geospatial, Twitter, 3/13/2023 12:55:48 AM, 291038


FAQ | Problem?

geospatial_2023-03-12_17-45-00.xlsx
geospatial_2023-03-12_17-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2023
Short Description:
geospatial via NodeXL https://bit.ly/3ZGpvcn
@geospatial_py
@milos_agathon
@griddbcommunity
@godwin_murithi
@giswqs
@gischatbot
@worldpopproject
@i_nitze
@dragons8mycat
@maxlenormand

Top hashtags:
#geospatial
#gis
#rstats
#gischat
#population
#griddb
#iot
#nyc
#nosql

Description:
Description
The graph represents a network of 3,776 Twitter users whose recent tweets contained "geospatial", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 00:49 UTC.

The tweets in the network were tweeted over the 1965-day, 8-hour, 50-minute period from Tuesday, 24 October 2017 at 15:09 UTC to Monday, 13 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3776
Unique Edges : 2210
Edges With Duplicates : 8873
Total Edges : 11083
Number of Edge Types : 9
Retweet : 3587
MentionsInRetweet : 4647
Replies to : 365
MentionsInReplyTo : 525
Tweet : 969
Quote : 106
MentionsInQuote : 74
Mentions : 754
MentionsInQuoteReply : 56
Self-Loops : 1342
Reciprocated Vertex Pair Ratio : 0.0335715832791856
Reciprocated Edge Ratio : 0.0649622799664711
Connected Components : 519
Single-Vertex Connected Components : 260
Maximum Vertices in a Connected Component : 2458
Maximum Edges in a Connected Component : 8604
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.110095
Graph Density : 0.000334773824222696
Modularity : 0.407713
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,776 Twitter users whose recent tweets contained "geospatial", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 00:49 UTC.

The tweets in the network were tweeted over the 1965-day, 8-hour, 50-minute period from Tuesday, 24 October 2017 at 15:09 UTC to Monday, 13 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[161] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[23] https://twitter.com/Godwin_Murithi/status/1633685120371642375/photo/1
[23] https://www.youtube.com/watch?v=EIwLZiTuYoA&feature=youtu.be

[15] https://twitter.com/danwalker9999/status/1595653898572042240
[13] https://landgeist.com/2023/03/11/coffee-or-tea/
[12] https://twitter.com/Godwin_Murithi/status/1634531153494392832/photo/1
[12] https://blog.locatepress.com/how-artificial-intelligence-is-improving-open-source-gis/
[12] https://arcoregeospatialapi.devpost.com/
[11] https://statisticsglobe.com/geospatial-distance-between-two-points-in-r
[10] https://apply.interfolio.com/122286

Top URLs in Tweet in G1:
[11] https://blog.locatepress.com/how-artificial-intelligence-is-improving-open-source-gis/
[11] https://www.youtube.com/watch?v=EIwLZiTuYoA&feature=youtu.be

[9] https://givingday.berkeley.edu/giving-day/60202/department/60333
[7] https://www.unmannedsystemstechnology.com/2023/03/atmos-appoints-official-us-distributor-for-marlyn-cobalt-drone/?utm_content=buffer338f6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://foss4gna.org/
[6] https://geoobserver.wordpress.com/2023/03/10/qgis-tipp-dotmaps-punktdichtekarten-2-youtube/
[5] https://www.youtube.com/watch?v=fbi1HUB0tac&feature=youtu.be

[5] https://paper.li/f-1435580559?share_id=645e9c90-c042-11ed-890c-fa163ed80008
[5] https://www.directionsmag.com/playlist/8618
[5] https://jobingis.com/jobs/gis-intern

Top URLs in Tweet in G2:
[2] https://www.youtube.com/watch?v=iDURRHzM2aA&feature=youtu.be

[1] https://twitter.com/milos_agathon/status/1632758109654376456/photo/1
[1] https://twitter.com/milos_agathon/status/1625192854858395648/photo/1
[1] https://twitter.com/milos_agathon/status/1633371669262737408/photo/1
[1] https://twitter.com/milos_agathon/status/1631610269049782272/photo/1
[1] https://ec.europa.eu/eurostat/databrowser/view/demo_r_pjangrp3/default/table?lang=en
[1] https://twitter.com/milos_agathon/status/1633132891596021761/photo/1
[1] https://glad.umd.edu/dataset/croplands
[1] https://twitter.com/milos_agathon/status/1627596699328819203/photo/1
[1] https://www.youtube.com/watch?v=qTDf5VVnjMM&feature=youtu.be


Top URLs in Tweet in G3:
[7] https://cloud.google.com/blog/ja/products/maps-platform/how-geospatial-services-can-help-improve-financial-outcomes-customer-experiences-and-operational-efficiency/?hl=ja
[4] https://twitter.com/CguOdisha/status/1633775071893307393/photo/1
[4] https://twitter.com/cryopolitics/status/1633198208334831616/photo/1
[4] https://twitter.com/AyresInc/status/1633959446626856961/photo/1
[4] https://twitter.com/MipMapTech/status/1634109118658101251/photo/1
[3] https://impact.economist.com/projects/geographic-approach/case-studies/global-logistics/
[3] https://twitter.com/cubytes/status/1632963429051891712/photo/1
[3] http://www.thebigjobsite.com/details/D47A1CB968363B2DECE5F4E21244C7BA
[2] https://traffichacks.xyz/a-sparklyr-extension-for-analyzing-geospatial-data/
[2] https://twitter.com/NIFC_Fire/status/1634962583173120002/photo/1

Top URLs in Tweet in G4:
[20] https://twitter.com/Godwin_Murithi/status/1633685120371642375/photo/1
[12] https://twitter.com/Godwin_Murithi/status/1634531153494392832/photo/1
[11] https://statisticsglobe.com/geospatial-distance-between-two-points-in-r
[8] https://twitter.com/Feranmi_Babs/status/1634310643518939136/photo/1
[4] https://twitter.com/_marymuthee/status/1633890224789962768/photo/1
[4] https://www.mdpi.com/2673-4931/3/1/78
[4] https://twitter.com/Geotetanzania/status/1633912705231777797/photo/1
[3] https://twitter.com/lucychepkosgei/status/1631883780758679552/photo/1
[3] https://milospopovic.net/inset-graph-within-map/
[2] https://www.linkedin.com/pulse/running-list-200-companies-hiring-geospatial-roles-ali-ahmadalipour/

Top URLs in Tweet in G5:
[158] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[3] https://twitter.com/TheEliad/status/1632844816051585025/video/1
[1] https://griddb.net/en/blog/create-interactive-dashboard-with-streamlit-python-and-griddb/
[1] https://twitter.com/GridDBCommunity/status/1260635380656730113/photo/1
[1] https://griddb.net/en/blog/geospatial-querying-using-geohashes-and-griddb/
[1] https://twitter.com/TradocDCG/status/1632829068839202817/photo/1

Top URLs in Tweet in G6:
[6] https://www.eventbrite.co.uk/e/women-in-geospatial-webinar-international-womens-day-tickets-558587609577
[4] https://twitter.com/UNGGIM/status/1631346155618541589/photo/1
[3] https://twitter.com/GeoCommunity/status/1633401575145086976
[3] https://aws.amazon.com/blogs/machine-learning/monitoring-lake-mead-drought-using-the-new-amazon-sagemaker-geospatial-capabilities/
[2] https://twitter.com/GeoSkeptic/status/1522322683874013185
[2] https://mostlysubjective.com/2021/02/03/the-funniest-geotweeps/
[2] https://twitter.com/GeoSkeptic/status/1522322683874013185/photo/1
[2] https://unstats.un.org/UNSDWebsite/statcom/session_54/documents/2023-2-SDG-IAEG-E.pdf
[1] https://twitter.com/chrisfabian/status/1633379040806535168
[1] https://womeningeospatial.org/our-events/inside-the-black-box-at-the-ballot-box/

Top URLs in Tweet in G7:
[4] https://twitter.com/AmelieAGagnon/status/1633090556363407364/photo/1
[3] https://twitter.com/tmsmronald/status/1632728867323404290/photo/1
[3] https://twitter.com/AMbabani/status/1633018194418970624/photo/1
[1] https://www.umassglobal.edu/partner-organizations/partner-organizations/institute-for-geospatial-education
[1] https://register.gotowebinar.com/register/6885178526299885403
[1] https://survey123.arcgis.com/share/d33998c9301445d5aee19cba29a391e6
[1] https://twitter.com/sdgstoday/status/1632733140614561795/photo/1
[1] https://twitter.com/osmuganda/status/1634113938106335233
[1] https://heigit.org/poster-preview-for-the-un-maps-conference/
[1] https://twitter.com/GIScienceHD/status/1633040384296202241/photo/1

Top URLs in Tweet in G8:
[2] https://www.vox.com/world-politics/2023/3/9/23631178/bakhmut-ukraine-russia-war-wagner?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://www.earthdata.nasa.gov/learn/backgrounders/what-is-sar

Top URLs in Tweet in G9:
[12] https://www.youtube.com/watch?v=EIwLZiTuYoA&feature=youtu.be

[2] http://geography.one/?edition_id=60268220-bf87-11ed-9537-fa163e6ccaff
[2] http://geography.one/?edition_id=30979ea0-bebe-11ed-9537-fa163e6ccaff
[1] https://twitter.com/peter_fettes/status/1633136626040811521/video/1
[1] https://www.itc.nl/big-geodata/training/introduction-to-geospatial-raster-and-vector-data-with-python/
[1] https://twitter.com/BigGeodata/status/1634134173865635840/photo/1
[1] https://streamlit.gishub.org/
[1] https://twitter.com/giswqs/status/1627669331453657091/video/1
[1] https://github.com/giswqs/geemap
[1] https://github.com/giswqs/leafmap

Top URLs in Tweet in G10:
[4] https://twitter.com/GeoMapperJo/status/1632684379662163968/photo/1
[4] https://twitter.com/africwomeningis/status/1634260375649525769/photo/1
[2] https://www.eventbrite.com/e/women-inspire-a-look-at-the-geospatial-field-tickets-576332224197
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F100090546294753%2Fposts%2Fpfbid021Hpb69gLdEEYukkEyAf1Frm3VD3Zdhv1Hxo5b5ZRAGcgpdwqjz8h4YB39v5f4atal%2F%3Fapp%3Dfbl
[1] https://twitter.com/LadiesMapZim/status/1633502233332523009/photo/1
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F100090546294753%2Fposts%2Fpfbid02jHXyDVAwtdVFo9S4xDVTsq773VGjsvXSFyB8LHHe3uwq1ZF8L1mKGWtWSoKwAn9Xl%2F%3Fapp%3Dfbl
[1] https://twitter.com/LadiesMapZim/status/1633482002459394049/photo/1
[1] https://tiny.cc/k244vz
[1] https://twitter.com/kjainfce/status/1634606763939880963/photo/1
[1] https://servirglobal.net/Global/Articles/Article/2829/SERVIR-Launches-New-Gender-Analysis-Tool

Top Domains
Top Domains in Tweet in Entire Graph:
[1066] twitter.com
[164] griddb.net
[86] youtube.com
[69] appcast.io
[63] landgeist.com
[45] paper.li
[36] esri.com
[29] google.com
[28] dy.si
[28] linkedin.com

Top Domains in Tweet in G1:
[346] twitter.com
[65] appcast.io
[58] youtube.com
[32] esri.com
[32] paper.li
[30] landgeist.com
[27] tennyapps.com
[23] wordpress.com
[21] directionsmag.com
[18] jobingis.com

Top Domains in Tweet in G2:
[10] twitter.com
[3] youtube.com
[2] milospopovic.net
[1] europa.eu
[1] umd.edu
[1] locatepress.com

Top Domains in Tweet in G3:
[95] twitter.com
[19] dy.si
[17] google.com
[10] linkedin.com
[9] thebigjobsite.com
[8] zobjobs.com
[7] smh.re
[5] arcgis.com
[4] towardsdatascience.com
[4] gocleared.com

Top Domains in Tweet in G4:
[92] twitter.com
[11] statisticsglobe.com
[4] mdpi.com
[3] milospopovic.net
[2] linkedin.com
[1] eventbrite.com
[1] rpubs.com
[1] medium.com
[1] or.ke
[1] business-science.io

Top Domains in Tweet in G5:
[160] griddb.net
[5] twitter.com

Top Domains in Tweet in G6:
[38] twitter.com
[9] co.uk
[3] n51.ca
[3] amazon.com
[2] womeningeospatial.org
[2] linkedin.com
[2] mostlysubjective.com
[2] geovation.uk
[2] un.org
[1] open-data.nyc

Top Domains in Tweet in G7:
[29] twitter.com
[4] unesco.org
[2] springer.com
[2] viglink.com
[1] umassglobal.edu
[1] gotowebinar.com
[1] arcgis.com
[1] heigit.org
[1] co.uk
[1] sdg.org

Top Domains in Tweet in G8:
[2] vox.com
[1] nasa.gov

Top Domains in Tweet in G9:
[17] youtube.com
[16] twitter.com
[7] geography.one
[3] github.com
[3] iqgeo.com
[2] gishub.org
[2] leafmap.org
[1] itc.nl
[1] geemap.org
[1] google.com

Top Domains in Tweet in G10:
[17] twitter.com
[2] facebook.com
[2] eventbrite.com
[1] tiny.cc
[1] servirglobal.net
[1] zoom.us
[1] humanitix.com
[1] alliancebioversityciat.org
[1] climatelinks.org
[1] ac.nz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1162] geospatial
[401] gis
[305] rstats
[233] gischat
[226] population
[210] griddb
[169] iot
[166] nyc
[165] nosql
[163] timeseries



Top Hashtags in Tweet in G1:
[646] geospatial
[302] gis
[141] gischat
[67] mapping
[53] opensource
[52] arcgis
[52] cyclonefreddy
[48] maps
[44] data
[43] geography

Top Hashtags in Tweet in G2:
[218] rstats
[200] population
[19] datascience
[19] maps
[18] dataviz
[16] geospatial
[7] forest
[7] nature
[7] europe
[2] worldwildlifeday

Top Hashtags in Tweet in G3:
[14] geospatial
[11] gis
[9] ukjobs
[6] prabowosubianto
[6] loyalisprabowo
[6] bangkitbersama
[6] jobs
[5] googlecloud
[5] oxfordeconomics
[5] googlemapsplatform

Top Hashtags in Tweet in G4:
[86] geospatial
[79] gischat
[58] rstats
[56] leafmap
[29] mappromptmonday
[22] gis
[22] colombia
[21] r
[17] mappy
[13] paraguay

Top Hashtags in Tweet in G5:
[201] griddb
[161] nyc
[160] geospatial
[160] nosql
[159] timeseries
[158] iot
[43] python
[2] geohashing
[2] newyork
[2] dataanalysis

Top Hashtags in Tweet in G6:
[45] internationalwomensday
[42] geospatial
[10] iwd2023
[9] womeninsar
[9] womeninremotesensing
[6] nycopendataweek
[6] opendata
[5] embraceequity
[5] un54sc
[4] gis

Top Hashtags in Tweet in G7:
[24] unmapsconference
[23] geospatial
[16] sdgs
[12] iwd2023
[8] openstreetmap
[6] unmaps
[5] technology
[5] women
[4] unmap
[4] geography

Top Hashtags in Tweet in G8:
[84] bakhmut
[2] russia

Top Hashtags in Tweet in G9:
[28] geemap
[28] leafmap
[22] python
[22] docker
[19] geospatial
[7] raster
[7] vector
[7] training
[7] opensource
[7] geography

Top Hashtags in Tweet in G10:
[16] awigis
[12] drones
[11] fairdata
[11] dronemapping
[10] gender
[8] iwd2023
[7] geospatial
[6] inspire
[6] africanwomeningis
[3] earthobservation

Top Words
Top Words in Tweet in Entire Graph:
[2015] geospatial
[1509] data
[1164] #geospatial
[658] milos_agathon
[580] analysis
[555] according
[497] map
[477] day
[405] #gis
[403] europe

Top Words in Tweet in G1:
[648] #geospatial
[324] geospatial
[306] #gis
[253] data
[141] #gischat
[123] looking
[110] gis
[107] using
[97] more
[96] today

Top Words in Tweet in G2:
[546] milos_agathon
[491] according
[336] data
[316] europe
[314] mapped
[294] day
[287] researchers
[287] international
[287] female
[287] unesco

Top Words in Tweet in G3:
[304] geospatial
[105] data
[41] more
[40] 2023
[33] gis
[31] gt
[31] technology
[28] help
[26] location
[25] intelligence

Top Words in Tweet in G4:
[154] geospatial
[151] map
[145] godwin_murithi
[108] data
[98] analysis
[89] showing
[86] #geospatial
[79] #gischat
[69] tweets
[63] python

Top Words in Tweet in G5:
[252] griddbcommunity
[203] data
[201] #griddb
[161] #nyc
[160] #nosql
[160] #geospatial
[159] crime
[159] #timeseries
[158] #iot
[158] analysis

Top Words in Tweet in G6:
[64] geospatial
[45] #internationalwomensday
[42] #geospatial
[37] unggim
[29] women
[26] n51conference
[26] geospatialwomen
[23] co
[21] jon_neufeld
[20] information

Top Words in Tweet in G7:
[99] geospatial
[70] data
[43] un_mappers
[29] women
[24] #unmapsconference
[23] #geospatial
[21] day
[21] hotosm
[19] open
[18] sdgs

Top Words in Tweet in G8:
[86] control
[86] isw
[85] geospatial
[84] under
[84] although
[84] estimates
[84] georgewbarros
[84] russian
[84] 50
[84] #bakhmut

Top Words in Tweet in G9:
[44] command
[39] giswqs
[29] using
[28] #leafmap
[28] #geemap
[22] #docker
[22] docker
[22] run
[22] both
[22] hub

Top Words in Tweet in G10:
[51] women
[34] geospatial
[26] africwomeningis
[23] amazing
[23] join
[20] tool
[19] meet
[17] year
[16] team
[16] contribute

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[343] women's,day
[343] international,women's
[328] female,researchers
[315] mapped,female
[315] day,mapped
[315] according,unesco
[315] europe,according
[315] researchers,europe
[315] unesco,data
[314] milos_agathon,international

Top Word Pairs in Tweet in G1:
[110] #gis,#geospatial
[56] united,states
[52] time,03
[52] region,southern
[52] lat,lon
[52] southern,hemisphere
[52] hemisphere,time
[52] #cyclonefreddy,activity
[52] activity,lat
[46] #gischat,#geospatial

Top Word Pairs in Tweet in G2:
[287] unesco,data
[287] women's,day
[287] international,women's
[287] mapped,female
[287] according,unesco
[287] europe,according
[287] female,researchers
[287] day,mapped
[287] researchers,europe
[286] milos_agathon,international

Top Word Pairs in Tweet in G3:
[55] geospatial,data
[15] geospatial,intelligence
[11] national,security
[11] jack,dangermond
[11] axim,geospatial
[11] geospatial,technology
[10] security,contracts
[10] geospatial,information
[10] position,description
[9] geospatial,world

Top Word Pairs in Tweet in G4:
[77] map,showing
[75] geospatial,analysis
[54] python,package
[53] package,interactive
[53] coding,jupyter
[53] mapping,geospatial
[53] interactive,mapping
[53] #leafmap,python
[53] analysis,minimal
[53] minimal,coding

Top Word Pairs in Tweet in G5:
[159] crime,data
[159] #nyc,crime
[159] #nosql,#timeseries
[158] join,#geospatial
[158] #griddb,#iot
[158] #geospatial,analysis
[158] #iot,#nosql
[158] analysis,#nyc
[158] data,#griddb
[157] griddbcommunity,join

Top Word Pairs in Tweet in G6:
[18] geospatial,information
[18] co,chair
[16] shares,thoughts
[16] #internationalwomensday,palomamerodio
[16] palomamerodio,co
[16] chair,unggim
[16] thoughts,geospatial
[16] unggim,shares
[15] unggim,#internationalwomensday
[13] happy,#internationalwomensday

Top Word Pairs in Tweet in G7:
[28] geospatial,data
[16] un_mappers,mr
[12] ed,rebeccafirthy
[12] geospatial,field
[12] rebeccafirthy,speaking
[12] online,event
[12] event,international
[12] interim,ed
[12] career,geospatial
[12] hot's,interim

Top Word Pairs in Tweet in G8:
[84] although,georgewbarros
[84] georgewbarros,geospatial
[84] control,although
[84] under,russian
[84] estimates,50
[84] #bakhmut,under
[84] isw,estimates
[84] russian,control
[84] 50,#bakhmut
[82] geospatial,intelligen

Top Word Pairs in Tweet in G9:
[25] #geemap,#leafmap
[22] #docker,hub
[22] start,using
[22] docker,run
[22] command,command
[22] hub,start
[22] single,command
[22] using,single
[22] available,#docker
[22] both,#geemap

Top Word Pairs in Tweet in G10:
[22] amazing,women
[16] success,organization
[16] #awigis,team
[16] volunteers,year
[16] contribute,success
[16] organization,#awigis
[16] meet,amazing
[16] team,volunteers
[16] women,contribute
[15] africwomeningis,meet

Top Replied-To
Top Replied-To in Entire Graph:
@gregggonsalves
@_everythingism
@hethbill
@spatial_punk
@hholdenthorp
@geospatial_md
@elonmusk
@doobietrouser
@peaseroland
@laurie_garrett

Top Replied-To in G1:
@hethbill
@azdataexplorer
@geospacedman
@spatialace
@pwramsey
@appgeo
@josephkerski
@kiricarini
@steven_ramage
@alexisewood

Top Replied-To in G2:
@chroma__stone

Top Replied-To in G4:
@geopsy_research
@rykovd
@engstevemwai
@godwin_murithi
@joachimschork
@daudiabdullahi1
@konturinc

Top Replied-To in G6:
@spatial_punk
@rolfgeo
@jon_neufeld
@n51conference
@pokateo_
@geowithjustin

Top Replied-To in G7:
@amelieagagnon
@un_mappers
@carlyredhead

Top Replied-To in G9:
@simongerman600
@jackraifer
@huygens_oh

Top Mentioned
Top Mentioned in Entire Graph:
@milos_agathon
@griddbcommunity
@godwin_murithi
@giswqs
@725hemeed
@georgewbarros
@thestudyofwar
@landgeist
@worldpopproject
@jobingis

Top Mentioned in G1:
@milos_agathon
@giswqs
@jobingis
@godwin_murithi
@esri
@landgeist
@foss4gna
@725hemeed
@tennyapps
@metaworldmaps

Top Mentioned in G2:
@milos_agathon
@chroma__stone
@konturinc
@tylermorganwall
@researchremora
@vpllactayo
@locatepress

Top Mentioned in G3:
@gocleared
@mddplanning
@drpragyaagarwal
@truthseekers111
@cleargeo_gis
@enoch_online
@hana_abualwafa
@itpfed
@meandahq
@space4good

Top Mentioned in G4:
@godwin_murithi
@725hemeed
@milos_agathon
@gebcobathymetry
@geopsy_research
@mdancho84
@konturinc
@vpllactayo
@munirspatial
@joachimschork

Top Mentioned in G5:
@griddbcommunity
@streamlit
@theeliad
@tradocdcg

Top Mentioned in G6:
@geospatialwomen
@n51conference
@unggim
@jon_neufeld
@palomamerodio
@geocommunity
@sistersofsar
@nowhere_pod
@spatial_punk
@unstats

Top Mentioned in G7:
@un_mappers
@hotosm
@amelieagagnon
@unesco
@rebeccafirthy
@denispitzalis
@kyoungsooeom
@sdgstoday
@gisciencehd
@0mgould

Top Mentioned in G8:
@georgewbarros
@thestudyofwar
@voxdotcom

Top Mentioned in G9:
@giswqs
@esciencecenter
@biggeodata
@peter_fettes
@jobingis
@godwin_murithi
@i_ameztoy
@canadiangis
@geospatial_py
@champagne

Top Mentioned in G10:
@africwomeningis
@usaid
@geonadirau
@nasa
@drkjoyce
@servirglobal
@iucn_gender
@serviramazonia
@ladiesmapzim
@ruvimbo_29

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@hirogallery
@orgetorix
@flashalert_me
@newsfilterio
@john1966olsen
@bernelarry
@john_siracusa
@jmlpyt
@mynamecop

Top Tweeters in G1:
@chidambara09
@flashalert_me
@john1966olsen
@john_siracusa
@jobsviatweet
@hiringcare
@pythonroboto
@yvesmulkers
@tomdrabowicz
@jobsrmine

Top Tweeters in G2:
@ele9061
@forgerat
@oguzyuzuguler
@musso___
@solhog
@beaarroyocom
@antifatwa
@bbbcccnnn
@kanyabel
@sarahmya2000

Top Tweeters in G3:
@newsfilterio
@uhiiman
@123trabajo
@quantisnow
@olukayblark
@suriyasubraman
@stockilluminat1
@newsinvesting
@scotty_doesit
@stock_titan

Top Tweeters in G4:
@rstatstweet
@eddiest_ke
@geographerdc
@ucloudifyai
@adepedia
@rstats4ds
@rstats_tweets
@tincansquat
@jethiankur
@condottiero

Top Tweeters in G5:
@bernelarry
@jmlpyt
@mynamecop
@wyatojb5qpvbfa3
@cxja7hcmktggoip
@eldokshe
@mu4701868usman
@ramiro6668
@nomanakbar18
@samiii_78

Top Tweeters in G6:
@derrick_nyc
@madhavanpallan
@mdsumner
@flunal
@danwils42696605
@ordnancesurvey
@spara
@cheapwebmonkey
@nyc_dot
@ons

Top Tweeters in G7:
@ghanaleaksblog
@nordicgeo
@linuxmil
@infolinity
@mfnaughton
@jamesgis
@unicef
@0mgould
@unjobs_events
@heatherleson

Top Tweeters in G8:
@hirogallery
@orgetorix
@alain_co
@sequoia2001
@alfredgliddon
@manchan_free
@m_r_tempel
@turgut_guliyev
@sandbagger59
@olfashdeb

Top Tweeters in G9:
@die_primel
@pythonbot_by_pm
@almu_hs
@standard3d
@grigorkh
@ibazr_132
@simongerman600
@tultican
@geogramblings
@canadiangis

Top Tweeters in G10:
@gaiapluto
@nasa
@bzgeo
@espatularosada
@usaid
@solomilne
@chocolate_fiffy
@sawsharkman
@biovintciat_eng
@utsavmaden