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Millennials and Investing Twitter NodeXL SNA Map and Report for Sunday, 21 April 2019 at 15:59 UTC (experimental version)
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From:
docassar
Uploaded on:
April 21, 2019
Short Description:
Millennials and Investing via NodeXL http://bit.ly/2VhDpDK
@danfordshadrack
@aikande
@danherronruns
@erinklowry
@chessabond
@kross89
@creativelive
@chelsea_fagan
@crowdfundattny
@martelantoine

Top hashtags:
#millennials
#investing
#investment
#realestate
#stockmarket

Description:
Description
The graph represents a network of 164 Twitter users whose recent tweets contained "Millennials and Investing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 21 April 2019 at 16:00 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 37-minute period from Thursday, 11 April 2019 at 20:23 UTC to Saturday, 20 April 2019 at 17:00 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 : 164
Unique Edges : 201
Edges With Duplicates : 38
Total Edges : 239
Number of Edge Types : 4
Mentions : 130
Retweet : 47
Tweet : 52
Replies to : 10
Self-Loops : 53
Reciprocated Vertex Pair Ratio : 0.0759493670886076
Reciprocated Edge Ratio : 0.141176470588235
Connected Components : 69
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 57
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.357873
Graph Density : 0.00635941942241508
Modularity : 0.694425
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[7] https://homes4income.com/articles/real-estate-investing/4-reasons-millennials-investing-real-estate
[3] https://www.inc.com/peter-economy/neuroscience-millennials-need-to-lay-off-the-social-media-heres-why.html
[3] https://www.nbcnews.com/know-your-value/feature/why-personal-finance-extra-complicated-female-millennials-ncna993566
[3] https://www.iris.xyz/grow/sales-strategy/spending-and-investing-habits-of-millennials
[2] https://investmentsandwealth.org/getattachment/bbdef004-2fe8-4e71-a445-918a270b5ff7/IWM19MarApr-TheMillennialInvestor.pdf
[2] https://hedgeaccordingly.com/investing-and-millennials-with-financial-advisor-douglas-boneparth/
[2] https://twitter.com/SCActionNetwork/status/1118579888288669696
[2] https://www.eventbrite.com/e/take-on-investing-a-conversation-book-signing-event-with-erin-lowry-co-host-chelsea-fagan-tickets-59681901173
[1] https://www.ft.com/content/7a7dd830-6135-11e9-b285-3acd5d43599e?shareType=nongift
[1] https://www.wsj.com/articles/you-dear-investor-are-patient-prudent-and-calm-11555689601

Top URLs in Tweet in G1:
[7] https://homes4income.com/articles/real-estate-investing/4-reasons-millennials-investing-real-estate
[3] https://www.nbcnews.com/know-your-value/feature/why-personal-finance-extra-complicated-female-millennials-ncna993566
[2] https://www.inc.com/peter-economy/neuroscience-millennials-need-to-lay-off-the-social-media-heres-why.html
[2] https://hedgeaccordingly.com/investing-and-millennials-with-financial-advisor-douglas-boneparth/
[1] http://www.frenkeltopping.co.uk/news/frenkel-topping-launch-sri-solution-as-millennials-call-for-socially-responsible-investing/
[1] https://www.eventbrite.com/e/take-on-investing-a-conversation-book-signing-event-with-erin-lowry-co-host-chelsea-fagan-tickets-59681901173
[1] https://my.sociabble.com/4X7b6X1aVk
[1] https://www.linkedin.com/slink?code=e4tDGPm
[1] https://www.wasteyourtime.co/2019/01/online-stock-broker/
[1] https://podcasts.apple.com/us/podcast/listen-money-matters-free-your-inner-financial-badass/id736826307#episodeGuid=ca19b898-d240-11e8-8c50-af6ff75cff2b

Top URLs in Tweet in G2:
[1] http://www.jamvitz.co.tz

Top URLs in Tweet in G3:
[1] https://www.eventbrite.com/e/take-on-investing-a-conversation-book-signing-event-with-erin-lowry-co-host-chelsea-fagan-tickets-59681901173

Top URLs in Tweet in G4:
[1] https://buffalonews.com/2019/04/12/financial-adulting-classes-teach-about-investing-budgeting-with-wine-and-cocktails/
[1] https://buffalonews.com/2019/04/12/financial-adulting-classes-teach-about-investing-budgeting-with-wine-and-cocktails/?utm_medium=social&utm_campaign=puma&utm_source=Twitter#Echobox=1555087666

Top URLs in Tweet in G5:
[1] https://www.ft.com/content/7a7dd830-6135-11e9-b285-3acd5d43599e?shareType=nongift
[1] https://podcasts.apple.com/us/podcast/animal-spirits-podcast/id1310192007?i=1000435138505
[1] https://www.wsj.com/articles/you-dear-investor-are-patient-prudent-and-calm-11555689601

Top URLs in Tweet in G8:
[1] https://twitter.com/ahrvoapp/status/1118888190323109891

Top URLs in Tweet in G9:
[1] https://crowdfundattny.com/2019/04/16/a-millennials-guide-to-real-estate-investing-podcast/
[1] https://podcasts.apple.com/us/podcast/episode-37-blockchain-crowdfunding-in-real-estate-industry/id1382826261?i=1000434970030

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[37] millennials
[26] investing
[7] investment
[6] realestate
[3] stockmarket
[3] blockchain
[3] finance
[3] socialmedia
[3] spending
[3] sales



Top Hashtags in Tweet in G1:
[12] millennials
[9] investing
[2] broker
[2] socialmedia
[2] businessnews
[2] stockmarket
[1] investments
[1] socially
[1] merrilllynch
[1] moneymanagement

Top Hashtags in Tweet in G2:
[1] agrifin
[1] kilimobiashara

Top Hashtags in Tweet in G4:
[5] millennials

Top Hashtags in Tweet in G5:
[4] millennials
[4] investing
[2] responsibility
[1] dividends
[1] gambling

Top Hashtags in Tweet in G6:
[6] investment
[1] millennials
[1] worldheritageday

Top Hashtags in Tweet in G8:
[1] ahrvodeex
[1] ico
[1] blockchain
[1] stockmarket
[1] investing
[1] finance
[1] millennials
[1] investingtips

Top Hashtags in Tweet in G9:
[4] realestate
[2] blockchain
[2] crowdfunding
[2] millennials
[2] investing
[2] future
[1] finance

Top Words
Top Words in Tweet in Entire Graph:
[122] Words in Sentiment List#1: Positive
[80] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[3955] Non-categorized Words
[4157] Total Words
[84] investing
[81] millennials
[48] #millennials
[34] #investing
[21] more

Top Words in Tweet in G1:
[25] millennials
[19] investing
[14] homes
[13] #millennials
[10] #investing
[9] buy
[8] starting
[8] group
[8] invest
[7] over

Top Words in Tweet in G2:
[7] millennials
[7] professionals
[7] extra
[7] investing
[7] fish
[7] farming
[7] thecitizentz
[6] enable
[6] make
[6] tadbtz

Top Words in Tweet in G3:
[5] erinklowry
[5] millennials
[3] highlight
[3] s
[3] better
[3] start
[3] early
[3] 'broke
[3] millennial
[3] takes

Top Words in Tweet in G4:
[17] wine
[9] learn
[5] #millennials
[5] bemoan
[5] never
[5] taught
[5] personal
[5] finance
[5] massmutual's
[5] establishment

Top Words in Tweet in G5:
[5] #millennials
[5] #investing
[2] funds
[2] full
[2] returns
[2] goodery
[2] harder
[2] find
[2] merrynsw
[2] #responsibility

Top Words in Tweet in G6:
[6] fooled
[6] fake
[6] #investment
[6] advisors
[6] kayezad
[6] rakshabihani
[6] broach
[6] important
[6] topic
[6] first

Top Words in Tweet in G7:
[2] dahlen

Top Words in Tweet in G8:
[4] re
[4] interested
[4] learning
[4] more
[4] ahrvoapp
[4] ahrvodeex
[4] project
[4] make
[4] sure
[4] check

Top Words in Tweet in G9:
[4] #realestate
[4] podcast
[4] crowdfundattny
[4] #crowdfunding
[3] out
[3] martelantoine
[3] real
[3] estate
[3] guide
[2] check

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10] investing,millennials
[9] millennials,investing
[8] #investing,#millennials
[8] real,estate
[7] check,out
[7] millennials,professionals
[7] investing,fish
[7] fish,farming
[7] over,years
[7] years,millennials

Top Word Pairs in Tweet in G1:
[7] over,years
[7] years,millennials
[7] millennials,earned
[7] earned,reputation
[7] reputation,group
[7] group,people
[7] interested,purchasing
[7] purchasing,homes
[7] homes,recent
[7] recent,trends

Top Word Pairs in Tweet in G2:
[7] millennials,professionals
[7] investing,fish
[7] fish,farming
[6] enable,millennials
[5] professionals,make
[5] make,extra
[4] want,enable
[4] extra,earnings
[4] earnings,investing
[4] farming,thanks

Top Word Pairs in Tweet in G3:
[3] highlight,s
[3] s,better
[3] better,start
[3] start,early
[3] early,'broke
[3] 'broke,millennial
[3] millennial,takes
[3] takes,investing'
[3] investing',author
[3] author,erinklowry

Top Word Pairs in Tweet in G4:
[5] #millennials,bemoan
[5] bemoan,never
[5] never,taught
[5] taught,personal
[5] personal,finance
[5] finance,massmutual's
[5] massmutual's,establishment
[5] establishment,cool
[5] cool,way
[5] way,adults

Top Word Pairs in Tweet in G5:
[4] #millennials,#investing
[2] funds,full
[2] full,returns
[2] returns,goodery
[2] goodery,harder
[2] harder,find
[2] find,merrynsw
[2] merrynsw,#millennials
[2] #investing,#responsibility
[2] much,willing

Top Word Pairs in Tweet in G6:
[6] fooled,fake
[6] fake,#investment
[6] #investment,advisors
[6] advisors,kayezad
[6] kayezad,rakshabihani
[6] rakshabihani,broach
[6] broach,important
[6] important,topic
[6] topic,first
[6] first,time

Top Word Pairs in Tweet in G8:
[4] re,interested
[4] interested,learning
[4] learning,more
[4] more,ahrvoapp
[4] ahrvoapp,ahrvodeex
[4] ahrvodeex,project
[4] project,make
[4] make,sure
[4] sure,check
[4] check,out

Top Word Pairs in Tweet in G9:
[3] real,estate
[2] check,out
[2] out,#realestate
[2] #realestate,podcast
[2] podcast,host
[2] host,martelantoine
[2] martelantoine,featuring
[2] featuring,fg's
[2] fg's,crowdfundattny
[2] crowdfundattny,talk

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kayezad
@rakshabihani
@thecitizentz
@fsdtanzania
@dubtechsummit
@eric_demuth
@erinklowry
@massmutual
@chessabond
@ekilimotz

Top Mentioned in G1:
@jguemes

Top Mentioned in G2:
@thecitizentz
@fsdtanzania
@ekilimotz
@danishmfa
@tadbtz
@jamvi_tz
@japhetsayi
@mwombek43469670
@afdb_group
@kilimoforum

Top Mentioned in G3:
@erinklowry
@brokemillennial
@chelsea_fagan
@tfdiet

Top Mentioned in G4:
@massmutual
@chessabond

Top Mentioned in G5:
@merrynsw
@jasonzweigwsj
@awealthofcs
@michaelbatnick

Top Mentioned in G6:
@kayezad
@rakshabihani

Top Mentioned in G7:
@mstad101
@blazerbull
@eaglefanvancity
@mattsekeres

Top Mentioned in G8:
@ahrvoapp
@rekt_podcast

Top Mentioned in G9:
@crowdfundattny
@martelantoine

Top Mentioned in G10:
@advisorshares
@ericbalchunas

Top Tweeters
Top Tweeters in Entire Graph:
@politicalhedge
@smoothsale
@adriansysnet
@forbes
@yahoofinance
@moneycontrolcom
@thebuffalonews
@iris_xyz
@sopexaonline
@thecitizentz

Top Tweeters in G1:
@politicalhedge
@cunningham_uk
@psuitenetwork
@mralarconphoto
@homes4income
@joeoptions
@thelaurenbowlin
@angiealbright
@massart
@thecryptorep

Top Tweeters in G2:
@thecitizentz
@jokatem
@aikande
@hallaboutafrica
@afdb_group
@danishmfa
@theguardiantz
@kilimoforum
@wbtanzania
@jjnabiry

Top Tweeters in G3:
@yahoofinance
@creativelive
@mxohammad_
@chelsea_fagan
@brokemillennial
@tfdiet
@howtomoneyaus
@erinklowry

Top Tweeters in G4:
@thebuffalonews
@gustobuffalo
@xoanna69xo
@massmutual
@almasi_
@stephkbarnes
@chessabond
@jwestmoore

Top Tweeters in G5:
@michaelbatnick
@awealthofcs
@merrynsw
@jasonzweigwsj
@danherronruns
@cbriancpa
@_eugeniegeorge

Top Tweeters in G6:
@moneycontrolcom
@kayezad
@vivinav
@iarunj
@rakshabihani
@thanawala_hiral

Top Tweeters in G7:
@blakepricetsn
@mattsekeres
@mstad101
@blazerbull
@eaglefanvancity
@kross89

Top Tweeters in G8:
@bunchubets
@ccryptochamber
@ahrvoapp
@rekt_podcast
@faceofahrvo

Top Tweeters in G9:
@martelantoine
@oursmallchange
@bsykes37
@flaster
@crowdfundattny

Top Tweeters in G10:
@ericbalchunas
@advisorshares
@moguldom
@nick4business


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