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dataviz OR datavis since:2023-01-02 until:2023-01-09 Twitter NodeXL SNA Map and Report for Monday, 0 (experimental version)
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From:
SMRFoundation
Uploaded on:
January 09, 2023
Short Description:
dataviz OR datavis since:2023-01-02 until:2023-01-09 via NodeXL https://bit.ly/3ijlfPH
@rosanaferrero
@mike_honey_
@neilrkaye
@r_graph_gallery
@pythonroboto
@milos_agathon
@miguelsieck
@griddbcommunity
@parajulisaroj16
@rmarkdown

Top hashtags:
#dataviz
#rstats

Description:
Description
The graph represents a network of 5,667 Twitter users whose recent tweets contained "dataviz OR datavis since:2023-01-02 until:2023-01-09", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 09 January 2023 at 12:16 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 11-minute period from Monday, 02 January 2023 at 00:04 UTC to Sunday, 08 January 2023 at 23:16 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 : 5667
Unique Edges : 9512
Edges With Duplicates : 2725
Total Edges : 12237
Number of Edge Types : 5
Retweet : 6033
MentionsInRetweet : 4248
Mentions : 848
Replies to : 132
Tweet : 976
Self-Loops : 1099
Reciprocated Vertex Pair Ratio : 0.0149974319465845
Reciprocated Edge Ratio : 0.0295516648112539
Connected Components : 386
Single-Vertex Connected Components : 201
Maximum Vertices in a Connected Component : 4785
Maximum Edges in a Connected Component : 10839
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.439542
Graph Density : 0.000307730906715834
Modularity : 0.691388
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,667 Twitter users whose recent tweets contained "dataviz OR datavis since:2023-01-02 until:2023-01-09", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 09 January 2023 at 12:16 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 11-minute period from Monday, 02 January 2023 at 00:04 UTC to Sunday, 08 January 2023 at 23:16 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 : dataviz OR datavis since:2023-01-02 until:2023-01-09
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[731] https://github.com/Mike-Honey/covid-19-genomes#gisaidorg---map
[231] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[211] https://github.com/wilkelab/SDS375/blob/31609013bf4a4c0f34f991fa32474b8371f8873b/worksheets/interactive-plots.Rmd#L484-L514
[148] https://pyoflife.com/statistical-learning-with-math-and-r/
[142] https://earthobservatory.nasa.gov/images/150797/weather-whiplash
[139] https://mastering-shiny.org/
[134] https://rspatialdata.github.io/
[122] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[119] https://infonewt.com/percentages
[113] https://github.com/tylermorganwall/rayrender

Top URLs in Tweet in G1:
[197] https://github.com/wilkelab/SDS375/blob/31609013bf4a4c0f34f991fa32474b8371f8873b/worksheets/interactive-plots.Rmd#L484-L514
[118] https://rspatialdata.github.io/
[114] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[111] https://infonewt.com/percentages
[108] https://github.com/tylermorganwall/rayrender
[95] https://gist.github.com/tylermorganwall/3ee1c6e2a5dff19aca7836c05cbbf9ac
[59] https://www.cedricscherer.com/2021/06/06/visualizing-distributions-with-raincloud-plots-and-how-to-create-them-with-ggplot2
[58] https://youtu.be/QQfDTLExoNU
[57] https://www.paulamoraga.com/book-geospatial/
[56] https://r-graph-gallery.com/interactive-charts.html

Top URLs in Tweet in G2:
[723] https://github.com/Mike-Honey/covid-19-genomes#gisaidorg---map
[13] https://github.com/Mike-Honey/covid-19-genomes#readme
[4] https://twitter.com/Mike_Honey_/status/1609831249388113922?s=20&t=xIbaRvgNo23HodVjlnt5LQ
[1] https://pyoflife.com/introduction-to-scientific-programming-with-python-pdf/

Top URLs in Tweet in G3:
[130] https://pyoflife.com/statistical-learning-with-math-and-r/
[69] https://www.amazon.com/Everyone-Advanced-Analytics-Graphics-Addison-Wesley/dp/013454692X?qid=1672434208&refinements=p_27:Jared+Lander&s=books&sr=1-1&text=Jared+Lander&linkCode=sl1&tag=kirkdborne-20&linkId=599c6ec0e632c36b8e2dfdbcb9dce7d9&language=en_US&ref_=as_li_ss_tl
[53] https://pyoflife.com/time-series-analysis-with-applications-in-r-solutions-manual-pdf/
[38] https://emilhvitfeldt.github.io/ISLR-tidymodels-labs/index.html
[34] https://pyoflife.com/download-introduction-to-probability-for-data-science/
[25] https://pyoflife.com/introduction-to-scientific-programming-with-python-pdf/
[25] https://www.andrewheiss.com/blog/2021/12/01/multilevel-models-panel-data-guide/
[18] https://twitter.com/AllAboutKiiara/status/1610816905220063232
[16] https://fonts.google.com/
[14] https://sevillarusers.netlify.app/posts/mapas-leaflet-interactivos-con-r/

Top URLs in Tweet in G4:
[227] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[30] https://griddb.net/en/blog/predictive-maintenance-with-python-and-griddb/
[23] https://paanalytics.net
[22] https://griddb.net/en/blog/alien-life-on-earth-analysis-using-griddb-and-python/
[21] https://griddb.net/en/blog/sky-rocketing-prices-inflation-an-analysis-using-griddb-and-python/
[21] https://griddb.net/en/blog/geospatial-querying-using-geohashes-and-griddb/
[16] https://griddb.net/en/blog/create-interactive-dashboard-with-streamlit-python-and-griddb/
[12] https://github.com/mitchellkrogza/Phishing.Database
[6] https://public.tableau.com/app/profile/nur.adhyaksa.hamid/viz/citizeenservicerequests/main
[5] https://www.thenewstatistician.com/article/18/the-dos-and-donts-of-communicating-regression-analysis

Top URLs in Tweet in G5:
[23] https://inside-numbers.notion.site/No-code-data-design-tools-1f8477d8da944462b8fb8e639116b88e
[18] https://dataviz-inspiration.com/
[9] http://www.data-to-viz.com/caveats.html
[5] https://observablehq.com/blog/favorite-data-visualizations-of-2022
[5] https://public.tableau.com/app/profile/jrcopreros/viz/TheHot100/Final
[4] http://r-graph-gallery.com/
[3] https://geoobserver.wordpress.com/2023/01/03/fossgis-2023-programm-anmeldung-veroffentlicht/
[2] https://pyoflife.com/statistical-learning-with-math-and-r/
[2] https://observablehq.com/blog/biotech-pharma-dataviz
[2] https://fonts.google.com/

Top URLs in Tweet in G6:
[15] https://novelscience.substack.com/p/stories-about-ukrainian-nazis-were?r=5qaob&s=w&utm_campaign=post&utm_medium=web
[4] https://twitter.com/GMB/status/1611248015586562048
[4] https://twitter.com/kennethfield/status/1611452003632439296
[2] https://github.com/NeilKaye/dataviz_R/blob/0054b0117243415b443647d7b899abe88a857827/graphAnomAbs
[2] https://twitter.com/neilrkaye/status/1610205340963831809
[2] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2022/2023-global-temperature-forecast
[2] https://twitter.com/neilrkaye/status/1605222383358550016
[2] https://pixelmoversandmakers.com/
[1] https://www.bloomberg.com/graphics/2022-in-graphics/
[1] https://inside-numbers.notion.site/No-code-data-design-tools-1f8477d8da944462b8fb8e639116b88e

Top URLs in Tweet in G7:
[11] https://t.co/r5D31ZvzdI
[9] https://rpubs.com/jamescecon/med-age-2021-MSOA
[6] https://tweetedtimes.com/v/1524
[4] https://milospopovic.net/motorway-map-of-europe-using-osm-data-in-r/
[4] https://milospopovic.net/blog/
[2] https://www.reddit.com/r/dataisbeautiful/comments/lchi0x/comment/glzsy8y/
[2] https://www.mckinsey.com/mgi/our-research/Pixels-of-progress-chapter-1
[1] https://tidydatatutor.com/
[1] https://twitter.com/oliviertesquet/status/1610900334481752065
[1] https://tweetedtimes.com/v/11553

Top URLs in Tweet in G8:
[102] https://mastering-shiny.org/
[52] https://link.medium.com/cfEZ59xHbvb
[21] https://mastering-shiny.org
[12] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fthe-10-best-data-visualizations-of-2022-3e49d7ccb832%3Fsource%3Dsocial.tw
[8] https://pyoflife.com/statistical-learning-with-math-and-r/
[6] https://www.citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[5] https://link.medium.com/388fe9q3fwb
[4] https://pyoflife.com/time-series-analysis-with-applications-in-r-solutions-manual-pdf/
[4] https://openknowledgemaps.org/map/952242675ad2ce3bbbc1f84826b6a5ee
[3] https://www.instagram.com/p/Cl_-x_kLRmI/

Top URLs in Tweet in G9:
[22] https://www.qlik.com/blog/maps-violin-plots-and-waterfalls
[10] https://twinybots.ch/
[8] https://www.data-blogger.com
[6] https://sd-korp.com/meilleur-strategie-de-trading-crypto-daily
[4] https://www.datasciencecentral.com/top-7-content-marketing-trends-to-succeed-in-2023/
[4] https://www.chi2innovations.com/blog/discover-visualisation-blog-series/the-one-sure-fire-path-to-the-best-data-visualisation/
[3] https://www.r-bloggers.com/2023/01/running-around-2022-running-dataviz-in-r/
[3] https://datavis.bandcamp.com/album/kinetic-minuet
[3] https://data.cityofnewyork.us/dataset/DOHMH-Farmers-Markets-Map-/fi97-k4k6
[2] https://datamatters.org/

Top URLs in Tweet in G10:
[140] https://earthobservatory.nasa.gov/images/150797/weather-whiplash
[11] https://waterchallenge.data.ca.gov/
[7] https://www.datadaptive.com/pop/
[4] https://www.scicom-lab.com/ScicomLab_Portfolio.pdf
[2] https://github.com/usgs-vizlab/flow-tiles
[2] https://www.tortoisemedia.com/westminster-accounts-explore/
[2] https://www.washingtonpost.com/business/interactive/2023/starlink-satellite-train-spacex-visibility/
[2] https://twitter.com/CraigTaylorViz/status/1603687564111650816
[1] https://asjadnaqvi.github.io/stata-portfolio/tags/portfolio/
[1] https://www.theguardian.com/environment/2023/jan/05/interactive-map-shows-thames-water-raw-sewage-discharges-in-england-rivers

Top Domains
Top Domains in Tweet in Entire Graph:
[1368] github.com
[363] griddb.net
[326] twitter.com
[294] pyoflife.com
[276] github.io
[191] cedricscherer.com
[170] medium.com
[168] mastering-shiny.org
[142] nasa.gov
[119] infonewt.com

Top Domains in Tweet in G1:
[424] github.com
[173] cedricscherer.com
[152] github.io
[111] infonewt.com
[58] youtu.be
[57] paulamoraga.com
[56] r-graph-gallery.com
[44] readthedocs.io
[36] t4rstats.com
[33] bigbookofr.com

Top Domains in Tweet in G2:
[736] github.com
[4] twitter.com
[1] pyoflife.com

Top Domains in Tweet in G3:
[256] pyoflife.com
[112] github.com
[79] amazon.com
[77] twitter.com
[60] github.io
[53] youtube.com
[45] medium.com
[35] netlify.app
[26] landgeist.com
[25] andrewheiss.com

Top Domains in Tweet in G4:
[339] griddb.net
[29] tableau.com
[23] paanalytics.net
[16] thenewstatistician.com
[15] github.com
[11] awin1.com
[7] youtube.com
[7] verigazeteciligi.com
[5] twitter.com
[4] shorturl.at

Top Domains in Tweet in G5:
[24] notion.site
[19] dataviz-inspiration.com
[9] data-to-viz.com
[8] observablehq.com
[7] tableau.com
[5] twitter.com
[4] github.com
[4] r-graph-gallery.com
[3] github.io
[3] wordpress.com

Top Domains in Tweet in G6:
[15] substack.com
[12] twitter.com
[3] github.com
[2] gov.uk
[2] pixelmoversandmakers.com
[1] bloomberg.com
[1] notion.site

Top Domains in Tweet in G7:
[11] t.co
[9] rpubs.com
[8] milospopovic.net
[7] tweetedtimes.com
[2] reddit.com
[2] mckinsey.com
[1] tidydatatutor.com
[1] twitter.com
[1] medium.com
[1] infonewt.com

Top Domains in Tweet in G8:
[123] mastering-shiny.org
[72] medium.com
[18] pyoflife.com
[14] openknowledgemaps.org
[6] citedrive.com
[4] cedricscherer.com
[3] instagram.com
[3] github.io
[3] r-graph-gallery.com
[3] netlify.app

Top Domains in Tweet in G9:
[33] twitter.com
[27] cityofnewyork.us
[22] qlik.com
[14] chi2innovations.com
[10] twinybots.ch
[10] youtube.com
[9] blogspot.com
[8] data-blogger.com
[7] linkedin.com
[6] github.io

Top Domains in Tweet in G10:
[140] nasa.gov
[11] ca.gov
[7] datadaptive.com
[4] github.com
[4] scicom-lab.com
[3] twitter.com
[2] tortoisemedia.com
[2] washingtonpost.com
[1] github.io
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5799] dataviz
[2585] rstats
[1983] datascience
[1322] ml
[1051] machinelearning
[979] datavisualization
[971] python
[838] bigdata
[820] analytics
[784] stats



Top Hashtags in Tweet in G1:
[1143] dataviz
[1139] rstats
[863] ml
[803] datascience
[623] datavisualization
[514] stats
[508] machinelearning
[482] analytics
[446] bigdata
[431] datamining

Top Hashtags in Tweet in G2:
[3] evusheld
[3] forgotten500k
[1] datascience
[1] dataanalytics
[1] dataviz
[1] programming
[1] python
[1] coding

Top Hashtags in Tweet in G3:
[944] dataviz
[730] rstats
[568] datascience
[386] machinelearning
[333] datascientist
[265] data
[251] python
[243] statistics
[243] ml
[240] ai

Top Hashtags in Tweet in G4:
[463] dataviz
[375] python
[339] griddb
[242] iot
[228] la
[228] losangeles
[91] dataanalysis
[90] foss
[74] opensource
[72] tableau

Top Hashtags in Tweet in G5:
[324] dataviz
[24] opensource
[24] rstats
[23] design
[23] maps
[8] tidytuesday
[8] r4ds
[7] machinelearning
[7] ml
[7] datascience

Top Hashtags in Tweet in G6:
[330] dataviz
[281] globalwarming
[111] climatechange
[15] datascience
[15] disinfo
[15] factcheck
[15] ukraine
[15] scicomm
[15] information
[15] mediamanipulation

Top Hashtags in Tweet in G7:
[313] dataviz
[293] rstats
[278] maps
[264] datascience
[207] europe
[205] geospatial
[198] industry
[195] manufacturing
[24] mapping
[22] census

Top Hashtags in Tweet in G8:
[247] dataviz
[201] rstats
[141] datascience
[123] ml
[117] datavisualization
[114] bigdata
[113] datamining
[109] ia
[103] bi
[21] datascientist

Top Hashtags in Tweet in G9:
[254] dataviz
[48] data
[39] datascience
[38] datavisualization
[33] dataanalytics
[27] nyc
[18] python
[16] bigdata
[15] datavisualisation
[14] dataanalysis

Top Hashtags in Tweet in G10:
[188] dataviz
[145] maps
[140] polarvortex
[10] datavis
[8] rstats
[8] opendata
[7] census2021
[7] 3d
[7] transit
[6] gischat

Top Words
Top Words in Tweet in Entire Graph:
[6215] #dataviz
[2793] #rstats
[2680] data
[2299] #datascience
[1424] #ml
[1186] #machinelearning
[1158] #datavisualization
[1115] map
[1106] #analytics
[1063] #python

Top Words in Tweet in G1:
[1275] #dataviz
[1267] #rstats
[934] #datascience
[877] #ml
[746] #datavisualization
[640] #stats
[609] #analytics
[518] #machinelearning
[486] datos
[460] #bigdata

Top Words in Tweet in G2:
[754] dataviz
[746] data
[740] lineage
[740] kraken
[740] xbb
[723] 19
[723] used
[723] genomic
[723] around
[723] visualise

Top Words in Tweet in G3:
[1116] #dataviz
[794] #rstats
[708] #datascience
[499] #machinelearning
[460] data
[360] #datascientist
[359] #ai
[342] #analytics
[311] #python
[311] #statistics

Top Words in Tweet in G4:
[605] data
[493] #dataviz
[375] #python
[339] #griddb
[271] read
[267] tableau
[262] #iot
[247] visualize
[241] used
[237] help

Top Words in Tweet in G5:
[326] #dataviz
[264] projects
[246] please
[244] online
[244] free
[244] created
[244] topic
[244] introduce
[244] interested
[55] know

Top Words in Tweet in G6:
[437] year
[351] cold
[330] #dataviz
[329] shows
[281] #globalwarming
[250] temperature
[242] mean
[231] month
[217] warmest
[217] first

Top Words in Tweet in G7:
[313] #dataviz
[293] #rstats
[278] #maps
[264] #datascience
[253] map
[221] shows
[207] data
[207] #europe
[205] #geospatial
[204] latest

Top Words in Tweet in G8:
[274] #dataviz
[205] #rstats
[177] #datascience
[148] #ml
[142] #datavisualization
[137] #bigdata
[136] #datamining
[129] #ia
[124] #bi
[123] hadleywickham

Top Words in Tweet in G9:
[255] #dataviz
[98] data
[48] #data
[39] #datascience
[38] #datavisualization
[37] check
[33] #dataanalytics
[32] dataviz
[31] visualization
[28] source

Top Words in Tweet in G10:
[189] #dataviz
[159] 2022
[148] cold
[145] #maps
[144] week
[144] record
[142] followed
[140] bitter
[140] ended
[140] north

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[750] xbb,kraken
[742] covid,19
[740] around,world
[737] data,used
[732] genomic,sequencing
[731] sequencing,data
[731] map,dataviz
[731] dataviz,covid
[731] 19,genomic
[731] kraken,lineage

Top Word Pairs in Tweet in G1:
[498] #machinelearning,#ml
[424] #dataviz,#datavisualization
[325] #datavisualization,#datascience
[278] #stats,#analytics
[256] #rstats,#dataviz
[252] tus,datos
[230] #rstats,#python
[229] #datascience,#analytics
[222] #bigdata,#datamining
[219] #datascience,#machinelearning

Top Word Pairs in Tweet in G2:
[740] xbb,kraken
[723] map,dataviz
[723] kraken,lineage
[723] sequencing,data
[723] added,map
[723] dataviz,covid
[723] around,world
[723] genomic,sequencing
[723] used,visualise
[723] data,used

Top Word Pairs in Tweet in G3:
[254] download,pdf
[254] pdf,#datascience
[189] #datascience,#rstats
[160] #machinelearning,#ml
[153] data,science
[138] #stats,#analytics
[134] #rstats,#datascientist
[133] #datascientist,#dataviz
[132] machine,learning
[130] #download,#data

Top Word Pairs in Tweet in G4:
[246] visualize,data
[228] read,#griddb
[228] data,points
[228] data,gathered
[228] see,effects
[228] epa,#la
[228] help,visualize
[228] quality,data
[228] wildfires,region
[228] california,wildfires

Top Word Pairs in Tweet in G5:
[244] interested,#dataviz
[244] topic,please
[244] please,introduce
[244] projects,topic
[244] #dataviz,created
[244] online,projects
[244] created,free
[244] free,online
[23] code,#opensource
[23] khm56eju95,few

Top Word Pairs in Tweet in G6:
[270] #dataviz,shows
[241] mean,temperature
[214] warmest,year
[212] year,record
[173] mild,hot
[173] first,time
[173] uk's,warmest
[173] 10,first
[172] spell,beginning
[172] temperature,exceeded

Top Word Pairs in Tweet in G7:
[251] #rstats,#datascience
[233] #datascience,#dataviz
[229] #dataviz,#maps
[218] map,shows
[199] #europe,#rstats
[195] latest,data
[195] eurostat's,latest
[195] shows,employed
[195] #maps,#geospatial
[195] data,#manufacturing

Top Word Pairs in Tweet in G8:
[170] #rstats,#dataviz
[135] #dataviz,#datavisualization
[127] #ml,#ia
[124] #datamining,#bigdata
[123] #bigdata,#ml
[123] #ia,#bi
[90] #datavisualization,#datascience
[87] hadleywickham,'s
[87] check,online
[87] online,version

Top Word Pairs in Tweet in G9:
[32] #data,#dataviz
[29] data,visualization
[27] #nyc,#data
[27] source,#nyc
[27] usdt,pnl
[21] visualization,choice
[21] best,check
[21] ways,take
[21] check,ways
[21] next,level

Top Word Pairs in Tweet in G10:
[140] latest,avoiland
[140] played,role
[140] week,2022
[140] many,latest
[140] 2022,ended
[140] unleashing,bitter
[140] last,week
[140] america,last
[140] configuration,#polarvortex
[140] north,america

Top Replied-To
Top Replied-To in Entire Graph:
@littlefishb1ue
@drstip
@dataviz_
@r_graph_gallery
@mikaeldewabrata
@rappa753
@tryangregory
@fcorowe
@rgonzalezgil
@mike_honey_

Top Replied-To in G1:
@tanya_shapiro

Top Replied-To in G2:
@littlefishb1ue
@drstip
@tryangregory
@mike_honey_
@cpmatheny17

Top Replied-To in G3:
@kaggle
@fcorowe
@rappa753

Top Replied-To in G4:
@mikaeldewabrata
@rgonzalezgil
@menscuriosa
@antofebria
@baktistr
@hrmussa1
@fanfarrao1908
@stefanoduri
@storywithdata
@nuradhyaksa

Top Replied-To in G5:
@r_graph_gallery
@rappa753
@filmicaesthetic
@lisahornung_

Top Replied-To in G6:
@fcorowe
@gmb

Top Replied-To in G7:
@sarahamcmanus

Top Replied-To in G10:
@researchremora

Top Mentioned
Top Mentioned in Entire Graph:
@tableau
@epa
@clauswilke
@paula_moraga_
@cedscherer
@hadleywickham
@avoiland
@dilinieeee
@uv_varsha
@avramaral

Top Mentioned in G1:
@clauswilke
@paula_moraga_
@cedscherer
@dilinieeee
@uv_varsha
@avramaral
@tylermorganwall
@oscarbaruffa
@hadleywickham
@tanya_shapiro

Top Mentioned in G2:
@sophiescott2
@drstip
@chrischirp

Top Mentioned in G3:
@jaredlander
@emil_hvitfeldt
@kiiara
@andrewheiss
@paula_moraga_
@kred
@sourabhskatoch
@rfortherest
@dilinieeee
@uv_varsha

Top Mentioned in G4:
@tableau
@epa
@kaggle
@tableaupublic
@streamlit
@figma
@savetonotion
@menscuriosa
@opensecretsdc
@diversityindata

Top Mentioned in G5:
@savetonotion
@r_graph_gallery
@fossgis_konf
@sumitovant
@trinetx
@lisahornung_
@szucsi
@andrewheiss
@rstatsdc
@observablehq

Top Mentioned in G6:
@neilrkaye
@business
@lauratobin1

Top Mentioned in G7:
@milos_agathon
@essec
@randal_olson
@citedrive

Top Mentioned in G8:
@hadleywickham
@citedrive
@tdatascience
@cedscherer
@rstudiotips
@thepsf
@yiningw
@rprogramming
@biostatistics
@openacademics

Top Mentioned in G9:
@pacmannai

Top Mentioned in G10:
@avoiland
@datadaptive
@researchremora
@humdata
@craigtaylorviz
@tjukanov
@thameswater
@commonslibrary
@hadleywickham
@andrewheiss

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@jurylady5
@rk70534
@sgh_rts
@cybersecurityn8
@lizditz
@derekjohnbryant
@natioscourge
@vonrosenchild

Top Tweeters in G1:
@ssxman2
@gonzalobarria
@usugarios
@warmicha8
@take_gattcha
@teoriantropolog
@compchembiobot
@jcgo810326
@agnatheo
@izagaangeles

Top Tweeters in G2:
@jurylady5
@rk70534
@lizditz
@wally_wests
@wildwalkerwoman
@alizardx
@darylgibson
@miti_vigliero
@paulsorrentino3
@paulpaul49

Top Tweeters in G3:
@rahul05ranjan
@ml_tweet_bot
@calcaware
@ricardo_ik_ahau
@fullnam35087976
@rstatstweet
@caring_mobile
@molliekatie
@mackdrama1017
@pythonroboto

Top Tweeters in G4:
@sectest9
@sgh_rts
@cybersecurityn8
@bernelarry
@dataaugmented
@savetonotion
@tooboringhere
@victoria_victo3
@alexspenc1
@rafaeleon

Top Tweeters in G5:
@nisansadds
@brunacorreiade
@waynesutton
@euanritchie1
@fraggyfred
@joseluis_hndz
@trudgeteacher
@cetier1
@mvugt
@zkancs

Top Tweeters in G6:
@natioscourge
@business
@zorro_7ru
@nshrubs
@hilde57293257
@tomdcoates
@girlfuturist
@srzjwalters
@fluxcapdoodah
@fairviewsue

Top Tweeters in G7:
@ansisegle
@zerojuls
@anonomouse1981
@yarlyomsborg
@ravi3pathi
@tomdrabowicz
@davisx3m
@amjsutherland
@51201minusone
@carlosruz_f

Top Tweeters in G8:
@niszet0
@mdrechsler
@academicchatter
@jluisperezg
@_open_science_
@openscitalk
@googlemaps
@mauricio_sanche
@ferdevarela19
@deyaniras

Top Tweeters in G9:
@22views_
@money_personal
@mywaypress
@grjenkin
@emini_sir_kay
@bertboerland
@brazilsfe
@cyberia_mix
@carolabriceno
@dnatweets

Top Tweeters in G10:
@ppiixx
@alisonborealis
@digitalmaverick
@ayirpelle
@rhosking252
@sunamajiri
@yukinari230
@akimcampbell
@thomasforth
@damianome


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