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#middlemarket_2019-02-16_11-29-16.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2019
Short Description:
#middlemarket via NodeXL http://bit.ly/2DL8TY5
@acg_toronto
@acgglobal
@smithandcarson
@terzima
@acgatlanta
@capxpartners
@rsm_canada
@accordfincorp
@pepromagazine
@bdogsy

Top hashtags:
#middlemarket
#privateequity
#mergers
#lowermiddlemarket
#acquisitions

Description:
Description
The graph represents a network of 116 Twitter users whose tweets in the requested range contained "#middlemarket", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 February 2019 at 19:29 UTC.

The requested start date was Saturday, 16 February 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 19-hour, 1-minute period from Saturday, 02 February 2019 at 03:03 UTC to Friday, 15 February 2019 at 22:04 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 : 116
Unique Edges : 115
Edges With Duplicates : 91
Total Edges : 206
Number of Edge Types : 3
Tweet : 88
Mentions : 117
Replies to : 1
Self-Loops : 88
Reciprocated Vertex Pair Ratio : 0.113636363636364
Reciprocated Edge Ratio : 0.204081632653061
Connected Components : 43
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 39
Maximum Edges in a Connected Component : 95
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.841505
Graph Density : 0.00734632683658171
Modularity : 0.47359
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://www.bdo.com/insights/tax/compensation-benefits/the-bdo-600-2018-study-of-boards?utm_medium=Social&utm_source=Twtax&utm_campaign=BDO600&utm_content=Tax
[2] https://lnkd.in/eJqhDPC
[2] https://blog.tippingpointcomm.com/5-reasons-for-a-financial-institution-to-create-a-content-strategy
[2] https://www.acg.org/news-trends/news/acg-partners-pitchbook-european-pe-middle-market-report
[2] https://www.youtube.com/watch?v=pDxQOljMhfI&feature=youtu.be

[2] https://rsmus.com/our-insights/harnessing-technology-and-data/rsm-survey-details-middle-market-digital-transformation-strategi.html?cmpid=soc:twcpr0618-digital-trans-survey-exec-summary:d02
[2] https://rsmus.com/our-insights/middle-market-transformative-ceo-show/a-conversation-with-jack-mitchell-mitchell-family-of-stores.html?cmpid=soc:twcpr0119-ceo-radio-show-promotion-episode-8:dj01&utm_campaign=01-2019+CEO+Radio+Show&utm_medium=bitly&utm_source=Twitter
[1] https://twitter.com/i/web/status/1096530718669393920
[1] https://twitter.com/i/web/status/1096061505668374528
[1] https://twitter.com/i/web/status/1095434873932636160

Top URLs in Tweet in G1:
[2] https://www.bdo.com/insights/tax/compensation-benefits/the-bdo-600-2018-study-of-boards?utm_medium=Social&utm_source=Twtax&utm_campaign=BDO600&utm_content=Tax
[1] https://gudcapital.com/middle-market-loans/
[1] https://lnkd.in/dDMHqAX
[1] https://lnkd.in/d9-bVbq
[1] https://lnkd.in/ewRxzJD
[1] https://www.auctusgroupinc.com/2019/01/14/auctus-and-scalewerks-announce-strategic-partnership-expanding-growth-advisory-services/
[1] https://lnkd.in/gkH6sEN
[1] https://lnkd.in/enTE433
[1] https://twitter.com/i/web/status/1093531796518645762
[1] https://twitter.com/i/web/status/1093892497766563841

Top URLs in Tweet in G2:
[2] https://www.acg.org/news-trends/news/acg-partners-pitchbook-european-pe-middle-market-report
[1] http://middlemarketgrowth.org/the-round-healthy-economic-outlook-for-middle-market-firms/
[1] https://middlemarketgrowth.org/deal-news-stellex-buys-paragon/
[1] https://twitter.com/i/web/status/1093595668189450241
[1] https://twitter.com/acgnyc/status/1095015651708715008
[1] https://twitter.com/i/web/status/1093548131290103808
[1] https://www.acg.org/toronto/events/2019-young-professionals-trivia-night
[1] https://twitter.com/ACGDetroit/status/1093175772691476481
[1] https://twitter.com/i/web/status/1093595580893413379
[1] https://pitchbook.com/news/articles/us-middle-market-sets-another-record-amid-broader-pe-shift

Top URLs in Tweet in G3:
[2] https://rsmus.com/our-insights/middle-market-transformative-ceo-show/a-conversation-with-jack-mitchell-mitchell-family-of-stores.html?cmpid=soc:twcpr0119-ceo-radio-show-promotion-episode-8:dj01&utm_campaign=01-2019+CEO+Radio+Show&utm_medium=bitly&utm_source=Twitter
[2] https://rsmus.com/our-insights/harnessing-technology-and-data/rsm-survey-details-middle-market-digital-transformation-strategi.html?cmpid=soc:twcpr0618-digital-trans-survey-exec-summary:d02
[1] https://rsmus.com/events/blockchain-benefits-food-value-chain.html?cmpid=soc:twcpr0219-fandb-webcast-blockchain-clearthru:dj01
[1] https://rsmus.com/what-we-do/industries/consumer-products/retail/can-blockchain-benefit-middle-market-retailers.html?cmpid=soc:twcpr0119-retail-and-blockchain:dj01
[1] https://rsmus.com/who-we-are/corporate-responsibility/rsm-foundation/power-your-education-scholarship-program.html?cmpid=soc:twcpr0119-power-your-education-2019:dj01&utm_campaign=2019+Power+Your+Education&utm_medium=bitly&utm_source=Twitter
[1] https://rsmus.com/economics/rsm-middle-market-business-index-mmbi.html?cmpid=soc:twcpr1218-mmbi-q4-2018:dj01&utm_campaign=MMBI+Q4+2018&utm_medium=bitly&utm_source=Twitter
[1] https://rsm.us/2A1BDec

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1095835207276613632

Top URLs in Tweet in G5:
[1] https://rsmcanada.com/our-insights/global-economic-perspectives/nafta-modernization-a-mixed-bag-for-canadian-middle-market.html?utm_source=social&utm_medium=tw&utm_campaign=nafta&utm_content=article
[1] https://rsmcanada.com/events/in-person-events/acg-the-new-united-states-mexico-canada-agreement.html?utm_source=social&utm_medium=tw&utm_campaign=nafta&utm_content=event

Top URLs in Tweet in G6:
[1] https://www.middlemarketcenter.org/expert-perspectives/strategy-development-process
[1] https://www.youtube.com/watch?time_continue=1&v=G6Snm8B1S7s
[1] https://middlemarketcenter.org/expert-perspectives/are-robots-really-the-future
[1] https://twitter.com/i/web/status/1093928725719199746
[1] https://www.middlemarketcenter.org/expert-perspectives/foreign-buyers-in-us-middle-market--advantages-and-tips-for-sellers

Top URLs in Tweet in G7:
[1] http://www.expertwebcast.com/capital-alternatives-in-middle-market-ma-private-equity-and-independent-sponsors/

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1096243174522191872
[1] https://twitter.com/i/web/status/1091532516824096769
[1] https://myemail.constantcontact.com/The-Week-in-Review-from-Private-Equity-Professional.html?soid=1116185134179&aid=YT-VVpiQxkY
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=yC1cxz37-cs
[1] https://myemail.constantcontact.com/Hidden-Harbor-closes-debut-fund-above-target.html?soid=1116185134179&aid=531icZBFijI
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=cXof0Rf9ees
[1] https://myemail.constantcontact.com/Comvest-adds-portable-fan-and-dehumidifier-maker-to-Lasko.html?soid=1116185134179&aid=rCegXiVAWrI
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=m2IEpkufIrA
[1] https://myemail.constantcontact.com/After-8-years-and-27-add-ons--CI-sells-Tech-Air-to-Airgas.html?soid=1116185134179&aid=L_vKEs4WIps
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=YSaR0qz7q88

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1095258666821918721
[1] https://twitter.com/i/web/status/1096299995186253825

Top URLs in Tweet in G10:
[1] https://www.bdo.in/en-gb/insights/global-thought-leadership/bdo-horizons-2019-issue-1

Top Domains
Top Domains in Tweet in Entire Graph:
[33] twitter.com
[13] constantcontact.com
[10] lnkd.in
[8] rsmus.com
[6] middlemarketcenter.org
[3] bdo.com
[3] acg.org
[3] youtube.com
[2] middlemarketgrowth.org
[2] rsmcanada.com

Top Domains in Tweet in G1:
[13] twitter.com
[8] lnkd.in
[3] middlemarketcenter.org
[3] bdo.com
[1] gudcapital.com
[1] auctusgroupinc.com
[1] squarespace.com
[1] constantcontact.com
[1] contentsharing.net
[1] yacapital.com

Top Domains in Tweet in G2:
[5] twitter.com
[3] acg.org
[2] middlemarketgrowth.org
[1] pitchbook.com

Top Domains in Tweet in G3:
[8] rsmus.com
[1] rsm.us

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[2] rsmcanada.com

Top Domains in Tweet in G6:
[3] middlemarketcenter.org
[1] youtube.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[12] constantcontact.com
[7] twitter.com

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

Top Domains in Tweet in G10:
[1] bdo.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[131] middlemarket
[49] privateequity
[29] mergers
[27] lowermiddlemarket
[21] acquisitions
[12] mergersandacquisitions
[9] usmca
[6] realestate
[6] mna
[5] unemployment



Top Hashtags in Tweet in G1:
[38] middlemarket
[4] privateequity
[2] debt
[2] tax
[2] cpa
[2] mna
[1] corporate
[1] stocks
[1] women
[1] investmentbanks

Top Hashtags in Tweet in G2:
[17] middlemarket
[11] privateequity
[5] lowermiddlemarket
[5] mergers
[4] acquisitions
[2] acg
[2] pe
[2] europe
[2] mergersandacquisitions
[2] acgtoronto

Top Hashtags in Tweet in G3:
[14] middlemarket
[5] unemployment
[3] transformativeceo
[2] scholarships
[2] digitaltransformation
[2] blockchain
[1] organic
[1] allnatural

Top Hashtags in Tweet in G4:
[2] middlemarket
[2] blockchain
[1] atlcapconn19

Top Hashtags in Tweet in G5:
[7] usmca
[4] middlemarket
[4] privateequity
[4] ustaxreform
[1] nafta

Top Hashtags in Tweet in G6:
[8] middlemarket
[1] chubb
[1] ai
[1] ncmm
[1] midmarketinvestments

Top Hashtags in Tweet in G7:
[1] expertwebcast
[1] privateequity
[1] middlemarket
[1] manda
[1] alternativecapital

Top Hashtags in Tweet in G8:
[22] middlemarket
[22] lowermiddlemarket
[22] mergers
[19] privateequity
[15] acquisitions

Top Hashtags in Tweet in G9:
[2] business
[2] middlemarket
[1] alianzas
[1] crecimiento
[1] adquisiciones
[1] cre100do
[1] crecimiendo
[1] spain

Top Hashtags in Tweet in G10:
[4] mergersandacquisitions
[4] realestate
[1] middlemarket
[1] mna
[1] privateequity

Top Words
Top Words in Tweet in Entire Graph:
[105] Words in Sentiment List#1: Positive
[23] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3373] Non-categorized Words
[3501] Total Words
[131] middlemarket
[52] privateequity
[36] s
[29] mergers
[27] lowermiddlemarket

Top Words in Tweet in G1:
[38] middlemarket
[13] strategy
[11] development
[11] t
[10] research
[10] shows
[10] successful
[10] teams
[10] rely
[10] exclusively

Top Words in Tweet in G2:
[17] middlemarket
[11] privateequity
[8] market
[7] middle
[7] private
[7] equity
[6] acg_toronto
[5] 2019
[5] pepromagazine
[5] hours

Top Words in Tweet in G3:
[14] middlemarket
[8] mitchell
[7] rsmusllp
[6] expect
[5] unemployment
[5] near
[5] 4
[5] 59
[5] executives
[5] increase

Top Words in Tweet in G4:
[6] jeff
[3] acg
[3] capital
[3] connection
[3] 2019
[3] atlanta
[3] week
[3] look
[3] capx's
[3] pfeffer

Top Words in Tweet in G5:
[7] usmca
[6] s
[6] opportunities
[4] impact
[4] middlemarket
[4] privateequity
[4] firms
[4] capitalize
[4] investment
[4] light

Top Words in Tweet in G6:
[8] middlemarket
[5] midmarketcenter
[5] companies
[4] welcome
[4] year
[3] today
[3] excited
[3] officially
[3] newest
[3] sponsors

Top Words in Tweet in G7:
[2] march
[2] 5
[2] fticonsulting
[2] managing
[2] director
[2] elaine
[2] carey
[2] joined
[2] colleagues
[2] blankromellp

Top Words in Tweet in G8:
[22] privateequity
[22] middlemarket
[22] lowermiddlemarket
[22] mergers
[14] private
[14] equity
[14] professional
[14] acquisitions
[12] hours
[12] news

Top Words in Tweet in G9:
[4] cre100does
[4] davsamu
[4] socio
[4] ey_parthenon
[4] estrategia
[3] crecimiento
[2] becomes
[2] foundation
[2] objective
[2] continue

Top Words in Tweet in G10:
[12] s
[8] bdo
[4] overview
[4] prominent
[4] mergersandacquisitions
[4] realestate
[4] month
[4] horizons
[4] quarterly
[3] bdoind

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[33] privateequity,middlemarket
[27] middlemarket,lowermiddlemarket
[27] lowermiddlemarket,mergers
[22] private,equity
[19] equity,professional
[19] professional,privateequity
[19] mergers,acquisitions
[17] hours,news
[17] news,private
[16] bdo,s

Top Word Pairs in Tweet in G1:
[10] research,shows
[10] shows,successful
[10] successful,middlemarket
[10] middlemarket,strategy
[10] strategy,development
[10] development,teams
[10] t,rely
[10] rely,exclusively
[10] exclusively,upon
[10] upon,themselves

Top Word Pairs in Tweet in G2:
[7] private,equity
[6] middle,market
[5] pepromagazine,hours
[5] hours,news
[5] news,private
[5] equity,professional
[5] professional,privateequity
[5] privateequity,middlemarket
[5] middlemarket,lowermiddlemarket
[5] lowermiddlemarket,mergers

Top Word Pairs in Tweet in G3:
[5] unemployment,near
[5] near,4
[5] 4,59
[5] 59,middlemarket
[5] middlemarket,executives
[5] executives,expect
[5] expect,increase
[5] increase,compensation
[5] compensation,next
[5] next,six

Top Word Pairs in Tweet in G4:
[3] acg,capital
[3] capital,connection
[3] connection,2019
[3] 2019,atlanta
[3] atlanta,week
[3] week,look
[3] look,capx's
[3] capx's,jeff
[3] jeff,pfeffer
[3] pfeffer,jspfeffer

Top Word Pairs in Tweet in G5:
[4] privateequity,firms
[4] firms,capitalize
[4] capitalize,investment
[4] investment,opportunities
[4] opportunities,light
[4] light,ustaxreform
[4] ustaxreform,usmca
[4] usmca,kevin
[4] kevin,depew
[4] depew,brought

Top Word Pairs in Tweet in G6:
[4] middlemarket,companies
[3] today,excited
[3] excited,officially
[3] officially,welcome
[3] welcome,newest
[3] newest,sponsors
[3] sponsors,chubbna
[3] chubbna,pleasure
[3] pleasure,working
[2] midmarketcenter,today

Top Word Pairs in Tweet in G7:
[2] march,5
[2] 5,fticonsulting
[2] fticonsulting,managing
[2] managing,director
[2] director,elaine
[2] elaine,carey
[2] carey,joined
[2] joined,colleagues
[2] colleagues,blankromellp
[2] blankromellp,accordfincorp

Top Word Pairs in Tweet in G8:
[22] privateequity,middlemarket
[22] middlemarket,lowermiddlemarket
[22] lowermiddlemarket,mergers
[14] private,equity
[14] equity,professional
[14] professional,privateequity
[14] mergers,acquisitions
[12] hours,news
[12] news,private
[2] week,review

Top Word Pairs in Tweet in G9:
[4] davsamu,socio
[4] socio,ey_parthenon
[2] cre100does,becomes
[2] becomes,foundation
[2] foundation,objective
[2] objective,continue
[2] continue,promoting
[2] promoting,growth
[2] growth,companies
[2] companies,spanish

Top Word Pairs in Tweet in G10:
[8] bdo,s
[4] s,overview
[4] overview,prominent
[4] prominent,mergersandacquisitions
[4] mergersandacquisitions,realestate
[4] realestate,month
[4] month,s
[4] s,horizons
[4] horizons,bdo
[4] s,quarterly

Top Replied-To
Top Replied-To in Entire Graph:
@cre100does
@falconplatform

Top Replied-To in G1:
@falconplatform

Top Replied-To in G9:
@cre100does

Top Mentioned
Top Mentioned in Entire Graph:
@acg_toronto
@pepromagazine
@rsmusllp
@byondma
@bdogsy
@rsm_canada
@midmarketcenter
@acgglobal
@davsamu
@ey_parthenon

Top Mentioned in G1:
@byondma

Top Mentioned in G2:
@acg_toronto
@pepromagazine
@pitchbook
@acgglobal
@acg_mmg
@stikemanelliott
@bdogsy
@acgwm
@acgdetroit
@rsm_canada

Top Mentioned in G3:
@rsmusllp
@joebrusuelas

Top Mentioned in G4:
@jspfeffer
@acgatlanta
@nfl
@terrell_davis
@capxpartners
@accordfincorp
@acgglobal
@ey_us
@smithandcarson

Top Mentioned in G5:
@acg_toronto
@airdberlis
@rsm_canada
@tdboothca
@bwgibbo333

Top Mentioned in G6:
@midmarketcenter
@chubbna

Top Mentioned in G7:
@fticonsulting
@blankromellp
@accordfincorp
@fti_flc
@alexkasdan

Top Mentioned in G8:
@pepromagazine

Top Mentioned in G9:
@davsamu
@ey_parthenon
@cre100does
@mixerandpack

Top Mentioned in G10:
@bdoind

Top Tweeters
Top Tweeters in Entire Graph:
@howardstrauber
@heatherpeno
@nfl
@terzima
@gudcapital
@industryweek
@bizjournals
@pensionsnews
@chubbna
@joebrusuelas

Top Tweeters in G1:
@gudcapital
@acgphilly
@bdo_usa_tax
@rushstr_capital
@acgnyc
@bdohealth
@youngamericacap
@deloitteprivate
@theleadleft
@acgcentraltexas

Top Tweeters in G2:
@terzima
@pitchbook
@acgglobal
@acg_mmg
@itconnecter
@stikemanelliott
@acgwm
@optimumadvisors
@firepowercap
@acgdetroit

Top Tweeters in G3:
@joebrusuelas
@rsmusllp
@recruiterkara
@cspencer_tax
@brandiw25473607
@ceoshow
@victorkao4
@howardsiegal

Top Tweeters in G4:
@nfl
@terrell_davis
@ey_us
@smithandcarson
@acgatlanta
@capxpartners
@estarrcapx
@jspfeffer

Top Tweeters in G5:
@dan_prysmgroup
@airdberlis
@rsm_canada
@dwopheim
@bwgibbo333
@tdboothca

Top Tweeters in G6:
@chubbna
@midmarketcenter
@avi_2107
@sell2smbiz
@thomasastewart
@awhilldin

Top Tweeters in G7:
@fticonsulting
@blankromellp
@fti_flc
@alexkasdan
@accordfincorp

Top Tweeters in G8:
@forex4news
@pepromagazine
@multplictprtnrs
@rockwoodequity

Top Tweeters in G9:
@cre100does
@ey_parthenon
@davsamu
@mixerandpack

Top Tweeters in G10:
@bdoind
@maulikmsanghavi
@jigersaiya
@pranay_1975


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