geospatial, Twitter, 3/23/2020 9:00:14 AM, 223496


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geospatial_2020-03-22_22-01-01.xlsx
geospatial_2020-03-22_22-01-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 23, 2020
Short Description:
geospatial via NodeXL https://bit.ly/2J4LZ0W
@geosystemsfeed
@geospatialstuff
@smartcitiesfeed
@kejoyce2
@mapscaping
@giswqs
@geographycanada
@bzgeo
@lyzidiamond
@geoworldmedia

Top hashtags:
#geospatial
#gis
#datascience
#ai
#bigdata
#analytics
#covid_19

Description:
Description
The graph represents a network of 4,035 Twitter users whose tweets in the requested range contained "geospatial", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 March 2020 at 05:02 UTC.

The requested start date was Monday, 23 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 4-hour, 59-minute period from Tuesday, 10 March 2020 at 11:57 UTC to Sunday, 22 March 2020 at 16:57 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 : 4035
Unique Edges : 5400
Edges With Duplicates : 1574
Total Edges : 6974
Number of Edge Types : 4
MentionsInRetweet : 4409
Replies to : 203
Mentions : 1211
Tweet : 1151
Self-Loops : 1151
Reciprocated Vertex Pair Ratio : 0.0290628706998814
Reciprocated Edge Ratio : 0.0564841498559078
Connected Components : 665
Single-Vertex Connected Components : 336
Maximum Vertices in a Connected Component : 2443
Maximum Edges in a Connected Component : 5147
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.617786
Graph Density : 0.000319772638889145
Modularity : 0.660634
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 4,035 Twitter users whose tweets in the requested range contained "geospatial", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 March 2020 at 05:02 UTC.

The requested start date was Monday, 23 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 4-hour, 59-minute period from Tuesday, 10 March 2020 at 11:57 UTC to Sunday, 22 March 2020 at 16:57 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 : geospatial
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:
[26] https://www.gislounge.com/free-ways-to-learn-qgis/
[23] https://www.geospatialworld.net/blogs/initiatives-by-geospatial-companies-to-curb-coronavirus/
[22] https://geoappsmiths.com/wp/2019/10/22/how-to-make-100-daily-on-google-maps/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[22] https://twitter.com/nerik/status/1097119856749699072/photo/1?utm_content=bufferbbec5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] https://geoappsmiths.com/wp/2019/05/27/hello-world/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[20] http://setup.cmapit.io
[18] Networks&iisn=Moe
[18] Kader,
[18] M.A.,
[16] http://tweetedtimes.com/v/1524

Top URLs in Tweet in G1:
[21] https://twitter.com/nerik/status/1097119856749699072/photo/1?utm_content=bufferbbec5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://www.gislounge.com/free-ways-to-learn-qgis/
[8] https://mapscaping.com/blogs/the-mapscaping-podcast/qgis-an-opensource-geospatial-project
[8] https://qualgis.com/
[8] https://www.gislounge.com/world-bank-and-geospatial-data/
[7] https://www.gislounge.com/?p=27669
[7] https://www.linkedin.com/slink?code=eUhkpEN
[6] https://www.gislounge.com/geospatial-podcasts-roundup/
[6] https://www.youtube.com/watch?v=y75xTpbjSZ0&feature=youtu.be

[6] https://www.technologyreview.com/s/615351/ai-could-help-with-the-next-pandemicbut-not-with-this-one/

Top URLs in Tweet in G2:
[18] Networks&iisn=Moe
[18] Kader,
[18] M.A.,
[4] https://sno.earth/
[4] http://www.law.com/
[4] https://geospatialnews.net/geospatial-equipment/gnss-reference-networks/swift-navigation-and-deutsche-telekom-announce-partnership/
[3] https://www.law.com/legaltechnews/2020/03/17/geospatial-data-a-missed-opportunity-for-electronic-discovery-matters/?utm_source=dlvr.it&utm_medium=twitter
[3] https://phys.org/news/2020-03-advances-genetic-geospatial-techniques-aid.html
[3] https://virtualresources.catsone.com/careers/77759-General/jobs/12570976-Geospatial-AnalystEngineer-Journeyman/
[3] https://geospatialnews.net/geospatial-application-stories/the-new-free-access-3d-road-data-web-portal-in-japan-based-on-web-survey/

Top URLs in Tweet in G3:
[3] https://education.shemaps.com/front/domain_validation?step=1&domain=education.shemaps.com&url=https://education.shemaps.com/
[2] https://community.esri.com/community/education/blog/2020/03/11/covid-19-educator-support-and-resources-for-online-learning
[1] https://www.youtube.com/watch?v=pSsINZGUpbE&feature=youtu.be

[1] https://www.kejoyce.com/education.html
[1] https://www.worldcampus.psu.edu/degrees-and-certificates/topics/geospatial
[1] https://gis.e-education.psu.edu
[1] https://open.ems.psu.edu/
[1] https://lists.osgeo.org/mailman/listinfo
[1] https://www.geosaber.com.br/tutorials
[1] https://www.cbc.ca/news/canada/coronavirus-date-information-sharing-1.5500709

Top URLs in Tweet in G4:
[19] https://geoappsmiths.com/wp/2019/05/27/hello-world/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[18] https://geoappsmiths.com/wp/2019/10/22/how-to-make-100-daily-on-google-maps/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[13] https://www.geospatialworld.net/blogs/initiatives-by-geospatial-companies-to-curb-coronavirus/
[10] https://www.geospatialworld.net/blogs/here-are-some-of-the-best-maps-tracking-coronavirus-updates/
[5] http://geography.one/?edition_id=e375aaf0-67c1-11ea-a645-0cc47a0d1609
[5] http://www.iotbigdatajobs.com/job/geospatial-big-data-engineer/
[4] https://lidarnews.com/press-releases/save-the-date-for-riegl-usas-virtual-conference-day/
[3] https://www.simactive.com/videos-tutorials.html
[2] https://geoinformatics.com/wgic-releases-report-on-geospatial-information-and-privacy/
[2] https://www.geospatialworld.net/blogs/role-of-new-technologies-and-earth-observation-data-come-in-climate-change/amp/

Top URLs in Tweet in G5:
[16] http://tweetedtimes.com/v/1524
[3] https://twitter.com/TDataScience/status/1235071473917845504
[3] https://earthobsforum.org/
[2] https://www.geospatialworld.net/blogs/initiatives-by-geospatial-companies-to-curb-coronavirus/
[1] https://github.com/giswqs/geemap#installation
[1] https://github.com/giswqs/geemap#examples
[1] https://github.com/giswqs/earthengine-py-notebooks
[1] https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.1003042
[1] https://ij-healthgeographics.biomedcentral.com/articles/10.1186/s12942-020-00202-8
[1] https://who.maps.arcgis.com/apps/opsdashboard/index.html#/0c9b3a8b68d0437a8cf28581e9c063a9

Top URLs in Tweet in G6:
[4] https://register.gotowebinar.com/register/5242761017534652173
[3] https://www.atmosuav.com/news/atmos-uav-appoints-menang-alam-sentosa-as-its-official-reseller-in-malaysia
[3] https://www.kdnuggets.com/2020/03/ai-data-science-machine-learning-key-terms-part2.html?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[2] https://twitter.com/annaleeshelton/status/1241063187841048576
[2] https://attendee.gotowebinar.com/register/5242761017534652173
[2] https://www.linkedin.com/slink?code=g8b3qJy
[2] https://www.geospatialworld.net/blogs/iot-and-gis-transforming-lives/?utm_source=dlvr.it&utm_medium=twitter
[2] https://mailchi.mp/umn/polar-geospatial-center-news-and-announcements-march-13-2020
[2] http://www.hicn.org/wordpress/wp-content/uploads/2018/10/HiCN-WP-278.pdf
[2] https://tarin.ca/

Top URLs in Tweet in G7:
[5] https://www.geospatialworld.net/news/bentley-schneider-future-workplaces/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.linkedin.com/slink?code=dgTHXsY
[2] https://www.mdpi.com/2076-3417/9/19/4196
[2] https://techcommunity.microsoft.com/t5/azure-maps/azure-maps-covid-19-open-source-project-for-healthcare-agencies/m-p/1230024#M25
[2] https://twitter.com/fawda123/status/1238100364878057474
[1] https://www.cobwebs.com/
[1] http://altibase.com/
[1] https://towardsdatascience.com/interactive-geospatial-data-visualization-with-geoviews-in-python-7d5335c8efd1
[1] http://www.digitaljournal.com/pr/4616997
[1] http://finance.azcentral.com/azcentral/news/read/38676051/

Top URLs in Tweet in G8:
[3] https://careers-credence-llc.icims.com/jobs/3643/geospatial-specialist-%28gs-13-equivalent%29/job?mobile=false&width=1428&height=500&bga=true&needsRedirect=false&jan1offset=-300&jun1offset=-240
[1] https://eng.uber.com/h3/
[1] https://gistbok.ucgis.org/all-topics
[1] https://twitter.com/AfiezyAzaman/status/1241277189611327493
[1] https://twitter.com/nerik/status/1097119856749699072/photo/1?utm_content=bufferbbec5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://threadreaderapp.com/thread/1238168498486022144.html
[1] https://twitter.com/saffronhowden/status/1232558600305856513

Top URLs in Tweet in G9:
[7] https://www.ibm.com/case-studies/ordnance-survey-systems-storage-data
[6] https://www.hydro-international.com/content/article/caribbean-to-strike-balance-between-geospatial-technologies-and-economic-development-and-environmental-management
[3] http://jobs.fao.org/careersection/fao_external/jobdetail.ftl?lang=en&job=2000778&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.agi.org.uk/news/agi/1481-submit-your-paper-proposals-to-the-agi-ni-conference-2020
[2] https://www.agi.org.uk/join-us/join-now
[2] https://www.aurecongroup.com/careers/graduates-interns/graduate-development/geospatial-digital-delivery-callum-smith
[2] https://www.linkedin.com/slink?code=gN_3VrP
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fonlinelibrary.wiley.com%2Fdoi%2Fabs%2F10.1111%2Fgean.12236%3Faf%3DR&ct=ga&cd=CAIyGjk5YWFjYjJkNzIyNDM5Njk6Y29tOmVuOlVT&usg=AFQjCNFCVRr_1cS5d73k1joCbntFV3NuxQ&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.geospatialworld.net/article/data-analytics-new-opportunities/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.careerarc.com/job-listing/booz-allen-hamilton-inc-jobs-geospatial-intelligence-analyst-software-development-senior-31865276?campaign_id=6552&src=102&tx=rTUMC6PtkcZhZQ&utm_campaign=TW102&utm_medium=TW&utm_source=JC

Top URLs in Tweet in G10:
[7] https://thespatialcommunity.org/
[5] https://www.linkedin.com/pulse/location-intelligence-era-coronavirus-map-resources-joe-francica
[4] https://www.esri.com/arcgis-blog/products/maps-for-adobecc/mapping/arcgis-maps-for-adobe-map-contest/
[2] https://www.directionsmag.com/article/9635
[2] https://www.giscorps.org/contribute/
[2] https://www.directionsmag.com/webinars
[2] https://geospatial.com/the-geospatial-convergence-part-1-how-geospatial-data-is-being-leveraged-like-never-before/
[2] https://www.geospatialworld.net/blogs/here-are-some-of-the-best-maps-tracking-coronavirus-updates/
[1] https://www.directionsmag.com/article/9624
[1] https://www.urisa.org/awards/exemplary-systems-in-government-awards/

Top Domains
Top Domains in Tweet in Entire Graph:
[184] twitter.com
[80] geospatialworld.net
[73] linkedin.com
[64] gislounge.com
[56] youtube.com
[43] geoappsmiths.com
[29] esri.com
[22] icims.com
[22] towardsdatascience.com
[22] medium.com

Top Domains in Tweet in G1:
[66] twitter.com
[51] gislounge.com
[22] youtube.com
[19] linkedin.com
[11] mapscaping.com
[11] google.com
[8] qualgis.com
[7] technologyreview.com
[6] plinkhq.com
[6] geoappsmiths.com

Top Domains in Tweet in G2:
[21] twitter.com
[20] linkedin.com
[18] icims.com
[15] geospatialworld.net
[10] law.com
[10] careerarc.com
[10] geospatialnews.net
[9] cryptocryptonews.com
[7] maritime-executive.com
[7] esri.com

Top Domains in Tweet in G3:
[3] shemaps.com
[3] psu.edu
[2] twitter.com
[2] esri.com
[1] youtube.com
[1] kejoyce.com
[1] osgeo.org
[1] com.br
[1] cbc.ca
[1] medium.com

Top Domains in Tweet in G4:
[37] geoappsmiths.com
[30] geospatialworld.net
[15] twitter.com
[13] geography.one
[12] lidarnews.com
[7] esri.com
[5] iotbigdatajobs.com
[4] youtube.com
[4] simactive.com
[3] linkedin.com

Top Domains in Tweet in G5:
[16] tweetedtimes.com
[5] twitter.com
[3] github.com
[3] earthobsforum.org
[2] towardsdatascience.com
[2] geospatialworld.net
[1] plos.org
[1] biomedcentral.com
[1] arcgis.com
[1] reliefweb.int

Top Domains in Tweet in G6:
[9] sciencedirect.com
[6] twitter.com
[6] gotowebinar.com
[5] statescoop.com
[4] atmosuav.com
[4] linkedin.com
[3] kdnuggets.com
[3] towardsdatascience.com
[2] mdpi.com
[2] geospatialworld.net

Top Domains in Tweet in G7:
[5] geospatialworld.net
[4] twitter.com
[3] linkedin.com
[2] mdpi.com
[2] reddit.com
[2] microsoft.com
[2] github.io
[1] cobwebs.com
[1] altibase.com
[1] towardsdatascience.com

Top Domains in Tweet in G8:
[3] twitter.com
[3] icims.com
[1] uber.com
[1] ucgis.org
[1] threadreaderapp.com

Top Domains in Tweet in G9:
[7] co.uk
[7] ibm.com
[6] hydro-international.com
[6] twitter.com
[5] org.uk
[5] dy.si
[3] fao.org
[3] ow.ly
[2] aurecongroup.com
[2] linkedin.com

Top Domains in Tweet in G10:
[14] linkedin.com
[12] directionsmag.com
[7] thespatialcommunity.org
[6] geospatial.com
[6] esri.com
[4] giscorps.org
[3] twitter.com
[2] arcgis.com
[2] geospatialworld.net
[1] urisa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1398] geospatial
[631] gis
[389] datascience
[344] ai
[320] bigdata
[298] analytics
[289] covid_19
[289] remotesensing
[273] education
[220] earthengine



Top Hashtags in Tweet in G1:
[435] geospatial
[133] gis
[96] landsat
[92] terra
[92] aqua
[59] datascience
[47] ai
[44] earthengine
[44] analytics
[43] qgis

Top Hashtags in Tweet in G2:
[59] geospatial
[19] job
[14] gis
[14] boozallen
[10] surveying
[10] engineering
[8] mapping
[8] analyst
[8] virginiabeachva
[6] survey

Top Hashtags in Tweet in G3:
[222] covid_19
[221] education
[216] remotesensing
[215] gis
[14] geospatial
[5] drones
[5] free
[4] shemaps
[4] covid2019
[3] satellite

Top Hashtags in Tweet in G4:
[147] geospatial
[78] gis
[27] ai
[24] coronavirus
[24] maps
[22] data
[21] covid19
[20] covid
[19] li
[18] dl

Top Hashtags in Tweet in G5:
[160] earthengine
[160] ipyleaflet
[109] jupyter
[49] folium
[47] geospatial
[17] mapping
[17] covid19
[15] gis
[14] remotesensing
[12] maps

Top Hashtags in Tweet in G6:
[41] geospatial
[10] gis
[7] datascience
[7] ai
[7] fao
[7] peatland
[6] covid19
[6] geography
[6] corporate
[6] openstreetmap

Top Hashtags in Tweet in G7:
[258] geospatial
[234] datascience
[232] ai
[231] analytics
[229] bigdata
[103] machinelearning
[69] reinforcementlearning
[59] python
[58] algorithms
[58] pytorch

Top Hashtags in Tweet in G8:
[3] dc
[2] geomugs
[2] gis
[1] covid19
[1] mapping
[1] geospatial
[1] remotesensing
[1] covid_19
[1] education

Top Hashtags in Tweet in G9:
[36] geospatial
[7] everythinghappenssomewhere
[7] ibmstorage
[7] spectrumvirtualize
[5] location
[5] budget2020
[4] climatechange
[4] genderequality
[3] sustainable
[3] vanuatu

Top Hashtags in Tweet in G10:
[28] geospatial
[28] gis
[27] coronavirus
[21] covid19
[16] arcgis
[13] esri
[6] pandemic
[6] publichealth
[6] map
[5] gisinc

Top Words
Top Words in Tweet in Entire Graph:
[3150] Words in Sentiment List#1: Positive
[984] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[104918] Non-categorized Words
[109052] Total Words
[2195] geospatial
[1398] #geospatial
[1064] data
[631] #gis
[538] learn

Top Words in Tweet in G1:
[435] #geospatial
[259] geospatial
[194] data
[175] mapscaping
[133] #gis
[107] earth
[99] operational
[96] #landsat
[94] nasa's
[92] fleet

Top Words in Tweet in G2:
[366] geospatial
[93] data
[59] #geospatial
[33] check
[33] analyst
[32] job
[29] analysis
[28] world
[28] more
[28] gis

Top Words in Tweet in G3:
[247] online
[228] resources
[226] kejoyce2
[222] thx
[222] #covid_19
[221] #education
[216] #remotesensing
[216] teach
[216] learn
[215] anyone

Top Words in Tweet in G4:
[147] #geospatial
[100] geospatial
[78] #gis
[51] geoworldmedia
[47] data
[39] esri
[36] maps
[34] help
[33] industry
[33] more

Top Words in Tweet in G5:
[160] geemap
[160] package
[160] #earthengine
[160] #ipyleaflet
[157] notebook
[157] giswqs
[113] interactive
[112] python
[109] mapping
[109] #jupyter

Top Words in Tweet in G6:
[136] data
[129] geospatial
[41] #geospatial
[38] science
[32] webinar
[31] icpsr
[25] social
[24] gis
[23] fraym_io
[23] covid

Top Words in Tweet in G7:
[278] gp_pulipaka
[258] #geospatial
[234] #datascience
[232] #ai
[231] #analytics
[229] #bigdata
[104] platform
[103] #machinelearning
[69] #reinforcementlearning
[69] featuring

Top Words in Tweet in G8:
[120] geospatial
[103] lyzidiamond
[87] learn
[86] home
[86] panic
[86] refreshing
[86] twitter
[86] let's
[86] use
[86] time

Top Words in Tweet in G9:
[65] geospatial
[57] data
[36] #geospatial
[35] ordnancesurvey
[33] more
[30] development
[26] national
[22] mapping
[18] information
[17] great

Top Words in Tweet in G10:
[67] geospatial
[36] unggimamericas
[28] #geospatial
[28] #gis
[27] #coronavirus
[24] data
[22] support
[21] #covid19
[17] moments
[17] share

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[375] geospatial,data
[267] #datascience,#ai
[252] thx,#covid_19
[252] #education,resources
[245] anyone,needing
[245] needing,teach
[245] teach,learn
[245] learn,#remotesensing
[245] #remotesensing,#gis
[245] #gis,online

Top Word Pairs in Tweet in G1:
[92] nasa's,fleet
[92] fleet,earth
[92] earth,observing
[92] observing,spacecraft
[92] spacecraft,considered
[92] considered,operational
[92] operational,december
[92] december,2019
[92] 2019,#landsat
[92] #landsat,#terra

Top Word Pairs in Tweet in G2:
[33] geospatial,data
[27] geospatial,analyst
[24] geospatial,analysis
[22] geospatial,world
[19] link,bio
[19] check,geospatial
[14] covid,19
[12] geospatial,techniques
[11] invasive,insects
[10] geospatial,science

Top Word Pairs in Tweet in G3:
[222] thx,#covid_19
[216] #education,resources
[215] anyone,needing
[215] needing,teach
[215] teach,learn
[215] learn,#remotesensing
[215] #remotesensing,#gis
[215] #gis,online
[215] online,thx
[215] #covid_19,#education

Top Word Pairs in Tweet in G4:
[35] #geospatial,#gis
[27] industry,pitches
[27] pitches,help
[27] help,combat
[19] #geospatial,industry
[19] location,intelligence
[19] intelligence,know
[19] know,#geospatial
[19] #gis,#li
[18] earn,100

Top Word Pairs in Tweet in G5:
[111] #earthengine,#ipyleaflet
[108] python,package
[108] package,geemap
[108] geemap,interactive
[108] interactive,mapping
[108] mapping,#earthengine
[108] #ipyleaflet,#jupyter
[108] #jupyter,notebook
[108] notebook,automatically
[107] giswqs,python

Top Word Pairs in Tweet in G6:
[49] geospatial,data
[23] covid,19
[18] data,covid
[18] 19,prevention
[18] prevention,crisis
[18] crisis,response
[18] response,charge
[18] charge,local
[18] local,data
[18] data,populations

Top Word Pairs in Tweet in G7:
[229] #datascience,#ai
[198] #analytics,#datascience
[171] #bigdata,#analytics
[111] gp_pulipaka,#geospatial
[104] #geospatial,platform
[98] #ai,#machinelearning
[69] platform,#reinforcementlearning
[69] #reinforcementlearning,featuring
[69] featuring,gp_pulipaka
[69] gp_pulipaka,usatoday

Top Word Pairs in Tweet in G8:
[86] home,panic
[86] panic,refreshing
[86] refreshing,twitter
[86] twitter,let's
[86] let's,use
[86] use,time
[86] time,learn
[86] learn,geospatial
[85] geospatial,concept
[85] concept,today's

Top Word Pairs in Tweet in G9:
[25] geospatial,data
[14] #geospatial,data
[14] great,britain
[13] britain,national
[13] national,mapping
[13] mapping,agency
[13] agency,ordnancesurvey
[13] ordnancesurvey,helping
[13] helping,people
[13] people,discover

Top Word Pairs in Tweet in G10:
[15] unggimamericas,support
[15] support,difficult
[15] difficult,moments
[15] moments,#coronavirus
[15] #coronavirus,ideas
[15] ideas,share
[14] geospatial,data
[14] unggimamericas,unggimamericas
[9] #gis,#esri
[8] geospatial,information

Top Replied-To
Top Replied-To in Entire Graph:
@unggimamericas
@sammostyn
@cmoh_alberta
@esri
@readmorescience
@nwheeler443
@dabit3
@nasaearth
@mapscaping
@vladivostok_72

Top Replied-To in G1:
@readmorescience
@don_meltz
@usaid
@guidos
@a_c_robinson
@qgis
@nasaearth
@americangeo
@adpcnet
@rashiid9

Top Replied-To in G2:
@7gtech

Top Replied-To in G3:
@mapscaping
@noamross
@schmidtocean

Top Replied-To in G4:
@esri
@riegl
@m_schuetz
@wpsu
@stevebrusatte
@harsham
@c8x8d
@quantumspatial

Top Replied-To in G5:
@mapscaping

Top Replied-To in G6:
@dschaffersmith
@fraym_io

Top Replied-To in G8:
@elliothartley
@fuzzy76

Top Replied-To in G9:
@tjukanov
@ldodds

Top Replied-To in G10:
@unggimamericas
@palomamerodio
@gis_advocate
@emilyacheson1

Top Mentioned
Top Mentioned in Entire Graph:
@kejoyce2
@gp_pulipaka
@giswqs
@mapscaping
@lyzidiamond
@usatoday
@kirkdborne
@gislounge
@geoworldmedia
@ian_hickie

Top Mentioned in G1:
@mapscaping
@gislounge
@projectgeomedia
@servirglobal
@giswqs
@geospatialwomen
@sig_gis
@gp_pulipaka
@spacenet_ai
@qualgis

Top Mentioned in G2:
@verticabigdata
@theafricamentor

Top Mentioned in G3:
@kejoyce2
@a_c_robinson
@geospatialwomen
@peterajohnson
@shemapsau
@espatiallyny
@lyzidiamond
@geoawesomeness
@pennstategis
@projectgeomedia

Top Mentioned in G4:
@geoworldmedia
@esri
@wgicouncil
@m
@maxar
@pydatamcr
@geobyharris
@usgs
@macd_sm
@jaytheodore

Top Mentioned in G5:
@giswqs
@heatherch100
@lgeoinformatics
@kejoyce2
@pete_m_m
@wigiske
@mapscaping
@allixender
@isprs_sc
@tdatascience

Top Mentioned in G6:
@fraym_io
@theaag
@icpsr
@epfl_exts
@tjukanov
@mnit_services
@arash_hajikhani
@satrdayneuch
@nsf
@faoforestry

Top Mentioned in G7:
@gp_pulipaka
@usatoday
@interconworld
@viktorosetrov
@eliut_teran
@deepsingularity
@paula_moraga_
@kirkdborne
@milocamj
@libertytarian

Top Mentioned in G8:
@lyzidiamond
@ucg
@ubereng
@pepfar
@statargis
@geocruizer
@ucgiscience
@heatherch100
@elliothartley
@kejoyce2

Top Mentioned in G9:
@ordnancesurvey
@dhenderson_geo
@geocommunity
@noor_moalla
@metoffice
@kuldeep6162
@granttregonning
@hmlandregistry
@digitalinst
@e

Top Mentioned in G10:
@unggimamericas
@urisa
@spatialace
@ipgh_paigh
@unggim
@sirgasgeodesia
@geotechvision
@unggrf
@esri_geospatial
@linkedin

Top Tweeters
Top Tweeters in Entire Graph:
@neewsbot
@prinzgbemi
@sectest9
@robinsnewswire
@cowboyscifibot
@chris_1791
@chidambara09
@gottalaff
@threadreaderapp
@bliadhnaichean

Top Tweeters in G1:
@ottlegalrebels
@billnigh
@femtech_
@windvondervenus
@redmasnoticias
@off_valpo
@adfreetalkradio
@ralpharmstrong1
@zenjk0
@cheeers1

Top Tweeters in G2:
@neewsbot
@robinsnewswire
@pekkapuhakka
@chronlaw
@thestlscoop
@genphys
@saeedbaygi
@mistahmarvel
@arch_update_bot
@ajblackston

Top Tweeters in G3:
@cbcnews
@risa_del
@cictmar
@geo_risk
@flyingwktk
@juavanzyl
@stracma
@astro_stephen13
@volcanologist
@korimakoecology

Top Tweeters in G4:
@chidambara09
@bliadhnaichean
@guardian
@yahoofinance
@dariosailor86
@3drenderbot
@suncemore1
@classcharts
@gisuser
@cseethru

Top Tweeters in G5:
@tristanbergh
@xhnews
@chinadaily
@nvsdata
@themapaddict
@ariesfitbonnie
@cool_python
@drabioye
@big_ben_geo
@wandaroonipie

Top Tweeters in G6:
@chris_1791
@entwistletx
@ihatethemedia
@forbes
@justbementalist
@vanuatutech
@ajibola1938
@kayodea
@nellinson
@trittriton

Top Tweeters in G7:
@sectest9
@aaroncuddeback
@sudeepkhatri
@codernotesbot
@calcaware
@andrewmorrisuk
@taieb_bot
@usatoday
@xaelbot
@websecurityit

Top Tweeters in G8:
@threadreaderapp
@syawal
@ireneista
@briantrice
@alexqgb
@dccc_phd
@babynidoqueen
@lb_bklyn
@armlesskittyfox
@schmidt_fu

Top Tweeters in G9:
@suriyasubraman
@metoffice
@geographile
@undp
@nasa
@ordnancesurvey
@owenboswarva
@worldresources
@ldodds
@unep

Top Tweeters in G10:
@kate_eviva
@greentechdon
@publichealthmap
@flunal
@dormouseroared
@ernst33
@inegi_informa
@johnshopkins
@creativecloud
@gchenais


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