geospatial, Twitter, 12/2/2019 11:42:19 AM, 217840


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geospatial_2019-12-01_22-16-24.xlsx
geospatial_2019-12-01_22-16-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
geospatial via NodeXL http://bit.ly/2Lemqw6
@geospatialstuff
@smartcitiesfeed
@gp_pulipaka
@geographycanada
@geosystemsfeed
@esri
@datasciencenig
@geoworldmedia
@nga_geoint
@agspatial

Top hashtags:
#geospatial
#gis
#analytics
#bigdata
#datascience
#ai
#python
#iot

Description:
Description
The graph represents a network of 3,985 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, 02 December 2019 at 06:17 UTC.

The requested start date was Monday, 02 December 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 11-day, 15-hour, 52-minute period from Tuesday, 19 November 2019 at 21:35 UTC to Sunday, 01 December 2019 at 13:27 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 : 3985
Unique Edges : 5631
Edges With Duplicates : 1835
Total Edges : 7466
Number of Edge Types : 3
Mentions : 6072
Tweet : 1242
Replies to : 152
Self-Loops : 1242
Reciprocated Vertex Pair Ratio : 0.0400153168677006
Reciprocated Edge Ratio : 0.0769513991163476
Connected Components : 674
Single-Vertex Connected Components : 387
Maximum Vertices in a Connected Component : 2563
Maximum Edges in a Connected Component : 5830
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.187373
Graph Density : 0.00034214650320227
Modularity : 0.66357
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,985 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, 02 December 2019 at 06:17 UTC.

The requested start date was Monday, 02 December 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 11-day, 15-hour, 52-minute period from Tuesday, 19 November 2019 at 21:35 UTC to Sunday, 01 December 2019 at 13:27 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:
[53] https://morioh.com/p/7711c530f5fc
[42] https://jobs.canterbury.ac.nz/jobdetails/ajid/ybre7/Lecturer-Senior-Lecturer-in-Geospatial-Science,1676
[31] https://www.businesswire.com/news/home/20191120005472/en/Salesforce-Selects-Esri-Key-Geospatial-Partner
[25] https://build5nines.com/introduction-to-azure-maps-geospatial-and-location-apis/
[20] https://www.esri.com/about/newsroom/announcements/salesforce-selects-esri-as-key-geospatial-partner/
[20] http://tweetedtimes.com/v/1524
[15] https://www.jisc.ac.uk/news/jisc-geospatial-data-gives-academics-access-to-millions-of-open-data-maps-18-nov-2019
[15] https://news.navy.gov.au/en/Nov2019/Fleet/5585
[14] https://www.elastic.co/blog/how-to-ingest-geospatial-data-into-elasticsearch-with-gdal
[13] https://www.youtube.com/watch?v=pVRlu4PiXZA


Top URLs in Tweet in G1:
[10] https://www.geospatialworld.net/blogs/geospatial-essential-to-give-momentum-to-development-in-indian-north-east/
[8] https://www.vgis.io/2019/11/25/vgiss-ceo-joins-industry-leaders-at-geobuiz-summit-2020/
[8] https://jobs.experience.energy/jobs/24331549-geospatial-developer-assoc-tech-prof-software-dev-at-halliburton?utm_campaign=Membership
[8] Newsletters&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9eEJrDzhR61EcbK5dItSkCPSYoOc-zaBUwmzGzgZzKNgtIGYLn-v3mQ2Drd3KN4WYgurMp
[8] https://jobs.experience.energy/
[7] https://www.gislounge.com/geospatial-podcasts-roundup/
[7] https://twitter.com/stltoday/status/1198773294499090434
[6] https://www.geospatialworld.net/blogs/how-geospatial-imaging-can-help-solar-developers/
[6] https://www.ibm.com/blogs/research/2019/11/nasca-lines-geoglyphs/?utm_source=144807&utm_medium=twitter&es_p=10581435
[6] https://hub.packtpub.com/why-geospatial-analysis-and-gis-matters-more-than-ever-today/

Top URLs in Tweet in G2:
[11] Networks&iisn=Moe
[11] Kader,
[11] M.A.,
[8] https://www.getgisjobs.com/Hazelwood-MO/aeronautical-geospatial-technician-68506792.htm?utm_source=twitter&utm_medium=twitter&utm_campaign=twitter
[7] https://www.linkedin.com/slink?code=e6uX5sm
[7] https://www.getgisjobs.com/Springfield-VA/geospatial-operations-analyst-68569042.htm?utm_source=twitter&utm_medium=twitter&utm_campaign=twitter
[5] https://www.ibm.com/blogs/research/2019/11/nasca-lines-geoglyphs/
[4] https://www.linkedin.com/slink?code=eW6PZtm
[4] https://build5nines.com/introduction-to-azure-maps-geospatial-and-location-apis/
[4] https://social.icims.com/job/Geospatial-Requirements-Engineer-Job-US-VA-Chantilly-26138762.html?isd_source=twitter&isd_pub=2585375&pubId=24085&iis=Social

Top URLs in Tweet in G3:
[20] http://tweetedtimes.com/v/1524
[7] https://geoobserver.wordpress.com/2019/11/25/lsa-alk-sind-veroeffentlichte-flurstuecksnummern-unionsrechtswidrig/
[6] https://www.thedrive.com/the-war-zone/31092/new-type-of-gps-spoofing-attack-in-china-creates-crop-circles-of-false-location-data
[5] https://www.datasciencecentral.com/profiles/blogs/fun-with-maps-part-1
[5] https://georabble.org/2019/11/25/brisrabble-time-is-almost-here/
[4] http://r.socialstudio.radian6.com/14daef63-56ad-46b0-b91a-8bb061a6f252
[4] https://twitter.com/techreview/status/1200829531579408385
[4] https://usgif.org/events/JobFair
[4] https://www.microsoft.com/en-US/enterprise/microsoft-citynext-at-smart-city-expo-world-congress-2019?activetab=pillars:primaryr7
[4] https://eos.org/science-updates/filling-the-gaps-in-ocean-maps

Top URLs in Tweet in G4:
[5] https://mapscaping.com/blogs/the-mapscaping-podcast/building-geospatial-truth-sets
[5] https://mapscaping.com/pages/map-contest
[4] https://environment.data.gov.uk/dataset/b498a2be-f3de-49fb-91a4-3381bb3868c2
[4] http://employment.udayton.edu/cw/en-us/job/497660/lecturer-in-geology-specializing-in-geographic-information-systems
[3] https://penta.fosdem.org/submission/
[3] https://www.etsy.com/shop/MapBliss/items?section_id=1&utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1574742472000
[2] https://www.gislounge.com/geospatial-podcasts-roundup/amp/
[2] https://lists.openstreetmap.org/pipermail/talk/2019-November/083522.html
[2] https://fosdem.org/2020/news/2019-10-01-accepted-developer-rooms/
[2] https://georgheiler.com/2019/11/20/geospatial-binning-with-hexagons-on-spark/

Top URLs in Tweet in G5:
[5] https://erecruit.partneragencies.org/psc/UNDPP1HRE/EMPLOYEE/HRMS/c/HRS_HRAM.HRS_CE.GBL?Page=HRS_CE_JOB_DTL&Action=A&JobOpeningId=27135&SiteId=1&PostingSeq=1
[5] https://erecruit.partneragencies.org/psc/UNDPP1HRE/EMPLOYEE/HRMS/c/HRS_HRAM.HRS_CE.GBL?Page=HRS_CE_JOB_DTL&Action=A&JobOpeningId=27137&SiteId=1&PostingSeq=1
[4] https://twitter.com/jeafreezy/status/1197097692792598529
[2] https://www.geospatialworld.net/blogs/how-geospatial-imaging-can-help-solar-developers/
[2] https://undataforum.org/WorldDataForum/grid3-nigeria-using-geospatial-infrastructure-in-support-of-decision-making-and-effective-application-of-resources-for-development/
[2] https://morioh.com/p/7711c530f5fc
[1] https://twitter.com/is_GoodnessDk/status/1197405871342571523
[1] https://twitter.com/Steven_Ramage/status/1197403232609460224
[1] https://www.thisdaylive.com/index.php/2019/04/10/udoma-emphasises-usefulness-of-geospatial-data-in-national-devt/
[1] http://grid3.org

Top URLs in Tweet in G6:
[28] https://www.businesswire.com/news/home/20191120005472/en/Salesforce-Selects-Esri-Key-Geospatial-Partner
[13] https://www.esri.com/about/newsroom/announcements/salesforce-selects-esri-as-key-geospatial-partner/
[5] https://www.directionsmag.com/pressreleases
[4] https://www.meetup.com/Geospatial-Advocacy-Kenya/events/pwzhjryzpbcc/
[4] https://twitter.com/michykahiu/status/1197906046095908866
[3] https://www.directionsmag.com/webinars
[2] https://www.esri.com/en-us/about/esri-partner-network/our-partners/global-alliances/salesforce-esri
[2] https://go.hexagongeospatial.com/l/64872/2019-11-22/d91z4j
[2] https://go.hexagongeospatial.com/l/64872/2019-10-23/d7k4gs
[2] https://chesapeakebaymagazine.com/bob2019/

Top URLs in Tweet in G7:
[48] https://morioh.com/p/7711c530f5fc
[9] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html
[3] https://github.com/chaconnewu/free-data-science-books
[3] http://www.tuxmachines.org/node/131101
[3] https://www.techuk.org/insights/opinions/item/16356-guest-blog-what-is-the-geospatial-data-market?utm_source=dlvr.it&utm_medium=twitter
[3] http://www.lqventures.com/
[2] https://github.com/FavioVazquez/ds-cheatsheets
[2] https://www.programmer-books.com/python-geospatial-development-3rd-edition/
[1] https://www.irishtimes.com/business/technology/tech-tools-improve-your-drone-photography-1.3972144
[1] http://finance.azcentral.com/azcentral/news/read/38676051/

Top URLs in Tweet in G8:
[8] https://www.geospatialworld.net/blogs/geospatial-data-analytics-the-way-forward-in-analytics/
[7] https://www.datacamp.com/courses/working-with-geospatial-data-in-python?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[6] https://www.datacamp.com/courses/visualizing-geospatial-data-in-python?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[6] https://www.datacamp.com/courses/working-with-geospatial-data-in-r?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[4] https://carto.com/blog/zip-codes-spatial-analysis/?utm_content=106779169&utm_medium=social&utm_source=twitter&hss_channel=tw-241079136
[3] https://www.meetup.com/DC-Data-Engineering/events/266583496/
[1] https://towardsdatascience.com/nearest-neighbour-analysis-with-geospatial-data-7bcd95f34c0e?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.ordnancesurvey.co.uk/business-government/innovation/happens/articles-ehs/geospatial-skills-built-environments
[1] https://podcasts.apple.com/us/podcast/training-data/id1454552151?i=1000457460881
[1] https://twitter.com/mouthofmorrison/status/1139531046700142592

Top URLs in Tweet in G9:
[4] http://geography.one/?edition_id=a8953240-0fc7-11ea-97ff-0cc47a0d1609
[4] http://geography.one/?edition_id=2732afd0-1223-11ea-97ff-0cc47a0d1609
[3] http://geography.one/?edition_id=fcc48300-1159-11ea-97ff-0cc47a0d1609
[2] http://geography.one/?edition_id=aa4321d0-0b10-11ea-b54a-0cc47a0d1609
[2] http://geography.one/?edition_id=eb7ce0e0-0bd9-11ea-b54a-0cc47a0d1609
[2] http://geography.one/?edition_id=290b7ff0-0d6c-11ea-97ff-0cc47a0d1609
[1] https://www.ordnancesurvey.co.uk/business-government/innovation/happens/articles-ehs/geospatial-skills-built-environments?utm_source=twitter&utm_medium=67d0bfa2-0727-4afb-9185-3a944a8a0c23&utm_campaign=happens
[1] https://www.ordnancesurvey.co.uk/business-government/innovation/happens/articles-ehs/geospatial-skills-uk-benefit?utm_source=twitter&utm_medium=aa0a8781-c096-430b-95d2-b6799b118621&utm_campaign=happens
[1] https://www.ordnancesurvey.co.uk/business-government/innovation/happens/articles-ehs/geospatial-skills-uk-benefit?utm_source=twitter&utm_medium=ca9b7aba-7e50-494b-872a-c574c0518b59&utm_campaign=happens
[1] https://www.ordnancesurvey.co.uk/business-government/innovation/happens/articles-ehs/geospatial-skills-uk-benefit?utm_source=twitter&utm_medium=41fa473c-fafb-4481-94bc-601c7aa4ccf8&utm_campaign=happens

Top URLs in Tweet in G10:
[11] https://www.elastic.co/blog/how-to-ingest-geospatial-data-into-elasticsearch-with-gdal
[3] https://opsmatters.com/organisations/elastic
[3] http://www.kepler.gl
[2] http://2020.foss4g.org/partners/
[2] https://aws.amazon.com/blogs/aws/using-spatial-data-with-amazon-redshift/
[1] http://n51.ca/speakers/
[1] https://www.elastic.co/blog/how-to-ingest-geospatial-data-into-elasticsearch-with-gdal?blade=tw&hulk=social
[1] https://medium.com/sensorup-blog/more-developer-friendly-and-agile-geospatial-standards-exciting-developments-from-the-113th-ogc-9315da9e85dd
[1] https://www.space.com/amp/india-cartosat-3-earth-satellite-cubesats-launch-success.html
[1] https://www.hotosm.org/volunteer-opportunities/volunteer-translator/

Top Domains
Top Domains in Tweet in Entire Graph:
[197] twitter.com
[71] geospatialworld.net
[66] linkedin.com
[53] medium.com
[53] morioh.com
[50] youtube.com
[42] ac.nz
[39] businesswire.com
[33] esri.com
[31] co.uk

Top Domains in Tweet in G1:
[32] geospatialworld.net
[31] twitter.com
[19] gislounge.com
[18] stltoday.com
[17] lidarnews.com
[16] experience.energy
[8] vgis.io
[8] linkedin.com
[7] brookings.edu
[7] geosmartindia.net

Top Domains in Tweet in G2:
[43] linkedin.com
[20] geospatialnews.net
[18] getgisjobs.com
[16] twitter.com
[13] medium.com
[13] ibm.com
[12] youtube.com
[12] geospatialworld.net
[12] careerarc.com
[11] icims.com

Top Domains in Tweet in G3:
[41] twitter.com
[20] tweetedtimes.com
[14] radian6.com
[7] medium.com
[7] datasciencecentral.com
[7] wordpress.com
[6] thedrive.com
[6] usgif.org
[6] microsoft.com
[5] geospatialworld.net

Top Domains in Tweet in G4:
[16] twitter.com
[14] mapscaping.com
[6] gov.uk
[5] fosdem.org
[4] udayton.edu
[3] gislounge.com
[3] georgheiler.com
[3] geospatialworld.net
[3] etsy.com
[2] blog.google

Top Domains in Tweet in G5:
[17] twitter.com
[12] partneragencies.org
[2] geospatialworld.net
[2] gov.ng
[2] undataforum.org
[2] morioh.com
[1] thisdaylive.com
[1] grid3.org
[1] github.io
[1] crcpress.com

Top Domains in Tweet in G6:
[31] businesswire.com
[19] esri.com
[15] twitter.com
[14] directionsmag.com
[9] hexagongeospatial.com
[4] meetup.com
[3] youtube.com
[3] aetoswire.com
[2] chesapeakebaymagazine.com
[2] urisa.org

Top Domains in Tweet in G7:
[48] morioh.com
[9] kdnuggets.com
[6] github.com
[3] tuxmachines.org
[3] techuk.org
[3] lqventures.com
[2] programmer-books.com
[1] irishtimes.com
[1] azcentral.com
[1] wsj.com

Top Domains in Tweet in G8:
[19] datacamp.com
[8] geospatialworld.net
[8] carto.com
[6] twitter.com
[4] meetup.com
[2] apple.com
[1] towardsdatascience.com
[1] co.uk
[1] scanlibs.com
[1] agile-online.org

Top Domains in Tweet in G9:
[20] geography.one
[8] co.uk
[2] gogeomatics.ca
[1] mailchi.mp
[1] myworkdayjobs.com
[1] campaign-archive.com
[1] theiet.org
[1] agriculture.com
[1] amerisurv.com
[1] gisuser.com

Top Domains in Tweet in G10:
[13] elastic.co
[3] foss4g.org
[3] opsmatters.com
[3] kepler.gl
[2] amazon.com
[1] n51.ca
[1] medium.com
[1] space.com
[1] hotosm.org
[1] geotiff.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1320] geospatial
[560] gis
[313] analytics
[309] bigdata
[296] datascience
[216] ai
[197] python
[154] iot
[139] iiot
[104] stl



Top Hashtags in Tweet in G1:
[169] geospatial
[102] stl
[76] gis
[37] mapping
[35] stlmade
[32] 3d
[30] bim
[25] lidar
[21] geofutures
[19] construction

Top Hashtags in Tweet in G2:
[90] geospatial
[34] gis
[20] surveying
[14] gnss
[11] gdit
[11] langleyafbva
[11] gditcareers
[11] opportunityowned
[11] job
[10] mapping

Top Hashtags in Tweet in G3:
[315] geospatial
[77] gis
[28] bigdata
[27] ai
[26] datascience
[21] remotesensing
[21] analytics
[17] azuremaps
[16] gps
[16] mapping

Top Hashtags in Tweet in G4:
[66] geospatial
[34] openstreetmap
[32] birthday
[26] gis
[19] sar
[18] sotmafrica2019
[16] serviramazonia
[14] youthmappers
[10] radar
[10] data

Top Hashtags in Tweet in G5:
[53] aibootcamp
[27] geospatial
[23] rspatial
[17] gis
[16] python
[15] rstats
[12] bigdata
[12] analytics
[11] grid3
[11] datascience

Top Hashtags in Tweet in G6:
[69] geospatial
[47] gis
[26] livingatlas
[15] esri
[14] df19
[11] arcgis
[9] developer
[9] locationintelligence
[8] ozri
[7] salesforce

Top Hashtags in Tweet in G7:
[261] geospatial
[259] bigdata
[259] analytics
[242] datascience
[173] gis
[157] python
[152] ai
[126] iot
[125] iiot
[86] reinforcementlearning

Top Hashtags in Tweet in G8:
[38] geospatial
[12] gis
[7] geomundus
[6] datascience
[5] bigdata
[5] analytics
[5] geomundus19
[5] vr
[5] 3d
[5] gaming

Top Hashtags in Tweet in G9:
[39] geospatial
[20] geography
[10] gis
[6] everythinghappenssomewhere
[5] smartcities
[2] osapac
[2] 3d
[2] archaeologist
[2] flood
[1] geospatialskills

Top Hashtags in Tweet in G10:
[9] geospatial
[7] elasticsearch
[4] dyk
[4] data
[4] openstreetmap
[3] north51
[3] analytics
[3] devops
[2] bigdata
[2] geo

Top Words
Top Words in Tweet in Entire Graph:
[3892] Words in Sentiment List#1: Positive
[771] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[103774] Non-categorized Words
[108438] Total Words
[2736] geospatial
[1355] data
[1320] #geospatial
[561] #gis
[367] gp_pulipaka

Top Words in Tweet in G1:
[384] geospatial
[169] #geospatial
[120] development
[116] nga_geoint
[103] #stl
[79] facility
[76] #gis
[76] nga's
[72] data
[71] ground

Top Words in Tweet in G2:
[418] geospatial
[134] data
[90] #geospatial
[61] gis
[53] analyst
[50] intelligence
[41] world
[38] jobs
[36] analysis
[36] co

Top Words in Tweet in G3:
[315] #geospatial
[97] geospatial
[92] data
[77] #gis
[47] more
[35] use
[34] learn
[29] share
[28] #bigdata
[27] #ai

Top Words in Tweet in G4:
[153] geospatial
[82] world
[70] women
[66] #geospatial
[58] more
[57] data
[49] ladiesoflandsat
[41] years
[37] geochicasosm
[35] mappers

Top Words in Tweet in G5:
[268] geospatial
[199] datasciencenig
[189] data
[157] nigeria
[133] grid3global
[124] grid3
[87] population
[83] session
[71] analytics
[60] ai

Top Words in Tweet in G6:
[139] geospatial
[118] salesforce
[110] esri
[70] data
[69] #geospatial
[51] key
[47] #gis
[42] maps
[40] partner
[36] coming

Top Words in Tweet in G7:
[332] gp_pulipaka
[261] #geospatial
[259] #bigdata
[259] #analytics
[242] #datascience
[173] #gis
[157] #python
[157] data
[152] #ai
[126] #iot

Top Words in Tweet in G8:
[118] data
[104] geospatial
[46] python
[38] #geospatial
[30] spatial
[26] using
[25] geomundus
[24] working
[21] science
[21] carto

Top Words in Tweet in G9:
[45] geospatial
[39] #geospatial
[27] more
[27] location
[27] ordnancesurvey
[23] technologist
[23] maps
[22] google
[21] see
[20] #geography

Top Words in Tweet in G10:
[68] geospatial
[65] data
[36] gdal
[33] elastic
[24] line
[23] tools
[21] abstraction
[21] library
[21] contains
[21] command

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[687] geospatial,data
[288] #bigdata,#analytics
[269] #geospatial,#gis
[164] national,geospatial
[159] #datascience,#ai
[157] #analytics,#geospatial
[142] geospatial,intelligence
[139] #iot,#iiot
[108] data,python
[104] #gis,#datascience

Top Word Pairs in Tweet in G1:
[56] st,louis
[46] nga's,campus
[39] north,#stl
[33] geospatial,data
[33] intelligence,facility
[29] sustainable,development
[29] national,geospatial
[28] #geospatial,#gis
[27] shovels,ground
[27] ground,officially

Top Word Pairs in Tweet in G2:
[78] geospatial,data
[31] geospatial,intelligence
[29] geospatial,analyst
[23] national,geospatial
[22] intelligence,agency
[19] gis,jobs
[18] selects,esri
[18] esri,key
[18] geospatial,world
[17] salesforce,selects

Top Word Pairs in Tweet in G3:
[38] #geospatial,#gis
[17] geospatial,data
[16] learn,more
[13] #gis,#geospatial
[11] #bigdata,#datascience
[11] location,based
[11] using,#geospatial
[11] top,story
[11] #geospatial,tweeted
[11] tweeted,times

Top Word Pairs in Tweet in G4:
[33] more,women
[32] happy,#birthday
[32] #birthday,three
[32] three,years
[32] years,ago
[32] ago,came
[32] came,idea
[32] idea,impulse
[32] impulse,more
[32] women,mappers

Top Word Pairs in Tweet in G5:
[116] geospatial,data
[68] grid3,nigeria
[54] geospatial,analytics
[47] very,much
[46] future,ai
[46] ai,nigeria
[46] nigeria,bright
[46] bright,thank
[46] thank,invite
[46] invite,datasciencenig

Top Word Pairs in Tweet in G6:
[34] esri,key
[34] key,geospatial
[31] geospatial,partner
[26] announced,curated
[26] curated,data
[26] data,digital
[26] digital,maps
[26] maps,esri's
[26] esri's,#livingatlas
[26] #livingatlas,coming

Top Word Pairs in Tweet in G7:
[259] #bigdata,#analytics
[173] #geospatial,#gis
[144] #datascience,#ai
[138] #analytics,#geospatial
[125] #iot,#iiot
[91] #gis,#datascience
[86] #geospatial,platform
[86] platform,#reinforcementlearning
[86] #reinforcementlearning,featuring
[86] featuring,gp_pulipaka

Top Word Pairs in Tweet in G8:
[58] geospatial,data
[46] data,python
[29] spatial,data
[23] working,geospatial
[21] data,science
[15] python,course
[15] course,show
[15] show,integrate
[15] integrate,spatial
[15] python,data

Top Word Pairs in Tweet in G9:
[23] geospatial,technologist
[22] technologist,google
[20] #geography,much
[20] much,more
[20] more,creating
[20] creating,maps
[20] maps,see
[20] see,location
[20] location,matters
[20] matters,thanks

Top Word Pairs in Tweet in G10:
[62] geospatial,data
[21] data,abstraction
[21] abstraction,library
[21] library,gdal
[21] gdal,contains
[21] contains,command
[21] command,line
[21] line,tools
[21] tools,convert
[21] convert,geospatial

Top Replied-To
Top Replied-To in Entire Graph:
@halliburton
@redditcfb
@grid3global
@prayingmedic
@micheletobias
@tunjiandrews
@bmoskwa
@geteach
@chrieke
@carolsongpu

Top Replied-To in G1:
@halliburton
@mg_ostrander
@bmoskwa
@geteach
@chrieke
@elizabethkavan6
@nga_geoint

Top Replied-To in G3:
@ethicalgeo
@e_geos
@lisalombardibe
@denotundo
@hpe

Top Replied-To in G4:
@adelanistora
@mattfxdq
@4womeninscience
@clearmapping
@osgeo_oceania
@rjhale
@micheletobias
@carolpos

Top Replied-To in G5:
@grid3global
@muyiwa85939471
@geomundus
@deepmindedlucas
@dadaolajide005
@fjcolon
@alluvia_uc
@risin_developer
@ciesin
@worldpopproject

Top Replied-To in G6:
@tarinresources
@salesforce
@georeckify
@geospatial_rmit

Top Replied-To in G8:
@trevmon28
@timlinux
@mouthofmorrison
@beyond_center

Top Replied-To in G9:
@spacetimeaiconf
@jeremy_morley
@frog_phylo

Top Replied-To in G10:
@micheletobias
@m_almajdoob

Top Mentioned
Top Mentioned in Entire Graph:
@gp_pulipaka
@datasciencenig
@grid3global
@nga_geoint
@esri
@usatoday
@csis
@salesforce
@reuters
@geochicasosm

Top Mentioned in G1:
@nga_geoint
@nextngawest
@govparsonmo
@lydakrewson
@geoworldmedia
@agiindia
@londonbuildexpo
@lidarnews
@chrieke
@utwente

Top Mentioned in G2:
@magabeliever20
@itpsapinc
@gsourcetech
@myfirstsatellit
@pereion
@goinhouse
@skinnergj
@marpronews

Top Mentioned in G3:
@ktnuk
@astraeainc
@trajectorymag
@locateit_ke
@usgif
@e_geos
@azuremaps
@georabble
@accuweather
@kirkdborne

Top Mentioned in G4:
@geochicasosm
@laura_mugeha
@ladiesoflandsat
@mapscaping
@sotmafrica
@geospatialwomen
@beemuench
@sokovasiti
@qgis
@ethicalgeo

Top Mentioned in G5:
@datasciencenig
@grid3global
@civicangela
@abono2000
@unfpa_somalia
@paula_moraga_
@popdevunfpa
@gp_pulipaka
@chuddypeter
@flowminder

Top Mentioned in G6:
@esri
@salesforce
@hexgeospatial
@geospatialk
@esriea
@deepseadawn
@rjbudden
@thebig5heavy
@jjschom
@directionsmag

Top Mentioned in G7:
@gp_pulipaka
@usatoday
@ciaraobrien
@python_devv
@newsok
@kdnuggets
@django_tutorial
@python_programm
@python__tut
@python_online

Top Mentioned in G8:
@carto
@geomundus
@dd_nana_
@jatorre
@mapbox
@eo4geotalks
@cophubac
@cordinetb
@mouthofmorrison
@gp_pulipaka

Top Mentioned in G9:
@ordnancesurvey
@google
@edparsons
@canadiangis
@osb2b
@arupgroup
@damienmccloud
@ea
@em
@anahidbasiri

Top Mentioned in G10:
@elastic
@foss4g
@nickpeihl
@jon_neufeld
@steveliang
@googlemaps
@openstreetmapus
@sensorup
@viymak
@hotosm

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alljobsut
@environmentguru
@libertad717
@pypi_updates2
@geoffrey_payne
@defendressofsan
@skinnergj
@ecointernetdrgb
@inquirerdotnet

Top Tweeters in G1:
@crweworld
@primal_digest
@al_maldives
@andrewmorrisuk
@shyduroff
@heatherpeno
@faisalshaikh113
@saeedbaygi
@ksdknews
@ronmc1

Top Tweeters in G2:
@alljobsut
@pypi_updates2
@skinnergj
@pekkapuhakka
@koreanewswire
@mohd_arif
@abnewswire
@greeenorg
@crazybourse_fr
@masonpeterj

Top Tweeters in G3:
@chidambara09
@newindianxpress
@timesofindia
@rfwheels3015
@kirkdborne
@peta_russell
@spaceref
@themapaddict
@eins_institute
@alfacruz3

Top Tweeters in G4:
@ecointernetdrgb
@cybersec_feeds
@ahayatu
@femtech_
@topson007
@zftwarning
@computehole
@clearmapping
@avfolk
@cyberjuan

Top Tweeters in G5:
@emekaokoye
@rstatstweet
@salhaj
@bbcafrica
@rockman2play
@jeremy972i
@reutersafrica
@asorock
@mourtayo
@fubits

Top Tweeters in G6:
@aetoswire
@salesforce
@nextgov
@scoshield
@0mgould
@deepseadawn
@sayre_dorell
@josephkerski
@bas5min
@govtechnews

Top Tweeters in G7:
@arkangelscrap
@schestowitz
@aaroncuddeback
@pvalsfr
@calcaware
@tess_blue815
@usatoday
@youranonriots
@ham_gretsky
@newsanceandgg

Top Tweeters in G8:
@akdm_bot
@linuxmil
@drmerajmirza
@justbementalist
@afl
@ieakwame
@4c7f21ac5bb74b0
@dd_fafa_
@dd_nana_
@copernicuseu

Top Tweeters in G9:
@hyamane7
@smartecocity
@jfmezei
@bimcaeicepick
@google
@lordbexar
@daniceraj
@standard3d
@north_nova
@ordnancesurvey

Top Tweeters in G10:
@lucasoft_co_uk
@greentechdon
@googlemaps
@francedevops
@cangeographers
@delawen
@awscloud
@dadoonet
@mapnav_tom
@bitnerd