The graph represents a network of 5,531 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 July 2020 at 14:04 UTC.
The requested start date was Friday, 10 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 9-hour, 13-minute period from Wednesday, 08 July 2020 at 14:47 UTC to Friday, 10 July 2020 at 00:00 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 : 5531
Unique Edges : 4470
Edges With Duplicates : 7961
Total Edges : 12431
Number of Edge Types : 5
Tweet : 1151
Mentions : 2550
Retweet : 3275
MentionsInRetweet : 5307
Replies to : 148
Self-Loops : 1206
Reciprocated Vertex Pair Ratio : 0.037788560505808
Reciprocated Edge Ratio : 0.0728251629356758
Connected Components : 892
Single-Vertex Connected Components : 333
Maximum Vertices in a Connected Component : 3149
Maximum Edges in a Connected Component : 8898
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.93789
Graph Density : 0.000230755926729599
Modularity : 0.547522
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 5,531 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 July 2020 at 14:04 UTC.
The requested start date was Friday, 10 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 9-hour, 13-minute period from Wednesday, 08 July 2020 at 14:47 UTC to Friday, 10 July 2020 at 00:00 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #stem
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:
[111] #stem,learn [110] feel,belong [110] belong,#stem [110] learn,fight [110] fight,negative [110] negative,voices [110] voices,head [110] head,persevere [109] sacnas,feel [109] persevere,#impostorsy Top Word Pairs in Tweet in G1:
[59] #science,#stem [23] #snrtg,#stem [15] #jaminchavez,#orionnetproject [15] #orionnetproject,#orionnetproject [15] #stem,#stressrelief [14] #womeninstem,#stem [14] #robot,teaching [14] teaching,kids [14] kids,#code [14] #code,#datascience Top Word Pairs in Tweet in G2:
[19] #stem,#steam [14] #stem,#stemeducation [12] learn,more [11] #stem,#science [10] #science,#stem [10] world,#stem [9] whether,re [9] re,66 [9] 66,always [9] always,more Top Word Pairs in Tweet in G3:
[80] #training,#leadership [80] #leadership,leads [80] leads,hardest [80] hardest,goals [80] #stem,#fintech [79] #ai,#iot [77] enricomolinari,#skills [77] #skills,#ai [77] #iot,#stem [67] customizable,#robot Top Word Pairs in Tweet in G4:
[23] ｐ,ｍ [23] ｍ,ｇｌａｓｅｒ [23] ｇｌａｓｅｒ,ｓ [23] ｓ,ℭ [23] ℭ,find [23] find,amazon [23] amazon,bnbuzz [13] littlerhody9,ｐ [10] bnbuzz,#adventure [10] #adventure,#discover Top Word Pairs in Tweet in G5:
[78] dailystem,hey [33] hey,kids [32] try,co [32] hey,parents [31] kids,tried [31] tried,spacex [31] spacex,simulator [31] simulator,see [31] see,dock [31] dock,space Top Word Pairs in Tweet in G6:
[107] feel,belong [107] belong,#stem [107] #stem,learn [107] learn,fight [107] fight,negative [107] negative,voices [107] voices,head [107] head,persevere [106] sacnas,feel [106] persevere,#impostorsy Top Word Pairs in Tweet in G7:
[50] #robotics,#stem [40] #dailyquiz,#questionoftheday [32] #stem,#stemeducation [31] #questionschallenge,#quiz [24] #happinessreservesfoundation,hrfahmedabad [22] thomas,edison [21] #gkquestions,#quiz [21] #stemeducation,#questionschallenge [20] edison,#generalknowledge [20] #generalknowledge,#gk Top Word Pairs in Tweet in G8:
[17] #stem,#americanworkers [17] nasa,astronaut [17] anna,fisher [16] trailblazers,space [16] space,exploration [16] exploration,libbyjackson__ [16] libbyjackson__,nasa [16] astronaut,dr [16] dr,anna [16] fisher,inspire Top Word Pairs in Tweet in G9:
[58] one,sure [58] sure,learning [58] learning,look [58] look,return [58] return,school [58] school,ve [58] ve,created [58] created,outdoor [58] outdoor,#stem [58] #stem,resources Top Word Pairs in Tweet in G10:
[43] black,#stem [43] #stem,pioneers [43] pioneers,broke [43] broke,barriers [43] barriers,girls [43] girls,blackgirlscode [43] blackgirlscode,wait [43] wait,witness [42] blackgirlscode,black [42] witness,accompli Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: