data visualization, Twitter, 9/23/2021 7:14:06 AM, 262670


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data visualization_2021-09-22_23-24-56.xlsx
data visualization_2021-09-22_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 23, 2021
Short Description:
data visualization via NodeXL https://bit.ly/3i0AUzN
@poontany
@gmikezuri
@npbdata
@koreansales_twt
@fabriciosx
@developerbot_v1
@visualization_k
@icymi_r
@jamesmusambayi
@datasciencebot_

Top hashtags:
#datascience
#datavisualization
#data
#python
#dataviz

Description:
Description
The graph represents a network of 6,597 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 23 September 2021 at 06:32 UTC.

The requested start date was Thursday, 23 September 2021 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 3-day, 21-hour, 59-minute period from Sunday, 19 September 2021 at 02:00 UTC to Thursday, 23 September 2021 at 00:00 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


Overall Graph Metrics
Vertices : 6597
Unique Edges : 1978
Edges With Duplicates : 13394
Total Edges : 15372
Number of Edge Types : 5
Retweet : 6500
MentionsInRetweet : 7603
Mentions : 358
Tweet : 796
Replies to : 115
Self-Loops : 812
Reciprocated Vertex Pair Ratio : 0.00675210141931928
Reciprocated Edge Ratio : 0.0134136326307145
Connected Components : 569
Single-Vertex Connected Components : 263
Maximum Vertices in a Connected Component : 2865
Maximum Edges in a Connected Component : 5732
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.092249
Graph Density : 0.000167900711617727
Modularity : 0.432489
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,597 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 23 September 2021 at 06:32 UTC.

The requested start date was Thursday, 23 September 2021 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 3-day, 21-hour, 59-minute period from Sunday, 19 September 2021 at 02:00 UTC to Thursday, 23 September 2021 at 00:00 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 : data visualization
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:
[189] https://www.fplanalytics.com/priceTable.html
[189] https://www.fplanalytics.com/NettTransfers.html
[82] https://www.youtube.com/watch?v=ccPugZe_mJk&feature=youtu.be

[56] https://www.youtube.com/watch?v=QfHXxLko2wM

[45] https://www.youtube.com/watch?v=eXNDs1SeLJk

[39] https://www.youtube.com/watch?v=ZlOtr3Eiu84

[34] https://www.youtube.com/watch?v=OmnIoYcDCHs

[33] https://www.youtube.com/watch?v=-GbZrMH-NHs&feature=youtu.be

[27] https://www.youtube.com/watch?v=h9yhXdTEy5M

[26] https://www.youtube.com/watch?v=vO16b1lgNL8&feature=youtu.be


Top URLs in Tweet in G2:
[1] https://twitter.com/npbdata/status/1439026491187101703

Top URLs in Tweet in G3:
[82] https://www.youtube.com/watch?v=ccPugZe_mJk&feature=youtu.be

[56] https://www.youtube.com/watch?v=QfHXxLko2wM

[45] https://www.youtube.com/watch?v=eXNDs1SeLJk

[39] https://www.youtube.com/watch?v=ZlOtr3Eiu84

[34] https://www.youtube.com/watch?v=OmnIoYcDCHs

[33] https://www.youtube.com/watch?v=-GbZrMH-NHs&feature=youtu.be

[27] https://www.youtube.com/watch?v=h9yhXdTEy5M

[26] https://www.youtube.com/watch?v=vO16b1lgNL8&feature=youtu.be

[25] https://www.youtube.com/watch?v=YUhLIDxnHaw

[17] https://www.youtube.com/watch?v=9jAiU82c3uc&feature=youtu.be


Top URLs in Tweet in G4:
[24] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[22] https://mikemahoney218.github.io/2021-09-08_esip/esip.html
[15] https://zpy.io/ca/6c953772
[10] https://freediscountcoupons45.blogspot.com/2021/02/mastering-data-visualization-in-d3js.html
[9] https://griddb.net/en/blog/data-visualization-with-python-plotly-and-griddb/
[7] https://rkabacoff.github.io/datavis/
[6] https://www.amazon.com/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257?pd_rd_w=yC3ZI&pf_rd_p=ecb2692f-0365-4eca-a102-58ef51a608ce&pf_rd_r=KJNT943ACGJ1A9815CWQ&pd_rd_r=0ee056a6-56ad-49fe-9d88-696232ce32a5&pd_rd_wg=aRkpS&pd_rd_i=1119002257&psc=1&linkCode=shr&tag=amz0e61-20&language=en_US&ref_=as_li_ss_shr&creativeASIN=1119002257&camp=213733&creative=393185&linkId=9b43220368a52271ae96acb96edc157d
[5] https://www.youtube.com/watch?v=koe-d8ZvmhA&ab_channel=TechPluses

[5] https://www.dataquest.io/blog/comical-data-visualization-in-python-using-matplotlib/
[4] https://www.kdnuggets.com/2021/09/5-awesome-data-visualization-libraries-python.html

Top URLs in Tweet in G5:
[4] https://www.analyticsvidhya.com/blog/2021/09/guide-for-data-visualization-with-bokeh-python-library/
[4] https://twitter.com/lachlan/status/1440762413544984579
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fuxdesign.cc%2F20-ideas-for-better-data-visualization-73f7e3c2782d
[2] https://help.boldbi.com/embedded-bi/visualizing-data/visualization-widgets/area-chart/?utm_source=twitter&utm_medium=social&utm_campaign=boldbi_areachart_doctw
[2] https://datamagazine.co.uk/65-most-innovative-data-visualization-startups-companies-netherlands/
[2] https://www.chatterbuzzmedia.com/blog/data-visualization-google-data-studio/?ref=quuu
[2] https://twitter.com/JamesMPay/status/1439757496059629578
[2] https://www.census.gov/data/academy/webinars/2021/how-academics-can-leverage-the-new-building-permit-visulization-tool.html
[2] https://arxiv.org/abs/2109.08795
[2] https://www.acfeinsights.com/acfe-insights/2021/9/13/3-benefits-of-automated-data-visualization-for-fraud-investigators?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G6:
[1] https://myskill.id/bootcamp

Top URLs in Tweet in G7:
[3] http://trib.al/e6LL5yx
[2] https://github.com/joseph-shaw/Sports-Data-Visualization/raw/main/JoeRoot/Root_A2.png
[2] https://www.surveymonkey.com/r/dataviz2021
[2] https://www.meetup.com/Data-Visualization-DC/events/280848090
[1] https://www.domestika.org/en/courses/2495-data-visualization-and-information-design-create-a-visual-model/federica_fragapane
[1] https://twitter.com/DataVizSociety/status/1440665952840941577
[1] https://graphichunters.nl/finding-elegance-designing-with-data/
[1] https://nightingaledvs.com/review-data-visualization-and-information-design-create-a-visual-model-a-domestika-course-by-federica-fragapane/
[1] https://nightingaledvs.com/five-free-data-visualization-tools-for-beginners/
[1] https://www.linkedin.com/posts/ieshatchuell_curso-de-business-intelligence-data-visualization-activity-6846110358424346625-t_J_

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=zsfOVSUsdiw&feature=youtu.be

[1] https://www.youtube.com/watch?v=X98M-lZ_ErE&feature=youtu.be

[1] https://www.youtube.com/watch?v=aXX1cL54Oqk&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://twitter.com/lachlan/status/1440762413544984579

Top URLs in Tweet in G10:
[1] https://ncar.github.io/esds/posts/2021/benchmarking-history-timeseries-intake/

Top Domains
Top Domains in Tweet in Entire Graph:
[488] youtube.com
[378] fplanalytics.com
[57] twitter.com
[40] github.io
[35] kdnuggets.com
[22] medium.com
[20] linkedin.com
[19] zpy.io
[14] cdc.gov
[12] amazon.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[464] youtube.com
[1] google.com

Top Domains in Tweet in G4:
[36] github.io
[29] kdnuggets.com
[18] zpy.io
[13] youtube.com
[10] datacamp.com
[10] blogspot.com
[10] amazon.com
[10] linksynergy.com
[9] griddb.net
[7] dataquest.io

Top Domains in Tweet in G5:
[23] twitter.com
[7] analyticsvidhya.com
[6] medium.com
[6] cmkg.org
[5] linkedin.com
[5] co.uk
[5] google.com
[5] youtube.com
[4] udemy.com
[4] infoworld.com

Top Domains in Tweet in G6:
[1] myskill.id

Top Domains in Tweet in G7:
[3] trib.al
[3] github.com
[2] domestika.org
[2] nightingaledvs.com
[2] policyviz.com
[2] surveymonkey.com
[2] meetup.com
[1] twitter.com
[1] graphichunters.nl
[1] linkedin.com

Top Domains in Tweet in G8:
[3] youtube.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[1] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[165] datascience
[127] datavisualization
[94] data
[84] python
[79] dataviz
[66] 100daysofcode
[65] dataanalytics
[56] sf9
[53] visualization
[53] analytics



Top Hashtags in Tweet in G3:
[56] sf9
[45] hasungwoon
[39] mcnd
[34] bts
[27] dreamcatcher
[26] enhypen
[25] t1419
[17] blackpink
[11] weeekly
[6] bravegirls

Top Hashtags in Tweet in G4:
[129] datascience
[72] python
[65] 100daysofcode
[49] dataanalytics
[47] rstats
[44] data
[35] machinelearning
[32] analytics
[31] ai
[27] bigdata

Top Hashtags in Tweet in G5:
[23] datavisualization
[20] data
[11] dataanalytics
[10] visualization
[9] dataviz
[8] datascience
[7] analytics
[5] bigdata
[4] charts
[4] businessintelligence

Top Hashtags in Tweet in G7:
[37] datavisualization
[35] sdgs
[20] dataviz
[9] businessintelligence
[3] datascience
[3] fcdesignawards
[2] ggplot2
[2] rstats
[1] infographic
[1] ddj

Top Hashtags in Tweet in G8:
[3] datavisualization
[3] kpop
[3] spotify
[2] jaypark
[2] moststreamedsong
[2] totalstream
[1] rosé
[1] somi
[1] iu
[1] samkim

Top Words
Top Words in Tweet in Entire Graph:
[8592] ท
[7866] data
[5303] visualization
[2869] twitter
[2869] อ
[2864] อาท
[2864] ตย
[2864] แล
[2864] วม
[2864] งานท

Top Words in Tweet in G1:
[8589] ท
[2864] data
[2864] visualization
[2863] อาท
[2863] ตย
[2863] แล
[2863] วม
[2863] งานท
[2863] ย
[2863] งไม

Top Words in Tweet in G2:
[1861] data
[1855] gmikezuri
[1855] 選べるギフト券1000円
[1855] visualizationさんご提供で
[1855] お好きなギフト券1000円分を抽選で1名にプレゼント
[1855] 参加方法
[1855] 19
[1855] 23
[1072] 本日2回目
[1072] このツイートをリツイート

Top Words in Tweet in G3:
[640] 2021
[622] 08
[615] data
[615] visualization
[589] co
[562] koreansales_twt
[443] sales
[317] total
[317] album
[298] best

Top Words in Tweet in G4:
[668] data
[422] visualization
[168] python
[129] #datascience
[88] science
[72] #python
[65] #100daysofcode
[59] use
[57] using
[56] day

Top Words in Tweet in G5:
[365] data
[262] visualization
[31] more
[25] analytics
[23] analysis
[22] google
[21] #datavisualization
[20] #data
[19] python
[16] learn

Top Words in Tweet in G6:
[271] data
[136] tableau
[135] mini
[135] bootcamp
[135] visualization
[135] pengajar
[135] vino
[135] tri
[135] ex
[135] analyst

Top Words in Tweet in G7:
[72] visualization
[71] data
[37] #datavisualization
[35] #sdgs
[35] excited
[35] announce
[35] offer
[33] sdghackathon
[25] expert
[25] cedscherer

Top Words in Tweet in G8:
[132] stream
[79] aug
[76] data
[73] visualization
[73] spotify
[73] top15
[73] 2021
[71] visualization_k
[67] total
[66] song

Top Words in Tweet in G9:
[72] see
[36] scotthech
[36] far
[36] below
[36] nyt
[36] chosen
[36] today
[36] display
[36] murder
[36] rate

Top Words in Tweet in G10:
[15] data
[15] using
[14] interested
[14] reading
[14] climate
[14] intake
[14] esm
[14] xarray_dev
[14] dask_dev
[14] check

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4738] data,visualization
[2865] อ,data
[2864] อาท,ตย
[2864] ตย,ท
[2864] ท,แล
[2864] แล,วม
[2864] วม,งานท
[2864] งานท,ย
[2864] ย,งไม
[2864] งไม,ได

Top Word Pairs in Tweet in G1:
[2864] data,visualization
[2863] อาท,ตย
[2863] ตย,ท
[2863] ท,แล
[2863] แล,วม
[2863] วม,งานท
[2863] งานท,ย
[2863] ย,งไม
[2863] งไม,ได
[2863] ได,โพสลงใน

Top Word Pairs in Tweet in G2:
[1855] 選べるギフト券1000円,data
[1855] data,visualizationさんご提供で
[1855] visualizationさんご提供で,お好きなギフト券1000円分を抽選で1名にプレゼント
[1855] お好きなギフト券1000円分を抽選で1名にプレゼント,参加方法
[1855] 19,23
[1072] 本日2回目,選べるギフト券1000円
[1072] 参加方法,このツイートをリツイート
[1072] このツイートをリツイート,引用元のツイートをリツイート
[1072] 引用元のツイートをリツイート,19
[1071] gmikezuri,本日2回目

Top Word Pairs in Tweet in G3:
[615] data,visualization
[615] 08,2021
[561] koreansales_twt,data
[463] 2021,co
[317] total,album
[317] album,sales
[298] visualization,best
[298] best,selling
[298] selling,albums
[298] albums,under

Top Word Pairs in Tweet in G4:
[336] data,visualization
[87] data,science
[51] python,data
[39] science,data
[39] machine,learning
[39] great,resource
[39] resource,book
[39] book,recommend
[39] recommend,anyone
[39] anyone,focusing

Top Word Pairs in Tweet in G5:
[208] data,visualization
[12] data,studio
[11] google,data
[9] visualization,tool
[8] visualization,data
[7] visualization,dashboards
[7] big,data
[7] analytics,data
[7] guide,data
[7] visualization,bokeh

Top Word Pairs in Tweet in G6:
[135] mini,bootcamp
[135] bootcamp,tableau
[135] tableau,data
[135] data,visualization
[135] visualization,pengajar
[135] pengajar,vino
[135] vino,tri
[135] tri,ex
[135] ex,data
[135] data,analyst

Top Word Pairs in Tweet in G7:
[44] data,visualization
[35] #sdgs,#datavisualization
[35] #datavisualization,excited
[35] excited,announce
[33] sdghackathon,#sdgs
[25] visualization,expert
[24] announce,visualization
[24] expert,cédric
[24] cédric,scherer
[24] scherer,cedscherer

Top Word Pairs in Tweet in G8:
[73] data,visualization
[72] 2021,aug
[70] visualization_k,data
[66] stream,song
[66] song,top15
[66] top15,total
[66] total,stream
[66] stream,spotify
[66] spotify,2021
[66] 22,sep

Top Word Pairs in Tweet in G9:
[36] see,far
[36] far,below
[36] below,nyt
[36] nyt,chosen
[36] chosen,today
[36] today,display
[36] display,murder
[36] murder,rate
[36] rate,change
[36] change,over

Top Word Pairs in Tweet in G10:
[14] interested,reading
[14] reading,climate
[14] climate,data
[14] data,using
[14] using,intake
[14] intake,esm
[14] esm,xarray_dev
[14] xarray_dev,dask_dev
[14] dask_dev,check
[14] check,blog

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@poontany
@gmikezuri
@npbdata
@koreansales_twt
@erahmat_id
@visualization_k
@jamesmusambayi
@scotthech
@sdghackathon
@icymi_r

Top Mentioned in G1:
@poontany

Top Mentioned in G2:
@gmikezuri
@npbdata
@m5i2c
@mii_mm55

Top Mentioned in G3:
@koreansales_twt
@leedaeyeolph_
@goldenchild
@hi_goldenness

Top Mentioned in G4:
@jamesmusambayi
@icymi_r
@mikemahoney218
@mais_abusalah
@datascience__
@charlieeabe
@machinelearnflx
@ml_india_
@dd_fafa_
@bioacousticsau

Top Mentioned in G5:
@sams__1
@fitilaafrica
@knowesisinc
@fahad_almsned
@asimovers
@5minutebi

Top Mentioned in G6:
@erahmat_id

Top Mentioned in G7:
@sdghackathon
@cedscherer
@fedfragapane
@therbootcamp
@piaaaac
@datavizsociety
@ieshatchuell
@graphichunters
@fastcodesign
@flowingdata

Top Mentioned in G8:
@visualization_k
@dimpsaomgh1ghr

Top Mentioned in G9:
@scotthech

Top Mentioned in G10:
@xarray_dev
@dask_dev
@mgroverwx
@holoviews
@bokeh
@silverback9876

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@edinburghwatch
@justminigirl
@dhitka
@xaelbot
@codedailybot
@plaiplaaibplaai
@aaroncuddeback
@marijaserenidad

Top Tweeters in G1:
@plaiplaaibplaai
@marijaserenidad
@fernb2uty
@1995_0519
@deuxk802
@decemberkidx
@blacktist
@petrichorxcx
@mmeiying__
@iceyaiyaiyaiya

Top Tweeters in G2:
@icchannomama
@aka11062543
@soukyusigure
@rqoochan
@ren_to5429_yo
@gegigegigegi42
@loxoprofen_
@emi05962658
@17tsuna
@rieplove1

Top Tweeters in G3:
@justminigirl
@inkka_tako
@noonafterthat
@niptnq17
@_mypennylee108
@daykidss
@trnkimlbm
@tae_ismylight
@th0r_sh0t
@primoxq

Top Tweeters in G4:
@sectest9
@chidambara09
@edinburghwatch
@xaelbot
@codedailybot
@aaroncuddeback
@thedeveloperbot
@cybersecurityn8
@100xcode
@ipythonistabot

Top Tweeters in G5:
@softmedian
@kiszie
@techjunkiejh
@suriyasubraman
@spiffygillespie
@twok3design
@7wdata
@nycofficejobs
@cpa_trendlines
@melodyswag2000

Top Tweeters in G6:
@95zddaegu
@imyourkijoy_
@sjgyuhyun
@fillereussiee
@tauninilulus
@strobeliyc
@19jjkpsh
@littlesun_hc
@kharismaadisti
@tantenyapcy

Top Tweeters in G7:
@lupemohawk
@datasciencebot_
@basque_design
@mguastafierro
@simacoder
@fastcodesign
@isabellaghement
@eliza_rain
@hampshire67
@lospeach

Top Tweeters in G8:
@maiindy18
@74aaaaaaad_s47
@sssminnyz
@younghotpinky33
@projectjaypark
@wwwwwxxxxxyz
@ktgnii
@lljpllmomoll
@petchnh
@jujar_juju

Top Tweeters in G9:
@elkehollings
@charminggrump
@carloseats
@_katiesaurus_
@apocalypticanow
@katiecannon2
@chrislhayes
@bouncermom
@rokhlk
@patriehecky

Top Tweeters in G10:
@zorm
@theweathermanda
@jjrennie
@fperez_org
@ladino_123
@rabernat
@mgroverwx
@map_andrew
@quinhentoseum
@tomaugspurger


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