The graph represents a network of 4,717 Twitter users whose tweets in the requested range contained ""data science" OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 24 December 2022 at 00:17 UTC.
The requested start date was Friday, 23 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 4-hour, 40-minute period from Tuesday, 20 December 2022 at 20:19 UTC to Friday, 23 December 2022 at 01:00 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 : 4717
Unique Edges : 2620
Edges With Duplicates : 14161
Total Edges : 16781
Number of Edge Types : 5
Tweet : 2190
Retweet : 5539
MentionsInRetweet : 6454
Mentions : 2436
Replies to : 162
Self-Loops : 3021
Reciprocated Vertex Pair Ratio : 0.0168344611322
Reciprocated Edge Ratio : 0.0331115078720987
Connected Components : 735
Single-Vertex Connected Components : 382
Maximum Vertices in a Connected Component : 3116
Maximum Edges in a Connected Component : 14216
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.791064
Graph Density : 0.000276956483353032
Modularity : 0.332169
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,717 Twitter users whose tweets in the requested range contained "%22data science%22 OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 24 December 2022 at 00:17 UTC.
The requested start date was Friday, 23 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 4-hour, 40-minute period from Tuesday, 20 December 2022 at 20:19 UTC to Friday, 23 December 2022 at 01:00 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 : %22data science%22 OR #datascience
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:
[2158] data,science [1118] #bigdata,#analytics [901] #ai,#machinelearning [760] #iot,#iiot [643] #python,#rstats [640] #machinelearning,#datascience [568] #datascience,#ai [565] #ai,#ml [493] science,machine [489] #analytics,#datascience Top Word Pairs in Tweet in G1:
[856] #bigdata,#analytics [550] #iot,#iiot [511] #ai,#ml [498] #ai,#machinelearning [480] #machinelearning,#datascience [442] #python,#rstats [426] #datascience,#bigdata [422] #analytics,#ai [344] #datascience,#ai [344] #iiot,#iotpl Top Word Pairs in Tweet in G2:
[451] data,science [233] science,machine [209] online,courses [209] free,below [209] microsoft,offering [209] ai,data [209] below,areas [209] web,development [209] areas,web [209] iot,ai Top Word Pairs in Tweet in G3:
[267] data,science [41] machine,learning [36] #onlineclass,#essayhelp [36] #calculus,#homework [32] #essayhelp,#essaydue [30] pay,write [30] write,#assignments [30] #homework,#homeworkhelp [29] #essaydue,#essaywrite [29] #essaywrite,#essays Top Word Pairs in Tweet in G4:
[99] data,science [85] #bigdata,#datascience [69] #datascience,#ai [51] #ai,#machinelearning [47] lectures,#bigdata [47] #computerscience,classes [47] video,lectures [47] take,online [47] free,#computerscience [47] online,right Top Word Pairs in Tweet in G5:
[88] #rstats,#datascience [48] made,data [48] same,made [47] _riinu_,day [44] data,science [43] well,scholarly [43] helpful,student [43] scholarly,work [43] creating,graphics [43] projects,creating Top Word Pairs in Tweet in G6:
[178] #bigdata,#analytics [163] #iot,#iiot [150] #python,#rstats [149] #analytics,#datascience [108] #datascience,#ai [105] #ai,#machinelearning [104] #machinelearning,#iot [94] #iiot,#pytorch [94] #pytorch,#python [83] data,science Top Word Pairs in Tweet in G7:
[151] data,science [126] science,machine [121] courses,free [121] offering,online [121] microsoft,offering [121] web,development [121] iot,ai [121] development,iot [121] online,courses [121] ai,data Top Word Pairs in Tweet in G8:
[122] data,science [121] app,development [119] gt,app [119] analysis,gt [119] gt,web [119] dart,gt [119] web,development [119] development,flutter [119] science,analysis [119] gt,software Top Word Pairs in Tweet in G9:
[75] people,waste [75] 000s,20 [75] waste,money [75] 20,000 [75] 000,courses [75] 100s,000s [75] many,people [75] crazy,many [75] courses,100s [75] courses,programs Top Word Pairs in Tweet in G10:
[26] data,science [21] mikequindazzi,#insurtech [20] read,more [16] #insurtech,#datascience [16] #ai,#deeplearning [15] #ml,#dl [15] #datascience,#ml [14] #deeplearning,#machinelearning [11] natural,language [11] motorcycletwitt,mt Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: