svforum, Twitter, 5/6/2020 10:26:33 AM, 226227


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svforum_2020-05-05_22-01-56.xlsx
svforum_2020-05-05_22-01-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 06, 2020
Short Description:
svforum via NodeXL https://bit.ly/2WzG0Yb
@svforum
@sfdenyse
@exchange5g
@makhersstudio
@devpost
@witfestival
@royamahboob
@founding
@avantaventures
@helay_r

Top hashtags:
#svfva22
#cybersecurity
#svfwit20
#covid19
#siliconvalley
#cyberinsurance
#startup
#callforcode

Description:
Description
The graph represents a network of 225 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, 06 May 2020 at 05:02 UTC.

The requested start date was Wednesday, 06 May 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 0-hour, 5-minute period from Sunday, 02 February 2020 at 18:30 UTC to Tuesday, 05 May 2020 at 18:35 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 : 225
Unique Edges : 323
Edges With Duplicates : 676
Total Edges : 999
Number of Edge Types : 5
Mentions : 288
Retweet : 190
MentionsInRetweet : 355
Tweet : 134
Replies to : 32
Self-Loops : 143
Reciprocated Vertex Pair Ratio : 0.10705596107056
Reciprocated Edge Ratio : 0.193406593406593
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 221
Maximum Edges in a Connected Component : 996
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.602653
Graph Density : 0.00902777777777778
Modularity : 0.271667
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 225 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, 06 May 2020 at 05:02 UTC.

The requested start date was Wednesday, 06 May 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 0-hour, 5-minute period from Sunday, 02 February 2020 at 18:30 UTC to Tuesday, 05 May 2020 at 18:35 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:
[10] https://siliconvalleyforum.com/event/cybersecurity-pitch-night-with-avanta-ventures/
[6] https://www.linkedin.com/in/pratyush-prakhar
[6] https://siliconvalleyforum.com/event/the-impact-of-covid-19-on-funding-for-startups/
[4] https://mailchi.mp/svforum/important-announcement-official-as-of-feb-12
[3] https://awsmarketplaceml.devpost.com/?utm_source=sv_forum&utm_medium=twitter&utm_campaign=awsmarketplaceml
[3] https://eosio.devpost.com/?utm_source=sv_forum&utm_medium=twitter&utm_campaign=eosiosmartcontracts
[3] https://www.eventbrite.com/e/the-22nd-annual-visionary-awards-tickets-79056890287
[3] https://siliconvalleyforum.com/event/crafting-your-perfect-startup-story-workshop-webinar-with-chris-yeh/
[3] https://devpost.com/facebook?utm_source=sv_forum&utm_medium=twitter&utm_campaign=fbhackathonseries1
[3] https://mailchi.mp/siliconvalleyforum/applications-now-open-for-cybersecurity-pitch-night

Top URLs in Tweet in G1:
[6] https://siliconvalleyforum.com/event/the-impact-of-covid-19-on-funding-for-startups/
[5] https://siliconvalleyforum.com/event/cybersecurity-pitch-night-with-avanta-ventures/
[3] https://www.youtube.com/playlist?list=PLGl_aAgm1kyt7UNJmMUHa9UhKC_sugVef

[3] https://siliconvalleyforum.com/women-in-tech-festival/
[3] https://siliconvalleyforum.com/silicon-valley-start-up/
[3] https://www.youtube.com/watch?v=-suI6d_VxX8&list=PLGl_aAgm1kyt7UNJmMUHa9UhKC_sugVef&index=5

[3] https://www.eventbrite.com/e/the-22nd-annual-visionary-awards-tickets-79056890287
[3] https://mailchi.mp/siliconvalleyforum/applications-now-open-for-cybersecurity-pitch-night
[3] https://devpost.com/facebook?utm_source=sv_forum&utm_medium=twitter&utm_campaign=fbhackathonseries1
[3] https://eosio.devpost.com/?utm_source=sv_forum&utm_medium=twitter&utm_campaign=eosiosmartcontracts

Top URLs in Tweet in G2:
[2] https://twitter.com/svforum/status/1224399699861475328
[1] https://www.businessinsider.com/personal-finance/great-recession-vs-coronavirus-different-sallie-krawcheck-2020-4
[1] https://twitter.com/SVForum/status/1232020344569040898
[1] https://www.bizjournals.com/sanjose/news/2020/02/07/the-silicon-valley-visionary-awards-are-back-and.html

Top URLs in Tweet in G3:
[2] https://mailchi.mp/svforum/important-announcement-official-as-of-feb-12
[1] https://bit.ly/2QMufvt
[1] https://twitter.com/DoorDash/status/1241120122120450049
[1] http://ow.ly/V2Z750zd5LZ
[1] http://www.diningatadistance.com/san-jose
[1] http://ow.ly/wzDt50zpUGW
[1] https://drive.google.com/file/d/1sh7Mz1XRwS3kBu-_y26eC68FEv-vywjc/view?usp=sharing
[1] https://www.instagram.com/p/B8hwrWPD8Ui/?igshid=hqao548m9kmb
[1] https://www.instagram.com/p/B9FPMyhDhM3/?igshid=1vrv7sdqy6yjc
[1] https://twitter.com/matthewmahood/status/1228104795400982528

Top URLs in Tweet in G4:
[1] https://a16z.com/2020/04/18/its-time-to-build/
[1] https://twitter.com/svforum/status/1253390197175259137

Top URLs in Tweet in G5:
[3] https://twitter.com/SVForum/status/1225907846811770880

Top URLs in Tweet in G6:
[2] https://twitter.com/svforum/status/1248708143279824896
[1] https://siliconvalleyforum.com/women-in-tech-festival/?utm_sq=gb0553j1j5&utm_source=twitter&utm_medium=social&utm_campaign=witfestival&utm_content=womenintechfestival
[1] https://forms.gle/a3L9u9UV5NQQhqgCA?utm_sq=gb05t0xtk4&utm_source=twitter&utm_medium=social&utm_campaign=witfestival&utm_content=womenintechfestival
[1] https://twitter.com/FastCoWorkLife/status/1253777346907246593
[1] https://twitter.com/SVForum/status/1232373467762298880
[1] https://twitter.com/svforum/status/1248700706774646785
[1] https://ibm.co/3fcAXWp

Top URLs in Tweet in G7:
[6] https://www.linkedin.com/in/pratyush-prakhar
[5] https://siliconvalleyforum.com/event/cybersecurity-pitch-night-with-avanta-ventures/
[1] https://www.eventbrite.com/e/avanta-studios-info-ama-session-tickets-103361444864
[1] https://store.law.com/Registration/Login.aspx?mode=silent&refDomain=store.propertycasualty360.com&source=https%3A%2F%2Fwww.propertycasualty360.com%2F2020%2F03%2F24%2Fthe-insurtech-response-to-covid-19%2F%3Fslreturn%3D20200314160123
[1] https://twitter.com/CBinsights/status/1248598713074925575
[1] https://twitter.com/SVForum/status/1248350066093457414
[1] https://fi.co/apply/silicon_valley

Top URLs in Tweet in G8:
[1] https://twitter.com/Exchange5g/status/1223982382895828995

Top Domains
Top Domains in Tweet in Entire Graph:
[87] twitter.com
[37] siliconvalleyforum.com
[24] mailchi.mp
[13] youtube.com
[9] devpost.com
[6] bit.ly
[6] linkedin.com
[5] inc.com
[5] eventbrite.com
[4] instagram.com

Top Domains in Tweet in G1:
[68] twitter.com
[31] siliconvalleyforum.com
[21] mailchi.mp
[13] youtube.com
[9] devpost.com
[5] bit.ly
[5] inc.com
[4] eventbrite.com
[2] facebook.com
[2] forms.gle

Top Domains in Tweet in G2:
[3] twitter.com
[1] businessinsider.com
[1] bizjournals.com

Top Domains in Tweet in G3:
[2] twitter.com
[2] ow.ly
[2] instagram.com
[2] mailchi.mp
[1] bit.ly
[1] diningatadistance.com
[1] google.com
[1] bizjournals.com

Top Domains in Tweet in G4:
[1] a16z.com
[1] twitter.com

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

Top Domains in Tweet in G6:
[5] twitter.com
[1] siliconvalleyforum.com
[1] forms.gle
[1] ibm.co

Top Domains in Tweet in G7:
[6] linkedin.com
[5] siliconvalleyforum.com
[2] twitter.com
[1] eventbrite.com
[1] law.com
[1] fi.co

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[25] svfva22
[17] cybersecurity
[14] svfwit20
[13] covid19
[11] siliconvalley
[11] cyberinsurance
[8] startup
[7] callforcode
[7] visionaryawards
[7] afghanistan



Top Hashtags in Tweet in G1:
[18] svfva22
[10] covid19
[8] svfwit20
[8] cybersecurity
[6] cyberinsurance
[4] agtech
[4] siliconvalley
[4] business
[3] ai
[3] visionaryawards

Top Hashtags in Tweet in G2:
[3] svfva22
[2] svfva2020
[2] soalliance
[2] visionaryawards
[1] svlife
[1] globalbusiness
[1] mondaymotivation
[1] visionaryaward
[1] svfva20
[1] youthforclimate

Top Hashtags in Tweet in G3:
[1] buildforcovid19
[1] visionaryawards
[1] cybersecurity
[1] cyberinsurance

Top Hashtags in Tweet in G4:
[2] svfva22
[2] cybersecurity
[2] cyberinsurance
[2] marketing
[1] siliconvalley
[1] afghanistan
[1] agtech
[1] mondaymotivation
[1] svsup20
[1] shelterinplace

Top Hashtags in Tweet in G5:
[6] siliconvalley
[5] afghanistan
[2] svfva22
[1] visionaryawards
[1] agtech
[1] visionaryworld
[1] womenintech

Top Hashtags in Tweet in G6:
[6] svfwit20
[5] callforcode
[3] techforgood
[1] artificialintelligence
[1] shelterinplace
[1] witf2020
[1] think2020

Top Hashtags in Tweet in G7:
[6] startup
[6] cybersecurity
[4] insurance
[4] svfcybersec
[3] covid19
[2] cyberinsurance
[1] ama
[1] askmeanything
[1] avantaevents
[1] bayareaevents

Top Hashtags in Tweet in G8:
[1] smartcities

Top Hashtags in Tweet in G10:
[1] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[676] Words in Sentiment List#1: Positive
[95] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9947] Non-categorized Words
[10718] Total Words
[190] svforum
[63] women
[57] visionary
[53] 2020
[52] one

Top Words in Tweet in G1:
[40] svforum
[36] startup
[32] 2020
[30] pitch
[27] webinar
[26] more
[24] one
[24] women
[24] today
[24] startups

Top Words in Tweet in G2:
[30] svforum
[18] founder
[18] congrats
[15] ceo
[13] visionary
[10] salliekrawcheck
[9] honoree
[8] dvfernandez1
[7] inspiring
[6] royamahboob

Top Words in Tweet in G3:
[25] svforum
[10] thesvo
[6] dvfernandez1
[5] community
[5] more
[5] work
[5] matthewmahood
[5] team
[5] soalliance
[4] coming

Top Words in Tweet in G4:
[36] svforum
[8] one
[8] founder
[7] women
[7] next
[6] ceo
[5] silicon
[5] valley
[5] tech
[5] 2020

Top Words in Tweet in G5:
[26] royamahboob
[17] svforum
[16] congratulations
[15] visionary
[13] one
[11] inspiring
[10] helay_r
[9] many
[9] being
[9] honored

Top Words in Tweet in G6:
[19] women
[17] svforum
[12] tech
[11] festival
[10] 2020
[8] witfestival
[8] join
[7] excited
[6] #svfwit20
[6] part

Top Words in Tweet in G7:
[20] svforum
[12] avantaventures
[11] pitch
[8] early
[7] night
[6] startup
[6] online
[6] #startup
[6] program
[6] applications

Top Words in Tweet in G10:
[3] svforum
[3] svleadershipgrp
[2] bansalmanju

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] silicon,valley
[32] founder,ceo
[28] women,tech
[28] pitch,night
[26] tech,festival
[24] svforum,congrats
[22] covid,19
[22] visionary,awards
[20] 2020,women
[19] visionary,honoree

Top Word Pairs in Tweet in G1:
[22] silicon,valley
[17] covid,19
[16] pitch,night
[12] women,tech
[12] visionary,awards
[11] tech,festival
[11] gt,gt
[9] 2020,women
[8] free,webinar
[8] startup,workshop

Top Word Pairs in Tweet in G2:
[15] svforum,congrats
[14] founder,ceo
[9] congrats,visionary
[9] visionary,honoree
[4] honoree,true
[4] true,inspiration
[4] inspiration,royamahboob
[4] royamahboob,founder
[4] ceo,digitalcitizenf
[4] digitalcitizenf,champion

Top Word Pairs in Tweet in G3:
[4] svforum,coming
[4] coming,next
[4] next,community
[4] community,events
[4] events,hackathons
[4] hackathons,venture
[4] venture,summits
[4] summits,more
[4] more,friends
[4] friends,thesvo

Top Word Pairs in Tweet in G4:
[6] founder,ceo
[5] silicon,valley
[5] svforum,congrats
[4] women,tech
[4] tech,festival
[4] marialegre,chartboost
[3] congrats,visionary
[3] visionary,honoree
[3] 2020,women
[3] svforum,marialegre

Top Word Pairs in Tweet in G5:
[10] congratulations,royamahboob
[9] many,congratulations
[9] royamahboob,being
[9] being,honored
[9] honored,one
[9] one,visionary
[9] visionary,leaders
[9] leaders,re
[9] re,inspiring
[9] inspiring,everyone

Top Word Pairs in Tweet in G6:
[12] women,tech
[11] tech,festival
[8] 2020,women
[5] #svfwit20,svforum
[5] join,onstage
[5] onstage,2020
[4] festival,giving
[3] excited,elizabeth
[3] elizabeth,adams
[3] adams,technologyliz

Top Word Pairs in Tweet in G7:
[7] pitch,night
[6] night,avantaventures
[6] silicon,valley
[5] early,applications
[5] applications,founder
[5] founder,institute's
[5] institute's,online
[5] online,program
[5] program,silicon
[5] valley,close

Top Word Pairs in Tweet in G10:
[3] svforum,svleadershipgrp
[2] bansalmanju,svforum

Top Replied-To
Top Replied-To in Entire Graph:
@svforum
@sfdenyse
@witfestival
@bansalmanju
@jeetkavathekar
@wagner_tim
@mariatamellini
@wajisa
@soalliance
@thegrupoflor

Top Replied-To in G1:
@svforum
@jeetkavathekar
@thegrupoflor
@cagovernor

Top Replied-To in G2:
@svforum

Top Replied-To in G3:
@soalliance
@svforum
@matthewmahood

Top Replied-To in G4:
@sfdenyse
@svforum
@mariatamellini
@wagner_tim

Top Replied-To in G5:
@mashrafhaidari
@royamahboob
@helay_r

Top Replied-To in G6:
@witfestival

Top Replied-To in G7:
@svforum

Top Replied-To in G9:
@wajisa

Top Replied-To in G10:
@bansalmanju

Top Mentioned
Top Mentioned in Entire Graph:
@svforum
@royamahboob
@avantaventures
@thesvo
@dvfernandez1
@salliekrawcheck
@devpost
@soalliance
@chrisyeh
@witfestival

Top Mentioned in G1:
@svforum
@avantaventures
@devpost
@chrisyeh
@thesvo
@royamahboob
@dvfernandez1
@salliekrawcheck
@mercer
@soalliance

Top Mentioned in G2:
@svforum
@salliekrawcheck
@dvfernandez1
@royamahboob
@therealreal
@ellevest
@digitalcitizenf
@elle
@soalliance
@mustafasuleymn

Top Mentioned in G3:
@svforum
@thesvo
@dvfernandez1
@witi
@devpost
@matthewmahood
@soalliance
@y
@madisonnguyen
@edtruong

Top Mentioned in G4:
@svforum
@marialegre
@chartboost
@royamahboob
@sfdenyse
@salliekrawcheck
@dvfernandez1
@soalliance
@thesvo
@witfestival

Top Mentioned in G5:
@royamahboob
@svforum
@helay_r
@linarozbih
@digitalcitizenf
@mashrafhaidari
@doctorafghan
@alaskaair
@soalliance
@dvfernandez1

Top Mentioned in G6:
@svforum
@witfestival
@technologyliz
@ibm
@acorns
@mariasalamancam
@unshackledvc
@sharichiara
@servicenow

Top Mentioned in G7:
@svforum
@avantaventures
@founding
@startupedia
@latino_startups
@therealneda
@eustartup_comp
@svfor
@mustafasuleymn

Top Mentioned in G8:
@smartcitiesdive
@smartcityexpo
@ieeesmartcities
@smartcitiesny
@dxbsmartcity
@smartcity_lab
@worldsmartcity
@svforum
@svbizjournal
@svrising

Top Mentioned in G9:
@keishabottoms
@mcuban
@kaporcapital
@svforum
@gatesfoundation
@dell4impact
@gradyhealth
@blankfoundation
@macfound
@sama

Top Mentioned in G10:
@svforum
@svleadershipgrp

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@businessinsider
@femtech_
@lollydaskal
@alaskaair
@mercnews
@inc
@slackhq
@deray
@websecurityit

Top Tweeters in G1:
@cybersec_feeds
@lollydaskal
@mercnews
@inc
@deray
@websecurityit
@forbes
@designhilldh
@reneemhamilton
@sfgiants

Top Tweeters in G2:
@businessinsider
@newcommglobal
@itzpms
@vitocarrozzo
@gardner_dave
@dsteketee97
@salliekrawcheck
@elonmusk
@ellevest
@therealreal

Top Tweeters in G3:
@slackhq
@tiktok_us
@giphy
@astommels
@devpost
@doordash
@twitter
@pinterest
@thesvo
@witi

Top Tweeters in G4:
@alaskaair
@hootsuite
@rocketspace
@zappos
@creditkarma
@spotify
@uber
@docker
@practicefusion
@chartboost

Top Tweeters in G5:
@femtech_
@wayand_
@alijaghori6
@goodgreencity
@doctorafghan
@wwstansburyccfa
@mashrafhaidari
@linarozbih
@afghanistaninlk
@monawar

Top Tweeters in G6:
@gbengasesan
@ibm
@sharichiara
@servicenow
@crblake
@sarahkunst
@mayfieldfund
@mariasalamancam
@wyattju
@acorns

Top Tweeters in G7:
@heeralalias
@founding
@alshawafmumin
@sadiqgulma
@dotco
@eustartup_comp
@carsten_roth_
@jmquint0324
@latino_startups
@chuy101

Top Tweeters in G8:
@svbizjournal
@smartcitiesdive
@teslaownerssv
@smartcityexpo
@ieeesmartcities
@svrobo
@silicon_canal
@smartcitiesny
@worldsmartcity
@svrising

Top Tweeters in G9:
@macfound
@fema
@blankfoundation
@wajisa
@gatesfoundation
@kaporcapital
@dell4impact
@sama
@gradyhealth
@keishabottoms

Top Tweeters in G10:
@gcabhijeet
@svleadershipgrp
@juanantonionazz
@bansalmanju


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