geospatial, Twitter, 9/11/2019 7:02:28 PM, 209465


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geospatial_2019-09-11_10-14-22.xlsx
geospatial_2019-09-11_10-14-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Short Description:
geospatial via NodeXL http://bit.ly/31hXf1m
@geosystemsfeed
@smartcitiesfeed
@gp_pulipaka
@geospatialstuff
@libertytarian
@wiomax_va
@mapscaping
@geographycanada
@northroadgeo
@gislounge

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

Description:
Description
The graph represents a network of 3,760 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, 11 September 2019 at 17:15 UTC.

The requested start date was Tuesday, 10 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 9-day, 4-hour, 58-minute period from Saturday, 31 August 2019 at 19:02 UTC to Tuesday, 10 September 2019 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 : 3760
Unique Edges : 5489
Edges With Duplicates : 1972
Total Edges : 7461
Number of Edge Types : 3
Mentions : 6202
Tweet : 1119
Replies to : 140
Self-Loops : 1119
Reciprocated Vertex Pair Ratio : 0.0319209576287289
Reciprocated Edge Ratio : 0.0618670594733935
Connected Components : 559
Single-Vertex Connected Components : 329
Maximum Vertices in a Connected Component : 2478
Maximum Edges in a Connected Component : 5825
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.947925
Graph Density : 0.000384255092741958
Modularity : 0.645284
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[67] https://www.gislounge.com/women-in-geospatial-launches-a-career-mentorship-program/
[39] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffereed6f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[28] http://B.SC
[26] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html
[24] https://www.geospatialworld.net/article/geospatial-and-5g-rollout-why-they-are-critical-for-each-other/
[21] https://buildazure.com/introduction-to-azure-maps-geospatial-and-location-apis/
[18] https://i.imgur.com/NZango3.jpg?utm_content=bufferefdc5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://geoawesomeness.com/vgis-augmented-reality-gis-meemim-nextgeo/?utm_content=bufferd4ed3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://mapscaping.com/blogs/the-mapscaping-podcast
[15] https://medium.com/p/how-to-work-with-big-geospatial-data-4ba919a8ffc2

Top URLs in Tweet in G1:
[23] https://www.geospatialworld.net/article/geospatial-and-5g-rollout-why-they-are-critical-for-each-other/
[10] https://www.ethicalgeo.org/
[9] http://www.atmosuav.com
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.usejournal.com%2Fgeospatial-analytics-an-86-000-000-000-opportunity-b6399951e272
[7] https://geospatialnews.net/geospatial-equipment/trimble-introduces-new-compact-sized-tablet-for-geospatial-field-applications/
[7] https://geospatialnews.net/geospatial-equipment/lidar/nasa-gedi-project-in-costa-rica/
[7] https://www.geospatialworld.net/blogs/open-source-to-advance-geospatial-for-multiple-sectors/
[7] https://www.geospatialworld.net/news/gis-a-single-source-of-truth-for-the-utility-asset-lifecycle/
[6] https://www.cloudpro.co.uk/cloud-essentials/public-cloud/8227/microsoft-revs-up-connected-car-cloud-service-with-tomtom
[6] https://lidarsurvey.net/industry-news/teledyne-optech-and-lidar-usa-partner-in-dynamic-new-mobile-uav-sensor-integration/

Top URLs in Tweet in G2:
[4] Networks&iisn=Moe
[4] Kader,
[4] M.A.,
[4] -
[3] https://danielaiqdbedizioni.blogspot.com/2019/09/ac3-multi-stage-geospatial-data-lake.html?spref=tw
[3] http://orbis.stanford.edu/
[3] https://www.publictechnology.net/articles/news/simon-hart-confirmed-gds-minister
[3] http://www.satpalda.com
[3] https://www.globaldiasporanews.com/zimbabwe-scientists-use-geospatial-mapping-technology-to-predict-pending-disasters/
[3] https://unjoblist.org/vacancy/?392169

Top URLs in Tweet in G3:
[18] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html
[7] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2?gi=b79fed210573
[3] https://twitter.com/RichardEudes/status/1170283320543973378
[3] https://into.ai/blog/news-stories/parametric-data-will-drive-future-for-insurance-industry/
[2] https://github.com/chaconnewu/free-data-science-books
[2] http://markets.post-gazette.com/postgazette/news/read/38676051
[2] http://stocks.newsok.com/newsok/news/read/38676051
[2] https://www.computerweekly.com/news/252469596/Government-investigates-matching-geospatial-data-with-AI
[2] https://twitter.com/opengeohub/status/1167846523654287361
[2] https://dy.si/KYhh1j2

Top URLs in Tweet in G4:
[6] https://geoworks.sg/geospatial-week/
[4] https://www.directionsmag.com/pressreleases
[3] http://ow.ly/KG2M50vXVnO
[3] https://geoawesomeness.com/geospatial-jobs-of-the-week
[3] https://www.gislounge.com/women-in-geospatial-launches-a-career-mentorship-program/
[3] https://sites.google.com/view/women-in-geospatial-mentorship/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-work-with-big-geospatial-data-4ba919a8ffc2
[2] https://www.directionsmag.com/items?itemTypeIds=3
[2] http://geoworks.sg/Geospatial-week/
[2] http://shre.ly/ai-design-3

Top URLs in Tweet in G5:
[3] https://register.gotowebinar.com/register/4583923750331603725
[3] https://doc.arcgis.com/en/imagery/workflows/
[3] https://marketplace.arcgis.com/listing.html?id=19b5028e59c141239d0a262117639f81
[2] https://response.questback.com/isa/qbv.dll/ShowQuest?QuestID=5374449&sid=WVUSS2rEcB&utm_source=twitter&utm_medium=social&utm_term=&utm_content=&utm_campaign=0cc47c54-5821-4544-b1ff-3e5fae403ab8
[2] https://github.com/Esri/oriented-imagery
[2] https://www.agi.org.uk/component/civicrm/?task=civicrm/event/info&Itemid=238&reset=1&id=640
[2] https://www.youtube.com/watch?v=05ULJHmQXwo

[1] https://okt.to/eYFpIT
[1] https://okt.to/2XFLZC
[1] https://okt.to/62gAr5

Top URLs in Tweet in G6:
[1] https://banned.video/watch?id=5d6eb4fa7d587e001638c9b9
[1] https://banned.video/watch?id=5d700a620718b500134a378e
[1] https://twitter.com/EugeneWzorek/status/1169355575664074752
[1] https://twitter.com/ZeekYah/status/1163333371411329025?s=19
[1] https://www.google.ca/search?as_q="It%27s+sentient"+~military+%7C+NGA+%7C+~spy+%7C+satellite+%7C+~omnivorous

Top URLs in Tweet in G7:
[34] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffereed6f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://i.imgur.com/NZango3.jpg?utm_content=bufferefdc5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[14] https://mapscaping.com/blogs/the-mapscaping-podcast
[11] https://geoawesomeness.com/vgis-augmented-reality-gis-meemim-nextgeo/?utm_content=bufferd4ed3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://mapscaping.com/pages/folding-paper-globes?utm_content=bufferbf075&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.reddit.com/r/MapPorn/comments/8pdklp/paris_metro_lines_locations_from_aerial_picture_oc/?st=JI5MJD3Y&sh=1e848524&utm_content=buffer2ade2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] http://www.vGIS.io
[3] https://twitter.com/NCAR_Science/status/1120380579873198081/photo/1?utm_content=bufferf41b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://mapscaping.com/blogs/the-mapscaping-podcast/inspirational-geospatial-visualizations
[3] https://www.youtube.com/watch?v=DrXt4Z4WYqU


Top URLs in Tweet in G8:
[5] https://www.linkedin.com/slink?code=fDraDB4
[2] https://www.youtube.com/watch?v=NWJlDvJihmI&feature=youtu.be

[1] https://bgmartins.github.io/sigspatial-geohumanities/index.html
[1] https://www.macleodsimmonds.com/contact/
[1] https://www.geomatics-world.co.uk/content/article/a-new-reality-for-geospatial-professionals-2
[1] https://www.geomatics-world.co.uk/content/article/monitoring-3d-urban-growth-3
[1] https://link.springer.com/epdf/10.1186/s40965-019-0067-x?author_access_token=3Eqr9UYM8TL-WhHCG57Dz2_BpE1tBhCbnbw3BuzI2RN0awjz868tLtKmnHw2qs154v217-o2gQ92Kb1k6yoBbskxFjzcR0b-r444yL_Jn3m65kAHDx8nT6F8tHV42JrBeaEnaF86lvI3sy520ZP8iw%3D%3D
[1] https://north-road.com/2019/09/03/qgis-3-10-loves-geopdf/
[1] https://www.youtube.com/watch?v=6UbDZ03wnEU&feature=youtu.be

[1] https://www.gislounge.com/women-in-geospatial-launches-a-career-mentorship-program/

Top URLs in Tweet in G9:
[58] https://www.gislounge.com/women-in-geospatial-launches-a-career-mentorship-program/
[2] https://www.gislounge.com/3-ways-geospatial-data-is-changing-the-way-we-manage-the-environment-around-us/
[2] https://www.gislounge.com/using-geospatial-analysis-to-map-the-optimal-places-for-tropical-rainforest-restoration/
[2] https://www.linuxinsider.com/story/86226.html
[2] https://www.gov.uk/government/publications/future-technologies-review
[1] https://www.youtube.com/watch?v=_r4IqjGqGEY&t=25s

[1] https://searchenterpriseai.techtarget.com/feature/GPU-analytics-speeds-up-deep-learning-other-data-insights
[1] https://www.govloop.com/training/sept-5-building-smart-communities-founded-on-a-geospatial-strategy/
[1] https://www.gov.uk/government/news/new-report-highlights-how-use-of-geospatial-data-by-ai-and-innovative-tech-is-helping-grow-the-uk-economy
[1] https://www.avenza.com/geographic-imager/?utm_source=hootsuite&utm_medium=tw_av&utm_campaign=desktop_0919&utm_content=geographicimager&utm_type=web_prod

Top URLs in Tweet in G10:
[9] http://www.satmagazine.com/story.php?number=1894032586
[4] http://www.prweb.com/releases/2019/9/prweb16557176.htm
[1] https://markets.businessinsider.com/news/stocks/satellogic-signs-agreement-with-abdas-to-deliver-dedicated-satellite-constellation-for-exclusive-geospatial-analytics-in-henan-province-china-1028508453?from=singlemessage&isappinstalled=0
[1] https://twitter.com/Satellogic/status/1171113471007698944
[1] https://geoawesomeness.com/mapping-pirate-attacks-around-the-world/
[1] https://geoawesomeness.com/vgis-augmented-reality-gis-meemim-nextgeo/?utm_content=bufferd4ed3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[195] twitter.com
[83] geospatialworld.net
[77] gislounge.com
[61] medium.com
[59] linkedin.com
[51] geospatialnews.net
[48] reddit.com
[41] co.uk
[37] mapscaping.com
[35] youtube.com

Top Domains in Tweet in G1:
[102] twitter.com
[53] geospatialworld.net
[50] geospatialnews.net
[20] medium.com
[17] co.uk
[15] ethicalgeo.org
[15] youtube.com
[14] lidarsurvey.net
[14] lidarnews.com
[12] eurogeographics.org

Top Domains in Tweet in G2:
[27] linkedin.com
[13] twitter.com
[12] dy.si
[9] careerarc.com
[8] co.uk
[8] geospatialworld.net
[7] blogspot.com
[6] geoawesomeness.com
[6] icims.com
[6] feedburner.com

Top Domains in Tweet in G3:
[18] kdnuggets.com
[8] towardsdatascience.com
[7] twitter.com
[3] computerweekly.com
[3] dy.si
[3] into.ai
[2] github.com
[2] post-gazette.com
[2] newsok.com
[2] twinybots.ch

Top Domains in Tweet in G4:
[13] directionsmag.com
[12] twitter.com
[9] geoworks.sg
[5] geoawesomeness.com
[5] google.com
[3] ow.ly
[3] meetup.com
[3] linkedin.com
[3] com.au
[3] gislounge.com

Top Domains in Tweet in G5:
[8] twitter.com
[7] co.uk
[6] arcgis.com
[4] questback.com
[4] org.uk
[4] geospatial-solutions.com
[4] youtube.com
[3] okt.to
[3] rgs.org
[3] gotowebinar.com

Top Domains in Tweet in G6:
[2] banned.video
[2] twitter.com
[1] google.ca

Top Domains in Tweet in G7:
[42] reddit.com
[31] mapscaping.com
[16] imgur.com
[12] geoawesomeness.com
[5] vgis.io
[4] twitter.com
[3] gislounge.com
[3] youtube.com
[2] t.co
[1] spotify.com

Top Domains in Tweet in G8:
[5] linkedin.com
[4] youtube.com
[2] co.uk
[1] github.io
[1] macleodsimmonds.com
[1] springer.com
[1] north-road.com
[1] gislounge.com
[1] eracareers.pt
[1] twitter.com

Top Domains in Tweet in G9:
[63] gislounge.com
[3] gov.uk
[3] linuxinsider.com
[1] youtube.com
[1] techtarget.com
[1] govloop.com
[1] avenza.com
[1] twitter.com
[1] urisa.org

Top Domains in Tweet in G10:
[9] satmagazine.com
[4] prweb.com
[2] geoawesomeness.com
[1] businessinsider.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1669] geospatial
[578] gis
[468] bigdata
[445] datascience
[408] analytics
[403] ai
[211] iot
[191] machinelearning
[161] reinforcementlearning
[155] books



Top Hashtags in Tweet in G1:
[703] geospatial
[173] gis
[56] mapping
[47] lidar
[43] uas
[40] surveying
[38] bigdata
[34] drone
[34] ai
[34] drones

Top Hashtags in Tweet in G2:
[54] geospatial
[23] government
[17] gis
[8] surveying
[7] engineering
[6] boozallen
[6] job
[5] remotesensing
[5] digitaltransformation
[5] geofeeds

Top Hashtags in Tweet in G3:
[409] geospatial
[404] bigdata
[396] datascience
[369] analytics
[343] ai
[187] gis
[160] machinelearning
[154] iot
[149] reinforcementlearning
[148] books

Top Hashtags in Tweet in G4:
[71] geospatial
[37] geoweek
[25] gis
[16] data
[14] retas
[9] software
[8] geoyouth
[8] singapore
[8] foss4g2019
[7] developers

Top Hashtags in Tweet in G5:
[98] geospatial
[39] gis
[13] data
[12] agicasestudies
[11] drone
[9] free
[8] arcgis
[8] mapping
[8] imagery
[7] osmaconference

Top Hashtags in Tweet in G6:
[95] dangerous
[66] harpa
[66] darpa
[2] redflag
[2] bigdata
[2] analytics
[2] geospatial
[2] datascience
[2] ai
[1] bigtech

Top Hashtags in Tweet in G7:
[67] geospatial
[39] geography
[35] geographyteacher
[32] gis
[28] mapping
[22] geo
[19] geoscience
[17] africa
[17] d3js
[16] podcast

Top Hashtags in Tweet in G8:
[76] qgis
[7] acm
[7] sigspatial
[5] geospatial
[2] foss4g
[1] gischat
[1] gis
[1] digitalhumanities
[1] spatialhumanities
[1] geohumanities

Top Hashtags in Tweet in G9:
[5] geospatial
[4] esri
[3] gis
[2] geospatialdata
[2] ai
[2] avenza
[1] iot
[1] bigdata
[1] urbandata
[1] smartcities

Top Hashtags in Tweet in G10:
[1] news
[1] satellites
[1] china
[1] geospatial

Top Words
Top Words in Tweet in Entire Graph:
[3392] Words in Sentiment List#1: Positive
[1066] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[102675] Non-categorized Words
[107133] Total Words
[2285] geospatial
[1671] #geospatial
[1240] data
[578] #gis
[468] gp_pulipaka

Top Words in Tweet in G1:
[705] #geospatial
[321] geospatial
[241] data
[173] #gis
[106] new
[83] more
[79] s
[70] 2019
[68] planning
[61] here

Top Words in Tweet in G2:
[348] geospatial
[87] data
[54] #geospatial
[42] job
[38] new
[37] analyst
[31] open
[29] information
[27] more
[26] jobs

Top Words in Tweet in G3:
[435] gp_pulipaka
[409] #geospatial
[404] #bigdata
[396] #datascience
[369] #analytics
[343] #ai
[239] data
[187] #gis
[163] #
[160] #machinelearning

Top Words in Tweet in G4:
[158] geospatial
[71] #geospatial
[37] geoworkssg
[37] singapore
[37] #geoweek
[29] week
[28] s
[28] here
[26] community
[26] first

Top Words in Tweet in G5:
[98] #geospatial
[44] data
[39] #gis
[35] out
[29] geospatial
[26] rgs_ibg
[24] esri
[22] more
[21] ordnancesurvey
[17] help

Top Words in Tweet in G6:
[182] libertytarian
[97] people
[96] guns
[95] harpa's
[95] safe
[95] home
[95] profiling
[95] #dangerous
[95] w
[95] speech

Top Words in Tweet in G7:
[122] mapscaping
[67] #geospatial
[67] source
[39] #geography
[36] shows
[35] #geographyteacher
[35] map
[34] extent
[34] arctic
[34] summer

Top Words in Tweet in G8:
[116] geospatial
[85] new
[84] pdf
[82] read
[77] here
[76] another
[76] exciting
[76] addition
[76] #qgis
[76] 3

Top Words in Tweet in G9:
[95] geospatial
[84] gislounge
[58] women
[58] launches
[58] career
[58] mentorship
[58] program
[40] huge
[39] deepseadawn
[20] data

Top Words in Tweet in G10:
[81] geospatial
[46] data
[45] jonahadkins
[45] stop
[45] talking
[45] shit
[45] different
[45] formats
[45] shapefiles
[45] iconic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[398] geospatial,data
[397] #bigdata,#analytics
[259] #geospatial,#gis
[240] #analytics,#geospatial
[175] #datascience,#ai
[169] big,data
[166] #ai,#machinelearning
[155] list,60
[155] 60,#datascience
[155] #datascience,#books

Top Word Pairs in Tweet in G1:
[69] #geospatial,#gis
[66] #geospatial,data
[53] #gis,#geospatial
[45] geospatial,planning
[28] geospatial,data
[26] being,used
[25] check,out
[25] protr_actor,#geospatial
[24] public,health
[24] planning,analysis

Top Word Pairs in Tweet in G2:
[42] geospatial,data
[23] geospatial,analyst
[18] geospatial,information
[17] geospatial,analysis
[17] link,bio
[14] check,out
[13] geospatial,intelligence
[11] open,source
[10] click,link
[9] geospatial,consortium

Top Word Pairs in Tweet in G3:
[369] #bigdata,#analytics
[225] #analytics,#geospatial
[179] #geospatial,#gis
[164] #datascience,#ai
[154] #ai,#machinelearning
[148] list,60
[148] 60,#datascience
[148] #datascience,#books
[148] #books,big
[148] big,data

Top Word Pairs in Tweet in G4:
[14] geospatial,week
[14] one,problem
[14] problem,people
[14] people,look
[14] look,gender
[14] gender,balance
[14] balance,field
[14] field,overall
[14] overall,assessment
[14] assessment,think

Top Word Pairs in Tweet in G5:
[23] #geospatial,data
[23] #gis,#geospatial
[15] case,studies
[13] over,next
[13] next,few
[13] few,weeks
[13] weeks,look
[13] look,out
[13] out,case
[13] studies,resources

Top Word Pairs in Tweet in G6:
[95] harpa's,safe
[95] safe,home
[95] home,profiling
[95] profiling,#dangerous
[95] #dangerous,people
[95] people,w
[95] w,guns
[95] guns,speech
[95] speech,dangerous
[95] dangerous,hateful

Top Word Pairs in Tweet in G7:
[34] map,shows
[34] shows,extent
[34] extent,arctic
[34] arctic,summer
[34] summer,ice
[34] ice,1970
[34] 1970,2100
[34] 2100,projected
[34] projected,obviously
[34] obviously,source

Top Word Pairs in Tweet in G8:
[83] geospatial,pdf
[76] another,exciting
[76] exciting,new
[76] new,addition
[76] addition,#qgis
[76] #qgis,3
[76] 3,10
[76] 10,geospatial
[76] pdf,outputs
[76] outputs,read

Top Word Pairs in Tweet in G9:
[58] women,geospatial
[58] launches,career
[58] career,mentorship
[58] mentorship,program
[56] geospatial,launches
[56] program,gislounge
[40] huge,women
[39] deepseadawn,huge
[18] geospatial,data
[15] kiricarini,women

Top Word Pairs in Tweet in G10:
[45] stop,talking
[45] talking,shit
[45] shit,different
[45] different,geospatial
[45] geospatial,data
[45] data,formats
[45] formats,shapefiles
[45] shapefiles,iconic
[45] iconic,geojson
[45] geojson,incredible

Top Replied-To
Top Replied-To in Entire Graph:
@geospatialwomen
@barackobama
@jakewim
@gcamara
@lorihandrahan2
@kgeographer
@lees_sandbox
@realdonaldtrump
@nottheo20625094
@yngling

Top Replied-To in G1:
@in_thestl
@cratedb
@5gworldseries
@bluemarblegeo
@transitscreen
@ricckli
@jenmeierhans
@geoawesomeness
@piiglab
@iyoaye

Top Replied-To in G3:
@robbinvernooij

Top Replied-To in G4:
@geospatialwomen
@nottheo20625094
@yngling
@geoworkssg
@mandouze
@kiricarini
@spara
@micheletobias
@joshnaylor

Top Replied-To in G5:
@marinemaps
@wbg_cities
@thierry_g
@will_hensman_is
@danc00ks0n
@mixedbredie

Top Replied-To in G6:
@libertytarian

Top Replied-To in G8:
@alexnetogeo
@briantimoney

Top Replied-To in G9:
@claraexplores

Top Replied-To in G10:
@jonahadkins

Top Mentioned
Top Mentioned in Entire Graph:
@gp_pulipaka
@libertytarian
@mapscaping
@gislounge
@northroadgeo
@usatoday
@kirkdborne
@jonahadkins
@ethicalgeo
@orbital_insight

Top Mentioned in G1:
@ethicalgeo
@ehealth_africa
@americangeo
@iyoaye
@geoworldmedia
@protr_actor
@geospatialnews1
@eurogeographics
@geosaurustrex
@geospatialc

Top Mentioned in G2:
@viswaraja1
@mikeshewring
@pediatrics_bio
@datalabsagency
@edina_digimap
@aspiremapper
@rmsi_global
@pereion
@msbless2013

Top Mentioned in G3:
@gp_pulipaka
@usatoday
@kirkdborne
@pittsburghpg
@analyticsfrance
@machine_ml
@newsok
@bigdata_fr
@minyanville
@thebuffalonews

Top Mentioned in G4:
@geoworkssg
@foss4g
@geospatialwomen
@geoawesomeness
@dmpinc
@directionsmag
@awwwards
@maptimesg
@grabsg
@discovercretech

Top Mentioned in G5:
@rgs_ibg
@esri
@ordnancesurvey
@geocommunity
@geoconnexion
@urisa
@interdroneexpo
@esriuk
@urisatexas
@atxgisday

Top Mentioned in G6:
@libertytarian
@gp_pulipaka

Top Mentioned in G7:
@mapscaping
@recifs
@craigtaylorgis
@geone_ws
@vgis_map
@geoawesomeness
@volcan01010
@astraeainc
@directionsmag
@jsgoodall

Top Mentioned in G8:
@northroadgeo
@monclaludovic
@jacintoestima
@marcominghini
@briantimoney
@isprs_ijgi
@youtube
@proadmontierra
@yavannie24

Top Mentioned in G9:
@gislounge
@deepseadawn
@kiricarini
@mikeflaxman
@omnisci
@maltaweel5
@jonoscotland
@geospatialwomen
@gis_advocate
@technewsworld

Top Mentioned in G10:
@jonahadkins
@satellogic
@earlkman
@satmagazine
@discoverhenan
@fedejack
@prweb
@drapercygnus
@john_m_nelson
@geoawesomeness

Top Tweeters
Top Tweeters in Entire Graph:
@yuuji_k1
@arkangelscrap
@sectest9
@resilient_ent
@javascriptd
@robre62
@nosqldigest
@gamergeeknews
@prpnews
@dancas2

Top Tweeters in G1:
@nosqldigest
@linda_u_w_a
@nytimes
@techcrunch
@ideagov
@stltoday
@sachatb
@nationnews
@3drenderbot
@marshal007_

Top Tweeters in G2:
@prpnews
@ecointernetdrgb
@schestowitz
@csa_dvillamizar
@postjobfree
@italianpolitics
@jobs_uk_
@jobs_schweiz_
@_teen_problem
@vancitywebjobs

Top Tweeters in G3:
@arkangelscrap
@sectest9
@javascriptd
@gamergeeknews
@dancas2
@aldoceccarelli
@chidambara09
@aaroncuddeback
@calcaware
@into_ai

Top Tweeters in G4:
@ogbenidipo
@xniyi
@wajahatali
@creativedynamix
@labitchesse
@femtech_
@yasmineutami
@profilo3marco
@deepindex
@womentechbot

Top Tweeters in G5:
@waweru
@jacobussystems
@hyamane7
@lordbexar
@geographile
@salesforce
@ordnancesurvey
@natgeo
@googlemaps
@geo_maps

Top Tweeters in G6:
@magannohate
@shirleyringuet5
@lorajperkins
@iii_means_free
@oldsalz
@kimmwaters4
@abbavitch
@truthismaster
@texasgunsandoil
@westernpajon

Top Tweeters in G7:
@mojin
@rmathematicus
@ziyaggy
@avfolk
@cboy13
@worldprofessor
@risharky
@nodoriesgo
@dansleslimbes
@awilliams_a

Top Tweeters in G8:
@clearmapping
@ownohmanny
@donny_v
@youtube
@sfkeller
@digtalhumanatee
@geoinnovaasl
@sotogvrl
@gavg712
@briantimoney

Top Tweeters in G9:
@mrkalman
@davidbflower
@miketiffy53
@tiadobi
@lemoustier
@deepseadawn
@joeymaier
@heatherleson
@dragons8mycat
@gislounge

Top Tweeters in G10:
@dohbee
@lyzidiamond
@internetrebecca
@thomasg77
@todrobbins
@u_ribo
@prweb
@santipinto
@lucassalgad0
@aarrieta