dataviz OR datavis, Twitter, 2/12/2021 2:00:26 AM, 247529


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dataviz OR datavis_2021-02-11_17-10-51.xlsx
dataviz OR datavis_2021-02-11_17-10-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 12, 2021
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/378QrYS
@dashboarddr
@outlierconf
@giswqs
@rstatstweet
@cedscherer
@albertocairo
@fmfrancoise
@randal_olson
@strat_ai
@fabriciosx

Top hashtags:
#ai
#analytics
#dataviz
#100daysofcode
#python
#datascience
#machinelearning

Description:
Description
The graph represents a network of 3,380 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 February 2021 at 01:23 UTC.

The requested start date was Friday, 12 February 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 4-day, 18-hour, 10-minute period from Saturday, 06 February 2021 at 11:09 UTC to Thursday, 11 February 2021 at 05:20 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 : 3380
Unique Edges : 2334
Edges With Duplicates : 14680
Total Edges : 17014
Number of Edge Types : 5
Retweet : 6166
MentionsInRetweet : 8490
Tweet : 945
Mentions : 1238
Replies to : 175
Self-Loops : 1012
Reciprocated Vertex Pair Ratio : 0.0278868813825609
Reciprocated Edge Ratio : 0.0542606037447459
Connected Components : 460
Single-Vertex Connected Components : 186
Maximum Vertices in a Connected Component : 2147
Maximum Edges in a Connected Component : 14898
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.22695
Graph Density : 0.000458277807061016
Modularity : 0.277828
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 3,380 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 February 2021 at 01:23 UTC.

The requested start date was Friday, 12 February 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 4-day, 18-hour, 10-minute period from Saturday, 06 February 2021 at 11:09 UTC to Thursday, 11 February 2021 at 05:20 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 : dataviz OR datavis
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:
[186] https://towardsdatascience.com/7-tips-to-increase-your-productivity-in-python-bc1835622aa5
[186] https://www.youtube.com/watch?v=K22hmfeUx2w

[147] https://www.kdnuggets.com/2021/02/essential-math-data-science-matrices-matrix-product.html
[141] https://www.kdnuggets.com/2021/01/popular-machine-learning-interview-questions-part2.html
[127] https://news.mit.edu/2021/machine-learning-adapts-0128
[125] https://towardsdatascience.com/programming-for-data-science-how-to-learn-just-enough-in-weeks-7e62f3aa9b8a
[122] https://www.kdnuggets.com/2021/02/deep-learning-not-black-box.html
[115] https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html
[107] https://towardsdatascience.com/next-gen-data-storage-and-analytics-with-elasticsearch-a833ca7ca54a
[101] http://playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=circle®Dataset=reg-plane&learningRate=0.03®ularizationRate=0&noise=0&networkShape=4,2&seed=0.68838&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false

Top URLs in Tweet in G1:
[186] https://www.youtube.com/watch?v=K22hmfeUx2w

[185] https://towardsdatascience.com/7-tips-to-increase-your-productivity-in-python-bc1835622aa5
[146] https://www.kdnuggets.com/2021/02/essential-math-data-science-matrices-matrix-product.html
[141] https://www.kdnuggets.com/2021/01/popular-machine-learning-interview-questions-part2.html
[126] https://news.mit.edu/2021/machine-learning-adapts-0128
[123] https://towardsdatascience.com/programming-for-data-science-how-to-learn-just-enough-in-weeks-7e62f3aa9b8a
[121] https://www.kdnuggets.com/2021/02/deep-learning-not-black-box.html
[114] https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html
[107] https://towardsdatascience.com/next-gen-data-storage-and-analytics-with-elasticsearch-a833ca7ca54a
[101] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DK22hmfeUx2w&q=EgS4SO-bGLu2moAGIhkA8aeDS2P_Dd-aDveyNq4nd5f5_dWcuWEJMgFy

Top URLs in Tweet in G2:
[16] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[7] https://github.com/joseph-shaw/Sports-Data-Visualization/raw/main/JoeRoot/Root_A2.png
[4] https://www.datavis.ca/papers/hbook.pdf
[3] https://twitter.com/Brain_Analytics/status/1359203740255944706
[2] https://github.com/gkaramanis/tidytuesday/tree/master/2020-week17
[2] https://github.com/chicodias/character-network
[2] https://www.fiverr.com/187719208?gig_id=187719208&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[2] https://github.com/gkaramanis/tidytuesday/tree/master/2020-week44
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247434
[1] https://ncdrisc.org/

Top URLs in Tweet in G3:
[8] https://www.letelegramme.fr/static/ftp/dossier/data/dataviz/courses-en-direct.php
[8] https://bryanwhiting.github.io/dsnews/
[4] https://www.economist.com/graphic-detail/2020/11/10/americas-urban-rural-partisan-gap-is-widening
[4] https://www.economist.com/graphic-detail/2021/01/08/the-great-covid-19-race
[4] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro
[4] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro%2Fcreate-google-data-studio-dashboards-and-reports
[4] https://www.upwork.com/services/product/google-data-studio-reports-for-your-website-search-console-google-ads-1350113375819354112
[3] https://twitter.com/katestarbird/status/1358088750765539329
[3] https://www.zendigitalanalytics.com/
[3] http://www.infocaptor.com/dashboard/how-to-use-sql-to-build-dashboard

Top URLs in Tweet in G4:
[5] https://multimedia.scmp.com/infographics/culture/article/3121122/year-of-the-ox/index.html?src=social
[4] https://public.tableau.com/profile/gauri.rajgopal#!/vizhome/MakeoverMonday-W06GenderInequality/GenderInequality?publish=yes
[3] https://lisacharlotterost.de/pic/datavis-crossword.pdf
[3] https://lisacharlotterost.de/dataviscrossword
[3] https://public.tableau.com/profile/palak.khanna#!/vizhome/Perceivedobstaclestogenderequality_16129482570920/Dashboard1
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247295
[2] https://public.tableau.com/profile/sekou.tyler#!/vizhome/BlackHistoryMonth_AfricanAmericanInventors/AfricanAmericanInventors
[2] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[2] https://public.tableau.com/profile/sadiya.girach#!/vizhome/PercievedObstaclestoGenderEqualityMOMWK6/Dashboard1
[2] https://twitter.com/demartsc/status/1358817045370994718

Top URLs in Tweet in G5:
[34] https://www.reddit.com/r/dataisbeautiful/comments/lchi0x/oc_vegetation_of_africa_2019/glzsy8y/
[15] https://www.reddit.com/r/dataisbeautiful/comments/lddh96/where_do_the_worlds_1_billion_sheep_live_oc/
[11] https://www.reddit.com/r/dataisbeautiful/comments/lgrtbq/oc_germanys_population_density_as_a_joy_plot_map/
[11] https://www.reddit.com/r/dataisbeautiful/comments/leqvw6/where_do_the_worlds_26_billion_chickens_live_oc/
[5] https://www.reddit.com/r/dataisbeautiful/comments/ldsqfc/oc_electric_vehicles_have_easily_beaten_sales/
[5] https://www.reddit.com/r/dataisbeautiful/comments/lf5daa/oc_superbowl_winning_probability_play_by_play/
[4] https://www.reddit.com/r/dataisbeautiful/comments/lfej01/oc_cost_of_a_30second_super_bowl_commercial_by/
[3] https://www.reddit.com/r/dataisbeautiful/comments/leowbf/all_of_europes_skyscrapers_on_one_map_every/
[3] https://www.reddit.com/r/dataisbeautiful/comments/leqawi/oc_desktop_browser_market_share_from_2000_2021/
[2] https://geoobserver.wordpress.com/2021/02/10/gis-art-viele-projektionen-auf-einer-karte/

Top URLs in Tweet in G6:
[34] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPdz9LHIJIxHlZe3t-MRCn61

[30] https://www.youtube.com/watch?v=mkai-k-JLfs&feature=youtu.be

[20] https://www.youtube.com/watch?v=Qz8zml7LWGs&feature=youtu.be

[20] https://tutorials.geemap.org/Image/image_visualization/
[14] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPeUqGpMhvJoVk5G-TrvMAd-

[13] https://www.youtube.com/watch?v=X0RsQRGWVJA&feature=youtu.be

[12] https://geemap.org
[8] https://glad.earthengine.app/
[4] https://www.esri.com/arcgis-blog/products/arcgis-pro/mapping/time-travel-in-arcgis-pro/
[2] https://www.youtube.com/watch?v=4dN5iTT7mhY&feature=youtu.be


Top URLs in Tweet in G7:
[1] https://nschiett.github.io/fishualize/index.html
[1] https://www.cell.com/current-biology/abstract/S0960-9822(16)30555-3
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs12237-021-00896-4

Top URLs in Tweet in G8:
[1] https://www.knime.com/about/events/visual-workflows-for-data-science-teaching-us
[1] https://www.molbiolcell.org/doi/10.1091/mbc.E20-09-0583
[1] https://twitter.com/ScienceMagazine/status/1359034342471786496
[1] https://www.youtube.com/watch?v=1qIYjT36WpUF%C3%BCr&feature=youtu.be

[1] https://www.youtube.com/watch?v=JafYE5ebakg&feature=youtu.be

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

[1] https://www.knime.com/blog/top-three-blog-articles-by-contributing-writers

Top URLs in Tweet in G9:
[10] https://numfocus.org/your-support
[8] https://pretalx.com/fossgis2021/cfp
[6] https://numfocus.salsalabs.org/subscribe
[5] https://twitter.com/rawgraphs/status/1359101303167864833
[2] https://griddb.net/ja/blog/data-visualization-with-python-matplotlib-and-griddb/
[2] https://griddb.net/en/blog/stock-market-analysis-with-python-pandas-plotly-and-griddb/
[2] http://www.verigazeteciligi.com/asiri-olumler-veri-tabani-olusturuldu/
[2] http://www.verigazeteciligi.com/twitterda-r-ile-veri-madenciligi-yapmak-icin-21-yontem/
[2] http://www.verigazeteciligi.com/kriz-haritasi-hazirlama/
[2] http://www.verigazeteciligi.com/veri-biyografileri-verinizi-tanimak/

Top URLs in Tweet in G10:
[8] https://teespring.com/generative-art-tee-006?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[7] https://teespring.com/generative-art-tee-008?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[7] https://teespring.com/generative-art-tee-001?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[6] https://teespring.com/generative-art-tee-007?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[6] https://teespring.com/generative-art-tee-010?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[5] https://teespring.com/generative-art-tee-004?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[5] https://www.amazon.com/gp/product/1473912148/ref=as_li_ss_shr?ie=UTF8&linkCode=shr&tag=amz0e61-20&language=en_US&creativeASIN=1473912148&camp=213733&creative=393177&linkId=57d2dc019e28afa8592a97ad47c3faa9
[4] https://teespring.com/generative-art-tee-012?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[4] https://teespring.com/generative-art-tee-009?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[4] https://teespring.com/generative-art-tee-011?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739

Top Domains
Top Domains in Tweet in Entire Graph:
[802] towardsdatascience.com
[789] kdnuggets.com
[423] youtube.com
[326] medium.com
[216] twitter.com
[127] mit.edu
[126] reddit.com
[112] google.com
[102] tensorflow.org
[97] github.com

Top Domains in Tweet in G1:
[796] towardsdatascience.com
[781] kdnuggets.com
[303] medium.com
[281] youtube.com
[126] mit.edu
[104] google.com
[101] tensorflow.org
[75] stackoverflow.blog
[65] analyticsvidhya.com
[53] theinsaneapp.com

Top Domains in Tweet in G2:
[37] github.com
[13] twitter.com
[4] datavis.ca
[3] netlify.app
[2] github.io
[2] fiverr.com
[1] nodexlgraphgallery.org
[1] ncdrisc.org
[1] usc.es
[1] linkedin.com

Top Domains in Tweet in G3:
[61] twitter.com
[10] reddit.com
[9] fiverr.com
[8] letelegramme.fr
[8] economist.com
[8] github.io
[8] thebubbleboard.com
[7] linkedin.com
[6] coviz.org
[6] infocaptor.com

Top Domains in Tweet in G4:
[30] tableau.com
[12] twitter.com
[6] scmp.com
[6] lisacharlotterost.de
[3] slalom.com
[3] nodexlgraphgallery.org
[2] journaliststoolbox.org
[1] medium.com
[1] libcal.com
[1] continuus-technologies.com

Top Domains in Tweet in G5:
[114] reddit.com
[3] wordpress.com
[1] opendatascience.com

Top Domains in Tweet in G6:
[113] youtube.com
[34] geemap.org
[8] earthengine.app
[4] esri.com
[1] geemap.map
[1] cosmosmagazine.com
[1] directrelief.org
[1] digg.com
[1] stackoverflow.com

Top Domains in Tweet in G7:
[1] github.io
[1] cell.com
[1] springer.com

Top Domains in Tweet in G8:
[3] youtube.com
[2] knime.com
[1] molbiolcell.org
[1] twitter.com

Top Domains in Tweet in G9:
[25] verigazeteciligi.com
[11] numfocus.org
[8] twitter.com
[8] pretalx.com
[6] salsalabs.org
[5] griddb.net
[2] youtube.com
[2] lisacharlotterost.de
[2] arxiv.org
[1] google.com

Top Domains in Tweet in G10:
[57] teespring.com
[10] amazon.com
[2] pudding.cool
[1] mit.edu
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3097] ai
[2435] analytics
[2276] dataviz
[2266] 100daysofcode
[1595] python
[1528] datascience
[1352] machinelearning
[842] bigdata
[678] artificialintelligence
[628] rstats



Top Hashtags in Tweet in G1:
[3019] ai
[2386] analytics
[2251] 100daysofcode
[1482] python
[1420] datascience
[1292] machinelearning
[785] bigdata
[684] dataviz
[670] artificialintelligence
[522] rstats

Top Hashtags in Tweet in G2:
[123] dataviz
[88] tidytuesday
[84] rstats
[70] outlier2021
[27] ggplot2
[17] datascience
[16] datavisualization
[9] méxico
[6] geografia
[6] covid19

Top Hashtags in Tweet in G3:
[202] dataviz
[17] data
[15] datavisualization
[14] analytics
[13] datascience
[13] questions
[12] website
[11] googleanalytics
[11] analysis
[11] client

Top Hashtags in Tweet in G4:
[104] dataviz
[51] datafam
[28] makeovermonday
[20] diversityindata
[17] tableau
[12] viz2educate
[9] blackhistorymonth
[8] duboischallenge
[8] powerbi
[8] zoology

Top Hashtags in Tweet in G5:
[138] dataviz
[34] africa
[16] ev
[16] tesla
[8] germany
[8] poultry
[4] superbowl
[4] nfl
[4] football
[3] gis

Top Hashtags in Tweet in G6:
[75] geemap
[52] earthengine
[30] dataviz
[28] gis
[21] remotesensing
[21] python
[21] mapping
[19] jupyter
[11] covid19
[10] unhabitat

Top Hashtags in Tweet in G7:
[28] greyreefsharks
[3] dataviz
[1] rstats
[1] teamfish
[1] gombessa4

Top Hashtags in Tweet in G8:
[70] dataviz
[3] knime
[3] bachelor
[3] master
[3] datenvisualisierung
[3] datavis
[2] machinelearning
[2] data
[1] datascience
[1] deeplearning

Top Hashtags in Tweet in G9:
[63] dataviz
[32] opensource
[23] ddj
[17] datascience
[13] python
[12] opendata
[11] datavisualization
[10] verigazeteciliği
[9] fossgis
[9] iot

Top Hashtags in Tweet in G10:
[57] generativeart
[51] python
[48] matplotlib
[46] pandas
[45] numpy
[29] premium
[25] dataviz
[10] datascience
[7] data
[5] datavisualisation

Top Words
Top Words in Tweet in Entire Graph:
[3097] #ai
[2435] #analytics
[2276] #dataviz
[2266] #100daysofcode
[1912] strat_ai
[1595] #python
[1527] #datascience
[1470] ai_miami
[1352] #machinelearning
[1025] data

Top Words in Tweet in G1:
[3019] #ai
[2386] #analytics
[2251] #100daysofcode
[1899] strat_ai
[1482] #python
[1458] ai_miami
[1420] #datascience
[1292] #machinelearning
[785] #bigdata
[774] top

Top Words in Tweet in G2:
[123] #dataviz
[100] cedscherer
[99] talk
[88] #tidytuesday
[84] #rstats
[79] tutorial
[70] #outlier2021
[69] session
[68] find
[68] codes

Top Words in Tweet in G3:
[202] #dataviz
[52] data
[34] dataviz
[24] need
[22] more
[19] read
[19] today
[17] #data
[17] see
[16] time

Top Words in Tweet in G4:
[104] #dataviz
[51] #datafam
[43] winner
[42] wait
[41] weekend
[40] lisacrost
[40] puzzle
[39] crossword
[38] yes
[36] designed

Top Words in Tweet in G5:
[138] #dataviz
[87] source
[81] randal_olson
[45] oc
[36] vegetation
[36] 2019
[34] #africa
[27] over
[26] world's
[26] billion

Top Words in Tweet in G6:
[109] giswqs
[75] #geemap
[65] video
[65] playlist
[60] earth
[60] engine
[52] #earthengine
[50] image
[45] getting
[45] started

Top Words in Tweet in G7:
[67] fish
[56] marsh
[39] more
[39] data
[38] case
[38] wondering
[38] y'all
[38] know
[38] officially
[38] 10k

Top Words in Tweet in G8:
[70] #dataviz
[68] need
[68] help
[68] check
[68] superplotsofdata
[68] joachimgoedhart
[68] free
[68] web
[68] app
[68] transparent

Top Words in Tweet in G9:
[75] rawgraphs
[63] #dataviz
[60] available
[42] numfocus
[33] hi
[33] charts
[32] #opensource
[30] crowdfunding
[30] campaign
[30] supporters

Top Words in Tweet in G10:
[57] premium
[57] generative
[57] art
[57] shirt
[57] #generativeart
[52] using
[51] #python
[50] map
[48] world's
[48] generated

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1904] #100daysofcode,#ai
[1656] #ai,#analytics
[467] ai_miami,strat_ai
[336] strat_ai,#100daysofcode
[334] #analytics,#bigdata
[325] #ai,#machinelearning
[321] read,#ai
[305] #rstats,#reactjs
[303] strat_ai,top
[289] #python,#rstats

Top Word Pairs in Tweet in G1:
[1890] #100daysofcode,#ai
[1643] #ai,#analytics
[463] ai_miami,strat_ai
[333] strat_ai,#100daysofcode
[331] #analytics,#bigdata
[320] #ai,#machinelearning
[314] read,#ai
[305] #rstats,#reactjs
[303] strat_ai,top
[287] #python,#rstats

Top Word Pairs in Tweet in G2:
[67] thanks,attending
[67] attending,#outlier2021
[67] #outlier2021,talk
[67] talk,session
[67] session,find
[67] find,resources
[67] resources,tutorial
[67] tutorial,codes
[66] cedscherer,thanks
[66] codes,pen

Top Word Pairs in Tweet in G3:
[15] data,visualization
[11] read,#client
[11] #client,#reviews
[10] #reviews,#questions
[9] #website,#analysis
[8] #dataviz,#datavisualization
[8] skipers,vendee
[8] vendee,globe
[8] globe,mohamed
[8] mohamed,menasria

Top Word Pairs in Tweet in G4:
[38] crossword,puzzle
[36] designed,wait
[36] wait,#dataviz
[36] #dataviz,crossword
[36] puzzle,weekend
[36] weekend,yes
[36] yes,believe
[36] believe,myself
[36] myself,send
[36] send,winner

Top Word Pairs in Tweet in G5:
[87] #dataviz,source
[34] vegetation,#africa
[34] #africa,2019
[34] 2019,#dataviz
[33] randal_olson,vegetation
[22] over,past
[20] electric,vehicles
[20] beaten,sales
[20] sales,forecasts
[20] forecasts,over

Top Word Pairs in Tweet in G6:
[60] earth,engine
[50] engine,image
[46] playlist,#geemap
[46] #geemap,#earthengine
[45] getting,started
[42] giswqs,getting
[33] youtube,playlist
[32] started,earth
[32] video,playlist
[30] image,video

Top Word Pairs in Tweet in G7:
[39] fish,data
[38] case,wondering
[38] wondering,y'all
[38] y'all,know
[38] know,officially
[38] officially,more
[38] more,10k
[38] 10k,people
[38] people,love
[38] love,fish

Top Word Pairs in Tweet in G8:
[68] need,help
[68] help,#dataviz
[68] #dataviz,check
[68] check,superplotsofdata
[68] superplotsofdata,joachimgoedhart
[68] joachimgoedhart,free
[68] free,web
[68] web,app
[68] app,transparent
[68] transparent,display

Top Word Pairs in Tweet in G9:
[33] hi,charts
[33] charts,rawgraphs
[30] rawgraphs,available
[30] available,crowdfunding
[30] crowdfunding,campaign
[30] campaign,supporters
[30] supporters,soon
[30] soon,available
[29] rawgraphs,hi
[29] available,everyon

Top Word Pairs in Tweet in G10:
[57] premium,generative
[57] generative,art
[57] art,shirt
[48] map,generated
[48] generated,#python
[46] #python,using
[46] using,#matplotlib
[45] live,map
[45] #matplotlib,#numpy
[45] #numpy,#pandas

Top Replied-To
Top Replied-To in Entire Graph:
@strat_ai
@wisevis
@ai_miami
@insightsmachine
@davidmpires
@vicgovdh
@raydoesdata
@fbahoken
@abmakulec
@tableauing

Top Replied-To in G1:
@strat_ai
@ai_miami
@wisevis
@insightsmachine
@davidmpires
@raydoesdata
@abmakulec
@tableauing
@wendysmall2706
@storywithdata

Top Replied-To in G4:
@theneilrichards
@slalom
@allitorban
@chrxstxphx
@datadzif
@frankelavsky
@tableaupublic
@joyxun1
@jonolave

Top Replied-To in G6:
@jherries

Top Mentioned
Top Mentioned in Entire Graph:
@strat_ai
@ai_miami
@keaneda1
@analytics_699
@catherineadenle
@tdatascience
@bigdataqueen_me
@sheraj99
@kdnuggets
@giswqs

Top Mentioned in G1:
@strat_ai
@ai_miami
@keaneda1
@analytics_699
@catherineadenle
@tdatascience
@bigdataqueen_me
@sheraj99
@kdnuggets
@mit

Top Mentioned in G2:
@cedscherer
@outlierconf
@toeb18
@dr_xeo
@r4dscommunity
@thomas_mock
@lauranavarrosol
@cshoggard
@claudiodanielpc
@barbalhofernand

Top Mentioned in G3:
@menasriamomo
@eelrekab
@warninggraphicc
@nyike
@samba_tv

Top Mentioned in G4:
@lisacrost
@evethomas1
@tableau
@adedamolaladipo
@aldatavizguy
@tableaupublic
@scmpgraphics
@sqlsekou
@jessica_xls
@jasonforrestftw

Top Mentioned in G5:
@randal_olson
@dataisbeautiful
@odsc
@geoobserver_
@mf_viz
@mashenka
@infowetrust
@toeb18
@smfrogers
@stuartathompson

Top Mentioned in G6:
@giswqs
@unhabitat
@umd_glad
@citi_iq
@arcgispro
@nathancshephard
@gis_bandit
@spatialace
@esrifederalgovt
@esrislgov

Top Mentioned in G7:
@gobysimon
@sharkmourier
@starryflo
@andromedeocean
@dr_yannis
@huveneerssseg
@bes_move_sig
@cerfscience
@deltacouncil
@ucdaviswater

Top Mentioned in G8:
@joachimgoedhart
@mbocjournal
@helenajambor
@dmr_rosaria
@knime
@mpi_molgen
@clearpeaks
@cedscherer
@outlierconf

Top Mentioned in G9:
@rawgraphs
@numfocus
@dagmedyaveri
@theyotg
@fossgis_konf
@jayalammar
@verinite
@mikequindazzi
@sjwilk
@linked_do

Top Mentioned in G10:
@pythonmaps
@dd_fafa_
@dd_nana_
@realsaintsteven
@owinoh_victor
@storywithdata
@annepordon
@numfocus
@ai_miami
@strat_ai

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ejlazar
@chidambara09
@cybersec_feeds
@femtech_
@aaroncuddeback
@xaelbot
@codedailybot
@codegnuts
@rosstell

Top Tweeters in G1:
@sectest9
@ejlazar
@chidambara09
@cybersec_feeds
@femtech_
@aaroncuddeback
@xaelbot
@codedailybot
@codegnuts
@cybersecurityn8

Top Tweeters in G2:
@el_pais
@friedrichhayek
@tiquetaki
@rstatstweet
@ayirpelle
@robertobarquin
@evidencerobot
@jjmerelo
@o_guest
@charlyaztec

Top Tweeters in G3:
@temptoetiam
@money_personal
@pmprouk
@mathhombre
@bikthor
@menasriamomo
@theebizwizard
@mareslu_
@juliaferraioli
@hsianghui

Top Tweeters in G4:
@ap
@salhaj
@polypolilive
@alabaotukoya
@hanulyi
@vivianfrancos
@paulbradshaw
@journtoolbox
@paul__armstrong
@sadiyagirach

Top Tweeters in G5:
@aquileaaquilea
@sdreyse
@joke2power
@dirac7
@marxdeane
@tristanbergh
@tomi_tapio
@colleenmmck618
@jwillmesquita
@cjgbvictoria

Top Tweeters in G6:
@macilree
@publichealthmap
@zvobgoluckson
@marianatrobosky
@websystemer
@suhnyllakler
@bzgeo
@steve_snow_
@aguil77
@ojespejo

Top Tweeters in G7:
@whysharksmatter
@trubbellatmill
@dccc_phd
@solomonrdavid
@ecoevoenviro
@chris_harrod
@kalla_alok
@dogfishicu2
@punkrockscience
@friel

Top Tweeters in G8:
@needhibhalla
@olu_gh
@christlet
@mads100tist
@paveltomancak
@cemccarthy02
@morenorse
@nakedcapsid
@joachimgoedhart
@knime

Top Tweeters in G9:
@cool_python
@puntofisso
@cottila
@openscitalk
@wragge
@lbaryum
@mikebrondbjerg
@opensource_orgs
@solenflandes
@pinardag

Top Tweeters in G10:
@therealbiostate
@yukinari230
@fullnam35087976
@agrobiodiverse
@bungobot1
@dd_fafa_
@almu_hs
@cherilyntx
@dd_nana_
@jordixtr


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