dataviz OR datavis, Twitter, 8/7/2021 5:46:59 AM, 259656


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dataviz OR datavis_2021-08-06_17-05-17.xlsx
dataviz OR datavis_2021-08-06_17-05-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2021
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/3s39Xzw
@giswqs
@dashboarddr
@randal_olson
@catherineadenle
@developerbot_v1
@dr_xeo
@kirkdborne
@jschwabish
@dmlmont
@andresvarela

Top hashtags:
#dataviz
#ai
#data
#datascience
#analytics
#bigdata
#datascientists
#ml

Description:
Description
The graph represents a network of 4,730 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 Saturday, 07 August 2021 at 00:17 UTC.

The requested start date was Friday, 06 August 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 8-day, 2-hour, 24-minute period from Wednesday, 28 July 2021 at 21:24 UTC to Thursday, 05 August 2021 at 23:49 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 : 4730
Unique Edges : 2529
Edges With Duplicates : 12955
Total Edges : 15484
Number of Edge Types : 5
Retweet : 5752
MentionsInRetweet : 6929
Replies to : 183
Tweet : 1276
Mentions : 1344
Self-Loops : 1358
Reciprocated Vertex Pair Ratio : 0.0166300596171949
Reciprocated Edge Ratio : 0.0327160493827161
Connected Components : 574
Single-Vertex Connected Components : 245
Maximum Vertices in a Connected Component : 3000
Maximum Edges in a Connected Component : 12150
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.899593
Graph Density : 0.000289697369074001
Modularity : 0.398535
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,730 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 Saturday, 07 August 2021 at 00:17 UTC.

The requested start date was Friday, 06 August 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 8-day, 2-hour, 24-minute period from Wednesday, 28 July 2021 at 21:24 UTC to Thursday, 05 August 2021 at 23:49 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:
[116] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[50] https://www.reddit.com/r/dataisbeautiful/comments/owmna6/oc_global_smartphone_os_market_share/
[44] https://app.gishub.org/voila/render/leafmap.ipynb
[32] https://twitter.com/KiaSpeaks/status/1422535010406604805
[29] https://bryanwhiting.github.io/dsnews/
[27] https://twinybots.ch/
[25] https://analyticsindiamag.com/top-mlops-books-in-2021/
[24] https://github.com/mitchellkrogza/Phishing.Database
[22] https://www.youtube.com/watch?v=rjk3fN4nWBg&feature=youtu.be

[21] https://raw.githubusercontent.com/j-lillis/Tidy-Tuesday/main/US%20Droughts%20(20-07-2021)/us_droughts_plot.png

Top URLs in Tweet in G1:
[37] https://app.gishub.org/voila/render/leafmap.ipynb
[25] https://analyticsindiamag.com/top-mlops-books-in-2021/
[20] https://www.ft.com/content/60581224-3335-11e8-b5bf-23cb17fd1498
[19] https://www.youtube.com/watch?v=rjk3fN4nWBg&feature=youtu.be

[16] https://numfocus.salsalabs.org/subscribe
[15] https://successanalytics.blogspot.com/
[13] https://mitpress.mit.edu/books/giving-bodies-back-data
[12] https://www.fiverr.com/195597868?gig_id=195597868&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[9] https://griddb.net/en/blog/griddb-docker-container-and-zeppelin-how-the-three-tools-work-together/
[9] https://blog.logrocket.com/how-to-use-billboard-js/

Top URLs in Tweet in G2:
[19] https://raw.githubusercontent.com/j-lillis/Tidy-Tuesday/main/US%20Droughts%20(20-07-2021)/us_droughts_plot.png
[16] https://www.infoworld.com/article/3626911/create-interactive-ggplot-graphs-in-r-with-ggiraph.html
[14] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[8] https://kpress.dev/blog/2021-07-26-tidy-tuesday-olympic-medals/
[7] https://youcanknowthings.com/2021/07/31/visualizing-contagion-how-infectious-is-delta/
[5] https://github.com/alex-ondrus/tv_tweets
[3] https://app.gishub.org/voila/render/leafmap.ipynb
[3] https://statisticsglobe.com/add-common-legend-to-combined-ggplot2-plots-in-r/
[3] https://github.com/PursuitOfDataScience/TidyTuesdayWork/blob/main/2021-08-03/2021-08-03.R
[2] https://github.com/MarcSkovMadsen/awesome-panel-introduction

Top URLs in Tweet in G3:
[108] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[47] https://www.reddit.com/r/dataisbeautiful/comments/owmna6/oc_global_smartphone_os_market_share/
[10] https://www.reddit.com/r/dataisbeautiful/comments/otxlbo/apples_latest_quarter_visualized_oc/
[10] https://twitter.com/KiaSpeaks/status/1422535010406604805
[5] https://www.reddit.com/r/DataArt/comments/oqbmko/a_childs_skills_by_age/
[3] https://www.reddit.com/r/dataisbeautiful/comments/os2gmd/oc_symptomatic_breakthrough_covid19_infections/
[3] https://www.reddit.com/r/dataisbeautiful/comments/opmx7a/oc_the_delta_variant_has_become_prevalent_since/
[2] https://www.reddit.com/r/dataisbeautiful/comments/ns7mbx/age_of_the_buildings_in_paris_improved_version_oc/
[2] https://www.reddit.com/r/dataisbeautiful/comments/jslbn9/us_elevation_tiles_oc/
[1] https://www.reddit.com/r/dataisbeautiful/comments/oyfk71/oc_percentage_of_adults_vaccinated_in_europe_one/

Top URLs in Tweet in G4:
[29] https://bryanwhiting.github.io/dsnews/
[11] https://twinybots.ch/
[8] https://medium.com/@phuoccong99/mining-airbnb-dataset-2b8e4d67dc17?source=rss------machine_learning-5&utm_source=dlvr.it&utm_medium=twitter
[8] https://www.economist.com/graphic-detail/2021/03/15/young-people-stand-to-make-dismal-returns-on-their-investments
[7] https://www.ironmountain.co.uk/resources/best-practice-guides/d/data-insights-guidebook
[7] https://twitter.com/scottbix/status/1420763671010103297
[7] https://www.economist.com/graphic-detail/2021/04/06/the-imf-boosts-global-growth-forecasts-for-the-second-time-this-year
[7] https://www.economist.com/graphic-detail/tracking-coronavirus-across-the-world
[7] https://www.economist.com/graphic-detail/2021/01/29/why-penalties-are-becoming-more-common-in-elite-football
[6] https://twitter.com/KiaSpeaks/status/1422535010406604805

Top URLs in Tweet in G5:
[7] https://blog.datawrapper.de/in-defense-of-simple-charts/
[4] https://www.gov.uk/government/publications/renewable-energy-planning-database-monthly-extract
[4] https://twitter.com/lisacrost/status/1419686314551779330
[3] https://puntofisso.net/newsletter/
[2] https://numfocus.salsalabs.org/subscribe
[2] https://twitter.com/WarningGraphicC/status/1421014447892672513
[2] https://twitter.com/KiaSpeaks/status/1422535010406604805
[2] https://warninggraphiccontent.tumblr.com/post/658115738893205504/30-july-2021
[1] https://twitter.com/lisacrost/status/1420059135811461123
[1] https://dominicroye.github.io/en/2021/bivariate-dasymetric-map/

Top URLs in Tweet in G6:
[6] https://teespring.com/generative-art-tee-009?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[5] https://teespring.com/generative-art-tee-007?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[4] https://teespring.com/generative-art-tee-002?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[4] https://teespring.com/generative-art-tee-010?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F8-rules-for-optimal-use-of-color-in-data-visualization-b283ae1fc1e2
[4] https://teespring.com/generative-art-tee-004?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[3] https://teespring.com/generative-art-tee-008?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[3] https://www.amazon.com/gp/product/1119002257/ref=as_li_ss_shr?ie=UTF8&linkCode=shr&tag=amz0e61-20&language=en_US&creativeASIN=1119002257&camp=213733&creative=393185&linkId=534caa2ba4b024b3226f456fd9e8b787
[3] https://teespring.com/generative-art-tee-005?tsmac=store&tsmic=random-dataviz&pid=46&cid=2739
[3] https://observablehq.com/@sandravizmad/100_days_d3_dataviz

Top URLs in Tweet in G7:
[8] https://public.tableau.com/app/profile/naresh.suglani/viz/TypesofInfluenzaProjectviz2educate/Influenza
[3] https://medium.com/low-code-for-advanced-data-science/how-to-create-an-interactive-dashboard-in-three-steps-with-knime-analytics-platform-c09d6d4f91b2
[3] https://infogr8.com/our-work/thomson-reuters-foundation-pace/
[3] https://public.tableau.com/app/profile/rebecca.kang/viz/BikeCollisionsinLondon2005-2019_16280291290400/Dashboard2
[3] https://bisamurai.com?utm_source=1000&utm_medium=1000&utm_campaign=1011
[3] https://public.tableau.com/app/profile/ben6702/viz/DoctorWho_16274838112560/Dashboard1
[3] https://note.com/tableau_kun/n/n5f1e36457d12
[2] https://public.tableau.com/app/profile/emilia.cebrat/viz/MakeoverMonday2021W31_16280822920350/Dashboard1
[2] https://public.tableau.com/app/profile/nehachandravanshi/viz/AmericasRacialBreakdownbyStates/Dashboard4?publish=yes
[2] https://twitter.com/flerlagekr/status/1422188385280700424

Top URLs in Tweet in G8:
[6] https://www.kdnuggets.com/2020/05/top-10-data-visualization-tools-every-data-scientist.html
[3] https://twitter.com/smfrogers/status/1421146359759966215
[3] https://cdn.naaee.org/system/files/harmony/images/screen_shot_2021-02-04_at_09.50.17.png
[3] https://www.analytics2inform.com/blog/how-martech-can-help-you-scale-your-coe-efforts
[2] https://www.datavisualizationsociety.org/membership
[2] https://depictdatastudio.com/charts/
[2] https://stephanieevergreen.com/qualitative-chart-chooser-3/
[2] https://www.kdnuggets.com/2021/06/data-visualization-feature-selection.html
[2] https://link.medium.com/G9YcBDarrib
[2] https://twitter.com/vizchic/status/1420711453036736514

Top URLs in Tweet in G9:
[4] https://www.reddit.com/r/dataisbeautiful/comments/ox4ja1/gdp_per_capita_across_the_world_in_2020_oc/
[4] https://www.reddit.com/r/dataisbeautiful/comments/oxi7xc/erectile_dysfunction_is_3x_higher_in_covid/
[3] https://www.reddit.com/r/dataisbeautiful/comments/otlt9m/oc_simple_graph_illustrating_median_home_price_in/
[3] https://www.reddit.com/r/dataisbeautiful/comments/ow11z7/oc_after_26_years_yulimar_rojas_breaks_the_world/
[2] https://donnacoles.home.blog/2021/08/05/can-you-find-the-needle-in-the-haystack/
[2] https://public.tableau.com/app/profile/lorna.eden/viz/WOW2021W30/WOW2021Week30LetsgoStreaking?publish=yes
[2] https://www.reddit.com/r/dataisbeautiful/comments/oyggnu/where_can_you_afford_to_live_on_the_minimum_wage/
[2] https://www.reddit.com/r/dataisbeautiful/comments/otxlbo/apples_latest_quarter_visualized_oc/
[2] https://www.reddit.com/r/dataisbeautiful/comments/otr08i/oc_us_state_canadian_provinces_by_asian/
[2] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/

Top URLs in Tweet in G10:
[3] https://twitter.com/plotlygraphs/status/1411395563711389696
[3] https://plotly.net/
[1] https://github.com/davemlz/spectral/blob/main/examples/spectral-example-1-attributes.js
[1] https://link.medium.com/smTHPL8jmib
[1] https://app.gishub.org/voila/render/leafmap.ipynb
[1] https://twitter.com/thedataprof/status/1422050360068173825
[1] https://www.youtube.com/watch?v=rjk3fN4nWBg&feature=youtu.be

[1] https://www.shorturl.at/jlqI6
[1] https://plotly.net/0_1_image-export.html

Top Domains
Top Domains in Tweet in Entire Graph:
[300] twitter.com
[246] reddit.com
[126] github.com
[72] medium.com
[60] youtube.com
[53] tableau.com
[48] teespring.com
[45] gishub.org
[43] github.io
[37] githubusercontent.com

Top Domains in Tweet in G1:
[38] gishub.org
[28] medium.com
[28] blogspot.com
[26] analyticsindiamag.com
[25] github.com
[25] youtube.com
[21] ft.com
[19] griddb.net
[19] datasciencecentral.com
[18] 7wdata.be

Top Domains in Tweet in G2:
[53] github.com
[19] githubusercontent.com
[17] infoworld.com
[9] kpress.dev
[7] twitter.com
[7] youcanknowthings.com
[4] mybinder.org
[4] github.io
[3] youtube.com
[3] gishub.org

Top Domains in Tweet in G3:
[184] reddit.com
[10] twitter.com
[1] gov.uk
[1] gishub.org
[1] visualcapitalist.com
[1] substack.com

Top Domains in Tweet in G4:
[85] twitter.com
[31] economist.com
[30] github.io
[30] cityofnewyork.us
[12] medium.com
[11] twinybots.ch
[7] co.uk
[5] kepler.gl
[4] youtube.com
[4] tableau.com

Top Domains in Tweet in G5:
[15] twitter.com
[9] datawrapper.de
[7] gov.uk
[3] puntofisso.net
[2] salsalabs.org
[2] tumblr.com
[1] github.io
[1] muzejgenocida.rs
[1] storytellingwithdata.com
[1] adelenel.ai

Top Domains in Tweet in G6:
[39] teespring.com
[12] twitter.com
[8] hicetnunc.xyz
[6] policyviz.com
[6] amazon.com
[4] medium.com
[4] observablehq.com
[2] youtu.be
[2] youtube.com
[1] tableau.com

Top Domains in Tweet in G7:
[40] tableau.com
[11] twitter.com
[4] medium.com
[3] infogr8.com
[3] bisamurai.com
[3] note.com
[1] powerbi.com
[1] zebrabi.com
[1] replug.link
[1] xviz.com

Top Domains in Tweet in G8:
[9] kdnuggets.com
[8] twitter.com
[7] youtu.be
[5] depictdatastudio.com
[4] visualcapitalist.com
[4] customerinsightleader.com
[3] naaee.org
[3] analytics2inform.com
[3] medium.com
[2] nightingaledvs.com

Top Domains in Tweet in G9:
[44] reddit.com
[4] tableau.com
[2] home.blog
[2] youtube.com
[2] theherdlocker.com
[2] twitter.com
[1] workout-wednesday.com
[1] google.com
[1] co.uk
[1] questionsindataviz.com

Top Domains in Tweet in G10:
[4] twitter.com
[4] plotly.net
[1] github.com
[1] medium.com
[1] gishub.org
[1] youtube.com
[1] shorturl.at

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2925] dataviz
[1761] ai
[1631] data
[1565] datascience
[1475] analytics
[1387] bigdata
[919] datascientists
[813] ml
[787] rstats
[666] python



Top Hashtags in Tweet in G1:
[1694] ai
[1495] data
[1429] analytics
[1426] datascience
[1332] bigdata
[895] datascientists
[786] ml
[613] python
[600] 100daysofcode
[590] rstats

Top Hashtags in Tweet in G2:
[222] tidytuesday
[164] dataviz
[148] rstats
[53] olympics
[26] datascience
[23] rayshader
[20] r
[15] tidyverse
[15] ggplot2
[11] covid19

Top Hashtags in Tweet in G3:
[290] dataviz
[20] covid19
[10] apple
[10] investing
[8] europe
[6] pandemic
[5] florida
[5] parenting
[2] paris
[2] chernobyl

Top Hashtags in Tweet in G4:
[266] dataviz
[31] data
[30] nyc
[13] datascience
[13] datavis
[12] datamining
[10] datavisualization
[10] learning
[9] ai
[8] ml

Top Hashtags in Tweet in G5:
[70] dataviz
[17] ddj
[9] rstats
[9] datascience
[8] opendata
[8] datajournalism
[7] data
[7] tokyo2020
[5] covid19
[3] census

Top Hashtags in Tweet in G6:
[89] dataviz
[39] generativeart
[19] premium
[9] d3js
[7] datavisualization
[7] datascience
[7] infographic
[6] storytelling
[5] donoharmguide
[5] egdatacamp

Top Hashtags in Tweet in G7:
[88] dataviz
[38] makeovermonday
[32] tableau
[25] datafam
[14] powerbi
[13] data
[9] datascience
[8] datavisualization
[8] viz2educate
[6] women

Top Hashtags in Tweet in G8:
[101] dataviz
[15] peoplesideofdata
[10] ieeecga
[9] siggraph
[8] ieeevis
[8] infovis
[8] visualanalytics
[8] kdn
[7] color
[7] infographics

Top Hashtags in Tweet in G9:
[67] dataviz
[19] wow2021
[7] tableau
[5] watercycle
[4] i70
[4] co
[4] wildfire
[3] rstats
[2] dataiqawards
[2] ggplot2

Top Hashtags in Tweet in G10:
[29] googleearthengine
[29] spectral
[21] dataviz
[7] python
[6] arcgispro
[6] gis
[5] reactjs
[5] b3d
[5] ai
[4] areachart

Top Words
Top Words in Tweet in Entire Graph:
[2925] #dataviz
[2105] data
[1761] #ai
[1687] #data
[1565] #datascience
[1475] #analytics
[1387] #bigdata
[919] #datascientists
[863] infographic
[813] #ml

Top Words in Tweet in G1:
[1694] #ai
[1549] #data
[1429] #analytics
[1426] #datascience
[1341] data
[1332] #bigdata
[895] #datascientists
[843] infographic
[786] #ml
[613] #python

Top Words in Tweet in G2:
[222] #tidytuesday
[164] #dataviz
[148] #rstats
[138] data
[130] popcorn
[116] week
[86] over
[80] cases
[75] daily
[73] medals

Top Words in Tweet in G3:
[290] #dataviz
[278] randal_olson
[266] source
[108] rental
[108] prices
[108] rising
[108] quickly
[108] everywhere
[89] world
[84] asleep

Top Words in Tweet in G4:
[266] #dataviz
[58] more
[48] data
[48] dataviz
[42] see
[31] #data
[31] source
[30] graphic
[30] #nyc
[29] detail

Top Words in Tweet in G5:
[145] dr_xeo
[143] before
[143] lot
[142] see
[141] holidays
[141] again
[141] hypnotic
[141] temperature
[141] animation
[141] 24

Top Words in Tweet in G6:
[89] #dataviz
[62] data
[40] generative
[40] art
[39] premium
[39] shirt
[39] #generativeart
[30] sxywu
[25] love
[22] datavis

Top Words in Tweet in G7:
[88] #dataviz
[38] data
[38] #makeovermonday
[32] #tableau
[29] tableau
[26] link
[25] #datafam
[21] dataviz
[20] bike
[20] collisions

Top Words in Tweet in G8:
[101] #dataviz
[51] data
[26] viz
[22] datavizsociety
[22] visualization
[17] dataviz
[16] help
[15] #peoplesideofdata
[15] episode
[15] graphs

Top Words in Tweet in G9:
[67] #dataviz
[43] oc
[26] dataisbeautiful
[20] dadosdelaplace
[19] #wow2021
[19] 10
[19] importancia
[19] conocer
[19] paradoja
[19] falacia

Top Words in Tweet in G10:
[35] geo_spatialist
[32] tutorial
[29] hey
[29] #googleearthengine
[29] enthusiasts
[29] first
[29] #spectral
[29] 001
[29] exploring
[29] spectral

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[720] #datascientists,#analytics
[670] #data,#datascience
[618] #analytics,#bigdata
[587] #datascience,#ai
[551] #ai,#ml
[508] #100daysofcode,#ai
[506] catherineadenle,infographic
[501] #ai,#analytics
[413] #analytics,#ar
[412] #ar,#artificialintelligence

Top Word Pairs in Tweet in G1:
[704] #datascientists,#analytics
[654] #data,#datascience
[607] #analytics,#bigdata
[572] #datascience,#ai
[536] #ai,#ml
[507] #100daysofcode,#ai
[500] catherineadenle,infographic
[499] #ai,#analytics
[412] #analytics,#ar
[411] #ar,#artificialintelligence

Top Word Pairs in Tweet in G2:
[75] #tidytuesday,week
[72] daily,covid
[72] covid,19
[72] 19,cases
[72] cases,100k
[65] popcorn,really
[65] really,depressing
[65] depressing,popcorn
[65] popcorn,animation
[65] animation,daily

Top Word Pairs in Tweet in G3:
[264] #dataviz,source
[108] rental,prices
[108] prices,rising
[108] rising,quickly
[108] quickly,everywhere
[108] everywhere,#dataviz
[107] randal_olson,rental
[84] world,asleep
[84] asleep,awake
[84] awake,day

Top Word Pairs in Tweet in G4:
[30] #dataviz,see
[30] see,more
[30] source,#nyc
[30] #nyc,#dataviz
[29] graphic,detail
[29] detail,#dataviz
[20] map,source
[9] covid,19
[9] #datavis,#learning
[8] much,data

Top Word Pairs in Tweet in G5:
[141] before,holidays
[141] holidays,again
[141] again,hypnotic
[141] hypnotic,temperature
[141] temperature,animation
[141] animation,24
[141] 24,hours
[141] hours,averages
[141] averages,august
[141] august,2020

Top Word Pairs in Tweet in G6:
[40] generative,art
[39] premium,generative
[39] art,shirt
[19] #generativeart,#premium
[17] portfolio,site
[17] site,years
[17] years,old
[17] old,struggling
[17] struggling,redesign
[17] redesign,love

Top Word Pairs in Tweet in G7:
[20] bike,collisions
[12] collisions,london
[8] #makeovermonday,#dataviz
[8] haven't,done
[8] done,#makeovermonday
[8] #makeovermonday,few
[8] few,weeks
[8] weeks,fancied
[8] fancied,trying
[8] trying,map

Top Word Pairs in Tweet in G8:
[15] data,viz
[11] data,visualisation
[11] data,visualization
[10] viz,palette
[10] recommend,follow
[9] hue,app
[9] app,generates
[9] generates,color
[9] color,palettes
[9] palettes,visualization

Top Word Pairs in Tweet in G9:
[19] importancia,conocer
[19] conocer,paradoja
[19] paradoja,falacia
[19] falacia,estadística
[19] estadística,gustado
[19] gustado,inicio
[19] inicio,hilo
[18] dadosdelaplace,importancia
[16] oc,#dataviz
[11] itscandram,#wow2021

Top Word Pairs in Tweet in G10:
[29] hey,#googleearthengine
[29] #googleearthengine,enthusiasts
[29] enthusiasts,first
[29] first,#spectral
[29] #spectral,tutorial
[29] tutorial,001
[29] 001,exploring
[29] exploring,spectral
[29] spectral,indices
[28] john,bartholomew

Top Replied-To
Top Replied-To in Entire Graph:
@nadiehbremer
@ai_miami
@cedscherer
@jeroenterheerdt
@kallmemeg
@sonic_urticant
@silvia__rox
@test
@sandysravage
@marjavision

Top Replied-To in G1:
@ai_miami
@marcskovmadsen
@matplotlib
@enrique_nery
@tarasnovak

Top Replied-To in G2:
@cedscherer
@saintzainn

Top Replied-To in G5:
@rebekahlsanders
@claire_horwell

Top Replied-To in G6:
@nadiehbremer
@thisismichaeld
@kandreawade
@iamscicomm
@nigelhawtin
@jschwabish
@scheidegger
@broo_klyn20

Top Replied-To in G7:
@jeroenterheerdt
@bi_ographic
@sqlallfather
@escobarmiguel90
@agullobernat
@abmakulec
@otravers
@wisevis
@thevizardofahs
@adammico1

Top Replied-To in G8:
@dalsonfigueired
@albertocairo
@dataisbeautiful
@visualcap
@eagereyes

Top Replied-To in G9:
@cedscherer
@datavisandcomms
@maartenzam

Top Mentioned
Top Mentioned in Entire Graph:
@catherineadenle
@randal_olson
@alsalhan
@ai_miami
@strat_ai
@dr_xeo
@kirkdborne
@mlb
@mlbstats
@giswqs

Top Mentioned in G1:
@catherineadenle
@alsalhan
@ai_miami
@strat_ai
@kirkdborne
@imarun00
@giswqs
@luminesensce
@grepnetics
@arhqadri

Top Mentioned in G2:
@markopolophys
@cnicault
@marcskovmadsen
@sharon000
@johnny_c_lillis
@r4dscommunity
@geokaramanis
@andy_a_baker
@nearanddistant
@fgazzelloni

Top Mentioned in G3:
@randal_olson
@giswqs
@markopolophys
@quantower_app
@cstats1
@digitalkecom
@catherineadenle
@tylermorganwall
@reshamas
@mariadiana

Top Mentioned in G4:
@husariamktg
@stats_map
@mike_jeski
@thevisualized
@steeevg
@centreforcities

Top Mentioned in G5:
@dr_xeo
@lisacrost
@datawrapper
@puntofisso
@rosemintzers
@milos_agathon
@gurmanbhatia
@bothness
@gavinfreeguard
@numfocus

Top Mentioned in G6:
@sxywu
@jschwabish
@nadiehbremer
@nithya_sub
@observablehq
@lewsos
@mbostock
@kirkdborne
@sakarmar
@venkatrajam

Top Mentioned in G7:
@tableau
@tableaupublic
@consult_ant
@ana_milana_
@suglaninaresh
@mim_djo
@s0_s0el
@will_mi77
@knchandravanshi
@alexdupler

Top Mentioned in G8:
@datavizsociety
@albertocairo
@dataremixed
@annkemery
@kdnuggets
@laughlinpaul
@allitorban
@visualcap
@imagineazhar
@flerlagekr

Top Mentioned in G9:
@dataisbeautiful
@dadosdelaplace
@itscandram
@usgs_datasci
@cedscherer
@hipstervizninja
@usgs_water
@_lorna_brown
@annujackson
@lukestanke

Top Mentioned in G10:
@geo_spatialist
@dmlmont
@claudiodanielpc
@giswqs
@elieladelrom
@plotlygraphs
@tacosdedatos
@kmutagene
@catherineadenle

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@_redfrog
@codedailybot
@eggry
@derekjohnbryant
@john1966olsen

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@thedeveloperbot
@dhinakaranrajan
@friday_js_bot
@100xcode

Top Tweeters in G2:
@viralvideovlogs
@conjja
@ilovebooks786
@rstatstweet
@billyarnie
@ayirpelle
@academicchatter
@7wdata
@albertan48
@briantrice

Top Tweeters in G3:
@oohsewan
@ericsteelelive
@nichtgefund
@pookleblinky
@thatreddevil
@tggleeson
@fedelowe
@_betterwithage
@llarisah
@_mjan

Top Tweeters in G4:
@ensbot
@arieare
@acuity_design
@spppitchhh
@portablerockart
@bad_sociologist
@jobinindia
@martynschmoll
@lucian2drei
@mfouquenet

Top Tweeters in G5:
@derekjohnbryant
@ronaldclarke
@el_pais
@demiurgotuiter
@marxculture
@kli_nev
@sfchronicle
@ponciky1
@joseph_santoro
@bbbcccnnn

Top Tweeters in G6:
@ansisegle
@latimes
@sachadylan
@fullnam35087976
@komiska
@bungobot1
@lewsos
@bunny5moon
@li_politico
@kumararepublic

Top Tweeters in G7:
@dataaugmented
@newilluminatus
@mark45dominic
@derspiegel
@money_personal
@salesforce
@donoyeg
@daverubal
@duncangeere
@twiliri

Top Tweeters in G8:
@rosenchild
@sofriedhomo
@fernandezpm
@albertocairo
@jenstirrup
@ardalanai
@kdnuggets
@paulogustavo
@incognitosum
@dukeu

Top Tweeters in G9:
@mariposatuitera
@ignotolugar
@sdreyse
@jensmotsch
@cd_fuller
@squibhook
@almu_hs
@k_zuela
@kdnpv
@christophkappes

Top Tweeters in G10:
@coder_487
@harvest57688777
@iinderz
@powerupcoding1
@mwoodski
@kkmcnkk
@saterienne
@jevremovic
@cottila
@robhawkes


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