#WeTalkBiz, Twitter, 11/9/2019 7:33:00 AM, 215844


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#WeTalkBiz_2019-11-08_23-29-37.xlsx
#WeTalkBiz_2019-11-08_23-29-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 09, 2019
Short Description:
#WeTalkBiz via NodeXL http://bit.ly/32xff7Y
@jkatzaman
@_wetalk
@andrempowell
@madalynsklar
@colleenqvist
@sivenathimbebe
@s_theko
@morejanda
@emelelasa
@smongana

Top hashtags:
#wetalkbiz
#entrepreneurship
#business
#networking
#tuesdaythoughts
#thursdaythoughts

Description:
Description
The graph represents a network of 117 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 Saturday, 09 November 2019 at 07:30 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 61-day, 11-hour, 27-minute period from Sunday, 01 September 2019 at 12:27 UTC to Friday, 01 November 2019 at 23:55 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 : 117
Unique Edges : 180
Edges With Duplicates : 1030
Total Edges : 1210
Number of Edge Types : 3
Mentions : 1019
Tweet : 85
Replies to : 106
Self-Loops : 85
Reciprocated Vertex Pair Ratio : 0.216216216216216
Reciprocated Edge Ratio : 0.355555555555556
Connected Components : 4
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 108
Maximum Edges in a Connected Component : 1200
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.512181
Graph Density : 0.019893899204244
Modularity : 0.122993
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 117 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 Saturday, 09 November 2019 at 07:30 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 61-day, 11-hour, 27-minute period from Sunday, 01 September 2019 at 12:27 UTC to Friday, 01 November 2019 at 23:55 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/
[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/2019/01/11/healthy-brands-grow-from-positioning/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.markgrowth.com%2Flarge-business-or-small-everyone-can-play-23fa24e2c160
[3] https://twitter.com/morejanda/status/1176560962607841280
[3] https://twitter.com/_WeTalk/status/1176477053920657409
[3] https://twitter.com/morejanda/status/1176566253479063553
[3] https://twitter.com/_WeTalk/status/1176564564340760578

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/
[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/whos-out-there-entrepreneurs-need-to-know-cb7fb4349d6c
[2] https://www.datadriveninvestor.com/2019/04/30/productivity-is-a-matter-of-time/
[2] https://www.datadriveninvestor.com/2019/06/18/digital-transformation-is-about-better-decisions/
[2] https://www.datadriveninvestor.com/2019/01/10/we-learn-more-from-failure-than-from-success/
[2] https://www.datadriveninvestor.com/2019/02/20/find-sanity-within-change/
[1] https://twitter.com/i/web/status/1170109421915033601

Top URLs in Tweet in G2:
[2] https://twitter.com/_WeTalk/status/1174303899865497600
[1] https://twitter.com/i/web/status/1013660003197227008
[1] https://twitter.com/i/web/status/1174303899865497600
[1] https://twitter.com/i/web/status/1176562356563976193
[1] https://twitter.com/i/web/status/1173950563056324612
[1] https://twitter.com/morejanda/status/1176560962607841280
[1] https://twitter.com/i/web/status/1176564427790913537
[1] https://twitter.com/i/web/status/1176565195830890497
[1] https://twitter.com/i/web/status/1176573347544608768
[1] http://tropicsbusinesssummit.com

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://www.datadriveninvestor.com/2019/01/10/we-learn-more-from-failure-than-from-success/
[1] https://twitter.com/i/web/status/1181198836204789760

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

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1118084366255755264

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1174961338931535872
[1] https://twitter.com/i/web/status/1174973681841213440

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1184438544179384326

Top Domains
Top Domains in Tweet in Entire Graph:
[114] twitter.com
[29] datadriveninvestor.com
[10] medium.com
[1] tropicsbusinesssummit.com

Top Domains in Tweet in G1:
[35] twitter.com
[28] datadriveninvestor.com
[10] medium.com

Top Domains in Tweet in G2:
[24] twitter.com
[1] tropicsbusinesssummit.com

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

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

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

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

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[329] wetalkbiz
[19] entrepreneurship
[8] business
[8] networking
[7] tuesdaythoughts
[7] thursdaythoughts
[6] linkedinchat
[6] brandchat
[6] socialpowwow
[6] mttalk



Top Hashtags in Tweet in G1:
[28] wetalkbiz
[18] entrepreneurship
[7] thursdaythoughts
[7] tuesdaythoughts
[5] fridayfeeling
[4] sundaythoughts
[3] marketing
[2] saturdaythoughts
[2] leadership
[1] artificialintelligence

Top Hashtags in Tweet in G2:
[106] wetalkbiz
[7] business
[7] networking
[2] tropicsbusinesssummit
[1] linkedinchat
[1] brandchat
[1] socialpowwow
[1] mttalk
[1] twittersmarter
[1] wib

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

Top Hashtags in Tweet in G4:
[5] wetalkbiz
[1] saturdaythoughts
[1] entrepreneurship

Top Hashtags in Tweet in G5:
[5] wetalkbiz
[5] linkedinchat
[5] brandchat
[5] socialpowwow
[5] mttalk
[5] twittersmarter

Top Hashtags in Tweet in G6:
[6] twitterchat
[6] wetalkbiz
[4] indiefeature
[4] contentclubuk
[4] vcbuzz
[4] ppcchat
[3] sweettalk
[3] icmichat
[2] fltravelchat
[2] usabizparty

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

Top Words
Top Words in Tweet in Entire Graph:
[590] Words in Sentiment List#1: Positive
[134] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[13219] Non-categorized Words
[13943] Total Words
[445] _wetalk
[329] #wetalkbiz
[257] morejanda
[132] price
[125] work

Top Words in Tweet in G1:
[28] #wetalkbiz
[28] _wetalk
[27] jkatzaman
[26] featuring
[21] dd_invest
[21] business
[18] #entrepreneurship
[14] s
[13] t
[13] capital

Top Words in Tweet in G2:
[108] _wetalk
[106] #wetalkbiz
[85] morejanda
[42] price
[37] work
[28] cost
[27] pricing
[26] client
[26] s_theko
[25] value

Top Words in Tweet in G3:
[295] _wetalk
[178] #wetalkbiz
[164] morejanda
[86] price
[83] client
[78] work
[75] cost
[74] value
[63] pricing
[55] know

Top Words in Tweet in G4:
[12] _wetalk
[6] morejanda
[5] #wetalkbiz
[5] andrempowell
[5] decksnfloors
[4] jkatzaman
[4] price
[4] work
[3] colleenqvist
[3] immanueloloo

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

Top Words in Tweet in G6:
[19] 1pm
[8] 12pm
[6] tuesday
[6] #twitterchat
[6] list
[6] #wetalkbiz
[4] pokeyluwho
[4] #1
[4] #indiefeature
[4] 24

Top Words in Tweet in G7:
[9] conversation
[7] legal
[5] listening
[5] small
[5] businesses
[5] need
[5] compliance
[4] sivenathimbebe
[2] want
[2] hear

Top Words in Tweet in G8:
[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 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
[30] mphete_kwetli,_wetalk
[30] client,budget
[29] price,creative
[29] creative,work
[27] pricing,work

Top Word Pairs in Tweet in G1:
[26] #wetalkbiz,featuring
[21] _wetalk,dd_invest
[18] #entrepreneurship,#wetalkbiz
[6] don,t
[6] determines,capital
[6] johnarmah,_wetalk
[6] featuring,johnarmah
[5] knowing,investor
[5] investor,requirements
[5] requirements,focus

Top Word Pairs in Tweet in G2:
[38] morejanda,_wetalk
[16] production,cost
[14] price,creative
[14] creative,work
[13] twitter,view
[13] view,price
[13] join,conversation
[13] morejanda,#wetalkbiz
[12] market,value
[12] book,now

Top Word Pairs in Tweet in G3:
[84] morejanda,_wetalk
[49] production,cost
[39] market,value
[28] morejanda,#wetalkbiz
[25] _wetalk,#wetalkbiz
[22] client,budget
[21] mphete_kwetli,_wetalk
[19] pricing,work
[16] price,work
[16] s_theko,_wetalk

Top Word Pairs in Tweet in G4:
[3] _wetalk,colleenqvist
[3] colleenqvist,jkatzaman
[3] jkatzaman,immanueloloo
[3] immanueloloo,emelelasa
[3] emelelasa,musokaw_zm
[3] musokaw_zm,senaoana_m
[3] senaoana_m,andrempowell
[3] andrempowell,decksnfloors
[3] decksnfloors,sme_growth_hub
[3] sme_growth_hub,bentley

Top Word Pairs in Tweet in G5:
[5] fave,tweet
[5] 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:
[6] tuesday,#twitterchat
[6] #twitterchat,list
[6] #wetalkbiz,1pm
[4] pokeyluwho,tuesday
[4] list,#1
[4] #1,#indiefeature
[4] #indiefeature,24
[4] 24,7
[4] 7,#contentclubuk
[4] #contentclubuk,6am

Top Word Pairs in Tweet in G7:
[5] conversation,listening
[5] listening,small
[5] small,businesses
[5] businesses,need
[5] need,legal
[5] legal,compliance
[4] sivenathimbebe,conversation
[4] compliance,conversation
[2] want,hear
[2] hear,yolelwa

Top Word Pairs in Tweet in G8:
[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 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
@harrisonia
@s_theko
@mphete_kwetli
@nimrodmonametsi
@mduduzitntuli
@andrempowell
@immanueloloo

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

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

Top Mentioned in G1:
@_wetalk
@jkatzaman
@dd_invest
@johnarmah
@doitinpublic
@vanichimagazine
@ndzaviderrick
@johnlombela
@yvette_aloe

Top Mentioned in G2:
@_wetalk
@morejanda
@s_theko
@mphete_kwetli
@harrisonia
@colleenqvist
@mduduzitntuli
@jkatzaman
@senaoana_m
@immanueloloo

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

Top Mentioned in G4:
@_wetalk
@morejanda
@andrempowell
@decksnfloors
@jkatzaman
@colleenqvist
@immanueloloo
@emelelasa
@musokaw_zm
@senaoana_m

Top Mentioned in G5:
@madalynsklar

Top Mentioned in G6:
@pokeyluwho

Top Mentioned in G7:
@sivenathimbebe
@morejanda
@_wetalk
@winningequation

Top Mentioned in G8:
@linahorganics

Top Tweeters
Top Tweeters in Entire Graph:
@buffer
@tendaijoe
@jennykim
@tichitsinde
@designthinkbot
@neli_ngqulana
@djsbu
@madalynsklar
@femtech_
@ngowithe26th

Top Tweeters in G1:
@buffer
@tendaijoe
@femtech_
@davidpylyp
@jkatzaman
@sproutsocial
@janetmachuka_
@mrterborg
@morissaschwartz
@hootsuite

Top Tweeters in G2:
@neli_ngqulana
@vanessaperumal
@molebod
@tropicsmagazine
@leahmolatseli
@sakhingwevela
@lindahmbaisi
@fastlanemillio1
@centre4optimism
@veniciaguinot

Top Tweeters in G3:
@tichitsinde
@designthinkbot
@ngowithe26th
@harrisonia
@ndzaviderrick
@melissa_nel
@mphete_kwetli
@mduduzitntuli
@colleenqvist
@immanueloloo

Top Tweeters in G4:
@yvette_aloe
@sonoiyalawrence
@bentleyu
@smongana
@musokaw_zm
@andrempowell
@m
@veztaco
@emelelasa
@skmworldwide

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

Top Tweeters in G6:
@schelleranna
@minivanadv
@matundaafya
@jblhcomms
@pokeyluwho

Top Tweeters in G7:
@mcndalana
@thusobilla
@sivenathimbebe
@winningequation

Top Tweeters in G8:
@djsbu
@entrepreneursa_
@linahorganics

Top Tweeters in G9:
@jusfaraji


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