The graph represents a network of 18,862 Twitter users whose recent tweets contained "childcare", 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 Friday, 26 April 2019 at 16:57 UTC.
The tweets in the network were tweeted over the 4-day, 4-hour, 42-minute period from Monday, 22 April 2019 at 11:26 UTC to Friday, 26 April 2019 at 16:08 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 : 18862
Unique Edges : 24806
Edges With Duplicates : 3549
Total Edges : 28355
Number of Edge Types : 4
Tweet : 3921
Retweet : 11620
Replies to : 2373
Mentions : 10441
Self-Loops : 3988
Reciprocated Vertex Pair Ratio : 0.0164563663637166
Reciprocated Edge Ratio : 0.0323798775988541
Connected Components : 3811
Single-Vertex Connected Components : 2085
Maximum Vertices in a Connected Component : 10027
Maximum Edges in a Connected Component : 17408
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 6.669421
Graph Density : 6.47606455367232E-05
Modularity : 0.813012
NodeXL Version : 1.0.1.411
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[3930] minimum,wage [2978] free,college [1992] universal,childcare [1932] wage,workers [1884] pay,childcare [1851] isn,t [1805] right,now [1801] 000,year [1798] feed,family [1787] childcare,time Top Word Pairs in Tweet in G1:
[269] free,childcare [174] working,parents [168] hours,free [166] childcare,working [161] parents,children [159] 15,hours [159] 9,months [158] provide,15 [158] children,over [158] over,9 Top Word Pairs in Tweet in G2:
[3407] minimum,wage [1705] family,pay [1705] pay,childcare [1702] feed,family [1700] isn,t [1700] enough,feed [1699] right,now [1699] now,america [1699] america,federal [1699] federal,minimum Top Word Pairs in Tweet in G3:
[1089] student,debt [1043] universal,childcare [1032] free,college [1005] wealth,tax [1001] 50,million [1000] childcare,700b [998] looks,ewarren [998] ewarren,play [998] play,revenue [998] revenue,2 Top Word Pairs in Tweet in G4:
[1154] bernie,trump [1154] blow,up [1097] free,college [1090] education,childcare [1087] healthcare,education [1086] people,healthcare [1086] more,pay [1085] childcare,more [1084] bernie,giving [1084] giving,people Top Word Pairs in Tweet in G5:
[533] 2,tax [532] warren,put [532] put,2 [532] tax,wealthiest [532] wealthiest,families [532] families,country [532] country,provide [532] provide,universal [532] universal,pre [532] pre,k Top Word Pairs in Tweet in G6:
[167] childcare,workers [144] bill,shorten [129] shorten,pledge [129] workers,guaranteed [98] exclusive,bill [98] pledge,bring [98] bring,down [98] down,soaring [98] soaring,cost [98] cost,daycare Top Word Pairs in Tweet in G7:
[225] universal,childcare [220] wealth,tax [114] student,loan [111] 50,million [109] warren,focus [109] focus,wealth [109] tax,environmental [109] environmental,equal [109] equal,justice [109] justice,paying Top Word Pairs in Tweet in G8:
[88] april,2017 [79] work,childcare [77] manage,work [77] childcare,finances [74] 6,april [72] parents,manage [72] running,survey [72] survey,those [72] 2017,1 [72] 1,dependent Top Word Pairs in Tweet in G9:
[94] child,care [60] pay,check [52] episode,pay [48] week's,episode [43] #endchildpoverty,#passtheplan [41] expensive,childcare [39] #childcare4all,#endchildpoverty [39] generalroth,senatorleyva [39] senatorleyva,mikemorrellgop [38] hollyjmitchell,generalroth Top Word Pairs in Tweet in G10:
[226] universal,childcare [164] woman,never [164] never,children [164] children,unless [164] unless,something [164] something,really [164] really,wild [164] wild,happens [164] happens,still [164] still,want Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: