businesstampere, Twitter, 12/7/2019 12:47:54 AM, 218293


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businesstampere_2019-12-06_09-21-37.xlsx
businesstampere_2019-12-06_09-21-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2019
Short Description:
businesstampere via NodeXL http://bit.ly/2OYziZx
@businesstampere
@smarttampere
@businesstre_fi
@5gdrive
@tribetampere
@mihkal
@balticinstitute
@eutampere
@niinaimmonen
@prh_fi

Top hashtags:
#tampere
#businesstampere
#slush19
#smarttampere
#startup
#6aika

Description:
Description
The graph represents a network of 161 Twitter users whose tweets in the requested range contained "businesstampere", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 06 December 2019 at 17:21 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 12-hour, 47-minute period from Friday, 22 November 2019 at 06:32 UTC to Thursday, 05 December 2019 at 19:19 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 : 161
Unique Edges : 259
Edges With Duplicates : 125
Total Edges : 384
Number of Edge Types : 3
Mentions : 337
Tweet : 40
Replies to : 7
Self-Loops : 40
Reciprocated Vertex Pair Ratio : 0.102362204724409
Reciprocated Edge Ratio : 0.185714285714286
Connected Components : 8
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 146
Maximum Edges in a Connected Component : 371
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.126725
Graph Density : 0.0108695652173913
Modularity : 0.454063
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 161 Twitter users whose tweets in the requested range contained "businesstampere", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 06 December 2019 at 17:21 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 12-hour, 47-minute period from Friday, 22 November 2019 at 06:32 UTC to Thursday, 05 December 2019 at 19:19 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 : businesstampere
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:
[6] https://5g-drive.eu/events/5g-drive-v2x-workshop/
[4] https://businesstampere.com/fi/tampereen-startup-kentta-kovassa-nousukiidossa/
[4] https://twitter.com/BusinessTampere/status/1197814580518572032
[3] https://businesstampere.com/fi/tampereen-kaupunkiseutu-kangasala/
[2] https://businesstampere.com/wp-content/uploads/2019/11/Business-Tampere_-Slush-2019.pdf
[2] https://businesstampere.com/meet-the-tampere-city-region-pirkkala/
[2] https://www.eventbrite.com/e/ai-hub-workshop-human-machine-interaction-tickets-82767775645
[2] http://projektit.smarttampere.fi/kehittaminen-ja-kokeilut/tampereen-kaupunki-kahdeksas-nopeat-kokeilut-pilottihaku
[2] https://kide.app/events/e3c462ba-1c59-4a6d-8e76-42d0725a826d
[2] https://businesstampere.com/fi/?event=yritystulkki-kattava-tyokalupakki-yrityksen-liiketoimintaan

Top URLs in Tweet in G1:
[2] https://www.eventbrite.com/e/ai-hub-workshop-human-machine-interaction-tickets-82767775645
[1] https://businesstampere.com/wp-content/uploads/2019/11/Business-Tampere_-Slush-2019.pdf
[1] https://tech.einnews.com/article__detail/502839353-finnish-health-tech-startup-combinostics-lands-3-9m-in-series-a?vcode=XIbw
[1] https://techstartups.com/2019/11/21/top-tech-startup-news-today-thursday-november-21-2019/
[1] https://businesstampere.com/meet-the-tampere-city-region-kangasala/
[1] https://businesstampere.com/meet-the-tampere-city-region-vesilahti/
[1] https://businesstampere.com/meet-the-tampere-city-region-ylojarvi/
[1] https://businesstampere.com/meet-the-tampere-city-region-pirkkala/
[1] https://businesstampere.com/meet-the-tampere-city-region-nokia/
[1] https://www.mindtrek.org/2020/

Top URLs in Tweet in G2:
[3] https://businesstampere.com/fi/tampereen-startup-kentta-kovassa-nousukiidossa/
[2] http://projektit.smarttampere.fi/kehittaminen-ja-kokeilut/tampereen-kaupunki-kahdeksas-nopeat-kokeilut-pilottihaku
[1] https://businesstampere.com/wp-content/uploads/2019/11/Business-Tampere_-Slush-2019.pdf
[1] https://businesstampere.com/tampere-region-startups-arouse-global-interest/
[1] https://businesstampere.com/fi/tampere-slush-party-kokoaa-yhteen-seudun-startupit-ja-sijoittajat/
[1] https://businesstampere.com/fi/production-mill-hiili-laajenee-tampereelle/
[1] https://businesstampere.com/fi/tampereen-kaupunkiseutu-vesilahti/
[1] https://businesstampere.com/fi/tampereen-kaupunkiseutu-ylojarvi/
[1] https://businesstampere.com/fi/tampereen-kaupunkiseutu-pirkkala/
[1] https://businesstampere.com/fi/tampereen-kaupunkiseutu-nokia/

Top URLs in Tweet in G3:
[2] https://kide.app/events/e3c462ba-1c59-4a6d-8e76-42d0725a826d
[1] https://businesstampere.com/fi/?event=yritystulkki-kattava-tyokalupakki-yrityksen-liiketoimintaan
[1] https://tribetampere.com/event/autumn-sparring-breakfasts/

Top URLs in Tweet in G4:
[6] https://5g-drive.eu/events/5g-drive-v2x-workshop/
[4] https://twitter.com/BusinessTampere/status/1197814580518572032
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217043

Top URLs in Tweet in G5:
[1] https://smarttampere.fi/en/labrathon-2020-will-open-doors-to-leading-technology-companies/

Top URLs in Tweet in G6:
[1] https://businesstampere.com/fi/tampereen-startup-kentta-kovassa-nousukiidossa/

Top URLs in Tweet in G8:
[1] https://businesstampere.com/fi/?event=tiedolla-hyonteisalan-tulevaisuuteen

Top URLs in Tweet in G10:
[1] https://www.yrityksennimipaiva.fi/index.html

Top Domains
Top Domains in Tweet in Entire Graph:
[28] businesstampere.com
[7] twitter.com
[6] 5g-drive.eu
[4] linkedin.com
[3] smarttampere.fi
[2] eventbrite.com
[2] mindtrek.org
[2] kide.app
[2] nodexlgraphgallery.org
[1] foreigner.fi

Top Domains in Tweet in G1:
[6] businesstampere.com
[2] eventbrite.com
[2] mindtrek.org
[1] einnews.com
[1] techstartups.com
[1] twitter.com
[1] foreigner.fi

Top Domains in Tweet in G2:
[15] businesstampere.com
[4] linkedin.com
[2] twitter.com
[2] smarttampere.fi

Top Domains in Tweet in G3:
[2] kide.app
[1] businesstampere.com
[1] tribetampere.com

Top Domains in Tweet in G4:
[6] 5g-drive.eu
[4] twitter.com
[2] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[1] smarttampere.fi

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

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

Top Domains in Tweet in G10:
[1] yrityksennimipaiva.fi

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] tampere
[53] businesstampere
[27] slush19
[23] smarttampere
[19] startup
[17] 6aika
[16] opastamisenekosysteemi
[12] startuptampere
[10] kasvuhakuiset
[9] finland



Top Hashtags in Tweet in G1:
[21] businesstampere
[19] slush19
[16] tampere
[13] startup
[9] startuptampere
[9] 6aika
[9] kasvuhakuiset
[9] finland
[4] smartcity
[3] tamperecityregion

Top Hashtags in Tweet in G2:
[20] tampere
[17] businesstampere
[6] kasvuraketit
[6] smarttampere
[5] tampereenkaupunkiseutu
[4] kasvu
[3] smarttrails
[2] slush19
[2] kasvuyritykset
[2] smarttrail

Top Hashtags in Tweet in G3:
[1] slush19
[1] imagingtampere
[1] kasvuraketit

Top Hashtags in Tweet in G4:
[7] tampere
[6] industry
[6] smes
[6] workshop
[6] v2x
[6] 5g
[2] slush19
[2] businesstampere
[2] startup
[1] itsfactory

Top Hashtags in Tweet in G5:
[16] opastamisenekosysteemi
[13] smarttampere
[9] businesstampere
[6] 6aika
[3] tampere
[3] slush19
[2] startup
[2] nordicpavilion
[2] smartnordics
[1] smarttrails

Top Hashtags in Tweet in G6:
[4] imagingtampere
[4] tampere
[3] internationalhubtampere
[1] labrathon
[1] hightech
[1] businesstampere
[1] startups

Top Hashtags in Tweet in G7:
[4] tampere
[1] ibuy
[1] ipp
[1] s3baltic

Top Hashtags in Tweet in G10:
[2] yrittäjä
[1] toiminimi
[1] tavaramerkki
[1] verkkotunnus

Top Words
Top Words in Tweet in Entire Graph:
[115] Words in Sentiment List#1: Positive
[8] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4190] Non-categorized Words
[4313] Total Words
[68] ja
[56] #businesstampere
[44] businesstampere
[39] tampere
[36] #tampere

Top Words in Tweet in G1:
[21] #businesstampere
[19] #slush19
[16] great
[16] #tampere
[15] startuptre
[13] city
[12] businesstampere
[11] #startup
[11] companies
[10] business

Top Words in Tweet in G2:
[31] ja
[20] businesstre_fi
[19] #businesstampere
[16] mitä
[16] kuuluu
[16] #tampere'en
[16] ympäristökuntiin
[16] seutusarjamme
[16] esittelee
[16] kaupunkiseudun

Top Words in Tweet in G3:
[17] tampere
[9] tribetampere
[9] startup
[8] ecosystem
[7] yesterday
[7] absolutely
[7] epic
[7] threw
[7] slush
[7] party

Top Words in Tweet in G4:
[7] 5gdrive
[7] #tampere
[7] businesstampere
[6] 20
[6] days
[6] go
[6] dec17th
[6] attn
[6] #industry
[6] #smes

Top Words in Tweet in G5:
[19] ja
[16] #opastamisenekosysteemi
[14] #smarttampere
[12] elinamalen
[10] #businesstampere
[8] hankkeen
[7] juuri
[7] asioilla
[6] #6aika
[5] etteplanmore

Top Words in Tweet in G6:
[9] ja
[7] imaging
[6] businesstampere
[6] tampere
[5] kovan
[4] tamperekaupunki
[4] ekosysteemi
[4] luonut
[4] tampereelle
[4] osaamiskeskittymän

Top Words in Tweet in G7:
[4] balticinstitute
[4] regional
[4] stakeholders
[4] ibuy
[4] project
[4] discussing
[4] innovative
[4] public
[4] procurement
[4] #tampere

Top Words in Tweet in G8:
[2] nyt
[2] löytyi
[2] mahdollisuus
[2] päästä
[2] kuulemaan
[2] millaisia
[2] liiketoimintamahdollisuuksia
[2] hyönteisalalla
[2] tarjolla

Top Words in Tweet in G9:
[2] tapparaofficial
[2] airbaltic
[2] businesstampere
[2] perjantain
[2] tappara
[2] kalpa
[2] illasta
[2] ja
[2] yhteistyöstä

Top Words in Tweet in G10:
[4] 11
[4] 30
[2] #yrittäjä
[2] osallistu
[2] yrityksen
[2] nimipäivään
[2] tampereella
[2] pe
[2] 29
[2] klo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] mitä,kuuluu
[18] ympäristökuntiin,seutusarjamme
[18] seutusarjamme,esittelee
[18] esittelee,kaupunkiseudun
[18] kaupunkiseudun,kunnat
[18] kunnat,ja
[18] ja,kertoo
[18] kertoo,kuulumisia
[17] #smarttampere,#businesstampere
[15] kuuluu,#tampere'en

Top Word Pairs in Tweet in G1:
[8] #6aika,#kasvuhakuiset
[8] smart,city
[7] #slush19,day
[5] business,#tampere
[5] #tampere,city
[5] city,region
[5] region,series
[5] series,#businesstampere
[5] #businesstampere,articles
[5] articles,takes

Top Word Pairs in Tweet in G2:
[16] mitä,kuuluu
[16] ympäristökuntiin,seutusarjamme
[16] seutusarjamme,esittelee
[16] esittelee,kaupunkiseudun
[16] kaupunkiseudun,kunnat
[16] kunnat,ja
[16] ja,kertoo
[16] kertoo,kuulumisia
[14] kuuluu,#tampere'en
[14] #tampere'en,ympäristökuntiin

Top Word Pairs in Tweet in G3:
[8] tampere,startup
[8] startup,ecosystem
[7] yesterday,absolutely
[7] absolutely,epic
[7] epic,tampere
[7] ecosystem,threw
[7] threw,tampere
[7] tampere,slush
[7] slush,party
[7] party,helsinki

Top Word Pairs in Tweet in G4:
[6] 20,days
[6] days,go
[6] go,dec17th
[6] dec17th,#tampere
[6] #tampere,attn
[6] attn,#industry
[6] #industry,#smes
[6] #smes,#workshop
[6] #workshop,#v2x
[6] #v2x,#5g

Top Word Pairs in Tweet in G5:
[10] #smarttampere,#businesstampere
[8] #opastamisenekosysteemi,hankkeen
[6] #6aika,#smarttampere
[5] #opastamisenekosysteemi,ja
[5] ja,itsfactory
[4] hankkeen,koulutussarjan
[4] koulutussarjan,kolmas
[4] kolmas,ja
[4] ja,viimeinen
[4] viimeinen,kerta

Top Word Pairs in Tweet in G6:
[5] imaging,tampere
[4] tampere,ekosysteemi
[4] ekosysteemi,luonut
[4] luonut,tampereelle
[4] tampereelle,kovan
[4] kovan,osaamiskeskittymän
[4] osaamiskeskittymän,kamera
[4] kamera,kuvantamis
[4] kuvantamis,ja
[3] #imagingtampere,networking

Top Word Pairs in Tweet in G7:
[4] regional,stakeholders
[4] stakeholders,ibuy
[4] ibuy,project
[4] project,discussing
[4] discussing,innovative
[4] innovative,public
[4] public,procurement
[4] procurement,#tampere
[4] #tampere,afternoon
[3] balticinstitute,regional

Top Word Pairs in Tweet in G8:
[2] nyt,löytyi
[2] löytyi,mahdollisuus
[2] mahdollisuus,päästä
[2] päästä,kuulemaan
[2] kuulemaan,millaisia
[2] millaisia,liiketoimintamahdollisuuksia
[2] liiketoimintamahdollisuuksia,hyönteisalalla
[2] hyönteisalalla,tarjolla

Top Word Pairs in Tweet in G9:
[2] tappara,kalpa
[2] kalpa,illasta
[2] illasta,ja
[2] ja,yhteistyöstä

Top Word Pairs in Tweet in G10:
[2] #yrittäjä,osallistu
[2] osallistu,yrityksen
[2] yrityksen,nimipäivään
[2] nimipäivään,tampereella
[2] tampereella,pe
[2] pe,29
[2] 29,11
[2] 11,klo
[2] klo,30
[2] 30,11

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@businesstampere
@businesstre_fi
@startuptre
@tribetampere
@smarttampere
@elinamalen
@5gdrive
@tamperekaupunki
@tampereuni
@niinaimmonen

Top Mentioned in G1:
@startuptre
@businesstampere
@smarttampere
@tribetampere
@businesstre_fi
@mindtrek_
@startupcommons
@eliasrobotcom
@k2tre
@happyornotcom

Top Mentioned in G2:
@businesstre_fi
@businesstampere
@businessfinland
@slushhq
@tribetampere
@jari_ikonen
@startuptre
@niinaimmonen
@laplandhotels

Top Mentioned in G3:
@tribetampere
@businesstampere
@startuptre
@tamperees
@y_kampus
@trestartuphub
@tamperehub
@thestreamfest
@jci_united
@demolainfinland

Top Mentioned in G4:
@5gdrive
@businesstampere
@businesstre_fi
@smarttampere
@ambkoukkuronde
@neel5
@startuptre
@5g
@martel_innovate
@eurescom

Top Mentioned in G5:
@elinamalen
@itsfactory
@etteplanmore
@geniemfi
@businesstampere
@annijoela
@jari_ikonen
@startuptre
@muotohiomo

Top Mentioned in G6:
@businesstampere
@tamperekaupunki
@jonikamarainen
@tampereuni
@inthubtampere
@tretyollisyys
@oliverhussey
@miettiseneero
@nuppua
@smarttampere

Top Mentioned in G7:
@balticinstitute
@businesstampere
@pirkanmaan_liit
@pirkanmaanely
@hankintakeino
@kuntaliitto
@interregtweets
@miapetrakumpula
@tiinaperho
@kokkonenesa

Top Mentioned in G8:
@susanneheiska
@tamk_uas
@lukefinland
@jamk_fi
@oamk_ouas
@savoniaamk
@seamk

Top Mentioned in G9:
@tapparaofficial
@airbaltic
@businesstampere
@finland_events
@visittamperefi
@matkapojat

Top Mentioned in G10:
@prh_fi
@ensimetri1
@traficomfinland
@uusyrityskeskus
@businesstampere

Top Tweeters
Top Tweeters in Entire Graph:
@startupsbot
@kellyrek
@interregtweets
@neel5
@kortteus
@dsmeu
@timorainio
@tamperekaupunki
@ippu
@kauppakamari

Top Tweeters in G1:
@kellyrek
@kortteus
@smartcityexpo
@startupcommons
@k2tre
@tomit
@een_eu
@t
@paulikuosmanen
@tampereuni

Top Tweeters in G2:
@timorainio
@businessfinland
@slushhq
@businesstre_fi
@niinaimmonen
@deloittefinland
@alihankinta
@josahlgren
@petrinykanen
@jounimatti

Top Tweeters in G3:
@kauppakamari
@akiraropo
@yritystehdas
@demolainfinland
@tribetampere
@kimmorouhiainen
@crazytownoy
@y_kampus
@edufuturajkl
@tommiuitti

Top Tweeters in G4:
@startupsbot
@neel5
@dsmeu
@nettecheu
@vttfinland
@ertico
@moniquecalisti
@martel_innovate
@5gppp
@mihkal

Top Tweeters in G5:
@smarttampere
@qentinel
@stobekum
@itsfactory
@harriojala
@caritaisomaki
@geniemfi
@optofidelity
@avaava_fi
@anttonenmatti

Top Tweeters in G6:
@tamperekaupunki
@ippu
@lindemanlaura
@sotarauta
@inthubtampere
@jonikamarainen
@maritaverne
@tretyollisyys
@oliverhussey
@jyrkivuorinen

Top Tweeters in G7:
@interregtweets
@miapetrakumpula
@pirkanmaanely
@kuntaliitto
@tiinaperho
@pirkanmaan_liit
@dimecc_fi
@kokkonenesa
@balticinstitute
@beltcb

Top Tweeters in G8:
@lukefinland
@tamk_uas
@oamk_ouas
@jamk_fi
@seamk
@savoniaamk
@susanneheiska

Top Tweeters in G9:
@airbaltic
@tapparaofficial
@visittamperefi
@matkapojat
@finland_events

Top Tweeters in G10:
@prh_fi
@traficomfinland
@uusyrityskeskus
@annelappalainen
@ensimetri1