#middlemarket, Twitter, 1/11/2019 11:30:59 PM, 181599


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#middlemarket_2019-01-11_15-28-41.xlsx
#middlemarket_2019-01-11_15-28-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 11, 2019
Short Description:
#middlemarket via NodeXL http://bit.ly/2D1TcMY
@terzima
@rsmusllp
@rsmuk
@_pfingsten
@rsm_global
@acg_mmg
@acgglobal
@rhythmsystems
@pepromagazine
@rsm_es

Top hashtags:
#middlemarket
#privateequity
#mergers
#acquisitions
#privatecompany
#privatebanking

Description:
Description
The graph represents a network of 97 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 Friday, 11 January 2019 at 23:28 UTC.

The requested start date was Friday, 11 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, 19-hour, 13-minute period from Friday, 28 December 2018 at 04:16 UTC to Thursday, 10 January 2019 at 23:30 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 : 97
Unique Edges : 95
Edges With Duplicates : 88
Total Edges : 183
Number of Edge Types : 3
Mentions : 97
Tweet : 84
Replies to : 2
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.121621621621622
Reciprocated Edge Ratio : 0.216867469879518
Connected Components : 34
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 16
Maximum Edges in a Connected Component : 47
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.249678
Graph Density : 0.00891323024054983
Modularity : 0.466608
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] http://www.postrecession.com/
[4] https://www.themiddlemarket.com/video/outlook-2019-the-18-to-24-month-window?platform=hootsuite
[3] http://www.pfingsten.com/news
[3] https://www.yelp.com/biz/z2gPnPDYDOrIct93_04JPQ
[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://static1.squarespace.com/static/58e7d0e66a496342ee4e7702/t/5c350d14758d46457307ff63/1546980632264/DebtRush_january_2019.pdf
[2] https://www.middlemarketcenter.org/podcasts/the-strategy-of-strategy
[1] https://www.entrepreneur.com/article/325007?linkId=62202575
[1] https://www.entrepreneur.com/article/325007?linkId=62202568
[1] https://lnkd.in/dgfRh55

Top URLs in Tweet in G1:
[13] http://www.postrecession.com/
[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://www.themiddlemarket.com/news/m-a-wrap-sentinel-pet-supplies-plus-silver-lake-vector-clearlake-mondelez
[1] https://lnkd.in/ekX_bvy
[1] https://lnkd.in/ey5t8iW
[1] https://twitter.com/i/web/status/1080580928630595584
[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

Top URLs in Tweet in G2:
[1] https://lnkd.in/dgfRh55
[1] https://industrialexchange.us/register/?utm_content=82348403&utm_medium=social&utm_source=twitter&hss_channel=tw-1017756712055517185
[1] https://industrialexchange.us/attendees/newslettersignup/?utm_campaign=The
[1] Weekly
[1] 5&utm_content=81779663&utm_medium=social&utm_source=twitter&hss_channel=tw-1017756712055517185
[1] https://twitter.com/i/web/status/1078645385168596993
[1] https://twitter.com/i/web/status/1080084923162263552
[1] https://twitter.com/i/web/status/1081222056115621888
[1] https://twitter.com/acgnyc/status/1083088318626254849
[1] https://twitter.com/i/web/status/1080949009030832128

Top URLs in Tweet in G3:
[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/1078391339581083648
[1] https://twitter.com/i/web/status/1078652147900792833
[1] https://twitter.com/i/web/status/1078787835304599552
[1] https://twitter.com/i/web/status/1079150166140219398
[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/1079089810336292865

Top URLs in Tweet in G4:
[1] https://issuu.com/middlemarketgrowth/docs/mmg1901_issuu
[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 G5:
[1] https://www.rsm.global/insights/finding-opportunity-change/getting-ahead-new-world-work
[1] https://twitter.com/i/web/status/1078781623196372993

Top URLs in Tweet in G6:
[1] https://www.entrepreneur.com/article/325007?linkId=62202575
[1] https://www.entrepreneur.com/article/325007?linkId=62202568
[1] https://www.entrepreneur.com/article/325007?linkId=62202558

Top URLs in Tweet in G7:
[3] http://www.pfingsten.com/news
[1] https://twitter.com/i/web/status/1080872235672444933

Top URLs in Tweet in G8:
[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/1078664928943329281
[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 G9:
[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 G10:
[1] https://www.acg.org/uk/events/economic-geopolitical-outlook-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[32] twitter.com
[13] postrecession.com
[9] constantcontact.com
[8] lnkd.in
[8] rsmus.com
[5] themiddlemarket.com
[4] middlemarketcenter.org
[3] entrepreneur.com
[3] bdo.com
[3] pfingsten.com

Top Domains in Tweet in G1:
[13] postrecession.com
[4] lnkd.in
[3] twitter.com
[3] bdo.com
[1] themiddlemarket.com
[1] intergrowth.org
[1] advantagedata.com
[1] tinyurl.com
[1] rsm.us
[1] constantcontact.com

Top Domains in Tweet in G2:
[9] twitter.com
[8] constantcontact.com
[2] industrialexchange.us
[1] lnkd.in
[1] middlemarketgrowth.org
[1] acg.org

Top Domains in Tweet in G3:
[8] twitter.com
[5] rsmus.com
[1] forbes.com

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

Top Domains in Tweet in G5:
[1] rsm.global
[1] twitter.com

Top Domains in Tweet in G6:
[3] entrepreneur.com

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

Top Domains in Tweet in G8:
[4] middlemarketcenter.org
[3] twitter.com
[1] middlemcreative.com

Top Domains in Tweet in G9:
[4] themiddlemarket.com
[1] shr.lc

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[115] middlemarket
[38] privateequity
[19] mergers
[16] acquisitions
[13] privatecompany
[13] privatebanking
[12] lowermiddlemarket
[8] investmentbanking
[7] strategy
[6] pe



Top Hashtags in Tweet in G1:
[30] middlemarket
[17] privateequity
[13] privatecompany
[13] privatebanking
[3] fpg
[2] intergrowth
[2] ig19
[2] manda
[2] mergers
[2] fpgadvisory

Top Hashtags in Tweet in G2:
[20] middlemarket
[12] privateequity
[12] lowermiddlemarket
[12] mergers
[11] acquisitions
[3] dealsdealsdeals
[2] acgcentraltexas
[1] desserts
[1] industrials
[1] private

Top Hashtags in Tweet in G3:
[20] middlemarket
[4] transformativeceo
[3] fashion
[2] retail
[2] restaurant
[2] blockchain
[2] unemployment
[1] inflation
[1] digital
[1] technology

Top Hashtags in Tweet in G4:
[4] chambermember
[2] middlemarket
[1] trends
[1] investors
[1] vc

Top Hashtags in Tweet in G5:
[4] middlemarket
[2] rsm
[2] socialresponsibility
[2] csr

Top Hashtags in Tweet in G6:
[4] emergingtechnologies
[4] bigdata
[4] middlemarket

Top Hashtags in Tweet in G7:
[6] privateequity
[6] middlemarket
[6] pe
[3] buyouts
[3] pehub

Top Hashtags in Tweet in G8:
[9] middlemarket
[5] strategy
[2] podcast
[2] strategicplanning
[2] inthemiddle
[1] retail
[1] ncmm
[1] privateequity
[1] investmentbanking
[1] values

Top Hashtags in Tweet in G9:
[5] mergers
[5] acquisitions
[5] middlemarket

Top Hashtags in Tweet in G10:
[1] middlemarket
[1] economy
[1] geopolitics
[1] manda

Top Words
Top Words in Tweet in Entire Graph:
[114] Words in Sentiment List#1: Positive
[40] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2986] Non-categorized Words
[3140] Total Words
[115] middlemarket
[43] privateequity
[37] 2019
[19] mergers
[18] strut

Top Words in Tweet in G1:
[30] middlemarket
[17] privateequity
[13] last
[13] decade
[13] even
[13] happen
[13] privatecompany
[13] privatebanking
[4] compensation
[3] business

Top Words in Tweet in G2:
[20] middlemarket
[17] privateequity
[12] lowermiddlemarket
[12] mergers
[11] acquisitions
[7] event
[7] private
[7] 2019
[6] equity
[6] acgnyc

Top Words in Tweet in G3:
[20] middlemarket
[11] 2019
[8] rsmusllp
[6] fashion
[6] trends
[6] first
[5] companies
[5] rsm
[4] transformativeceo
[4] top

Top Words in Tweet in G4:
[5] acgglobal
[4] congrats
[4] chambermember
[4] trirockclub
[4] being
[4] cover
[4] acg_mmg
[4] publication
[4] covering
[3] morrisvillenc

Top Words in Tweet in G5:
[4] middlemarket
[3] formas
[3] rsm_global
[2] avanzando
[2] nuevo
[2] mundo
[2] trabajo
[2] iansanders
[2] ofrece
[2] 6

Top Words in Tweet in G6:
[4] learn
[4] emergingtechnologies
[4] combined
[4] bigdata
[4] drivers
[4] middlemarket
[4] organizations
[4] 2019
[3] deloitte's
[3] jasonwdowning

Top Words in Tweet in G7:
[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 G8:
[13] strategy
[9] middlemarket
[7] companies
[6] company's
[5] success
[4] growth
[4] strategic
[3] defined
[3] developed
[3] executed

Top Words in Tweet in G9:
[5] mergers
[5] acquisitions
[5] middlemarket
[4] outlook
[4] 2019
[4] great
[4] time
[4] sell
[4] themiddlemarket

Top Words in Tweet in G10:
[3] year
[3] hold
[3] m
[3] economic
[3] geopolitical
[3] perspective
[3] uncertainty
[3] set
[3] continue
[3] join

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] privateequity,middlemarket
[16] mergers,acquisitions
[16] middlemarket,privateequity
[13] last,decade
[13] decade,even
[13] even,happen
[13] happen,middlemarket
[13] privateequity,privatecompany
[13] privatecompany,privatebanking
[12] pfingsten,portfolio

Top Word Pairs in Tweet in G1:
[14] middlemarket,privateequity
[13] last,decade
[13] decade,even
[13] even,happen
[13] happen,middlemarket
[13] privateequity,privatecompany
[13] privatecompany,privatebanking
[3] board,compensation
[2] gt,gt
[2] fpg,fpgadvisory

Top Word Pairs in Tweet in G2:
[12] privateequity,middlemarket
[12] middlemarket,lowermiddlemarket
[12] lowermiddlemarket,mergers
[11] mergers,acquisitions
[6] private,equity
[5] equity,professional
[5] professional,privateequity
[4] president,acgnyc
[4] acgnyc,proud
[4] proud,support

Top Word Pairs in Tweet in G3:
[4] middlemarket,transformativeceo
[4] trends,middlemarket
[4] first,choice
[4] choice,advisor
[3] 2019,fashion
[3] fashion,economic
[3] middlemarket,fashion
[3] fashion,retailers
[3] rsm,vision
[3] vision,first

Top Word Pairs in Tweet in G4:
[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 G5:
[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 G6:
[4] learn,emergingtechnologies
[4] emergingtechnologies,combined
[4] combined,bigdata
[4] bigdata,drivers
[4] drivers,middlemarket
[4] middlemarket,organizations
[4] organizations,2019
[3] 2019,deloitte's
[3] deloitte's,jasonwdowning
[3] jasonwdowning,breaks

Top Word Pairs in Tweet in G7:
[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 G8:
[6] middlemarket,companies
[3] strategy,defined
[3] defined,developed
[3] developed,executed
[3] executed,plays
[3] plays,essential
[3] essential,role
[3] role,strategic
[3] strategic,company's
[3] company's,success

Top Word Pairs in Tweet in G9:
[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 G10:
[3] year,hold
[3] hold,m
[3] m,economic
[3] economic,geopolitical
[3] geopolitical,perspective
[3] perspective,uncertainty
[3] uncertainty,set
[3] set,continue
[3] continue,join
[2] ukacg,year

Top Replied-To
Top Replied-To in Entire Graph:
@acgnyc
@capitala_group

Top Replied-To in G2:
@acgnyc

Top Mentioned
Top Mentioned in Entire Graph:
@rsmusllp
@_pfingsten
@acg_mmg
@acgglobal
@acgnyc
@pepromagazine
@midmarketcenter
@trirockclub
@themiddlemarket
@joebrusuelas

Top Mentioned in G1:
@startup_mentor

Top Mentioned in G2:
@pepromagazine
@acgnyc
@txacgcapcon
@davidacharya
@ind_ex2019
@tateparker
@acgcentraltexas
@_pfingsten
@gruntstyle

Top Mentioned in G3:
@rsmusllp
@joebrusuelas
@hollmanlockers
@ceoshowforum
@forbes

Top Mentioned in G4:
@acgglobal
@trirockclub
@acg_mmg
@morrisvillenc
@financialtimes
@fastcompany
@pei

Top Mentioned in G5:
@rsm_global
@iansanders
@rsm_es
@pr4csr
@rsmusllp

Top Mentioned in G6:
@jasonwdowning
@deloitteontech

Top Mentioned in G7:
@_pfingsten

Top Mentioned in G8:
@midmarketcenter
@middlemcreative

Top Mentioned in G9:
@themiddlemarket
@growthengineers
@acg_mmg

Top Mentioned in G10:
@ukacg

Top Tweeters
Top Tweeters in Entire Graph:
@resilient_ent
@financialtimes
@fastcompany
@forbes
@chriswill1337
@terzima
@law360
@iansanders
@postrecession
@al_dhalla

Top Tweeters in G1:
@postrecession
@startup_mentor
@bdo_usa_tax
@advantage_data
@bdo_usa
@kevincrosby1
@mahidalgo
@cspencer_tax
@osomexicodf
@cravenktc

Top Tweeters in G2:
@resilient_ent
@terzima
@gruntstyle
@swbiintl
@acgnyc
@pepromagazine
@acgcentraltexas
@greengob2010
@tateparker
@davidacharya

Top Tweeters in G3:
@forbes
@joebrusuelas
@rsmusllp
@stuartwmcc
@rsmkuwait
@jeffjudkins2
@ceoshow
@hollmanlockers
@galivankaren
@ceoshowforum

Top Tweeters in G4:
@financialtimes
@fastcompany
@acgglobal
@acg_mmg
@morrisvillenc
@rhythmsystems
@trirockclub
@pei

Top Tweeters in G5:
@iansanders
@rsm_es
@rsmuk
@rsm_global
@magmconsultor
@pr4csr

Top Tweeters in G6:
@deloitteontech
@deloitteba
@benbarkers
@deloitteprivate
@jasonwdowning

Top Tweeters in G7:
@e_nterdiscipl
@johnhunderwood
@pbronsteatter
@_pfingsten

Top Tweeters in G8:
@midmarketcenter
@thomasastewart
@talentrust
@middlemcreative

Top Tweeters in G9:
@themiddlemarket
@capstonestrat
@growthengineers
@sequarisfx

Top Tweeters in G10:
@backbaycomm
@vrcvaluation
@ukacg