The graph represents a network of 4,035 Twitter users whose recent tweets contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 18:33 UTC.
The tweets in the network were tweeted over the 1238-day, 1-hour, 51-minute period from Monday, 23 September 2019 at 23:00 UTC to Monday, 13 February 2023 at 00:51 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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

Vertices : 4035
Unique Edges : 3941
Edges With Duplicates : 10870
Total Edges : 14811
Number of Edge Types : 9
Retweet : 4304
MentionsInRetweet : 7892
Mentions : 1134
MentionsInReplyTo : 911
Replies to : 213
Tweet : 223
MentionsInQuote : 83
Quote : 39
MentionsInQuoteReply : 12
Self-Loops : 392
Reciprocated Vertex Pair Ratio : 0.00959055699004058
Reciprocated Edge Ratio : 0.0189989039093898
Connected Components : 66
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 3794
Maximum Edges in a Connected Component : 14369
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.778185
Graph Density : 0.000504448249359994
Modularity : 0.39377
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,035 Twitter users whose recent tweets contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 18:33 UTC.
The tweets in the network were tweeted over the 1238-day, 1-hour, 51-minute period from Monday, 23 September 2019 at 23:00 UTC to Monday, 13 February 2023 at 00:51 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : Worldbank (environment OR climate OR warming OR ecological OR planet OR global)
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[1687] worldbank,provide [1628] launch,ceremony [1626] sindh,government [1589] joint,initiative [1582] sphf,joint [1579] ceremony,sphf [1531] government,worldbank [1516] initiative,sindh [1447] tomorrow,launch [1446] happening,tomorrow Top Word Pairs in Tweet in G1:
[1238] sindh,government [1208] government,worldbank [1204] worldbank,provide [1184] joint,initiative [1184] sphf,joint [1183] launch,ceremony [1182] initiative,sindh [1181] ceremony,sphf [1169] tomorrow,launch [1169] happening,tomorrow Top Word Pairs in Tweet in G2:
[100] climate,change [84] worldbank,wfp [74] million,people [68] each,year [68] fao,imfnews [67] wfp,wto [67] global,food [66] food,eat [66] year,makes [66] causes,deaths Top Word Pairs in Tweet in G3:
[483] worldbank,provide [445] launch,ceremony [405] joint,initiative [398] ceremony,sphf [398] sphf,joint [388] sindh,government [358] climate,resilient [334] initiative,sindh [323] government,worldbank [278] tomorrow,launch Top Word Pairs in Tweet in G4:
[286] situation,things [286] children,supposed [286] case,situation [286] currently,nigeria [286] things,currently [286] poverty,case [286] nigeria,children [285] supposed,leaders [278] alexicographerf,poverty [71] global,foundation Top Word Pairs in Tweet in G5:
[124] guarantees,help [123] miga,issued [123] years,miga [123] help,#kenya [123] #kenya,upgrade [123] million,guarantees [123] issued,186 [123] two,years [123] 000,kilometers [123] over,past Top Word Pairs in Tweet in G6:
[15] including,global [15] work,levels [15] global,decision [15] seen,work [15] involvement,stakeholders [15] decision,making [15] stakeholders,redd [15] making,unredd [15] effective,involvement [15] levels,including Top Word Pairs in Tweet in G7:
[81] kenyan,govt [81] tech,giants [81] everything,global [81] according,imf [81] govt,increase [81] taxes,everything [81] giants,imf [81] imf,kenyan [81] global,tech [81] increase,taxes Top Word Pairs in Tweet in G8:
[3] support,foundational [3] climate,change [3] today,freetown [3] discussion,today [3] minister,dsengeh [3] foundational,learning [3] wfpchief,ifadpresident [3] antonioguterres,aminajmohammed [3] melissafleming,mahernasserun [3] learning,led Top Word Pairs in Tweet in G9:
[109] public,servants [55] global,survey [55] survey,public [54] government,institutions [54] servants,evidence [54] 300,government [54] 300,000 [54] evidence,300 [54] 000,public [54] servants,300 Top Word Pairs in Tweet in G10:
[23] lead,data [23] global,lead [19] shahparmesh,global [17] digital,agriculture [17] agriculture,worldbank [16] data,digital [12] data,driven [12] backbone,transformation [12] transformation,shahparmesh [12] data,backbone Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: