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dataviz OR datavis since:2021-06-07 until:2021-06-14 Twitter NodeXL SNA Map and Report for Monday, 1 (experimental version)
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From:
SMRFoundation
Uploaded on:
June 14, 2021
Short Description:
dataviz OR datavis since:2021-06-07 until:2021-06-14 via NodeXL https://bit.ly/3pOu9UC
@cedscherer
@randal_olson
@dashboarddr
@datavizsociety
@blackstembot
@godfrey_g_
@tableau
@dr_xeo
@fabriciosx
@catherineadenle

Top hashtags:
#dataviz
#rstats
#datascience
#ai

Description:
Description
The graph represents a network of 5,250 Twitter users whose recent tweets contained "dataviz OR datavis since:2021-06-07 until:2021-06-14", 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, 14 June 2021 at 09:41 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 52-minute period from Monday, 07 June 2021 at 00:02 UTC to Sunday, 13 June 2021 at 23:55 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 : 5250
Unique Edges : 9385
Edges With Duplicates : 6048
Total Edges : 15433
Number of Edge Types : 5
Retweet : 6518
Mentions : 1619
Replies to : 459
MentionsInRetweet : 5547
Tweet : 1290
Self-Loops : 1379
Reciprocated Vertex Pair Ratio : 0.0253438113948919
Reciprocated Edge Ratio : 0.0494347576164016
Connected Components : 497
Single-Vertex Connected Components : 203
Maximum Vertices in a Connected Component : 3603
Maximum Edges in a Connected Component : 12767
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.834865
Graph Density : 0.00037877509548304
Modularity : 0.59272
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,250 Twitter users whose recent tweets contained "dataviz OR datavis since:2021-06-07 until:2021-06-14", 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, 14 June 2021 at 09:41 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 52-minute period from Monday, 07 June 2021 at 00:02 UTC to Sunday, 13 June 2021 at 23:55 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:2021-06-07 until:2021-06-14
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:
[346] https://www.reddit.com/r/dataisbeautiful/comments/nw5v8b/oc_all_the_passes_a_visualisation_of_1_million/
[294] https://www.cedricscherer.com/2021/06/06/visualizing-distributions-with-raincloud-plots-with-ggplot2/
[164] https://wmk-it.net/programming/the-comprehensive-guide-to-javascript-design-patterns-1623521119
[138] https://github.com/giswqs/leafmap
[125] https://m.tiktok.com/v/6972210727989890310.html?_d=secCgYIASAHKAESMgows4FsxPh7CvOS1itfcil34o%2BP5teiFaJEML622z6gmRhNxZrtd%2F50wBbMCCIoJhe8GgA%3D&checksum=0c5e9e57676c2c9c2bcbe2ee52295144193bed610685bb222123fc6e662eed75&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAASWRuB3WNkXHDzMQl91lfQPQV6lkL_e7GhZMVm_a269Qn60DOKac4oLqh6HjcBHIU&share_app_id=1233&share_item_id=6972210727989890310&share_link_id=8a2f1b4f-b8f8-4f89-9b24-0c2fb73a2f7a&source=h5_m×tamp=1623344375&u_code=dfec8k1i4eh0c3&user_id=6895044507940078597&utm_campaign=client_share&utm_medium=android&utm_source=copy
[111] https://leafmap.org/notebooks/15_openstreetmap/
[88] https://www.kdnuggets.com/2021/05/data-scientist-data-engineer-data-careers-explained.html
[84] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[82] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6
[81] https://nightingaledvs.com/

Top URLs in Tweet in G1:
[76] https://nightingaledvs.com/
[62] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[52] https://www.urban.org/research/publication/do-no-harm-guide-applying-equity-awareness-data-visualization?utm_source=urban_researcher&utm_medium=social&utm_campaign=do_no_harm_guide&utm_term=IBP&utm_content=JS
[46] https://nightingaledvs.com
[37] https://www.storytellingwithdata.com/blog/2021/6/8/colors-and-emotions-in-data-visualization
[31] https://github.com/gkaramanis/tidytuesday/tree/master/2021/2021-week23
[29] https://rss.org.uk/news-publication/news-publications/2021/section-group-reports/mary-eleanor-spear-dataviz-competition-for-childre/
[24] https://atmos.earth/brazil-land-defenders-fernando-dos-santos-araujo-massacre
[22] https://www.tableau.com/foundation/data-equity/do-no-harm
[18] https://github.com/MayaGans/recreating_art/blob/main/code/curves_and_straights.R

Top URLs in Tweet in G2:
[162] https://wmk-it.net/programming/the-comprehensive-guide-to-javascript-design-patterns-1623521119
[125] https://m.tiktok.com/v/6972210727989890310.html?_d=secCgYIASAHKAESMgows4FsxPh7CvOS1itfcil34o%2BP5teiFaJEML622z6gmRhNxZrtd%2F50wBbMCCIoJhe8GgA%3D&checksum=0c5e9e57676c2c9c2bcbe2ee52295144193bed610685bb222123fc6e662eed75&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAASWRuB3WNkXHDzMQl91lfQPQV6lkL_e7GhZMVm_a269Qn60DOKac4oLqh6HjcBHIU&share_app_id=1233&share_item_id=6972210727989890310&share_link_id=8a2f1b4f-b8f8-4f89-9b24-0c2fb73a2f7a&source=h5_m×tamp=1623344375&u_code=dfec8k1i4eh0c3&user_id=6895044507940078597&utm_campaign=client_share&utm_medium=android&utm_source=copy
[86] https://www.kdnuggets.com/2021/05/data-scientist-data-engineer-data-careers-explained.html
[79] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6
[63] https://www.kdnuggets.com/2021/04/most-demand-skills-data-scientists.html
[49] https://towardsdatascience.com/7-tips-to-increase-your-productivity-in-python-bc1835622aa5
[47] https://www.kdnuggets.com/2021/04/7-must-haves-data-science-cv.html
[41] https://searchbusinessanalytics.techtarget.com/feature/The-next-generation-data-scientist?es_id=5bf009a7f0
[41] https://www.forbes.com/sites/alanohnsman/2021/04/26/ai-50-americas-most-promising-artificial-intelligence-companies/?sh=5ada66e577cf
[38] https://successanalytics.blogspot.com/

Top URLs in Tweet in G3:
[331] https://www.reddit.com/r/dataisbeautiful/comments/nw5v8b/oc_all_the_passes_a_visualisation_of_1_million/
[24] https://www.reddit.com/r/MapPorn/comments/nyfq9q/the_topography_of_the_roman_empire_ad_117/
[21] https://www.reddit.com/r/dataisbeautiful/comments/ny7a7z/the_office_character_speech_frequency_oc/
[10] https://www.reddit.com/r/dataisbeautiful/comments/nxf5ow/distribution_of_brick_colours_in_current_lego/
[6] https://www.reddit.com/r/dataisbeautiful/comments/nve04b/oc_percentage_of_adults_reporting_binge_or_heavy/
[4] https://www.reddit.com/r/dataisbeautiful/comments/ns2h9m/oc_what_do_europeans_feel_most_attached_to_their/
[4] https://www.reddit.com/r/dataisbeautiful/comments/msnhhl/oc_results_from_survey_on_how_to_best_reduce_your/
[3] https://www.reddit.com/r/dataisbeautiful/comments/ns7mbx/age_of_the_buildings_in_paris_improved_version_oc/
[3] https://www.reddit.com/r/dataisbeautiful/comments/npscky/oc_where_is_each_chess_piece_usually_captured/
[3] https://twitter.com/randal_olson/status/1402813229735182337

Top URLs in Tweet in G4:
[267] https://www.cedricscherer.com/2021/06/06/visualizing-distributions-with-raincloud-plots-with-ggplot2/
[4] https://cedricscherer.com/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/
[4] https://www.storytellingwithdata.com/blog/2021/6/8/colors-and-emotions-in-data-visualization
[4] https://r-charts.com/
[4] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[3] https://www.cedricscherer.com/2021/06/06/visualizing-distributions-with-raincloud-plots-with-ggplot2/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_339
[2] https://www.physalia-courses.org/courses-workshops/course56/
[2] https://rbgdata.wordpress.com/2021/05/31/designing-for-accessibility-easy-steps-to-make-your-tableau-visualizations-more-screen-reader-friendly/
[1] https://nightingaledvs.com/
[1] https://tuowang.rbind.io/post/2021-03-25-ggplot2-extensions/

Top URLs in Tweet in G5:
[26] https://bryanwhiting.github.io/dsnews/
[7] https://www.economist.com/graphic-detail/2021/03/15/young-people-stand-to-make-dismal-returns-on-their-investments
[7] https://www.economist.com/graphic-detail/tracking-coronavirus-across-the-world
[6] https://www.economist.com/graphic-detail/2021/01/29/why-penalties-are-becoming-more-common-in-elite-football
[6] https://www.economist.com/graphic-detail/2021/04/06/the-imf-boosts-global-growth-forecasts-for-the-second-time-this-year
[4] https://www.chi2innovations.com/blog/discover-visualisation-blog-series/the-one-sure-fire-path-to-the-best-data-visualisation/
[3] https://clauswilke.com/dataviz/
[3] https://opsmatters.com/organisations/databox
[3] https://www.amazon.com/Computer-Graphics-Tutorial-Walkthrough-Education-ebook/dp/B08X3S68PK?dchild=1&keywords=cuda+education+buffer&qid=1615430168&s=digital-text&sr=1-2&linkCode=sl1&tag=nickdancriddr-20&linkId=34aff0cbfb4cda07f0e04c11c2db26d9&language=en_US&ref_=as_li_ss_tl
[3] https://www.youtube.com/watch?v=zu_VcbCc0-E&feature=youtu.be


Top URLs in Tweet in G6:
[20] https://www.visualcapitalist.com/worlds-top-50-influencers-across-social-media-platforms/
[19] https://www.visualcapitalist.com/mapped-the-top-10-billionaire-cities/
[16] https://www.visualcapitalist.com/a-visual-guide-to-human-emotion/
[15] https://www.intechopen.com/online-first/visual-data-science
[8] https://www.simplilearn.com/tutorials/power-bi-tutorial/what-is-power-bi
[6] https://twitter.com/sayhitojustin1/status/1402703330447663105
[6] https://www.weforum.org/agenda/2021/06/global-steel-production/
[4] https://datamatters.org/
[4] https://analyticsindiamag.com/study-analytics-and-data-science-jobs-in-india-april-2021/
[4] https://datavizcatalogue.com/

Top URLs in Tweet in G7:
[132] https://github.com/giswqs/leafmap
[106] https://leafmap.org/notebooks/15_openstreetmap/
[28] https://leafmap.org
[17] https://github.com/davemlz/eemont/blob/master/tutorials/017-VIIRS-Products-Clouds-Masking.ipynb
[15] https://view.e.economist.com/?qs=82dd8e6fd974dbf5a0166b914b493c9ec55e1b494df2afa8a3db5c8bcef482335a05597789b49798e6efe258a0b02ad3b8eb94e3936a525284522dc789da5a612b9a4c677f3aaa75b745a725840925f1
[12] https://leafmap.org/notebooks/18_point_layer/
[12] https://www.youtube.com/watch?v=b1pmD4IAsNU&feature=youtu.be

[6] https://landgeist.com/2021/06/12/happiness-index/
[5] https://github.com/davemlz/eemont/blob/master/tutorials/015-Scaling-ANY-Raster-From-GEE-STAC.ipynb
[5] https://landgeist.com/2021/06/10/marriage-rate-in-europe/

Top URLs in Tweet in G8:
[7] https://labs.waterdata.usgs.gov/visualizations/temperature-prediction/index.html?utm_source=twitter&utm_medium=data_sci&utm_campaign=data_avail
[5] https://github.com/milos-agathon/forest_map_europe
[3] https://milospopovic.net/overlay-spatial-polygon-on-satellite-imagery-using-r/
[2] https://dominicroye.github.io/es/2021/cartograf%C3%ADa-firefly/
[2] https://www.theverge.com/22518557/data-breach-infographic-leaked-passwords-have-i-been-pwned?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://public.tableau.com/app/profile/michael.dunphy8764/viz/NeverMarriedontheRise_16231773389020/Dashboard
[1] https://twitter.com/milos_agathon/status/1401538472222113795
[1] https://twitter.com/dr_xeo/status/1293487454360608772
[1] https://www.storytellingwithdata.com/blog/2021/6/8/colors-and-emotions-in-data-visualization
[1] https://labs.waterdata.usgs.gov/visualizations/snow-to-flow/index.html?utm_source=twitter&utm_medium=datasci&utm_campaign=multitask_preprint&utm_source=hootsuite&utm_medium=twitter&utm_term=a6b7bc46-381c-4ad1-adfd-ee7faec72c8d&utm_content=usgs_datasci&utm_campaign=general-sharing#/

Top URLs in Tweet in G9:
[4] https://i.ibb.co/tLcrDZp/francegif-goodtiming-fullsize.gif

Top URLs in Tweet in G10:
[10] http://wrld.bg/CX6l50CicQh
[6] https://www.reddit.com/r/dataisbeautiful/comments/nu9cd5/oc_heres_how_the_g20s_energy_mix_has_changed_over/
[4] https://labs.waterdata.usgs.gov/visualizations/temperature-prediction/index.html?utm_source=twitter&utm_medium=usgs_water&utm_campaign=womeninstem#/monitoring
[3] https://www.reddit.com/r/dataisbeautiful/comments/nwnmgu/oc_should_we_be_worried_about_inflation_heres_a/
[3] https://www.reddit.com/r/dataisbeautiful/comments/nx0hee/oc_global_surface_temperature_anomalies_this_is_a/
[2] https://www.reddit.com/r/dataisbeautiful/comments/nyugb1/topographical_relief_of_the_indian_subcontinent_oc/
[2] https://www.reddit.com/r/dataisbeautiful/comments/nyteja/proportion_of_women_in_bachelor_programmes_at/
[2] https://www.reddit.com/r/dataisbeautiful/comments/ntkx4n/oc_government_debt_of_the_g7_from_1980_to_2020/
[2] https://www.reddit.com/r/dataisbeautiful/comments/4o18ni/the_soviet_union_in_comparison_to_other_countries/?utm_source=ifttt
[2] https://www.reddit.com/r/dataisbeautiful/comments/ntxpga/oc_countries_with_a_higher_life_expectancy_than/

Top Domains
Top Domains in Tweet in Entire Graph:
[524] reddit.com
[510] github.com
[354] twitter.com
[305] cedricscherer.com
[239] kdnuggets.com
[180] medium.com
[168] nightingaledvs.com
[164] wmk-it.net
[158] youtube.com
[154] leafmap.org

Top Domains in Tweet in G1:
[221] github.com
[159] nightingaledvs.com
[120] tableau.com
[96] twitter.com
[64] griddb.net
[58] urban.org
[39] storytellingwithdata.com
[29] org.uk
[25] highcharts.com
[24] atmos.earth

Top Domains in Tweet in G2:
[230] kdnuggets.com
[162] wmk-it.net
[153] tiktok.com
[109] medium.com
[77] techtarget.com
[49] towardsdatascience.com
[47] blogspot.com
[41] forbes.com
[41] bah.com
[41] linkedin.com

Top Domains in Tweet in G3:
[422] reddit.com
[3] twitter.com
[2] gov.uk
[1] google.com
[1] cedricscherer.com
[1] github.com

Top Domains in Tweet in G4:
[278] cedricscherer.com
[4] storytellingwithdata.com
[4] r-charts.com
[3] twitter.com
[3] dataly.es
[2] physalia-courses.org
[2] reddit.com
[2] wordpress.com
[1] nightingaledvs.com
[1] rbind.io

Top Domains in Tweet in G5:
[47] twitter.com
[26] economist.com
[26] github.io
[12] youtube.com
[8] chi2innovations.com
[7] reddit.com
[4] tableau.com
[4] opsmatters.com
[4] amazon.com
[3] clauswilke.com

Top Domains in Tweet in G6:
[55] visualcapitalist.com
[15] intechopen.com
[13] coviz.org
[12] twitter.com
[8] simplilearn.com
[7] medium.com
[6] reddit.com
[6] weforum.org
[4] datamatters.org
[4] analyticsindiamag.com

Top Domains in Tweet in G7:
[154] github.com
[148] leafmap.org
[18] economist.com
[12] youtube.com
[12] landgeist.com
[4] usgs.gov
[3] esri.com
[3] allthatgeo.com
[2] schockwellenreiter.de
[2] arcgis.com

Top Domains in Tweet in G8:
[9] usgs.gov
[5] github.com
[3] milospopovic.net
[2] twitter.com
[2] github.io
[2] theverge.com
[2] tableau.com
[2] landgeist.com
[1] storytellingwithdata.com

Top Domains in Tweet in G9:
[4] ibb.co

Top Domains in Tweet in G10:
[50] reddit.com
[10] wrld.bg
[4] usgs.gov
[4] medium.com
[2] dri.ie
[2] cedricscherer.com
[2] theherdlocker.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6912] dataviz
[2309] rstats
[2308] datascience
[2205] ai
[1960] 100daysofcode
[1816] python
[1720] analytics
[1660] bigdata
[1425] coding
[1292] iot



Top Hashtags in Tweet in G1:
[1017] dataviz
[367] rstats
[226] tidytuesday
[127] datavisualization
[90] datafam
[82] donoharmguide
[75] communitylove
[74] python
[66] datascience
[64] griddb

Top Hashtags in Tweet in G2:
[2160] dataviz
[1966] ai
[1910] 100daysofcode
[1894] datascience
[1639] python
[1575] analytics
[1480] bigdata
[1382] coding
[1311] rstats
[1162] machinelearning

Top Hashtags in Tweet in G3:
[445] dataviz
[331] football
[331] soccer
[24] history
[21] theoffice
[16] datascience
[10] lego
[8] matlab
[8] matplotlib
[8] earth

Top Hashtags in Tweet in G4:
[560] ggplot2
[320] dataviz
[297] rstats
[9] datavisualization
[6] dashboard
[4] barbarplot
[4] dobetter
[4] datascience
[4] rstatses
[4] blogdown

Top Hashtags in Tweet in G5:
[217] dataviz
[30] datavisualization
[17] data
[11] datascience
[10] covid19
[8] visualization
[8] analytics
[7] taiwan
[7] civictech
[7] bot

Top Hashtags in Tweet in G6:
[245] dataviz
[88] datascience
[69] ai
[58] bigdata
[40] socialmedia
[39] python
[36] ml
[35] analytics
[31] machinelearning
[31] 4ir

Top Hashtags in Tweet in G7:
[201] dataviz
[176] gis
[154] geopython
[152] geospatial
[134] leafmap
[122] jupyter
[121] mapping
[120] ipyleaflet
[118] openstreetmap
[23] python

Top Hashtags in Tweet in G8:
[142] dataviz
[122] rstats
[66] climate
[39] datascience
[26] maps
[18] geospatial
[18] bigdata
[17] datavisualization
[16] gis
[14] visualart

Top Hashtags in Tweet in G9:
[108] dataviz
[106] rstats
[1] internet
[1] online
[1] data
[1] datascience
[1] maps

Top Hashtags in Tweet in G10:
[136] dataviz
[69] ai
[68] ddj
[66] scicom
[66] datalit
[66] infolit
[66] msca
[10] didyouknow
[10] floodrisk
[9] datascience

Top Words
Top Words in Tweet in Entire Graph:
[7563] #dataviz
[2873] data
[2701] #datascience
[2529] #rstats
[2285] #ai
[2180] #python
[2015] #bigdata
[2014] #100daysofcode
[1793] #analytics
[1729] #iot

Top Words in Tweet in G1:
[1048] #dataviz
[460] data
[392] #rstats
[226] #tidytuesday
[184] please
[177] code
[165] fish
[155] tableau
[153] great
[148] week

Top Words in Tweet in G2:
[2668] #dataviz
[2230] #datascience
[2036] #ai
[1986] #python
[1962] #100daysofcode
[1819] #bigdata
[1641] #analytics
[1637] #coding
[1586] #machinelearning
[1580] #iot

Top Words in Tweet in G3:
[445] #dataviz
[422] source
[333] made
[331] million
[331] passes
[331] during
[331] 890
[331] matches
[331] played
[331] major

Top Words in Tweet in G4:
[561] #ggplot2
[324] #dataviz
[301] #rstats
[275] such
[275] charts
[274] blog
[273] plots
[270] boxplots
[269] finally
[269] raincloud

Top Words in Tweet in G5:
[217] #dataviz
[70] data
[58] more
[41] dataviz
[31] see
[30] #datavisualization
[29] detail
[26] graphic
[17] #data
[15] visualization

Top Words in Tweet in G6:
[267] #dataviz
[94] #datascience
[76] visualcap
[72] jolaburnett
[72] hana_elsayyed
[72] data
[70] #ai
[60] #bigdata
[56] betamoroney
[53] shi4tech

Top Words in Tweet in G7:
[209] #dataviz
[179] #gis
[156] #geopython
[153] #geospatial
[137] data
[134] #leafmap
[134] #ipyleaflet
[132] github
[124] #jupyter
[122] #mapping

Top Words in Tweet in G8:
[145] #dataviz
[132] dates
[125] #rstats
[85] map
[83] europe
[69] highest
[68] year
[67] temperatures
[66] still
[66] month

Top Words in Tweet in G9:
[196] eu
[108] #dataviz
[106] #rstats
[101] people
[98] feel
[98] attached
[98] region
[98] country
[98] europe
[98] results

Top Words in Tweet in G10:
[209] data
[143] #dataviz
[134] journalism
[69] #ai
[68] looking
[68] #ddj
[67] visualisation
[67] science
[66] high
[66] calibre

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1147] #analytics,#bigdata
[975] #iot,#iiot
[943] #python,#datascience
[935] #100daysofcode,#dataviz
[931] #rstats,#ai
[887] #bigdata,#rstats
[862] #ml,#nlp
[856] #datascientists,#analytics
[855] #tensorflow,#coding
[847] #iiot,#ml

Top Word Pairs in Tweet in G1:
[148] #rstats,#dataviz
[110] great,lakes
[97] #datavisualization,#dataviz
[77] nightingale,site
[75] thrilled,unveil
[75] unveil,paywall
[75] paywall,free
[75] free,nightingale
[75] site,featuring
[75] featuring,mark

Top Word Pairs in Tweet in G2:
[1112] #analytics,#bigdata
[948] #iot,#iiot
[905] #python,#datascience
[904] #100daysofcode,#dataviz
[900] #rstats,#ai
[851] #bigdata,#rstats
[835] #ml,#nlp
[826] #datascientists,#analytics
[825] #tensorflow,#coding
[823] #iiot,#ml

Top Word Pairs in Tweet in G3:
[331] #dataviz,million
[331] million,passes
[331] passes,made
[331] made,during
[331] during,890
[331] 890,matches
[331] matches,played
[331] played,major
[331] major,#football
[331] #football,leagues

Top Word Pairs in Tweet in G4:
[283] #rstats,#ggplot2
[269] raincloud,plots
[269] #ggplot2,#dataviz
[267] blog,finally
[267] finally,finished
[267] finished,visualizing
[267] visualizing,distributions
[267] distributions,raincloud
[267] plots,#ggplot2
[267] #ggplot2,showing

Top Word Pairs in Tweet in G5:
[27] detail,#dataviz
[27] see,more
[26] graphic,detail
[26] #dataviz,see
[16] #dataviz,#datavisualization
[10] covid,19
[8] data,visualization
[7] #datavisualization,#dataviz
[7] last,100
[7] 100,bills

Top Word Pairs in Tweet in G6:
[52] nevillegaunt,drjdrooghaag
[52] drjdrooghaag,joannmoretti
[36] jolaburnett,hana_elsayyed
[35] #dataviz,chboursin
[35] joannmoretti,fogle_shane
[33] hana_elsayyed,dahl_consult
[29] #datascience,#ai
[26] data,1gb
[22] top,50
[21] top,10

Top Word Pairs in Tweet in G7:
[134] #dataviz,#gis
[120] #leafmap,feature
[120] notebook,github
[120] github,#geopython
[118] downloading,#openstreetmap
[118] single,line
[118] line,code
[110] #geopython,#jupyter
[108] #jupyter,#mapping
[108] #mapping,#dataviz

Top Word Pairs in Tweet in G8:
[66] still,month
[66] month,away
[66] away,dates
[66] dates,reach
[66] reach,highest
[66] highest,maximum
[66] maximum,temperatures
[66] temperatures,year
[66] year,called
[66] called,dog

Top Word Pairs in Tweet in G9:
[105] #dataviz,#rstats
[98] people,eu
[98] eu,feel
[98] feel,attached
[98] attached,region
[98] region,country
[98] country,europe
[98] europe,results
[98] results,survey
[98] survey,eu

Top Word Pairs in Tweet in G10:
[68] data,journalism
[68] #ddj,#dataviz
[66] looking,high
[66] high,calibre
[66] calibre,researchers
[66] researchers,year
[66] year,european
[66] european,postdoctoral
[66] postdoctoral,fellowship
[66] fellowship,data

Top Replied-To
Top Replied-To in Entire Graph:
@strat_ai
@chantalsimonato
@erictopol
@slalom
@rosanaferrero
@dataviz_
@jcesarpl
@mrzackmorris
@yabellini
@roberto_mst

Top Replied-To in G1:
@marclelijveld
@scotthmurray
@szczespiotr
@sagitaninta
@cedscherer
@tableaupublic
@palpoblo
@visualisingdata
@datavizsociety
@strat_ai

Top Replied-To in G2:
@strat_ai
@chantalsimonato
@rosanaferrero
@jcesarpl
@omarbellomd
@roberto_mst
@yabellini
@luisillotellez
@marcelo_vera_a
@stephanzhao

Top Replied-To in G5:

Top Replied-To in G8:
@palpoblo

Top Mentioned
Top Mentioned in Entire Graph:
@tableau
@datacitron
@ai_miami
@mlb
@mlbstats
@visualcap
@epa
@mikequindazzi
@jolaburnett
@hana_elsayyed

Top Mentioned in G1:
@tableau
@datacitron
@epa
@tableaupublic
@storywithdata
@mikevizneros
@lampreycontrol
@historyofstats
@statsyss
@atmosmag

Top Mentioned in G2:
@ai_miami
@mikequindazzi
@avizyt
@sminaev2015
@frisesally
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@semicvet50

Top Mentioned in G4:
@cedscherer
@infobeautiful
@frankelavsky
@jbkurland
@datacitron
@storywithdata
@mikevizneros
@randal_olson

Top Mentioned in G5:
@warninggraphicc

Top Mentioned in G6:
@visualcap
@jolaburnett
@hana_elsayyed
@betamoroney
@shi4tech
@nevillegaunt
@drjdrooghaag
@joannmoretti
@kalydeoo
@anand_narang

Top Mentioned in G7:
@theeconomist
@stevenfeldman
@holoviz_org
@who
@mrespiritu
@melindaperera_
@mvollmer1
@shi4tech
@kanezadiane
@esri_de

Top Mentioned in G8:
@annalom87
@robroc
@aemet_esp
@john_m_nelson
@dr_xeo
@bahmanajdari
@simongerman600
@storywithdata
@mikevizneros
@usgs_datasci

Top Mentioned in G10:
@dri_ireland
@angrybunnie
@bahareh360
@ediefdavis
@cedscherer
@randal_olson
@dataisbeautiful
@strat_ai
@dr_keithmcnulty
@sarincr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@ejlazar
@huskorkut
@monicasloves
@femtech_
@mhall55nine
@xaelbot
@aaroncuddeback

Top Tweeters in G1:
@dataaugmented
@bbcsport
@ranidasi13
@conjja
@higuera2866
@lkafle
@rstatstweet
@greentechdon
@iinderz
@_kuball_

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@chidambara09
@ejlazar
@huskorkut
@monicasloves
@mhall55nine
@xaelbot
@aaroncuddeback
@codedailybot

Top Tweeters in G3:
@baarahk
@thefrstdellyist
@quixoticgeek
@cfcgyan
@__wcloveranaco
@damianome
@_betterwithage
@veritasardentur
@mokkacheenu
@edgarthetallone

Top Tweeters in G4:
@ayirpelle
@_ladytopaz
@operationoxygen
@neuroeco
@kxsmo
@antoviral
@tangming2005
@dataandme
@dgermain21
@barterisevil

Top Tweeters in G5:
@csa_dvillamizar
@roeroelectric
@guenterhack
@money_personal
@willdizard
@mathhombre
@iamscicomm
@transportgooru
@seamlessblend
@talktexasoil

Top Tweeters in G6:
@viralvideovlogs
@gezgintrk
@pekkalooking
@marshacollier
@gokula15sai
@jfsebastian146
@shi4tech
@ilovebooks786
@openmarketingtv
@ft

Top Tweeters in G7:
@aldoceccarelli
@arjpascal
@theeconomist
@listenbin
@publichealthmap
@tgsousa_
@clearmapping
@firozkh46754379
@lhirlimann
@diarmui82991142

Top Tweeters in G8:
@elalam_vnz
@vschneider1
@devvibesbot
@ossmeteobargone
@parvez1
@desselebrada
@bossito
@nufcedkevin
@patrickandrews
@patstagepage

Top Tweeters in G9:
@moniquedhooghe
@scipiondesalm
@tabernita
@kanyabel
@pes_maravilla
@sandzwerg
@golwar
@garuagarua
@gonzalouchikari
@martavs1981

Top Tweeters in G10:
@sdreyse
@antiprofessor
@grjenkin
@marianatrobosky
@darkzeratul
@januszcwikla
@vickytnz
@thesiswhisperer
@womeninstemsa
@geo_maps


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