#dataviz, Twitter, 2/10/2021 11:36:18 AM, 247434


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#dataviz Twitter NodeXL SNA Map and Report for Wednesday, 10 February 2021 at 10:19 UTC
#dataviz Twitter NodeXL SNA Map and Report for Wednesday, 10 February 2021 at 10:19 UTC
From:
SMRFoundation
Uploaded on:
February 10, 2021
Short Description:
#dataviz via NodeXL https://bit.ly/3d0pydI
@dashboarddr
@giswqs
@milos_agathon
@outlierconf
@dr_xeo
@albertocairo
@cedscherer
@kirkdborne
@randal_olson
@fabriciosx

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

Description:
Description
The graph represents a network of 4,815 Twitter users whose recent tweets contained "#dataviz", 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 Wednesday, 10 February 2021 at 11:16 UTC.

The tweets in the network were tweeted over the 7-day, 19-hour, 4-minute period from Tuesday, 02 February 2021 at 15:11 UTC to Wednesday, 10 February 2021 at 10:16 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 : 4815
Unique Edges : 9992
Edges With Duplicates : 8699
Total Edges : 18691
Number of Edge Types : 5
Retweet : 8762
MentionsInRetweet : 5965
Mentions : 1761
Tweet : 1220
Replies to : 983
Self-Loops : 1302
Reciprocated Vertex Pair Ratio : 0.02703975880912
Reciprocated Edge Ratio : 0.0526557196587469
Connected Components : 490
Single-Vertex Connected Components : 210
Maximum Vertices in a Connected Component : 3454
Maximum Edges in a Connected Component : 16467
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.577738
Graph Density : 0.000470288070317579
Modularity : 0.485268
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 4,815 Twitter users whose recent tweets contained "#dataviz", 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 Wednesday, 10 February 2021 at 11:16 UTC.

The tweets in the network were tweeted over the 7-day, 19-hour, 4-minute period from Tuesday, 02 February 2021 at 15:11 UTC to Wednesday, 10 February 2021 at 10:16 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
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:
[425] https://www.youtube.com/watch?v=K22hmfeUx2w

[184] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPdz9LHIJIxHlZe3t-MRCn61

[165] https://www.kdnuggets.com/2021/01/popular-machine-learning-interview-questions-part2.html
[163] https://www.kdnuggets.com/2021/02/stunning-visualizations-using-python.html
[157] https://towardsdatascience.com/7-tips-to-increase-your-productivity-in-python-bc1835622aa5
[153] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPeUqGpMhvJoVk5G-TrvMAd-

[139] https://www.kdnuggets.com/2021/02/essential-math-data-science-matrices-matrix-product.html
[113] https://intellipaat.com/blog/top-deep-learning-applications-and-uses/
[110] https://towardsdatascience.com/programming-for-data-science-how-to-learn-just-enough-in-weeks-7e62f3aa9b8a
[110] https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html

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

[163] https://www.kdnuggets.com/2021/01/popular-machine-learning-interview-questions-part2.html
[157] https://www.kdnuggets.com/2021/02/stunning-visualizations-using-python.html
[155] https://towardsdatascience.com/7-tips-to-increase-your-productivity-in-python-bc1835622aa5
[138] https://www.kdnuggets.com/2021/02/essential-math-data-science-matrices-matrix-product.html
[113] https://intellipaat.com/blog/top-deep-learning-applications-and-uses/
[110] https://towardsdatascience.com/programming-for-data-science-how-to-learn-just-enough-in-weeks-7e62f3aa9b8a
[107] https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html
[98] https://www.youtube.com/watch?v=vH7UFZZdja8&feature=youtu.be

[91] https://medium.com/datadriveninvestor/how-freelance-data-science-has-changed-my-life-4c387aa6164d

Top URLs in Tweet in G2:
[62] https://z3tt.github.io/OutlierConf2021/
[18] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[14] https://github.com/toebR/Tidy-Tuesday/tree/master/HBCU_enrollment
[12] https://github.com/lau-cloud/TidyTuesdaycode/blob/master/Wealth%20US/income_script.R
[11] https://github.com/CSHoggard/-TidyTuesday/blob/master/R/w3_2021.R
[10] https://revistes.ub.edu/index.php/ebre38/article/view/33676
[9] https://toebr.github.io/ggplot2_extended_dumbbell_plot_tutorial/
[9] https://twitter.com/toeb18/status/1358062456048910338
[8] https://github.com/cnicault/tidytuesday
[8] https://www.icqe20.org/proceedings/

Top URLs in Tweet in G3:
[24] https://arxiv.org/abs/2101.07993
[24] https://twitter.com/crystaljjlee/status/1356819406072893441
[14] https://twitter.com/MIT_CSAIL/status/1356674495751335941/video/1
[9] https://medium.com/analytics-vidhya/which-machine-learning-algorithm-should-you-use-by-problem-type-a53967326566
[4] https://www.reddit.com/r/dataisbeautiful/comments/ld6v61/which_universities_pay_their_faculty_the_most_oc/
[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/layvh0/oc_earth_in_a_year_2019_truecolor_sentinel2_l2a/
[3] https://www.reddit.com/r/dataisbeautiful/comments/lau1dl/oc_unemployment_rate_of_the_baltic_states_since/
[3] https://www.reddit.com/r/dataisbeautiful/comments/lcggry/oc_elon_musk_influences_stock_prices_with_his/
[3] https://www.reddit.com/r/dataisbeautiful/comments/lc8q1p/number_of_wilhelm_screams_per_lord_of_the_rings/

Top URLs in Tweet in G4:
[17] https://bryanwhiting.github.io/dsnews/
[7] https://www.economist.com/graphic-detail/2020/11/10/americas-urban-rural-partisan-gap-is-widening
[7] https://www.economist.com/graphic-detail/2021/01/08/the-great-covid-19-race
[6] 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
[6] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro
[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/
[2] https://sites.ziftsolutions.com/qlik.ziftsolutions.com/0000000056e7a7df0157061a4aa1467c?cid=8a99826a76ae53c50176b4a1dfd30463&url=https%3A%2F%2Fbit.ly%2F3e6MqFk
[2] https://sites.ziftsolutions.com/qlik.ziftsolutions.com/0000000056e7a7df01570627b2ed3c9a?cid=8a99826a76ae53c50176b4a1dfd30463&url=https%3A%2F%2Fbit.ly%2F3e6MqFk

Top URLs in Tweet in G5:
[3] https://twitter.com/milos_agathon/status/1337036567232319491/photo/1

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

[124] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPeUqGpMhvJoVk5G-TrvMAd-

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

[22] https://www.youtube.com/watch?v=bygmWtf-hak&feature=youtu.be

[17] https://www.youtube.com/watch?v=4dN5iTT7mhY&feature=youtu.be

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

[16] https://tutorials.geemap.org/Image/image_visualization/
[13] https://geemap.org
[10] http://geemap.Map
[7] https://twitter.com/GeoscienceAus/status/1356408070973382656

Top URLs in Tweet in G7:
[25] https://www.ft.com/content/a37d0ddf-8fb1-4b47-9fba-7ebde29fc510
[18] https://github.com/claudiodanielpc/covid19/blob/master/semaforo_covidmx.csv
[17] http://www.5wgraphics.com/
[15] https://www.ft.com/content/a37d0ddf-8fb1-4b47-9fba-7ebde29fc510?122
[10] https://graphichuntersshow.nl/
[8] https://www.amazon.com/gp/product/0231193114/ref=as_li_qf_asin_il_tl?ie=UTF8&tag=storytellingwithdata-20&creative=9325&linkCode=as2&creativeASIN=0231193114&linkId=0d7476c98c2dc5f0bd3e7e95e4902955
[8] https://www.behance.net/gallery/113095737/Animals-in-space
[6] https://www.awwwards.com/sites/key-workers-odi
[6] https://www.awwwards.com/sites/key-workers-odi#
[6] https://www.amazon.com/gp/product/1733263446/ref=as_li_qf_asin_il_tl?ie=UTF8&tag=storytellingwithdata-20&creative=9325&linkCode=as2&creativeASIN=1733263446&linkId=646cda839eda8e641735efb22ad06b69

Top URLs in Tweet in G8:
[80] https://www.reddit.com/r/dataisbeautiful/comments/lchi0x/oc_vegetation_of_africa_2019/glzsy8y/
[21] https://www.reddit.com/r/dataisbeautiful/comments/lddh96/where_do_the_worlds_1_billion_sheep_live_oc/
[16] https://www.reddit.com/r/dataisbeautiful/comments/ldsqfc/oc_electric_vehicles_have_easily_beaten_sales/
[12] https://livestockdata.org/data-object/what-livestock-eat-low-and-middle-income-countries
[7] 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/lf5daa/oc_superbowl_winning_probability_play_by_play/
[3] https://livestockdata.org/news/what-do-livestock-eat-tanzania-india-and-vietnam-explore-crowd-sourced-data
[3] https://www.ed.ac.uk/global-agriculture-food-security/gaafs-news/blogs/crowd-sourced-data-shows-what-livestock-eat
[3] https://www.reddit.com/r/dataisbeautiful/comments/j7pj62/oc_one_hour_of_active_satellites_orbiting_earth/
[2] https://twitter.com/alaninaddis/status/1359170678860226566

Top URLs in Tweet in G9:
[2] https://gco.iarc.fr/today/home
[1] https://removeicloudactivationlock.com/bypass-icloud-meid-ios-14-4/
[1] https://engage.bah.com/Article/Redirect/95f2c3a5-d67d-444c-a4a3-bd5b3758ba8f?uc=30185&g=1f364f74-6df0-46e5-a63e-3c5a05d54ac5&f=146418
[1] https://www.i9xx.co/2021/01/best-gaming-headphone-in-reviews-2021.html
[1] https://www.iotcentral.io/blog/visualizing-ml-model-performance-with-edge-impulse
[1] https://www.reddit.com/r/dataisbeautiful/comments/leqvw6/where_do_the_worlds_26_billion_chickens_live_oc/
[1] https://www.reddit.com/r/dataisbeautiful/comments/lchi0x/oc_vegetation_of_africa_2019/glzsy8y/

Top URLs in Tweet in G10:
[3] https://www.ethnologue.com/guides
[3] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPdz9LHIJIxHlZe3t-MRCn61

[2] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPeUqGpMhvJoVk5G-TrvMAd-

[1] https://www.reddit.com/r/dataisbeautiful/comments/lchi0x/oc_vegetation_of_africa_2019/glzsy8y/
[1] https://www.youtube.com/watch?v=K22hmfeUx2w

[1] https://www.youtube.com/watch?v=KvIPSOzIGv8&feature=youtu.be

[1] https://www.nationalgeographic.com/science/prehistoric-world/mass-extinction/
[1] https://www.youtube.com/watch?v=mkai-k-JLfs&feature=youtu.be

[1] https://www.linkedin.com/slink?code=gy9MsDz
[1] https://www.youtube.com/watch?v=4dN5iTT7mhY&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[1076] youtube.com
[950] kdnuggets.com
[918] towardsdatascience.com
[634] twitter.com
[503] medium.com
[267] github.com
[240] reddit.com
[194] linkedin.com
[164] tableau.com
[159] bah.com

Top Domains in Tweet in G1:
[932] kdnuggets.com
[899] towardsdatascience.com
[620] youtube.com
[429] medium.com
[226] twitter.com
[166] linkedin.com
[133] tableau.com
[126] bah.com
[113] intellipaat.com
[104] github.com

Top Domains in Tweet in G2:
[100] github.com
[71] github.io
[46] twitter.com
[29] bah.com
[12] medium.com
[10] ub.edu
[10] infocaptor.com
[8] linkedin.com
[8] icqe20.org
[7] icqe21.org

Top Domains in Tweet in G3:
[76] reddit.com
[40] twitter.com
[24] arxiv.org
[12] medium.com
[10] towardsdatascience.com
[10] kdnuggets.com
[3] youtube.com
[2] funsorting.com
[1] griddb.net
[1] numfocus.org

Top Domains in Tweet in G4:
[77] twitter.com
[19] thebubbleboard.com
[17] reddit.com
[17] economist.com
[17] github.io
[13] fiverr.com
[10] ziftsolutions.com
[5] shp.so
[4] tableau.com
[4] medium.com

Top Domains in Tweet in G5:
[3] twitter.com

Top Domains in Tweet in G6:
[358] youtube.com
[34] geemap.org
[13] twitter.com
[10] geemap.map
[3] github.io
[1] kdnuggets.com
[1] datasketch.es

Top Domains in Tweet in G7:
[40] ft.com
[22] twitter.com
[18] github.com
[17] 5wgraphics.com
[15] awwwards.com
[14] amazon.com
[12] odi.org
[10] graphichuntersshow.nl
[8] behance.net
[6] storytellingwithdata.com

Top Domains in Tweet in G8:
[141] reddit.com
[15] livestockdata.org
[3] twitter.com
[3] ac.uk
[1] davidrumsey.com
[1] opendatascience.com
[1] visualcinnamon.com
[1] github.io
[1] geemap.org
[1] tweetedtimes.com

Top Domains in Tweet in G9:
[2] iarc.fr
[2] reddit.com
[1] removeicloudactivationlock.com
[1] bah.com
[1] i9xx.co
[1] iotcentral.io

Top Domains in Tweet in G10:
[10] youtube.com
[3] ethnologue.com
[1] reddit.com
[1] nationalgeographic.com
[1] linkedin.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7230] dataviz
[3712] ai
[3251] 100daysofcode
[3115] datascience
[2742] python
[2663] analytics
[2245] machinelearning
[1533] rstats
[1515] bigdata
[958] artificialintelligence



Top Hashtags in Tweet in G1:
[3602] ai
[3206] 100daysofcode
[2971] dataviz
[2611] datascience
[2571] analytics
[2373] python
[2189] machinelearning
[1391] bigdata
[945] rstats
[943] artificialintelligence

Top Hashtags in Tweet in G2:
[606] dataviz
[421] rstats
[192] ggplot2
[126] tidytuesday
[96] outlier2021
[92] datascience
[86] cartografia
[86] geografía
[42] tidyverse
[31] meteo

Top Hashtags in Tweet in G3:
[315] dataviz
[158] earthquake
[137] science
[136] education
[35] ai
[24] tech
[24] coviddata
[24] antimaskers
[21] machinelearning
[21] lenovo

Top Hashtags in Tweet in G4:
[311] dataviz
[27] data
[21] datavisualization
[18] questions
[16] website
[15] analysis
[15] reviews
[14] googledatastudio
[14] googleanalytics
[14] client

Top Hashtags in Tweet in G5:
[214] dataviz
[214] maps
[170] datascience
[166] visualart
[129] cancer
[129] cancerday
[129] worldcancerday
[129] worldcancerday2021
[129] health
[85] rstats

Top Hashtags in Tweet in G6:
[198] geemap
[175] dataviz
[152] earthengine
[134] gis
[134] python
[131] remotesensing
[109] gischat
[109] eochat
[32] mapping
[29] jupyter

Top Hashtags in Tweet in G7:
[268] dataviz
[31] datavisualization
[28] rstats
[27] covid19
[25] gistribe
[23] maps
[21] data
[20] infographics
[19] informationdesign
[18] r

Top Hashtags in Tweet in G8:
[163] dataviz
[80] africa
[16] ev
[16] tesla
[14] feast
[7] poultry
[5] foodsystems
[5] superbowl
[5] nfl
[5] football

Top Hashtags in Tweet in G9:
[102] dataviz
[96] datascience
[93] python
[93] matplotlib
[91] data
[89] pandas
[89] geography
[86] numpy
[86] livestockfarming
[4] climateemergency

Top Hashtags in Tweet in G10:
[90] dataviz
[54] gis
[53] maps
[51] mapping
[47] projectionmapping
[6] globalwarming
[6] climatechange
[4] analytics
[4] vuejs
[4] python

Top Words
Top Words in Tweet in Entire Graph:
[10925] #dataviz
[5593] #datascience
[5106] #python
[4751] #machinelearning
[4349] #100daysofcode
[4313] #ai
[3781] #analytics
[3688] #bigdata
[3673] #deeplearning
[3300] #iot

Top Words in Tweet in G1:
[6360] #dataviz
[5014] #datascience
[4639] #machinelearning
[4613] #python
[4290] #100daysofcode
[4183] #ai
[3664] #analytics
[3615] #deeplearning
[3500] #bigdata
[3215] #womenwhocode

Top Words in Tweet in G2:
[643] #dataviz
[462] #rstats
[197] mapa
[192] #ggplot2
[161] talk
[150] session
[126] #tidytuesday
[116] #datascience
[96] #outlier2021
[94] plots

Top Words in Tweet in G3:
[339] #dataviz
[164] 2000
[158] showing
[158] recorded
[158] #earthquake
[158] sequence
[158] occurred
[158] 1901
[158] noaa_sos
[151] mvollmer1

Top Words in Tweet in G4:
[311] #dataviz
[53] data
[39] more
[31] need
[30] chart
[27] #data
[23] take
[23] see
[22] read
[21] #datavisualization

Top Words in Tweet in G5:
[268] europe
[258] cancer
[214] #dataviz
[214] #maps
[204] map
[170] #datascience
[166] #visualart
[164] shows
[141] world
[139] regions

Top Words in Tweet in G6:
[263] #dataviz
[213] #geemap
[213] #earthengine
[213] #gis
[213] #python
[210] #remotesensing
[188] #gischat
[188] #eochat
[131] data
[113] coding

Top Words in Tweet in G7:
[274] #dataviz
[104] data
[49] read
[42] power
[40] energy
[36] #datavisualization
[35] 2021
[34] mapa
[34] thanks
[34] clean

Top Words in Tweet in G8:
[164] #dataviz
[138] source
[80] vegetation
[80] #africa
[80] 2019
[28] world's
[28] billion
[28] live
[25] over
[21] sheep

Top Words in Tweet in G9:
[104] #dataviz
[99] #datascience
[97] map
[94] #python
[93] #matplotlib
[91] #data
[90] world's
[89] generated
[89] using
[89] #pandas

Top Words in Tweet in G10:
[94] #dataviz
[88] country
[57] #gis
[54] #mapping
[53] #maps
[52] size
[49] mercator
[47] #projectionmapping
[46] projection
[46] true

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2239] #vr,#womenwhocode
[2220] #100daysofcode,#ai
[2173] #tech,#vr
[2166] #ai,#analytics
[1873] #artificialintelligence,#bigdata
[1717] #analytics,#artificialintelligence
[1545] #iot,#javascript
[1528] #javascript,#machinelearning
[1499] #machinelearning,#nodejs
[1462] #coding,#dataviz

Top Word Pairs in Tweet in G1:
[2199] #vr,#womenwhocode
[2186] #100daysofcode,#ai
[2134] #ai,#analytics
[2132] #tech,#vr
[1840] #artificialintelligence,#bigdata
[1683] #analytics,#artificialintelligence
[1512] #iot,#javascript
[1502] #javascript,#machinelearning
[1478] #machinelearning,#nodejs
[1429] #coding,#dataviz

Top Word Pairs in Tweet in G2:
[223] #rstats,#dataviz
[88] unconf,session
[87] hice,mapa
[86] mapa,dasimétrico
[86] dasimétrico,poco
[86] poco,hice
[86] mapa,desigualdades
[86] desigualdades,uso
[86] uso,coropletas
[86] coropletas,tipos

Top Word Pairs in Tweet in G3:
[158] #dataviz,showing
[158] showing,recorded
[158] recorded,#earthquake
[158] #earthquake,sequence
[158] sequence,occurred
[158] occurred,1901
[158] 1901,2000
[158] 2000,noaa_sos
[136] amazing,#dataviz
[136] #science,#education

Top Word Pairs in Tweet in G4:
[17] graphic,detail
[17] detail,#dataviz
[17] #dataviz,see
[17] see,more
[14] read,#client
[14] #client,#reviews
[14] #reviews,#questions
[13] #website,#analysis
[13] performing,sector
[13] follow,along

Top Word Pairs in Tweet in G5:
[161] #dataviz,#visualart
[154] map,shows
[140] #datascience,#maps
[131] day,map
[129] world,cancer
[129] cancer,day
[129] shows,cancer
[129] cancer,death
[129] death,rate
[129] rate,europe

Top Word Pairs in Tweet in G6:
[210] #gis,#remotesensing
[188] #gischat,#eochat
[185] #geemap,#earthengine
[108] #remotesensing,#python
[108] #jupyter,#mapping
[102] releasing,videos
[102] videos,two
[102] two,courses
[102] courses,teaching
[102] teaching,semester

Top Word Pairs in Tweet in G7:
[34] lesliehook,hjesanderson
[28] fossil,fuels
[25] award,winning
[25] blast,working
[25] working,lesliehook
[25] hjesanderson,incredible
[25] incredible,long
[25] long,read
[25] read,transition
[25] transition,fossil

Top Word Pairs in Tweet in G8:
[138] #dataviz,source
[80] vegetation,#africa
[80] #africa,2019
[80] 2019,#dataviz
[21] world's,billion
[21] billion,sheep
[21] sheep,live
[21] live,#dataviz
[16] electric,vehicles
[16] vehicles,consistently

Top Word Pairs in Tweet in G9:
[91] #datascience,#dataviz
[89] map,generated
[89] generated,#python
[89] #python,using
[89] using,#matplotlib
[89] #pandas,#data
[89] #data,#datascience
[89] #dataviz,#geography
[86] live,map
[86] #matplotlib,#numpy

Top Word Pairs in Tweet in G10:
[51] #dataviz,#maps
[51] #maps,#gis
[47] #gis,#projectionmapping
[47] #projectionmapping,#mapping
[46] projection,true
[46] true,size
[45] animating,mercator
[42] mercator,projection
[42] size,each
[42] each,country

Top Replied-To
Top Replied-To in Entire Graph:
@strat_ai
@ai_miami
@outlierconf
@journeyherotech
@vicgovdh
@slalom
@filwd
@fossgis_konf
@raydoesdata
@wisevis

Top Replied-To in G1:
@strat_ai
@ai_miami
@outlierconf
@journeyherotech
@wisevis
@raydoesdata
@mikebrondbjerg
@abmakulec
@sxywu
@guardianaus

Top Replied-To in G2:
@konowlab
@outlierconf

Top Replied-To in G3:
@strat_ai
@glengilmore
@ai_miami

Top Replied-To in G7:
@ndslandesreg
@storywithdata
@dylanomran

Top Mentioned
Top Mentioned in Entire Graph:
@tdatascience
@kdnuggets
@mvollmer1
@noaa_sos
@outlierconf
@labordeolivier
@tableau
@drjdrooghaag
@kalydeoo
@victoryabro

Top Mentioned in G1:
@tdatascience
@kdnuggets
@strat_ai
@outlierconf
@ai_miami
@catherineadenle
@tableau
@datavizsociety
@analytics_699
@albertocairo

Top Mentioned in G2:
@outlierconf
@r4dscommunity
@sharon000
@grssnbchr
@urbaninstitute
@tate
@marieta_feliu
@taniagonzalez95
@pepperdine
@root66

Top Mentioned in G3:
@noaa_sos
@mvollmer1
@labordeolivier
@drjdrooghaag
@kalydeoo
@victoryabro
@hana_elsayyed
@albertoemachado
@anand_narang
@shicooks

Top Mentioned in G5:
@vdeminstitute

Top Mentioned in G6:
@unhabitat
@somewheresouth
@claire_science
@kelmarkert
@h_i_g_s_c_h

Top Mentioned in G7:
@lesliehook
@hjesanderson
@vaisalagroup
@odidev
@jschwabish
@piaaaac
@fedfragapane
@dataremixed
@awwwards
@la_lettura

Top Mentioned in G8:
@ilri
@globalaged
@ld4d_community
@foodsystems
@alaninaddis
@sfrav
@nadiehbremer
@randal_olson

Top Mentioned in G9:
@iarcwho
@sharon000

Top Mentioned in G10:
@simongerman600
@theethnologue
@quasarframework
@silintl

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@mistersalesman
@ejlazar
@chidambara09
@cybersec_feeds
@femtech_
@aaroncuddeback
@xaelbot
@codedailybot
@gooochin

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

Top Tweeters in G2:
@el_pais
@chinatodecarlos
@juliolxxix
@publikaccion
@tiquetaki
@rstatstweet
@jjmerelo
@o_guest
@charlyaztec
@editorenbici

Top Tweeters in G3:
@gooochin
@jamesjava
@gezgintrk
@nicochan33
@shicooks
@rwang0
@sdreyse
@gonzo_30531
@mark45dominic
@syawal

Top Tweeters in G4:
@dccc_phd
@mathhombre
@palamago
@bikthor
@mareslu_
@juliaferraioli
@propcazhpm
@rebelgeo
@crid
@drahardja

Top Tweeters in G5:
@1atsuhimerose2
@arjpascal
@zgur_
@radovanstojano3
@donalikihot
@bossito
@ovdecamil2
@michalboni
@zdzichudyrma
@mango_on_diet

Top Tweeters in G6:
@epidatageek
@linuxmil
@clearmapping
@chockid
@neo_marshall
@zvobgoluckson
@marianatrobosky
@websystemer
@suhnyllakler
@bzgeo

Top Tweeters in G7:
@79topper
@ayirpelle
@robertobarquin
@steltenpower
@itsgeorgekamau
@thabitsenior
@guineetags
@aerog
@aedwardslevy
@hampshire67

Top Tweeters in G8:
@aquileaaquilea
@joke2power
@dirac7
@marxdeane
@tristanbergh
@s9elham
@lantip
@_haye_
@tomi_tapio
@shauncoffey

Top Tweeters in G9:
@therealbiostate
@kataphraktes
@yukinari230
@ourfuturebot
@ynnod9popuryidw
@agrobiodiverse
@e_nterdiscipl
@almu_hs
@cherilyntx
@jeffmneale

Top Tweeters in G10:
@fishcurry1963
@felizfeliz
@elfsternberg
@lucan_mor
@dieppebayskn
@soy_feroz
@dobihi
@toh_azuma
@dustinfalgout
@sambeaujones


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