The graph represents a network of 1,250 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 20 August 2022 at 18:32 UTC.
The requested start date was Saturday, 20 August 2022 at 00:01 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 13-day, 6-hour, 54-minute period from Saturday, 06 August 2022 at 07:36 UTC to Friday, 19 August 2022 at 14:31 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 : 1250
Unique Edges : 1646
Edges With Duplicates : 3812
Total Edges : 5458
Number of Edge Types : 5
Retweet : 1376
MentionsInRetweet : 2912
Tweet : 147
Mentions : 1010
Replies to : 13
Self-Loops : 189
Reciprocated Vertex Pair Ratio : 0.0365665896843726
Reciprocated Edge Ratio : 0.0705532862978091
Connected Components : 102
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 755
Maximum Edges in a Connected Component : 4408
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.415031
Graph Density : 0.00172489991993595
Modularity : 0.390985
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,250 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 20 August 2022 at 18:32 UTC.
The requested start date was Saturday, 20 August 2022 at 00:01 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 13-day, 6-hour, 54-minute period from Saturday, 06 August 2022 at 07:36 UTC to Friday, 19 August 2022 at 14:31 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 : tech4good
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:
[332] gave,kred [332] kred,#influence [257] eli_krumova,gave [152] #100daysofcode,#iot [150] #ai,#ml [136] #ai,#5g [134] للسنة,الثامنة [134] الثامنة,على [134] على,التوالي [134] التوالي,وبالتعاون Top Word Pairs in Tweet in G1:
[26] globaliqx,#fintech [25] #tech4good,#ehealth [21] #neuroscience,#tech4good [20] 22,important [20] important,#insurance [20] #insurance,technology [20] technology,trends [20] trends,globaliqx [20] #fintech,#insurtech [20] #insurtech,#ai Top Word Pairs in Tweet in G2:
[80] #100daysofcode,#iot [57] #machinelearning,#deeplearning [54] #ai,#5g [49] #robotics,#100daysofcode [48] service,#robotics [47] #iot,#machinelearning [46] mcdonalds,robotic [46] robotic,delivery [46] delivery,service [45] fabriziobustama,mcdonalds Top Word Pairs in Tweet in G3:
[13] chrisawatson_,womenwholead2 [12] womenwholead2,themissnicolina [10] please,join [10] thepeopleshubuk,housingfirstuk [10] housingfirstuk,housingfirstire [8] let's,social [8] social,social [8] social,networking [8] networking,social [8] social,housing Top Word Pairs in Tweet in G4:
[134] للسنة,الثامنة [134] الثامنة,على [134] على,التوالي [134] التوالي,وبالتعاون [134] وبالتعاون,مع [134] مع,mcitgovsa [134] mcitgovsa,و [134] و,citc_sa [134] citc_sa,#هواوي [134] #هواوي,تطلق Top Word Pairs in Tweet in G5:
[328] gave,kred [328] kred,#influence [253] eli_krumova,gave [150] #ai,#ml [111] #ml,#iot [106] #influence,#stem [99] #iot,#iiot [96] #stem,#girlswhocode [84] #womeninstem,#womenintech [65] #womenintech,#womeninstem Top Word Pairs in Tweet in G6:
[82] #ai,#artificialintelligence [63] gigadgets_,#ai [31] wind,turbine [31] turbine,harvests [31] harvests,energy [31] energy,direction [31] direction,power [31] power,home [31] home,gigadgets_ [30] ronald_vanloon,wind Top Word Pairs in Tweet in G7:
[16] #tech4good,#impinv [14] impact,investing [10] #esg,#tech4good [10] tune,impact [10] investing,tech [10] tech,podcast [10] podcast,askthelizzy [5] listen,watch [5] watch,#tech4good [5] impactintech,tune Top Word Pairs in Tweet in G8:
[2] strong,growth [2] #tech4good,imperative [2] social,impact [2] read,more [2] #digitalinclusion4all,#tech4good [2] find,more [2] read,#tech4good Top Word Pairs in Tweet in G9:
[19] news,happy [19] happy,announce [19] announce,signed [19] signed,contract [19] contract,press [19] press,book [19] book,volunteers [19] volunteers,valley [19] valley,vocational [18] kaareeenah,news Top Word Pairs in Tweet in G10:
[11] #esg,#greenenergy [10] #sdgs,#globalgoals [9] ststista,#sri [9] #sri,#netzero [9] #netzero,#greentech [9] #greentech,#startups [9] #startups,mckinsey [9] mckinsey,#cleanenergy [9] #cleanenergy,#sdgs [9] #globalgoals,#co2 Top Replied-To in Entire Graph:
Top Replied-To in G3:
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: