social graph, Twitter, 1/27/2021 6:32:10 PM, 246645


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social graph_2021-01-26_21-01-00.xlsx
social graph_2021-01-26_21-01-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2021
Short Description:
social graph via NodeXL https://bit.ly/3r2bYu1
@nenecharts
@neo4j
@tdatascience
@laforge_ai
@xiaoqianggao
@pyscalellc
@epuujee
@lunarcrush
@dtu_compute
@ipythonistabot

Top hashtags:
#python
#socialnetwork
#ai
#100daysofcode
#datascience
#graphdatabase

Description:
Description
The graph represents a network of 1,121 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 January 2021 at 05:01 UTC.

The requested start date was Wednesday, 27 January 2021 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 9-day, 17-hour, 28-minute period from Wednesday, 13 January 2021 at 02:13 UTC to Friday, 22 January 2021 at 19:41 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


Overall Graph Metrics
Vertices : 1121
Unique Edges : 621
Edges With Duplicates : 1304
Total Edges : 1925
Number of Edge Types : 5
Replies to : 176
Mentions : 245
Tweet : 226
Retweet : 583
MentionsInRetweet : 695
Self-Loops : 235
Reciprocated Vertex Pair Ratio : 0.00823045267489712
Reciprocated Edge Ratio : 0.0163265306122449
Connected Components : 282
Single-Vertex Connected Components : 79
Maximum Vertices in a Connected Component : 173
Maximum Edges in a Connected Component : 516
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.23231
Graph Density : 0.000780553077609277
Modularity : 0.526936
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,121 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 January 2021 at 05:01 UTC.

The requested start date was Wednesday, 27 January 2021 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 9-day, 17-hour, 28-minute period from Wednesday, 13 January 2021 at 02:13 UTC to Friday, 22 January 2021 at 19:41 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 : social graph
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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] https://towardsdatascience.com/social-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7
[14] https://floodstate.substack.com/p/storming-reddits-moat
[11] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsocial-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7
[6] https://privatestats.whatsapp.net
[6] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-blog
[5] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-blog
[5] https://blogs.sap.com/2021/01/05/calculating-isochrones-using-sap-hana-graph-and-spatial/?source=social-Global-SAPdevs-TWITTER-MarketingCampaign-Developers-SAPHANA-spr-4388912246&campaigncode=CRM-XB20-MKT-DGEALL
[4] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom-2845825
[4] https://neo4j.com/blog/graph-data-platforms-collections-vs-connections/?ref=social-blog
[4] https://lunarcrush.com/api/link/p:_coins_grt_the-graph-s:grt-c:ar-t:cw-n:alt-rank-th:d-i:1w

Top URLs in Tweet in G2:
[4] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom-2845825
[3] https://www.twitch.tv/mephisto6000
[2] https://neo4j.com/blog/discover-power-graph-databases-goto-graphcast/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-discover-the-power-of-graph-databases-goto-book-clu-2835561
[2] https://tinyurl.com/yyfearky?utm_sq=gl71igfjr5&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[2] https://www.youtube.com/watch?t=85&v=Mj0HRU1AdEY&feature=youtu.be
[2] https://tinyurl.com/yyfearky?utm_sq=gl71igfp5d&utm_source=twitter&utm_medium=social&utm_campaign=michgoogle&utm_content=edtechposts
[2] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=top-10-graph-database-use-cases-fraud-detection-httpgaggl3-2846970
[2] https://neo4j.com/blog/announcing-new-introduction-to-neo4j-4-x-online-training-courses/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=announcing-new-introduction-to-neo4j-4x-online-training-courses-2837715
[1] https://twitter.com/amandawtwong/status/1349152219770224640
[1] https://graph.org/Signal-vs-Telegram-01-11

Top URLs in Tweet in G3:
[28] https://towardsdatascience.com/social-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7
[10] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsocial-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7
[3] https://towardsdatascience.com/introduction-to-deepminds-graph-nets-b389430476fd?source=social.tw
[2] https://towardsdatascience.com/graph-convolutional-networks-deep-99d7fee5706f?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsocial-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredictions-and-hopes-for-graph-ml-in-2021-6af2121c3e3d%3Fsource%3Dsocial.tw

Top URLs in Tweet in G4:
[6] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-blog
[5] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-blog
[4] https://neo4j.com/blog/graph-data-platforms-collections-vs-connections/?ref=social-blog
[3] https://neo4j.com/graph-data-science-for-dummies/?ref=social-camp
[2] https://neo4j.com/blog/discover-power-graph-databases-goto-graphcast/?ref=social-blog
[2] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[2] https://neo4j.com/blog/graph-algorithms-community-detection-recommendations/?ref=social-blog
[2] https://neo4j.com/blog/graphcast-graph-theory-marvel-watch-orders/?ref=social-blog
[2] https://neo4j.com/blog/introducing-graph-databases-for-dummies/?ref=social-blog
[1] https://neo4j.com/blog/graphcast-how-to-solve-a-crime-with-graph-theory/?ref=social-blog

Top URLs in Tweet in G5:
[4] https://lunarcrush.com/api/link/p:_coins_grt_the-graph-s:grt-c:ar-t:cw-n:alt-rank-th:d-i:1w
[3] https://lunarcrush.com/
[1] https://lunarcrush.com/api/link/p:_widgets_coin__detail-s:grt-m:social_score-th:d-i:1w
[1] https://lunarcrush.com/api/link/p:_widgets_coin__detail-s:grt-m:social_volume-th:d-i:1w
[1] https://lunarcrush.com/api/link/p:_coins_grt_the-graph-s:grt-c:mc-t:cw-m:social_score-th:l-i:1d
[1] https://lunarcrush.com/api/link/p:_coins_grt_the-graph-s:grt-c:gs-t:cw-n:galaxy_score-th:d-i:1w
[1] https://lunarcrush.com/coins/grt/the-graph?interval=1%20Day

Top URLs in Tweet in G6:
[1] https://www.nytimes.com/2021/01/17/technology/qanon-meme-queen.html

Top URLs in Tweet in G7:
[1] https://twitter.com/MishiChoudhary/status/1351551151582408704
[1] https://twitter.com/Flynnjamm/status/1340713652521824256
[1] https://twitter.com/bitsikka/status/1348899998813982723?s=20
[1] https://twitter.com/naval/status/1348749450160689152
[1] https://twitter.com/naval/status/1349650078890299393

Top URLs in Tweet in G9:
[14] https://floodstate.substack.com/p/storming-reddits-moat

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] python
[51] socialnetwork
[30] ai
[24] 100daysofcode
[15] datascience
[9] graphdatabase
[8] graphtechnology
[8] networkanalysis
[8] frauddetection
[8] thegraph



Top Hashtags in Tweet in G1:
[2] เนเน่
[1] nene郑乃馨
[1] ครูพี่เน่

Top Hashtags in Tweet in G2:
[4] jamboard
[3] graph
[2] covid19
[2] realworldcrypto
[2] graphtechnology
[2] edtech
[1] whatsappnewpolicy
[1] whatsappprivacypolicy
[1] signalapp
[1] telegram

Top Hashtags in Tweet in G3:
[60] python
[50] socialnetwork
[23] 100daysofcode
[23] ai
[7] datascience
[3] sns
[1] networkanalysis
[1] datavisualization
[1] analytics
[1] artificialintelligence

Top Hashtags in Tweet in G4:
[8] graphdatabase
[8] frauddetection
[6] datascience
[6] graphtechnology
[6] ai
[6] fraudprevention
[6] graphdatascience
[5] graphalgorithms
[4] graphcast
[4] graphdatabases

Top Hashtags in Tweet in G5:
[8] thegraph
[3] galaxyscore
[2] graphprotocol
[1] cryptocom
[1] sushi
[1] nexo
[1] the
[1] thorchain

Top Hashtags in Tweet in G7:
[1] whatsappprivacy
[1] opensource

Top Words
Top Words in Tweet in Entire Graph:
[946] graph
[851] social
[650] 18
[527] 2021
[525] 01
[523] date
[520] 30
[259] nene
[259] 06
[257] nenecharts

Top Words in Tweet in G1:
[649] 18
[518] date
[518] 01
[518] 2021
[518] 30
[259] nene
[259] social
[259] graph
[259] 06
[257] nenecharts

Top Words in Tweet in G2:
[97] graph
[91] social
[22] media
[15] network
[14] content
[10] one
[9] people
[9] best
[8] open
[8] use

Top Words in Tweet in G3:
[68] graph
[62] analysis
[62] theory
[62] applications
[60] #python
[50] #socialnetwork
[34] social
[34] network
[31] tdatascience
[25] python

Top Words in Tweet in G4:
[66] graph
[29] data
[24] neo4j
[15] use
[13] science
[13] social
[12] iot
[11] databases
[10] graphs
[10] blog

Top Words in Tweet in G5:
[66] social
[48] activity
[43] lunarcrush
[37] graph
[27] altrank
[27] 24
[26] market
[24] strong
[24] #1
[17] very

Top Words in Tweet in G6:
[31] great
[31] article
[31] kevinroose
[31] graph
[31] particular
[31] reminds
[31] key
[31] takeaway
[31] dream
[30] goldman

Top Words in Tweet in G7:
[27] social
[24] graph
[7] virtual
[6] naval
[6] right
[6] existence
[6] id
[6] freedom
[5] few
[5] personality

Top Words in Tweet in G8:
[3] social
[3] graph
[2] audience
[2] reach
[2] pjparson
[2] tiktok
[2] algorithm
[2] drives
[2] distribution
[2] proven

Top Words in Tweet in G9:
[28] reddit's
[14] storming
[14] moat
[14] superb
[14] analysis
[14] unique
[14] take
[14] social
[14] graph
[13] randfish

Top Words in Tweet in G10:
[14] brycetache
[14] honestly
[14] rage
[14] racial
[14] hate
[14] weaponized
[14] reconstruction
[14] anytime
[14] know
[13] woodson_kb

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[518] 01,2021
[518] 2021,18
[518] 18,30
[504] social,graph
[259] nene,social
[259] graph,date
[259] 30,06
[257] nenecharts,nene
[256] flag,thailand
[132] weibo,硬糖少女303

Top Word Pairs in Tweet in G1:
[518] 01,2021
[518] 2021,18
[518] 18,30
[259] nene,social
[259] social,graph
[259] graph,date
[259] 30,06
[257] nenecharts,nene
[256] flag,thailand
[132] weibo,硬糖少女303

Top Word Pairs in Tweet in G2:
[40] social,graph
[17] social,media
[9] social,network
[5] graph,based
[5] open,graph
[4] social,networks
[4] graph,social
[4] sticky,graph
[4] graph,simple
[4] simple,#jamboard

Top Word Pairs in Tweet in G3:
[62] analysis,graph
[62] graph,theory
[38] theory,applications
[34] social,network
[34] network,analysis
[28] #socialnetwork,analysis
[25] applications,python
[24] theory,#python
[24] #python,applications
[24] applications,tdatascience

Top Word Pairs in Tweet in G4:
[16] graph,data
[12] data,science
[9] graph,databases
[9] graph,database
[9] use,cases
[8] graph,theory
[7] fraud,detection
[7] top,10
[6] graph,technology
[6] #frauddetection,#fraudprevention

Top Word Pairs in Tweet in G5:
[26] social,market
[25] market,activity
[24] #1,altrank
[22] lunarcrush,graph
[16] graph,continues
[16] continues,rise
[16] rise,very
[16] very,strong
[16] strong,social
[16] activity,giving

Top Word Pairs in Tweet in G6:
[31] great,article
[31] article,kevinroose
[31] kevinroose,graph
[31] graph,particular
[31] particular,reminds
[31] reminds,key
[31] key,takeaway
[31] takeaway,dream
[30] goldman,great
[30] dream,podca

Top Word Pairs in Tweet in G7:
[22] social,graph
[5] virtual,personality
[4] fundamental,right
[4] few,realize
[4] realize,inevitability
[4] inevitability,decentralizing
[4] decentralizing,social
[4] graph,trillions
[4] trillions,market
[4] market,cap

Top Word Pairs in Tweet in G8:
[3] social,graph
[2] tiktok,algorithm
[2] algorithm,drives
[2] drives,distribution
[2] distribution,social
[2] graph,proven
[2] proven,increase
[2] increase,engagement
[2] engagement,makes

Top Word Pairs in Tweet in G9:
[14] storming,reddit's
[14] reddit's,moat
[14] moat,superb
[14] superb,analysis
[14] analysis,reddit's
[14] reddit's,unique
[14] unique,take
[14] take,social
[14] social,graph
[13] randfish,storming

Top Word Pairs in Tweet in G10:
[14] brycetache,honestly
[14] honestly,rage
[14] rage,racial
[14] racial,hate
[14] hate,weaponized
[14] weaponized,reconstruction
[14] reconstruction,anytime
[14] anytime,know
[13] woodson_kb,brycetache
[13] know,ign

Top Replied-To
Top Replied-To in Entire Graph:
@tuliovsb
@weekinclubhouse
@praymurray
@graphprotocol
@sequentialread
@coojeebear
@twitter
@ramonastudill12
@zeh_silva
@the_mystery_one

Top Replied-To in G5:
@graphprotocol
@jrozzler
@dragonwolftech

Top Replied-To in G7:
@weekinclubhouse
@elonmusk
@davidsacks
@twobitidiot
@jerrybrito
@blockgeekdima
@jdcarlu
@manxster2

Top Replied-To in G8:
@claire

Top Replied-To in G10:
@brycetache

Top Mentioned
Top Mentioned in Entire Graph:
@nenecharts
@lunarcrush
@tdatascience
@kevinroose
@goldman
@strat_ai
@ai_maimi
@neo4j
@laforge_ai

Top Mentioned in G1:
@nenecharts

Top Mentioned in G2:
@jrsowash
@michgoogle
@postcardmania

Top Mentioned in G3:
@tdatascience
@strat_ai
@ai_maimi
@laforge_ai
@shpilai
@arnold_haine
@richardkimphd
@distribooted
@mmbronstein

Top Mentioned in G4:
@neo4j
@jimwebber
@dtu_compute
@jessbaum22
@nickkairinos
@rvanbruggen
@mesirii
@lyonwj
@tdatascience
@highcharts

Top Mentioned in G5:
@lunarcrush
@graphprotocol
@lunarcrushbot
@coinmarketcap
@iohkmedia
@cardano

Top Mentioned in G6:
@kevinroose
@goldman

Top Mentioned in G7:
@naval
@mishichoudhary
@miamidao
@jack
@joshcrumb
@elonmusk
@brightidproject
@abaxx_tech
@twobitidiot
@iissarayu

Top Mentioned in G8:
@pjparson
@annabrchisky
@andjelicaaa
@lillianmli
@mkobach
@janelsgm
@willybraun
@annaroubos
@ritacyliao
@carlosdiaz

Top Mentioned in G9:
@randfish

Top Mentioned in G10:
@woodson_kb
@brycetache

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@xaelbot
@codedailybot
@hdfcbank_cares
@mai_suwisa27
@remindmetweets
@thedeveloperbot
@calcaware
@andrewmorrisuk
@mariastsehai

Top Tweeters in G1:
@mai_suwisa27
@meevphyy
@znxdecm
@bkpmkswt1804
@nnsns77
@evening_ggt
@continewgame_
@gifttx_pk
@marklek4
@dslunta

Top Tweeters in G2:
@douchebagstrat
@realadamhorne
@wootube
@coldacid_ebooks
@alphaque
@twittlik
@durumcrustulum
@sascha_foerster
@missig_geek
@bikermike

Top Tweeters in G3:
@sectest9
@xaelbot
@codedailybot
@thedeveloperbot
@andrewmorrisuk
@hubofml
@women_who_code
@30xcodes
@datasciencebot_
@2bftawfik

Top Tweeters in G4:
@calcaware
@entwistletx
@epuujee
@fmfrancoise
@nvsdata
@iot_technojeder
@ritmonegro
@aamanlamba
@neo4j
@pyscalellc

Top Tweeters in G5:
@kreamsdf
@extxwk
@cybe_rpunkfixer
@cr7cicko
@digiknowassets
@glblockchain
@bigmfer35
@criptoairdrop9
@alexjferraro
@dragonwolftech

Top Tweeters in G6:
@ninatypewriter
@melodyisdestiny
@mazzettam
@cindygallop
@socueme
@lynxarav3
@tedbauer2003
@maryfranholm
@nick___collins
@careyz

Top Tweeters in G7:
@santisiri
@mishichoudhary
@copragemini32
@jack
@naval
@suneel_r
@jdcarlu
@elonmusk
@bgurley
@blockgeekdima

Top Tweeters in G8:
@claire
@vincenttouati
@willybraun
@mkobach
@annabrchisky
@anjulaacharia
@carlosdiaz
@amandacerny
@janelsgm
@mathieudaix

Top Tweeters in G9:
@giuliog
@gfiorelli1
@randfish
@samwalldigital
@marboleda
@stephenafamo
@israramrelia
@rightbrainlaw
@njooroge
@vex2k

Top Tweeters in G10:
@firstwish42
@1mda44
@thiafinart
@barbbanfieldrn
@ruizzz4
@karmiceraser
@brycetache
@woodson_kb
@juliptide
@caridad4all


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