'This has never happened'%3A Wildfire researchers make scary discovery, Twitter, 4/14/2021 2:56:41 AM, 252809


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'This has never happened'%3A Wildfire researchers make scary discovery_2021-04-13_19-55-08
'This has never happened': Wildfire researchers make scary discovery_2021-04-13_19-55-08
From:
Connected Action NodeXL-Reports
Uploaded on:
April 14, 2021
Short Description:
'This has never happened': Wildfire researchers make scary discovery via NodeXL https://bit.ly/2RzsvJt
@sfgate
@morgfair
@lawyer4laws
@wic_david
@ericarios73
@planetscape
@nysedisbroken
@kurenai240
@norcalwinelady
@e_mendz

Top hashtags:
#veryinteresting
#blackberry

Description:
Description
The graph represents a network of 108 Twitter users whose recent tweets contained "'This has never happened': Wildfire researchers make scary discovery", 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 Wednesday, 14 April 2021 at 02:55 UTC.

The tweets in the network were tweeted over the 1-day, 4-hour, 1-minute period from Monday, 12 April 2021 at 21:58 UTC to Wednesday, 14 April 2021 at 02:00 UTC.

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 : 108
Unique Edges : 132
Edges With Duplicates : 4
Total Edges : 136
Number of Edge Types : 4
Mentions : 43
Tweet : 36
MentionsInRetweet : 26
Retweet : 31
Self-Loops : 37
Reciprocated Vertex Pair Ratio : 0.0103092783505155
Reciprocated Edge Ratio : 0.0204081632653061
Connected Components : 36
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 69
Maximum Edges in a Connected Component : 96
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.914725
Graph Density : 0.00848044305988231
Modularity : 0.42147
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 108 Twitter users whose recent tweets contained "'This has never happened'%3A Wildfire researchers make scary discovery", 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 Wednesday, 14 April 2021 at 02:55 UTC.

The tweets in the network were tweeted over the 1-day, 4-hour, 1-minute period from Monday, 12 April 2021 at 21:58 UTC to Wednesday, 14 April 2021 at 02:00 UTC.

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 : TwitterSearch
Graph Term : This has never happened'%3A Wildfire researchers make scary discovery
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:
[108] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G1:
[38] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G2:
[30] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G3:
[14] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G4:
[5] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G5:
[3] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G6:
[3] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G7:
[3] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G8:
[2] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G9:
[2] https://twitter.com/i/events/1381665226790105088

Top URLs in Tweet in G10:
[2] https://twitter.com/i/events/1381665226790105088

Top Domains
Top Domains in Tweet in Entire Graph:
[108] twitter.com

Top Domains in Tweet in G1:
[38] twitter.com

Top Domains in Tweet in G2:
[30] twitter.com

Top Domains in Tweet in G3:
[14] twitter.com

Top Domains in Tweet in G4:
[5] twitter.com

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

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

Top Domains in Tweet in G7:
[3] twitter.com

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

Top Domains in Tweet in G9:
[2] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] veryinteresting
[3] blackberry
[3] watchca
[2] california
[1] wildfires
[1] drought
[1] climateaction



Top Hashtags in Tweet in G1:
[1] california

Top Hashtags in Tweet in G2:
[1] climateaction
[1] california
[1] wildfires
[1] drought

Top Hashtags in Tweet in G6:
[3] veryinteresting
[3] blackberry
[3] watchca

Top Words
Top Words in Tweet in Entire Graph:
[114] scary
[111] never
[110] happened'
[110] wildfire
[110] researchers
[110] make
[110] discovery
[108] 'this
[70] sfgate
[9] california

Top Words in Tweet in G1:
[39] never
[39] scary
[38] 'this
[38] happened'
[38] wildfire
[38] researchers
[38] make
[38] discovery
[38] sfgate
[3] california

Top Words in Tweet in G2:
[32] never
[32] happened'
[32] wildfire
[32] researchers
[32] make
[32] scary
[32] discovery
[30] 'this
[3] going
[2] buckle

Top Words in Tweet in G3:
[14] 'this
[14] never
[14] happened'
[14] wildfire
[14] researchers
[14] make
[14] scary
[14] discovery
[14] sfgate

Top Words in Tweet in G4:
[5] shocked
[5] find
[5] forest
[5] management
[5] makes
[5] difference
[5] ignoring
[5] generations
[5] before
[5] use

Top Words in Tweet in G5:
[3] 'this
[3] never
[3] happened'
[3] wildfire
[3] researchers
[3] make
[3] scary
[3] discovery
[3] sfgate

Top Words in Tweet in G6:
[3] #veryinteresting
[3] #blackberry
[3] #watchca
[3] 'this
[3] never
[3] happened'
[3] wildfire
[3] researchers
[3] make
[3] scary

Top Words in Tweet in G7:
[6] scary
[3] part
[3] figured
[3] california
[3] 'this
[3] never
[3] happened'
[3] wildfire
[3] researchers
[3] make

Top Words in Tweet in G8:
[2] thought
[2] california
[2] wildfires
[2] bad
[2] past
[2] four
[2] years
[2] year
[2] going
[2] worse

Top Words in Tweet in G9:
[2] 'this
[2] never
[2] happened'
[2] wildfire
[2] researchers
[2] make
[2] scary
[2] discovery

Top Words in Tweet in G10:
[2] 'this
[2] never
[2] happened'
[2] wildfire
[2] researchers
[2] make
[2] scary
[2] discovery

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[110] never,happened'
[110] happened',wildfire
[110] wildfire,researchers
[110] researchers,make
[110] make,scary
[110] scary,discovery
[108] 'this,never
[69] discovery,sfgate
[5] shocked,find
[5] find,forest

Top Word Pairs in Tweet in G1:
[38] 'this,never
[38] never,happened'
[38] happened',wildfire
[38] wildfire,researchers
[38] researchers,make
[38] make,scary
[38] scary,discovery
[37] discovery,sfgate
[2] fires,'this

Top Word Pairs in Tweet in G2:
[32] never,happened'
[32] happened',wildfire
[32] wildfire,researchers
[32] researchers,make
[32] make,scary
[32] scary,discovery
[30] 'this,never
[2] again,'this

Top Word Pairs in Tweet in G3:
[14] 'this,never
[14] never,happened'
[14] happened',wildfire
[14] wildfire,researchers
[14] researchers,make
[14] make,scary
[14] scary,discovery
[14] discovery,sfgate

Top Word Pairs in Tweet in G4:
[5] shocked,find
[5] find,forest
[5] forest,management
[5] management,makes
[5] makes,difference
[5] difference,ignoring
[5] ignoring,generations
[5] generations,before
[5] before,use
[5] use,clear

Top Word Pairs in Tweet in G5:
[3] 'this,never
[3] never,happened'
[3] happened',wildfire
[3] wildfire,researchers
[3] researchers,make
[3] make,scary
[3] scary,discovery
[3] discovery,sfgate

Top Word Pairs in Tweet in G6:
[3] #veryinteresting,#blackberry
[3] #blackberry,#watchca
[3] #watchca,'this
[3] 'this,never
[3] never,happened'
[3] happened',wildfire
[3] wildfire,researchers
[3] researchers,make
[3] make,scary
[3] scary,discovery

Top Word Pairs in Tweet in G7:
[3] scary,part
[3] part,figured
[3] figured,california
[3] california,'this
[3] 'this,never
[3] never,happened'
[3] happened',wildfire
[3] wildfire,researchers
[3] researchers,make
[3] make,scary

Top Word Pairs in Tweet in G8:
[2] thought,california
[2] california,wildfires
[2] wildfires,bad
[2] bad,past
[2] past,four
[2] four,years
[2] years,year
[2] year,going
[2] going,worse
[2] worse,'this

Top Word Pairs in Tweet in G9:
[2] 'this,never
[2] never,happened'
[2] happened',wildfire
[2] wildfire,researchers
[2] researchers,make
[2] make,scary
[2] scary,discovery

Top Word Pairs in Tweet in G10:
[2] 'this,never
[2] never,happened'
[2] happened',wildfire
[2] wildfire,researchers
[2] researchers,make
[2] make,scary
[2] scary,discovery

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@sfgate

Top Mentioned in G1:
@sfgate

Top Mentioned in G3:
@sfgate

Top Mentioned in G4:
@sfgate

Top Mentioned in G5:
@sfgate

Top Mentioned in G6:
@sfgate

Top Mentioned in G7:
@sfgate

Top Tweeters
Top Tweeters in Entire Graph:
@falconhamada_90
@morgfair
@tomflowers
@planetscape
@gilcividanes
@tonyserrata
@mrtachilles
@stephyshante
@finaloverdrive
@toxicpath

Top Tweeters in G1:
@tomflowers
@mrtachilles
@finaloverdrive
@joycehermit
@rifleman4wvu
@hadel
@chrisboese
@maybeawriter
@sfgate
@followmal

Top Tweeters in G2:
@marilynwinders
@lcby
@lumlotus
@adamsfantasy
@kurenai240
@zom_bee_nature
@iconicimagery
@celticvisionorg
@realyeshua1
@ubetyourwrasse

Top Tweeters in G3:
@falconhamada_90
@morgfair
@gilcividanes
@tonyserrata
@kcorr54
@amorahross
@childfreediva
@ormedesmarais
@greennewsreport
@webwight

Top Tweeters in G4:
@lawyer4laws
@starkfreeordie
@smith_bahn
@proudusanjny
@books47556171

Top Tweeters in G5:
@planetscape
@dobieblue
@covidresources

Top Tweeters in G6:
@ericarios73
@natejerb
@wottheelf217

Top Tweeters in G7:
@tweetyburd
@ramonaeid
@wic_david

Top Tweeters in G8:
@lycanleopard
@seawolffan

Top Tweeters in G9:
@gotmtv
@activisthat_

Top Tweeters in G10:
@jonnyboyca
@derpaler


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