datacommunitydc, Twitter, 2/14/2023 7:10:02 AM, 289416


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datacommunitydc_2023-02-13_23-00-00.xlsx
datacommunitydc_2023-02-13_23-00-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 14, 2023
Short Description:
datacommunitydc via NodeXL https://bit.ly/3k0rnNl
@datacommunitydc
@laurahkahn
@seanmgonzalez
@occupychocitydc
@sorishapragyan
@discdiver
@rekhareflection
@blmlouisville
@worldbankdata
@markusthomasine

Top hashtags:
#datadc
#dcdatacon
#datascience
#rstats
#dataweekdc

Description:
Description
The graph represents a network of 2,202 Twitter users whose recent tweets contained "datacommunitydc", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 07:05 UTC.

The tweets in the network were tweeted over the 2981-day, 9-hour, 59-minute period from Tuesday, 16 December 2014 at 14:20 UTC to Tuesday, 14 February 2023 at 00:20 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 2202
Unique Edges : 3348
Edges With Duplicates : 13986
Total Edges : 17334
Number of Edge Types : 9
Retweet : 2352
MentionsInRetweet : 5694
Mentions : 6310
Quote : 223
MentionsInQuote : 400
Tweet : 450
MentionsInReplyTo : 1452
Replies to : 441
MentionsInQuoteReply : 12
Self-Loops : 2207
Reciprocated Vertex Pair Ratio : 0.0823110407597942
Reciprocated Edge Ratio : 0.152102376599634
Connected Components : 46
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 2140
Maximum Edges in a Connected Component : 17260
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.816013
Graph Density : 0.00112862578771684
Modularity : 0.197242
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,202 Twitter users whose recent tweets contained "datacommunitydc", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 07:05 UTC.

The tweets in the network were tweeted over the 2981-day, 9-hour, 59-minute period from Tuesday, 16 December 2014 at 14:20 UTC to Tuesday, 14 February 2023 at 00:20 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[121] https://www.dataweekdc.com/
[52] http://DCDATACON.com
[51] https://twitter.com/i/web/status/910972744346603520
[50] https://www.linkedin.com/in/kirkdborne
[43] https://twitter.com/i/web/status/912277358350098432
[41] http://www.dcdatacon.com
[32] https://twitter.com/i/web/status/909416968830296065
[29] https://www.linkedin.com/in/joewitt26/
[25] https://www.boozallen.com/s/insight/publication/the-mathematical-corporation.html
[21] https://twitter.com/i/web/status/910602945124761600

Top URLs in Tweet in G1:
[72] https://www.dataweekdc.com/
[51] https://twitter.com/i/web/status/910972744346603520
[46] http://DCDATACON.com
[43] https://twitter.com/i/web/status/912277358350098432
[32] https://twitter.com/i/web/status/909416968830296065
[32] https://www.linkedin.com/in/kirkdborne
[26] http://www.dcdatacon.com
[21] https://twitter.com/i/web/status/910602945124761600
[19] https://twitter.com/i/web/status/915285907741298689
[19] https://www.boozallen.com/s/insight/publication/the-mathematical-corporation.html

Top URLs in Tweet in G2:
[10] https://thedatalass.com/2018/12/11/machine-learning-spearmans-dimensionality-reduction/
[9] https://urban.wd1.myworkdayjobs.com/en-US/Urban-Careers/job/The-Urban-Institute-DC/Data-Science-Analyst---Information-Technology-_R-800404
[7] https://www.datacommunitydc.org/women-data-scientists-dc/wdsdc-blog/2016/8/one-year-anniversary
[6] https://docs.google.com/a/datacommunitydc.org/forms/d/e/1FAIpQLScU6_HA57BnA7SnqMRQMqV2phqsC45PLbrbZKRBds99KVL7gQ/viewform?c=0&w=1
[4] https://www.datacommunitydc.org/discounts-and-promotions/
[4] https://www.meetup.com/WomenDataScientistsDC/events/235267675/
[4] https://datafloq.com/read/big-data-revolutionizing-manufacturing-industry/2273?utm_source=Datafloq%20newsletter&utm_campaign=934ee7ea09-Datafloq_Newsletter_9_5_2016&utm_medium=email&utm_term=0_655692fdfd-934ee7ea09-95159853
[4] https://thedatalass.com/
[4] http://femvestor.blogspot.com/
[4] https://twitter.com/altraud/status/781500012987502592/photo/1

Top URLs in Tweet in G3:
[18] https://www.dataweekdc.com/
[7] https://www.meetup.com/login/?returnUri=https%3A%2F%2Fwww.meetup.com%2Fstats-prog-dc%2Fevents%2F263461832
[6] https://twitter.com/stephenhky/status/940736180060082177/photo/1
[6] https://twitter.com/mckenzma/status/1117933843120558080/photo/1
[6] https://www.meetup.com/Data-Community-DC/events/278159920/
[5] https://github.com/datacommunitydc/dig#info
[4] https://twitter.com/stephenhky/status/984215710728671234/photo/1
[4] https://twitter.com/stephenhky/status/940743909084450816/photo/1
[4] https://forms.gle/7Z3ALL5rdoqoX7
[4] https://snkl.ai/y3i

Top URLs in Tweet in G4:
[21] https://www.dataweekdc.com/
[17] https://www.linkedin.com/in/kirkdborne
[17] https://www.youtube.com/watch?v=gytNpn2gn88&t=2s

[15] http://www.dcdatacon.com
[14] https://www.meetup.com/login/?returnUri=https%3A%2F%2Fwww.meetup.com%2Fnovadeeplearning%2Fevents%2F234738883
[13] https://www.linkedin.com/in/joewitt26/
[12] https://www.ncsi.com/dcdatacon/2017/index.php
[9] https://twitter.com/stephenhky/status/938919296377540613/photo/1
[6] https://www.ncsi.com/dcdatacon/2017/
[6] https://www.ncsi.com/dcdatacon/2017/agenda.php

Top URLs in Tweet in G5:
[7] https://www.dataweekdc.com/
[4] https://www.gaytascience.com/dataweekdc2019/
[4] https://twitter.com/AzcoTechnology/status/950867079707598849/photo/1
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272790
[3] https://www.mathematica.org/events/seeing-is-believing-visualizing-data-for-evidence-based-policymaking?utm_source=Twitter&utm_medium=Twitter
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268304
[3] https://www.youtube.com/watch?v=a4E0cJFD1yA&feature=youtu.be

[3] https://twitter.com/jomoworks/status/1498991619697172481/photo/1
[2] https://twitter.com/CJsaysthis/status/1446474537659518976/photo/1
[2] https://twitter.com/gaytascience/status/1180099564994469888

Top URLs in Tweet in G6:
[12] http://www.govtech.com/computing/Anti-Bias-Toolkit-Offers-Government-a-Closer-Look-at-Automated-Decision-Making.html
[8] http://ethicstoolkit.ai
[3] https://twitter.com/mmlee/status/961025946433216512/photo/1
[2] https://govex.jhu.edu/wiki/center-for-government-excellence-releases-first-of-its-kind-algorithm-toolkit-to-reduce-bias-affecting-residents-from-automated-decisions-made-by-local-governments/
[2] https://twitter.com/govex_jhu/status/1041680348734783488
[2] http://ethicstoolkit.ai/
[2] https://meetingoftheminds.org/our-algorithms-are-biased-30006
[2] https://trib.al/11xHdFN
[2] https://ift.tt:443/1TLydfg
[1] https://twitter.com/WhatWorksCities/status/1041800901625819138/photo/1

Top URLs in Tweet in G7:
[17] http://variantperception.com/careers/strat?platform=hootsuite
[6] http://urbanlabs.uchicago.edu/attachments/store/906226b5a2d3787386bf3c58893f365a955e9a20007e65bb446f18a31cd2/UChicago+EE+Fellow+JD+06-28-16.pdf?platform=hootsuite
[4] https://twitter.com/scikit_yb/status/1141399582695464966/photo/1
[4] https://world-bank-6.forms.fm/data-scientist-world-bank-big-data-program?platform=hootsuite
[3] http://chm.tbe.taleo.net/chm03/ats/careers/requisition.jsp?org=ACC&cws=1&rid=1398
[3] http://datacommunitydc.us3.list-manage.com/track/click?u=75fc125999b198f97fe860a8d&id=43cc6008f8&e=b7a46bba6c
[3] https://chk.tbe.taleo.net/chk01/ats/careers/v2/viewRequisition?org=INSTITUTEDA&cws=39&rid=758
[3] https://api.nasa.gov/
[2] https://twitter.com/scikit_yb/status/1060262704961732608/photo/1
[2] https://www.scikit-yb.org/en/latest/

Top URLs in Tweet in G8:
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=483532c0-ee80-11e7-abf4-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=a37134e0-5605-11e7-82b6-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=ad65b500-6ba1-11e7-b808-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=4c82fb90-0fb1-11e7-b97c-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=5768dec0-6ec6-11e7-b808-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=591ad770-c965-11e6-8c0f-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=0c3bbd30-ad1c-11e6-b4da-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=a6039cb0-b1bd-11e8-b85a-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=ffa2f0a0-69e3-11e6-ab9d-0cc47a0d1605
[1] https://paper.li/OccupyCHOCITYdc/1342199612?edition_id=cb38dac0-5bb1-11e8-8124-0cc47a0d1605

Top URLs in Tweet in G9:
[5] http://www.datacommunitydc.org/blog/2013/05/recommendation-engines-why-you-shouldnt-build-one
[3] https://twitter.com/rcappellini74/status/1194447051691560960/photo/1
[3] https://www.datacommunitydc.org/blog/2013/08/entity-resolution-for-big-data
[2] https://twitter.com/DataCommunityDC/status/1055548804529905664
[2] https://www.datacommunitydc.org/blog/2013/05/recommendation-engines-why-you-shouldnt-build-one
[2] http://ln.is/
[2] http://www.datacommunitydc.org/blog/2014/02/flask-mega-meta-tutorial-data-scientists
[1] https://fb.me/zwEiKTjB
[1] https://fb.me/85N7karIL
[1] https://www.datacommunitydc.org/blog/2012/08/data-scientists-survey-results-teaser

Top URLs in Tweet in G10:
[1] https://stackoverflow.com/jobs/115225/sr-hadoop-engineer-gannett-usa-today-network
[1] https://twitter.com/SAISYouthMapper/status/1049856631322873856/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1577] twitter.com
[169] meetup.com
[168] paper.li
[132] linkedin.com
[129] mailchi.mp
[127] dataweekdc.com
[126] datacommunitydc.org
[113] insidebigdata.com
[108] dcdatacon.com
[85] ncsi.com

Top Domains in Tweet in G1:
[794] twitter.com
[123] mailchi.mp
[77] dcdatacon.com
[77] linkedin.com
[75] dataweekdc.com
[68] insidebigdata.com
[46] datacommunitydc.org
[45] paper.li
[37] readwrite.com
[32] meetup.com

Top Domains in Tweet in G2:
[185] twitter.com
[32] insidebigdata.com
[31] meetup.com
[29] readwrite.com
[28] datacommunitydc.org
[27] thedatalass.com
[26] youtube.com
[24] medium.com
[21] datafloq.com
[14] techtarget.com

Top Domains in Tweet in G3:
[254] twitter.com
[43] meetup.com
[19] opendatascience.com
[18] dataweekdc.com
[10] google.com
[9] insidebigdata.com
[8] readwrite.com
[7] rstats.ai
[7] medium.com
[7] dataconomy.com

Top Domains in Tweet in G4:
[184] twitter.com
[49] ncsi.com
[48] linkedin.com
[38] meetup.com
[29] dcdatacon.com
[21] dataweekdc.com
[20] youtube.com
[7] boozallen.com
[7] datacommunitydc.org
[6] thedatalass.com

Top Domains in Tweet in G5:
[55] twitter.com
[30] nodexlgraphgallery.org
[12] youtube.com
[10] dataweekdc.com
[6] meetu.ps
[5] gaytascience.com
[5] eventbrite.com
[4] mathematica.org
[3] meetup.com
[2] google.com

Top Domains in Tweet in G6:
[15] twitter.com
[12] govtech.com
[10] ethicstoolkit.ai
[4] jhu.edu
[2] meetingoftheminds.org
[2] trib.al
[2] ift.tt
[1] bloomberg.com
[1] statescoop.com
[1] routefifty.com

Top Domains in Tweet in G7:
[34] twitter.com
[17] variantperception.com
[10] meetup.com
[7] taleo.net
[6] uchicago.edu
[5] nasa.gov
[4] list-manage.com
[4] forms.fm
[2] scikit-yb.org
[2] list-manage2.com

Top Domains in Tweet in G8:
[26] paper.li

Top Domains in Tweet in G9:
[25] datacommunitydc.org
[13] twitter.com
[2] fb.me
[2] ln.is
[1] myworkdayjobs.com
[1] govtech.com
[1] dataweekdc.com
[1] datable.org
[1] huntingmoon.com
[1] essociate.com

Top Domains in Tweet in G10:
[1] stackoverflow.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1248] datadc
[924] dcdatacon
[657] datascience
[320] rstats
[251] dataweekdc
[241] rstatsdc
[171] data
[122] bigdata
[121] ai
[119] dctech



Top Hashtags in Tweet in G1:
[570] datadc
[532] dcdatacon
[162] datascience
[97] dataweekdc
[53] cdo
[49] dctech
[46] bigdata
[40] rstats
[39] data
[39] ai

Top Hashtags in Tweet in G2:
[310] datadc
[63] datascience
[42] rstats
[37] rstatsdc
[24] dcdatacon
[15] machinelearning
[14] dctech
[12] bigdata
[12] ai
[11] dataviz

Top Hashtags in Tweet in G3:
[311] datadc
[213] rstats
[166] rstatsdc
[129] datascience
[50] dcdatacon
[36] dataweekdc
[36] data
[33] data4dev
[24] nlproc
[19] deeplearning

Top Hashtags in Tweet in G4:
[308] dcdatacon
[214] datascience
[46] bigdata
[44] fullstack
[43] dataweekdc
[41] machinelearning
[38] ai
[35] dctech
[30] datadc
[24] cdo

Top Hashtags in Tweet in G5:
[62] dataweekdc
[43] datascience
[31] dataviz
[31] va
[26] lgbtq
[24] usa
[24] canada
[23] data
[8] vizforsocialgood
[5] dcdatacon

Top Hashtags in Tweet in G6:
[26] govex
[10] data
[8] algorithms
[6] govtech
[5] d4gx
[5] bias
[4] nyc
[3] datascience
[3] ethics
[2] gamechanger

Top Hashtags in Tweet in G7:
[45] datajobs
[31] data
[22] datascience
[20] dataanalysis
[18] yellowbrick
[17] rstats
[11] sql
[10] dataforgood
[10] datadc
[6] python

Top Hashtags in Tweet in G8:
[26] cities
[6] travel
[4] wmata
[3] urban
[3] architecture
[2] rerun
[1] politics
[1] donoharm
[1] royalwedding
[1] forecast

Top Hashtags in Tweet in G9:
[4] datascience
[2] datacommunitydc
[1] govtech
[1] localgovwire
[1] dataweekdc
[1] dataengineering
[1] datainfrastructure
[1] dataa
[1] emergingtechniques
[1] operationsresearch

Top Hashtags in Tweet in G10:
[1] hadoop
[1] jobs
[1] hiring
[1] mdpijrfm
[1] nitze

Top Words
Top Words in Tweet in Entire Graph:
[4648] datacommunitydc
[1512] data
[1254] #datadc
[936] #dcdatacon
[668] #datascience
[626] datasciencedc
[621] dc
[432] kirkdborne
[414] craigparisot
[360] statprogdc

Top Words in Tweet in G1:
[1785] datacommunitydc
[630] data
[570] #datadc
[533] #dcdatacon
[284] dc
[256] kirkdborne
[243] craigparisot
[214] statprogdc
[203] datasciencedc
[190] atallc

Top Words in Tweet in G2:
[819] datacommunitydc
[310] #datadc
[193] data
[110] datasciencedc
[88] datavizdc
[77] altraud
[73] datalensdc
[69] womendatasci
[65] #datascience
[64] statprogdc

Top Words in Tweet in G3:
[750] datacommunitydc
[322] data
[315] #datadc
[280] datasciencedc
[215] #rstats
[183] thos_jones
[166] #rstatsdc
[152] dc
[131] #datascience
[108] science

Top Words in Tweet in G4:
[605] datacommunitydc
[316] #dcdatacon
[216] #datascience
[162] data
[147] kirkdborne
[147] craigparisot
[124] atallc
[52] oct
[46] join
[46] great

Top Words in Tweet in G5:
[221] datacommunitydc
[79] sorishapragyan
[70] this0499154500
[65] data
[62] #dataweekdc
[52] waltera87905258
[44] omanojkumar
[44] #datascience
[42] gaytascience
[35] prabhat06661337

Top Words in Tweet in G6:
[72] gov_ex
[59] datasf
[58] datacommunitydc
[55] toolkit
[49] harvardash
[33] bias
[27] data
[26] #govex
[26] algorithm
[23] automated

Top Words in Tweet in G7:
[163] datacommunitydc
[49] dc
[45] #datajobs
[44] georgetownccpe
[40] districtdatalab
[36] hiring
[31] #data
[27] #datascience
[22] project
[22] meetup

Top Words in Tweet in G8:
[26] datacommunitydc
[26] thanks
[26] latest
[26] #cities
[26] city8
[26] update
[6] #travel
[4] #wmata
[3] faizsays
[3] #urban

Top Words in Tweet in G9:
[20] data
[10] datacommunitydc
[9] recommendation
[9] dc
[6] engine
[5] community
[4] #datascience
[4] science
[4] problem
[3] big

Top Words in Tweet in G10:
[7] jhucarey
[6] johnshopkins
[6] datacommunitydc
[5] tinglongdai
[5] wsj
[5] jhunursing
[5] jhu_hbhi
[5] poetsandquants
[4] group
[3] profjimliew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[524] datacommunitydc,datacommunitydc
[311] data,science
[236] datacommunitydc,#dcdatacon
[191] data,community
[172] community,dc
[152] datasciencedc,datacommunitydc
[145] #rstatsdc,#datadc
[137] machine,learning
[131] #rstats,#rstatsdc
[106] datacommunitydc,datasciencedc

Top Word Pairs in Tweet in G1:
[500] datacommunitydc,datacommunitydc
[149] data,community
[142] community,dc
[106] data,science
[105] datacommunitydc,#dcdatacon
[81] datacommunitydc,craigparisot
[77] datacommunitydc,atallc
[75] dc,md
[73] dc,newsletter
[65] #datadc,insidebigdata

Top Word Pairs in Tweet in G2:
[41] data,science
[38] #datadc,medium
[35] datasciencedc,datacommunitydc
[31] #datadc,rww
[30] machine,learning
[30] #datadc,insidebigdata
[27] datalensdc,datacommunitydc
[26] #rstatsdc,#datadc
[21] data,scientists
[21] #rstats,#rstatsdc

Top Word Pairs in Tweet in G3:
[103] data,science
[100] datasciencedc,datacommunitydc
[95] #rstatsdc,#datadc
[90] #rstats,#rstatsdc
[74] datacommunitydc,datasciencedc
[57] #datadc,datasciencedc
[52] seanmgonzalez,thos_jones
[45] science,dc
[39] #rstatsdc,#rstats
[36] #datadc,datacommunitydc

Top Word Pairs in Tweet in G4:
[111] datacommunitydc,#dcdatacon
[43] #fullstack,#datascience
[40] #bigdata,#datascience
[37] novadatascience,datacommunitydc
[36] data,science
[28] #dcdatacon,oct
[27] #dcdatacon,2018
[24] #cdo,panel
[23] kirkdborne,boozallen
[22] panel,datacommunitydc

Top Word Pairs in Tweet in G5:
[30] datacommunitydc,nodexl
[26] discdiver,cjsaysthis
[26] sorishapragyan,discdiver
[24] #usa,#canada
[23] top,hashtags
[22] datacommunitydc,sorishapragyan
[22] this0499154500,allitorban
[20] #dataweekdc,#datascience
[19] reginaoak,gaytascience
[19] datacommunitydc,this0499154500

Top Word Pairs in Tweet in G6:
[33] datasf,harvardash
[25] harvardash,datacommunitydc
[24] algorithm,toolkit
[24] #govex,datasf
[22] gov_ex,datasf
[19] datasf,datacommunitydc
[18] data,good
[18] good,exchange
[14] decision,making
[13] automated,decision

Top Word Pairs in Tweet in G7:
[45] datacommunitydc,#datajobs
[38] dc,datacommunitydc
[25] datacommunitydc,districtdatalab
[20] #datajobs,#dataanalysis
[17] hiring,quantitative
[17] strategist,dc
[17] quantitative,strategist
[17] vrntperception,hiring
[12] #dataanalysis,#rstats
[10] georgetownccpe,team

Top Word Pairs in Tweet in G8:
[26] update,thanks
[26] latest,city8
[26] city8,update
[10] datacommunitydc,#cities
[7] thanks,datacommunitydc
[6] #cities,#travel
[4] #cities,#wmata
[3] #cities,#architecture
[3] #cities,#urban
[2] thanks,faizsays

Top Word Pairs in Tweet in G9:
[6] recommendation,engine
[5] data,community
[5] community,dc
[4] data,science
[3] big,data
[3] mega,meta
[3] meta,tutorial
[3] data,data
[3] resolution,big
[3] build,recommendation

Top Word Pairs in Tweet in G10:
[5] jhucarey,johnshopkins
[5] jhu_hbhi,jhunursing
[5] johnshopkins,jhu_hbhi
[4] poetsandquants,jhucarey
[3] wsj,jhucompsci
[3] datacommunitydc,wjz
[2] super,job
[2] way,go
[2] profjimliew,poetsandquants
[2] afternoon,mark

Top Replied-To
Top Replied-To in Entire Graph:
@datacommunitydc
@seanmgonzalez
@thos_jones
@cvanderwaart
@this0499154500
@sorishapragyan

Top Replied-To in G1:
@datacommunitydc
@tggleeson
@ireland
@lalorenz6
@wahalulu
@rstatsdc
@ramenos
@jcteakell

Top Replied-To in G2:
@datacommunitydc
@seanmgonzalez
@laurahkahn
@becomingdatasci
@mattbowen
@womendatasci
@drbrittne

Top Replied-To in G3:
@datacommunitydc
@thos_jones
@seanmgonzalez
@chendaniely
@md_harris
@rladiesdc
@wahalulu

Top Replied-To in G4:
@datacommunitydc
@craigparisot
@apeeblesis
@kirkdborne
@cdorobek
@worldbankdata
@mutabazi
@shawnjanzen
@johnseberhardt3
@atallc

Top Replied-To in G5:
@datacommunitydc
@cvanderwaart
@this0499154500
@juliegikim
@sorishapragyan
@novadeeplearn
@novadatascience
@trimydata
@blkindata

Top Replied-To in G6:
@digitalflaneuse
@mmlee

Top Replied-To in G7:
@datacommunitydc
@uchiurbanlabs
@world
@seanmgonzalez
@kautumn06

Top Replied-To in G10:
@profjimliew
@tinglongdai

Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@datasciencedc
@craigparisot
@statprogdc
@kirkdborne
@atallc
@datavizdc
@thos_jones
@seanmgonzalez
@discdiver

Top Mentioned in G1:
@datacommunitydc
@craigparisot
@statprogdc
@datasciencedc
@kirkdborne
@atallc
@datavizdc
@insidebigdata
@ncsievents
@medium

Top Mentioned in G2:
@datacommunitydc
@datavizdc
@datasciencedc
@womendatasci
@statprogdc
@jackiekazil
@medium
@seanmgonzalez

Top Mentioned in G3:
@datacommunitydc
@datasciencedc
@thos_jones
@discdiver
@statprogdc
@rstatsdc
@seanmgonzalez
@wahalulu
@womenwhocodedc
@kellrstats

Top Mentioned in G4:
@datacommunitydc
@craigparisot
@kirkdborne
@atallc
@stephenhky
@novadatascience
@ncsievents
@boozallen
@laurahkahn
@worldbankdata

Top Mentioned in G5:
@datacommunitydc
@sorishapragyan
@this0499154500
@omanojkumar
@waltera87905258
@gaytascience
@prabhat06661337
@reginaoak
@jomoworks
@discdiver

Top Mentioned in G6:
@datasf
@datacommunitydc
@harvardash
@bloomber
@joybonaguro
@technickle
@routefifty
@datasmartcities

Top Mentioned in G7:
@datacommunitydc
@districtdatalab
@scikit_yb
@vrntperception
@premaroman
@shinnovations
@datasciencedc
@jessicahladd
@numfocus

Top Mentioned in G8:
@datacommunitydc
@faizsays
@dclogcabin
@owdc1
@51stdc
@davebellous
@klovercity
@joshualopez202
@paysalia

Top Mentioned in G9:
@joaquinagreda

Top Mentioned in G10:
@datacommunitydc
@jhucarey
@johnshopkins
@poetsandquants
@jhu_hbhi
@jhunursing
@wsj
@usatoday
@jhucompsci
@wjz

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@cybersec_feeds
@robre62
@evankirstel
@o_fabriciosouza
@thehill
@cybertoolsbooks
@rvp
@kibsolfuture
@codernotesbot

Top Tweeters in G1:
@thehill
@cybertoolsbooks
@rvp
@boxticker
@serverlessfan
@purpledalmation
@recuweb
@monster
@andysugs
@santchiweb

Top Tweeters in G2:
@chidambara09
@evankirstel
@alevergara78
@smartcityfeed
@data_nerd
@parvez1
@iotimelab
@thenextweb
@engadget
@youranonnews

Top Tweeters in G3:
@hubofml
@into_ai
@thecuriousluke
@fullnam35087976
@rstatstweet
@washingtonpost
@paulmcclintock
@epuujee
@rcregalstarfire
@sleepydystopian

Top Tweeters in G4:
@robre62
@ottlegalrebels
@itknowingness
@pvalsfr
@machinelearnflx
@gonzalobarria
@imrajeshberwal
@techjunkiejh
@gis_sharer
@biconnections

Top Tweeters in G5:
@o_fabriciosouza
@kibsolfuture
@vievararosel
@pyscalellc
@developerbot_v1
@omanojkumar
@ieakwame
@pooltable_mover
@un
@camillekennerly

Top Tweeters in G6:
@calcaware
@smartecocity
@spiderswarz
@technology
@findomgodxx
@brandontlocke
@state_scoop
@routefifty
@govtechnews
@johngmcnutt

Top Tweeters in G7:
@ml_tweet_bot
@ricardo_ik_ahau
@npr
@chrisluce87
@man__ayala
@sentiwire
@bryce_ward
@scibot6
@pewresearch
@miskaknapek

Top Tweeters in G8:
@warauha
@wboricua98
@ghostsofdc
@owdc1
@douglasecastle1
@annwindc
@joshualopez202
@kathmacl
@hendersonkaya
@dclogcabin

Top Tweeters in G9:
@wyefueng
@night_panadol
@dpa2018
@shajorjita
@strategymaestro
@learnlinksfeed
@martinlindla
@keronen
@mosaicurban
@internetrebecca

Top Tweeters in G10:
@businessinsider
@wjz
@wsj
@usatoday
@yahoofinance
@financialtimes
@baltimoresun
@poetsandquants
@awscloud
@johnshopkins


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