The graph represents a network of 8,551 Twitter users whose recent tweets contained "#womeninstem", 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 Monday, 16 August 2021 at 06:59 UTC.
The tweets in the network were tweeted over the 8-day, 4-hour, 34-minute period from Sunday, 08 August 2021 at 01:25 UTC to Monday, 16 August 2021 at 06:00 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 : 8551
Unique Edges : 20854
Edges With Duplicates : 27678
Total Edges : 48532
Number of Edge Types : 5
MentionsInRetweet : 27534
Mentions : 5789
Retweet : 12674
Tweet : 1701
Replies to : 834
Self-Loops : 1926
Reciprocated Vertex Pair Ratio : 0.0192694965449161
Reciprocated Edge Ratio : 0.0378104056095766
Connected Components : 305
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 7892
Maximum Edges in a Connected Component : 47823
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.178275
Graph Density : 0.000353065644659733
Modularity : 0.373618
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,551 Twitter users whose recent tweets contained "#womeninstem", 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 Monday, 16 August 2021 at 06:59 UTC.
The tweets in the network were tweeted over the 8-day, 4-hour, 34-minute period from Sunday, 08 August 2021 at 01:25 UTC to Monday, 16 August 2021 at 06:00 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 : TwitterSearch
Graph Term : #womeninstem
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:
[1667] #womenintech,#womeninstem [1061] #womeninstem,#womenwhocode [965] #womeninstem,#womeninscience [833] #womeninstem,#stem [799] #scicomm,#womeninstem [771] #womenwhocode,#girlswhocode [749] #womeninstem,#womenintech [711] #womenwhocode,#womeninstem [680] #coding,#programming [661] #girlswhocode,#opensource Top Word Pairs in Tweet in G1:
[505] #womenintech,#womeninstem [373] #womeninstem,#womeninscience [260] #scicomm,#womeninstem [234] #womeninstem,#stem [221] #womeninstem,#womenintech [214] #womeninstem,#womenwhocode [209] #womenwhocode,#womeninstem [145] #womeninstem,#womeninbusiness [144] #stem,#phdvoice [130] #womenwhocode,#girlswhocode Top Word Pairs in Tweet in G2:
[977] #womenintech,#womeninstem [829] #womeninstem,#womenwhocode [640] #womenwhocode,#girlswhocode [567] #coding,#programming [550] #girlswhocode,#opensource [550] #opensource,#coding [550] #programming,#100daysofcode [550] #100daysofcode,#programmer [550] #programmer,#medium [512] #womeninstem,#stem Top Word Pairs in Tweet in G3:
[148] #womeninstem,#womeninscience [145] hollywood,actress [145] hedy,lamarr [145] george,antheil [145] today,#womeninstem [144] #onthisday,1942 [144] 1942,hollywood [144] actress,hedy [144] lamarr,received [144] received,patent Top Word Pairs in Tweet in G4:
[205] denied,student [205] student,finance [205] finance,despite [205] despite,living [205] living,18 [205] 18,months [205] months,old [205] old,raising [205] raising,money [205] money,go Top Word Pairs in Tweet in G5:
[198] took,selfie [198] selfie,monitors [198] monitors,background [198] background,things [198] things,written [198] written,within [198] within,hr [198] hr,posting [198] posting,ig [198] ig,associated Top Word Pairs in Tweet in G6:
[23] excited,announce [23] #womeninstem,#academictwitter [20] announce,successfully [20] successfully,defended [20] defended,phd [20] phd,yesterday [20] yesterday,excited [20] excited,come [20] come,fall [20] fall,update Top Word Pairs in Tweet in G7:
[45] hedy,lamarr [41] first,woman [37] george,antheil [36] #herstory,#womeninstem [35] lamarr,george [33] fields,medal [33] #taldíacomohoy,publica [33] publica,patente [33] patente,292 [33] 292,387 Top Word Pairs in Tweet in G8:
[59] #scicomm,#womeninstem [55] #womeninstem,steamteambooks [47] steamteambooks,#kidlit [47] #kidlit,#nonfiction [45] #nonfiction,#mgbookchat [44] sophie,germain [33] a8,#amreading [33] #amreading,books [31] #womeninstem,#scicomm [31] #scicomm,#stem Top Word Pairs in Tweet in G9:
[10] #womenintech,#womeninstem [8] #womeninstem,#womeninscience [7] #womeninscience,#womeninstem [6] women,stem [4] #womeninmedicine,#womeninstem [3] women,made [3] #stem,#womeninstem [3] looking,forward [3] #womeninstem,#womenintech [3] #womenintech,#womenwhocode Top Word Pairs in Tweet in G10:
[67] #openscience,#meded [67] #meded,#scicomm [67] #scicomm,#snrtg [67] #snrtg,#immunology [57] unimaginably,complex [57] complex,persistent [57] persistent,symptomology [57] symptomology,#covid19 [57] #covid19,incredible [57] incredible,data 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 G6:
Top Replied-To in G7:
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 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: