The graph represents a network of 946 Twitter users whose recent tweets contained "dataengineering", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Sunday, 30 October 2022 at 17:39 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 39-minute period from Friday, 21 October 2022 at 22:49 UTC to Sunday, 30 October 2022 at 17:28 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 : 946
Unique Edges : 1129
Edges With Duplicates : 957
Total Edges : 2086
Number of Edge Types : 5
Tweet : 407
Retweet : 947
MentionsInRetweet : 463
Mentions : 253
Replies to : 16
Self-Loops : 446
Reciprocated Vertex Pair Ratio : 0.0214041095890411
Reciprocated Edge Ratio : 0.0419111483654652
Connected Components : 155
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 630
Maximum Edges in a Connected Component : 1642
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.15638
Graph Density : 0.00133449668333389
Modularity : 0.544457
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 946 Twitter users whose recent tweets contained "dataengineering", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Sunday, 30 October 2022 at 17:39 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 39-minute period from Friday, 21 October 2022 at 22:49 UTC to Sunday, 30 October 2022 at 17:28 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 : dataengineering
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:
[314] #datascience,#dataengineering [281] data,science [206] list,free [206] free,data [206] science,crash [206] crash,courses [206] courses,go [206] go,weekend [206] weekend,#datascience [206] #dataengineering,#freecourses Top Word Pairs in Tweet in G1:
[194] whoa,list [194] list,free [194] free,data [194] data,science [194] science,crash [194] crash,courses [194] courses,go [194] go,weekend [194] weekend,#datascience [194] #datascience,#dataengineering Top Word Pairs in Tweet in G2:
[126] thanks,richardeudes [107] #dataengineering,#datagovernance [92] #bigdata,#dataengineering [92] #datagovernance,#datamanagement [88] #datascience,#ds [86] #datamanagement,#dataquality [65] richardeudes,#datascience [65] #ds,#bigdata [61] richardeudes,#analytics [61] #analytics,#bigdata Top Word Pairs in Tweet in G3:
[11] data,engineering [11] #datascience,#dataengineering [8] #dataanalytics,#dataengineering [7] data,engineer [6] #data,#dataengineering [6] gt,gt [4] #bigdata,#dataengineering [4] #dataengineering,#datawarehouse [4] #dataengineering,misused [4] misused,confused Top Word Pairs in Tweet in G4:
[44] learn,data [27] snowflake,bigquery [24] data,pipelines [24] data,modeling [22] getting,#dataengineering [22] #dataengineering,actually [22] actually,pretty [22] pretty,easy [22] easy,learn [22] learn,sql Top Word Pairs in Tweet in G5:
[53] #iot,#iiot [53] #iiot,#iotpl [53] #iotpl,#iotcl [36] #bigdata,#dataengineering [36] #ai,#machinelearning [35] #bigdata,#datascience [35] #datascience,#ai [34] #dataengineering,#ai [34] #azure,#dataengineering [34] #dataengineering,cookbook Top Word Pairs in Tweet in G6:
[43] #apis,enablers [43] enablers,#digitaltransformation [43] #digitaltransformation,governments [43] governments,publication [43] publication,co [43] co,wxldmlkpnf [43] wxldmlkpnf,ingliguori [43] ingliguori,#digital [43] #digital,#egovernment [43] #egovernment,#datascience Top Word Pairs in Tweet in G7:
[14] #dataengineering,#datascience [14] hubbucket,hubbucketclouds [12] #machinelearning,#ml [10] #artificialintelligence,#ai [10] #ai,#machinelearning [10] #ml,#deeplearning [8] check,awesome [8] awesome,blog [8] blog,sspaeti [8] sspaeti,potential Top Word Pairs in Tweet in G8:
[37] #snowflakedb,#datawarehouse [37] more,information [37] information,#getdbt [37] #getdbt,#databuildtool [37] #databuildtool,#dbtvault [37] #dbtvault,#etl [37] #etl,#dataanalytics [37] #dataanalytics,#dataengineering [37] #dataengineering,#datamanagement [37] #datamanagement,#dataanalytics Top Word Pairs in Tweet in G9:
[11] #dataengineering,#data [8] #dataengineering,pipeline [8] #dataengineering,#datascience [7] find,more [7] more,subscribe [7] #dataengineer,#dataengineering [6] #datascience,#dataengineering [5] friday,reminder [5] reminder,#machinelearning [5] #machinelearning,systems Top Word Pairs in Tweet in G10:
[13] hello,tweeples [13] tweeples,created [13] created,twitter [13] twitter,handle [13] handle,krishnadheerajj [13] krishnadheerajj,share [13] share,learnings [13] learnings,#dataengineering [13] #dataengineering,#computerscience [13] #computerscience,please Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
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 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: