(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov19 OR ncov2019 OR cov-2 OR sars-cov), Twitter, 3/23/2020 9:41:36 PM, 223524


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(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov1
(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov1
From:
SMRFoundation
Uploaded on:
March 23, 2020
Short Description:
(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov19 OR ncov2019 OR cov-2 OR sars-cov) via NodeXL https://bit.ly/2y4BjgD
@_twitwork
@hubofml
@catchmeupid
@nytimes
@jburnmurdoch
@washingtonpost
@akdm_bot
@pyimagesearch
@peterjukes
@randal_ols

Description:
Description
The graph represents a network of 11,897 Twitter users whose recent tweets contained "(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov19 OR ncov2019 OR cov-2 OR sars-cov)", 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, 23 March 2020 at 16:35 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 39-minute period from Sunday, 15 March 2020 at 12:30 UTC to Monday, 23 March 2020 at 15:10 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 : 11897
Unique Edges : 17359
Edges With Duplicates : 4865
Total Edges : 22224
Number of Edge Types : 5
Retweet : 8589
Tweet : 2507
Replies to : 259
MentionsInRetweet : 8784
Mentions : 2085
Self-Loops : 2585
Reciprocated Vertex Pair Ratio : 0.00798740671641791
Reciprocated Edge Ratio : 0.0158482271964833
Connected Components : 985
Single-Vertex Connected Components : 609
Maximum Vertices in a Connected Component : 9864
Maximum Edges in a Connected Component : 19876
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.406147
Graph Density : 0.000122160684408467
Modularity : 0.683519
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 11,897 Twitter users whose recent tweets contained "(datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov19 OR ncov2019 OR cov-2 OR sars-cov)", 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, 23 March 2020 at 16:35 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 39-minute period from Sunday, 15 March 2020 at 12:30 UTC to Monday, 23 March 2020 at 15:10 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 : (datascience OR dataviz) (corona OR coronavirus OR covid OR covid-19 OR covid19 OR covid_19 OR ncov19 OR ncov2019 OR cov-2 OR sars-cov)
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:
[254] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[151] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[75] https://covid19.wavefront.com/dashboard/main_dashboard
[61] https://www.udemy.com/course/lean-startup-marketing/
[52] https://www.r-bloggers.com/simulating-covid-19-interventions-with-r/
[50] https://www.ft.com/coronavirus-latest
[50] https://www.forbes.com/sites/bernardmarr/2020/03/13/coronavirus-how-artificial-intelligence-data-science-and-technology-is-used-to-fight-the-pandemic/
[45] https://www.datasciencecentral.com/profiles/blogs/data-science-lessons-from-the-coronavirus
[39] https://www.ippglobal.org/post/you-are-not-safe-2
[36] https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge

Top URLs in Tweet in G1:
[48] https://www.r-bloggers.com/simulating-covid-19-interventions-with-r/
[42] https://www.forbes.com/sites/bernardmarr/2020/03/13/coronavirus-how-artificial-intelligence-data-science-and-technology-is-used-to-fight-the-pandemic/
[38] https://www.datasciencecentral.com/profiles/blogs/data-science-lessons-from-the-coronavirus
[35] http://www.forbes.com/sites/cognitiveworld/2020/03/19/how-artificial-intelligence-can-help-fight-coronavirus/
[30] https://www.kdnuggets.com/2020/03/poll-coronavirus-impact-data-science-community.html
[30] https://www.zdnet.com/article/alibaba-cloud-offers-ai-platform-to-support-coronavirus-medical-research/
[27] https://www.r-bloggers.com/covid-19-tracker-days-since-n/
[27] https://www.r-bloggers.com/flatten-the-covid-19-curve/
[27] https://www.forbes.com/sites/cognitiveworld/2020/03/19/how-artificial-intelligence-can-help-fight-coronavirus/#7541374f4d3a
[26] https://www.r-bloggers.com/covid-19-the-case-of-germany/

Top URLs in Tweet in G2:
[8] https://catchmeup.id/2020/03/indonesia-darurat-covid-19/
[1] https://medium.com/@tomaspueyo/coronavirus-act-today-or-people-will-die-f4d3d9cd99ca
[1] https://catchmeup.id/2020/03/daftar-137-rumah-sakit-rujukan-untuk-virus-corona-di-34-provinsi/
[1] https://catchmeup.id/2020/03/analisis-penyebaran-virus-corona/

Top URLs in Tweet in G3:
[119] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[22] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[12] https://www.bbc.com/news/world-51235105
[12] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?tid=ss_tw
[10] https://www.futurehealth.live/blog/2020/2/22/selected-coronavirus-data-visualizations
[9] https://datavis.tech/coronavirus-dataviz-hackathon/
[9] https://ourworldindata.org/coronavirus
[9] https://data.world/markmarkoh/coronavirus-data
[9] https://data.world/covid-19-data-resource-hub/covid-19-case-counts
[8] https://medium.com/nightingale/ten-considerations-before-you-create-another-chart-about-covid-19-27d3bd691be8

Top URLs in Tweet in G4:
[8] https://www.ft.com/coronavirus-latest
[5] https://scitilab.shinyapps.io/Covid19/
[4] https://threadreaderapp.com/thread/1237748598051409921.html
[3] https://www.morgenpost.de/corona-karte
[2] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[2] https://www.rbb24.de/panorama/thema/2020/coronavirus/service/faelle-berlin-brandenburg-verdopplungszeit-fallzahlen-entwicklung.html
[2] https://twitter.com/jburnmurdoch/status/1241730634109894656
[2] https://openknowledgemaps.org/map/a0477ed63acc45cb04d4ac2e512889f0
[1] https://twitter.com/jburnmurdoch/status/1237737352879112194
[1] https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441

Top URLs in Tweet in G5:
[39] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[20] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[9] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?tid=ss_tw
[8] https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
[7] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[6] https://medium.com/nightingale/ten-considerations-before-you-create-another-chart-about-covid-19-27d3bd691be8
[5] https://pages.semanticscholar.org/coronavirus-research
[5] http://TheHerdLocker.com
[4] https://www.whitehouse.gov/briefings-statements/call-action-tech-community-new-machine-readable-covid-19-dataset/
[4] https://github.com/CSSEGISandData/COVID-19

Top URLs in Tweet in G6:
[85] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[10] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html?referringSource=articleShare
[9] https://www.nytimes.com/interactive/2020/03/15/business/economy/coronavirus-worker-risk.html
[8] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[3] https://www.lanouvellerepublique.fr/a-la-une/un-atlas-interactif-pour-suivre-l-epidemie-de-covid-19-en-temps-reel
[3] https://www.ledevoir.com/documents/special/2020-03-20-coronavirus-bilan-quebec-canada/index.html
[3] https://teamopendata.org/t/covid-19-opendata-et-analyses-a-partager/2235/7
[2] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html?smid=tw-nytimes&smtyp=cur
[2] https://twitter.com/nytimes/status/1241696162106806273
[2] https://www.nytimes.com/interactive/2020/03/17/us/coronavirus-testing-data.html

Top URLs in Tweet in G7:
[45] https://www.udemy.com/course/lean-startup-marketing/
[29] https://www.ippglobal.org/post/you-are-not-safe-2
[14] https://shahinrostami.com/posts/statistics/data-is-beautiful/coronavirus-time-series-map-animation/
[8] https://shahinrostami.com/posts/statistics/visualisation/visualising-the-confirmed-cases-of-covid-19-in-england-with-mapbox/
[6] https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
[5] https://github.com/tyiannak/covid19_predict
[4] https://shahinrostami.com/posts/statistics/visualisation/visualising-the-confirmed-cases-of-covid-19-in-england-15-03-2020/
[4] https://www.datasciencecentral.com/profiles/blogs/weekly-digest-march-16-1
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgather-all-the-coronavirus-data-with-python-19aa22167dea
[3] https://www.sciencedirect.com/science/article/pii/S0883944120303907?via%3Dihub

Top URLs in Tweet in G8:
[13] https://interaktiv.tagesspiegel.de/lab/die-globale-verbreitung-des-coronavirus-im-zeitverlauf/
[9] https://digitalpresent.tagesspiegel.de/die-besten-erklaerstuecke-zum-coronavirus-weltweit
[7] https://geoobserver.wordpress.com/2020/03/19/datenqualitaet-coronavirusmaps3/
[5] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[3] https://interaktiv.tagesspiegel.de/lab/karte-sars-cov-2-in-deutschland-landkreise/
[2] https://indonesia-covid-19.mathdro.id/api/harian.csv
[1] https://digitalpresent.tagesspiegel.de/die-besten-neuen-erklaerstuecke-zum-coronavirus-weltweit
[1] https://twitter.com/mathdroid/status/1240896385114730496
[1] https://twitter.com/NZZEditoTech/status/1242076938811985922
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/

Top URLs in Tweet in G9:
[4] https://medium.com/@angelawong_98778/import-covid-19-daily-updated-dataset-using-r-46e1c1482f21
[3] https://interestingengineering.com/doctors-in-china-are-using-ai-to-screen-covid-19-patients?_lrsc=d1b03559-f839-4fa7-90e1-14c07c63fc9d&ncid=so-lin-lt-798
[3] http://www.harisystems.com/tutorial/datascience/ds1.php
[2] https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning
[1] https://www.wired.com/story/ai-smart-cant-grasp-cause-effect/?itm_campaign=BottomRelatedStories_Sections_1&itm_content=footer-recirc
[1] https://covid19dashboards.com/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_276
[1] https://dataelixir.com/issue/?num=276
[1] http://datahacker.rs/spell-ai/
[1] https://analyticsindiamag.com/ai-corona-covid19-fight-deepmind-alibaba-baidu-algorithm/?_lrsc=82610ac6-097f-4496-a55b-2907e09d24f0&1704-MUL-SOC-MUL-MUL-MUL-ElevateTW
[1] https://www.cnbc.com/2020/03/13/coronavirus-treatments-being-fast-tracked-via-next-gen-supercomputers.html?utm_campaign=Artificial%2BIntelligence%2BWeekly&utm_medium=web&utm_source=Artificial_Intelligence_Weekly_153

Top URLs in Tweet in G10:
[32] https://www.ft.com/coronavirus-latest
[7] https://www.reddit.com/r/dataisbeautiful/comments/fit1yh/interesting_visuals_on_social_distancing_and_the/
[5] https://www.reddit.com/r/dataisbeautiful/comments/fj0eef/oc_coronavirus_death_rate_by_age_italy_vs_china/
[5] https://www.reddit.com/r/dataisbeautiful/comments/fludkz/oc_covid19_cases_in_the_us_by_county/
[4] https://www.reddit.com/r/dataisbeautiful/comments/flvoev/oc_covid19_us_vs_italy_11_day_lag_updated/
[4] https://www.reddit.com/r/dataisbeautiful/comments/fjjii8/these_simulations_show_how_to_flatten_the/
[4] https://www.reddit.com/r/dataisbeautiful/comments/fjj2xn/oc_covid19_us_vs_italy_11_day_lag/
[4] https://www.reddit.com/r/dataisbeautiful/comments/fkoik5/fraction_of_posts_on_dataisbeautiful_that_are/
[3] https://www.reddit.com/r/dataisbeautiful/comments/fkhg54/covid19_dashboard_by_johns_hopkins_university/
[3] https://www.reddit.com/r/dataisbeautiful/comments/fkwova/oc_rna_sequence_of_covid19_this_8kb_of_data_is/

Top Domains
Top Domains in Tweet in Entire Graph:
[363] twitter.com
[340] washingtonpost.com
[270] nytimes.com
[252] forbes.com
[211] r-bloggers.com
[202] medium.com
[154] linkedin.com
[117] datasciencecentral.com
[94] youtube.com
[92] reddit.com

Top Domains in Tweet in G1:
[212] forbes.com
[190] r-bloggers.com
[96] datasciencecentral.com
[50] medium.com
[49] linkedin.com
[43] zdnet.com
[42] globalbigdataconference.com
[40] twitter.com
[36] kdnuggets.com
[34] co.uk

Top Domains in Tweet in G2:
[10] catchmeup.id
[1] medium.com

Top Domains in Tweet in G3:
[153] washingtonpost.com
[59] twitter.com
[36] nytimes.com
[19] data.world
[17] medium.com
[17] arcgis.com
[14] futurehealth.live
[12] bbc.com
[11] visualcapitalist.com
[10] linkedin.com

Top Domains in Tweet in G4:
[9] twitter.com
[9] ft.com
[5] threadreaderapp.com
[5] shinyapps.io
[4] morgenpost.de
[3] nytimes.com
[2] github.io
[2] reddit.com
[2] rbb24.de
[2] waz.de

Top Domains in Tweet in G5:
[84] twitter.com
[63] washingtonpost.com
[51] linkedin.com
[39] nytimes.com
[18] kaggle.com
[15] medium.com
[15] tableau.com
[14] github.com
[13] dy.si
[12] arcgis.com

Top Domains in Tweet in G6:
[121] nytimes.com
[8] washingtonpost.com
[7] twitter.com
[3] medium.com
[3] lanouvellerepublique.fr
[3] ledevoir.com
[3] teamopendata.org
[2] cnn.com
[2] reuters.com
[1] hessenschau.de

Top Domains in Tweet in G7:
[45] udemy.com
[29] ippglobal.org
[28] shahinrostami.com
[16] twitter.com
[13] kaggle.com
[9] github.com
[8] datasciencecentral.com
[5] medium.com
[5] globalbigdataconference.com
[4] r-bloggers.com

Top Domains in Tweet in G8:
[26] tagesspiegel.de
[7] wordpress.com
[5] nytimes.com
[3] twitter.com
[2] mathdro.id
[2] hu-berlin.de
[1] washingtonpost.com
[1] nextstrain.org
[1] zeit.de

Top Domains in Tweet in G9:
[6] medium.com
[4] harisystems.com
[3] pyimagesearch.com
[3] interestingengineering.com
[3] forbes.com
[2] covid19dashboards.com
[1] wired.com
[1] dataelixir.com
[1] datahacker.rs
[1] analyticsindiamag.com

Top Domains in Tweet in G10:
[55] reddit.com
[32] ft.com
[2] washingtonpost.com
[1] github.com
[1] co.nz
[1] xkcd.com
[1] nguy.dev
[1] google.com
[1] latimes.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4246] covid19
[4208] datascience
[3698] dataviz
[3541] coronavirus
[2026] ai
[1546] bigdata
[978] machinelearning
[887] analytics
[629] artificialintelligence
[565] covidー19



Top Hashtags in Tweet in G1:
[1750] datascience
[1105] ai
[1094] coronavirus
[817] covid19
[787] bigdata
[567] machinelearning
[487] artificialintelligence
[320] rstats
[303] analytics
[235] deeplearning

Top Hashtags in Tweet in G2:
[10] dataviz
[8] covid
[2] covid19
[2] coronavirus
[1] covidー19
[1] covid_19
[1] coronavirusupdate
[1] jumatambyar
[1] daerahsigapcorona
[1] staysafestayhome

Top Hashtags in Tweet in G3:
[975] dataviz
[687] covid19
[445] coronavirus
[135] bigdata
[126] ai
[114] datascience
[100] emergingtech
[97] cloudcomputing
[97] robotics
[97] digitalmarketing

Top Hashtags in Tweet in G4:
[490] dataviz
[33] coronavirus
[29] covid19
[19] ddj
[18] covid19uk
[11] covidー19
[10] bigdata
[10] rstat
[9] datascience
[6] machinelearning

Top Hashtags in Tweet in G5:
[345] datascience
[282] dataviz
[253] covid19
[225] coronavirus
[50] covid_19
[47] ai
[43] data
[40] machinelearning
[37] covidー19
[30] artificialintelligence

Top Hashtags in Tweet in G6:
[312] dataviz
[180] covid19
[36] ddj
[29] coronavirus
[22] covidー19
[14] datascience
[7] socialdistancingnow
[6] data
[6] covid_19
[6] flattenthecurve

Top Hashtags in Tweet in G7:
[659] datascience
[528] ai
[502] bigdata
[448] analytics
[270] covid19
[241] machinelearning
[208] coronavirus
[170] python
[146] iot
[124] iiot

Top Hashtags in Tweet in G8:
[443] coronavirus
[32] dataviz
[27] ddj
[14] corona
[9] virus
[8] data
[7] quality
[7] gis
[6] geo
[4] covid19

Top Hashtags in Tweet in G9:
[356] covid19
[319] keras
[50] ai
[47] coronavirus
[39] datascience
[38] machinelearning
[31] ml
[29] artificialintelligence
[24] deeplearning
[23] tech

Top Hashtags in Tweet in G10:
[272] dataviz
[217] coronavirus
[200] covid19
[51] italy
[47] usa
[6] datascience
[4] southkorea
[2] ai
[2] keras
[1] healthdata

Top Words
Top Words in Tweet in Entire Graph:
[10417] Words in Sentiment List#1: Positive
[8330] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[455089] Non-categorized Words
[473836] Total Words
[8483] #datascience
[6074] #dataviz
[5976] #covid19
[5787] #coronavirus
[3827] 19

Top Words in Tweet in G1:
[3719] #datascience
[1821] #ai
[1647] #bigdata
[1633] #coronavirus
[1559] #machinelearning
[1353] #covid19
[1159] 19
[1054] covid
[989] #artificialintelligence
[913] gt

Top Words in Tweet in G2:
[1592] day
[1592] apa
[1472] ini
[1151] dataviz
[1145] yg
[1140] virus
[1134] pemerintah
[1134] gimana
[815] dan
[810] indonesia

Top Words in Tweet in G3:
[1438] #dataviz
[1432] gt
[928] #covid19
[621] #coronavirus
[336] data
[332] #datascience
[250] washingtonpost
[227] #bigdata
[211] spread
[208] cases

Top Words in Tweet in G4:
[837] log
[657] #dataviz
[526] virus
[429] coronavirus
[423] thoughts
[422] scale
[421] specialist
[420] epidemiologist
[420] scales
[419] spreads

Top Words in Tweet in G5:
[346] #datascience
[282] #dataviz
[253] #covid19
[225] #coronavirus
[157] data
[117] 19
[106] covid
[99] coronavirus
[56] cases
[50] #covid_19

Top Words in Tweet in G6:
[482] nytimes
[441] both
[436] guessed
[333] #dataviz
[261] dataviz
[250] coronavirus
[231] risk
[228] greatest
[219] asked
[219] professions

Top Words in Tweet in G7:
[1018] #datascience
[680] #python
[663] #machinelearning
[629] #ai
[625] #100daysofcode
[576] 19
[552] #reactjs
[550] #linux
[544] #serverless
[540] #bigdata

Top Words in Tweet in G8:
[496] #dataviz
[477] #coronavirus
[375] #ddj
[328] die
[328] alle
[275] risklayer
[274] fälle
[229] allen
[229] deutschen
[229] landkreisen

Top Words in Tweet in G9:
[439] #datascience
[391] #covid19
[375] #machinelearning
[350] #artificialintelligence
[344] #deeplearning
[340] #python
[333] 11
[329] more
[325] today
[320] detecting

Top Words in Tweet in G10:
[355] #dataviz
[301] #covid19
[287] #coronavirus
[227] cases
[191] vs
[136] mortality
[134] korea
[133] source
[131] south
[128] death

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3363] covid,19
[1541] gt,gt
[833] #bigdata,#analytics
[808] #analytics,#datascience
[807] good,morning
[800] #datascience,#ai
[799] dataviz,day
[798] talking,coronavirus
[797] morning,know
[797] know,day

Top Word Pairs in Tweet in G1:
[1028] covid,19
[524] gt,gt
[458] #datascience,#machinelearning
[379] #ai,#datascience
[326] #bigdata,#analytics
[300] artificial,intelligence
[271] #analytics,#datascience
[270] #ai,#machinelearning
[269] #machinelearning,#bigdata
[263] #bigdata,#datascience

Top Word Pairs in Tweet in G2:
[796] good,morning
[796] morning,know
[796] know,day
[796] day,dataviz
[796] dataviz,day
[796] day,sadly
[796] sadly,still
[796] still,talking
[796] talking,coronavirus
[796] coronavirus,seen

Top Word Pairs in Tweet in G3:
[933] gt,gt
[166] covid,19
[155] mikequindazzi,gt
[123] #covid19,#dataviz
[102] #healthtech,#datascience
[99] 10,impacts
[99] impacts,#covid19
[99] #covid19,#emergingtech
[99] #ai,#bigdata
[99] #bigdata,#cloudcomputing

Top Word Pairs in Tweet in G4:
[421] #dataviz,specialist
[420] epidemiologist,#dataviz
[420] specialist,thoughts
[420] thoughts,coronavirus
[420] coronavirus,log
[420] log,scales
[417] outbreak,phase
[417] phase,virus
[417] virus,spreads
[417] spreads,exponentially

Top Word Pairs in Tweet in G5:
[99] covid,19
[26] data,science
[25] #covid19,#datascience
[23] #coronavirus,#datascience
[22] #covid19,#coronavirus
[19] #coronavirus,#covid19
[16] #datascience,#coronavirus
[15] #dataviz,#covid19
[15] #covid19,#dataviz
[15] flatten,curve

Top Word Pairs in Tweet in G6:
[218] tonight,asked
[218] asked,professions
[218] professions,greatest
[218] greatest,risk
[218] risk,contacting
[218] contacting,coronavirus
[218] coronavirus,guessed
[218] guessed,flight
[218] flight,attendants
[218] attendants,guessed

Top Word Pairs in Tweet in G7:
[485] #python,#rstats
[475] #coding,#100daysofcode
[470] #programming,#coding
[467] covid,19
[463] #cloudcomputing,#serverless
[459] #javascript,#reactjs
[452] #analytics,#datascience
[443] #bigdata,#analytics
[441] #machinelearning,#iot
[436] #iot,#iiot

Top Word Pairs in Tweet in G8:
[274] #coronavirus,fälle
[229] alle,#coronavirus
[229] fälle,allen
[229] allen,deutschen
[229] deutschen,landkreisen
[217] #ddj,#dataviz
[176] die,aktuellsten
[176] zusammen,risklayer
[176] risklayer,kit
[131] landkreisen,bundesländern

Top Word Pairs in Tweet in G9:
[323] #artificialintelligence,#datascience
[320] x,ray
[320] ray,images
[320] #deeplearning,#python
[320] #python,#machinelearning
[320] #machinelearning,#artificialintelligence
[319] detecting,#covid19
[319] #covid19,x
[319] images,#keras
[319] #keras,#tensorflow

Top Word Pairs in Tweet in G10:
[130] south,korea
[128] death,rate
[107] #coronavirus,#dataviz
[68] interesting,way
[68] way,communicate
[68] communicate,relative
[68] relative,mortality
[68] mortality,risk
[68] risk,presented
[68] presented,#covid19

Top Replied-To
Top Replied-To in Entire Graph:
@brodyjsmith
@geoffreyyork
@enricomolinari
@seekingseo4u
@marcelsalathe
@der_girlsday
@tableau
@sbg1
@washingtonpost
@jackphan

Top Replied-To in G1:
@enricomolinari
@seekingseo4u
@fmossotto
@alibabagroup
@openai
@der_girlsday
@kirkdborne
@electrifai
@princetonupress
@jackphan

Top Replied-To in G3:
@geoffreyyork
@sbg1
@washingtonpost
@tableau
@mdudas
@sysbiosig
@knobstick
@whileseated
@marcelsalathe
@michaelhoffman

Top Replied-To in G4:
@whileseated
@cate_long
@fredwalton216
@manojgjha
@nyimakdulu

Top Replied-To in G6:
@atmccann

Top Replied-To in G7:
@_propulsion
@jackphan
@leedsdatasoc
@kevin
@simonahac

Top Replied-To in G8:
@afrankeboerner

Top Replied-To in G10:
@naukarshah
@prisonplanet

Top Mentioned
Top Mentioned in Entire Graph:
@nytimes
@washingtonpost
@mikequindazzi
@tagesspiegel
@forbes
@financialtimes
@potus
@johnshopkins
@jburnmurdoch
@theeconomist

Top Mentioned in G1:
@forbes
@kirkdborne
@jblefevre60
@ipfconline1
@schmarzo
@mikequindazzi
@hitachivantara
@mvollmer1
@evankirstel
@cloudexpo

Top Mentioned in G2:
@catchmeupid
@jburnmurdoch
@washingtonpost
@tableau
@johnshopkins
@nytimes
@jhusystems

Top Mentioned in G3:
@washingtonpost
@mikequindazzi
@johnshopkins
@harry_stevens
@ourworldindata
@tableau
@abmakulec
@nytimes
@albertocairo
@kennethfield

Top Mentioned in G4:
@financialtimes
@jburnmurdoch
@jkynge
@rbb24
@c_endt
@munichrocker
@drericding
@nytgraphics
@reddit
@halukamb

Top Mentioned in G5:
@techzineeu
@euclyde_dc

Top Mentioned in G6:
@nytimes
@potus
@nytgraphics
@dawncai624
@dwtkns
@jwf825
@jamesglanz
@julianvicens
@cedscribe
@heatherleson

Top Mentioned in G7:
@kaggle
@cdcgov
@nih
@github
@soroushchehresa
@bioconductor
@us_fda
@who
@gp_pulipaka
@georgetown

Top Mentioned in G8:
@tagesspiegel
@risklayer
@kitkarlsruhe
@plateauton
@cacauu_de
@diskomanni
@micha06de
@rifter_
@cagrostar
@mathdroid

Top Mentioned in G9:
@emekaokoye
@pyimagesearch
@hamelhusain
@spelldotrun
@omdenaai
@mvollmer1
@gp_pulipaka
@mikequindazzi
@forbes

Top Mentioned in G10:
@davcarretta
@dataisbeautiful
@nytimes
@github
@harry_stevens

Top Tweeters
Top Tweeters in Entire Graph:
@barbwiresradio
@marshawright
@sectest9
@alllibertynews
@cyberanonymous
@javascriptd
@mako671178
@s9tmt
@solutioneer72
@roblwilson

Top Tweeters in G1:
@barbwiresradio
@marshawright
@sectest9
@chidambara09
@evankirstel
@lucysullivan888
@lorimoreno
@cybersec_feeds
@ottlegalrebels
@amparomeza

Top Tweeters in G2:
@sicancang
@aizahputri
@uchimouchi
@randitorizky
@dwifebrir
@dsagha
@babysekai94
@lightsaiba
@daisyseulgi
@pitra

Top Tweeters in G3:
@techl0g
@aaroncuddeback
@gambiste1
@jhor73
@el_pais
@kkarinnna77
@ksp_libs
@rousseauagnes
@cunningham_cch
@ovie52009

Top Tweeters in G4:
@revolution_fr
@threadreaderapp
@ladivinadiva
@bkindngood
@ungubunugu1274
@kilsally
@lisakbromley
@_l17r_
@mlczone
@mariaoxbow

Top Tweeters in G5:
@iam__network
@pfanderson
@jborrego
@welles19
@techjunkiejh
@trumpathon
@7wdata
@ohmyjet
@fieritacatalano
@emilyst

Top Tweeters in G6:
@backstorymom1
@katcapps
@waweru
@reuters
@libbyliberalnyc
@nytimes
@sandoly
@taiping2
@andrea_51544005
@thegrugq

Top Tweeters in G7:
@cyberanonymous
@javascriptd
@codernotesbot
@femtech_
@caffreyej
@trippbraden
@taieb_bot
@gonzalobarria
@entwistletx
@xaelbot

Top Tweeters in G8:
@andreasandy3131
@larossa05
@rollidriver
@cptleto
@birgitlissowsky
@martingaedt
@tagesspiegel
@marie_laveau_
@mavidenize
@engelderliebe80

Top Tweeters in G9:
@nmugai
@mariuskarma
@emekaokoye
@ashwin_baindur
@alternative200
@rinkusingh90681
@rasndeso
@masbenx
@marehito
@ldrscke

Top Tweeters in G10:
@dancas2
@mgzallp
@horiguchikesazo
@debraj112
@sdreyse
@btptechsearch
@ayirpelle
@philrandal
@eltwitaso
@_l1vy_


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