The graph represents a network of 1,577 Twitter users whose recent tweets contained "#CIES2019", 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 Tuesday, 16 April 2019 at 21:07 UTC.
The tweets in the network were tweeted over the 9-day, 4-hour, 58-minute period from Sunday, 07 April 2019 at 16:07 UTC to Tuesday, 16 April 2019 at 21:05 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
Vertices : 1577
Unique Edges : 3466
Edges With Duplicates : 3033
Total Edges : 6499
Self-Loops : 698
Reciprocated Vertex Pair Ratio : 0.105334051724138
Reciprocated Edge Ratio : 0.190592249573483
Connected Components : 81
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 1453
Maximum Edges in a Connected Component : 6334
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.011425
Graph Density : 0.00165087279387387
Modularity : 0.424107
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[206] san,francisco [125] looking,forward [109] check,out [96] #cies2019,#ed4sustainability [91] cies_us,#cies2019 [69] next,week [65] #cies2019,cies_us [64] learn,more [64] today,#cies2019 [62] #cies2019,conference Top Word Pairs in Tweet in G1:
[61] san,francisco [49] cies_us,#cies2019 [42] jeffrey,sachs [38] #cies2019,#ed4sustainability [29] looking,forward [24] check,out [23] business,meeting [23] #cies2019,cies_us [22] 40,billion [21] live,freshedpodcast Top Word Pairs in Tweet in G2:
[28] check,out [28] san,francisco [27] looking,forward [26] join,equity2030 [21] #cies2019,#ed4sustainability [19] learn,more [18] next,week [17] language,instruction [16] #cies2019,join [15] #cies2019,learn Top Word Pairs in Tweet in G3:
[42] citizen,led [34] early,childhood [29] jordannaidoo1,#cies2019 [27] iiep_unesco,#cies2019 [26] led,assessments [25] childhood,education [24] today,#cies2019 [23] #cies2019,#ed4sustainability [22] gemreport,unescostat [22] next,week Top Word Pairs in Tweet in G4:
[16] non,state [14] join,peas [14] peas,#cies2019 [11] sub,saharan [11] saharan,africa [11] early,childhood [11] peaschools,join [11] state,sector [10] africa,more [10] more,50 Top Word Pairs in Tweet in G5:
[31] #cies2019,cies_us [28] looking,forward [28] forward,presenting [25] #onted,#onpoli [23] research,ontario [22] cies_us,#onted [22] presenting,research [22] ontario,s [22] s,teacher [17] teacher,learning Top Word Pairs in Tweet in G6:
[26] san,francisco [21] plenary,session [17] #cies2019,san [16] find,out [8] ibe,unesco [8] unesco,contribute [8] contribute,#cies2019 [8] francisco,14 [8] 14,18 [8] 18,april Top Word Pairs in Tweet in G7:
[8] san,francisco [5] comparative,international [4] francisco,#cies2019 [4] international,education [3] looking,forward [3] education,conference [3] #cies2019,#sanfrancisco [3] #cies2019,comparative [2] education,sustainability [2] #sdg4,#cies2019 Top Word Pairs in Tweet in G8:
[11] ahead,#cies2019 [11] #cies2019,#girlcenter [11] #girlcenter,deputy [11] deputy,director [11] director,spsaki [11] spsaki,put [11] put,together [11] together,guide [11] guide,basics [11] basics,evaluation Top Word Pairs in Tweet in G9:
[9] stand,24 [9] food,knowledge [8] knowledge,team [7] interested,#civics [7] #civics,#citizenship [7] #citizenship,#sustainability [7] #sustainability,join [7] cies_us,#cies2019 [7] #cies2019,symposium [7] symposium,highlighting Top Word Pairs in Tweet in G10:
[12] research,evidence [11] san,francisco [9] education,powerhouse [9] powerhouse,aphrc [9] aphrc,#cies2019 [9] #cies2019,conference [9] conference,san [9] francisco,sharing [9] sharing,learning [9] learning,networking Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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