#SMARTdatasprint, Twitter, 1/28/2019 3:08:00 PM, 183456


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#SMARTdatasprint_2019-01-28_07-02-33.xlsx
#SMARTdatasprint_2019-01-28_07-02-33.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 28, 2019
Short Description:
#SMARTdatasprint via NodeXL http://bit.ly/2DFQQE9
@inovamedialab
@jannajoceli
@digitalspacelab
@tais_so
@cristiancjruiz
@scholarfreak
@richardrogers
@tarushijio
@hamdanazhar
@marc_smith

Top hashtags:
#smartdatasprint
#nodexl
#blacklivesmatter
#inovamedialab
#emoji

Description:
Description
The graph represents a network of 26 Twitter users whose recent tweets contained "#SMARTdatasprint", 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 Monday, 28 January 2019 at 15:02 UTC.

The tweets in the network were tweeted over the 9-day, 16-hour, 11-minute period from Friday, 18 January 2019 at 22:34 UTC to Monday, 28 January 2019 at 14:46 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 : 26
Unique Edges : 45
Edges With Duplicates : 38
Total Edges : 83
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.108695652173913
Reciprocated Edge Ratio : 0.196078431372549
Connected Components : 2
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 23
Maximum Edges in a Connected Component : 80
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.959108
Graph Density : 0.0784615384615385
Modularity : 0.286689
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://twitter.com/jwyg/status/1089816775544504320
[1] https://auth.issuecrawler.net/?scookie=0d9ae26c22628b2c241d684aee9f22aa9024f45644abee7dadc484cba74278d1
[1] https://www.instagram.com/p/BtLHZcpHTxM/?utm_source=ig_twitter_share&igshid=yb4cufbta66y
[1] https://www.swarmapp.com/c/8iPrNZMuwPh
[1] http://fcsh.unl.pt/media/noticias/destaques/inova-media-lab-prode-dados-digitais

Top URLs in Tweet in G1:
[1] http://fcsh.unl.pt/media/noticias/destaques/inova-media-lab-prode-dados-digitais

Top URLs in Tweet in G2:
[1] https://auth.issuecrawler.net/?scookie=0d9ae26c22628b2c241d684aee9f22aa9024f45644abee7dadc484cba74278d1

Top URLs in Tweet in G3:
[2] https://twitter.com/jwyg/status/1089816775544504320
[1] https://www.swarmapp.com/c/8iPrNZMuwPh
[1] https://www.instagram.com/p/BtLHZcpHTxM/?utm_source=ig_twitter_share&igshid=yb4cufbta66y

Top Domains
Top Domains in Tweet in Entire Graph:
[2] twitter.com
[1] issuecrawler.net
[1] instagram.com
[1] swarmapp.com
[1] unl.pt

Top Domains in Tweet in G1:
[1] unl.pt

Top Domains in Tweet in G2:
[1] issuecrawler.net

Top Domains in Tweet in G3:
[2] twitter.com
[1] swarmapp.com
[1] instagram.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] smartdatasprint
[11] nodexl
[3] blacklivesmatter
[2] inovamedialab
[1] emoji
[1] datascience
[1] lisbon
[1] lovewins
[1] technicity
[1] yukiomishima



Top Hashtags in Tweet in G1:
[18] smartdatasprint
[8] nodexl
[1] blacklivesmatter
[1] emoji
[1] datascience

Top Hashtags in Tweet in G2:
[13] smartdatasprint
[1] inovamedialab
[1] technicity
[1] nodexl
[1] twitterstudies
[1] facebookstudies
[1] yukiomishima

Top Hashtags in Tweet in G3:
[17] smartdatasprint
[2] blacklivesmatter
[1] nodexl
[1] lovewins

Top Hashtags in Tweet in G4:
[3] smartdatasprint

Top Hashtags in Tweet in G5:
[3] smartdatasprint
[1] nodexl
[1] inovamedialab
[1] lisbon

Top Words
Top Words in Tweet in Entire Graph:
[21] Words in Sentiment List#1: Positive
[15] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[863] Non-categorized Words
[899] Total Words
[54] smartdatasprint
[25] inovamedialab
[15] lisboa
[12] data
[12] richardrogers

Top Words in Tweet in G1:
[18] smartdatasprint
[12] inovamedialab
[9] lisboa
[9] data
[8] bom
[8] dia
[8] getting
[8] ready
[8] nodexl
[8] tutorials

Top Words in Tweet in G2:
[13] smartdatasprint
[5] inovamedialab
[3] richardrogers
[2] facebook
[2] critical
[2] analytics
[2] instagram
[2] jannajoceli
[2] analysis
[2] beyond

Top Words in Tweet in G3:
[17] smartdatasprint
[8] e
[5] inovamedialab
[4] sociais
[4] richardrogers
[4] lisboa
[4] nova
[4] os
[4] c
[3] da

Top Words in Tweet in G4:
[4] uma
[4] não
[3] text
[3] analysis
[3] é
[3] coisa
[3] fantástica
[3] preparando
[3] workshop
[3] pro

Top Words in Tweet in G5:
[3] smartdatasprint
[3] critical
[3] analytics
[3] inovamedialab
[2] contemplative
[2] flickering
[2] man
[2] rich
[2] talk
[2] richard

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[11] bom,dia
[11] dia,lisboa
[11] lisboa,getting
[11] getting,ready
[11] ready,nodexl
[11] nodexl,tutorials
[11] tutorials,inovamedialab
[11] inovamedialab,s
[11] s,data
[11] data,sprinting

Top Word Pairs in Tweet in G1:
[8] bom,dia
[8] dia,lisboa
[8] lisboa,getting
[8] getting,ready
[8] ready,nodexl
[8] nodexl,tutorials
[8] tutorials,inovamedialab
[8] inovamedialab,s
[8] s,data
[8] data,sprinting

Top Word Pairs in Tweet in G2:
[2] critical,analytics

Top Word Pairs in Tweet in G3:
[3] sociais,e
[2] auto,apresentação
[2] faculdade,ciências
[2] ciências,sociais
[2] e,humanas
[2] da,universidade
[2] universidade,nova
[2] nova,lisboa
[2] richard,rogers
[2] fala,sobre

Top Word Pairs in Tweet in G4:
[3] text,analysis
[3] analysis,é
[3] é,uma
[3] uma,coisa
[3] coisa,fantástica
[3] fantástica,preparando
[3] preparando,workshop
[3] workshop,pro
[3] pro,smartdatasprint
[3] smartdatasprint,com

Top Word Pairs in Tweet in G5:
[3] critical,analytics
[2] contemplative,flickering
[2] flickering,man
[2] man,critical
[2] analytics,rich
[2] rich,talk
[2] talk,richard
[2] richard,rogers
[2] rogers,morning
[2] morning,start

Top Replied-To
Top Replied-To in Entire Graph:
@jannajoceli
@richardrogers

Top Replied-To in G1:
@richardrogers

Top Replied-To in G3:
@jannajoceli

Top Mentioned
Top Mentioned in Entire Graph:
@inovamedialab
@richardrogers
@digitalspacelab
@jannajoceli
@tais_so
@riederb
@novaunl
@miuxapop
@tarushijio
@hamdanazhar

Top Mentioned in G1:
@inovamedialab
@digitalspacelab
@jannajoceli
@richardrogers
@tais_so
@novaunl
@riederb
@miuxapop
@hamdanazhar

Top Mentioned in G2:
@inovamedialab
@richardrogers
@jannajoceli
@riederb
@dmitools
@digitalspacelab
@miuxapop
@lerdevagar

Top Mentioned in G3:
@inovamedialab
@richardrogers
@digitalspacelab
@jannajoceli
@iloaguiar
@tais_so

Top Mentioned in G4:
@tarushijio

Top Mentioned in G5:
@inovamedialab
@jannajoceli
@la_marite
@digitalspacelab
@richardrogers

Top Tweeters
Top Tweeters in Entire Graph:
@tais_so
@tarushijio
@globalhomegirl
@miuxapop
@iloaguiar
@was3210
@marc_smith
@scholarfreak
@nodexl
@leofn3

Top Tweeters in G1:
@was3210
@marc_smith
@nodexl
@hamdanazhar
@connectedaction
@novaunl
@smr_foundation
@digitalspacelab
@nodexl_mktng
@inovamedialab

Top Tweeters in G2:
@miuxapop
@riederb
@lerdevagar
@jannajoceli
@cristiancjruiz
@dmitools

Top Tweeters in G3:
@tais_so
@iloaguiar
@fgouveia
@richardrogers

Top Tweeters in G4:
@tarushijio
@globalhomegirl
@leofn3

Top Tweeters in G5:
@scholarfreak
@la_marite


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