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geospatial_2020-02-09_22-18-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 10, 2020
Short Description:
geospatial via NodeXL http://bit.ly/2Sxubjh
@geosystemsfeed
@smartcitiesfeed
@geospatialstuff
@rstudio
@esri
@zevross
@geographycanada
@gislounge
@mapscaping
@geospatialc

Top hashtags:
#geospatial
#gis
#ai
#datascience
#bigdata
#analytics
#mapping
#data
#north51

Description:
Description
The graph represents a network of 4,161 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, 10 February 2020 at 06:20 UTC.

The requested start date was Monday, 10 February 2020 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, 11-hour, 7-minute period from Wednesday, 29 January 2020 at 00:12 UTC to Sunday, 09 February 2020 at 11:19 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 : 4161
Unique Edges : 6008
Edges With Duplicates : 1619
Total Edges : 7627
Number of Edge Types : 4
Replies to : 173
MentionsInRetweet : 4594
Mentions : 1460
Tweet : 1400
Self-Loops : 1400
Reciprocated Vertex Pair Ratio : 0.0339574155653451
Reciprocated Edge Ratio : 0.065684360021303
Connected Components : 830
Single-Vertex Connected Components : 514
Maximum Vertices in a Connected Component : 2463
Maximum Edges in a Connected Component : 5683
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.265315
Graph Density : 0.000325423344979942
Modularity : 0.671857
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,161 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, 10 February 2020 at 06:20 UTC.

The requested start date was Monday, 10 February 2020 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, 11-hour, 7-minute period from Wednesday, 29 January 2020 at 00:12 UTC to Sunday, 09 February 2020 at 11:19 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:
[114] https://news.slashdot.org/story/20/02/08/002207/the-municipal-bond-market-is-using-geospatial-data-for-climate-risk-evaluation?utm_source=rss1.0mainlinkanon&utm_medium=feed
[34] https://www.osgeo.org/
[30] https://mapscaping.com/blogs/the-mapscaping-podcast/is-r-the-language-of-geospatial-data
[29] https://opengeospatialdata.springeropen.com/articles/10.1186/s40965-020-0074-y
[24] https://geoappsmiths.com/wp/2019/10/22/how-to-make-100-daily-on-google-maps/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[24] https://mapscaping.com/pages/folding-paper-globes?utm_content=bufferd2e4e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffer51a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] http://tweetedtimes.com/v/1524
[19] https://build5nines.com/introduction-to-azure-maps-geospatial-and-location-apis/
[19] https://geoappsmiths.com/wp/2019/05/27/hello-world/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G1:
[114] https://news.slashdot.org/story/20/02/08/002207/the-municipal-bond-market-is-using-geospatial-data-for-climate-risk-evaluation?utm_source=rss1.0mainlinkanon&utm_medium=feed
[14] Networks&iisn=Moe
[14] Kader,
[14] M.A.,
[4] https://www.gov.uk/government/news/new-guide-helps-find-and-classify-geospatial-datasets-across-search-engines
[4] https://www.ukauthority.com/articles/commission-releases-guide-on-publishing-geospatial-datasets/
[4] https://www.govevents.com/ikeGPS-Feb19-SM/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgeospatial-clustering-kinds-and-uses-9aef7601f386%3Fsource%3Drss----7f60cf5620c9---4
[3] https://www.geospatialworld.net/blogs/earthcubes-artificial-intelligence-is-not-a-black-box/
[3] https://geospatialnews.net/geospatial-software/golden-software-streamlines-gridding-functionality-in-surfer/

Top URLs in Tweet in G2:
[20] http://tweetedtimes.com/v/1524
[12] https://data.gov.uk/dataset/4754c2ba-ec60-4356-98ae-cbfaaa30a43e/national-biodiversity-climate-change-vulnerability-assessment-england
[6] style
[6] options.html
[5] https://www.nytimes.com/interactive/2020/world/asia/china-wuhan-coronavirus-maps.html
[5] https://www.pobonline.com/articles/102044-specialized-applications-tap-power-of-gnss#.XjnGYrySgU8.twitter
[5] https://github.com/Azure-Samples/AzureMapsCodeSamples/blob/master/AzureMapsCodeSamples/Map/Map
[5] https://www.prnewswire.com/news-releases/geospatial-data-for-social-change-a-new-initiative-is-announced-by-nlt-and-cega-300996663.html
[4] https://opengeospatialdata.springeropen.com/articles/10.1186/s40965-020-0074-y
[4] http://www.geoignite.ca/sites/gogeomatics/en/geoignite2019

Top URLs in Tweet in G3:
[16] https://andrewzm.wordpress.com/2020/02/06/convolution-neural-networks-for-statistical-spatio-temporal-forecasting/
[6] https://towardsdatascience.com/geospatial-clustering-kinds-and-uses-9aef7601f386
[4] https://www.arcorama.fr/2020/02/arcgis-pro-25-est-disponible-en-anglais.html
[3] https://monde-geospatial.com/top-20-gis-books-recommended-every-gis-specialist/
[3] https://twitter.com/zevross/status/1224686455274070017
[3] https://mapscaping.com/blogs/the-mapscaping-podcast/is-r-the-language-of-geospatial-data
[2] http://files.zevross.com/workshops/spatial/slides/html/0-deck-list.html
[2] https://monde-geospatial.com/stream-catchment-delineation-qgis-3/
[2] https://monde-geospatial.com/top-10-open-source-gis-software-for-3d-maps/2/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fusing-bigquerys-new-geospatial-functions-to-interpolate-temperatures-d9363ff19446

Top URLs in Tweet in G4:
[7] https://www.gislounge.com/geospatial-podcasts-roundup/
[6] https://www.gislounge.com/cloud-based-geospatial-analysis/
[6] http://ymlp.com/zw2wHB
[6] https://gislounge.tradepub.com/free/w_dzon15/prgm.cgi?a=1
[4] https://www.gislounge.com/improving-geospatial-data-search/
[3] https://www.gislounge.com/women-in-gis/
[3] https://www.gislounge.com/sunday-maptinee-data-decisions/
[3] https://www.gislounge.com/need-ethics-gis/
[3] https://www.gislounge.com/three-examples-geospatial-innovation-emergencies/
[3] https://spatialreserves.wordpress.com/2019/02/18/the-top-10-most-useful-geospatial-data-portals-revisited/

Top URLs in Tweet in G5:
[23] https://mapscaping.com/pages/folding-paper-globes?utm_content=bufferd2e4e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] https://mapscaping.com/blogs/the-mapscaping-podcast/is-r-the-language-of-geospatial-data
[19] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffer51a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://i.imgur.com/NZango3.jpg?utm_content=buffer27af3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://geoawesomeness.com/nominations-are-now-open-for-the-top-100-geospatial-companies-and-startups-2020-list/?utm_content=114266536&utm_medium=social&utm_source=twitter&hss_channel=tw-241079136
[4] https://monde-geospatial.com/top-15-applications-lidar-technology/
[4] https://cesium.com/blog/2020/01/28/cesium-stories/
[3] https://mapscaping.com/pages/folding-paper-globes?utm_content=buffer590ce&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://blog.locale.ai/geospatial-clustering-types-and-use-cases/
[2] https://geoawesomeness.com/geospatial-jobs-of-the-week-esri-singapore-wing-mastec-are-hiring/

Top URLs in Tweet in G6:
[3] https://www.bbc.com/news/world-51235105
[2] https://www.nytimes.com/2020/02/06/science/christina-koch-nasa-astronaut.html
[2] https://fosdem.org/2020/schedule/track/geospatial/
[1] https://developers.arcgis.com/features/maps-and-data/
[1] https://attendee.gotowebinar.com/register/5837004170853625611
[1] https://www.linkedin.com/slink?code=e_PNUPg
[1] https://www.linkedin.com/slink?code=eYkN5Ui
[1] https://www.linkedin.com/slink?code=eG9aQwb
[1] https://www.linkedin.com/slink?code=erTsBBH
[1] https://www.linkedin.com/slink?code=eMmhDTF

Top URLs in Tweet in G7:
[10] https://www.ukauthority.com/articles/commission-releases-guide-on-publishing-geospatial-datasets/
[4] https://www.mapsimise.com/
[3] https://www.geospatialworld.net/blogs/geospatial-at-the-heart-of-achieving-sustainable-development-goals/
[3] http://qoo.ly/345c5i
[2] https://www.utwente.nl/en/organization/careers/!/745486/expertise-development-coordinator-in-big-geospatial-data-science
[2] https://github.com/GeoNode/geonode
[2] https://www.utwente.nl/en/organization/careers/!/745486/expertise-development-coordinator-in-big-geospatial-data-science?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.academictransfer.com/en/289232/expertise-development-coordinator-in-big-geospatial-data-science/
[2] https://www.iamexpat.nl/career/jobs-netherlands/enschede/research-academic/expertise-development-coordinator-big-geospatial
[2] https://www.jobs.as/job/19824879/EXPERTISE-DEVELOPMENT-COORDINATOR-IN-BIG-GEOSPATIAL-DATA-SCIENCE/

Top URLs in Tweet in G8:
[27] https://www.osgeo.org/
[21] https://opengeospatialdata.springeropen.com/articles/10.1186/s40965-020-0074-y
[7] https://fosdem.org/2020/schedule/track/geospatial/
[4] https://github.com/datapink/Neat-EO.pink
[2] https://www.springeropen.com/collections/osgs
[2] https://andrewzm.wordpress.com/2020/02/06/convolution-neural-networks-for-statistical-spatio-temporal-forecasting/
[2] http://scholar.google.it/scholar_url?url=https://academic.oup.com/ppmg/advance-article/doi/10.1093/ppmgov/gvaa001/5721733&hl=en&sa=X&d=17200610362203965113&scisig=AAGBfm3pmTa8cx1G-7J-gqFp5wXT7_QaxQ&nossl=1&oi=scholaralrt&hist=8fvUqvgAAAAJ:7445824203959007435:AAGBfm3hxYR6W5pWkZKT6u4mwWa3FDK9Iw
[2] https://geoobserver.wordpress.com/2020/01/08/fossgis-2020-programm-und-anmeldung-online/
[1] https://twitter.com/RoelandtN42/status/1223155402679947265
[1] https://twitter.com/dfrigne/status/1223883712351408128

Top URLs in Tweet in G9:
[3] https://www.jiscmail.ac.uk/cgi-bin/webadmin?A2=GIS-JOBS%3Be3af0320.2002&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.oxforduniversitystores.co.uk/conferences-and-events/oxford-institute-of-retail-management-sad-business-school/oxirm-events/introduction-to-spatial-data-using-r-as-a-gis-london
[1] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffer51a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/cif_australia/status/1222768022722465792
[1] https://thinkingmachin.es/careers/geospatial-product-engineer/?utm_source=socmed&utm_medium=tw&utm_campaign=013020
[1] https://www.youtube.com/watch?v=R7DpMMYFVeA

[1] https://www.ncrm.ac.uk/training/show.php?article=10236
[1] https://buff.ly/2tWSpLS
[1] http://changelog.qgis.org/en/qgis/about/
[1] https://www.oxforduniversitystores.co.uk/conferences-and-events/oxford-institute-of-retail-management-sad-business-school/oxirm-events/introduction-to-qgis-understanding-and-presenting-spatial-data-london

Top URLs in Tweet in G10:
[8] http://www.n51.ca
[6] https://www.albertaiot.com/iotforoilandgas/
[2] https://www.forbes.com/sites/forbestechcouncil/2019/03/21/geospatial-is-not-gis/#46465e3560ec
[1] https://www.n51.ca/?utm_content=113904661&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://blog.tecterra.com/geospatial-industry-influencer?utm_campaign=TECTERRA%20Awards&utm_content=114569478&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://www.n51.ca/register/?utm_content=113920344&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://bit.ly/3b13wEb?utm_content=114683580&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://blog.tecterra.com/student-geospatial?utm_campaign=TECTERRA%20Awards&utm_content=115004166&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://www.n51.ca/register/?utm_content=114215572&utm_medium=social&utm_source=twitter&hss_channel=tw-152838467
[1] https://tarin.ca/contact/

Top Domains
Top Domains in Tweet in Entire Graph:
[188] twitter.com
[120] slashdot.org
[83] linkedin.com
[63] mapscaping.com
[61] gislounge.com
[51] geospatialworld.net
[48] wordpress.com
[43] geoappsmiths.com
[40] monde-geospatial.com
[37] gov.uk

Top Domains in Tweet in G1:
[118] slashdot.org
[31] linkedin.com
[29] twitter.com
[15] icims.com
[11] geospatialnews.net
[9] geospatialworld.net
[8] esri.com
[8] careerarc.com
[7] dlvr.it
[7] medium.com

Top Domains in Tweet in G2:
[56] twitter.com
[24] gov.uk
[20] tweetedtimes.com
[18] linkedin.com
[15] geospatialworld.net
[15] wordpress.com
[12] lidarnews.com
[9] youtube.com
[9] directionsmag.com
[9] co.uk

Top Domains in Tweet in G3:
[16] wordpress.com
[12] monde-geospatial.com
[8] towardsdatascience.com
[6] twitter.com
[4] arcorama.fr
[3] medium.com
[3] mapscaping.com
[2] zevross.com
[2] carto.com
[2] github.com

Top Domains in Tweet in G4:
[41] gislounge.com
[7] twitter.com
[6] ymlp.com
[6] tradepub.com
[6] wordpress.com
[4] github.com
[4] databricks.com
[3] mapscaping.com
[2] co.uk
[2] esri.com

Top Domains in Tweet in G5:
[50] mapscaping.com
[21] monde-geospatial.com
[19] reddit.com
[9] imgur.com
[7] geoawesomeness.com
[6] cesium.com
[4] gim-international.com
[3] locale.ai
[3] gislounge.com
[2] apple.com

Top Domains in Tweet in G6:
[9] linkedin.com
[4] esri.com
[3] bbc.com
[2] nytimes.com
[2] twitter.com
[2] surveyinggroup.com
[2] mdpi.com
[2] polarbearsinternational.org
[2] bit.ly
[2] fosdem.org

Top Domains in Tweet in G7:
[12] mapsimise.com
[10] ukauthority.com
[6] twitter.com
[6] geospatialworld.net
[5] utwente.nl
[5] astraea.earth
[3] geospatial-solutions.com
[3] medium.com
[3] linkedin.com
[3] qoo.ly

Top Domains in Tweet in G8:
[27] osgeo.org
[23] springeropen.com
[11] fosdem.org
[4] wordpress.com
[4] github.com
[3] twitter.com
[2] google.it
[2] gov.uk
[2] mapscaping.com
[1] mapillary.com

Top Domains in Tweet in G9:
[5] twitter.com
[4] co.uk
[4] ac.uk
[2] xyht.com
[1] reddit.com
[1] thinkingmachin.es
[1] youtube.com
[1] buff.ly
[1] qgis.org
[1] wordpress.com

Top Domains in Tweet in G10:
[12] n51.ca
[6] albertaiot.com
[3] tecterra.com
[2] forbes.com
[1] bit.ly
[1] tarin.ca
[1] apple.com
[1] linkedin.com
[1] twitter.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1397] geospatial
[465] gis
[162] ai
[128] datascience
[122] bigdata
[112] analytics
[106] mapping
[93] data
[82] north51
[76] geography



Top Hashtags in Tweet in G1:
[100] geospatial
[23] gis
[18] mapping
[16] job
[12] surveying
[9] lidar
[9] engineering
[9] data
[9] ai
[9] boozallen

Top Hashtags in Tweet in G2:
[474] geospatial
[124] gis
[40] earthobservation
[28] remotesensing
[27] data
[26] mapping
[23] spatial
[21] geospatialcommission
[18] sage2020
[17] servirmekong

Top Hashtags in Tweet in G3:
[53] geospatial
[32] rspatial
[29] rstats
[12] gis
[10] rstudioconf
[7] rstudioconf2020
[4] sig
[4] innovation
[4] arcgispro
[4] arcgis

Top Hashtags in Tweet in G4:
[68] geospatial
[45] gis
[18] ai
[17] bigdata
[16] datascience
[13] analytics
[12] machinelearning
[9] geospatialdata
[8] python
[8] reinforcementlearning

Top Hashtags in Tweet in G5:
[67] geospatial
[38] geography
[37] geographyteacher
[37] gis
[26] science
[26] education
[21] cesiumstories
[19] podcast
[10] geoscience
[10] geo

Top Hashtags in Tweet in G6:
[72] geospatial
[48] gis
[22] mapping
[18] esri
[15] map
[15] imia
[14] arcgis
[13] technology
[12] geoint2020
[12] wildlife

Top Hashtags in Tweet in G7:
[37] geospatial
[12] data
[10] vacancy
[8] maps
[8] mapsimise
[7] gis
[7] monaco
[7] hydrographic
[6] satelliteimagery
[4] earthobservation

Top Hashtags in Tweet in G8:
[50] geospatial
[35] gis
[29] foss4g
[17] fosdem2020
[14] osgeo
[7] fosdem
[6] actinia
[5] mapping
[4] jupyternotebooks
[3] geocat

Top Hashtags in Tweet in G9:
[33] geospatial
[18] r
[16] qgis
[14] gischat
[12] geo
[12] training
[9] rstudio
[8] london
[8] georocket
[8] fraunhoferigd

Top Hashtags in Tweet in G10:
[80] north51
[65] geospatial
[12] banff
[6] iot
[6] oilandgas
[6] opensourced
[6] closedsourced
[5] ai
[3] geospatialhub
[3] trusted

Top Words
Top Words in Tweet in Entire Graph:
[3727] Words in Sentiment List#1: Positive
[1049] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[107154] Non-categorized Words
[111931] Total Words
[2786] geospatial
[1476] data
[1378] #geospatial
[498] analysis
[466] #gis

Top Words in Tweet in G1:
[506] geospatial
[216] data
[143] market
[134] using
[124] climate
[123] municipal
[123] bond
[122] evaluation
[121] risk
[100] #geospatial

Top Words in Tweet in G2:
[458] #geospatial
[252] geospatial
[162] data
[124] #gis
[74] nga_geoint
[67] 2020
[62] more
[58] today
[43] esri
[43] technology

Top Words in Tweet in G3:
[355] geospatial
[305] data
[293] analysis
[285] zevross
[282] rstudio
[281] workshop
[279] day
[277] modern
[276] conference
[275] privilege

Top Words in Tweet in G4:
[127] geospatial
[66] #geospatial
[59] gislounge
[50] data
[45] gis
[45] #gis
[33] analysis
[24] cloud
[23] based
[19] gp_pulipaka

Top Words in Tweet in G5:
[87] mapscaping
[67] #geospatial
[64] geospatial
[42] data
[38] #geography
[37] #geographyteacher
[37] #gis
[32] language
[28] source
[27] download

Top Words in Tweet in G6:
[82] geospatial
[72] #geospatial
[57] data
[48] #gis
[28] more
[22] #mapping
[21] using
[21] services
[19] open
[18] #esri

Top Words in Tweet in G7:
[118] geospatial
[77] development
[59] data
[37] #geospatial
[28] zimbabwe
[25] science
[24] expertise
[21] big
[20] coordinator
[19] mapping

Top Words in Tweet in G8:
[80] geospatial
[50] #geospatial
[38] open
[35] #gis
[33] source
[33] software
[33] editorial
[31] osgeo
[31] devroom
[29] #foss4g

Top Words in Tweet in G9:
[70] geospatial
[59] data
[32] #geospatial
[18] #r
[16] #qgis
[15] used
[15] read
[14] geo
[14] #gischat
[14] interested

Top Words in Tweet in G10:
[80] #north51
[65] #geospatial
[62] tecterra
[43] geospatial
[40] technology
[30] next
[24] banff
[22] innovative
[22] minds
[21] friends

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[907] geospatial,data
[318] data,analysis
[288] modern,geospatial
[287] two,day
[286] privilege,teaching
[286] teaching,two
[286] day,workshop
[286] workshop,modern
[286] analysis,rstudio
[286] rstudio,conference

Top Word Pairs in Tweet in G1:
[171] geospatial,data
[125] using,geospatial
[123] municipal,bond
[123] bond,market
[121] market,using
[121] data,climate
[121] climate,risk
[121] risk,evaluation
[20] geospatial,analyst
[19] geospatial,analysis

Top Word Pairs in Tweet in G2:
[49] geospatial,data
[30] #gis,#geospatial
[29] geospatial,201
[29] robert,cardillo
[27] #geospatial,data
[22] st,louis
[20] slu_official,nga_geoint
[19] #geospatial,industry
[19] #geospatial,#gis
[18] geospatial,world

Top Word Pairs in Tweet in G3:
[292] geospatial,data
[284] data,analysis
[275] privilege,teaching
[275] teaching,two
[275] two,day
[275] day,workshop
[275] workshop,modern
[275] modern,geospatial
[275] analysis,rstudio
[275] rstudio,conference

Top Word Pairs in Tweet in G4:
[28] geospatial,analysis
[27] #gis,#geospatial
[22] cloud,based
[21] based,geospatial
[20] geospatial,data
[12] cheat,sheet
[12] #bigdata,#analytics
[11] #datascience,#ai
[10] gis,geospatial
[10] geospatial,podcasts

Top Word Pairs in Tweet in G5:
[27] #geography,#geographyteacher
[26] download,yours
[26] yours,#geography
[26] #geographyteacher,#geospatial
[26] #geospatial,#science
[26] #science,#education
[24] mapscaping,download
[19] map,shows
[19] shows,extent
[19] extent,arctic

Top Word Pairs in Tweet in G6:
[14] open,source
[12] atteding,#geoint2020
[12] #geoint2020,tampa
[12] tampa,year
[12] year,meet
[12] meet,berdez
[12] berdez,booth
[12] booth,1530
[12] 1530,talk
[12] talk,open

Top Word Pairs in Tweet in G7:
[41] geospatial,data
[23] data,science
[21] expertise,development
[20] development,coordinator
[20] coordinator,big
[20] big,geospatial
[14] president,edmnangagwa
[14] edmnangagwa,launched
[14] launched,zimbabwe
[14] zimbabwe,zimbabwe

Top Word Pairs in Tweet in G8:
[33] open,source
[33] source,geospatial
[33] geospatial,software
[28] #gis,#geospatial
[27] happy,14th
[27] 14th,birthday
[27] birthday,osgeo
[27] osgeo,#foss4g
[27] #foss4g,#gis
[26] markusneteler,happy

Top Word Pairs in Tweet in G9:
[39] geospatial,data
[14] interested,geospatial
[14] data,drones
[14] drones,used
[14] used,water
[14] water,point
[14] point,detection
[14] detection,malawi
[14] malawi,read
[14] read,project

Top Word Pairs in Tweet in G10:
[23] #geospatial,technology
[22] innovative,minds
[21] friends,tecterra
[21] tecterra,host
[21] host,#north51
[21] #north51,banff
[21] banff,next
[21] next,week
[21] week,innovative
[21] minds,#geospatial

Top Replied-To
Top Replied-To in Entire Graph:
@zevross
@0mgould
@cigionline
@adefolaamoo
@jasonkblackburn
@descarteslabs
@fosdem
@kazes
@juliawagemann
@jakewim

Top Replied-To in G1:

Top Replied-To in G2:
@juliawagemann
@mapanauta
@up42official
@brendan_frank
@mapinhood
@descarteslabs
@nasa
@esri
@luwaarchitect
@hivemapper

Top Replied-To in G3:
@zevross
@tinaacormier
@rladiesmiami
@timsalabim3

Top Replied-To in G4:
@contromir
@mouthofmorrison
@epunt
@gislounge
@kiricarini

Top Replied-To in G5:
@zaeboi222
@plnreynolds
@namatoj
@srta_peperina

Top Replied-To in G6:
@imiamaps
@james_ashton

Top Replied-To in G7:
@mapbox
@runnealsgis

Top Replied-To in G8:
@fosdem
@jodygarnett
@geocat
@roelandtn42

Top Replied-To in G9:
@ginetto
@geospacedman
@geomenke
@mapbliss
@masonrothman
@analeticiagis
@micheletobias

Top Replied-To in G10:
@kevin_bullock

Top Mentioned
Top Mentioned in Entire Graph:
@rstudio
@zevross
@mapscaping
@gislounge
@nga_geoint
@gp_pulipaka
@tecterra
@usatoday
@esri
@slu_official

Top Mentioned in G1:
@environmentguru
@balticgit

Top Mentioned in G2:
@nga_geoint
@slu_official
@esri
@geospatialwomen
@geospatialc
@sluresearch
@sabrinaszeto
@geocommunity
@agi_ecn
@adpcnet

Top Mentioned in G3:
@rstudio
@zevross
@tinaacormier
@plnreynolds
@andrewzm
@mapscaping
@timsalabim3
@precariobecario
@tdatascience
@civicangela

Top Mentioned in G4:
@gislounge
@ourradiantearth
@planetlabs
@gp_pulipaka
@dmgeo
@usatoday
@mapaction
@ibm
@drannejones
@pennstategis

Top Mentioned in G5:
@mapscaping
@cesiumjs
@timsalabim3
@geoawesomeness
@geone_ws
@mondegeospatial
@matt_amato
@gim_intl
@gislounge
@carto

Top Mentioned in G6:
@mark_cygan
@imiamaps
@berdez
@geoservero
@geosolutions_it
@wct_india
@fmy2kec
@esriuk
@polarbears
@surveyinggroup

Top Mentioned in G7:
@edmnangagwa
@nickmangwana
@facultyitc
@ihohydro
@googlemaps
@laurimyllyvirta
@geonode
@iclrd_org
@geoworldmedia
@ukauthority

Top Mentioned in G8:
@osgeo
@markusneteler
@fosdem
@geobach_za
@mobasheriamin
@marcominghini
@geobac
@marcvloemans
@dfrigne
@jodygarnett

Top Mentioned in G9:
@data4sdgs
@nickbearmanuk
@mapmakerdavid
@percivall
@unilivlondon
@apachecon
@scotsages
@greenspace_life
@dlabtz
@omdtz

Top Mentioned in G10:
@tecterra
@jon_neufeld
@geo_will
@seangorman
@bentuttle1
@listenlearn_act
@albertaiot
@edparsons
@maggiemaps
@abinnovates

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@environmentguru
@ecointernetdrgb
@chidambara09
@evankirstel
@techl0g
@john1966olsen
@crweworld
@rosenchild

Top Tweeters in G1:
@environmentguru
@ecointernetdrgb
@techl0g
@crweworld
@itknowingness
@iam__network
@kavalonthatsme
@evanderburg
@jolievie123
@bassemvaudais

Top Tweeters in G2:
@evankirstel
@businessinsider
@cybersec_feeds
@btzmedina
@inpoco
@hubbucket
@marxismo_cl
@ksdknews
@fox2now
@lidarmonkey

Top Tweeters in G3:
@gonzalobarria
@ayirpelle
@justbementalist
@pardoe_ai
@rstatstweet
@bbbcccnnn
@e_nterdiscipl
@trappedalien
@moudjames23
@aad34210

Top Tweeters in G4:
@rosenchild
@thestackscat
@nordicgeo
@rashiid9
@geographile
@techreview
@jebusmr
@ngungunyana
@noneck
@patcong0303

Top Tweeters in G5:
@john1966olsen
@linuxmil
@mojamesapted
@risharky
@diser_piero
@ccaleighc
@geo_risk
@cheg00
@edvardvallek
@adnshafry

Top Tweeters in G6:
@nigeblue
@mwt2008
@achyutha
@ovidiug
@timothys
@jacquelyngill
@tigers4ever2010
@scoshield
@maramal_n
@mededbot

Top Tweeters in G7:
@sydnets
@akdm_bot
@techpearce2
@benjred
@billmew
@manojmayogi
@academictrnsfr
@cuppacareers
@gary_kai
@salesforce

Top Tweeters in G8:
@3tomatoesshort
@krishaamer
@erictoulorge
@br1ndavoine
@acruiz
@delawen
@torstenwiebke
@napo
@sfkeller
@elcep

Top Tweeters in G9:
@makilingmiracle
@cardifftweetbot
@eswillwalker
@sdg2030
@steveakinsseo
@notessensei
@teh_aimee
@visualisingdata
@geo_henosis
@geospacedman

Top Tweeters in G10:
@google
@maverickcalgary
@jade_a_consult
@max_lyashko
@jadealberts
@wiredsussex
@trevorlynn
@drahmadbazzi
@aaronjdavidson
@banffcentre


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