geospatial, Twitter, 11/13/2019 4:59:12 PM, 216321


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geospatial_2019-11-12_22-04-49.xlsx
geospatial_2019-11-12_22-04-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 13, 2019
Short Description:
geospatial via NodeXL http://bit.ly/2Xg0l4P
@geospatialstuff
@geographycanada
@gp_pulipaka
@geosystemsfeed
@smartcitiesfeed
@esri
@geoworldmedia
@ubereng
@agspatial
@bzgeo

Top hashtags:
#geospatial
#gis
#datascience
#analytics
#bigdata
#ai
#iot
#iiot
#machinelearning

Description:
Description
The graph represents a network of 4,090 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 Wednesday, 13 November 2019 at 06:06 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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 10-day, 14-hour, 56-minute period from Thursday, 31 October 2019 at 09:59 UTC to Monday, 11 November 2019 at 00:55 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4090
Unique Edges : 5730
Edges With Duplicates : 1868
Total Edges : 7598
Number of Edge Types : 3
Tweet : 1446
Mentions : 5987
Replies to : 165
Self-Loops : 1446
Reciprocated Vertex Pair Ratio : 0.0381708238851096
Reciprocated Edge Ratio : 0.0735347651983983
Connected Components : 742
Single-Vertex Connected Components : 437
Maximum Vertices in a Connected Component : 2378
Maximum Edges in a Connected Component : 5337
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.124532
Graph Density : 0.000328509729424941
Modularity : 0.671644
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,090 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 Wednesday, 13 November 2019 at 06:06 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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 10-day, 14-hour, 56-minute period from Thursday, 31 October 2019 at 09:59 UTC to Monday, 11 November 2019 at 00:55 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[57] https://uber.github.io/deck.gl
[37] https://mappingwithd3.com
[27] https://twitter.com/gp_pulipaka
[24] https://opendatascience.com/cuspatial-accelerates-geospatial-and-spatiotemporal-processing/
[23] http://tweetedtimes.com/v/1524
[18] https://www.agriculture.com/livestock/hogs/using-geospatial-mapping-to-track-livestock-diseases
[18] https://one.uf.edu
[13] https://techcommunity.microsoft.com/t5/Azure-Data-Explorer/Just-shipped-Geospatial-functions-support-in-Azure-Data-Explorer/ba-p/990724
[12] https://build5nines.com/introduction-to-azure-maps-geospatial-and-location-apis/
[12] https://www.nature.org/content/dam/tnc/nature/en/documents/TNC_Geospatial_Annual_Report_2019.pdf

Top URLs in Tweet in G1:
[23] http://tweetedtimes.com/v/1524
[12] https://www.nature.org/content/dam/tnc/nature/en/documents/TNC_Geospatial_Annual_Report_2019.pdf
[11] https://www.linkedin.com/company/women-in-geospatial/
[10] https://www.geospatialworld.net/blogs/the-geospatial-industry-keeps-evolving/
[9] http://wrld.bg/WnU430nPAWw
[7] https://www.directionsmag.com/webinar/9311
[5] https://www.devex.com/news/opinion-is-geospatial-data-the-key-to-leaving-no-one-behind-95502
[5] http://geospatialworld.net/article/how-make-resilient-cities/
[5] https://polarbearsinternational.org/news/article-polar-bears/our-favorite-facts-about-polar-bears/
[4] http://www.beta.boostup.space/boostlog/news?id=91

Top URLs in Tweet in G2:
[9] https://www.agriculture.com/livestock/hogs/using-geospatial-mapping-to-track-livestock-diseases
[7] https://www.defenseone.com/ideas/2019/11/livestream-defense-one-outlook-2020-mainstage/161127/
[7] https://eng.uber.com/visualizing-city-cores-with-h3/
[6] http://Developers.IO
[6] https://dev.classmethod.jp/event/developers-io-2019-in-tokyo-talk-about-knowledge-for-geospatial-analytics/
[6] https://techcommunity.microsoft.com/t5/Azure-Data-Explorer/Just-shipped-Geospatial-functions-support-in-Azure-Data-Explorer/ba-p/990724
[6] https://twinybots.ch/
[6] https://theconversation.com/even-the-most-beautiful-maps-can-be-misleading-126474
[5] https://www.google.com/imgres?imgurl=https://media.defense.gov/2018/Dec/10/2002070769/-1/-1/0/181207-A-BV889-1014.JPG&imgrefurl=https://www.jbsa.mil/News/News/Article/1708833/543rd-engineer-detachment-geospatial-engineers-paint-a-picture-for-border-missi/&docid=XZcJjZB7tuJzgM&tbnid=TAEJhY38AYHI-M:&vet=1&w=3905&h=3386&source=sh/x/im
[3] https://www.betterview.com/can-geospatial-imagery-ai-really-improve-mature-underwriting-part-1-of-2/

Top URLs in Tweet in G3:
[8] https://geoobserver.wordpress.com/2019/11/05/update-baumpatenschaften-in-halle-saale/
[7] http://geography.one/?edition_id=5823f650-0010-11ea-b54a-0cc47a0d1609
[6] https://www.directionsmag.com/article/9293
[5] https://www.agriculture.com/livestock/hogs/using-geospatial-mapping-to-track-livestock-diseases
[5] https://gogeomatics.ca/geoseer-a-geospatial-web-services-search-engine-2/?utm_source=dlvr.it&utm_medium=twitter
[4] https://twitter.com/ccore1975/status/1184883060459950080
[4] https://blog.attentive.ai/geosptial-imagery-services/?utm_content=buffer11b86&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://sites.google.com/view/localplans/home
[4] https://geoobserver.wordpress.com/2019/11/04/qgis-tipp-stile-in-datenbank-speichern-stilvoll/
[3] https://www.facebook.com/events/757027584769023/?ti=icl

Top URLs in Tweet in G4:
[24] https://twitter.com/gp_pulipaka
[7] https://orbitalinsight.com/
[7] https://www.phpjobs.app/php-job/7379-looking-for-geospatial-engineer-6-month-contract-role-jo?utm_source=twitter
[5] https://github.com/chaconnewu/free-data-science-books
[4] https://dy.si/KYhh1j2
[3] https://www.programmer-books.com/python-geospatial-development-3rd-edition/
[3] https://hxgn.biz/329dYUs
[3] https://twinybots.ch/
[3] http://www.earthworks-jobs.com/rsgis/defra19101.html
[3] https://www.geospatialworld.net/blogs/geospatial-data-analytics-the-way-forward-in-analytics/

Top URLs in Tweet in G5:
[4] https://medium.com/flyingcarpet/chainlink-fcla-powering-geospatial-carbon-offsets-48eb319749c2
[1] https://link.medium.com/fURXUikHq1

Top URLs in Tweet in G6:
[54] https://uber.github.io/deck.gl
[6] https://loaders.gl/
[4] http://dlvr.it/RHYTsq
[3] https://eng.uber.com/3d-tiles-loadersgl/
[3] https://twitter.com/ZDNet/status/1192137405765042176
[3] http://datashader.org/user_guide/Geography.html
[2] https://www.zdnet.com/article/uber-air-takes-one-software-step-toward-the-sky/
[2] https://carto.com/blog/zip-codes-spatial-analysis/?utm_content=104789334&utm_medium=social&utm_source=twitter&hss_channel=tw-241079136
[1] https://cesium.com/blog/2019/11/06/cesium-uber/
[1] https://www.opengeospatial.org/pressroom/pressreleases/3074?utm_content=buffer5c482&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[4] https://eurogeographics.org/calendar-event/geospatial-platform-development-in-finland/
[4] https://w.today.ng/p/193914
[4] https://u.today.ng/p/193914
[4] https://z.today.ng/p/193914
[4] https://www.brookings.edu/blog/future-development/2019/10/23/geospatial-peacekeeping-how-soldiers-and-technology-can-help-fight-poverty/
[3] https://www.devex.com/news/building-a-business-case-for-development-finance-of-geospatial-data-95997
[3] https://twitter.com/OrdnanceSurvey/status/1191267608760332290
[2] http://dlvr.it/RHVknj
[2] https://om.linkedin.com/jobs/view/geospatial-consultant-at-petroleum-development-oman-1591474430?refId=aa904168-d830-40ff-9645-75daa1dcd604&position=6&pageNum=0&trk=guest_job_search_job-result-card_result-card_full-click
[2] https://africanews.space/geospatial-data-for-development-agendas-takes-centre-stage-at-first-africa-geospatial-data-and-internet-conference-accra/

Top URLs in Tweet in G8:
[6] https://www.eventbrite.com/e/69982883689
[2] http://www.neurisa.org/event-3599060
[1] http://www.aarse2020.org/
[1] https://twitter.com/Intergrity56/status/1191101174059094017
[1] https://twitter.com/muyiwa85939471/status/1191153895956873217
[1] https://twitter.com/joceemycin/status/1191740230161833984
[1] https://twitter.com/ChuddyPeter/status/1190166384514387971
[1] http://geospatialworld.net/article/how-make-resilient-cities/
[1] https://twitter.com/theaag/status/1189201774726434817
[1] https://docs.google.com/forms/d/e/1FAIpQLSdaoK1-claX3YBdI_Crvt6fIwf8fcg-YhHRMz8eam-gMJMq-Q/viewform

Top URLs in Tweet in G9:
[32] https://mappingwithd3.com
[18] https://one.uf.edu
[8] https://vimeo.com/229580930?utm_content=buffer909c2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.reddit.com/r/MapPorn/comments/ba0bho/another_3d_map_of_the_hawaiian_islands_including/?utm_content=bufferbffe9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.gislounge.com/news/
[2] https://twitter.com/MichaelGalanin/status/1081250094085746688/video/1?utm_content=buffer5243f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/NCAR_Science/status/1120380579873198081/photo/1?utm_content=bufferef1fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://geoawesomeness.com/geospatial-jobs-of-the-week-cartovista-vizzuaity-premise-and-orbica-are-hiring
[1] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/#3e16d86a63bc
[1] https://www.brookings.edu/blog/future-development/2019/10/23/geospatial-peacekeeping-how-soldiers-and-technology-can-help-fight-poverty/

Top URLs in Tweet in G10:
[5] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/#565cb5d963bc
[5] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/#5076306363bc
[4] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/
[3] https://twitter.com/RichardEudes/status/1190011063774920708
[2] https://buff.ly/36q6yzB
[2] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/#4ebbeb6963bc
[2] https://opendatascience.com/cuspatial-accelerates-geospatial-and-spatiotemporal-processing/
[2] https://blog.usejournal.com/geospatial-analytics-an-86-000-000-000-opportunity-b6399951e272
[1] http://shre.ly/ai-design-3
[1] https://www.forbes.com/sites/sap/2019/10/22/argentina-grows-a-more-sustainable-and-efficient-agricultural-sector-with-machine-learning-and-geospatial-technology/#29f4a05163bc

Top Domains
Top Domains in Tweet in Entire Graph:
[281] twitter.com
[66] github.io
[64] linkedin.com
[45] geospatialworld.net
[42] bit.ly
[37] mappingwithd3.com
[35] co.uk
[33] google.com
[32] directionsmag.com
[29] tweetedtimes.com

Top Domains in Tweet in G1:
[39] twitter.com
[24] tweetedtimes.com
[23] geospatialworld.net
[18] linkedin.com
[15] bit.ly
[14] nature.org
[10] devex.com
[9] wrld.bg
[9] polarbearsinternational.org
[7] co.uk

Top Domains in Tweet in G2:
[26] linkedin.com
[16] geospatialnews.net
[14] twitter.com
[13] bit.ly
[11] google.com
[11] dy.si
[10] greatinsurancejobs.com
[9] instagram.com
[9] dlvr.it
[9] geospatialworld.net

Top Domains in Tweet in G3:
[65] twitter.com
[21] directionsmag.com
[18] geography.one
[14] wordpress.com
[13] geospatialonline.com
[8] gogeomatics.ca
[8] attentive.ai
[8] radian6.com
[7] co.uk
[7] ow.ly

Top Domains in Tweet in G4:
[32] twitter.com
[9] github.com
[8] phpjobs.app
[7] orbitalinsight.com
[6] dy.si
[5] hxgn.biz
[5] datacamp.com
[4] earthworks-jobs.com
[3] programmer-books.com
[3] twinybots.ch

Top Domains in Tweet in G5:
[5] medium.com

Top Domains in Tweet in G6:
[54] github.io
[6] loaders.gl
[5] twitter.com
[4] dlvr.it
[3] uber.com
[3] carto.com
[3] datashader.org
[2] zdnet.com
[1] cesium.com
[1] opengeospatial.org

Top Domains in Tweet in G7:
[12] today.ng
[11] twitter.com
[9] linkedin.com
[5] brookings.edu
[4] eurogeographics.org
[4] devex.com
[4] org.uk
[3] africanews.space
[3] esri.com
[3] lnkd.in

Top Domains in Tweet in G8:
[6] eventbrite.com
[6] twitter.com
[3] wordpress.com
[2] neurisa.org
[1] aarse2020.org
[1] geospatialworld.net
[1] google.com
[1] carto.com
[1] myworkdayjobs.com
[1] meetup.com

Top Domains in Tweet in G9:
[32] mappingwithd3.com
[18] uf.edu
[8] vimeo.com
[7] reddit.com
[6] twitter.com
[4] gislounge.com
[3] investottawa.ca
[2] geoawesomeness.com
[1] forbes.com
[1] brookings.edu

Top Domains in Tweet in G10:
[20] forbes.com
[8] twitter.com
[2] buff.ly
[2] noah-conference.com
[2] opendatascience.com
[2] usejournal.com
[1] shre.ly
[1] milltrust.com
[1] digitalglobe.com
[1] sap.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1492] geospatial
[647] gis
[384] datascience
[374] analytics
[373] bigdata
[316] ai
[249] iot
[205] iiot
[186] machinelearning
[167] mapping



Top Hashtags in Tweet in G1:
[166] geospatial
[63] geoweek19
[38] gis
[35] remotesensing
[30] data
[20] mentorship
[16] womeningeospatial
[16] polarbearweek
[15] stac
[15] conservation

Top Hashtags in Tweet in G2:
[111] geospatial
[35] gis
[17] mapping
[17] surveying
[14] engineering
[13] government
[11] gnss
[10] jobs
[10] boozallen
[9] uber

Top Hashtags in Tweet in G3:
[309] geospatial
[147] gis
[31] data
[23] geography
[21] mapping
[16] 3d
[14] geoint
[14] drones
[14] lidar
[14] entrepreneurs

Top Hashtags in Tweet in G4:
[400] geospatial
[349] bigdata
[331] datascience
[328] analytics
[276] ai
[233] gis
[192] iot
[190] iiot
[168] machinelearning
[131] rstats

Top Hashtags in Tweet in G5:
[136] chainlink
[2] d1conf
[2] decentralised
[2] earthobservation
[1] fcla
[1] carbon
[1] blockchain
[1] middleware
[1] oracle
[1] flyingcarpet

Top Hashtags in Tweet in G6:
[20] geospatial
[12] mapping
[12] geojson
[10] vectortiles
[10] geoserver
[7] 3dtiles
[5] datascience
[4] opensource
[4] bigquery
[4] gcpja

Top Hashtags in Tweet in G7:
[45] geospatial
[25] data
[13] geospatialcommission
[12] gis
[9] agiindia
[8] conference
[5] minigrid
[3] laconik
[3] northeast
[3] india

Top Hashtags in Tweet in G8:
[16] geospatial
[14] thread
[9] gisday19
[8] gis
[7] pafc2019
[2] nigeria
[2] geographyweek
[1] nationalstemday
[1] caribbeangis
[1] forensics

Top Hashtags in Tweet in G9:
[22] geography
[19] geospatial
[18] gis
[10] geoscience
[9] geographyteacher
[3] foss4g
[3] geo
[3] ottbiz
[3] ottjobs
[3] medgeo

Top Hashtags in Tweet in G10:
[8] agriculture
[7] satellite
[6] iot
[6] geospatial
[5] datascience
[5] analytics
[4] global
[4] ml
[4] businessanalytics
[4] ds

Top Words
Top Words in Tweet in Entire Graph:
[3370] Words in Sentiment List#1: Positive
[910] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[107110] Non-categorized Words
[111390] Total Words
[2411] geospatial
[1484] #geospatial
[1092] data
[647] #gis
[416] more

Top Words in Tweet in G1:
[340] geospatial
[158] #geospatial
[156] data
[117] new
[94] more
[90] s
[77] space
[72] join
[68] technology
[63] #geoweek19

Top Words in Tweet in G2:
[428] geospatial
[111] #geospatial
[106] data
[72] ã
[63] more
[56] job
[48] s
[45] systems
[42] new
[41] analyst

Top Words in Tweet in G3:
[309] #geospatial
[147] #gis
[87] geospatial
[59] more
[54] data
[44] see
[44] out
[42] 5
[41] archgrants
[39] new

Top Words in Tweet in G4:
[400] #geospatial
[340] #bigdata
[331] #datascience
[328] #analytics
[310] gp_pulipaka
[276] #ai
[258] data
[233] #gis
[192] #iot
[190] #iiot

Top Words in Tweet in G5:
[248] chainlink
[191] flyingcarpeth
[190] insights
[153] geospatial
[136] #chainlink
[132] platform
[132] uses
[132] power
[132] financial
[132] instruments

Top Words in Tweet in G6:
[80] open
[73] now
[70] source
[69] ubereng
[69] visualization
[64] geospatial
[64] ã
[57] 7
[55] s
[52] release

Top Words in Tweet in G7:
[148] geospatial
[87] development
[51] â
[45] #geospatial
[31] data
[29] wastelands
[26] 2019
[25] #data
[25] rural
[25] robust

Top Words in Tweet in G8:
[89] geospatial
[30] mandouze
[27] lagos
[26] joceemycin
[24] paper
[22] data
[21] using
[18] chuddypeter
[18] xniyi
[16] #geospatial

Top Words in Tweet in G9:
[116] geospatial
[49] geography
[46] data
[43] up
[39] d3
[36] course
[36] study
[36] science
[36] take
[36] courses

Top Words in Tweet in G10:
[40] geospatial
[40] more
[29] data
[27] explore
[26] world
[25] make
[24] real
[23] map
[23] maxar
[23] scenarios

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[401] geospatial,data
[331] #bigdata,#analytics
[320] #geospatial,#gis
[221] #analytics,#geospatial
[205] #iot,#iiot
[164] #datascience,#ai
[162] à,à
[157] geospatial,insights
[151] big,data
[144] #ai,#machinelearning

Top Word Pairs in Tweet in G1:
[55] geospatial,data
[26] check,out
[26] geospatial,technology
[24] remote,sensing
[23] largest,geospatial
[22] geospatial,science
[22] learn,more
[22] information,systems
[22] new,geospatial
[21] asia,pacific

Top Word Pairs in Tweet in G2:
[54] geospatial,data
[33] ã,ã
[28] geospatial,intelligence
[27] link,bio
[24] geospatial,analytics
[22] geospatial,analyst
[21] click,link
[20] https,t
[20] t,co
[17] bae,systems

Top Word Pairs in Tweet in G3:
[50] #geospatial,#gis
[44] #gis,#geospatial
[22] 5,new
[20] emilyllb,announces
[20] announces,archgrants
[20] archgrants,roll
[20] roll,2020
[20] 2020,5
[20] new,grants
[19] much,more

Top Word Pairs in Tweet in G4:
[313] #bigdata,#analytics
[226] #geospatial,#gis
[207] #analytics,#geospatial
[190] #iot,#iiot
[156] #datascience,#ai
[134] #gis,#datascience
[133] #ai,#machinelearning
[132] big,data
[128] #machinelearning,#iot
[95] list,60

Top Word Pairs in Tweet in G5:
[149] geospatial,insights
[132] flyingcarpeth,platform
[132] platform,uses
[132] uses,geospatial
[132] insights,power
[132] power,financial
[132] financial,instruments
[132] instruments,leveraging
[132] leveraging,#chainlink
[131] chainlink,flyingcarpeth

Top Word Pairs in Tweet in G6:
[70] open,source
[52] release,version
[52] version,7
[52] 7,3
[52] 3,uberâ
[52] uberâ,s
[52] s,open
[52] source,visualization
[52] visualization,tool
[52] tool,now

Top Word Pairs in Tweet in G7:
[25] rural,development
[25] â,2019
[23] union,minister
[23] minister,rural
[23] releases,â
[23] â,wastelands
[23] wastelands,atlasâ
[23] atlasâ,â
[23] 2019,robust
[22] robust,geospatial

Top Word Pairs in Tweet in G8:
[18] geospatial,lagos
[16] geospatial,data
[10] using,geospatial
[10] geospatial,intelligence
[10] paper,geospatial
[10] lagos,read
[10] read,comment
[10] comment,pls
[10] pls,emekaokoye
[10] emekaokoye,asemota

Top Word Pairs in Tweet in G9:
[40] geospatial,data
[36] course,geospatial
[36] study,geospatial
[36] geospatial,science
[36] science,take
[36] take,courses
[36] courses,department
[36] department,geography
[36] geography,spring
[36] spring,2020

Top Word Pairs in Tweet in G10:
[24] real,world
[23] maxar,explore
[23] explore,real
[23] world,scenarios
[22] scenarios,interactive
[22] interactive,map
[22] geospatial,data
[22] identify,opportunities
[22] opportunities,make
[21] map,using

Top Replied-To
Top Replied-To in Entire Graph:
@evankirstel
@gogeomatics
@kiricarini
@steven_ramage
@geospatialc
@carolemusa2001
@udcas
@adefolaamoo
@cspan
@jakewim

Top Replied-To in G1:
@kiricarini
@uudreams
@swac_oecd
@d4dinsights
@katiekowalsky
@esipfed
@zferdana
@cliffpat
@geoscienceaus
@finddx

Top Replied-To in G3:
@gogeomatics
@steven_ramage
@geospatialwomen
@ethicalgeo
@andrewmdavidson
@geoignite
@daveatcogs
@gic_org
@marikka_1973
@fs0c131y

Top Replied-To in G4:
@tnega_official
@ramiroaznar

Top Replied-To in G5:
@flyingcarpeth

Top Replied-To in G6:
@krides
@jatorre
@underdarkgis

Top Replied-To in G8:
@joceemycin
@emekaokoye
@adefolaamoo
@xniyi
@gbash101
@toluogunlesi
@youthmappers

Top Replied-To in G9:
@mattdesl

Top Replied-To in G10:
@picterrach

Top Mentioned
Top Mentioned in Entire Graph:
@gp_pulipaka
@flyingcarpeth
@chainlink
@ubereng
@esri
@wingtra
@evankirstel
@e
@geospatialwomen

Top Mentioned in G1:
@nature_org
@esri
@geospatialwomen
@geoworldmedia
@geoscienceaus
@zferdana
@geosec2025
@unggim
@linkedin
@samehnwahba

Top Mentioned in G2:
@mordu73481239
@earth_labs
@aspiremapper
@myfirstsatellit
@osucura
@34northdrones
@theglobein3d
@esrielectricgas
@uncfsu

Top Mentioned in G3:
@archgrants
@emilyllb
@jasonhallstl
@canadiangis
@geocommunity
@sigspatial_gis
@geosaurustrex
@arnalielsewhere
@geoobserver_
@rebelgeo

Top Mentioned in G4:
@gp_pulipaka
@usatoday
@iam__network
@analyticsfr
@civicangela
@thos_jones
@datasciencedc
@up42official
@orbital_insight
@datacommunitydc

Top Mentioned in G5:
@flyingcarpeth
@chainlink
@bneiluj
@d1conf

Top Mentioned in G6:
@ubereng
@opengeospatial
@cesiumjs
@spatialhannes
@uberopensource
@jeffharrison
@carto
@uber
@percivall

Top Mentioned in G7:
@geospatialc
@nstomar
@wbtanzania
@satappscatapult
@pibagriculture
@agiindia
@forestrycomm
@todayng
@douglasknox
@esriindia

Top Mentioned in G8:
@mandouze
@joceemycin
@chuddypeter
@xniyi
@emekaokoye
@hotosm
@youthmappers
@asemota
@drjoeabah
@patiflafla

Top Mentioned in G9:
@milafrerichs
@mapscaping
@ufgeog
@hackerx
@kklmmr
@invest_ottawa
@orbicagis
@gislounge
@robhawkes
@soar_earth

Top Mentioned in G10:
@maxar
@forbes
@acacoop
@richardeudes
@scmatsap
@picterrach
@un
@tomraftery
@noahconference
@sap

Top Tweeters
Top Tweeters in Entire Graph:
@market_screener
@arkangelscrap
@alljobsut
@sectest9
@cowboyscifibot
@environmentguru
@nosqldigest
@edinburghwatch
@gamergeeknews
@gidi_traffic

Top Tweeters in G1:
@cowboyscifibot
@bkindngood
@olumideidowu
@labeecee15
@mrpshropshire
@academicchatter
@cipherequality
@dailyhivevan
@benishii_
@rocketman528

Top Tweeters in G2:
@market_screener
@alljobsut
@usajoblist
@csa_dvillamizar
@into_ai
@pekkapuhakka
@fbomobile
@dubaijobsdotae
@rpubsrecent
@abnewswire

Top Tweeters in G3:
@edinburghwatch
@joshgalka88
@i_amcrypto_king
@researchmrx
@3drenderbot
@__phiphou__
@jcoopphoto
@opencce
@ambabka
@standard3d

Top Tweeters in G4:
@sectest9
@chidambara09
@aaroncuddeback
@karlos_240
@itknowingness
@iam__network
@eliot_meredith
@usatoday
@bsupimp
@ham_gretsky

Top Tweeters in G5:
@obibona
@sammara12281909
@jsnmiller314
@watusicrypto
@finrekt
@lowcap_hunter
@aiksmart
@satpal_satpal
@ferhatc77808419
@discordincrypto

Top Tweeters in G6:
@justbementalist
@takahiro0129
@aklen
@gersonbeltran
@mdsumner
@internetsurfing
@krides
@sandeshr
@geointer
@subhobrata1

Top Tweeters in G7:
@ifindinternship
@saeedbaygi
@pib_india
@nigerianewsdesk
@todayng
@joyonlineghana
@careersdsmusa
@brookingsinst
@kumarsanjay_7
@marcoleofrigio

Top Tweeters in G8:
@khay_cee
@asemota
@toluogunlesi
@linuxmil
@ekesunvictor
@frediecruze
@topsylafresh
@marshal007_
@emekaokoye
@drjoeabah

Top Tweeters in G9:
@gis_sharer
@nos
@forgerat
@venturebeat
@alohaevery1
@clearmapping
@avfolk
@diser_piero
@robhawkes
@startupsmart

Top Tweeters in G10:
@santchiweb
@krishanjee
@debraruh
@forbes
@iinderz
@safety_refinery
@nikhilkanoje6
@bhagatsingharmy
@antonboym
@darioandriani


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