovation
@zdnet
@rstatsdc
@datavizdc
@bj_bloom

Top Mentioned in G2:
@datasciencedc
@datacommunitydc
@thos_jones
@seanmgonzalez
@rstatsdc
@civicangela
@kellrstats
@jonthegeek
@bj_bloom
@emsweene57

Top Mentioned in G3:
@neozero497
@thos_jones
@datasciencedc
@marskar
@statdc
@tensorflow
@meetup
@gwtweets
@datacommunitydc
@discdiver

Top Mentioned in G4:
@stephnie
@datacommunitydc
@datasciencedc
@dcaapor
@washstat
@thos_jones
@civicangela
@abeusher

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

Top Mentioned in G6:
@statprogdc
@datacommunitydc
@datasciencedc
@stephenhky
@thos_jones
@washingtonpost
@selina_carter_

Top Mentioned in G7:
@datacommunitydc
@thos_jones
@microsoft
@seanmgonzalez
@rstatsdc
@bj_bloom
@jaredlander
@datasciencedc
@kubqr1
@wahalulu

Top Mentioned in G9:
@datacommunitydc
@pbskids
@kaggle

Top Mentioned in G10:
@datacommunitydc
@energy_leaders
@womenwhocodedc

Top Tweeters
Top Tweeters in Entire Graph:
@businessinsider
@nytimes
@washingtonpost
@bbcworld
@wsj
@scmpnews
@cnet
@zdnet
@houstonchron
@npr

Top Tweeters in G1:
@businessinsider
@nytimes
@bbcworld
@wsj
@scmpnews
@cnet
@zdnet
@houstonchron
@npr
@techrepublic

Top Tweeters in G2:
@rstatstweet
@themapaddict
@andrewwk
@georginaflesia
@rstats4ds
@boozallen
@jonthegeek
@akesslerdc
@drob
@data

Top Tweeters in G3:
@fullnam35087976
@shybot7
@gwtweets
@neozero497
@meetup
@marskar
@mjhendrickson
@oleksiyanokhin
@discdiver
@tensorflow

Top Tweeters in G4:
@justbementalist
@bradytwest
@lybergl
@a_medium7
@stephnie
@abeusher
@therriaultphd
@washstat
@landboulisa
@datasciencedc

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

Top Tweeters in G6:
@washingtonpost
@notfakebrendan
@digitalbitlabs
@stephenhky
@yitfaye
@statprogdc
@selina_carter_

Top Tweeters in G7:
@_oliviabot
@microsoft
@wahalulu
@mors_news
@kubqr1

Top Tweeters in G8:
@strategymaestro
@ericschillerdev
@miriamskia
@multi5mba
@rcappellini74

Top Tweeters in G9:
@pbskids
@kaggle
@potomachaven

Top Tweeters in G10:
@energy_leaders
@womenwhocodedc
@troyhodges12