#WeTalkBiz, Twitter, 11/8/2019 7:33:29 AM, 215712


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#WeTalkBiz_2019-11-07_23-29-37.xlsx
#WeTalkBiz_2019-11-07_23-29-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2019
Short Description:
#WeTalkBiz via NodeXL http://bit.ly/2qxLw1r
@jkatzaman
@_wetalk
@andrempowell
@madalynsklar
@colleenqvist
@sivenathimbebe
@s_theko
@morejanda
@emelelasa
@smongana

Top hashtags:
#wetalkbiz
#entrepreneurship
#twitterchat
#vcbuzz
#ppcchat
#sweettalk
#icmichat

Description:
Description
The graph represents a network of 135 Twitter users whose tweets in the requested range contained "#WeTalkBiz", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 07:29 UTC.

The requested start date was Wednesday, 06 November 2019 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 95-day, 20-hour, 47-minute period from Thursday, 01 August 2019 at 17:13 UTC to Tuesday, 05 November 2019 at 14:00 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 : 135
Unique Edges : 197
Edges With Duplicates : 1089
Total Edges : 1286
Number of Edge Types : 3
Mentions : 1072
Tweet : 107
Replies to : 107
Self-Loops : 107
Reciprocated Vertex Pair Ratio : 0.215767634854772
Reciprocated Edge Ratio : 0.354948805460751
Connected Components : 5
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 116
Maximum Edges in a Connected Component : 1261
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.502533
Graph Density : 0.0161967938087341
Modularity : 0.137039
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 135 Twitter users whose tweets in the requested range contained "#WeTalkBiz", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 07:29 UTC.

The requested start date was Wednesday, 06 November 2019 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 95-day, 20-hour, 47-minute period from Thursday, 01 August 2019 at 17:13 UTC to Tuesday, 05 November 2019 at 14:00 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 : #WeTalkBiz
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] https://www.datadriveninvestor.com/2019/06/03/startups-and-investors-seek-the-right-fit/
[5] https://www.datadriveninvestor.com/2019/02/20/find-sanity-within-change/
[4] https://www.datadriveninvestor.com/2018/11/23/generational-wealth-were-all-destined-to-succeed/
[4] https://twitter.com/Mphete_Kwetli/status/1176566427513479169
[3] https://www.datadriveninvestor.com/2019/01/10/we-learn-more-from-failure-than-from-success/
[3] https://www.datadriveninvestor.com/2019/06/18/digital-transformation-is-about-better-decisions/
[3] https://www.datadriveninvestor.com/2019/01/11/healthy-brands-grow-from-positioning/
[3] https://medium.com/datadriveninvestor/her-vision-wont-have-long-to-wait-821aa13d6a04
[3] https://medium.com/datadriveninvestor/entrepreneurial-mind-knows-no-bounds-1900033cf80a
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.markgrowth.com%2Flarge-business-or-small-everyone-can-play-23fa24e2c160

Top URLs in Tweet in G1:
[9] https://www.datadriveninvestor.com/2019/06/03/startups-and-investors-seek-the-right-fit/
[4] https://www.datadriveninvestor.com/2018/11/23/generational-wealth-were-all-destined-to-succeed/
[4] https://www.datadriveninvestor.com/2019/02/20/find-sanity-within-change/
[3] https://medium.com/datadriveninvestor/entrepreneurial-mind-knows-no-bounds-1900033cf80a
[3] https://www.datadriveninvestor.com/2019/06/18/digital-transformation-is-about-better-decisions/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.markgrowth.com%2Flarge-business-or-small-everyone-can-play-23fa24e2c160
[3] https://www.datadriveninvestor.com/2019/01/11/healthy-brands-grow-from-positioning/
[2] https://medium.com/datadriveninvestor/your-leadership-impact-defines-you-e8a6ca1e9af6
[2] https://www.datadriveninvestor.com/2019/04/30/productivity-is-a-matter-of-time/
[2] https://www.datadriveninvestor.com/2018/10/16/on-the-entrepreneurial-trek-embrace-the-learning/

Top URLs in Tweet in G2:
[2] https://twitter.com/_WeTalk/status/1174303899865497600
[1] https://twitter.com/i/web/status/1174303899865497600
[1] https://twitter.com/i/web/status/1176562356563976193
[1] https://medium.com/datadriveninvestor/her-vision-wont-have-long-to-wait-821aa13d6a04
[1] https://twitter.com/i/web/status/1160804352833069056
[1] https://www.datadriveninvestor.com/2019/02/20/find-sanity-within-change/
[1] https://medium.com/datadriveninvestor/welcome-power-and-own-it-b72a99cf42ad
[1] https://medium.com/datadriveninvestor/your-leadership-impact-defines-you-e8a6ca1e9af6
[1] https://twitter.com/i/web/status/1173950563056324612
[1] https://twitter.com/morejanda/status/1176560962607841280

Top URLs in Tweet in G3:
[3] https://twitter.com/Mphete_Kwetli/status/1176566427513479169
[2] https://twitter.com/morejanda/status/1176566253479063553
[2] https://twitter.com/_WeTalk/status/1176477053920657409
[2] https://twitter.com/morejanda/status/1176560962607841280
[2] https://twitter.com/morejanda/status/1176562357931143168
[2] https://twitter.com/_WeTalk/status/1176564564340760578
[1] https://twitter.com/i/web/status/1176563992917151745
[1] https://twitter.com/s_theko/status/1176568689212231680
[1] https://twitter.com/i/web/status/1176577845184868352
[1] https://twitter.com/i/web/status/1173951874942345221

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1118084366255755264
[1] https://twitter.com/i/web/status/1161328541931384832
[1] https://twitter.com/i/web/status/1166281701309526023

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1174730718540423168
[1] https://twitter.com/i/web/status/1167120531117789184

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1174973681841213440
[1] https://twitter.com/i/web/status/1174961338931535872

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1184438544179384326

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1159864461697699840

Top Domains
Top Domains in Tweet in Entire Graph:
[133] twitter.com
[34] datadriveninvestor.com
[22] medium.com
[1] tropicsbusinesssummit.com

Top Domains in Tweet in G1:
[48] twitter.com
[32] datadriveninvestor.com
[19] medium.com

Top Domains in Tweet in G2:
[27] twitter.com
[3] medium.com
[2] datadriveninvestor.com
[1] tropicsbusinesssummit.com

Top Domains in Tweet in G3:
[49] twitter.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[354] wetalkbiz
[26] entrepreneurship
[18] twitterchat
[14] vcbuzz
[14] ppcchat
[12] sweettalk
[11] icmichat
[10] tuesdaythoughts
[9] saturdaythoughts
[9] thursdaythoughts



Top Hashtags in Tweet in G1:
[35] wetalkbiz
[24] entrepreneurship
[9] thursdaythoughts
[9] tuesdaythoughts
[6] sundaythoughts
[6] saturdaythoughts
[5] fridayfeeling
[4] leadership
[3] marketing
[2] technology

Top Hashtags in Tweet in G2:
[106] wetalkbiz
[3] saturdaythoughts
[3] business
[3] networking
[2] entrepreneurship
[2] tropicsbusinesssummit
[1] linkedinchat
[1] brandchat
[1] socialpowwow
[1] mttalk

Top Hashtags in Tweet in G3:
[186] wetalkbiz
[5] business
[5] networking
[2] designthinking
[1] rechargemybiz
[1] eventplanner
[1] africa
[1] america
[1] europe
[1] asia

Top Hashtags in Tweet in G4:
[18] twitterchat
[17] wetalkbiz
[14] vcbuzz
[14] ppcchat
[12] sweettalk
[11] icmichat
[7] indiefeature
[7] contentclubuk
[5] usabizparty
[4] carechat

Top Hashtags in Tweet in G5:
[6] wetalkbiz
[6] twittersmarter
[5] linkedinchat
[5] brandchat
[5] socialpowwow
[5] mttalk
[1] tacochat
[1] sproutchat
[1] winniesun
[1] hootchat

Top Hashtags in Tweet in G8:
[3] girltalkza
[3] kingtalkza
[3] wetalkbiz
[3] misssa2019

Top Hashtags in Tweet in G9:
[1] sphithiphithi
[1] businesswoman
[1] wetalkbiz
[1] hustle

Top Words
Top Words in Tweet in Entire Graph:
[615] Words in Sentiment List#1: Positive
[142] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[14328] Non-categorized Words
[15085] Total Words
[453] _wetalk
[354] #wetalkbiz
[257] morejanda
[132] price
[125] work

Top Words in Tweet in G1:
[37] jkatzaman
[35] #wetalkbiz
[35] _wetalk
[31] featuring
[27] dd_invest
[25] business
[24] #entrepreneurship
[23] s
[15] capital
[13] people

Top Words in Tweet in G2:
[106] #wetalkbiz
[95] _wetalk
[81] morejanda
[37] price
[31] work
[27] cost
[26] s_theko
[25] client
[25] value
[21] pricing

Top Words in Tweet in G3:
[321] _wetalk
[186] #wetalkbiz
[173] morejanda
[94] price
[87] work
[83] client
[76] cost
[74] value
[71] pricing
[55] know

Top Words in Tweet in G4:
[57] 1pm
[28] 12pm
[18] tuesday
[18] #twitterchat
[18] list
[17] #wetalkbiz
[17] ðÿœÿ
[14] #vcbuzz
[14] #ppcchat
[12] pokeyluwho

Top Words in Tweet in G5:
[6] fave
[6] tweet
[6] chats
[6] #wetalkbiz
[6] #twittersmarter
[5] #linkedinchat
[5] #brandchat
[5] #socialpowwow
[5] #mttalk
[4] madalynsklar

Top Words in Tweet in G6:
[9] conversation
[8] legal
[5] listening
[5] small
[5] businesses
[5] need
[5] compliance
[4] sivenathimbebe
[3] want
[3] hear

Top Words in Tweet in G7:
[3] explore
[3] unlimited
[3] healthy
[3] benefits
[3] comes
[3] hair
[3] care
[3] products
[3] visit
[3] website

Top Words in Tweet in G8:
[3] please
[3] tweet
[3] help
[3] grow
[3] south
[3] african
[3] business
[3] guys
[3] #girltalkza
[3] #kingtalkza

Top Words in Tweet in G9:
[2] little

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[124] morejanda,_wetalk
[66] production,cost
[52] market,value
[42] morejanda,#wetalkbiz
[34] _wetalk,#wetalkbiz
[31] #wetalkbiz,featuring
[30] mphete_kwetli,_wetalk
[30] client,budget
[29] price,creative
[29] creative,work

Top Word Pairs in Tweet in G1:
[31] #wetalkbiz,featuring
[26] _wetalk,dd_invest
[23] #entrepreneurship,#wetalkbiz
[7] featuring,johnarmah
[7] determines,capital
[6] don,t
[6] doitinpublic,vanichimagazine
[6] vanichimagazine,_wetalk
[5] knowing,investor
[5] investor,requirements

Top Word Pairs in Tweet in G2:
[38] morejanda,_wetalk
[16] production,cost
[12] morejanda,#wetalkbiz
[12] market,value
[9] price,creative
[9] creative,work
[9] mphete_kwetli,_wetalk
[8] join,conversation
[8] client,budget
[8] jkatzaman,immanueloloo

Top Word Pairs in Tweet in G3:
[84] morejanda,_wetalk
[49] production,cost
[39] market,value
[30] morejanda,#wetalkbiz
[27] _wetalk,#wetalkbiz
[22] client,budget
[21] mphete_kwetli,_wetalk
[20] pricing,work
[20] michael,janda
[19] price,creative

Top Word Pairs in Tweet in G4:
[18] tuesday,#twitterchat
[18] #twitterchat,list
[17] #wetalkbiz,1pm
[14] #vcbuzz,12pm
[14] #ppcchat,12pm
[12] pokeyluwho,tuesday
[12] 12pm,#ppcchat
[11] list,#2
[11] #sweettalk,1pm
[11] #icmichat,1pm

Top Word Pairs in Tweet in G5:
[6] fave,tweet
[6] tweet,chats
[5] chats,#wetalkbiz
[5] #wetalkbiz,#linkedinchat
[5] #linkedinchat,#brandchat
[5] #brandchat,#socialpowwow
[5] #socialpowwow,#mttalk
[5] #mttalk,#twittersmarter
[4] madalynsklar,fave
[4] #twittersmarter,yours

Top Word Pairs in Tweet in G6:
[5] conversation,listening
[5] listening,small
[5] small,businesses
[5] businesses,need
[5] need,legal
[5] legal,compliance
[4] sivenathimbebe,conversation
[4] compliance,conversation
[3] want,hear
[3] hear,yolelwa

Top Word Pairs in Tweet in G7:
[3] explore,unlimited
[3] unlimited,healthy
[3] healthy,benefits
[3] benefits,comes
[3] comes,hair
[3] hair,care
[3] care,products
[3] products,visit
[3] visit,website
[2] linahorganics,explore

Top Word Pairs in Tweet in G8:
[3] please,tweet
[3] tweet,help
[3] help,grow
[3] grow,south
[3] south,african
[3] african,business
[3] business,guys
[3] guys,#girltalkza
[3] #girltalkza,#kingtalkza
[3] #kingtalkza,#wetalkbiz

Top Replied-To
Top Replied-To in Entire Graph:
@_wetalk
@morejanda
@s_theko
@mphete_kwetli
@colleenqvist
@harrisonia
@mduduzitntuli
@senaoana_m
@nimrodmonametsi
@jkatzaman

Top Replied-To in G2:
@morejanda
@colleenqvist
@senaoana_m
@mphete_kwetli
@harrisonia
@s_theko
@nimrodmonametsi
@mduduzitntuli
@andrempowell
@immanueloloo

Top Replied-To in G3:
@_wetalk
@morejanda
@s_theko
@mphete_kwetli
@harrisonia
@colleenqvist
@mduduzitntuli
@jkatzaman
@senaoana_m
@madalynsklar

Top Mentioned
Top Mentioned in Entire Graph:
@_wetalk
@morejanda
@s_theko
@jkatzaman
@harrisonia
@mphete_kwetli
@colleenqvist
@dd_invest
@mduduzitntuli
@senaoana_m

Top Mentioned in G1:
@jkatzaman
@_wetalk
@dd_invest
@johnarmah
@doitinpublic
@vanichimagazine
@ndzaviderrick
@oriosgroup
@sizwevcele
@soclydigital

Top Mentioned in G2:
@_wetalk
@morejanda
@s_theko
@jkatzaman
@harrisonia
@mphete_kwetli
@colleenqvist
@senaoana_m
@andrempowell
@decksnfloors

Top Mentioned in G3:
@_wetalk
@morejanda
@s_theko
@harrisonia
@mphete_kwetli
@mduduzitntuli
@colleenqvist
@immanueloloo
@jkatzaman
@senaoana_m

Top Mentioned in G4:
@pokeyluwho

Top Mentioned in G5:
@madalynsklar

Top Mentioned in G6:
@sivenathimbebe
@winningequation
@morejanda
@_wetalk

Top Mentioned in G7:
@linahorganics

Top Mentioned in G8:
@amor_f_s

Top Tweeters
Top Tweeters in Entire Graph:
@buffer
@nomoreslaves
@tendaijoe
@jennykim
@tichitsinde
@neli_ngqulana
@designthinkbot
@djsbu
@madalynsklar
@femtech_

Top Tweeters in G1:
@buffer
@nomoreslaves
@tendaijoe
@neli_ngqulana
@femtech_
@davidpylyp
@jkatzaman
@sproutsocial
@janetmachuka_
@mrterborg

Top Tweeters in G2:
@vanessaperumal
@yvette_aloe
@leahmolatseli
@sonoiyalawrence
@sakhingwevela
@bentleyu
@lindahmbaisi
@fastlanemillio1
@centre4optimism
@_wetalk

Top Tweeters in G3:
@tichitsinde
@designthinkbot
@ngowithe26th
@harrisonia
@ndzaviderrick
@molebod
@tropicsmagazine
@melissa_nel
@mphete_kwetli
@mduduzitntuli

Top Tweeters in G4:
@nathaliegregg
@schelleranna
@b2the7
@missads08
@helenahalme
@minivanadv
@matundaafya
@jblhcomms
@pokeyluwho
@usabizparty

Top Tweeters in G5:
@jennykim
@madalynsklar
@genepetrovlmc
@robopulp
@yolande_mt

Top Tweeters in G6:
@mcndalana
@thusobilla
@sivenathimbebe
@winningequation

Top Tweeters in G7:
@djsbu
@entrepreneursa_
@linahorganics

Top Tweeters in G8:
@hermionetweeted
@amor_f_s
@khotsii

Top Tweeters in G9:
@jusfaraji