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geospatial_2020-09-21_14-04-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
geospatial via NodeXL https://bit.ly/2RLVXst
@gischatbot
@geospatialstuff
@geoworldmedia
@geospatial_py
@srisri
@artofliving
@giswqs
@griddbcommunity
@bzgeo
@gislounge

Top hashtags:
#geospatial
#gis
#bigdata
#ai
#python
#datascience
#analytics
#handinhand
#mapping

Description:
Description
The graph represents a network of 5,804 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, 21 September 2020 at 21:16 UTC.

The requested start date was Monday, 21 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 17-minute period from Monday, 07 September 2020 at 13:43 UTC to Monday, 21 September 2020 at 00:00 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 : 5804
Unique Edges : 4925
Edges With Duplicates : 11701
Total Edges : 16626
Number of Edge Types : 5
Mentions : 1867
Replies to : 290
Retweet : 5042
MentionsInRetweet : 7785
Tweet : 1642
Self-Loops : 1703
Reciprocated Vertex Pair Ratio : 0.0306122448979592
Reciprocated Edge Ratio : 0.0594059405940594
Connected Components : 801
Single-Vertex Connected Components : 454
Maximum Vertices in a Connected Component : 3953
Maximum Edges in a Connected Component : 13902
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.735307
Graph Density : 0.000260891933911415
Modularity : 0.481078
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,804 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, 21 September 2020 at 21:16 UTC.

The requested start date was Monday, 21 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 17-minute period from Monday, 07 September 2020 at 13:43 UTC to Monday, 21 September 2020 at 00:00 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:
[80] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[30] https://techcrunch.com/2020/09/14/matidor-is-building-an-all-in-one-geospatial-project-collaboration-platform/
[27] https://docs.google.com/presentation/d/1nj9nv0p3zMOvNa9swO8UBvWPlNRSJatctZ7kC-ZyDDg/edit
[25] https://hashnode.com/identity?next=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuZXh0VXJsIjoiaHR0cHM6Ly9ibG9nLmdpc2h1Yi5vcmcvZWFydGgtZW5naW5lLXR1dG9yaWFsLTM1LWhvdy10by11c2UtZ2VlbWFwLWFuZC1lYXJ0aC1lbmdpbmUtaW4tZ29vZ2xlLWNvbGFiLWNrZjVjNDAzYTAyeG5vcnMxZTVpZTNpNzkiLCJpYXQiOjE2MDAyNjE5OTF9.ggHXxa-bb47uPGUM_PFS-6poYVXk9msOixw7Nh7nut0
[24] https://hashnode.com/identity?next=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuZXh0VXJsIjoiaHR0cHM6Ly9ibG9nLmdpc2h1Yi5vcmcvZWFydGgtZW5naW5lLXR1dG9yaWFsLTM2LWhvdy10by1maW5kLW91dC10aGUtZ3JlZW5lc3QtZGF5LW9mLXRoZS15ZWFyLWZvci1lYWNoLWxvY2F0aW9uLWNrZjZ6aG81MzAwMG1vdHMxZGRrdGc5a28iLCJpYXQiOjE2MDA0MzQ4MjJ9.S8qzc3q8pnOBrPEym7QAqNflM9nzohUZoyhheRsDpgA
[24] https://www.forbes.com/sites/yasamankazemi/2019/01/29/ai-big-data-advanced-analytics-in-the-supply-chain/#ec046c244ff9
[22] https://www.servirglobal.net/portals/0/SERVIR
[22] Global
[22] Report
[22] 2020_Final_9.10.20.pdf

Top URLs in Tweet in G1:
[22] https://docs.google.com/presentation/d/1nj9nv0p3zMOvNa9swO8UBvWPlNRSJatctZ7kC-ZyDDg/edit
[21] https://www.servirglobal.net/portals/0/SERVIR
[21] Global
[21] Report
[21] 2020_Final_9.10.20.pdf
[11] https://sites.google.com/radiant.earth/cng-agenda
[10] https://abmi.ca/home/careers/career-listings/Geospatial-Data-Scientist0.html
[9] https://www.geonadir.com/front/domain_validation?step=1&domain=www.geonadir.com&url=https://www.geonadir.com/
[8] https://sites.google.com/radiant.earth/cng-agenda/
[6] https://www.geospatialworld.net/news/geospatial-world-awards-2020-goes-digital/

Top URLs in Tweet in G2:
[16] https://www.forbes.com/sites/yasamankazemi/2019/01/29/ai-big-data-advanced-analytics-in-the-supply-chain/#ec046c244ff9
[15] https://lidarnews.com/press-releases/bluesky-laser-maps-quantock-hills-to-reveal-archaeological-past/
[7] https://thestl.com/work/defining-geospatial/
[7] https://govloop.com/the-science-of-where-in-smart-states/
[7] https://www.kratosdefense.com/constellations-podcast/geospatial-intelligence
[7] https://gisremotesensing.environmentalconferences.org
[6] https://www.geospatialworld.net/blogs/the-importance-of-ai-to-geospatial-2-0/
[6] https://tweetedtimes.com/v/1524?s=rgp
[5] https://www.govloop.com/resources/smart-communities-delivering-intelligent-community-design-with-gis/
[5] https://gisuser.com/2020/09/igarss-2020-hosts-geospatial-business-startup-workshop/#.X2C_fJUBWvg.twitter

Top URLs in Tweet in G3:
[19] https://techcrunch.com/2020/09/14/matidor-is-building-an-all-in-one-geospatial-project-collaboration-platform/
[12] https://techcrunch.com/2020/09/14/matidor-is-building-an-all-in-one-geospatial-project-collaboration-platform/?utm_source=dlvr.it&utm_medium=twitter
[7] https://jp.techcrunch.com/2020/09/18/2020-09-14-matidor-is-building-an-all-in-one-geospatial-project-collaboration-platform/
[5] https://www.prnewswire.com/news-releases/geospatial-solutions-enabled-by-blockchain-big-data-and-ai-bring-new-application-areas-301126487.html
[5] https://drive.google.com/drive/folders/1YmD9NEyPgR7k9Wwv0qWx-p1HQwAx-shj?usp=sharing
[4] https://arxiv.org/abs/2009.03390
[4] https://www.packhunt.io/
[4] https://www.packhunt.io/enriching-geospatial-data
[4] https://techcommunity.microsoft.com/t5/azure-data-explorer/geospatial-joins-are-now-supported-by-azure-data-explorer/ba-p/1684048
[3] https://www.geospatialworld.net/blogs/how-the-telecommunication-industry-is-getting-reshaped-with-geospatial-technologies/

Top URLs in Tweet in G4:
[4] https://www.geospatialworld.net/news/geospatial-world-awards-2020-goes-digital/

Top URLs in Tweet in G5:
[19] https://hashnode.com/identity?next=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuZXh0VXJsIjoiaHR0cHM6Ly9ibG9nLmdpc2h1Yi5vcmcvZWFydGgtZW5naW5lLXR1dG9yaWFsLTM1LWhvdy10by11c2UtZ2VlbWFwLWFuZC1lYXJ0aC1lbmdpbmUtaW4tZ29vZ2xlLWNvbGFiLWNrZjVjNDAzYTAyeG5vcnMxZTVpZTNpNzkiLCJpYXQiOjE2MDAyNjE5OTF9.ggHXxa-bb47uPGUM_PFS-6poYVXk9msOixw7Nh7nut0
[17] https://hashnode.com/identity?next=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuZXh0VXJsIjoiaHR0cHM6Ly9ibG9nLmdpc2h1Yi5vcmcvZWFydGgtZW5naW5lLXR1dG9yaWFsLTM2LWhvdy10by1maW5kLW91dC10aGUtZ3JlZW5lc3QtZGF5LW9mLXRoZS15ZWFyLWZvci1lYWNoLWxvY2F0aW9uLWNrZjZ6aG81MzAwMG1vdHMxZGRrdGc5a28iLCJpYXQiOjE2MDA0MzQ4MjJ9.S8qzc3q8pnOBrPEym7QAqNflM9nzohUZoyhheRsDpgA
[5] http://www.fao.org/news/story/en/item/1307921/icode/
[3] https://fao.zoom.us/webinar/register/WN_oogAzatjRxW5U0Iw55ZHWg
[3] https://data.apps.fao.org/?utm_source=twitter&utm_medium=social+media&utm_campaign=fao
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fkepler-gl-jupyter-notebooks-geospatial-data-visualization-with-ubers-opensource-kepler-gl-b1c2423d066f%3Fsource%3Dsocial.tw
[2] http://www.fao.org/webcast/home/en/item/5347/icode/?utm_content=bufferba683&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://data.apps.fao.org/
[2] https://www.geomaticsatlantic2020.com/
[1] https://docs.google.com/presentation/d/e/2PACX-1vQS-ZQmHP2kMoWBhI9nWWNCSmwZxaiFceggX2_rONR-FkhXD70rMxy7cx_X1NgX6CdBsJS-LO9cQRQO/pub?start=false&loop=false&delayms=3000

Top URLs in Tweet in G6:
[13] https://www.gislounge.com/python-and-geospatial-analysis/
[9] https://www.gislounge.com/using-gis-to-monitor-the-west-coast-wildfires/
[9] https://www.gislounge.com/tracking-deforestation-measuring-distance-nearest-forest/
[7] https://www.gislounge.com/h3-open-source-geospatial-indexing-system/
[7] https://www.edparsons.com/2020/06/the-ethics-of-geospatial-the-four-es/
[6] https://www.gislounge.com/gis-and-hurricane-evacuation-and-preparedness/
[5] https://www.gislounge.com/open-geospatial-data-and-covid-19/
[5] https://www.unenvironment.org/news-and-stories/story/mapping-natures-hidden-benefits
[5] https://spatialreserves.wordpress.com/2019/02/18/the-top-10-most-useful-geospatial-data-portals-revisited/
[5] https://mapscaping.com/blogs/the-mapscaping-podcast/self-employment-in-the-gis-geospatial-industry

Top URLs in Tweet in G7:
[75] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[13] https://www.smart2zero.com/news/geospatial-market-see-innovations-advanced-technologies
[10] https://qoo.ly/386rsx
[8] https://www.geospatialworld.net/news/japan-makes-changes-to-its-data-privacy-law/
[5] http://www.iotbigdatajobs.com/job/geospatial-big-data-engineer/
[5] https://www.geospatialworld.net/blogs/the-importance-of-ai-to-geospatial-2-0/
[5] https://www.forbes.com/sites/yasamankazemi/2019/01/29/ai-big-data-advanced-analytics-in-the-supply-chain/#ec046c244ff9
[4] https://www.expresscomputer.in/artificial-intelligence-ai/geospatial-solutions-enabled-by-blockchain-big-data-and-ai-bring-new-application-areas/63541/
[2] http://www.iotbigdatajobs.com/job/data-scientist-geospatial/
[2] https://frost.ly/4jc

Top URLs in Tweet in G8:
[14] https://tweetedtimes.com/v/1524?s=rgp
[7] https://www.suasnews.com/2020/09/kongsberg-geospatial-business-development-executives-2-positions/
[7] https://www.esri.com/about/newsroom/blog/social-media-feeds-geospatial-data-science/
[6] Asia,
[6] https://tweetedtimes.com/v/1657?s=tnp
[5] https://tweetedtimes.com/v/1524?s=tnp
[4] http://www.urisa.org/education-events/gis-pro-annual-conference/
[4] GeoWeek%2B
[4] https://www.directionsmag.com/article/9706
[4] http://m.app/

Top URLs in Tweet in G9:
[18] https://towardsdatascience.com/finding-and-visualizing-clusters-of-geospatial-data-698943c18fed?source=social.tw
[12] https://www.coursera.org/projects/python-geospatial-data-analysis
[6] https://zpy.io/ca/66afc320
[4] https://medium.com/datadriveninvestor/getting-started-building-location-based-gis-rest-apis-with-python-2fcbd520b2a3
[4] https://www.datasciencecentral.com/forum/topics/what-is-your-favorite-python-library-for-visualizing-geospatial
[4] https://whatsnewqiita.com/20200916/Python
[4] https://qiita.com/chiefs_shio/items/ef86f89218865eb8bd4f
[4] https://www.datacamp.com/courses/visualizing-geospatial-data-in-r?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[4] https://www.datasciencecentral.com/profiles/blogs/top-data-science-skills-for-2020-1
[3] https://www.freelancer.com/projects/kevinohashi_27376177.html

Top URLs in Tweet in G10:
[2] https://now.northropgrumman.com/from-music-to-missile-defense-the-very-interesting-life-of-jeff-baxter/
[1] https://www.justice.gov/opa/pr/state-sponsored-iranian-hackers-indicted-computer-intrusions-us-satellite-companies
[1] https://www.omnisci.com/blog/gis-technologies-in-disaster-response?utm_source=twitter&utm_medium=social&utm_campaign=gis-disaster-response-blog&utm_content=omnisci-social
[1] https://www.youtube.com/watch?v=zg8oNEvcNWE&list=PLLzugMe2NdR9EddwVfPYPuV6HbjbDftGn&index=24&t=0s&ab_channel=HyperightAB

[1] https://www2.omnisci.com/resources/whitepaper/5g-data-science-challenge/lp?utm_source=twitter&utm_medium=cpc&utm_campaign=telco-5g-twitter&utm_content=01_TT_investments
[1] https://www.omnisci.com/industries/public-sector?utm_source=twitter&utm_medium=cpc&utm_campaign=public-sector-industry-twitter&utm_content=01_GIS_public_sector

Top Domains
Top Domains in Tweet in Entire Graph:
[227] twitter.com
[130] linkedin.com
[125] geospatialworld.net
[104] google.com
[86] dy.si
[80] gislounge.com
[80] griddb.net
[69] youtube.com
[67] techcrunch.com
[53] medium.com

Top Domains in Tweet in G1:
[52] google.com
[45] geospatialworld.net
[34] twitter.com
[21] servirglobal.net
[12] youtube.com
[11] medium.com
[11] abmi.ca
[9] geonadir.com
[8] gislounge.com
[6] novumintel.com

Top Domains in Tweet in G2:
[67] twitter.com
[35] lidarnews.com
[30] linkedin.com
[16] forbes.com
[12] govloop.com
[12] gim-international.com
[11] zoom.us
[11] geospatialworld.net
[10] youtube.com
[9] dy.si

Top Domains in Tweet in G3:
[48] techcrunch.com
[42] linkedin.com
[27] dy.si
[22] geospatialworld.net
[21] twitter.com
[15] gocleared.com
[14] google.com
[14] careerarc.com
[10] catsone.com
[8] packhunt.io

Top Domains in Tweet in G4:
[4] geospatialworld.net

Top Domains in Tweet in G5:
[37] hashnode.com
[18] fao.org
[4] twitter.com
[4] youtube.com
[4] github.com
[4] medium.com
[4] zoom.us
[3] google.com
[2] geomaticsatlantic2020.com
[1] github.io

Top Domains in Tweet in G6:
[56] gislounge.com
[15] gov.uk
[13] twitter.com
[10] esri.com
[7] edparsons.com
[6] mapscaping.com
[5] unenvironment.org
[5] wordpress.com
[5] hashnode.com
[5] youtube.com

Top Domains in Tweet in G7:
[75] griddb.net
[38] dy.si
[14] geospatialworld.net
[13] smart2zero.com
[10] qoo.ly
[7] iotbigdatajobs.com
[6] frost.ly
[6] expresscomputer.in
[5] forbes.com
[2] twitter.com

Top Domains in Tweet in G8:
[30] tweetedtimes.com
[22] directionsmag.com
[16] okt.to
[13] esri.com
[12] twitter.com
[10] suasnews.com
[8] eventnook.com
[5] worldbank.org
[4] urisa.org
[4] highways.today

Top Domains in Tweet in G9:
[30] stackexchange.com
[25] linkedin.com
[25] medium.com
[18] towardsdatascience.com
[17] freelancer.com
[14] coursera.org
[13] google.com
[8] datasciencecentral.com
[8] youtube.com
[8] twitter.com

Top Domains in Tweet in G10:
[3] omnisci.com
[2] northropgrumman.com
[1] justice.gov
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1846] geospatial
[563] gis
[314] bigdata
[273] ai
[211] python
[193] datascience
[177] analytics
[167] handinhand
[163] mapping
[146] earthmap



Top Hashtags in Tweet in G1:
[210] geospatial
[77] drones
[64] gis
[48] environment
[31] cngod
[19] earthengine
[18] stem
[17] mapping
[16] bigdata
[16] location

Top Hashtags in Tweet in G2:
[541] geospatial
[142] gis
[73] bigdata
[56] lidar
[55] mapping
[54] ai
[39] datascience
[35] esri
[35] 3dmodeling
[34] remotesensing

Top Hashtags in Tweet in G3:
[38] geospatial
[17] gis
[10] engineering
[9] securityclearance
[8] icymi
[8] clearances
[8] jobs
[7] data
[7] fortshafter
[6] intelligence

Top Hashtags in Tweet in G4:
[1] worldozoneday

Top Hashtags in Tweet in G5:
[159] handinhand
[140] earthmap
[94] geospatial
[71] earthengine
[56] python
[48] r
[35] geemap
[16] earthenginevirtualmeetup
[15] jupytercon2020
[12] gis

Top Hashtags in Tweet in G6:
[92] geospatial
[53] gis
[51] mapx
[12] localgovernment
[12] data
[12] thepowerofplace
[11] ifgdatabites
[6] earthengine
[5] fornature
[4] geography

Top Hashtags in Tweet in G7:
[257] geospatial
[184] bigdata
[155] ai
[130] griddb
[125] analytics
[99] reinforcementlearning
[96] datascience
[93] iot
[75] nyc
[75] nosql

Top Hashtags in Tweet in G8:
[143] geospatial
[69] gis
[30] mapping
[25] gispro2020
[25] sggeoweek
[21] arcgis
[18] geomatics
[18] esuc2020
[13] data
[13] technology

Top Hashtags in Tweet in G9:
[119] python
[55] geospatial
[43] gis
[24] datascience
[15] ai
[12] arcgis
[11] programming
[10] bigdata
[9] opensource
[9] machinelearning

Top Hashtags in Tweet in G10:
[2] gis
[2] geospatial
[1] datascience
[1] datasweden
[1] datainnovationsummit
[1] networkoptimzation
[1] telco
[1] telcoanalytics
[1] acceleratedanalytics
[1] geospatialdata

Top Words
Top Words in Tweet in Entire Graph:
[3642] geospatial
[1852] data
[1848] #geospatial
[766] 2020
[613] world
[565] more
[563] #gis
[500] intelligence
[464] impact
[449] award

Top Words in Tweet in G1:
[523] geospatial
[217] data
[210] #geospatial
[174] native
[173] day
[160] cloud
[160] outreach
[118] 2020
[87] more
[87] kejoyce2

Top Words in Tweet in G2:
[541] #geospatial
[191] geospatial
[142] #gis
[136] data
[73] #bigdata
[65] more
[65] eusatcen
[56] #lidar
[55] #mapping
[54] #ai

Top Words in Tweet in G3:
[488] geospatial
[200] data
[72] more
[64] intelligence
[52] project
[51] one
[49] platform
[47] technology
[44] collaboration
[43] gis

Top Words in Tweet in G4:
[385] geospatial
[384] award
[384] srisri
[383] world
[383] 2020
[381] societal
[381] impact
[381] gurudev
[380] ravi
[380] shankar

Top Words in Tweet in G5:
[306] fao
[254] googleearth
[228] data
[171] geospatial
[159] #handinhand
[158] big
[142] tool
[140] #earthmap
[134] launched
[130] giswqs

Top Words in Tweet in G6:
[209] geospatial
[106] data
[92] #geospatial
[77] gis
[68] gislounge
[54] between
[53] #gis
[53] online
[52] complex
[52] human

Top Words in Tweet in G7:
[257] #geospatial
[234] data
[185] gp_pulipaka
[184] #bigdata
[155] #ai
[155] analysis
[128] griddbcommunity
[125] #analytics
[99] #reinforcementlearning
[99] usatoday

Top Words in Tweet in G8:
[207] geospatial
[143] #geospatial
[72] development
[69] #gis
[65] niclaos
[55] data
[53] more
[49] esri
[44] work
[43] management

Top Words in Tweet in G9:
[158] data
[128] python
[119] #python
[111] geospatial
[67] gis
[63] mapping
[55] #geospatial
[43] #gis
[37] using
[31] visualizing

Top Words in Tweet in G10:
[200] intelligence
[195] ericgarland
[195] boom
[195] iranian
[195] agents
[195] indicted
[195] espionage
[195] against
[195] satellite
[195] companies

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[511] geospatial,world
[492] geospatial,data
[390] award,2020
[388] world,award
[387] societal,impact
[387] ravi,shankar
[386] 2020,societal
[385] gurudev,srisri
[385] srisri,ravi
[340] shankar,ji

Top Word Pairs in Tweet in G1:
[174] native,geospatial
[159] geospatial,outreach
[151] cloud,native
[145] outreach,day
[64] interested,#drones
[60] geospatial,world
[56] geospatial,data
[50] looking,lots
[47] lots,people
[47] people,care

Top Word Pairs in Tweet in G2:
[34] #geospatial,analysis
[32] #gis,#geospatial
[27] geospatial,intelligence
[25] #geospatial,data
[23] learn,more
[21] #vr,#vrgotham
[21] #vrgotham,#3dvideomotion
[19] #geospatial,industry
[18] st,louis
[18] more,#geospatial

Top Word Pairs in Tweet in G3:
[74] geospatial,data
[43] geospatial,intelligence
[43] geospatial,project
[42] one,geospatial
[42] project,collaboration
[42] collaboration,platform
[41] building,one
[39] matidor,building
[29] learn,more
[25] national,geospatial

Top Word Pairs in Tweet in G4:
[383] geospatial,world
[383] award,2020
[382] world,award
[381] societal,impact
[380] 2020,societal
[380] gurudev,srisri
[380] srisri,ravi
[380] ravi,shankar
[335] impact,goes
[335] goes,gurudev

Top Word Pairs in Tweet in G5:
[152] big,data
[146] fao,googleearth
[143] #handinhand,geospatial
[137] data,tool
[110] fao's,#handinhand
[105] googleearth,#earthmap
[99] #earthmap,empowered
[99] empowered,fao's
[91] googleearth,launched
[91] launched,big

Top Word Pairs in Tweet in G6:
[51] understand,complex
[51] complex,interactions
[51] interactions,between
[51] between,nature
[51] nature,human
[51] human,society
[51] society,teamed
[51] teamed,#mapx
[51] #mapx,online
[51] online,platform

Top Word Pairs in Tweet in G7:
[104] #bigdata,#analytics
[99] gp_pulipaka,usatoday
[99] usatoday,#bigdata
[93] #datascience,#ai
[92] #analytics,#datascience
[86] #geospatial,platform
[86] platform,#reinforcementlearning
[86] #reinforcementlearning,featuring
[86] featuring,gp_pulipaka
[85] gp_pulipaka,#geospatial

Top Word Pairs in Tweet in G8:
[34] emergency,management
[33] hi,niclaos
[33] niclaos,emergency
[33] management,geospatial
[33] geospatial,analytics
[33] analytics,professional
[33] professional,based
[33] based,nyc
[33] nyc,work
[32] niclaos,hi

Top Word Pairs in Tweet in G9:
[62] geospatial,data
[24] data,science
[22] spatial,data
[19] data,python
[18] finding,visualizing
[18] visualizing,clusters
[18] clusters,geospatial
[18] data,claudia
[18] claudia,ng
[17] tdatascience,finding

Top Word Pairs in Tweet in G10:
[195] boom,iranian
[195] iranian,intelligence
[195] intelligence,agents
[195] agents,indicted
[195] indicted,espionage
[195] espionage,against
[195] against,satellite
[195] satellite,companies
[195] companies,compromise
[195] compromise,american

Top Replied-To
Top Replied-To in Entire Graph:
@geospatial_tz
@kigogo2014
@lindsaylohan
@hkigwangalla
@realhaulegluck
@blkingeoscience
@mrsmkama
@millardayo
@here
@eusatcen

Top Replied-To in G1:
@ryanslewis07
@geospatialm
@brainfarticus_
@opengeospatial
@fmhdsd
@taraskaduk
@azadux
@rowanwinsemius
@julianamapper
@sentinel_hub

Top Replied-To in G2:
@eusatcen
@africascope_sa
@nga_geoint
@expouav
@lydakrewson
@rd_flowers
@kratosdefense
@expodronicamad

Top Replied-To in G3:
@kfdwb

Top Replied-To in G4:
@srisri

Top Replied-To in G5:
@giswqs

Top Replied-To in G6:
@sarahbunty
@0mgould
@kgjenkins
@ktnuk

Top Replied-To in G7:
@lshtm

Top Replied-To in G8:
@blkingeoscience
@neurosarcastic
@ashleyhittgis
@tarinresources
@canadiangis
@geospatialncl
@centroid_csu
@seismomomo

Top Replied-To in G9:
@spatialthoughts
@julianamapper
@gis_ops
@maxar

Top Replied-To in G10:
@wrgerman

Top Mentioned
Top Mentioned in Entire Graph:
@srisri
@artofliving
@aolswamiji
@ericgarland
@fao
@googleearth
@giswqs
@griddbcommunity
@gp_pulipaka
@usatoday

Top Mentioned in G1:
@kejoyce2
@geoworldmedia
@ourradiantearth
@unggimamericas
@geospatialm
@opengeospatial
@opencholmes
@unggim
@evenrouault
@geosec2025

Top Mentioned in G2:
@eusatcen
@kirkdborne
@nga_geoint
@lidarnews
@1904labs
@defis_eu
@geosaurustrex
@alliance_stl
@boozallen
@riegl

Top Mentioned in G3:
@gocleared
@sal_umontana
@t_alboog
@descarteslabs
@digitaloohnews
@writerjvp
@kaarta3d
@assoc_mpos
@alshawafmumin

Top Mentioned in G4:
@srisri
@artofliving
@aolswamiji
@artoflivingabc
@geoworldmedia
@eriksolheim
@republic
@timesnow
@indiatoday
@pmoindia

Top Mentioned in G5:
@googleearth
@fao
@giswqs
@faoclimate
@rebeccatmoore
@faodg
@google
@faostatistics
@faoknowledge
@tylerickson

Top Mentioned in G6:
@gislounge
@unep
@mapscaping
@geomenke
@urbanalyticslab
@ordnancesurvey
@geospatialc
@edparsons
@seftoncouncil
@rgs_ibg

Top Mentioned in G7:
@griddbcommunity
@gp_pulipaka
@usatoday
@frost_sullivan
@expcomputer
@isantosian
@smart2zero
@billmew
@thesietch
@kirkdborne

Top Mentioned in G8:
@niclaos
@urisa
@esri
@highwaystoday
@blkingeoscience
@ashleyhittgis
@esriblog
@geoworkssg
@engineeringncl
@esrisingapore

Top Mentioned in G9:
@tdatascience
@stackgis
@mapbox
@giswqs
@fahad_s_alahmad
@python_jobs
@datasciencectrl
@shakasom
@zanejobe
@youtube

Top Mentioned in G10:
@ericgarland
@omnisci
@r3tex
@foxr4ne
@toddmostak
@wrgerman

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@federicoalves
@chidambara09
@cybersec_feeds
@andyvermaut
@john1966olsen
@onahunttoday
@iam__network
@pitarampal

Top Tweeters in G1:
@cowboyscifibot
@john1966olsen
@ziyaggy
@ricardo_ik_ahau
@hubofml
@owenabong
@ourfuturebot
@nordicgeo
@eco1start
@clearmapping

Top Tweeters in G2:
@federicoalves
@ronaldjhelzenga
@myloc_tracker
@nytimes
@dawnhunterton
@marketwatch
@ciangaia
@dariosailor86
@ap
@virgini25568889

Top Tweeters in G3:
@andyvermaut
@realblack212
@m_hayase256
@hedgebz
@imax111
@carguytimes
@emergencyglobal
@rfpbidscanada
@abnewswire
@writerjvp

Top Tweeters in G4:
@indiatoday
@timesnow
@prashantarchu
@ani
@republic
@tarundsnaol
@drshobha
@spirit_etrnl10
@devanglodh
@sankapadma

Top Tweeters in G5:
@milatrud11
@bob_stinson1234
@kwame_agyei
@allan_crawshaw
@rababoush
@eliot_meredith
@visualpersist
@gasparepolizzi9
@mmm_the3rd
@google

Top Tweeters in G6:
@annamoor1995
@dev_discourse
@avonan
@nomoreslaves
@dcarsoncpa_ma
@smartecocity
@joe_nuzz
@nah_nuh_name
@therealfs0c1ety
@lordbexar

Top Tweeters in G7:
@sectest9
@chidambara09
@cybersec_feeds
@pitarampal
@karlos_240
@thomasclone
@pickooo
@taieb_bot
@andrewmorrisuk
@cybersecurityn8

Top Tweeters in G8:
@pekkapuhakka
@entwistletx
@publichealthmap
@mr_yorkshire
@eins_institute
@themapaddict
@theagu
@s_akrati
@reparsandra
@lisamariecricht

Top Tweeters in G9:
@rosenchild
@searchresume
@bexxmodd
@parvez1
@masterprogram1
@dhya_khan
@pythonbot_
@steltenpower
@4c7f21ac5bb74b0
@risharky

Top Tweeters in G10:
@onahunttoday
@givemepie360
@theresamax
@beverly21811568
@reagancbrown
@micjojd
@sylviaz1913
@ydanasmithdutra
@88seattle61
@burnettcynthia


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