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svforum_2020-09-15_21-49-30.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2020
Short Description:
svforum via NodeXL https://bit.ly/33ytcoz
@svforum
@eventbrowseus
@sfdenyse
@gurdips1
@_mindstick_
@wipro
@founding
@fundacion_cedef
@geertdebecker
@dr_black

Top hashtags:
#cybersecurity
#insurtech
#svfcyber
#svffuturefocus
#mobility
#futureofwork
#transportation

Description:
Description
The graph represents a network of 254 Twitter users whose tweets in the requested range contained "svforum", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 16 September 2020 at 04:50 UTC.

The requested start date was Wednesday, 16 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 75-day, 22-hour, 46-minute period from Wednesday, 01 July 2020 at 21:43 UTC to Tuesday, 15 September 2020 at 20:30 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 : 254
Unique Edges : 287
Edges With Duplicates : 635
Total Edges : 922
Number of Edge Types : 5
Retweet : 189
MentionsInRetweet : 328
Mentions : 329
Replies to : 22
Tweet : 54
Self-Loops : 57
Reciprocated Vertex Pair Ratio : 0.0673076923076923
Reciprocated Edge Ratio : 0.126126126126126
Connected Components : 4
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 249
Maximum Edges in a Connected Component : 916
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.743513
Graph Density : 0.00690921539945847
Modularity : 0.319375
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 254 Twitter users whose tweets in the requested range contained "svforum", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 16 September 2020 at 04:50 UTC.

The requested start date was Wednesday, 16 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 75-day, 22-hour, 46-minute period from Wednesday, 01 July 2020 at 21:43 UTC to Tuesday, 15 September 2020 at 20:30 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : svforum
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[8] https://siliconvalleyforum.com/event/risky-business-innovation-and-cybersecurity-with-avanta-ventures/
[7] https://siliconvalleyforum.com/event/future-focus-insurance-technology-the-impact-of-covid-19/
[6] https://siliconvalleyforum.com/event/women-the-future-of-work-from-covid-19-to-automation-to-artificial-intelligence/
[5] https://siliconvalleyforum.com/event/putting-people-first-during-covid-19-beyond-is-your-company-ready-to-return/
[4] https://siliconvalleyforum.com/event/changing-lanes-the-future-of-transportation-in-a-post-covid-19-era/
[3] https://siliconvalleyforum.com/women-in-tech-festival/
[3] https://siliconvalleyforum.com/event/shopping-around-the-post-pandemic-future-of-retail/
[3] https://siliconvalleyforum.com/event/the-set-up-advice-for-new-entrepreneurs-navigating-the-covid-19-era/
[3] https://twitter.com/SVForum/status/1280568887742881792
[3] https://www.eventbrowse.com/the-best-online-events-in-the-us-today/

Top URLs in Tweet in G1:
[6] https://siliconvalleyforum.com/event/women-the-future-of-work-from-covid-19-to-automation-to-artificial-intelligence/
[4] https://siliconvalleyforum.com/event/future-focus-insurance-technology-the-impact-of-covid-19/
[3] https://siliconvalleyforum.com/event/the-set-up-advice-for-new-entrepreneurs-navigating-the-covid-19-era/
[3] https://siliconvalleyforum.com/event/cybersecurity-insurance-pitch-night-with-avanta-ventures/
[3] https://siliconvalleyforum.com/event/risky-business-innovation-and-cybersecurity-with-avanta-ventures/
[3] https://siliconvalleyforum.com/event/shopping-around-the-post-pandemic-future-of-retail/
[3] https://siliconvalleyforum.com/event/putting-people-first-during-covid-19-beyond-is-your-company-ready-to-return/
[2] https://siliconvalleyforum.com/event/agtech-startups-in-the-time-of-covid-19/
[2] https://siliconvalleyforum.com/event/changing-lanes-the-future-of-transportation-in-a-post-covid-19-era/
[2] https://siliconvalleyforum.com/women-in-tech-festival/

Top URLs in Tweet in G2:
[3] https://siliconvalleyforum.com/event/risky-business-innovation-and-cybersecurity-with-avanta-ventures/
[3] https://siliconvalleyforum.com/event/future-focus-insurance-technology-the-impact-of-covid-19/
[2] https://twitter.com/svforum/status/1281715709542690816
[2] https://siliconvalleyforum.com/event/changing-lanes-the-future-of-transportation-in-a-post-covid-19-era/
[2] https://www.eventbrite.com/e/risky-business-innovation-cybersecurity-with-avanta-ventures-tickets-110034129042
[1] https://angel.co/company/buzz-solutions-1/jobs/893065-business-development-associate-energy
[1] https://siliconvalleyforum.com/event/office-hours-with-avanta-ventures-focus-on-mobility-startups/
[1] https://twitter.com/SVForum/status/1288169869049913344
[1] https://siliconvalleyforum.com/women-in-tech-festival/
[1] https://siliconvalleyforum.com/event/insurtech-fintech-pitch-event-with-avanta-ventures/

Top URLs in Tweet in G3:
[3] https://www.eventbrowse.com/the-best-online-events-in-the-us-today/
[1] https://www.eventbrowse.com/ecategory/editors-list/?etype=upcoming&&event_sortby=stdate_low_high&utm_content=buffer32140&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.eventbrowse.com/city/san-jose/event/changing-lanes-the-future-of-transportation-in-a-post-covid-19-era/?utm_content=bufferb8b2b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.eventbrowse.com/ecategory/editors-list/?etype=upcoming&&event_sortby=stdate_low_high&utm_content=buffer1a9ca&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[2] https://siliconvalleyforum.com/event/risky-business-innovation-and-cybersecurity-with-avanta-ventures/
[1] https://www.youtube.com/watch?v=lOi0vo7B2oM&feature=youtu.be

[1] https://twitter.com/svforum/status/1288955512235556864
[1] https://twitter.com/SVForum/status/1288953286838476800
[1] https://twitter.com/SVForum/status/1288223354193879041
[1] https://twitter.com/DebDipChatterj1/status/1286558081187319808?s=19

Top URLs in Tweet in G5:
[1] https://twitter.com/fii_news/status/1286110411637456897

Top URLs in Tweet in G6:
[2] https://twitter.com/svforum/status/1295411325204480001
[1] https://twitter.com/SVForum/status/1295411325204480001
[1] https://www.youtube.com/watch?v=MpnIJXYQm0s&feature=youtu.be


Top URLs in Tweet in G7:
[1] https://fi.co/insight/now-is-the-time-to-build-the-future-applications-open-to-founder-institute-silicon-valley-virtual-fall-2020
[1] https://fi.co/posts/now-is-the-time-to-build-the-future-applications-open-to-founder-institute-silicon-valley-virtual-fall-2020
[1] https://fi.co/insight/it-is-time-to-build-the-future-applications-now-open-to-founder-institute-san-francisco-fall-2020
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231890

Top URLs in Tweet in G8:
[1] https://siliconvalleyforum.com/event/putting-people-first-during-covid-19-beyond-is-your-company-ready-to-return/
[1] https://twitter.com/SVForum/status/1295411325204480001
[1] https://siliconvalleyforum.com/the-seeds-of-our-future-agtech/
[1] https://twitter.com/SVForum/status/1295834097961652230
[1] https://twitter.com/SVForum/status/1280568887742881792

Top URLs in Tweet in G9:
[1] https://siliconvalleyforum.com/agriculture-technology-in-the-time-of-covid-19-what-has-changed/?fbclid=IwAR3adMW4ikW-handM5SZubdqv6gOK5iwYwtiBoENHmWQ2xtgTKzH98CzJYA

Top URLs in Tweet in G10:
[2] https://twitter.com/svforum/status/1288953286838476800

Top Domains
Top Domains in Tweet in Entire Graph:
[60] siliconvalleyforum.com
[29] twitter.com
[6] eventbrowse.com
[5] youtube.com
[5] mailchi.mp
[3] fi.co
[3] google.com
[2] angel.co
[2] eventbrite.com
[2] 500.co

Top Domains in Tweet in G1:
[43] siliconvalleyforum.com
[9] twitter.com
[5] mailchi.mp
[3] google.com
[3] youtube.com
[2] 500.co
[1] entrepreneur.com
[1] agfundernews.com
[1] calcalistech.com
[1] weforum.org

Top Domains in Tweet in G2:
[12] siliconvalleyforum.com
[6] twitter.com
[2] eventbrite.com
[1] angel.co
[1] bit.ly

Top Domains in Tweet in G3:
[6] eventbrowse.com

Top Domains in Tweet in G4:
[4] twitter.com
[2] siliconvalleyforum.com
[1] youtube.com

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

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

Top Domains in Tweet in G7:
[3] fi.co
[1] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[3] twitter.com
[2] siliconvalleyforum.com

Top Domains in Tweet in G9:
[1] siliconvalleyforum.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] cybersecurity
[20] insurtech
[17] svfcyber
[13] svffuturefocus
[11] mobility
[11] futureofwork
[10] transportation
[10] cyberinsurance
[7] fintech
[7] svfmobility



Top Hashtags in Tweet in G1:
[20] cybersecurity
[12] insurtech
[11] svffuturefocus
[11] svfcyber
[6] svfmoneytalks
[6] futureofshopping
[6] svfmobility
[6] futureofwork
[5] automation
[5] cyberinsurance

Top Hashtags in Tweet in G2:
[16] cybersecurity
[8] mobility
[7] insurtech
[6] transportation
[5] cyberinsurance
[5] svfcyber
[4] insurance
[4] futureofwork
[3] founder
[3] avantaevents

Top Hashtags in Tweet in G3:
[4] tech
[4] business
[4] events
[4] conferences
[3] sf
[3] siliconvalley
[2] webinars
[1] transportation
[1] challenges

Top Hashtags in Tweet in G4:
[11] cybersecurity
[4] technology
[3] trust
[2] security
[2] wiprovirtual
[1] futureofretail
[1] cx
[1] ecommerce
[1] amazon
[1] futureofshopping

Top Hashtags in Tweet in G6:
[3] peoplefirst
[1] business
[1] leadership
[1] culture
[1] entrepreneurship
[1] smallbusiness

Top Hashtags in Tweet in G7:
[3] fiworldwide
[2] startup
[1] cybersecurity
[1] womenintech
[1] insurtech
[1] fintech
[1] svfcyber
[1] svffuturefocus
[1] covid19
[1] futureofwork

Top Hashtags in Tweet in G8:
[2] ai
[1] automation
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[181] svforum
[57] women
[48] #cybersecurity
[45] pitch
[42] event
[42] virtual
[40] more
[40] join
[38] avantaventures
[35] stage

Top Words in Tweet in G1:
[43] svforum
[34] women
[26] more
[22] join
[22] time
[21] virtual
[21] event
[20] future
[20] #cybersecurity
[19] covid

Top Words in Tweet in G2:
[93] svforum
[28] pitch
[20] avantaventures
[18] stage
[18] event
[18] women
[16] #cybersecurity
[15] apply
[13] early
[12] join

Top Words in Tweet in G3:
[9] today
[7] list
[6] svforum
[5] eventbrowseus
[5] besteventsintheus
[4] editors
[4] #tech
[4] #business
[4] events
[4] ready

Top Words in Tweet in G4:
[14] wipro
[12] insights
[11] protect
[11] business
[11] #cybersecurity
[11] threats
[11] latest
[11] wipro's
[11] biplab
[11] adhya

Top Words in Tweet in G5:
[2] market

Top Words in Tweet in G6:
[11] svforum
[6] servicenow
[5] chrisyeh
[4] employers
[4] parents
[3] people
[3] need
[3] think
[3] children
[3] bringing

Top Words in Tweet in G7:
[8] deadline
[8] founder
[8] institute
[8] sunday
[8] apply
[8] virtual
[8] program
[6] founding
[5] final
[5] first

Top Words in Tweet in G8:
[8] svforum
[6] join
[4] thursday
[4] look
[4] women
[3] miss
[3] leading
[3] ladies
[3] jingbrewer
[3] accenture

Top Words in Tweet in G9:
[7] futuro
[5] mirada
[5] silicon
[5] valley
[5] forum
[5] agtech
[5] tiempos
[5] covid
[5] cambió
[5] demanda

Top Words in Tweet in G10:
[3] meanwhile
[3] ecommerce
[3] friction
[3] africa
[2] docolumide

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[21] covid,19
[19] early,stage
[16] apply,pitch
[15] #svfcyber,#cybersecurity
[15] #cybersecurity,threats
[14] silicon,valley
[14] virtual,stage
[13] pitch,event
[13] virtual,event
[11] protect,business

Top Word Pairs in Tweet in G1:
[15] covid,19
[10] #svfcyber,#cybersecurity
[8] virtual,stage
[8] early,stage
[6] days,left
[6] virtual,event
[6] apply,pitch
[6] future,work
[5] #cybersecurity,#cyberinsurance
[5] female,founders

Top Word Pairs in Tweet in G2:
[11] early,stage
[10] apply,pitch
[10] pitch,event
[6] space,apply
[6] virtual,event
[6] svforum,one
[5] stage,startup
[5] startup,#mobility
[5] #mobility,#transportation
[5] #transportation,space

Top Word Pairs in Tweet in G3:
[4] editors,list
[4] today,#tech
[4] #tech,#business
[4] #business,events
[3] list,#sf
[3] #sf,#siliconvalley
[3] #siliconvalley,today
[3] events,productscount
[3] productscount,columbiavc
[3] besteventsintheus,list

Top Word Pairs in Tweet in G4:
[11] protect,business
[11] business,#cybersecurity
[11] #cybersecurity,threats
[11] threats,latest
[11] latest,insights
[11] insights,wipro's
[11] wipro's,biplab
[11] biplab,adhya
[11] adhya,experts
[9] wipro,protect

Top Word Pairs in Tweet in G6:
[4] svforum,chrisyeh
[3] svforum,employers
[3] employers,need
[3] need,think
[3] think,parents
[3] parents,children
[3] children,servicenow
[3] servicenow,bringing
[3] bringing,resources
[3] resources,tools

Top Word Pairs in Tweet in G7:
[8] founder,institute
[8] virtual,program
[5] final,deadline
[5] deadline,first
[5] first,online
[5] online,cohort
[5] silicon,valley
[5] valley,founder
[5] institute,sunday
[5] sunday,apply

Top Word Pairs in Tweet in G8:
[3] svforum,miss
[3] miss,leading
[3] leading,ladies
[3] jingbrewer,accenture
[3] accenture,ventures
[3] ventures,shelly
[3] shelly,shatterfund
[3] shatterfund,michelle
[3] michelle,messina
[3] messina,explora

Top Word Pairs in Tweet in G9:
[5] mirada,silicon
[5] silicon,valley
[5] valley,forum
[5] forum,agtech
[5] agtech,tiempos
[5] tiempos,covid
[5] covid,cambió
[5] cambió,futuro
[5] futuro,demanda
[4] fundacion_cedef,mirada

Top Word Pairs in Tweet in G10:
[3] meanwhile,ecommerce
[3] ecommerce,friction
[3] friction,africa
[2] docolumide,meanwhile

Top Replied-To
Top Replied-To in Entire Graph:
@svforum
@6gems
@venturesathena
@nmasc_
@turoczy
@szachar
@newcommglobal
@sfdenyse
@biancaghose
@aileenlee

Top Replied-To in G1:
@svforum
@6gems
@avantaventures
@szachar
@turoczy
@nmasc_
@venturesathena

Top Replied-To in G2:
@aileenlee
@biancaghose
@newcommglobal
@svforum
@sfdenyse

Top Replied-To in G4:
@wipro

Top Replied-To in G6:
@svforum

Top Replied-To in G8:
@svforum

Top Mentioned
Top Mentioned in Entire Graph:
@svforum
@avantaventures
@wipro
@sfdenyse
@ellevest
@zipcar
@sbernardez
@chrisyeh
@beepavsolutions
@petah

Top Mentioned in G1:
@svforum
@avantaventures
@ellevest
@novarica
@ibm
@delta
@passporthq
@sfdenyse
@chrisyeh
@wadors

Top Mentioned in G2:
@svforum
@avantaventures
@sbernardez
@zipcar
@beepavsolutions
@novarica
@passporthq
@sfdenyse
@cowbellcyber
@wipro

Top Mentioned in G3:
@svforum
@eventbrowseus
@productscount
@columbiavc
@products
@productschool
@gopherguides
@nocoug
@getguilded
@women_in_ai

Top Mentioned in G4:
@wipro
@svforum
@svfo
@petah
@jordanezrfisher
@biancaghose
@staceyretail
@sfdenyse
@akaufteil
@standardai

Top Mentioned in G5:
@usfunds
@citi
@cmegroup
@nymex
@bankofamerica
@dbsbank
@dbsbankindia
@ababankers
@americanbankctr
@lockheedmartin

Top Mentioned in G6:
@svforum
@servicenow
@chrisyeh
@th
@wadors
@sageeva3
@tom_peters
@freeagentglobal
@work_matters

Top Mentioned in G7:
@founding
@svforum
@sventrepreneur
@officialkpowell
@connectsv
@startupbussv
@siliconvalleypr
@gurdips1
@sfdenyse
@wipro

Top Mentioned in G8:
@svforum
@jingbrewer
@accenture
@shatterfund
@m2messina

Top Mentioned in G9:
@fundacion_cedef
@svforum
@mstega
@maizysorgo
@sfdenyse
@aliciaciciliani

Top Mentioned in G10:
@docolumide

Top Tweeters
Top Tweeters in Entire Graph:
@clairebotai
@delta
@cybersec_feeds
@sherbah46958042
@wsj
@jimmyroybloom
@fastcompany
@theeconomist
@techcrunch
@dr_black

Top Tweeters in G1:
@sherbah46958042
@jimmyroybloom
@dr_black
@sephora
@startgrowthhack
@turoczy
@mayoclinic
@blackgirlscode
@docusign
@surenderkpal

Top Tweeters in G2:
@clairebotai
@delta
@cybersec_feeds
@fastcompany
@mindaharts
@goldiechan
@newcommglobal
@saastr
@jeffhoover17
@eustartup_comp

Top Tweeters in G3:
@wsj
@theeconomist
@techcrunch
@texastribune
@mcinnovative
@growthtactics
@stanford
@fiverr
@eventbrowseus
@enterprise_sale

Top Tweeters in G4:
@fabriciosx
@albertomunoz
@wipro
@bloomingdales
@gssahni
@bhaskarpmkvy
@garibscientist
@petah
@_ibnbatuta
@staceyretail

Top Tweeters in G5:
@svbizjournal
@teslaownerssv
@cmegroup
@dbsbank
@ababankers
@citi
@gurdips1
@lockheedmartin
@usfunds
@airbus

Top Tweeters in G6:
@tom_peters
@freeagentglobal
@phoneguymark
@freeag8
@work_matters
@chrisyeh
@servicenow
@wadors
@argoteachers
@ravingfanscx

Top Tweeters in G7:
@silvioporcellan
@alshawafmumin
@founding
@padmasree
@realleader
@siliconvalleypr
@sventrepreneur
@netappwit
@_mindstick_
@connectsv

Top Tweeters in G8:
@davidmullings
@mxwts61
@accenture
@thesvo
@m2messina
@bluetagmasks
@shatterfund
@jingbrewer

Top Tweeters in G9:
@aliciaciciliani
@erika_zain
@gonza_arocena
@vilellafer
@maizysorgo
@fundacion_cedef
@mstega
@tomorrowfoods

Top Tweeters in G10:
@docolumide
@opemipok
@samrosmarin


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