#middlemarket, Twitter, 1/16/2019 8:20:32 AM, 182114


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#middlemarket_2019-01-16_00-11-21.xlsx
#middlemarket_2019-01-16_00-11-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2019
Short Description:
#middlemarket via NodeXL http://bit.ly/2TWuK5z
@terzima
@acgglobal
@acg_mmg
@_pfingsten
@rhythmsystems
@capstonestrat
@pepromagazine
@themiddlemarket
@acgnyc
@rsmusllp

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

Description:
Description
The graph represents a network of 110 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 Wednesday, 16 January 2019 at 08:11 UTC.

The requested start date was Wednesday, 16 January 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, 12-hour, 8-minute period from Wednesday, 02 January 2019 at 09:13 UTC to Tuesday, 15 January 2019 at 21:21 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 : 110
Unique Edges : 107
Edges With Duplicates : 100
Total Edges : 207
Number of Edge Types : 3
Mentions : 111
Tweet : 93
Replies to : 3
Self-Loops : 93
Reciprocated Vertex Pair Ratio : 0.102272727272727
Reciprocated Edge Ratio : 0.185567010309278
Connected Components : 37
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 33
Maximum Edges in a Connected Component : 87
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.995658
Graph Density : 0.00809007506255213
Modularity : 0.479445
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] http://www.postrecession.com/
[4] https://www.themiddlemarket.com/news/most-middle-market-companies-expect-to-do-m-a-in-2019
[4] https://www.themiddlemarket.com/video/outlook-2019-the-18-to-24-month-window?platform=hootsuite
[3] https://www.themiddlemarket.com/news/most-middle-market-companies-expect-to-do-m-a-in-2019?platform=hootsuite
[3] http://www.pfingsten.com/news
[2] https://www.bdo.com/insights/business-financial-advisory/the-ten-step-guide-to-digital-transformation?utm_medium=SocialPaid&utm_source=Twitter&utm_campaign=DigitalTransformation&utm_term=Ad5&utm_content=Advisory
[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://www.financialdirector.co.uk/2019/01/10/whats-in-store-for-middle-market-ma-activity-in-2019
[2] https://static1.squarespace.com/static/58e7d0e66a496342ee4e7702/t/5c350d14758d46457307ff63/1546980632264/DebtRush_january_2019.pdf
[2] https://www.middlemarketcenter.org/podcasts/the-strategy-of-strategy

Top URLs in Tweet in G1:
[10] http://www.postrecession.com/
[1] https://twitter.com/i/web/status/1080580928630595584
[1] https://twitter.com/i/web/status/1080908642893713408
[1] http://intergrowth.org/?utm_source=ACG&utm_medium=social
[1] media&utm_campaign=IG2019_Attendee_Chapters
[1] https://twitter.com/i/web/status/1081239104971407360
[1] http://think.advantagedata.com/middle-market-loan-update-year-end-download?utm_campaign=2018
[1] Market
[1] Recap&utm_content=82070701&utm_medium=social&utm_source=twitter&hss_channel=tw-526584236
[1] https://tinyurl.com/yc5lgxbw

Top URLs in Tweet in G2:
[3] https://www.themiddlemarket.com/news/most-middle-market-companies-expect-to-do-m-a-in-2019
[3] https://www.themiddlemarket.com/news/most-middle-market-companies-expect-to-do-m-a-in-2019?platform=hootsuite
[1] https://www.citrincooperman.com/events/6th-annual-women-of-leadership-summit
[1] https://www.instagram.com/p/BsniGoilYRK/?utm_source=ig_twitter_share&igshid=dod9t7ki9n2a
[1] https://myemail.constantcontact.com/Tritium-hits-hardcap-on-latest-fund.html?soid=1116185134179&aid=f1LPqD7Pl6M
[1] https://myemail.constantcontact.com/The-Week-in-Review-from-Private-Equity-Professional.html?soid=1116185134179&aid=qU03QGyB2TU
[1] https://myemail.constantcontact.com/WindRose-hits-hardcap-on-fifth-fund.html?soid=1116185134179&aid=NMZbylHNhYw
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=EeBvni5UsKc
[1] https://myemail.constantcontact.com/Sycamore-Goes-Fishing.html?soid=1116185134179&aid=TFjoNrcbYC0
[1] https://myemail.constantcontact.com/After-Hours-News-from-Private-Equity-Professional.html?soid=1116185134179&aid=8y1v9X8lqMo

Top URLs in Tweet in G3:
[1] http://middlemarketgrowth.org/deal-news-capitala-invests-in-chicken-soup-for-the-soul/
[1] https://issuu.com/middlemarketgrowth/docs/mmg1901_issuu
[1] https://twitter.com/i/web/status/1084596681038094338
[1] https://www.rhythmsystems.com/blog/how-ceos-succeed-achieve-a-top-valuation-through-strategy-execution?utm_content=80664185&utm_medium=social&utm_source=twitter&hss_channel=tw-2358486840
[1] https://twitter.com/RhythmSystems/status/1070714549895131140

Top URLs in Tweet in G4:
[1] https://rsmus.com/our-insights/middle-market-transformative-ceo-show/a-conversation-with-travis-hollman-hollman-inc.html?cmpid=soc:twcpr1218-ceo-radio-show-promotion-episode-7:dj01&utm_campaign=12-2018+CEO+Radio+Show&utm_medium=bitly&utm_source=Twitter
[1] https://twitter.com/i/web/status/1080868315952832512
[1] https://www.youtube.com/watch?v=M6q1sv4OqwQ&list=PLmt_TWDOjFCFCahnBgd9QpskmhruwKmzn&index=1&utm_campaign=2019+Economic+Outlook+Videos&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://rsmus.com/economics/the-real-economy/the-real-economy-volume-48/update-by-industry-fashion-and-home-furnishings.html?cmpid=soc:twcpr0315-the-real-economy-ongoingd:dj01
[1] https://rsmus.com/economics/the-real-economy/the-real-economy-volume-48/update-by-industry-technology.html?cmpid=soc:twcpr0315-the-real-economy-ongoingd:dj01
[1] https://rsmus.com/events/2019-audit-committee-briefing.html?cmpid=soc:twcpr1119-2019-yearly-audit-committee-webcast:dj01
[1] https://twitter.com/i/web/status/1083778180102737922
[1] https://rsmus.com/our-insights/changing-buying-patterns/are-buying-habits-changing-due-to-the-wayfair-decision.html?cmpid=soc:twcpr0918-wayfair-impact-on-buying-patterns:dj01
[1] https://www.forbes.com/sites/robertreiss/2019/01/02/ceos-who-are-transforming-customer-experience/?utm_campaign=2019+Press+Coverage&utm_medium=bitly&utm_source=Twitter#69081e11734d

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1085167217497554944
[1] https://www.entrepreneur.com/article/325007?linkId=62202558
[1] https://www.entrepreneur.com/article/325007?linkId=62202575
[1] https://www.entrepreneur.com/article/325007?linkId=62202568

Top URLs in Tweet in G6:
[3] http://www.pfingsten.com/news
[1] https://twitter.com/i/web/status/1080872235672444933

Top URLs in Tweet in G7:
[2] https://www.middlemarketcenter.org/podcasts/the-strategy-of-strategy
[1] https://twitter.com/i/web/status/1080951511390273537
[1] https://www.middlemarketcenter.org/expert-perspectives/strategy-development-process
[1] https://www.middlemcreative.com/firms/
[1] https://twitter.com/i/web/status/1081188614208409600
[1] https://middlemarketcenter.org/Media/Documents/key-findings-how-middle-market-companies-map-their-futures_NCMM_StrategicPlanning_KeyTakeaways_FINAL.pdf

Top URLs in Tweet in G8:
[4] https://www.themiddlemarket.com/video/outlook-2019-the-18-to-24-month-window?platform=hootsuite
[1] https://go.shr.lc/2CLaz4z?platform=hootsuite

Top URLs in Tweet in G9:
[1] https://www.rsm.global/insights/finding-opportunity-change/getting-ahead-new-world-work

Top URLs in Tweet in G10:
[1] https://www.acg.org/centraltexas/events/acg-san-antonio-12919-daniel-alarik-grunt-style
[1] http://middlemarketgrowth.org/middle-market-family-business-succession-planning/
[1] http://txacg.org/
[1] https://twitter.com/i/web/status/1081199118343647233

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[12] constantcontact.com
[11] themiddlemarket.com
[10] postrecession.com
[9] lnkd.in
[9] rsmus.com
[5] bdo.com
[4] middlemarketcenter.org
[3] acg.org
[3] entrepreneur.com

Top Domains in Tweet in G1:
[10] postrecession.com
[7] twitter.com
[4] lnkd.in
[1] intergrowth.org
[1] advantagedata.com
[1] tinyurl.com
[1] rsm.us
[1] constantcontact.com
[1] storecapital.com
[1] facebook.com

Top Domains in Tweet in G2:
[11] constantcontact.com
[8] twitter.com
[6] themiddlemarket.com
[3] industrialexchange.us
[1] citrincooperman.com
[1] instagram.com
[1] lnkd.in

Top Domains in Tweet in G3:
[2] twitter.com
[1] middlemarketgrowth.org
[1] issuu.com
[1] rhythmsystems.com

Top Domains in Tweet in G4:
[6] rsmus.com
[4] twitter.com
[1] youtube.com
[1] forbes.com

Top Domains in Tweet in G5:
[3] entrepreneur.com
[1] twitter.com

Top Domains in Tweet in G6:
[3] pfingsten.com
[1] twitter.com

Top Domains in Tweet in G7:
[4] middlemarketcenter.org
[2] twitter.com
[1] middlemcreative.com

Top Domains in Tweet in G8:
[4] themiddlemarket.com
[1] shr.lc

Top Domains in Tweet in G9:
[1] rsm.global

Top Domains in Tweet in G10:
[1] acg.org
[1] middlemarketgrowth.org
[1] txacg.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[136] middlemarket
[51] privateequity
[29] mergers
[25] acquisitions
[22] lowermiddlemarket
[10] privatecompany
[10] privatebanking
[7] strategy
[6] mna
[6] pe



Top Hashtags in Tweet in G1:
[24] middlemarket
[14] privateequity
[10] privatecompany
[10] privatebanking
[3] investmentbanking
[3] fpg
[2] intergrowth
[2] ig19
[2] manda
[2] mergers

Top Hashtags in Tweet in G2:
[35] middlemarket
[27] privateequity
[22] lowermiddlemarket
[22] mergers
[19] acquisitions
[6] mna
[3] dealsdealsdeals
[2] wolsummit
[2] industrials
[1] deals

Top Hashtags in Tweet in G3:
[5] middlemarket
[4] chambermember
[3] investment
[2] equity
[1] priveateequity
[1] trends
[1] deals
[1] ig19
[1] debt
[1] media

Top Hashtags in Tweet in G4:
[18] middlemarket
[3] technology
[3] transformativeceo
[2] blockchain
[1] inflation
[1] fashion
[1] digital
[1] therealeconomy
[1] tax
[1] brexit

Top Hashtags in Tweet in G5:
[5] emergingtechnologies
[5] bigdata
[4] middlemarket

Top Hashtags in Tweet in G6:
[6] privateequity
[6] middlemarket
[6] pe
[3] buyouts
[3] pehub

Top Hashtags in Tweet in G7:
[8] middlemarket
[5] strategy
[2] podcast
[2] strategicplanning
[2] inthemiddle
[1] ncmm
[1] privateequity
[1] investmentbanking
[1] values

Top Hashtags in Tweet in G8:
[5] mergers
[5] acquisitions
[5] middlemarket

Top Hashtags in Tweet in G9:
[2] middlemarket

Top Hashtags in Tweet in G10:
[3] acgcentraltexas
[3] middlemarket
[2] networking
[1] entrepreneur
[1] business
[1] ceo
[1] sanantonio
[1] clothingbrand
[1] successionplanning
[1] strategy

Top Words
Top Words in Tweet in Entire Graph:
[116] Words in Sentiment List#1: Positive
[42] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3385] Non-categorized Words
[3543] Total Words
[136] middlemarket
[56] privateequity
[36] 2019
[29] mergers
[26] companies

Top Words in Tweet in G1:
[24] middlemarket
[14] privateequity
[10] last
[10] decade
[10] even
[10] happen
[10] privatecompany
[10] privatebanking
[5] companies
[4] gt

Top Words in Tweet in G2:
[35] middlemarket
[32] privateequity
[22] lowermiddlemarket
[22] mergers
[19] acquisitions
[13] equity
[12] private
[10] 2019
[10] professional
[8] pepromagazine

Top Words in Tweet in G3:
[5] middlemarket
[5] capitala_group
[5] acgglobal
[4] recently
[4] announced
[4] congrats
[4] chambermember
[4] trirockclub
[4] being
[4] cover

Top Words in Tweet in G4:
[18] middlemarket
[8] companies
[7] rsmusllp
[6] joebrusuelas
[6] first
[5] rsm
[5] 2019
[4] choice
[4] advisor
[4] technology

Top Words in Tweet in G5:
[5] emergingtechnologies
[5] combined
[5] bigdata
[5] drivers
[4] jasonwdowning
[4] breaks
[4] down
[4] learn
[4] middlemarket
[4] organizations

Top Words in Tweet in G6:
[15] strut
[11] pfingsten
[11] portfolio
[11] company
[11] acquires
[10] florida
[8] manufacturer
[7] _pfingsten
[6] privateequity
[6] middlemarket

Top Words in Tweet in G7:
[13] strategy
[8] middlemarket
[7] companies
[6] company's
[5] success
[4] strategic
[3] midmarketcenter
[3] 34
[3] customer
[3] experience

Top Words in Tweet in G8:
[5] mergers
[5] acquisitions
[5] middlemarket
[4] outlook
[4] 2019
[4] great
[4] time
[4] sell
[4] themiddlemarket

Top Words in Tweet in G9:
[3] formas
[2] avanzando
[2] nuevo
[2] mundo
[2] trabajo
[2] iansanders
[2] ofrece
[2] 6
[2] lã
[2] deres

Top Words in Tweet in G10:
[3] business
[3] acgcentraltexas
[3] middlemarket
[3] acg
[3] texas
[3] 2019
[2] ready
[2] march
[2] 13
[2] 14

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[29] privateequity,middlemarket
[24] mergers,acquisitions
[22] middlemarket,lowermiddlemarket
[22] lowermiddlemarket,mergers
[18] middlemarket,privateequity
[12] pfingsten,portfolio
[12] portfolio,company
[12] company,acquires
[12] florida,strut
[11] middlemarket,companies

Top Word Pairs in Tweet in G1:
[11] middlemarket,privateequity
[10] last,decade
[10] decade,even
[10] even,happen
[10] happen,middlemarket
[10] privateequity,privatecompany
[10] privatecompany,privatebanking
[3] middle,market
[2] gt,gt
[2] fpg,fpgadvisory

Top Word Pairs in Tweet in G2:
[23] privateequity,middlemarket
[22] middlemarket,lowermiddlemarket
[22] lowermiddlemarket,mergers
[19] mergers,acquisitions
[11] private,equity
[10] equity,professional
[10] professional,privateequity
[8] hours,news
[8] news,private
[6] companies,confident

Top Word Pairs in Tweet in G3:
[4] congrats,chambermember
[4] chambermember,trirockclub
[4] trirockclub,being
[4] being,cover
[4] cover,acg_mmg
[4] acg_mmg,publication
[4] publication,acgglobal
[4] acgglobal,covering
[3] morrisvillenc,congrats
[3] covering,trâ

Top Word Pairs in Tweet in G4:
[4] first,choice
[4] choice,advisor
[3] middlemarket,companies
[3] companies,avoid
[3] avoid,setbacks
[3] setbacks,due
[3] due,ongoing
[3] ongoing,trade
[3] trade,spats
[3] spats,chief

Top Word Pairs in Tweet in G5:
[5] emergingtechnologies,combined
[5] combined,bigdata
[5] bigdata,drivers
[4] jasonwdowning,breaks
[4] breaks,down
[4] learn,emergingtechnologies
[4] drivers,middlemarket
[4] middlemarket,organizations
[4] organizations,2019
[3] 2019,deloitte's

Top Word Pairs in Tweet in G6:
[11] pfingsten,portfolio
[11] portfolio,company
[11] company,acquires
[10] florida,strut
[6] privateequity,middlemarket
[6] middlemarket,pe
[5] zsi,foster
[5] foster,pfingsten
[5] acquires,florida
[5] strut,florida

Top Word Pairs in Tweet in G7:
[6] middlemarket,companies
[3] 34,middlemarket
[3] companies,customer
[3] customer,experience
[3] experience,critical
[3] critical,part
[3] part,overall
[3] overall,strategy
[3] strategy,defined
[3] defined,developed

Top Word Pairs in Tweet in G8:
[5] mergers,acquisitions
[5] acquisitions,middlemarket
[4] outlook,2019
[4] 2019,great
[4] great,time
[4] time,sell
[4] sell,themiddlemarket
[4] themiddlemarket,mergers

Top Word Pairs in Tweet in G9:
[2] avanzando,nuevo
[2] nuevo,mundo
[2] mundo,trabajo
[2] trabajo,iansanders
[2] iansanders,ofrece
[2] ofrece,6
[2] 6,formas
[2] formas,lã
[2] lã,deres
[2] deres,empresariales

Top Word Pairs in Tweet in G10:
[2] march,13
[2] 13,14
[2] 14,2019
[2] texas,acg
[2] acg,capital
[2] capital,connection

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pepromagazine
@_pfingsten
@rsmusllp
@acgglobal
@joebrusuelas
@acg_mmg
@acgnyc
@trirockclub
@jasonwdowning
@midmarketcenter

Top Mentioned in G2:
@pepromagazine
@acgnyc
@davidacharya
@acgphilly
@resilient_ent
@acgp
@_pfingsten
@acgglobal
@ind_ex2019
@tateparker

Top Mentioned in G3:
@acgglobal
@trirockclub
@acg_mmg
@morrisvillenc
@capitala_group
@chickensoupsoul
@financialtimes
@fastcompany
@pei

Top Mentioned in G4:
@rsmusllp
@joebrusuelas
@ceoshowforum
@hollmanlockers
@forbes
@rsmuk

Top Mentioned in G5:
@jasonwdowning
@deloitteontech

Top Mentioned in G6:
@_pfingsten

Top Mentioned in G7:
@midmarketcenter
@middlemcreative

Top Mentioned in G8:
@themiddlemarket
@growthengineers
@acg_mmg

Top Mentioned in G9:
@iansanders
@rsm_es
@rsm_global

Top Mentioned in G10:
@gruntstyle
@txacgcapcon

Top Tweeters
Top Tweeters in Entire Graph:
@resilient_ent
@financialtimes
@fastcompany
@forbes
@chriswill1337
@terzima
@juanmanfredi
@dme_jun
@iansanders
@postrecession

Top Tweeters in G1:
@postrecession
@luisarbeltran
@advantage_data
@gvppartners
@youngamericacap
@kevincrosby1
@mahidalgo
@cspencer_tax
@cravenktc
@acg_cle

Top Tweeters in G2:
@resilient_ent
@terzima
@aminekorchimd
@acgphilly
@swbiintl
@acgnyc
@pepromagazine
@citrincooperman
@greengob2010
@tateparker

Top Tweeters in G3:
@financialtimes
@fastcompany
@chickensoupsoul
@acgglobal
@acg_mmg
@morrisvillenc
@rhythmsystems
@trirockclub
@capitala_group
@pei

Top Tweeters in G4:
@forbes
@joebrusuelas
@rsmusllp
@rsmuk
@simonhartrsm
@rsmkuwait
@jeffjudkins2
@ceoshow
@hollmanlockers
@galivankaren

Top Tweeters in G5:
@deloitteus
@deloitteontech
@deloitteba
@benbarkers
@deloitteprivate
@jasonwdowning

Top Tweeters in G6:
@e_nterdiscipl
@johnhunderwood
@pbronsteatter
@_pfingsten

Top Tweeters in G7:
@midmarketcenter
@thomasastewart
@talentrust
@middlemcreative

Top Tweeters in G8:
@themiddlemarket
@capstonestrat
@growthengineers
@sequarisfx

Top Tweeters in G9:
@iansanders
@rsm_es
@rsm_global
@magmconsultor

Top Tweeters in G10:
@gruntstyle
@acgcentraltexas
@txacgcapcon


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